CVOR HW 1

1. EDA and Detection

We will start by loading the data

import numpy as np
import pandas as pd
import cv2 as cv
import bbox_visualizer as bbv
import matplotlib.pyplot as plt
from PIL import __version__ as PILLOW_VERSION
from torchvision import datasets
import torch
from torch.utils.data import Dataset
from PIL import Image
import os
import bbox_visualizer as bbv
import shutil
import csv
from sklearn import metrics

DATA_ROOT = "data/raw/HW1_dataset/"

with open(os.path.join(DATA_ROOT, "classes.names"), "r") as f:
    classes_encoding = {name.strip("\n"): i for i, name in enumerate(f.readlines())}
print(classes_encoding)
# sanity check for missing labels
bbox_labels = {name.split(".")[0] for name in os.listdir(os.path.join(DATA_ROOT, "bboxes_labels"))}
_images = {name.split(".")[0] for name in os.listdir(os.path.join(DATA_ROOT, "images"))}
missing_labels = bbox_labels.symmetric_difference(_images)
print(missing_labels)

{'Right_Scissors': 0, 'Left_Scissors': 1, 'Right_Needle_driver': 2, 'Left_Needle_driver': 3, 'Right_Forceps': 4, 'Left_Forceps': 5, 'Right_Empty': 6, 'Left_Empty': 7}
{'P038_tissue1_889', 'P017_balloon1_1551', 'P040_balloon1_956'}

We observe that there are 3 images with missing labels. It is possible to impute the labels manually, and draw the bounding boxes ourselves, but since we lack expertise in the field and the amount of omitted images is small, we prefer to remove them entirely.

# remove files without labels
image_filenames = [filename for filename in os.listdir(os.path.join(DATA_ROOT, "images")) if filename.split(".")[0] not in missing_labels]
label_filenames = os.listdir(os.path.join(DATA_ROOT, "bboxes_labels"))

# sanity check that order is maintained so that labels still match files
for label_filename, image_filename in zip(label_filenames, image_filenames):
    label_filename, image_filename = label_filename.split(".")[0], image_filename.split(".")[0]
    if label_filename != image_filename:
        print(label_filename, image_filename)
        break

print(len(image_filenames))

1122

The total size of the dataset, omitting the missing labels, is 1122 examples.

def reverse_transform_format(label, w_img, h_img):
    cls, x_center, y_center, w, h, = label
    w_box = w * w_img
    h_box = h * h_img
    x_min = x_center * w_img - w_box / 2
    x_max = x_center * w_img + w_box / 2
    y_min = y_center * h_img - h_box / 2
    y_max = y_center * h_img + h_box / 2
    return [cls, x_min, y_min, x_max, y_max]


class ImageBBoxDataset(Dataset):
    """ This assumes that all images are of the same size """

    def __init__(self, root=DATA_ROOT, label_folder="bboxes_labels", image_folder="images", labels=label_filenames, images=image_filenames,
                 transform=None, invert_darknet=False):
        if len(images) != len(labels):
            raise RuntimeError("labels and images count dont match")
        self.root = root
        self.label_folder = label_folder
        self.image_folder = image_folder
        self.label_filenames = labels
        self.images = images
        self.labels = []
        self.transform = transform
        self.invert = invert_darknet

        temp_img = Image.open(os.path.join(self.root, self.image_folder, self.images[0]))
        self.w_img, self.h_img = temp_img.size

        for label_filename in self.label_filenames:
            with open(os.path.join(self.root, self.label_folder, label_filename), "r") as f:
                lines = f.readlines()
                if self.invert:
                    bbox_label = [reverse_transform_format([int(cls), float(x), float(y), float(w), float(h)], self.w_img, self.h_img)
                                  for cls, x, y, w, h in [line.split(" ") for line in lines]]
                else:
                    bbox_label = [[int(cls), float(x), float(y), float(w), float(h)] for cls, x, y, w, h in [line.split(" ") for line in lines]]
                self.labels.append(bbox_label)

    def __getitem__(self, index):
        image_path = os.path.join(self.root, self.image_folder, self.images[index])
        x = cv.imread(image_path)[..., ::-1]
        y = self.labels[index]
        if self.transform is not None:
            x = self.transform(x)
        return x, y

    def __len__(self):
        return len(self.images)

    def get_paths(self, index):
        image_path = os.path.join(self.root, self.image_folder, self.images[index])
        label_path = os.path.join(self.root, self.label_folder, self.label_filenames[index])
        return image_path, label_path

ds = ImageBBoxDataset(invert_darknet=True)

Visualizing the dataset

Run this cell to see some images in popup window

number_class = {v: k for k, v in classes_encoding.items()}
class_color = {0: (255, 0, 0), 1: (0, 255, 0), 2: (0, 0, 255), 3: (255, 255, 0), 4: (0, 255, 255), 5: (255, 0, 255), 6: (128, 128, 128), 7: (128, 0, 128)}
frame, full_label = ds[0]

def draw_bboxes_and_classes(frame_img, label):
    bboxes = [[round(coord) for coord in box[1:]] for box in label]
    classes = [number_class[lbl[0]] for lbl in label]

    for box, cls in zip(bboxes, classes):
        color = class_color[classes_encoding[cls]]
        frame_img = bbv.draw_multiple_rectangles(frame_img, [box], bbox_color=color)
        frame_img = bbv.add_multiple_labels(frame_img, [cls], [box], text_bg_color=color)

    cv.imshow('Frame', frame_img)
    cv.waitKey(0)
    cv.destroyAllWindows()
    cv.waitKey(1)

c = 0
for img, label in ds:
    if c > 10:
        break
    draw_bboxes_and_classes(img, label)
    c += 1

def count_labels(dataset, classes):
    counter = {c: 0 for c in classes}
    for _, labels in dataset:
        for label in labels:
            counter[label[0]] += 1
    return counter

counts = count_labels(ds, classes_encoding.values())
total = sum(counts.values())
plt.bar(range(len(counts)), [v / total for v in counts.values()], align='center')
plt.title("Label distribution over the dataset")
plt.xticks(range(len(counts)), list(classes_encoding.keys()), rotation=90)
plt.ylabel("Percentage of data")
plt.show()
print(counts)

{0: 257, 1: 3, 2: 765, 3: 48, 4: 0, 5: 362, 6: 92, 7: 710}

We observe that the dataset is imbalanced, in particular, the "Right Needle Driver" and "Left Empty" classes dominate the rest of the classes. The "Left Scissors", "Left Needle Driver" and "Right Empty" are in the extreme minority, accounting for less than 10% of the labels combined, particularly, the "Left Scissors" class has only 3 examples out of 1122.

We theorize that the main factor driving this imbalance is the handedness of the participating surgeons, meaning that the vast majority (if not all) of the participating surgeons were right-handed, which caused the "right" labels and the "left empty" labels to dominate as they were using their preferred hand.

The "Left Forceps" dominates however, due to it being a secondary tool in this procedure and being used in tandem with another tool, therefore it is only used in the left hand since the dominant hand is occupied.

with open(os.path.join(DATA_ROOT, "train.txt")) as f:
    train_files = [x.split(".")[0] for x in f.readlines()]

with open(os.path.join(DATA_ROOT, "valid.txt")) as f:
    valid_files = [x.split(".")[0] for x in f.readlines()]

with open(os.path.join(DATA_ROOT, "test.txt")) as f:
    test_files = [x.split(".")[0] for x in f.readlines()]

def create_train_test_val_dirs():
    paths_to_create = ["data/raw", "data/raw/images", "data/raw/labels", "data/raw/images/training", "data/raw/images/validation", "data/raw/images/test",
                       "data/raw/labels/training", "data/raw/labels/validation", "data/raw/labels/test",  "data/processed", "data/processed/images",
                       "data/processed/labels", "data/processed/images/training", "data/processed/images/validation", "data/processed/images/test",
                       "data/processed/labels/training", "data/processed/labels/validation", "data/processed/labels/test", "data/augmented",
                       "data/augmented/images", "data/augmented/labels", "data/augmented/images/training", "data/augmented/labels/training"]
    for path in paths_to_create:
        if not os.path.exists(path):
            os.mkdir(path)

def split_dataset(ds, train_files, valid_files, test_files, classes):
    counter_train = {c: 0 for c in classes}
    counter_val = {c: 0 for c in classes}
    counter_test = {c: 0 for c in classes}
    create_train_test_val_dirs()
    for i in range(len(ds)):
        img_path, label_path = ds.get_paths(i)
        _, lbl = ds[i]
        img_name = img_path.split("/")[-1].split("\\")[-1].split(".")[0]
        if img_name in train_files:
            for cls in lbl:
                counter_train[cls[0]] += 1
            dest_img = "data/raw/images/training"
            dest_label = "data/raw/labels/training"
        elif img_name in valid_files:
            for cls in lbl:
                counter_val[cls[0]] += 1
            dest_img = "data/raw/images/validation"
            dest_label = "data/raw/labels/validation"
        else:
            for cls in lbl:
                counter_test[cls[0]] += 1
            dest_img = "data/raw/images/test"
            dest_label = "data/raw/labels/test"
        shutil.copy2(img_path, dest_img)
        shutil.copy2(label_path, dest_label)
    return counter_train, counter_val, counter_test

train_counter, val_counter, test_counter = split_dataset(ds, train_files, valid_files, test_files, classes_encoding.values())

total_train, total_val, total_test = sum(train_counter.values()), sum(val_counter.values()), sum(test_counter.values())

fig, ax = plt.subplots(1, 3)
ax[0].bar(range(len(train_counter)), [v / total_train for v in train_counter.values()], align='center')
ax[0].set_title("Train", fontsize=12)
ax[0].set_xticks(range(len(train_counter)), list(classes_encoding.keys()), rotation=90)
ax[0].set_ylabel("% of data")

ax[1].bar(range(len(val_counter)), [v / total_val for v in val_counter.values()], align='center')
ax[1].set_title("Validation", fontsize=12)
ax[1].set_xticks(range(len(val_counter)), list(classes_encoding.keys()), rotation=90)
ax[1].set_ylabel("% of data")

ax[2].bar(range(len(test_counter)), [v / total_test for v in test_counter.values()], align='center')
ax[2].set_title("Test", fontsize=12)
ax[2].set_xticks(range(len(test_counter)), list(classes_encoding.keys()), rotation=90)
ax[2].set_ylabel("% of data")

fig.suptitle("Label distribution over sets")
fig.tight_layout(pad=1.0)

plt.show()

We can see that the label distribution remains the same after splitting the data according to the train, test and validation files. However, the data is still unbalanced. First, we will use augmentation to increase the size of the minority classes, then we will use oversampling and undersampling to balance the dataset.

from imblearn.over_sampling import RandomOverSampler
import random

def create_labels_df_out_of_subset(images_path, labels_path):
    paths_labels_df = []
    for img_filename, label_filename in zip(os.listdir(images_path), os.listdir(labels_path)):
        with open(os.path.join(labels_path, label_filename)) as f:
            labels = f.readlines()
            for label in labels:
                paths_labels_df.append([img_filename, label_filename, label[0]])
    df = pd.DataFrame(paths_labels_df)
    df.columns = ["img_name", "label_name", "class"]
    return df

def get_balanced_df(org_df):
    oversample = RandomOverSampler(sampling_strategy='auto')
    new_x, new_y = oversample.fit_resample(org_df[['img_name', "label_name"]], org_df['class'])
    new_df = pd.DataFrame()
    new_df["img_name"] = new_x["img_name"]
    new_df["label_name"] = new_x["label_name"]
    new_df["class"] = new_y
    return new_df

def write_balanced_df_to_folder(bdf, images_src, labels_src, images_dest, labels_dest):
    majority = {2, 7}
    counts = bdf.groupby(["img_name", "label_name"]).size().reset_index(name="count")
    for im_name, lbl_name, count in zip(counts["img_name"], counts["label_name"], counts["count"]):
        img_src, lbl_src = os.path.join(images_src, im_name), os.path.join(labels_src, lbl_name)
        for i in range(int(count)):
            if count < 3:
                if random.randint(0, 1):
                    continue
            img_name_dest = im_name.split(".")[0] + f"_{i}" + ".jpg"
            lbl_name_dest = lbl_name.split(".")[0] + f"_{i}" + ".txt"
            img_dest, lbl_dest = os.path.join(images_dest, img_name_dest), os.path.join(labels_dest, lbl_name_dest)
            shutil.copy2(img_src, img_dest)
            shutil.copy2(lbl_src, lbl_dest)
            if i > 2:
                with open(lbl_dest, "r") as f:
                    lines = [x for x in f.readlines() if int(x[0]) not in majority]
                with open(lbl_dest, "w") as f:
                    for line in lines:
                        f.write(line)

def balance_subset(images_src, labels_src, images_dest, labels_dest):
    balance_df = get_balanced_df(create_labels_df_out_of_subset(images_src, labels_src))
    write_balanced_df_to_folder(balance_df, images_src, labels_src, images_dest, labels_dest)
    print(len(balance_df) / len(create_labels_df_out_of_subset(images_src, labels_src)))
    return balance_df

balance_subset("data/raw/images/training", "data/raw/labels/training", "data/processed/images/training", "data/processed/labels/training")

2.365946632782719

counts = {c: 0 for c in range(8)}
for filename in os.listdir("data/processed/labels/training"):
    with open(os.path.join("data/processed/labels/training", filename), "r") as f:
        for line in f.readlines():
            try:
                counts[int(line[0])] += 1
            except ValueError as e:
                print(filename)

total = sum(counts.values())
plt.bar(range(len(counts)), [v / total for v in counts.values()], align='center')
plt.title("Label distribution over the dataset")
plt.xticks(range(len(counts)), list(classes_encoding.keys()), rotation=90)
plt.ylabel("Percentage of data")
plt.show()
print(counts)

{0: 1609, 1: 541, 2: 905, 3: 639, 4: 0, 5: 757, 6: 652, 7: 912}

We can see that the data is balanced now and nearly double in size

Now, we will train models on the original and balanced train sets. Our chosen model was yolov5 which is an improvement over the yolo model¹ we've seen in class. As a reminder, yolo is a single stage object detection architecture which looks at the images as a grid of cells and assigns class probabilities to each cell. The original architecture is as such:

While the paper for yolov5 hasn't released yet, we saw that it performs well, and decided to use it. We can see the architecture in Tensorboard:

The main new addition we noticed is the C3 module, which is called Concentrated-Comprehensive Convolution. In essence, it's an improved dilated convolution which reduces the number of parameters by half.²

Link to the yolov5 github: https://github.com/ultralytics/yolov5

---

1. YOLO paper: https://arxiv.org/abs/1506.02640↩

2. C3 Paper: https://arxiv.org/abs/1812.04920↩

For our experiments, we trained the yolov5 network on the original, balanced and augmented datasets, in addition to testing the optimizer between AdamW and SGD

! jupyter notebook --NotebookApp.iopub_data_rate_limit=1e12

^C

!python yolov5_ws/yolov5/train.py --img 640 --batch 20 --epochs 500 --optimizer "AdamW" --device "cuda:0" --data yolov5_ws/yolov5/dataset.yaml --weights yolov5_ws/yolov5/yolov5s.pt

github: skipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5

train: weights=yolov5_ws/yolov5/yolov5s.pt, cfg=, data=yolov5_ws/yolov5/dataset.yaml, hyp=yolov5_ws\yolov5\data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=20, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=cuda:0, multi_scale=False, single_cls=False, optimizer=AdamW, sync_bn=False, workers=8, project=yolov5_ws\yolov5\runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5  in ClearML
Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5  runs in Comet
TensorBoard: Start with 'tensorboard --logdir yolov5_ws\yolov5\runs\train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=8

                 from  n    params  module                                  arguments                     
  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              
  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                
  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   
  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               
  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 
  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              
  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 
  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              
  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 
  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 
 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              
 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 12           [-1, 6]  1         0  models.common.Concat                    [1]                           
 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          
 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              
 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 16           [-1, 4]  1         0  models.common.Concat                    [1]                           
 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          
 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              
 19          [-1, 14]  1         0  models.common.Concat                    [1]                           
 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          
 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              
 22          [-1, 10]  1         0  models.common.Concat                    [1]                           
 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          
 24      [17, 20, 23]  1     35061  models.yolo.Detect                      [8, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model summary: 214 layers, 7041205 parameters, 7041205 gradients, 16.0 GFLOPs

Transferred 343/349 items from yolov5_ws\yolov5\yolov5s.pt
AMP: checks passed 
optimizer: AdamW(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.00046875), 60 bias

train: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s]
train: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s]

val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s]
val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s]

AutoAnchor: 5.37 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset 
Plotting labels to yolov5_ws\yolov5\runs\train\exp10\labels.jpg... 
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to yolov5_ws\yolov5\runs\train\exp10
Starting training for 500 epochs...

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      0/499      3.68G     0.1165     0.0381    0.06493         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
      0/499      3.68G     0.1165     0.0381    0.06493         75        640:   2%|2         | 1/40 [00:02<01:28,  2.27s/it]
      0/499      3.75G     0.1114    0.03856    0.06073         73        640:   2%|2         | 1/40 [00:02<01:28,  2.27s/it]
      0/499      3.75G     0.1114    0.03856    0.06073         73        640:   5%|5         | 2/40 [00:02<00:45,  1.20s/it]
      0/499      3.88G      0.108    0.03761    0.05895         65        640:   5%|5         | 2/40 [00:03<00:45,  1.20s/it]
      0/499      3.88G      0.108    0.03761    0.05895         65        640:   8%|7         | 3/40 [00:03<00:29,  1.26it/s]
      0/499      3.88G      0.104    0.03759    0.05744         70        640:   8%|7         | 3/40 [00:03<00:29,  1.26it/s]
      0/499      3.88G      0.104    0.03759    0.05744         70        640:  10%|#         | 4/40 [00:03<00:21,  1.68it/s]
      0/499      3.88G    0.09928    0.03821    0.05614         69        640:  10%|#         | 4/40 [00:03<00:21,  1.68it/s]
      0/499      3.88G    0.09928    0.03821    0.05614         69        640:  12%|#2        | 5/40 [00:03<00:16,  2.09it/s]
      0/499      3.88G    0.09609    0.04006    0.05499         85        640:  12%|#2        | 5/40 [00:03<00:16,  2.09it/s]
      0/499      3.88G    0.09609    0.04006    0.05499         85        640:  15%|#5        | 6/40 [00:03<00:14,  2.42it/s]
      0/499      3.88G     0.0942    0.03943    0.05358         68        640:  15%|#5        | 6/40 [00:04<00:14,  2.42it/s]
      0/499      3.88G     0.0942    0.03943    0.05358         68        640:  18%|#7        | 7/40 [00:04<00:12,  2.61it/s]
      0/499      3.88G    0.09158    0.03951    0.05248         69        640:  18%|#7        | 7/40 [00:04<00:12,  2.61it/s]
      0/499      3.88G    0.09158    0.03951    0.05248         69        640:  20%|##        | 8/40 [00:04<00:10,  2.92it/s]
      0/499      3.88G    0.08941    0.03925    0.05174         63        640:  20%|##        | 8/40 [00:04<00:10,  2.92it/s]
      0/499      3.88G    0.08941    0.03925    0.05174         63        640:  22%|##2       | 9/40 [00:04<00:09,  3.14it/s]
      0/499      3.88G    0.08742    0.03918    0.05118         66        640:  22%|##2       | 9/40 [00:05<00:09,  3.14it/s]
      0/499      3.88G    0.08742    0.03918    0.05118         66        640:  25%|##5       | 10/40 [00:05<00:09,  3.27it/s]
      0/499      3.88G    0.08506    0.03901    0.04993         62        640:  25%|##5       | 10/40 [00:05<00:09,  3.27it/s]
      0/499      3.88G    0.08506    0.03901    0.04993         62        640:  28%|##7       | 11/40 [00:05<00:08,  3.38it/s]
      0/499      3.88G    0.08311    0.03909    0.04932         70        640:  28%|##7       | 11/40 [00:05<00:08,  3.38it/s]
      0/499      3.88G    0.08311    0.03909    0.04932         70        640:  30%|###       | 12/40 [00:05<00:08,  3.42it/s]
      0/499      3.88G    0.08129    0.03943      0.049         75        640:  30%|###       | 12/40 [00:05<00:08,  3.42it/s]
      0/499      3.88G    0.08129    0.03943      0.049         75        640:  32%|###2      | 13/40 [00:05<00:07,  3.47it/s]
      0/499      3.88G    0.07979    0.03934     0.0487         67        640:  32%|###2      | 13/40 [00:06<00:07,  3.47it/s]
      0/499      3.88G    0.07979    0.03934     0.0487         67        640:  35%|###5      | 14/40 [00:06<00:07,  3.53it/s]
      0/499      3.88G    0.07868    0.03966    0.04836         83        640:  35%|###5      | 14/40 [00:06<00:07,  3.53it/s]
      0/499      3.88G    0.07868    0.03966    0.04836         83        640:  38%|###7      | 15/40 [00:06<00:07,  3.52it/s]
      0/499      3.88G    0.07768    0.03948    0.04797         75        640:  38%|###7      | 15/40 [00:06<00:07,  3.52it/s]
      0/499      3.88G    0.07768    0.03948    0.04797         75        640:  40%|####      | 16/40 [00:06<00:06,  3.55it/s]
      0/499      3.88G    0.07665    0.03928    0.04765         73        640:  40%|####      | 16/40 [00:06<00:06,  3.55it/s]
      0/499      3.88G    0.07665    0.03928    0.04765         73        640:  42%|####2     | 17/40 [00:06<00:06,  3.58it/s]
      0/499      3.88G    0.07527    0.03925    0.04736         78        640:  42%|####2     | 17/40 [00:07<00:06,  3.58it/s]
      0/499      3.88G    0.07527    0.03925    0.04736         78        640:  45%|####5     | 18/40 [00:07<00:06,  3.60it/s]
      0/499      3.88G    0.07438    0.03904     0.0472         74        640:  45%|####5     | 18/40 [00:07<00:06,  3.60it/s]
      0/499      3.88G    0.07438    0.03904     0.0472         74        640:  48%|####7     | 19/40 [00:07<00:05,  3.65it/s]
      0/499      3.88G     0.0736    0.03892    0.04708         83        640:  48%|####7     | 19/40 [00:07<00:05,  3.65it/s]
      0/499      3.88G     0.0736    0.03892    0.04708         83        640:  50%|#####     | 20/40 [00:07<00:05,  3.61it/s]
      0/499      3.88G    0.07299    0.03894    0.04671         86        640:  50%|#####     | 20/40 [00:08<00:05,  3.61it/s]
      0/499      3.88G    0.07299    0.03894    0.04671         86        640:  52%|#####2    | 21/40 [00:08<00:05,  3.61it/s]
      0/499      3.88G    0.07218    0.03885    0.04637         89        640:  52%|#####2    | 21/40 [00:08<00:05,  3.61it/s]
      0/499      3.88G    0.07218    0.03885    0.04637         89        640:  55%|#####5    | 22/40 [00:08<00:05,  3.54it/s]
      0/499      3.88G    0.07139    0.03862    0.04617         73        640:  55%|#####5    | 22/40 [00:08<00:05,  3.54it/s]
      0/499      3.88G    0.07139    0.03862    0.04617         73        640:  57%|#####7    | 23/40 [00:08<00:04,  3.59it/s]
      0/499      3.88G     0.0707    0.03818    0.04602         64        640:  57%|#####7    | 23/40 [00:08<00:04,  3.59it/s]
      0/499      3.88G     0.0707    0.03818    0.04602         64        640:  60%|######    | 24/40 [00:08<00:04,  3.54it/s]
      0/499      3.88G       0.07    0.03806    0.04587         83        640:  60%|######    | 24/40 [00:09<00:04,  3.54it/s]
      0/499      3.88G       0.07    0.03806    0.04587         83        640:  62%|######2   | 25/40 [00:09<00:04,  3.59it/s]
      0/499      3.88G    0.06943    0.03776    0.04578         71        640:  62%|######2   | 25/40 [00:09<00:04,  3.59it/s]
      0/499      3.88G    0.06943    0.03776    0.04578         71        640:  65%|######5   | 26/40 [00:09<00:03,  3.61it/s]
      0/499      3.88G    0.06889    0.03732    0.04557         59        640:  65%|######5   | 26/40 [00:09<00:03,  3.61it/s]
      0/499      3.88G    0.06889    0.03732    0.04557         59        640:  68%|######7   | 27/40 [00:09<00:03,  3.60it/s]
      0/499      3.88G    0.06842    0.03712     0.0453         76        640:  68%|######7   | 27/40 [00:10<00:03,  3.60it/s]
      0/499      3.88G    0.06842    0.03712     0.0453         76        640:  70%|#######   | 28/40 [00:10<00:03,  3.57it/s]
      0/499      3.88G    0.06784     0.0367    0.04522         60        640:  70%|#######   | 28/40 [00:10<00:03,  3.57it/s]
      0/499      3.88G    0.06784     0.0367    0.04522         60        640:  72%|#######2  | 29/40 [00:10<00:03,  3.65it/s]
      0/499      3.88G     0.0674    0.03646    0.04514         74        640:  72%|#######2  | 29/40 [00:10<00:03,  3.65it/s]
      0/499      3.88G     0.0674    0.03646    0.04514         74        640:  75%|#######5  | 30/40 [00:10<00:02,  3.53it/s]
      0/499      3.88G    0.06691    0.03628    0.04498         77        640:  75%|#######5  | 30/40 [00:10<00:02,  3.53it/s]
      0/499      3.88G    0.06691    0.03628    0.04498         77        640:  78%|#######7  | 31/40 [00:10<00:02,  3.67it/s]
      0/499      3.88G    0.06653     0.0362    0.04482         90        640:  78%|#######7  | 31/40 [00:11<00:02,  3.67it/s]
      0/499      3.88G    0.06653     0.0362    0.04482         90        640:  80%|########  | 32/40 [00:11<00:02,  3.64it/s]
      0/499      3.88G    0.06611     0.0362    0.04453         93        640:  80%|########  | 32/40 [00:11<00:02,  3.64it/s]
      0/499      3.88G    0.06611     0.0362    0.04453         93        640:  82%|########2 | 33/40 [00:11<00:01,  3.81it/s]
      0/499      3.88G     0.0657      0.036    0.04445         75        640:  82%|########2 | 33/40 [00:11<00:01,  3.81it/s]
      0/499      3.88G     0.0657      0.036    0.04445         75        640:  85%|########5 | 34/40 [00:11<00:01,  3.98it/s]
      0/499      3.88G    0.06535    0.03581    0.04435         69        640:  85%|########5 | 34/40 [00:11<00:01,  3.98it/s]
      0/499      3.88G    0.06535    0.03581    0.04435         69        640:  88%|########7 | 35/40 [00:11<00:01,  4.14it/s]
      0/499      3.88G    0.06507    0.03558    0.04429         68        640:  88%|########7 | 35/40 [00:12<00:01,  4.14it/s]
      0/499      3.88G    0.06507    0.03558    0.04429         68        640:  90%|######### | 36/40 [00:12<00:00,  4.22it/s]
      0/499      3.88G    0.06478    0.03539    0.04413         69        640:  90%|######### | 36/40 [00:12<00:00,  4.22it/s]
      0/499      3.88G    0.06478    0.03539    0.04413         69        640:  92%|#########2| 37/40 [00:12<00:00,  4.52it/s]
      0/499      3.88G    0.06448     0.0352     0.0441         74        640:  92%|#########2| 37/40 [00:12<00:00,  4.52it/s]
      0/499      3.88G    0.06448     0.0352     0.0441         74        640:  95%|#########5| 38/40 [00:12<00:00,  4.52it/s]
      0/499      3.88G    0.06411    0.03515    0.04404         82        640:  95%|#########5| 38/40 [00:12<00:00,  4.52it/s]
      0/499      3.88G    0.06411    0.03515    0.04404         82        640:  98%|#########7| 39/40 [00:12<00:00,  4.73it/s]
      0/499      3.88G    0.06382    0.03497    0.04393         37        640:  98%|#########7| 39/40 [00:12<00:00,  4.73it/s]
      0/499      3.88G    0.06382    0.03497    0.04393         37        640: 100%|##########| 40/40 [00:12<00:00,  4.78it/s]
      0/499      3.88G    0.06382    0.03497    0.04393         37        640: 100%|##########| 40/40 [00:12<00:00,  3.12it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:02<00:06,  2.09s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:04<00:04,  2.11s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:06<00:02,  2.07s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:06<00:00,  1.55s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:06<00:00,  1.75s/it]
                   all        132        263    0.00182      0.306    0.00401    0.00105

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      1/499      4.32G    0.05247    0.03501    0.03548         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
      1/499      4.32G    0.05247    0.03501    0.03548         85        640:   2%|2         | 1/40 [00:00<00:10,  3.78it/s]
      1/499      4.32G    0.05542    0.02971    0.03767         52        640:   2%|2         | 1/40 [00:00<00:10,  3.78it/s]
      1/499      4.32G    0.05542    0.02971    0.03767         52        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
      1/499      4.32G    0.05552    0.02933    0.03829         60        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
      1/499      4.32G    0.05552    0.02933    0.03829         60        640:   8%|7         | 3/40 [00:00<00:09,  3.77it/s]
      1/499      4.32G    0.05537    0.02954    0.03868         72        640:   8%|7         | 3/40 [00:01<00:09,  3.77it/s]
      1/499      4.32G    0.05537    0.02954    0.03868         72        640:  10%|#         | 4/40 [00:01<00:09,  3.76it/s]
      1/499      4.32G    0.05518    0.02871    0.03921         60        640:  10%|#         | 4/40 [00:01<00:09,  3.76it/s]
      1/499      4.32G    0.05518    0.02871    0.03921         60        640:  12%|#2        | 5/40 [00:01<00:08,  4.20it/s]
      1/499      4.32G    0.05495     0.0292    0.03896         81        640:  12%|#2        | 5/40 [00:01<00:08,  4.20it/s]
      1/499      4.32G    0.05495     0.0292    0.03896         81        640:  15%|#5        | 6/40 [00:01<00:07,  4.35it/s]
      1/499      4.32G     0.0547    0.02926    0.03888         73        640:  15%|#5        | 6/40 [00:01<00:07,  4.35it/s]
      1/499      4.32G     0.0547    0.02926    0.03888         73        640:  18%|#7        | 7/40 [00:01<00:07,  4.62it/s]
      1/499      4.32G    0.05501    0.02934    0.03847         70        640:  18%|#7        | 7/40 [00:01<00:07,  4.62it/s]
      1/499      4.32G    0.05501    0.02934    0.03847         70        640:  20%|##        | 8/40 [00:01<00:06,  4.63it/s]
      1/499      4.32G    0.05471    0.02983    0.03854         83        640:  20%|##        | 8/40 [00:02<00:06,  4.63it/s]
      1/499      4.32G    0.05471    0.02983    0.03854         83        640:  22%|##2       | 9/40 [00:02<00:06,  4.68it/s]
      1/499      4.32G    0.05451    0.03051    0.03844         87        640:  22%|##2       | 9/40 [00:02<00:06,  4.68it/s]
      1/499      4.32G    0.05451    0.03051    0.03844         87        640:  25%|##5       | 10/40 [00:02<00:06,  4.64it/s]
      1/499      4.32G    0.05428     0.0297    0.03872         56        640:  25%|##5       | 10/40 [00:02<00:06,  4.64it/s]
      1/499      4.32G    0.05428     0.0297    0.03872         56        640:  28%|##7       | 11/40 [00:02<00:06,  4.81it/s]
      1/499      4.32G    0.05396    0.02969    0.03892         77        640:  28%|##7       | 11/40 [00:02<00:06,  4.81it/s]
      1/499      4.32G    0.05396    0.02969    0.03892         77        640:  30%|###       | 12/40 [00:02<00:05,  4.71it/s]
      1/499      4.32G    0.05345    0.02958    0.03879         74        640:  30%|###       | 12/40 [00:02<00:05,  4.71it/s]
      1/499      4.32G    0.05345    0.02958    0.03879         74        640:  32%|###2      | 13/40 [00:02<00:05,  4.92it/s]
      1/499      4.32G    0.05328    0.02965    0.03889         77        640:  32%|###2      | 13/40 [00:03<00:05,  4.92it/s]
      1/499      4.32G    0.05328    0.02965    0.03889         77        640:  35%|###5      | 14/40 [00:03<00:05,  4.74it/s]
      1/499      4.32G    0.05343     0.0294    0.03896         66        640:  35%|###5      | 14/40 [00:03<00:05,  4.74it/s]
      1/499      4.32G    0.05343     0.0294    0.03896         66        640:  38%|###7      | 15/40 [00:03<00:05,  4.49it/s]
      1/499      4.32G    0.05346    0.02963    0.03881         87        640:  38%|###7      | 15/40 [00:03<00:05,  4.49it/s]
      1/499      4.32G    0.05346    0.02963    0.03881         87        640:  40%|####      | 16/40 [00:03<00:05,  4.06it/s]
      1/499      4.32G    0.05323    0.02963     0.0388         81        640:  40%|####      | 16/40 [00:03<00:05,  4.06it/s]
      1/499      4.32G    0.05323    0.02963     0.0388         81        640:  42%|####2     | 17/40 [00:03<00:05,  3.99it/s]
      1/499      4.32G    0.05319    0.02948     0.0387         72        640:  42%|####2     | 17/40 [00:04<00:05,  3.99it/s]
      1/499      4.32G    0.05319    0.02948     0.0387         72        640:  45%|####5     | 18/40 [00:04<00:05,  3.84it/s]
      1/499      4.32G    0.05311    0.02939    0.03837         73        640:  45%|####5     | 18/40 [00:04<00:05,  3.84it/s]
      1/499      4.32G    0.05311    0.02939    0.03837         73        640:  48%|####7     | 19/40 [00:04<00:05,  3.88it/s]
      1/499      4.32G    0.05303    0.02955    0.03812         82        640:  48%|####7     | 19/40 [00:04<00:05,  3.88it/s]
      1/499      4.32G    0.05303    0.02955    0.03812         82        640:  50%|#####     | 20/40 [00:04<00:05,  3.72it/s]
      1/499      4.32G    0.05304    0.02936    0.03794         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
      1/499      4.32G    0.05304    0.02936    0.03794         71        640:  52%|#####2    | 21/40 [00:05<00:04,  3.82it/s]
      1/499      4.32G    0.05301    0.02937    0.03782         76        640:  52%|#####2    | 21/40 [00:05<00:04,  3.82it/s]
      1/499      4.32G    0.05301    0.02937    0.03782         76        640:  55%|#####5    | 22/40 [00:05<00:04,  3.66it/s]
      1/499      4.32G    0.05323    0.02942     0.0379         82        640:  55%|#####5    | 22/40 [00:05<00:04,  3.66it/s]
      1/499      4.32G    0.05323    0.02942     0.0379         82        640:  57%|#####7    | 23/40 [00:05<00:04,  3.78it/s]
      1/499      4.32G    0.05322    0.02933    0.03791         69        640:  57%|#####7    | 23/40 [00:05<00:04,  3.78it/s]
      1/499      4.32G    0.05322    0.02933    0.03791         69        640:  60%|######    | 24/40 [00:05<00:04,  3.65it/s]
      1/499      4.32G     0.0531    0.02944    0.03788         81        640:  60%|######    | 24/40 [00:06<00:04,  3.65it/s]
      1/499      4.32G     0.0531    0.02944    0.03788         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.75it/s]
      1/499      4.32G    0.05305    0.02918    0.03766         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.75it/s]
      1/499      4.32G    0.05305    0.02918    0.03766         64        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
      1/499      4.32G    0.05312    0.02935    0.03771         94        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
      1/499      4.32G    0.05312    0.02935    0.03771         94        640:  68%|######7   | 27/40 [00:06<00:03,  3.76it/s]
      1/499      4.32G    0.05302    0.02937    0.03767         79        640:  68%|######7   | 27/40 [00:06<00:03,  3.76it/s]
      1/499      4.32G    0.05302    0.02937    0.03767         79        640:  70%|#######   | 28/40 [00:06<00:03,  3.63it/s]
      1/499      4.32G    0.05291    0.02936    0.03761         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
      1/499      4.32G    0.05291    0.02936    0.03761         78        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
      1/499      4.32G    0.05279     0.0294    0.03756         81        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
      1/499      4.32G    0.05279     0.0294    0.03756         81        640:  75%|#######5  | 30/40 [00:07<00:02,  3.61it/s]
      1/499      4.32G    0.05273    0.02928    0.03746         71        640:  75%|#######5  | 30/40 [00:07<00:02,  3.61it/s]
      1/499      4.32G    0.05273    0.02928    0.03746         71        640:  78%|#######7  | 31/40 [00:07<00:02,  3.70it/s]
      1/499      4.32G    0.05245    0.02913    0.03739         63        640:  78%|#######7  | 31/40 [00:08<00:02,  3.70it/s]
      1/499      4.32G    0.05245    0.02913    0.03739         63        640:  80%|########  | 32/40 [00:08<00:02,  3.59it/s]
      1/499      4.32G    0.05236     0.0291    0.03726         80        640:  80%|########  | 32/40 [00:08<00:02,  3.59it/s]
      1/499      4.32G    0.05236     0.0291    0.03726         80        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
      1/499      4.32G     0.0523     0.0293    0.03728         96        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
      1/499      4.32G     0.0523     0.0293    0.03728         96        640:  85%|########5 | 34/40 [00:08<00:01,  3.57it/s]
      1/499      4.32G    0.05224    0.02924    0.03719         76        640:  85%|########5 | 34/40 [00:08<00:01,  3.57it/s]
      1/499      4.32G    0.05224    0.02924    0.03719         76        640:  88%|########7 | 35/40 [00:08<00:01,  3.73it/s]
      1/499      4.32G    0.05216    0.02928    0.03717         85        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      1/499      4.32G    0.05216    0.02928    0.03717         85        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
      1/499      4.32G      0.052    0.02909    0.03711         66        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
      1/499      4.32G      0.052    0.02909    0.03711         66        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
      1/499      4.32G    0.05179    0.02904    0.03705         80        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
      1/499      4.32G    0.05179    0.02904    0.03705         80        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
      1/499      4.32G    0.05157    0.02906    0.03696         80        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
      1/499      4.32G    0.05157    0.02906    0.03696         80        640:  98%|#########7| 39/40 [00:09<00:00,  3.75it/s]
      1/499      4.32G     0.0516    0.02913    0.03699         43        640:  98%|#########7| 39/40 [00:10<00:00,  3.75it/s]
      1/499      4.32G     0.0516    0.02913    0.03699         43        640: 100%|##########| 40/40 [00:10<00:00,  3.74it/s]
      1/499      4.32G     0.0516    0.02913    0.03699         43        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:01<00:05,  1.93s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:03<00:03,  1.75s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:05<00:01,  1.82s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:06<00:00,  1.34s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:06<00:00,  1.51s/it]
                   all        132        263    0.00076       0.14   0.000598   0.000129

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      2/499      4.32G    0.04747    0.02963    0.03279         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
      2/499      4.32G    0.04747    0.02963    0.03279         78        640:   2%|2         | 1/40 [00:00<00:08,  4.36it/s]
      2/499      4.32G    0.05022     0.0303    0.03287         84        640:   2%|2         | 1/40 [00:00<00:08,  4.36it/s]
      2/499      4.32G    0.05022     0.0303    0.03287         84        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
      2/499      4.32G    0.05033    0.02848    0.03318         73        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
      2/499      4.32G    0.05033    0.02848    0.03318         73        640:   8%|7         | 3/40 [00:00<00:09,  3.84it/s]
      2/499      4.32G    0.04989    0.02762    0.03285         70        640:   8%|7         | 3/40 [00:01<00:09,  3.84it/s]
      2/499      4.32G    0.04989    0.02762    0.03285         70        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
      2/499      4.32G    0.05031     0.0272    0.03287         77        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
      2/499      4.32G    0.05031     0.0272    0.03287         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
      2/499      4.32G    0.05005    0.02748     0.0338         83        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
      2/499      4.32G    0.05005    0.02748     0.0338         83        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
      2/499      4.32G    0.04987    0.02771    0.03421         78        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
      2/499      4.32G    0.04987    0.02771    0.03421         78        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
      2/499      4.32G    0.04993    0.02817    0.03444         79        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
      2/499      4.32G    0.04993    0.02817    0.03444         79        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
      2/499      4.32G    0.04995    0.02879    0.03412         79        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
      2/499      4.32G    0.04995    0.02879    0.03412         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
      2/499      4.32G    0.05024     0.0292    0.03409         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
      2/499      4.32G    0.05024     0.0292    0.03409         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
      2/499      4.32G    0.05041     0.0296    0.03393         73        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
      2/499      4.32G    0.05041     0.0296    0.03393         73        640:  28%|##7       | 11/40 [00:02<00:07,  3.65it/s]
      2/499      4.32G    0.05019    0.02984    0.03375         86        640:  28%|##7       | 11/40 [00:03<00:07,  3.65it/s]
      2/499      4.32G    0.05019    0.02984    0.03375         86        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
      2/499      4.32G    0.04991    0.02974     0.0338         74        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
      2/499      4.32G    0.04991    0.02974     0.0338         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
      2/499      4.32G    0.04984    0.02978    0.03396         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
      2/499      4.32G    0.04984    0.02978    0.03396         79        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
      2/499      4.32G    0.04991    0.02975    0.03394         75        640:  35%|###5      | 14/40 [00:04<00:07,  3.60it/s]
      2/499      4.32G    0.04991    0.02975    0.03394         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
      2/499      4.32G     0.0498    0.02957    0.03409         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
      2/499      4.32G     0.0498    0.02957    0.03409         68        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
      2/499      4.32G    0.04986    0.02978    0.03402         82        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
      2/499      4.32G    0.04986    0.02978    0.03402         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
      2/499      4.32G    0.04971    0.02982     0.0338         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
      2/499      4.32G    0.04971    0.02982     0.0338         77        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
      2/499      4.32G    0.04977    0.03018    0.03401         88        640:  45%|####5     | 18/40 [00:05<00:05,  3.74it/s]
      2/499      4.32G    0.04977    0.03018    0.03401         88        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
      2/499      4.32G    0.04962    0.02994    0.03397         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
      2/499      4.32G    0.04962    0.02994    0.03397         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
      2/499      4.32G    0.04951    0.02968    0.03392         65        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
      2/499      4.32G    0.04951    0.02968    0.03392         65        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
      2/499      4.32G     0.0494    0.02976    0.03415         86        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
      2/499      4.32G     0.0494    0.02976    0.03415         86        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
      2/499      4.32G    0.04942    0.02978    0.03413         83        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
      2/499      4.32G    0.04942    0.02978    0.03413         83        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
      2/499      4.32G    0.04924    0.02977    0.03412         79        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
      2/499      4.32G    0.04924    0.02977    0.03412         79        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
      2/499      4.32G    0.04921    0.02977    0.03409         82        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
      2/499      4.32G    0.04921    0.02977    0.03409         82        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
      2/499      4.32G    0.04903    0.02949     0.0341         61        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
      2/499      4.32G    0.04903    0.02949     0.0341         61        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
      2/499      4.32G    0.04904    0.02933    0.03414         65        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
      2/499      4.32G    0.04904    0.02933    0.03414         65        640:  68%|######7   | 27/40 [00:07<00:03,  3.85it/s]
      2/499      4.32G    0.04899    0.02925    0.03405         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.85it/s]
      2/499      4.32G    0.04899    0.02925    0.03405         71        640:  70%|#######   | 28/40 [00:07<00:02,  4.17it/s]
      2/499      4.32G     0.0489    0.02904    0.03409         65        640:  70%|#######   | 28/40 [00:07<00:02,  4.17it/s]
      2/499      4.32G     0.0489    0.02904    0.03409         65        640:  72%|#######2  | 29/40 [00:07<00:02,  4.33it/s]
      2/499      4.32G    0.04883    0.02894    0.03405         66        640:  72%|#######2  | 29/40 [00:07<00:02,  4.33it/s]
      2/499      4.32G    0.04883    0.02894    0.03405         66        640:  75%|#######5  | 30/40 [00:07<00:02,  4.51it/s]
      2/499      4.32G    0.04868    0.02892    0.03398         73        640:  75%|#######5  | 30/40 [00:08<00:02,  4.51it/s]
      2/499      4.32G    0.04868    0.02892    0.03398         73        640:  78%|#######7  | 31/40 [00:08<00:01,  4.73it/s]
      2/499      4.32G    0.04862    0.02893    0.03396         83        640:  78%|#######7  | 31/40 [00:08<00:01,  4.73it/s]
      2/499      4.32G    0.04862    0.02893    0.03396         83        640:  80%|########  | 32/40 [00:08<00:01,  4.73it/s]
      2/499      4.32G    0.04857    0.02904    0.03396         80        640:  80%|########  | 32/40 [00:08<00:01,  4.73it/s]
      2/499      4.32G    0.04857    0.02904    0.03396         80        640:  82%|########2 | 33/40 [00:08<00:01,  4.89it/s]
      2/499      4.32G    0.04848     0.0291      0.034         80        640:  82%|########2 | 33/40 [00:08<00:01,  4.89it/s]
      2/499      4.32G    0.04848     0.0291      0.034         80        640:  85%|########5 | 34/40 [00:08<00:01,  5.03it/s]
      2/499      4.32G    0.04843    0.02912    0.03396         74        640:  85%|########5 | 34/40 [00:08<00:01,  5.03it/s]
      2/499      4.32G    0.04843    0.02912    0.03396         74        640:  88%|########7 | 35/40 [00:08<00:01,  4.92it/s]
      2/499      4.32G    0.04844    0.02902    0.03395         67        640:  88%|########7 | 35/40 [00:09<00:01,  4.92it/s]
      2/499      4.32G    0.04844    0.02902    0.03395         67        640:  90%|######### | 36/40 [00:09<00:00,  5.06it/s]
      2/499      4.32G    0.04829    0.02895    0.03393         68        640:  90%|######### | 36/40 [00:09<00:00,  5.06it/s]
      2/499      4.32G    0.04829    0.02895    0.03393         68        640:  92%|#########2| 37/40 [00:09<00:00,  5.12it/s]
      2/499      4.32G     0.0483    0.02897    0.03387         75        640:  92%|#########2| 37/40 [00:09<00:00,  5.12it/s]
      2/499      4.32G     0.0483    0.02897    0.03387         75        640:  95%|#########5| 38/40 [00:09<00:00,  4.89it/s]
      2/499      4.32G    0.04824     0.0288     0.0338         62        640:  95%|#########5| 38/40 [00:09<00:00,  4.89it/s]
      2/499      4.32G    0.04824     0.0288     0.0338         62        640:  98%|#########7| 39/40 [00:09<00:00,  4.58it/s]
      2/499      4.32G    0.04837    0.02895    0.03392         51        640:  98%|#########7| 39/40 [00:09<00:00,  4.58it/s]
      2/499      4.32G    0.04837    0.02895    0.03392         51        640: 100%|##########| 40/40 [00:09<00:00,  4.36it/s]
      2/499      4.32G    0.04837    0.02895    0.03392         51        640: 100%|##########| 40/40 [00:09<00:00,  4.02it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:02<00:06,  2.11s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:04<00:04,  2.08s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:05<00:01,  1.96s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:06<00:00,  1.49s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:06<00:00,  1.69s/it]
                   all        132        263     0.0108      0.226    0.00973    0.00304

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      3/499      4.32G    0.04556    0.03074     0.0296         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
      3/499      4.32G    0.04556    0.03074     0.0296         85        640:   2%|2         | 1/40 [00:00<00:10,  3.82it/s]
      3/499      4.32G    0.04799    0.02868    0.03121         69        640:   2%|2         | 1/40 [00:00<00:10,  3.82it/s]
      3/499      4.32G    0.04799    0.02868    0.03121         69        640:   5%|5         | 2/40 [00:00<00:08,  4.56it/s]
      3/499      4.32G    0.04763    0.02814     0.0301         72        640:   5%|5         | 2/40 [00:00<00:08,  4.56it/s]
      3/499      4.32G    0.04763    0.02814     0.0301         72        640:   8%|7         | 3/40 [00:00<00:07,  4.86it/s]
      3/499      4.32G    0.04929    0.02757    0.03157         69        640:   8%|7         | 3/40 [00:00<00:07,  4.86it/s]
      3/499      4.32G    0.04929    0.02757    0.03157         69        640:  10%|#         | 4/40 [00:00<00:07,  4.80it/s]
      3/499      4.32G    0.04891    0.02812    0.03235         83        640:  10%|#         | 4/40 [00:01<00:07,  4.80it/s]
      3/499      4.32G    0.04891    0.02812    0.03235         83        640:  12%|#2        | 5/40 [00:01<00:07,  4.94it/s]
      3/499      4.32G    0.04909    0.02795    0.03222         77        640:  12%|#2        | 5/40 [00:01<00:07,  4.94it/s]
      3/499      4.32G    0.04909    0.02795    0.03222         77        640:  15%|#5        | 6/40 [00:01<00:07,  4.77it/s]
      3/499      4.32G    0.04921    0.02781    0.03225         70        640:  15%|#5        | 6/40 [00:01<00:07,  4.77it/s]
      3/499      4.32G    0.04921    0.02781    0.03225         70        640:  18%|#7        | 7/40 [00:01<00:06,  4.74it/s]
      3/499      4.32G    0.04922    0.02755    0.03254         74        640:  18%|#7        | 7/40 [00:01<00:06,  4.74it/s]
      3/499      4.32G    0.04922    0.02755    0.03254         74        640:  20%|##        | 8/40 [00:01<00:06,  4.91it/s]
      3/499      4.32G    0.04916    0.02813    0.03221         91        640:  20%|##        | 8/40 [00:01<00:06,  4.91it/s]
      3/499      4.32G    0.04916    0.02813    0.03221         91        640:  22%|##2       | 9/40 [00:01<00:06,  5.05it/s]
      3/499      4.32G     0.0483    0.02745    0.03247         58        640:  22%|##2       | 9/40 [00:02<00:06,  5.05it/s]
      3/499      4.32G     0.0483    0.02745    0.03247         58        640:  25%|##5       | 10/40 [00:02<00:06,  4.93it/s]
      3/499      4.32G    0.04815    0.02749    0.03244         74        640:  25%|##5       | 10/40 [00:02<00:06,  4.93it/s]
      3/499      4.32G    0.04815    0.02749    0.03244         74        640:  28%|##7       | 11/40 [00:02<00:05,  4.92it/s]
      3/499      4.32G    0.04814    0.02789    0.03225         97        640:  28%|##7       | 11/40 [00:02<00:05,  4.92it/s]
      3/499      4.32G    0.04814    0.02789    0.03225         97        640:  30%|###       | 12/40 [00:02<00:06,  4.51it/s]
      3/499      4.32G    0.04815    0.02801    0.03234         81        640:  30%|###       | 12/40 [00:02<00:06,  4.51it/s]
      3/499      4.32G    0.04815    0.02801    0.03234         81        640:  32%|###2      | 13/40 [00:02<00:06,  4.06it/s]
      3/499      4.32G    0.04806    0.02781     0.0323         71        640:  32%|###2      | 13/40 [00:03<00:06,  4.06it/s]
      3/499      4.32G    0.04806    0.02781     0.0323         71        640:  35%|###5      | 14/40 [00:03<00:06,  4.06it/s]
      3/499      4.32G    0.04826    0.02798     0.0323         84        640:  35%|###5      | 14/40 [00:03<00:06,  4.06it/s]
      3/499      4.32G    0.04826    0.02798     0.0323         84        640:  38%|###7      | 15/40 [00:03<00:06,  3.97it/s]
      3/499      4.32G    0.04845    0.02776    0.03223         68        640:  38%|###7      | 15/40 [00:03<00:06,  3.97it/s]
      3/499      4.32G    0.04845    0.02776    0.03223         68        640:  40%|####      | 16/40 [00:03<00:06,  3.74it/s]
      3/499      4.32G    0.04833    0.02753    0.03223         68        640:  40%|####      | 16/40 [00:03<00:06,  3.74it/s]
      3/499      4.32G    0.04833    0.02753    0.03223         68        640:  42%|####2     | 17/40 [00:03<00:05,  3.84it/s]
      3/499      4.32G    0.04834    0.02732    0.03227         68        640:  42%|####2     | 17/40 [00:04<00:05,  3.84it/s]
      3/499      4.32G    0.04834    0.02732    0.03227         68        640:  45%|####5     | 18/40 [00:04<00:05,  3.81it/s]
      3/499      4.32G    0.04821     0.0272    0.03226         69        640:  45%|####5     | 18/40 [00:04<00:05,  3.81it/s]
      3/499      4.32G    0.04821     0.0272    0.03226         69        640:  48%|####7     | 19/40 [00:04<00:05,  3.65it/s]
      3/499      4.32G    0.04822    0.02718    0.03223         68        640:  48%|####7     | 19/40 [00:04<00:05,  3.65it/s]
      3/499      4.32G    0.04822    0.02718    0.03223         68        640:  50%|#####     | 20/40 [00:04<00:05,  3.77it/s]
      3/499      4.32G    0.04805    0.02706    0.03218         68        640:  50%|#####     | 20/40 [00:04<00:05,  3.77it/s]
      3/499      4.32G    0.04805    0.02706    0.03218         68        640:  52%|#####2    | 21/40 [00:04<00:05,  3.78it/s]
      3/499      4.32G    0.04806    0.02683    0.03214         61        640:  52%|#####2    | 21/40 [00:05<00:05,  3.78it/s]
      3/499      4.32G    0.04806    0.02683    0.03214         61        640:  55%|#####5    | 22/40 [00:05<00:04,  3.64it/s]
      3/499      4.32G    0.04796    0.02692    0.03204         76        640:  55%|#####5    | 22/40 [00:05<00:04,  3.64it/s]
      3/499      4.32G    0.04796    0.02692    0.03204         76        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
      3/499      4.32G    0.04781    0.02721    0.03207         89        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
      3/499      4.32G    0.04781    0.02721    0.03207         89        640:  60%|######    | 24/40 [00:05<00:04,  3.76it/s]
      3/499      4.32G    0.04775    0.02731    0.03223         78        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
      3/499      4.32G    0.04775    0.02731    0.03223         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.64it/s]
      3/499      4.32G    0.04763    0.02733    0.03228         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.64it/s]
      3/499      4.32G    0.04763    0.02733    0.03228         81        640:  65%|######5   | 26/40 [00:06<00:03,  3.73it/s]
      3/499      4.32G    0.04759    0.02731    0.03226         83        640:  65%|######5   | 26/40 [00:06<00:03,  3.73it/s]
      3/499      4.32G    0.04759    0.02731    0.03226         83        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
      3/499      4.32G    0.04731    0.02708    0.03232         54        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
      3/499      4.32G    0.04731    0.02708    0.03232         54        640:  70%|#######   | 28/40 [00:06<00:03,  3.56it/s]
      3/499      4.32G    0.04725    0.02696    0.03239         58        640:  70%|#######   | 28/40 [00:07<00:03,  3.56it/s]
      3/499      4.32G    0.04725    0.02696    0.03239         58        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
      3/499      4.32G    0.04723     0.0271    0.03238         78        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
      3/499      4.32G    0.04723     0.0271    0.03238         78        640:  75%|#######5  | 30/40 [00:07<00:02,  3.72it/s]
      3/499      4.32G    0.04711    0.02711    0.03229         74        640:  75%|#######5  | 30/40 [00:07<00:02,  3.72it/s]
      3/499      4.32G    0.04711    0.02711    0.03229         74        640:  78%|#######7  | 31/40 [00:07<00:02,  3.56it/s]
      3/499      4.32G    0.04693    0.02691    0.03235         58        640:  78%|#######7  | 31/40 [00:07<00:02,  3.56it/s]
      3/499      4.32G    0.04693    0.02691    0.03235         58        640:  80%|########  | 32/40 [00:07<00:02,  3.71it/s]
      3/499      4.32G    0.04681     0.0268    0.03242         68        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
      3/499      4.32G    0.04681     0.0268    0.03242         68        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
      3/499      4.32G    0.04672    0.02681     0.0325         77        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
      3/499      4.32G    0.04672    0.02681     0.0325         77        640:  85%|########5 | 34/40 [00:08<00:01,  3.60it/s]
      3/499      4.32G    0.04671    0.02683    0.03247         77        640:  85%|########5 | 34/40 [00:08<00:01,  3.60it/s]
      3/499      4.32G    0.04671    0.02683    0.03247         77        640:  88%|########7 | 35/40 [00:08<00:01,  3.73it/s]
      3/499      4.32G    0.04666    0.02667    0.03231         56        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      3/499      4.32G    0.04666    0.02667    0.03231         56        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
      3/499      4.32G    0.04654    0.02659    0.03225         69        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
      3/499      4.32G    0.04654    0.02659    0.03225         69        640:  92%|#########2| 37/40 [00:09<00:00,  3.59it/s]
      3/499      4.32G    0.04647    0.02652     0.0322         69        640:  92%|#########2| 37/40 [00:09<00:00,  3.59it/s]
      3/499      4.32G    0.04647    0.02652     0.0322         69        640:  95%|#########5| 38/40 [00:09<00:00,  3.64it/s]
      3/499      4.32G    0.04634    0.02659    0.03214         83        640:  95%|#########5| 38/40 [00:09<00:00,  3.64it/s]
      3/499      4.32G    0.04634    0.02659    0.03214         83        640:  98%|#########7| 39/40 [00:09<00:00,  3.68it/s]
      3/499      4.32G    0.04629    0.02666     0.0321         39        640:  98%|#########7| 39/40 [00:10<00:00,  3.68it/s]
      3/499      4.32G    0.04629    0.02666     0.0321         39        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]
      3/499      4.32G    0.04629    0.02666     0.0321         39        640: 100%|##########| 40/40 [00:10<00:00,  3.94it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.06it/s]
                   all        132        263       0.23      0.108     0.0362    0.00864

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      4/499      4.32G    0.04624    0.02866    0.03285         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
      4/499      4.32G    0.04624    0.02866    0.03285         75        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
      4/499      4.32G    0.04433    0.02744    0.03047         76        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
      4/499      4.32G    0.04433    0.02744    0.03047         76        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
      4/499      4.32G    0.04464    0.02723    0.03049         73        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
      4/499      4.32G    0.04464    0.02723    0.03049         73        640:   8%|7         | 3/40 [00:00<00:07,  4.89it/s]
      4/499      4.32G     0.0448    0.02725    0.03086         76        640:   8%|7         | 3/40 [00:00<00:07,  4.89it/s]
      4/499      4.32G     0.0448    0.02725    0.03086         76        640:  10%|#         | 4/40 [00:00<00:07,  5.05it/s]
      4/499      4.32G    0.04445    0.02621    0.03077         58        640:  10%|#         | 4/40 [00:00<00:07,  5.05it/s]
      4/499      4.32G    0.04445    0.02621    0.03077         58        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
      4/499      4.32G    0.04387    0.02575    0.03126         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
      4/499      4.32G    0.04387    0.02575    0.03126         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.04it/s]
      4/499      4.32G    0.04358    0.02499    0.03139         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.04it/s]
      4/499      4.32G    0.04358    0.02499    0.03139         55        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
      4/499      4.32G    0.04379    0.02543    0.03164         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
      4/499      4.32G    0.04379    0.02543    0.03164         83        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
      4/499      4.32G    0.04397    0.02589    0.03221         88        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
      4/499      4.32G    0.04397    0.02589    0.03221         88        640:  22%|##2       | 9/40 [00:01<00:07,  4.25it/s]
      4/499      4.32G    0.04351    0.02582    0.03196         73        640:  22%|##2       | 9/40 [00:02<00:07,  4.25it/s]
      4/499      4.32G    0.04351    0.02582    0.03196         73        640:  25%|##5       | 10/40 [00:02<00:07,  4.21it/s]
      4/499      4.32G    0.04332    0.02571    0.03202         73        640:  25%|##5       | 10/40 [00:02<00:07,  4.21it/s]
      4/499      4.32G    0.04332    0.02571    0.03202         73        640:  28%|##7       | 11/40 [00:02<00:07,  4.07it/s]
      4/499      4.32G    0.04331    0.02591    0.03195         80        640:  28%|##7       | 11/40 [00:02<00:07,  4.07it/s]
      4/499      4.32G    0.04331    0.02591    0.03195         80        640:  30%|###       | 12/40 [00:02<00:07,  3.81it/s]
      4/499      4.32G    0.04318    0.02532    0.03177         52        640:  30%|###       | 12/40 [00:02<00:07,  3.81it/s]
      4/499      4.32G    0.04318    0.02532    0.03177         52        640:  32%|###2      | 13/40 [00:02<00:06,  3.88it/s]
      4/499      4.32G    0.04327    0.02571    0.03208         86        640:  32%|###2      | 13/40 [00:03<00:06,  3.88it/s]
      4/499      4.32G    0.04327    0.02571    0.03208         86        640:  35%|###5      | 14/40 [00:03<00:06,  3.83it/s]
      4/499      4.32G    0.04311    0.02583    0.03221         80        640:  35%|###5      | 14/40 [00:03<00:06,  3.83it/s]
      4/499      4.32G    0.04311    0.02583    0.03221         80        640:  38%|###7      | 15/40 [00:03<00:06,  3.65it/s]
      4/499      4.32G    0.04302    0.02558    0.03221         65        640:  38%|###7      | 15/40 [00:03<00:06,  3.65it/s]
      4/499      4.32G    0.04302    0.02558    0.03221         65        640:  40%|####      | 16/40 [00:03<00:06,  3.78it/s]
      4/499      4.32G    0.04312    0.02564    0.03219         80        640:  40%|####      | 16/40 [00:04<00:06,  3.78it/s]
      4/499      4.32G    0.04312    0.02564    0.03219         80        640:  42%|####2     | 17/40 [00:04<00:06,  3.77it/s]
      4/499      4.32G    0.04304    0.02552    0.03221         65        640:  42%|####2     | 17/40 [00:04<00:06,  3.77it/s]
      4/499      4.32G    0.04304    0.02552    0.03221         65        640:  45%|####5     | 18/40 [00:04<00:06,  3.62it/s]
      4/499      4.32G    0.04276    0.02548    0.03204         72        640:  45%|####5     | 18/40 [00:04<00:06,  3.62it/s]
      4/499      4.32G    0.04276    0.02548    0.03204         72        640:  48%|####7     | 19/40 [00:04<00:05,  3.75it/s]
      4/499      4.32G    0.04258    0.02554    0.03196         77        640:  48%|####7     | 19/40 [00:04<00:05,  3.75it/s]
      4/499      4.32G    0.04258    0.02554    0.03196         77        640:  50%|#####     | 20/40 [00:04<00:05,  3.75it/s]
      4/499      4.32G    0.04239    0.02542    0.03193         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
      4/499      4.32G    0.04239    0.02542    0.03193         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
      4/499      4.32G    0.04228    0.02547    0.03176         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
      4/499      4.32G    0.04228    0.02547    0.03176         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
      4/499      4.32G    0.04204    0.02571    0.03167         94        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
      4/499      4.32G    0.04204    0.02571    0.03167         94        640:  57%|#####7    | 23/40 [00:05<00:04,  3.74it/s]
      4/499      4.32G    0.04186    0.02562    0.03172         71        640:  57%|#####7    | 23/40 [00:05<00:04,  3.74it/s]
      4/499      4.32G    0.04186    0.02562    0.03172         71        640:  60%|######    | 24/40 [00:05<00:04,  3.62it/s]
      4/499      4.32G    0.04173    0.02565    0.03157         83        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
      4/499      4.32G    0.04173    0.02565    0.03157         83        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
      4/499      4.32G     0.0416    0.02549    0.03149         63        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
      4/499      4.32G     0.0416    0.02549    0.03149         63        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
      4/499      4.32G    0.04163    0.02561    0.03153         87        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
      4/499      4.32G    0.04163    0.02561    0.03153         87        640:  68%|######7   | 27/40 [00:06<00:03,  3.59it/s]
      4/499      4.32G    0.04153    0.02579     0.0315         95        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
      4/499      4.32G    0.04153    0.02579     0.0315         95        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
      4/499      4.32G    0.04145    0.02574    0.03141         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
      4/499      4.32G    0.04145    0.02574    0.03141         76        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
      4/499      4.32G    0.04141    0.02582    0.03138         87        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
      4/499      4.32G    0.04141    0.02582    0.03138         87        640:  75%|#######5  | 30/40 [00:07<00:02,  3.61it/s]
      4/499      4.32G    0.04136    0.02575    0.03128         72        640:  75%|#######5  | 30/40 [00:07<00:02,  3.61it/s]
      4/499      4.32G    0.04136    0.02575    0.03128         72        640:  78%|#######7  | 31/40 [00:07<00:02,  3.73it/s]
      4/499      4.32G     0.0413     0.0258    0.03128         80        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
      4/499      4.32G     0.0413     0.0258    0.03128         80        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
      4/499      4.32G    0.04136    0.02579    0.03135         77        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
      4/499      4.32G    0.04136    0.02579    0.03135         77        640:  82%|########2 | 33/40 [00:08<00:01,  3.59it/s]
      4/499      4.32G     0.0413    0.02586    0.03138         79        640:  82%|########2 | 33/40 [00:08<00:01,  3.59it/s]
      4/499      4.32G     0.0413    0.02586    0.03138         79        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
      4/499      4.32G    0.04123    0.02593    0.03136         86        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
      4/499      4.32G    0.04123    0.02593    0.03136         86        640:  88%|########7 | 35/40 [00:08<00:01,  3.73it/s]
      4/499      4.32G    0.04112    0.02584    0.03126         69        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      4/499      4.32G    0.04112    0.02584    0.03126         69        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
      4/499      4.32G    0.04117     0.0259    0.03133         81        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
      4/499      4.32G    0.04117     0.0259    0.03133         81        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
      4/499      4.32G    0.04122    0.02585    0.03132         73        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
      4/499      4.32G    0.04122    0.02585    0.03132         73        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
      4/499      4.32G    0.04117    0.02587    0.03133         80        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
      4/499      4.32G    0.04117    0.02587    0.03133         80        640:  98%|#########7| 39/40 [00:10<00:00,  3.57it/s]
      4/499      4.32G    0.04096    0.02567    0.03124         28        640:  98%|#########7| 39/40 [00:10<00:00,  3.57it/s]
      4/499      4.32G    0.04096    0.02567    0.03124         28        640: 100%|##########| 40/40 [00:10<00:00,  3.78it/s]
      4/499      4.32G    0.04096    0.02567    0.03124         28        640: 100%|##########| 40/40 [00:10<00:00,  3.90it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.09it/s]
                   all        132        263      0.582      0.257       0.12     0.0409

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      5/499      4.32G    0.04113    0.02441    0.02676         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
      5/499      4.32G    0.04113    0.02441    0.02676         71        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
      5/499      4.32G    0.03915    0.02515    0.02912         81        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
      5/499      4.32G    0.03915    0.02515    0.02912         81        640:   5%|5         | 2/40 [00:00<00:07,  4.76it/s]
      5/499      4.32G    0.04023    0.02516    0.02978         71        640:   5%|5         | 2/40 [00:00<00:07,  4.76it/s]
      5/499      4.32G    0.04023    0.02516    0.02978         71        640:   8%|7         | 3/40 [00:00<00:08,  4.35it/s]
      5/499      4.32G    0.04052    0.02554    0.02981         77        640:   8%|7         | 3/40 [00:00<00:08,  4.35it/s]
      5/499      4.32G    0.04052    0.02554    0.02981         77        640:  10%|#         | 4/40 [00:00<00:08,  4.10it/s]
      5/499      4.32G    0.04021    0.02586    0.03059         82        640:  10%|#         | 4/40 [00:01<00:08,  4.10it/s]
      5/499      4.32G    0.04021    0.02586    0.03059         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
      5/499      4.32G     0.0399    0.02597    0.03056         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
      5/499      4.32G     0.0399    0.02597    0.03056         79        640:  15%|#5        | 6/40 [00:01<00:08,  3.87it/s]
      5/499      4.32G    0.04003    0.02553    0.03148         70        640:  15%|#5        | 6/40 [00:01<00:08,  3.87it/s]
      5/499      4.32G    0.04003    0.02553    0.03148         70        640:  18%|#7        | 7/40 [00:01<00:08,  3.84it/s]
      5/499      4.32G    0.03979    0.02556    0.03158         80        640:  18%|#7        | 7/40 [00:02<00:08,  3.84it/s]
      5/499      4.32G    0.03979    0.02556    0.03158         80        640:  20%|##        | 8/40 [00:02<00:08,  3.65it/s]
      5/499      4.32G    0.03913      0.025     0.0317         61        640:  20%|##        | 8/40 [00:02<00:08,  3.65it/s]
      5/499      4.32G    0.03913      0.025     0.0317         61        640:  22%|##2       | 9/40 [00:02<00:08,  3.77it/s]
      5/499      4.32G    0.03912    0.02551    0.03171         95        640:  22%|##2       | 9/40 [00:02<00:08,  3.77it/s]
      5/499      4.32G    0.03912    0.02551    0.03171         95        640:  25%|##5       | 10/40 [00:02<00:07,  3.77it/s]
      5/499      4.32G    0.03864    0.02511    0.03169         68        640:  25%|##5       | 10/40 [00:02<00:07,  3.77it/s]
      5/499      4.32G    0.03864    0.02511    0.03169         68        640:  28%|##7       | 11/40 [00:02<00:08,  3.62it/s]
      5/499      4.32G    0.03844    0.02492    0.03165         80        640:  28%|##7       | 11/40 [00:03<00:08,  3.62it/s]
      5/499      4.32G    0.03844    0.02492    0.03165         80        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
      5/499      4.32G    0.03851    0.02495    0.03153         71        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
      5/499      4.32G    0.03851    0.02495    0.03153         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
      5/499      4.32G    0.03835    0.02453    0.03134         61        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
      5/499      4.32G    0.03835    0.02453    0.03134         61        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
      5/499      4.32G    0.03817    0.02466    0.03134         86        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
      5/499      4.32G    0.03817    0.02466    0.03134         86        640:  38%|###7      | 15/40 [00:03<00:06,  3.74it/s]
      5/499      4.32G    0.03807    0.02465    0.03137         78        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
      5/499      4.32G    0.03807    0.02465    0.03137         78        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
      5/499      4.32G     0.0381    0.02479    0.03132         86        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
      5/499      4.32G     0.0381    0.02479    0.03132         86        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
      5/499      4.32G    0.03793     0.0247     0.0314         70        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
      5/499      4.32G    0.03793     0.0247     0.0314         70        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
      5/499      4.32G    0.03787    0.02471    0.03131         72        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
      5/499      4.32G    0.03787    0.02471    0.03131         72        640:  48%|####7     | 19/40 [00:04<00:05,  3.75it/s]
      5/499      4.32G    0.03778    0.02477    0.03114         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
      5/499      4.32G    0.03778    0.02477    0.03114         82        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
      5/499      4.32G    0.03795    0.02485    0.03101         77        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
      5/499      4.32G    0.03795    0.02485    0.03101         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
      5/499      4.32G     0.0381    0.02491     0.0309         89        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
      5/499      4.32G     0.0381    0.02491     0.0309         89        640:  55%|#####5    | 22/40 [00:05<00:04,  3.66it/s]
      5/499      4.32G    0.03813    0.02479    0.03084         68        640:  55%|#####5    | 22/40 [00:06<00:04,  3.66it/s]
      5/499      4.32G    0.03813    0.02479    0.03084         68        640:  57%|#####7    | 23/40 [00:06<00:04,  3.56it/s]
      5/499      4.32G    0.03814    0.02458    0.03067         60        640:  57%|#####7    | 23/40 [00:06<00:04,  3.56it/s]
      5/499      4.32G    0.03814    0.02458    0.03067         60        640:  60%|######    | 24/40 [00:06<00:04,  3.67it/s]
      5/499      4.32G    0.03803    0.02446    0.03054         65        640:  60%|######    | 24/40 [00:06<00:04,  3.67it/s]
      5/499      4.32G    0.03803    0.02446    0.03054         65        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
      5/499      4.32G    0.03809    0.02447    0.03071         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
      5/499      4.32G    0.03809    0.02447    0.03071         76        640:  65%|######5   | 26/40 [00:06<00:03,  3.58it/s]
      5/499      4.32G    0.03813    0.02432    0.03063         64        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
      5/499      4.32G    0.03813    0.02432    0.03063         64        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
      5/499      4.32G    0.03806    0.02417    0.03075         62        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
      5/499      4.32G    0.03806    0.02417    0.03075         62        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
      5/499      4.32G    0.03808    0.02408    0.03079         64        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
      5/499      4.32G    0.03808    0.02408    0.03079         64        640:  72%|#######2  | 29/40 [00:07<00:03,  3.60it/s]
      5/499      4.32G    0.03805    0.02409    0.03075         75        640:  72%|#######2  | 29/40 [00:08<00:03,  3.60it/s]
      5/499      4.32G    0.03805    0.02409    0.03075         75        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
      5/499      4.32G    0.03791    0.02412    0.03057         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
      5/499      4.32G    0.03791    0.02412    0.03057         79        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
      5/499      4.32G    0.03791    0.02408    0.03049         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
      5/499      4.32G    0.03791    0.02408    0.03049         69        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
      5/499      4.32G    0.03777    0.02411    0.03037         80        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
      5/499      4.32G    0.03777    0.02411    0.03037         80        640:  82%|########2 | 33/40 [00:08<00:01,  3.66it/s]
      5/499      4.32G    0.03769    0.02413    0.03024         76        640:  82%|########2 | 33/40 [00:09<00:01,  3.66it/s]
      5/499      4.32G    0.03769    0.02413    0.03024         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.69it/s]
      5/499      4.32G    0.03762    0.02396    0.03021         56        640:  85%|########5 | 34/40 [00:09<00:01,  3.69it/s]
      5/499      4.32G    0.03762    0.02396    0.03021         56        640:  88%|########7 | 35/40 [00:09<00:01,  3.59it/s]
      5/499      4.32G    0.03757    0.02407    0.03018         83        640:  88%|########7 | 35/40 [00:09<00:01,  3.59it/s]
      5/499      4.32G    0.03757    0.02407    0.03018         83        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
      5/499      4.32G    0.03757    0.02404    0.03006         68        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
      5/499      4.32G    0.03757    0.02404    0.03006         68        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
      5/499      4.32G    0.03755    0.02392    0.02995         64        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
      5/499      4.32G    0.03755    0.02392    0.02995         64        640:  95%|#########5| 38/40 [00:10<00:00,  3.59it/s]
      5/499      4.32G    0.03752    0.02383    0.02993         57        640:  95%|#########5| 38/40 [00:10<00:00,  3.59it/s]
      5/499      4.32G    0.03752    0.02383    0.02993         57        640:  98%|#########7| 39/40 [00:10<00:00,  3.74it/s]
      5/499      4.32G    0.03753     0.0237    0.03001         28        640:  98%|#########7| 39/40 [00:10<00:00,  3.74it/s]
      5/499      4.32G    0.03753     0.0237    0.03001         28        640: 100%|##########| 40/40 [00:10<00:00,  3.81it/s]
      5/499      4.32G    0.03753     0.0237    0.03001         28        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.04it/s]
                   all        132        263      0.374      0.398     0.0439     0.0164

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      6/499      4.32G    0.03485    0.02223    0.02605         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
      6/499      4.32G    0.03485    0.02223    0.02605         68        640:   2%|2         | 1/40 [00:00<00:09,  4.28it/s]
      6/499      4.32G    0.03915    0.02217    0.02559         59        640:   2%|2         | 1/40 [00:00<00:09,  4.28it/s]
      6/499      4.32G    0.03915    0.02217    0.02559         59        640:   5%|5         | 2/40 [00:00<00:09,  4.22it/s]
      6/499      4.32G    0.03882    0.02326    0.02549         86        640:   5%|5         | 2/40 [00:00<00:09,  4.22it/s]
      6/499      4.32G    0.03882    0.02326    0.02549         86        640:   8%|7         | 3/40 [00:00<00:09,  3.94it/s]
      6/499      4.32G    0.03935    0.02396    0.02548         79        640:   8%|7         | 3/40 [00:01<00:09,  3.94it/s]
      6/499      4.32G    0.03935    0.02396    0.02548         79        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
      6/499      4.32G    0.03859    0.02422    0.02587         81        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
      6/499      4.32G    0.03859    0.02422    0.02587         81        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
      6/499      4.32G    0.03781    0.02397    0.02562         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
      6/499      4.32G    0.03781    0.02397    0.02562         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
      6/499      4.32G    0.03814      0.024    0.02607         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
      6/499      4.32G    0.03814      0.024    0.02607         73        640:  18%|#7        | 7/40 [00:01<00:09,  3.62it/s]
      6/499      4.32G    0.03805    0.02391    0.02657         75        640:  18%|#7        | 7/40 [00:02<00:09,  3.62it/s]
      6/499      4.32G    0.03805    0.02391    0.02657         75        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
      6/499      4.32G    0.03803    0.02422     0.0266         83        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
      6/499      4.32G    0.03803    0.02422     0.0266         83        640:  22%|##2       | 9/40 [00:02<00:08,  3.56it/s]
      6/499      4.32G    0.03779    0.02402    0.02695         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.56it/s]
      6/499      4.32G    0.03779    0.02402    0.02695         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.51it/s]
      6/499      4.32G    0.03796    0.02431    0.02727         89        640:  25%|##5       | 10/40 [00:02<00:08,  3.51it/s]
      6/499      4.32G    0.03796    0.02431    0.02727         89        640:  28%|##7       | 11/40 [00:02<00:07,  3.68it/s]
      6/499      4.32G    0.03808    0.02418    0.02716         71        640:  28%|##7       | 11/40 [00:03<00:07,  3.68it/s]
      6/499      4.32G    0.03808    0.02418    0.02716         71        640:  30%|###       | 12/40 [00:03<00:07,  3.66it/s]
      6/499      4.32G    0.03823    0.02424    0.02752         81        640:  30%|###       | 12/40 [00:03<00:07,  3.66it/s]
      6/499      4.32G    0.03823    0.02424    0.02752         81        640:  32%|###2      | 13/40 [00:03<00:07,  3.56it/s]
      6/499      4.32G    0.03815      0.024     0.0273         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.56it/s]
      6/499      4.32G    0.03815      0.024     0.0273         70        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
      6/499      4.32G    0.03801    0.02373    0.02752         64        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
      6/499      4.32G    0.03801    0.02373    0.02752         64        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
      6/499      4.32G    0.03784     0.0238    0.02745         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
      6/499      4.32G    0.03784     0.0238    0.02745         79        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
      6/499      4.32G    0.03778    0.02368    0.02737         72        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
      6/499      4.32G    0.03778    0.02368    0.02737         72        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
      6/499      4.32G    0.03769    0.02364    0.02745         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
      6/499      4.32G    0.03769    0.02364    0.02745         77        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
      6/499      4.32G    0.03765    0.02374    0.02767         87        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
      6/499      4.32G    0.03765    0.02374    0.02767         87        640:  48%|####7     | 19/40 [00:05<00:05,  3.60it/s]
      6/499      4.32G    0.03752    0.02373    0.02756         71        640:  48%|####7     | 19/40 [00:05<00:05,  3.60it/s]
      6/499      4.32G    0.03752    0.02373    0.02756         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
      6/499      4.32G    0.03734    0.02353    0.02761         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
      6/499      4.32G    0.03734    0.02353    0.02761         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
      6/499      4.32G    0.03719    0.02346    0.02758         73        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
      6/499      4.32G    0.03719    0.02346    0.02758         73        640:  55%|#####5    | 22/40 [00:05<00:04,  3.63it/s]
      6/499      4.32G    0.03712    0.02338    0.02742         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
      6/499      4.32G    0.03712    0.02338    0.02742         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.76it/s]
      6/499      4.32G    0.03712     0.0236    0.02723         95        640:  57%|#####7    | 23/40 [00:06<00:04,  3.76it/s]
      6/499      4.32G    0.03712     0.0236    0.02723         95        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
      6/499      4.32G    0.03715    0.02372     0.0273         87        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
      6/499      4.32G    0.03715    0.02372     0.0273         87        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
      6/499      4.32G    0.03701    0.02355    0.02751         62        640:  62%|######2   | 25/40 [00:07<00:04,  3.61it/s]
      6/499      4.32G    0.03701    0.02355    0.02751         62        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
      6/499      4.32G    0.03696    0.02345    0.02767         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
      6/499      4.32G    0.03696    0.02345    0.02767         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
      6/499      4.32G     0.0369    0.02349    0.02759         80        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
      6/499      4.32G     0.0369    0.02349    0.02759         80        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
      6/499      4.32G    0.03689    0.02353    0.02756         81        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
      6/499      4.32G    0.03689    0.02353    0.02756         81        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
      6/499      4.32G    0.03705    0.02347    0.02773         63        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
      6/499      4.32G    0.03705    0.02347    0.02773         63        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
      6/499      4.32G    0.03699    0.02342    0.02767         73        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
      6/499      4.32G    0.03699    0.02342    0.02767         73        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
      6/499      4.32G    0.03697    0.02325     0.0277         59        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
      6/499      4.32G    0.03697    0.02325     0.0277         59        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
      6/499      4.32G      0.037     0.0233    0.02774         80        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
      6/499      4.32G      0.037     0.0233    0.02774         80        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
      6/499      4.32G    0.03704     0.0233    0.02778         71        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
      6/499      4.32G    0.03704     0.0233    0.02778         71        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
      6/499      4.32G    0.03686    0.02333    0.02773         82        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
      6/499      4.32G    0.03686    0.02333    0.02773         82        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      6/499      4.32G     0.0367    0.02322    0.02774         68        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      6/499      4.32G     0.0367    0.02322    0.02774         68        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
      6/499      4.32G    0.03662    0.02329    0.02769         84        640:  90%|######### | 36/40 [00:10<00:01,  3.71it/s]
      6/499      4.32G    0.03662    0.02329    0.02769         84        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
      6/499      4.32G    0.03652    0.02339    0.02764         83        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
      6/499      4.32G    0.03652    0.02339    0.02764         83        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
      6/499      4.32G    0.03652    0.02347    0.02766         86        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
      6/499      4.32G    0.03652    0.02347    0.02766         86        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
      6/499      4.32G    0.03658    0.02358    0.02776         41        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
      6/499      4.32G    0.03658    0.02358    0.02776         41        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]
      6/499      4.32G    0.03658    0.02358    0.02776         41        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.27it/s]
                   all        132        263      0.419      0.333      0.153     0.0583

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      7/499      4.32G    0.03259    0.02177    0.02672         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
      7/499      4.32G    0.03259    0.02177    0.02672         72        640:   2%|2         | 1/40 [00:00<00:08,  4.80it/s]
      7/499      4.32G    0.03629    0.02081    0.03088         59        640:   2%|2         | 1/40 [00:00<00:08,  4.80it/s]
      7/499      4.32G    0.03629    0.02081    0.03088         59        640:   5%|5         | 2/40 [00:00<00:09,  4.13it/s]
      7/499      4.32G    0.03618    0.02169     0.0291         78        640:   5%|5         | 2/40 [00:00<00:09,  4.13it/s]
      7/499      4.32G    0.03618    0.02169     0.0291         78        640:   8%|7         | 3/40 [00:00<00:09,  3.75it/s]
      7/499      4.32G    0.03628    0.02221    0.02877         84        640:   8%|7         | 3/40 [00:01<00:09,  3.75it/s]
      7/499      4.32G    0.03628    0.02221    0.02877         84        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
      7/499      4.32G     0.0357    0.02215    0.02814         77        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
      7/499      4.32G     0.0357    0.02215    0.02814         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.83it/s]
      7/499      4.32G    0.03521    0.02189    0.02699         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.83it/s]
      7/499      4.32G    0.03521    0.02189    0.02699         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.61it/s]
      7/499      4.32G    0.03503    0.02149    0.02705         65        640:  15%|#5        | 6/40 [00:01<00:09,  3.61it/s]
      7/499      4.32G    0.03503    0.02149    0.02705         65        640:  18%|#7        | 7/40 [00:01<00:08,  3.76it/s]
      7/499      4.32G    0.03508    0.02188    0.02693         76        640:  18%|#7        | 7/40 [00:02<00:08,  3.76it/s]
      7/499      4.32G    0.03508    0.02188    0.02693         76        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
      7/499      4.32G    0.03503    0.02159     0.0272         72        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
      7/499      4.32G    0.03503    0.02159     0.0272         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
      7/499      4.32G    0.03527    0.02163    0.02744         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
      7/499      4.32G    0.03527    0.02163    0.02744         69        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
      7/499      4.32G    0.03528    0.02199    0.02743         84        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
      7/499      4.32G    0.03528    0.02199    0.02743         84        640:  28%|##7       | 11/40 [00:02<00:07,  3.76it/s]
      7/499      4.32G    0.03503    0.02176     0.0271         64        640:  28%|##7       | 11/40 [00:03<00:07,  3.76it/s]
      7/499      4.32G    0.03503    0.02176     0.0271         64        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
      7/499      4.32G    0.03485     0.0219    0.02712         81        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
      7/499      4.32G    0.03485     0.0219    0.02712         81        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
      7/499      4.32G    0.03486      0.022    0.02757         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
      7/499      4.32G    0.03486      0.022    0.02757         73        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
      7/499      4.32G    0.03501    0.02224    0.02756         88        640:  35%|###5      | 14/40 [00:04<00:06,  3.74it/s]
      7/499      4.32G    0.03501    0.02224    0.02756         88        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
      7/499      4.32G    0.03495    0.02219    0.02722         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
      7/499      4.32G    0.03495    0.02219    0.02722         66        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
      7/499      4.32G    0.03498    0.02212    0.02723         66        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
      7/499      4.32G    0.03498    0.02212    0.02723         66        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
      7/499      4.32G    0.03493    0.02226    0.02719         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
      7/499      4.32G    0.03493    0.02226    0.02719         82        640:  45%|####5     | 18/40 [00:04<00:06,  3.60it/s]
      7/499      4.32G    0.03493    0.02241    0.02711         85        640:  45%|####5     | 18/40 [00:05<00:06,  3.60it/s]
      7/499      4.32G    0.03493    0.02241    0.02711         85        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
      7/499      4.32G    0.03493    0.02241    0.02706         71        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
      7/499      4.32G    0.03493    0.02241    0.02706         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
      7/499      4.32G     0.0348    0.02242    0.02706         76        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
      7/499      4.32G     0.0348    0.02242    0.02706         76        640:  52%|#####2    | 21/40 [00:05<00:05,  3.59it/s]
      7/499      4.32G    0.03471    0.02239    0.02701         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.59it/s]
      7/499      4.32G    0.03471    0.02239    0.02701         72        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
      7/499      4.32G    0.03471    0.02249    0.02706         80        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
      7/499      4.32G    0.03471    0.02249    0.02706         80        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
      7/499      4.32G    0.03467    0.02243    0.02706         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
      7/499      4.32G    0.03467    0.02243    0.02706         69        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
      7/499      4.32G    0.03465    0.02231    0.02702         69        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
      7/499      4.32G    0.03465    0.02231    0.02702         69        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
      7/499      4.32G     0.0346    0.02229     0.0269         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
      7/499      4.32G     0.0346    0.02229     0.0269         68        640:  65%|######5   | 26/40 [00:06<00:03,  3.72it/s]
      7/499      4.32G    0.03463    0.02238    0.02685         79        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
      7/499      4.32G    0.03463    0.02238    0.02685         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
      7/499      4.32G    0.03462     0.0224     0.0269         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
      7/499      4.32G    0.03462     0.0224     0.0269         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
      7/499      4.32G    0.03456    0.02227    0.02678         61        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
      7/499      4.32G    0.03456    0.02227    0.02678         61        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
      7/499      4.32G     0.0344     0.0221    0.02666         60        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
      7/499      4.32G     0.0344     0.0221    0.02666         60        640:  75%|#######5  | 30/40 [00:08<00:02,  3.54it/s]
      7/499      4.32G     0.0345    0.02212    0.02664         69        640:  75%|#######5  | 30/40 [00:08<00:02,  3.54it/s]
      7/499      4.32G     0.0345    0.02212    0.02664         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.69it/s]
      7/499      4.32G    0.03446    0.02208    0.02662         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.69it/s]
      7/499      4.32G    0.03446    0.02208    0.02662         70        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
      7/499      4.32G    0.03455    0.02221     0.0267         89        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
      7/499      4.32G    0.03455    0.02221     0.0267         89        640:  82%|########2 | 33/40 [00:08<00:01,  3.60it/s]
      7/499      4.32G    0.03454    0.02224    0.02654         78        640:  82%|########2 | 33/40 [00:09<00:01,  3.60it/s]
      7/499      4.32G    0.03454    0.02224    0.02654         78        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
      7/499      4.32G     0.0345    0.02212     0.0266         64        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
      7/499      4.32G     0.0345    0.02212     0.0266         64        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      7/499      4.32G    0.03448     0.0221     0.0267         69        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
      7/499      4.32G    0.03448     0.0221     0.0267         69        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
      7/499      4.32G    0.03454     0.0222    0.02664         82        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
      7/499      4.32G    0.03454     0.0222    0.02664         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
      7/499      4.32G    0.03453    0.02224    0.02664         80        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
      7/499      4.32G    0.03453    0.02224    0.02664         80        640:  95%|#########5| 38/40 [00:10<00:00,  3.78it/s]
      7/499      4.32G    0.03462    0.02211    0.02676         54        640:  95%|#########5| 38/40 [00:10<00:00,  3.78it/s]
      7/499      4.32G    0.03462    0.02211    0.02676         54        640:  98%|#########7| 39/40 [00:10<00:00,  3.77it/s]
      7/499      4.32G    0.03459    0.02215    0.02678         39        640:  98%|#########7| 39/40 [00:10<00:00,  3.77it/s]
      7/499      4.32G    0.03459    0.02215    0.02678         39        640: 100%|##########| 40/40 [00:10<00:00,  4.15it/s]
      7/499      4.32G    0.03459    0.02215    0.02678         39        640: 100%|##########| 40/40 [00:10<00:00,  3.74it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.41it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.19it/s]
                   all        132        263      0.918     0.0509     0.0838     0.0279

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      8/499      4.32G    0.03746    0.02142    0.02511         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
      8/499      4.32G    0.03746    0.02142    0.02511         79        640:   2%|2         | 1/40 [00:00<00:09,  4.30it/s]
      8/499      4.32G    0.03621    0.02039    0.02811         66        640:   2%|2         | 1/40 [00:00<00:09,  4.30it/s]
      8/499      4.32G    0.03621    0.02039    0.02811         66        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
      8/499      4.32G    0.03684    0.02216    0.02677         78        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
      8/499      4.32G    0.03684    0.02216    0.02677         78        640:   8%|7         | 3/40 [00:00<00:09,  3.90it/s]
      8/499      4.32G    0.03593    0.02291    0.02693         89        640:   8%|7         | 3/40 [00:01<00:09,  3.90it/s]
      8/499      4.32G    0.03593    0.02291    0.02693         89        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
      8/499      4.32G    0.03558    0.02195    0.02668         61        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
      8/499      4.32G    0.03558    0.02195    0.02668         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
      8/499      4.32G    0.03519    0.02143    0.02698         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
      8/499      4.32G    0.03519    0.02143    0.02698         65        640:  15%|#5        | 6/40 [00:01<00:08,  3.79it/s]
      8/499      4.32G    0.03533    0.02187    0.02685         83        640:  15%|#5        | 6/40 [00:01<00:08,  3.79it/s]
      8/499      4.32G    0.03533    0.02187    0.02685         83        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
      8/499      4.32G    0.03532    0.02164    0.02646         68        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
      8/499      4.32G    0.03532    0.02164    0.02646         68        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
      8/499      4.32G    0.03538    0.02138    0.02659         68        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
      8/499      4.32G    0.03538    0.02138    0.02659         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
      8/499      4.32G    0.03513    0.02134    0.02665         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
      8/499      4.32G    0.03513    0.02134    0.02665         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
      8/499      4.32G    0.03491    0.02153    0.02658         82        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
      8/499      4.32G    0.03491    0.02153    0.02658         82        640:  28%|##7       | 11/40 [00:02<00:08,  3.59it/s]
      8/499      4.32G    0.03476     0.0221    0.02626         91        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
      8/499      4.32G    0.03476     0.0221    0.02626         91        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
      8/499      4.32G    0.03429     0.0219    0.02639         67        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
      8/499      4.32G    0.03429     0.0219    0.02639         67        640:  32%|###2      | 13/40 [00:03<00:07,  3.70it/s]
      8/499      4.32G    0.03419    0.02201    0.02613         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.70it/s]
      8/499      4.32G    0.03419    0.02201    0.02613         78        640:  35%|###5      | 14/40 [00:03<00:07,  3.61it/s]
      8/499      4.32G    0.03428    0.02224    0.02614         82        640:  35%|###5      | 14/40 [00:04<00:07,  3.61it/s]
      8/499      4.32G    0.03428    0.02224    0.02614         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
      8/499      4.32G    0.03401    0.02201    0.02576         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
      8/499      4.32G    0.03401    0.02201    0.02576         66        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
      8/499      4.32G    0.03405     0.0219    0.02575         68        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
      8/499      4.32G    0.03405     0.0219    0.02575         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.53it/s]
      8/499      4.32G    0.03408    0.02185    0.02585         73        640:  42%|####2     | 17/40 [00:04<00:06,  3.53it/s]
      8/499      4.32G    0.03408    0.02185    0.02585         73        640:  45%|####5     | 18/40 [00:04<00:05,  3.68it/s]
      8/499      4.32G    0.03418    0.02176    0.02561         61        640:  45%|####5     | 18/40 [00:05<00:05,  3.68it/s]
      8/499      4.32G    0.03418    0.02176    0.02561         61        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
      8/499      4.32G     0.0343    0.02191    0.02558         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
      8/499      4.32G     0.0343    0.02191    0.02558         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
      8/499      4.32G    0.03421      0.022    0.02577         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
      8/499      4.32G    0.03421      0.022    0.02577         87        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
      8/499      4.32G    0.03415    0.02194    0.02578         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
      8/499      4.32G    0.03415    0.02194    0.02578         69        640:  55%|#####5    | 22/40 [00:05<00:04,  3.69it/s]
      8/499      4.32G    0.03416    0.02187    0.02567         70        640:  55%|#####5    | 22/40 [00:06<00:04,  3.69it/s]
      8/499      4.32G    0.03416    0.02187    0.02567         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
      8/499      4.32G    0.03397    0.02174    0.02555         62        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
      8/499      4.32G    0.03397    0.02174    0.02555         62        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
      8/499      4.32G    0.03397    0.02195    0.02549         85        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
      8/499      4.32G    0.03397    0.02195    0.02549         85        640:  62%|######2   | 25/40 [00:06<00:04,  3.71it/s]
      8/499      4.32G    0.03387    0.02206    0.02534         83        640:  62%|######2   | 25/40 [00:07<00:04,  3.71it/s]
      8/499      4.32G    0.03387    0.02206    0.02534         83        640:  65%|######5   | 26/40 [00:07<00:03,  3.57it/s]
      8/499      4.32G    0.03383    0.02212    0.02537         77        640:  65%|######5   | 26/40 [00:07<00:03,  3.57it/s]
      8/499      4.32G    0.03383    0.02212    0.02537         77        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
      8/499      4.32G    0.03383    0.02211    0.02525         68        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
      8/499      4.32G    0.03383    0.02211    0.02525         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
      8/499      4.32G    0.03384    0.02202    0.02528         64        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
      8/499      4.32G    0.03384    0.02202    0.02528         64        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
      8/499      4.32G    0.03373      0.022     0.0254         72        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
      8/499      4.32G    0.03373      0.022     0.0254         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
      8/499      4.32G    0.03379    0.02195    0.02556         65        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
      8/499      4.32G    0.03379    0.02195    0.02556         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
      8/499      4.32G    0.03369    0.02185     0.0255         58        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
      8/499      4.32G    0.03369    0.02185     0.0255         58        640:  80%|########  | 32/40 [00:08<00:02,  3.58it/s]
      8/499      4.32G    0.03367    0.02176    0.02565         64        640:  80%|########  | 32/40 [00:08<00:02,  3.58it/s]
      8/499      4.32G    0.03367    0.02176    0.02565         64        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
      8/499      4.32G    0.03363    0.02179    0.02582         72        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
      8/499      4.32G    0.03363    0.02179    0.02582         72        640:  85%|########5 | 34/40 [00:09<00:01,  3.70it/s]
      8/499      4.32G    0.03365    0.02185    0.02578         80        640:  85%|########5 | 34/40 [00:09<00:01,  3.70it/s]
      8/499      4.32G    0.03365    0.02185    0.02578         80        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
      8/499      4.32G    0.03361    0.02197    0.02589         80        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
      8/499      4.32G    0.03361    0.02197    0.02589         80        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
      8/499      4.32G    0.03356    0.02201    0.02589         85        640:  90%|######### | 36/40 [00:10<00:01,  3.73it/s]
      8/499      4.32G    0.03356    0.02201    0.02589         85        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
      8/499      4.32G    0.03348    0.02198    0.02585         72        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
      8/499      4.32G    0.03348    0.02198    0.02585         72        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
      8/499      4.32G    0.03347    0.02191     0.0259         62        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
      8/499      4.32G    0.03347    0.02191     0.0259         62        640:  98%|#########7| 39/40 [00:10<00:00,  4.05it/s]
      8/499      4.32G     0.0334    0.02183    0.02608         30        640:  98%|#########7| 39/40 [00:10<00:00,  4.05it/s]
      8/499      4.32G     0.0334    0.02183    0.02608         30        640: 100%|##########| 40/40 [00:10<00:00,  4.43it/s]
      8/499      4.32G     0.0334    0.02183    0.02608         30        640: 100%|##########| 40/40 [00:10<00:00,  3.75it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.94it/s]
                   all        132        263      0.595      0.565      0.479      0.271

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      9/499      4.32G    0.03077    0.02189    0.02227         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
      9/499      4.32G    0.03077    0.02189    0.02227         70        640:   2%|2         | 1/40 [00:00<00:12,  3.09it/s]
      9/499      4.32G    0.03303    0.02345    0.02573         83        640:   2%|2         | 1/40 [00:00<00:12,  3.09it/s]
      9/499      4.32G    0.03303    0.02345    0.02573         83        640:   5%|5         | 2/40 [00:00<00:10,  3.58it/s]
      9/499      4.32G    0.03412    0.02304    0.02683         73        640:   5%|5         | 2/40 [00:00<00:10,  3.58it/s]
      9/499      4.32G    0.03412    0.02304    0.02683         73        640:   8%|7         | 3/40 [00:00<00:10,  3.65it/s]
      9/499      4.32G    0.03422    0.02294    0.02655         72        640:   8%|7         | 3/40 [00:01<00:10,  3.65it/s]
      9/499      4.32G    0.03422    0.02294    0.02655         72        640:  10%|#         | 4/40 [00:01<00:10,  3.51it/s]
      9/499      4.32G    0.03369    0.02271    0.02736         69        640:  10%|#         | 4/40 [00:01<00:10,  3.51it/s]
      9/499      4.32G    0.03369    0.02271    0.02736         69        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
      9/499      4.32G    0.03377    0.02298    0.02756         75        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
      9/499      4.32G    0.03377    0.02298    0.02756         75        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
      9/499      4.32G    0.03407     0.0228    0.02773         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
      9/499      4.32G    0.03407     0.0228    0.02773         72        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
      9/499      4.32G    0.03414    0.02271    0.02707         70        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
      9/499      4.32G    0.03414    0.02271    0.02707         70        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
      9/499      4.32G    0.03445    0.02333    0.02674         90        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
      9/499      4.32G    0.03445    0.02333    0.02674         90        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
      9/499      4.32G    0.03444    0.02304    0.02672         64        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
      9/499      4.32G    0.03444    0.02304    0.02672         64        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
      9/499      4.32G     0.0341    0.02262    0.02692         66        640:  25%|##5       | 10/40 [00:03<00:08,  3.60it/s]
      9/499      4.32G     0.0341    0.02262    0.02692         66        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
      9/499      4.32G    0.03388    0.02298     0.0268         91        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
      9/499      4.32G    0.03388    0.02298     0.0268         91        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
      9/499      4.32G    0.03382      0.023    0.02693         80        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
      9/499      4.32G    0.03382      0.023    0.02693         80        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
      9/499      4.32G    0.03365    0.02285    0.02698         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
      9/499      4.32G    0.03365    0.02285    0.02698         71        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
      9/499      4.32G    0.03365    0.02303    0.02728         89        640:  35%|###5      | 14/40 [00:04<00:06,  3.75it/s]
      9/499      4.32G    0.03365    0.02303    0.02728         89        640:  38%|###7      | 15/40 [00:04<00:06,  3.76it/s]
      9/499      4.32G    0.03381    0.02282     0.0271         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.76it/s]
      9/499      4.32G    0.03381    0.02282     0.0271         65        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
      9/499      4.32G    0.03365    0.02281    0.02674         81        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
      9/499      4.32G    0.03365    0.02281    0.02674         81        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
      9/499      4.32G    0.03342    0.02264     0.0271         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
      9/499      4.32G    0.03342    0.02264     0.0271         68        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
      9/499      4.32G    0.03331    0.02251    0.02703         71        640:  45%|####5     | 18/40 [00:05<00:05,  3.74it/s]
      9/499      4.32G    0.03331    0.02251    0.02703         71        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
      9/499      4.32G    0.03317    0.02253    0.02684         76        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
      9/499      4.32G    0.03317    0.02253    0.02684         76        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
      9/499      4.32G    0.03319    0.02244    0.02678         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
      9/499      4.32G    0.03319    0.02244    0.02678         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
      9/499      4.32G    0.03324    0.02262    0.02685         83        640:  52%|#####2    | 21/40 [00:06<00:05,  3.74it/s]
      9/499      4.32G    0.03324    0.02262    0.02685         83        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
      9/499      4.32G    0.03329    0.02287    0.02697         93        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
      9/499      4.32G    0.03329    0.02287    0.02697         93        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
      9/499      4.32G     0.0333     0.0229    0.02706         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
      9/499      4.32G     0.0333     0.0229    0.02706         76        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
      9/499      4.32G    0.03342    0.02299    0.02706         89        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
      9/499      4.32G    0.03342    0.02299    0.02706         89        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
      9/499      4.32G    0.03332      0.023    0.02696         83        640:  62%|######2   | 25/40 [00:07<00:04,  3.61it/s]
      9/499      4.32G    0.03332      0.023    0.02696         83        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
      9/499      4.32G    0.03336    0.02282    0.02707         66        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
      9/499      4.32G    0.03336    0.02282    0.02707         66        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
      9/499      4.32G     0.0333    0.02272    0.02694         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
      9/499      4.32G     0.0333    0.02272    0.02694         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.58it/s]
      9/499      4.32G    0.03324    0.02259    0.02689         63        640:  70%|#######   | 28/40 [00:07<00:03,  3.58it/s]
      9/499      4.32G    0.03324    0.02259    0.02689         63        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
      9/499      4.32G    0.03321    0.02253    0.02678         72        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
      9/499      4.32G    0.03321    0.02253    0.02678         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
      9/499      4.32G    0.03314    0.02254    0.02672         83        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
      9/499      4.32G    0.03314    0.02254    0.02672         83        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
      9/499      4.32G    0.03307    0.02241    0.02663         61        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
      9/499      4.32G    0.03307    0.02241    0.02663         61        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
      9/499      4.32G    0.03309    0.02234    0.02654         79        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
      9/499      4.32G    0.03309    0.02234    0.02654         79        640:  82%|########2 | 33/40 [00:08<00:01,  3.76it/s]
      9/499      4.32G    0.03303    0.02236    0.02647         79        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
      9/499      4.32G    0.03303    0.02236    0.02647         79        640:  85%|########5 | 34/40 [00:09<00:01,  3.64it/s]
      9/499      4.32G    0.03302    0.02223    0.02649         59        640:  85%|########5 | 34/40 [00:09<00:01,  3.64it/s]
      9/499      4.32G    0.03302    0.02223    0.02649         59        640:  88%|########7 | 35/40 [00:09<00:01,  3.79it/s]
      9/499      4.32G    0.03298    0.02222    0.02658         77        640:  88%|########7 | 35/40 [00:09<00:01,  3.79it/s]
      9/499      4.32G    0.03298    0.02222    0.02658         77        640:  90%|######### | 36/40 [00:09<00:01,  3.90it/s]
      9/499      4.32G      0.033    0.02227    0.02659         84        640:  90%|######### | 36/40 [00:09<00:01,  3.90it/s]
      9/499      4.32G      0.033    0.02227    0.02659         84        640:  92%|#########2| 37/40 [00:09<00:00,  4.12it/s]
      9/499      4.32G    0.03301    0.02221    0.02663         66        640:  92%|#########2| 37/40 [00:10<00:00,  4.12it/s]
      9/499      4.32G    0.03301    0.02221    0.02663         66        640:  95%|#########5| 38/40 [00:10<00:00,  4.41it/s]
      9/499      4.32G    0.03299    0.02215    0.02643         70        640:  95%|#########5| 38/40 [00:10<00:00,  4.41it/s]
      9/499      4.32G    0.03299    0.02215    0.02643         70        640:  98%|#########7| 39/40 [00:10<00:00,  4.60it/s]
      9/499      4.32G    0.03299    0.02206    0.02645         35        640:  98%|#########7| 39/40 [00:10<00:00,  4.60it/s]
      9/499      4.32G    0.03299    0.02206    0.02645         35        640: 100%|##########| 40/40 [00:10<00:00,  4.70it/s]
      9/499      4.32G    0.03299    0.02206    0.02645         35        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.34it/s]
                   all        132        263      0.578      0.557      0.432      0.205

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     10/499      4.32G     0.0321    0.02268    0.02369         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     10/499      4.32G     0.0321    0.02268    0.02369         75        640:   2%|2         | 1/40 [00:00<00:10,  3.68it/s]
     10/499      4.32G    0.03375    0.02479    0.02538         92        640:   2%|2         | 1/40 [00:00<00:10,  3.68it/s]
     10/499      4.32G    0.03375    0.02479    0.02538         92        640:   5%|5         | 2/40 [00:00<00:08,  4.46it/s]
     10/499      4.32G     0.0336    0.02374    0.02415         68        640:   5%|5         | 2/40 [00:00<00:08,  4.46it/s]
     10/499      4.32G     0.0336    0.02374    0.02415         68        640:   8%|7         | 3/40 [00:00<00:09,  3.98it/s]
     10/499      4.32G    0.03284    0.02186    0.02447         57        640:   8%|7         | 3/40 [00:00<00:09,  3.98it/s]
     10/499      4.32G    0.03284    0.02186    0.02447         57        640:  10%|#         | 4/40 [00:00<00:08,  4.02it/s]
     10/499      4.32G      0.033    0.02145    0.02428         64        640:  10%|#         | 4/40 [00:01<00:08,  4.02it/s]
     10/499      4.32G      0.033    0.02145    0.02428         64        640:  12%|#2        | 5/40 [00:01<00:09,  3.86it/s]
     10/499      4.32G     0.0331    0.02225     0.0247         89        640:  12%|#2        | 5/40 [00:01<00:09,  3.86it/s]
     10/499      4.32G     0.0331    0.02225     0.0247         89        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     10/499      4.32G    0.03277    0.02183    0.02464         69        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     10/499      4.32G    0.03277    0.02183    0.02464         69        640:  18%|#7        | 7/40 [00:01<00:08,  3.73it/s]
     10/499      4.32G    0.03296    0.02225     0.0248         82        640:  18%|#7        | 7/40 [00:02<00:08,  3.73it/s]
     10/499      4.32G    0.03296    0.02225     0.0248         82        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     10/499      4.32G    0.03314    0.02249    0.02498         78        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     10/499      4.32G    0.03314    0.02249    0.02498         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     10/499      4.32G    0.03289    0.02216    0.02509         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     10/499      4.32G    0.03289    0.02216    0.02509         68        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     10/499      4.32G    0.03272    0.02191    0.02496         64        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     10/499      4.32G    0.03272    0.02191    0.02496         64        640:  28%|##7       | 11/40 [00:02<00:07,  3.72it/s]
     10/499      4.32G    0.03256     0.0219     0.0251         75        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     10/499      4.32G    0.03256     0.0219     0.0251         75        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     10/499      4.32G    0.03226    0.02161    0.02525         65        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     10/499      4.32G    0.03226    0.02161    0.02525         65        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     10/499      4.32G    0.03253    0.02143    0.02595         65        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     10/499      4.32G    0.03253    0.02143    0.02595         65        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     10/499      4.32G    0.03232    0.02121    0.02594         61        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     10/499      4.32G    0.03232    0.02121    0.02594         61        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     10/499      4.32G    0.03211     0.0214     0.0256         88        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     10/499      4.32G    0.03211     0.0214     0.0256         88        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     10/499      4.32G    0.03232    0.02168    0.02531         89        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     10/499      4.32G    0.03232    0.02168    0.02531         89        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     10/499      4.32G    0.03224    0.02171    0.02538         78        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     10/499      4.32G    0.03224    0.02171    0.02538         78        640:  45%|####5     | 18/40 [00:04<00:06,  3.50it/s]
     10/499      4.32G    0.03232    0.02167    0.02564         64        640:  45%|####5     | 18/40 [00:05<00:06,  3.50it/s]
     10/499      4.32G    0.03232    0.02167    0.02564         64        640:  48%|####7     | 19/40 [00:05<00:05,  3.65it/s]
     10/499      4.32G    0.03231    0.02173    0.02564         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.65it/s]
     10/499      4.32G    0.03231    0.02173    0.02564         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.66it/s]
     10/499      4.32G    0.03216    0.02164    0.02569         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.66it/s]
     10/499      4.32G    0.03216    0.02164    0.02569         66        640:  52%|#####2    | 21/40 [00:05<00:05,  3.56it/s]
     10/499      4.32G    0.03212    0.02171    0.02568         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.56it/s]
     10/499      4.32G    0.03212    0.02171    0.02568         81        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     10/499      4.32G    0.03218    0.02175    0.02565         84        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     10/499      4.32G    0.03218    0.02175    0.02565         84        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     10/499      4.32G    0.03215    0.02172    0.02559         79        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     10/499      4.32G    0.03215    0.02172    0.02559         79        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     10/499      4.32G    0.03212    0.02182    0.02537         79        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     10/499      4.32G    0.03212    0.02182    0.02537         79        640:  62%|######2   | 25/40 [00:06<00:04,  3.71it/s]
     10/499      4.32G    0.03218    0.02203    0.02531         96        640:  62%|######2   | 25/40 [00:07<00:04,  3.71it/s]
     10/499      4.32G    0.03218    0.02203    0.02531         96        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     10/499      4.32G     0.0321    0.02187     0.0253         61        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     10/499      4.32G     0.0321    0.02187     0.0253         61        640:  68%|######7   | 27/40 [00:07<00:03,  3.61it/s]
     10/499      4.32G    0.03209    0.02202    0.02525         92        640:  68%|######7   | 27/40 [00:07<00:03,  3.61it/s]
     10/499      4.32G    0.03209    0.02202    0.02525         92        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     10/499      4.32G    0.03208    0.02206    0.02529         74        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     10/499      4.32G    0.03208    0.02206    0.02529         74        640:  72%|#######2  | 29/40 [00:07<00:03,  3.65it/s]
     10/499      4.32G    0.03204     0.0221    0.02534         87        640:  72%|#######2  | 29/40 [00:08<00:03,  3.65it/s]
     10/499      4.32G    0.03204     0.0221    0.02534         87        640:  75%|#######5  | 30/40 [00:08<00:02,  3.57it/s]
     10/499      4.32G    0.03202    0.02206    0.02538         74        640:  75%|#######5  | 30/40 [00:08<00:02,  3.57it/s]
     10/499      4.32G    0.03202    0.02206    0.02538         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     10/499      4.32G    0.03205    0.02201    0.02552         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     10/499      4.32G    0.03205    0.02201    0.02552         70        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     10/499      4.32G    0.03203    0.02183    0.02528         56        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     10/499      4.32G    0.03203    0.02183    0.02528         56        640:  82%|########2 | 33/40 [00:08<00:01,  3.62it/s]
     10/499      4.32G    0.03205     0.0219    0.02513         84        640:  82%|########2 | 33/40 [00:09<00:01,  3.62it/s]
     10/499      4.32G    0.03205     0.0219    0.02513         84        640:  85%|########5 | 34/40 [00:09<00:01,  3.75it/s]
     10/499      4.32G     0.0321    0.02186    0.02524         66        640:  85%|########5 | 34/40 [00:09<00:01,  3.75it/s]
     10/499      4.32G     0.0321    0.02186    0.02524         66        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     10/499      4.32G     0.0321    0.02184     0.0253         74        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     10/499      4.32G     0.0321    0.02184     0.0253         74        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
     10/499      4.32G    0.03222    0.02187    0.02521         76        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
     10/499      4.32G    0.03222    0.02187    0.02521         76        640:  92%|#########2| 37/40 [00:09<00:00,  3.79it/s]
     10/499      4.32G     0.0322    0.02179    0.02517         68        640:  92%|#########2| 37/40 [00:10<00:00,  3.79it/s]
     10/499      4.32G     0.0322    0.02179    0.02517         68        640:  95%|#########5| 38/40 [00:10<00:00,  3.88it/s]
     10/499      4.32G    0.03228    0.02193    0.02509         87        640:  95%|#########5| 38/40 [00:10<00:00,  3.88it/s]
     10/499      4.32G    0.03228    0.02193    0.02509         87        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     10/499      4.32G    0.03228    0.02195    0.02499         42        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     10/499      4.32G    0.03228    0.02195    0.02499         42        640: 100%|##########| 40/40 [00:10<00:00,  4.43it/s]
     10/499      4.32G    0.03228    0.02195    0.02499         42        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.51it/s]
                   all        132        263      0.823      0.371      0.484      0.223

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     11/499      4.32G    0.03719    0.02284    0.02383         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
     11/499      4.32G    0.03719    0.02284    0.02383         76        640:   2%|2         | 1/40 [00:00<00:08,  4.61it/s]
     11/499      4.32G    0.03476    0.02296     0.0225         81        640:   2%|2         | 1/40 [00:00<00:08,  4.61it/s]
     11/499      4.32G    0.03476    0.02296     0.0225         81        640:   5%|5         | 2/40 [00:00<00:10,  3.73it/s]
     11/499      4.32G    0.03436    0.02149      0.024         61        640:   5%|5         | 2/40 [00:00<00:10,  3.73it/s]
     11/499      4.32G    0.03436    0.02149      0.024         61        640:   8%|7         | 3/40 [00:00<00:09,  3.90it/s]
     11/499      4.32G    0.03553    0.02214    0.02307         82        640:   8%|7         | 3/40 [00:01<00:09,  3.90it/s]
     11/499      4.32G    0.03553    0.02214    0.02307         82        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     11/499      4.32G    0.03533    0.02172    0.02283         68        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     11/499      4.32G    0.03533    0.02172    0.02283         68        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
     11/499      4.32G    0.03481    0.02129    0.02279         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
     11/499      4.32G    0.03481    0.02129    0.02279         66        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     11/499      4.32G    0.03473    0.02207    0.02285         95        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     11/499      4.32G    0.03473    0.02207    0.02285         95        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     11/499      4.32G    0.03436     0.0216    0.02288         67        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     11/499      4.32G    0.03436     0.0216    0.02288         67        640:  20%|##        | 8/40 [00:02<00:08,  3.59it/s]
     11/499      4.32G    0.03422    0.02145    0.02301         70        640:  20%|##        | 8/40 [00:02<00:08,  3.59it/s]
     11/499      4.32G    0.03422    0.02145    0.02301         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     11/499      4.32G     0.0343    0.02165    0.02285         83        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     11/499      4.32G     0.0343    0.02165    0.02285         83        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     11/499      4.32G    0.03451    0.02196    0.02294         89        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     11/499      4.32G    0.03451    0.02196    0.02294         89        640:  28%|##7       | 11/40 [00:02<00:08,  3.60it/s]
     11/499      4.32G    0.03443    0.02221    0.02306         86        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     11/499      4.32G    0.03443    0.02221    0.02306         86        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     11/499      4.32G    0.03417    0.02203    0.02304         73        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     11/499      4.32G    0.03417    0.02203    0.02304         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     11/499      4.32G    0.03407    0.02225    0.02296         94        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     11/499      4.32G    0.03407    0.02225    0.02296         94        640:  35%|###5      | 14/40 [00:03<00:07,  3.61it/s]
     11/499      4.32G    0.03387    0.02209    0.02313         69        640:  35%|###5      | 14/40 [00:04<00:07,  3.61it/s]
     11/499      4.32G    0.03387    0.02209    0.02313         69        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     11/499      4.32G    0.03368    0.02207    0.02317         81        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     11/499      4.32G    0.03368    0.02207    0.02317         81        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     11/499      4.32G    0.03357    0.02219    0.02324         82        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     11/499      4.32G    0.03357    0.02219    0.02324         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     11/499      4.32G    0.03358    0.02221    0.02334         79        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     11/499      4.32G    0.03358    0.02221    0.02334         79        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     11/499      4.32G    0.03358    0.02209    0.02316         66        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     11/499      4.32G    0.03358    0.02209    0.02316         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     11/499      4.32G    0.03358    0.02211    0.02318         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     11/499      4.32G    0.03358    0.02211    0.02318         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
     11/499      4.32G    0.03358    0.02214    0.02325         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.58it/s]
     11/499      4.32G    0.03358    0.02214    0.02325         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     11/499      4.32G    0.03359    0.02204    0.02339         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     11/499      4.32G    0.03359    0.02204    0.02339         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
     11/499      4.32G    0.03348    0.02203    0.02342         80        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
     11/499      4.32G    0.03348    0.02203    0.02342         80        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     11/499      4.32G    0.03343    0.02199    0.02326         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     11/499      4.32G    0.03343    0.02199    0.02326         71        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     11/499      4.32G    0.03335     0.0219    0.02327         64        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     11/499      4.32G    0.03335     0.0219    0.02327         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     11/499      4.32G    0.03329    0.02181    0.02329         66        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     11/499      4.32G    0.03329    0.02181    0.02329         66        640:  65%|######5   | 26/40 [00:07<00:03,  3.60it/s]
     11/499      4.32G    0.03314    0.02174    0.02315         72        640:  65%|######5   | 26/40 [00:07<00:03,  3.60it/s]
     11/499      4.32G    0.03314    0.02174    0.02315         72        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     11/499      4.32G    0.03307    0.02161    0.02327         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     11/499      4.32G    0.03307    0.02161    0.02327         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     11/499      4.32G    0.03291    0.02157    0.02322         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     11/499      4.32G    0.03291    0.02157    0.02322         66        640:  72%|#######2  | 29/40 [00:07<00:03,  3.59it/s]
     11/499      4.32G    0.03286    0.02165    0.02311         79        640:  72%|#######2  | 29/40 [00:08<00:03,  3.59it/s]
     11/499      4.32G    0.03286    0.02165    0.02311         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     11/499      4.32G    0.03288    0.02152    0.02317         62        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     11/499      4.32G    0.03288    0.02152    0.02317         62        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     11/499      4.32G    0.03277    0.02136    0.02301         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     11/499      4.32G    0.03277    0.02136    0.02301         65        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
     11/499      4.32G    0.03274     0.0214    0.02294         83        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
     11/499      4.32G    0.03274     0.0214    0.02294         83        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     11/499      4.32G    0.03275    0.02138    0.02284         69        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     11/499      4.32G    0.03275    0.02138    0.02284         69        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     11/499      4.32G    0.03287     0.0214     0.0228         66        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     11/499      4.32G    0.03287     0.0214     0.0228         66        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
     11/499      4.32G    0.03272    0.02136    0.02274         81        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
     11/499      4.32G    0.03272    0.02136    0.02274         81        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     11/499      4.32G    0.03267    0.02137    0.02277         82        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     11/499      4.32G    0.03267    0.02137    0.02277         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.70it/s]
     11/499      4.32G    0.03269    0.02144    0.02282         85        640:  92%|#########2| 37/40 [00:10<00:00,  3.70it/s]
     11/499      4.32G    0.03269    0.02144    0.02282         85        640:  95%|#########5| 38/40 [00:10<00:00,  3.63it/s]
     11/499      4.32G    0.03267    0.02145    0.02282         79        640:  95%|#########5| 38/40 [00:10<00:00,  3.63it/s]
     11/499      4.32G    0.03267    0.02145    0.02282         79        640:  98%|#########7| 39/40 [00:10<00:00,  3.85it/s]
     11/499      4.32G    0.03271    0.02133    0.02324         27        640:  98%|#########7| 39/40 [00:10<00:00,  3.85it/s]
     11/499      4.32G    0.03271    0.02133    0.02324         27        640: 100%|##########| 40/40 [00:10<00:00,  4.25it/s]
     11/499      4.32G    0.03271    0.02133    0.02324         27        640: 100%|##########| 40/40 [00:10<00:00,  3.74it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.33it/s]
                   all        132        263      0.507      0.718      0.681      0.376

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     12/499      4.32G    0.03449    0.02027    0.02512         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
     12/499      4.32G    0.03449    0.02027    0.02512         68        640:   2%|2         | 1/40 [00:00<00:12,  3.23it/s]
     12/499      4.32G    0.03434     0.0211    0.02229         71        640:   2%|2         | 1/40 [00:00<00:12,  3.23it/s]
     12/499      4.32G    0.03434     0.0211    0.02229         71        640:   5%|5         | 2/40 [00:00<00:08,  4.25it/s]
     12/499      4.32G    0.03528    0.02274    0.02122         84        640:   5%|5         | 2/40 [00:00<00:08,  4.25it/s]
     12/499      4.32G    0.03528    0.02274    0.02122         84        640:   8%|7         | 3/40 [00:00<00:09,  4.07it/s]
     12/499      4.32G    0.03584    0.02265    0.02089         71        640:   8%|7         | 3/40 [00:01<00:09,  4.07it/s]
     12/499      4.32G    0.03584    0.02265    0.02089         71        640:  10%|#         | 4/40 [00:01<00:09,  3.75it/s]
     12/499      4.32G    0.03503    0.02198    0.01987         71        640:  10%|#         | 4/40 [00:01<00:09,  3.75it/s]
     12/499      4.32G    0.03503    0.02198    0.01987         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.86it/s]
     12/499      4.32G    0.03466    0.02221     0.0207         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.86it/s]
     12/499      4.32G    0.03466    0.02221     0.0207         82        640:  15%|#5        | 6/40 [00:01<00:08,  3.82it/s]
     12/499      4.32G     0.0344    0.02291    0.02039        101        640:  15%|#5        | 6/40 [00:01<00:08,  3.82it/s]
     12/499      4.32G     0.0344    0.02291    0.02039        101        640:  18%|#7        | 7/40 [00:01<00:09,  3.64it/s]
     12/499      4.32G    0.03449    0.02321    0.02054         88        640:  18%|#7        | 7/40 [00:02<00:09,  3.64it/s]
     12/499      4.32G    0.03449    0.02321    0.02054         88        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
     12/499      4.32G    0.03444    0.02328    0.02081         72        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
     12/499      4.32G    0.03444    0.02328    0.02081         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     12/499      4.32G    0.03424    0.02309    0.02065         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     12/499      4.32G    0.03424    0.02309    0.02065         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     12/499      4.32G    0.03422    0.02287    0.02068         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     12/499      4.32G    0.03422    0.02287    0.02068         70        640:  28%|##7       | 11/40 [00:02<00:07,  3.75it/s]
     12/499      4.32G    0.03409    0.02263    0.02052         64        640:  28%|##7       | 11/40 [00:03<00:07,  3.75it/s]
     12/499      4.32G    0.03409    0.02263    0.02052         64        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     12/499      4.32G    0.03384    0.02244     0.0203         70        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     12/499      4.32G    0.03384    0.02244     0.0203         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     12/499      4.32G    0.03374    0.02229    0.02023         68        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     12/499      4.32G    0.03374    0.02229    0.02023         68        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
     12/499      4.32G    0.03352    0.02227    0.02006         81        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
     12/499      4.32G    0.03352    0.02227    0.02006         81        640:  38%|###7      | 15/40 [00:03<00:06,  3.75it/s]
     12/499      4.32G     0.0334    0.02223    0.01991         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
     12/499      4.32G     0.0334    0.02223    0.01991         72        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     12/499      4.32G    0.03333    0.02249    0.01994         96        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     12/499      4.32G    0.03333    0.02249    0.01994         96        640:  42%|####2     | 17/40 [00:04<00:06,  3.68it/s]
     12/499      4.32G    0.03336    0.02224     0.0201         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.68it/s]
     12/499      4.32G    0.03336    0.02224     0.0201         63        640:  45%|####5     | 18/40 [00:04<00:05,  3.69it/s]
     12/499      4.32G    0.03337    0.02249    0.02014         93        640:  45%|####5     | 18/40 [00:05<00:05,  3.69it/s]
     12/499      4.32G    0.03337    0.02249    0.02014         93        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     12/499      4.32G    0.03329    0.02232    0.02032         65        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     12/499      4.32G    0.03329    0.02232    0.02032         65        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     12/499      4.32G    0.03321    0.02243     0.0204         86        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     12/499      4.32G    0.03321    0.02243     0.0204         86        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     12/499      4.32G    0.03317    0.02248    0.02028         89        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     12/499      4.32G    0.03317    0.02248    0.02028         89        640:  55%|#####5    | 22/40 [00:05<00:05,  3.58it/s]
     12/499      4.32G    0.03314    0.02244    0.02038         78        640:  55%|#####5    | 22/40 [00:06<00:05,  3.58it/s]
     12/499      4.32G    0.03314    0.02244    0.02038         78        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     12/499      4.32G    0.03315    0.02231    0.02053         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     12/499      4.32G    0.03315    0.02231    0.02053         70        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
     12/499      4.32G    0.03309    0.02238    0.02062         86        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
     12/499      4.32G    0.03309    0.02238    0.02062         86        640:  62%|######2   | 25/40 [00:06<00:04,  3.59it/s]
     12/499      4.32G    0.03311    0.02233    0.02061         76        640:  62%|######2   | 25/40 [00:07<00:04,  3.59it/s]
     12/499      4.32G    0.03311    0.02233    0.02061         76        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     12/499      4.32G    0.03308    0.02236    0.02066         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     12/499      4.32G    0.03308    0.02236    0.02066         82        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     12/499      4.32G    0.03303    0.02233    0.02072         78        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     12/499      4.32G    0.03303    0.02233    0.02072         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.48it/s]
     12/499      4.32G    0.03304    0.02219    0.02073         65        640:  70%|#######   | 28/40 [00:07<00:03,  3.48it/s]
     12/499      4.32G    0.03304    0.02219    0.02073         65        640:  72%|#######2  | 29/40 [00:07<00:03,  3.63it/s]
     12/499      4.32G    0.03299    0.02219    0.02084         81        640:  72%|#######2  | 29/40 [00:08<00:03,  3.63it/s]
     12/499      4.32G    0.03299    0.02219    0.02084         81        640:  75%|#######5  | 30/40 [00:08<00:02,  3.67it/s]
     12/499      4.32G    0.03292    0.02209    0.02078         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.67it/s]
     12/499      4.32G    0.03292    0.02209    0.02078         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.53it/s]
     12/499      4.32G    0.03289    0.02201    0.02069         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.53it/s]
     12/499      4.32G    0.03289    0.02201    0.02069         75        640:  80%|########  | 32/40 [00:08<00:02,  3.68it/s]
     12/499      4.32G    0.03288    0.02194    0.02074         66        640:  80%|########  | 32/40 [00:08<00:02,  3.68it/s]
     12/499      4.32G    0.03288    0.02194    0.02074         66        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     12/499      4.32G    0.03285    0.02197    0.02087         79        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
     12/499      4.32G    0.03285    0.02197    0.02087         79        640:  85%|########5 | 34/40 [00:09<00:01,  3.61it/s]
     12/499      4.32G    0.03279     0.0219    0.02084         74        640:  85%|########5 | 34/40 [00:09<00:01,  3.61it/s]
     12/499      4.32G    0.03279     0.0219    0.02084         74        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     12/499      4.32G    0.03269    0.02186    0.02079         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     12/499      4.32G    0.03269    0.02186    0.02079         71        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     12/499      4.32G    0.03262    0.02181    0.02078         75        640:  90%|######### | 36/40 [00:10<00:01,  3.73it/s]
     12/499      4.32G    0.03262    0.02181    0.02078         75        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
     12/499      4.32G    0.03248    0.02168    0.02085         65        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
     12/499      4.32G    0.03248    0.02168    0.02085         65        640:  95%|#########5| 38/40 [00:10<00:00,  3.76it/s]
     12/499      4.32G    0.03237     0.0216    0.02072         65        640:  95%|#########5| 38/40 [00:10<00:00,  3.76it/s]
     12/499      4.32G    0.03237     0.0216    0.02072         65        640:  98%|#########7| 39/40 [00:10<00:00,  3.89it/s]
     12/499      4.32G    0.03233    0.02172    0.02072         52        640:  98%|#########7| 39/40 [00:10<00:00,  3.89it/s]
     12/499      4.32G    0.03233    0.02172    0.02072         52        640: 100%|##########| 40/40 [00:10<00:00,  4.18it/s]
     12/499      4.32G    0.03233    0.02172    0.02072         52        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.44it/s]
                   all        132        263      0.748       0.39      0.448      0.198

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     13/499      4.32G    0.03098    0.02167    0.01736         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     13/499      4.32G    0.03098    0.02167    0.01736         73        640:   2%|2         | 1/40 [00:00<00:10,  3.64it/s]
     13/499      4.32G     0.0303    0.02089    0.01908         72        640:   2%|2         | 1/40 [00:00<00:10,  3.64it/s]
     13/499      4.32G     0.0303    0.02089    0.01908         72        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     13/499      4.32G    0.03006    0.02079    0.01926         74        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     13/499      4.32G    0.03006    0.02079    0.01926         74        640:   8%|7         | 3/40 [00:00<00:10,  3.53it/s]
     13/499      4.32G    0.03112    0.02103    0.02028         84        640:   8%|7         | 3/40 [00:01<00:10,  3.53it/s]
     13/499      4.32G    0.03112    0.02103    0.02028         84        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
     13/499      4.32G    0.03108    0.02054    0.02017         67        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
     13/499      4.32G    0.03108    0.02054    0.02017         67        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     13/499      4.32G    0.03077    0.01967    0.01993         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     13/499      4.32G    0.03077    0.01967    0.01993         61        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
     13/499      4.32G    0.03103    0.01958    0.02012         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
     13/499      4.32G    0.03103    0.01958    0.02012         72        640:  18%|#7        | 7/40 [00:01<00:08,  3.73it/s]
     13/499      4.32G    0.03077    0.02028    0.01986         89        640:  18%|#7        | 7/40 [00:02<00:08,  3.73it/s]
     13/499      4.32G    0.03077    0.02028    0.01986         89        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     13/499      4.32G    0.03084    0.02034    0.01984         76        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     13/499      4.32G    0.03084    0.02034    0.01984         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     13/499      4.32G    0.03099    0.02036    0.01982         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     13/499      4.32G    0.03099    0.02036    0.01982         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     13/499      4.32G    0.03093    0.02021    0.01966         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     13/499      4.32G    0.03093    0.02021    0.01966         70        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     13/499      4.32G    0.03086    0.01996    0.01947         62        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     13/499      4.32G    0.03086    0.01996    0.01947         62        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     13/499      4.32G    0.03077    0.02011    0.01967         83        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     13/499      4.32G    0.03077    0.02011    0.01967         83        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     13/499      4.32G     0.0309    0.02025    0.01941         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     13/499      4.32G     0.0309    0.02025    0.01941         74        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     13/499      4.32G    0.03101    0.02009    0.01939         64        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
     13/499      4.32G    0.03101    0.02009    0.01939         64        640:  38%|###7      | 15/40 [00:04<00:06,  3.58it/s]
     13/499      4.32G    0.03102    0.02028    0.01922         85        640:  38%|###7      | 15/40 [00:04<00:06,  3.58it/s]
     13/499      4.32G    0.03102    0.02028    0.01922         85        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     13/499      4.32G    0.03087    0.02025    0.01923         72        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     13/499      4.32G    0.03087    0.02025    0.01923         72        640:  42%|####2     | 17/40 [00:04<00:06,  3.68it/s]
     13/499      4.32G    0.03106    0.02016    0.01921         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.68it/s]
     13/499      4.32G    0.03106    0.02016    0.01921         69        640:  45%|####5     | 18/40 [00:04<00:06,  3.55it/s]
     13/499      4.32G     0.0309    0.02021    0.01954         82        640:  45%|####5     | 18/40 [00:05<00:06,  3.55it/s]
     13/499      4.32G     0.0309    0.02021    0.01954         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.69it/s]
     13/499      4.32G     0.0308    0.02012    0.01947         73        640:  48%|####7     | 19/40 [00:05<00:05,  3.69it/s]
     13/499      4.32G     0.0308    0.02012    0.01947         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     13/499      4.32G    0.03065    0.02024    0.01941         92        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     13/499      4.32G    0.03065    0.02024    0.01941         92        640:  52%|#####2    | 21/40 [00:05<00:05,  3.58it/s]
     13/499      4.32G    0.03068    0.02027    0.01949         82        640:  52%|#####2    | 21/40 [00:05<00:05,  3.58it/s]
     13/499      4.32G    0.03068    0.02027    0.01949         82        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     13/499      4.32G    0.03074    0.02044    0.01962         91        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     13/499      4.32G    0.03074    0.02044    0.01962         91        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     13/499      4.32G    0.03084    0.02045    0.01961         62        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     13/499      4.32G    0.03084    0.02045    0.01961         62        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     13/499      4.32G    0.03081    0.02041     0.0197         65        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     13/499      4.32G    0.03081    0.02041     0.0197         65        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     13/499      4.32G    0.03084    0.02035    0.01945         70        640:  62%|######2   | 25/40 [00:07<00:04,  3.74it/s]
     13/499      4.32G    0.03084    0.02035    0.01945         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
     13/499      4.32G    0.03078    0.02031    0.01947         72        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
     13/499      4.32G    0.03078    0.02031    0.01947         72        640:  68%|######7   | 27/40 [00:07<00:03,  3.62it/s]
     13/499      4.32G    0.03073    0.02026     0.0195         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.62it/s]
     13/499      4.32G    0.03073    0.02026     0.0195         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     13/499      4.32G    0.03068    0.02024     0.0196         63        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     13/499      4.32G    0.03068    0.02024     0.0196         63        640:  72%|#######2  | 29/40 [00:07<00:02,  3.77it/s]
     13/499      4.32G    0.03061    0.02012    0.01961         60        640:  72%|#######2  | 29/40 [00:08<00:02,  3.77it/s]
     13/499      4.32G    0.03061    0.02012    0.01961         60        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     13/499      4.32G    0.03056    0.02006    0.01949         67        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     13/499      4.32G    0.03056    0.02006    0.01949         67        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     13/499      4.32G    0.03059    0.02012    0.01944         79        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     13/499      4.32G    0.03059    0.02012    0.01944         79        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     13/499      4.32G    0.03056    0.02006    0.01956         69        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     13/499      4.32G    0.03056    0.02006    0.01956         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.56it/s]
     13/499      4.32G    0.03059    0.02031    0.01953        106        640:  82%|########2 | 33/40 [00:09<00:01,  3.56it/s]
     13/499      4.32G    0.03059    0.02031    0.01953        106        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
     13/499      4.32G    0.03071    0.02033    0.01949         78        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
     13/499      4.32G    0.03071    0.02033    0.01949         78        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     13/499      4.32G     0.0307     0.0203    0.01966         68        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     13/499      4.32G     0.0307     0.0203    0.01966         68        640:  90%|######### | 36/40 [00:09<00:01,  3.59it/s]
     13/499      4.32G    0.03069    0.02044    0.01969         88        640:  90%|######### | 36/40 [00:10<00:01,  3.59it/s]
     13/499      4.32G    0.03069    0.02044    0.01969         88        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     13/499      4.32G    0.03069    0.02051    0.01965         81        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     13/499      4.32G    0.03069    0.02051    0.01965         81        640:  95%|#########5| 38/40 [00:10<00:00,  3.77it/s]
     13/499      4.32G     0.0307    0.02054    0.01969         75        640:  95%|#########5| 38/40 [00:10<00:00,  3.77it/s]
     13/499      4.32G     0.0307    0.02054    0.01969         75        640:  98%|#########7| 39/40 [00:10<00:00,  3.77it/s]
     13/499      4.32G    0.03054    0.02038     0.0196         25        640:  98%|#########7| 39/40 [00:10<00:00,  3.77it/s]
     13/499      4.32G    0.03054    0.02038     0.0196         25        640: 100%|##########| 40/40 [00:10<00:00,  4.16it/s]
     13/499      4.32G    0.03054    0.02038     0.0196         25        640: 100%|##########| 40/40 [00:10<00:00,  3.72it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.26it/s]
                   all        132        263      0.715      0.661      0.732      0.438

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     14/499      4.32G    0.03136    0.01948    0.01737         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
     14/499      4.32G    0.03136    0.01948    0.01737         70        640:   2%|2         | 1/40 [00:00<00:09,  4.07it/s]
     14/499      4.32G    0.02994    0.01865    0.01867         64        640:   2%|2         | 1/40 [00:00<00:09,  4.07it/s]
     14/499      4.32G    0.02994    0.01865    0.01867         64        640:   5%|5         | 2/40 [00:00<00:10,  3.63it/s]
     14/499      4.32G     0.0306    0.02005    0.01859         79        640:   5%|5         | 2/40 [00:00<00:10,  3.63it/s]
     14/499      4.32G     0.0306    0.02005    0.01859         79        640:   8%|7         | 3/40 [00:00<00:09,  3.84it/s]
     14/499      4.32G    0.03063    0.01948    0.01822         66        640:   8%|7         | 3/40 [00:01<00:09,  3.84it/s]
     14/499      4.32G    0.03063    0.01948    0.01822         66        640:  10%|#         | 4/40 [00:01<00:09,  3.76it/s]
     14/499      4.32G    0.03121    0.01999    0.01827         73        640:  10%|#         | 4/40 [00:01<00:09,  3.76it/s]
     14/499      4.32G    0.03121    0.01999    0.01827         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.62it/s]
     14/499      4.32G    0.03161    0.02022    0.01807         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.62it/s]
     14/499      4.32G    0.03161    0.02022    0.01807         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     14/499      4.32G    0.03117    0.01981     0.0177         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     14/499      4.32G    0.03117    0.01981     0.0177         68        640:  18%|#7        | 7/40 [00:01<00:08,  3.73it/s]
     14/499      4.32G    0.03082    0.01982    0.01791         76        640:  18%|#7        | 7/40 [00:02<00:08,  3.73it/s]
     14/499      4.32G    0.03082    0.01982    0.01791         76        640:  20%|##        | 8/40 [00:02<00:08,  3.62it/s]
     14/499      4.32G    0.03084    0.01993    0.01851         74        640:  20%|##        | 8/40 [00:02<00:08,  3.62it/s]
     14/499      4.32G    0.03084    0.01993    0.01851         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     14/499      4.32G    0.03048    0.01965    0.01838         65        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     14/499      4.32G    0.03048    0.01965    0.01838         65        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     14/499      4.32G    0.03041    0.01994    0.01837         88        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     14/499      4.32G    0.03041    0.01994    0.01837         88        640:  28%|##7       | 11/40 [00:02<00:08,  3.60it/s]
     14/499      4.32G    0.03045    0.02013    0.01831         78        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     14/499      4.32G    0.03045    0.02013    0.01831         78        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
     14/499      4.32G    0.03041    0.02014     0.0185         78        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
     14/499      4.32G    0.03041    0.02014     0.0185         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.66it/s]
     14/499      4.32G    0.03032    0.02014    0.01859         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.66it/s]
     14/499      4.32G    0.03032    0.02014    0.01859         76        640:  35%|###5      | 14/40 [00:03<00:07,  3.58it/s]
     14/499      4.32G    0.03034    0.02009    0.01887         70        640:  35%|###5      | 14/40 [00:04<00:07,  3.58it/s]
     14/499      4.32G    0.03034    0.02009    0.01887         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     14/499      4.32G    0.03043       0.02    0.01895         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     14/499      4.32G    0.03043       0.02    0.01895         65        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     14/499      4.32G    0.03053    0.02006    0.01923         75        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     14/499      4.32G    0.03053    0.02006    0.01923         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     14/499      4.32G    0.03058    0.02009    0.01926         74        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     14/499      4.32G    0.03058    0.02009    0.01926         74        640:  45%|####5     | 18/40 [00:04<00:05,  3.75it/s]
     14/499      4.32G    0.03061    0.02031    0.01937         79        640:  45%|####5     | 18/40 [00:05<00:05,  3.75it/s]
     14/499      4.32G    0.03061    0.02031    0.01937         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
     14/499      4.32G    0.03061    0.02042     0.0193         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
     14/499      4.32G    0.03061    0.02042     0.0193         82        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     14/499      4.32G    0.03061    0.02015    0.01926         57        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     14/499      4.32G    0.03061    0.02015    0.01926         57        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     14/499      4.32G    0.03055    0.02013     0.0193         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     14/499      4.32G    0.03055    0.02013     0.0193         70        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     14/499      4.32G    0.03045    0.02014    0.01928         76        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     14/499      4.32G    0.03045    0.02014    0.01928         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.62it/s]
     14/499      4.32G    0.03038    0.02012    0.01948         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.62it/s]
     14/499      4.32G    0.03038    0.02012    0.01948         73        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     14/499      4.32G    0.03032    0.02016    0.01941         80        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     14/499      4.32G    0.03032    0.02016    0.01941         80        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     14/499      4.32G    0.03026    0.02025    0.01939         86        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
     14/499      4.32G    0.03026    0.02025    0.01939         86        640:  65%|######5   | 26/40 [00:07<00:03,  3.60it/s]
     14/499      4.32G    0.03022    0.02026    0.01951         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.60it/s]
     14/499      4.32G    0.03022    0.02026    0.01951         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     14/499      4.32G    0.03019    0.02022    0.01951         69        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     14/499      4.32G    0.03019    0.02022    0.01951         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     14/499      4.32G    0.03006     0.0201    0.01942         62        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     14/499      4.32G    0.03006     0.0201    0.01942         62        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     14/499      4.32G    0.02997    0.02007    0.01936         67        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     14/499      4.32G    0.02997    0.02007    0.01936         67        640:  75%|#######5  | 30/40 [00:08<00:02,  3.75it/s]
     14/499      4.32G    0.03005    0.02012    0.01955         71        640:  75%|#######5  | 30/40 [00:08<00:02,  3.75it/s]
     14/499      4.32G    0.03005    0.02012    0.01955         71        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     14/499      4.32G    0.03001    0.02012    0.01948         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     14/499      4.32G    0.03001    0.02012    0.01948         75        640:  80%|########  | 32/40 [00:08<00:02,  3.64it/s]
     14/499      4.32G    0.03004    0.02025    0.01942         83        640:  80%|########  | 32/40 [00:08<00:02,  3.64it/s]
     14/499      4.32G    0.03004    0.02025    0.01942         83        640:  82%|########2 | 33/40 [00:08<00:01,  3.76it/s]
     14/499      4.32G    0.03006    0.02016    0.01952         61        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     14/499      4.32G    0.03006    0.02016    0.01952         61        640:  85%|########5 | 34/40 [00:09<00:01,  3.68it/s]
     14/499      4.32G    0.03005    0.02015    0.01943         75        640:  85%|########5 | 34/40 [00:09<00:01,  3.68it/s]
     14/499      4.32G    0.03005    0.02015    0.01943         75        640:  88%|########7 | 35/40 [00:09<00:01,  3.59it/s]
     14/499      4.32G    0.03009    0.02012    0.01969         69        640:  88%|########7 | 35/40 [00:09<00:01,  3.59it/s]
     14/499      4.32G    0.03009    0.02012    0.01969         69        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     14/499      4.32G    0.03006    0.02012    0.01974         67        640:  90%|######### | 36/40 [00:10<00:01,  3.73it/s]
     14/499      4.32G    0.03006    0.02012    0.01974         67        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     14/499      4.32G    0.02998    0.02017    0.01966         78        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     14/499      4.32G    0.02998    0.02017    0.01966         78        640:  95%|#########5| 38/40 [00:10<00:00,  3.76it/s]
     14/499      4.32G    0.02996    0.02018    0.01962         77        640:  95%|#########5| 38/40 [00:10<00:00,  3.76it/s]
     14/499      4.32G    0.02996    0.02018    0.01962         77        640:  98%|#########7| 39/40 [00:10<00:00,  4.12it/s]
     14/499      4.32G       0.03    0.02019    0.01972         40        640:  98%|#########7| 39/40 [00:10<00:00,  4.12it/s]
     14/499      4.32G       0.03    0.02019    0.01972         40        640: 100%|##########| 40/40 [00:10<00:00,  4.41it/s]
     14/499      4.32G       0.03    0.02019    0.01972         40        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.26it/s]
                   all        132        263      0.588      0.543      0.486      0.215

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     15/499      4.32G    0.02669    0.02204    0.01752         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
     15/499      4.32G    0.02669    0.02204    0.01752         87        640:   2%|2         | 1/40 [00:00<00:11,  3.32it/s]
     15/499      4.32G    0.02934    0.02036    0.01663         71        640:   2%|2         | 1/40 [00:00<00:11,  3.32it/s]
     15/499      4.32G    0.02934    0.02036    0.01663         71        640:   5%|5         | 2/40 [00:00<00:10,  3.75it/s]
     15/499      4.32G    0.03017    0.02175    0.01779         88        640:   5%|5         | 2/40 [00:00<00:10,  3.75it/s]
     15/499      4.32G    0.03017    0.02175    0.01779         88        640:   8%|7         | 3/40 [00:00<00:10,  3.69it/s]
     15/499      4.32G    0.03056    0.02203    0.01791         80        640:   8%|7         | 3/40 [00:01<00:10,  3.69it/s]
     15/499      4.32G    0.03056    0.02203    0.01791         80        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
     15/499      4.32G    0.03056    0.02127    0.01818         66        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
     15/499      4.32G    0.03056    0.02127    0.01818         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     15/499      4.32G    0.03056    0.02086    0.01812         68        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     15/499      4.32G    0.03056    0.02086    0.01812         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     15/499      4.32G    0.03077    0.02109    0.01759         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     15/499      4.32G    0.03077    0.02109    0.01759         77        640:  18%|#7        | 7/40 [00:01<00:09,  3.63it/s]
     15/499      4.32G    0.03114    0.02077    0.01839         63        640:  18%|#7        | 7/40 [00:02<00:09,  3.63it/s]
     15/499      4.32G    0.03114    0.02077    0.01839         63        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     15/499      4.32G     0.0311    0.02106    0.01841         81        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     15/499      4.32G     0.0311    0.02106    0.01841         81        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     15/499      4.32G    0.03114    0.02105    0.01975         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     15/499      4.32G    0.03114    0.02105    0.01975         73        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     15/499      4.32G    0.03106    0.02117     0.0196         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     15/499      4.32G    0.03106    0.02117     0.0196         78        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     15/499      4.32G    0.03084    0.02106    0.01936         74        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     15/499      4.32G    0.03084    0.02106    0.01936         74        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     15/499      4.32G    0.03084    0.02107     0.0194         75        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     15/499      4.32G    0.03084    0.02107     0.0194         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     15/499      4.32G    0.03069    0.02112     0.0197         83        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     15/499      4.32G    0.03069    0.02112     0.0197         83        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     15/499      4.32G     0.0308    0.02089    0.01989         66        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
     15/499      4.32G     0.0308    0.02089    0.01989         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     15/499      4.32G    0.03099    0.02091    0.02002         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     15/499      4.32G    0.03099    0.02091    0.02002         77        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     15/499      4.32G    0.03117     0.0211     0.0199         87        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     15/499      4.32G    0.03117     0.0211     0.0199         87        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     15/499      4.32G    0.03119    0.02082    0.01997         53        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     15/499      4.32G    0.03119    0.02082    0.01997         53        640:  45%|####5     | 18/40 [00:04<00:05,  3.69it/s]
     15/499      4.32G    0.03121    0.02093    0.01969         77        640:  45%|####5     | 18/40 [00:05<00:05,  3.69it/s]
     15/499      4.32G    0.03121    0.02093    0.01969         77        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     15/499      4.32G     0.0311    0.02084    0.01977         73        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     15/499      4.32G     0.0311    0.02084    0.01977         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     15/499      4.32G    0.03108    0.02102    0.01978         91        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     15/499      4.32G    0.03108    0.02102    0.01978         91        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
     15/499      4.32G    0.03099    0.02099    0.01983         80        640:  52%|#####2    | 21/40 [00:06<00:05,  3.69it/s]
     15/499      4.32G    0.03099    0.02099    0.01983         80        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
     15/499      4.32G    0.03089    0.02081     0.0197         60        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
     15/499      4.32G    0.03089    0.02081     0.0197         60        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     15/499      4.32G    0.03083    0.02064    0.01985         61        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     15/499      4.32G    0.03083    0.02064    0.01985         61        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     15/499      4.32G    0.03076    0.02053     0.0198         65        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     15/499      4.32G    0.03076    0.02053     0.0198         65        640:  62%|######2   | 25/40 [00:06<00:04,  3.60it/s]
     15/499      4.32G    0.03069    0.02043    0.01989         67        640:  62%|######2   | 25/40 [00:07<00:04,  3.60it/s]
     15/499      4.32G    0.03069    0.02043    0.01989         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     15/499      4.32G    0.03062    0.02055    0.01983         89        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     15/499      4.32G    0.03062    0.02055    0.01983         89        640:  68%|######7   | 27/40 [00:07<00:03,  3.66it/s]
     15/499      4.32G    0.03055    0.02051    0.01991         66        640:  68%|######7   | 27/40 [00:07<00:03,  3.66it/s]
     15/499      4.32G    0.03055    0.02051    0.01991         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.57it/s]
     15/499      4.32G    0.03043    0.02057    0.01983         86        640:  70%|#######   | 28/40 [00:07<00:03,  3.57it/s]
     15/499      4.32G    0.03043    0.02057    0.01983         86        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     15/499      4.32G    0.03031    0.02055    0.01991         77        640:  72%|#######2  | 29/40 [00:08<00:02,  3.72it/s]
     15/499      4.32G    0.03031    0.02055    0.01991         77        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     15/499      4.32G     0.0303     0.0207    0.02004         89        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     15/499      4.32G     0.0303     0.0207    0.02004         89        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     15/499      4.32G    0.03033     0.0206    0.02005         64        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     15/499      4.32G    0.03033     0.0206    0.02005         64        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     15/499      4.32G    0.03038    0.02055     0.0201         70        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     15/499      4.32G    0.03038    0.02055     0.0201         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     15/499      4.32G    0.03035     0.0206    0.02002         82        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     15/499      4.32G    0.03035     0.0206    0.02002         82        640:  85%|########5 | 34/40 [00:09<00:01,  3.61it/s]
     15/499      4.32G    0.03033    0.02062    0.01994         77        640:  85%|########5 | 34/40 [00:09<00:01,  3.61it/s]
     15/499      4.32G    0.03033    0.02062    0.01994         77        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     15/499      4.32G    0.03024     0.0206    0.01981         73        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     15/499      4.32G    0.03024     0.0206    0.01981         73        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
     15/499      4.32G    0.03019    0.02062    0.01973         82        640:  90%|######### | 36/40 [00:10<00:01,  3.71it/s]
     15/499      4.32G    0.03019    0.02062    0.01973         82        640:  92%|#########2| 37/40 [00:10<00:00,  3.68it/s]
     15/499      4.32G    0.03011     0.0206    0.01961         79        640:  92%|#########2| 37/40 [00:10<00:00,  3.68it/s]
     15/499      4.32G    0.03011     0.0206    0.01961         79        640:  95%|#########5| 38/40 [00:10<00:00,  3.90it/s]
     15/499      4.32G    0.03007    0.02067    0.01966         87        640:  95%|#########5| 38/40 [00:10<00:00,  3.90it/s]
     15/499      4.32G    0.03007    0.02067    0.01966         87        640:  98%|#########7| 39/40 [00:10<00:00,  4.25it/s]
     15/499      4.32G    0.03006    0.02072    0.01962         45        640:  98%|#########7| 39/40 [00:10<00:00,  4.25it/s]
     15/499      4.32G    0.03006    0.02072    0.01962         45        640: 100%|##########| 40/40 [00:10<00:00,  4.43it/s]
     15/499      4.32G    0.03006    0.02072    0.01962         45        640: 100%|##########| 40/40 [00:10<00:00,  3.75it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.43it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.20it/s]
                   all        132        263      0.404      0.558      0.492      0.264

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     16/499      4.32G    0.02777    0.01836     0.0201         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
     16/499      4.32G    0.02777    0.01836     0.0201         63        640:   2%|2         | 1/40 [00:00<00:10,  3.71it/s]
     16/499      4.32G    0.02997    0.01988    0.02103         68        640:   2%|2         | 1/40 [00:00<00:10,  3.71it/s]
     16/499      4.32G    0.02997    0.01988    0.02103         68        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     16/499      4.32G    0.03026    0.01974    0.01931         73        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     16/499      4.32G    0.03026    0.01974    0.01931         73        640:   8%|7         | 3/40 [00:00<00:10,  3.57it/s]
     16/499      4.32G    0.02993       0.02    0.02262         69        640:   8%|7         | 3/40 [00:01<00:10,  3.57it/s]
     16/499      4.32G    0.02993       0.02    0.02262         69        640:  10%|#         | 4/40 [00:01<00:09,  3.77it/s]
     16/499      4.32G    0.02946    0.02045    0.02259         83        640:  10%|#         | 4/40 [00:01<00:09,  3.77it/s]
     16/499      4.32G    0.02946    0.02045    0.02259         83        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     16/499      4.32G    0.02951    0.02084    0.02175         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     16/499      4.32G    0.02951    0.02084    0.02175         82        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     16/499      4.32G    0.02861    0.02101    0.02117         90        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     16/499      4.32G    0.02861    0.02101    0.02117         90        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     16/499      4.32G    0.02841    0.02084    0.02119         65        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     16/499      4.32G    0.02841    0.02084    0.02119         65        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     16/499      4.32G    0.02837    0.02126    0.02091         89        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     16/499      4.32G    0.02837    0.02126    0.02091         89        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     16/499      4.32G     0.0285    0.02136    0.02095         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     16/499      4.32G     0.0285    0.02136    0.02095         78        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     16/499      4.32G    0.02856      0.021    0.02064         64        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     16/499      4.32G    0.02856      0.021    0.02064         64        640:  28%|##7       | 11/40 [00:02<00:07,  3.72it/s]
     16/499      4.32G    0.02871    0.02115    0.02081         86        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     16/499      4.32G    0.02871    0.02115    0.02081         86        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     16/499      4.32G    0.02862    0.02112    0.02065         71        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     16/499      4.32G    0.02862    0.02112    0.02065         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     16/499      4.32G    0.02877    0.02099    0.02018         72        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     16/499      4.32G    0.02877    0.02099    0.02018         72        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     16/499      4.32G    0.02912    0.02084    0.02067         67        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     16/499      4.32G    0.02912    0.02084    0.02067         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     16/499      4.32G    0.02941    0.02075    0.02085         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     16/499      4.32G    0.02941    0.02075    0.02085         70        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     16/499      4.32G    0.02948    0.02071    0.02101         75        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     16/499      4.32G    0.02948    0.02071    0.02101         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     16/499      4.32G    0.02974    0.02077    0.02126         74        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     16/499      4.32G    0.02974    0.02077    0.02126         74        640:  45%|####5     | 18/40 [00:04<00:06,  3.59it/s]
     16/499      4.32G    0.02979    0.02094    0.02111         87        640:  45%|####5     | 18/40 [00:05<00:06,  3.59it/s]
     16/499      4.32G    0.02979    0.02094    0.02111         87        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     16/499      4.32G    0.02983    0.02095    0.02102         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     16/499      4.32G    0.02983    0.02095    0.02102         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     16/499      4.32G    0.02993    0.02095     0.0211         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     16/499      4.32G    0.02993    0.02095     0.0211         73        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
     16/499      4.32G    0.02993    0.02093    0.02107         73        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
     16/499      4.32G    0.02993    0.02093    0.02107         73        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
     16/499      4.32G    0.02992    0.02084    0.02118         68        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
     16/499      4.32G    0.02992    0.02084    0.02118         68        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     16/499      4.32G    0.02992    0.02088    0.02103         88        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     16/499      4.32G    0.02992    0.02088    0.02103         88        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
     16/499      4.32G    0.02989    0.02078    0.02088         71        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
     16/499      4.32G    0.02989    0.02078    0.02088         71        640:  62%|######2   | 25/40 [00:06<00:03,  3.75it/s]
     16/499      4.32G    0.02976    0.02096    0.02084         93        640:  62%|######2   | 25/40 [00:07<00:03,  3.75it/s]
     16/499      4.32G    0.02976    0.02096    0.02084         93        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     16/499      4.32G    0.02977    0.02103    0.02062         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     16/499      4.32G    0.02977    0.02103    0.02062         82        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     16/499      4.32G     0.0298    0.02099    0.02052         73        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     16/499      4.32G     0.0298    0.02099    0.02052         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.77it/s]
     16/499      4.32G    0.02972    0.02087     0.0204         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.77it/s]
     16/499      4.32G    0.02972    0.02087     0.0204         68        640:  72%|#######2  | 29/40 [00:07<00:02,  3.75it/s]
     16/499      4.32G    0.02958    0.02077    0.02015         69        640:  72%|#######2  | 29/40 [00:08<00:02,  3.75it/s]
     16/499      4.32G    0.02958    0.02077    0.02015         69        640:  75%|#######5  | 30/40 [00:08<00:02,  3.63it/s]
     16/499      4.32G    0.02955    0.02066    0.01996         57        640:  75%|#######5  | 30/40 [00:08<00:02,  3.63it/s]
     16/499      4.32G    0.02955    0.02066    0.01996         57        640:  78%|#######7  | 31/40 [00:08<00:02,  3.77it/s]
     16/499      4.32G    0.02953    0.02064    0.02021         77        640:  78%|#######7  | 31/40 [00:08<00:02,  3.77it/s]
     16/499      4.32G    0.02953    0.02064    0.02021         77        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     16/499      4.32G    0.02951    0.02065     0.0201         79        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     16/499      4.32G    0.02951    0.02065     0.0201         79        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     16/499      4.32G    0.02944     0.0206    0.02007         75        640:  82%|########2 | 33/40 [00:09<00:01,  3.63it/s]
     16/499      4.32G    0.02944     0.0206    0.02007         75        640:  85%|########5 | 34/40 [00:09<00:01,  3.76it/s]
     16/499      4.32G     0.0295    0.02059    0.01996         72        640:  85%|########5 | 34/40 [00:09<00:01,  3.76it/s]
     16/499      4.32G     0.0295    0.02059    0.01996         72        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
     16/499      4.32G    0.02946    0.02055    0.01988         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
     16/499      4.32G    0.02946    0.02055    0.01988         71        640:  90%|######### | 36/40 [00:09<00:01,  3.62it/s]
     16/499      4.32G    0.02946    0.02049     0.0198         64        640:  90%|######### | 36/40 [00:10<00:01,  3.62it/s]
     16/499      4.32G    0.02946    0.02049     0.0198         64        640:  92%|#########2| 37/40 [00:10<00:00,  3.78it/s]
     16/499      4.32G    0.02945    0.02052    0.01968         83        640:  92%|#########2| 37/40 [00:10<00:00,  3.78it/s]
     16/499      4.32G    0.02945    0.02052    0.01968         83        640:  95%|#########5| 38/40 [00:10<00:00,  3.91it/s]
     16/499      4.32G    0.02945    0.02057    0.01963         79        640:  95%|#########5| 38/40 [00:10<00:00,  3.91it/s]
     16/499      4.32G    0.02945    0.02057    0.01963         79        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     16/499      4.32G    0.02945    0.02063     0.0197         41        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     16/499      4.32G    0.02945    0.02063     0.0197         41        640: 100%|##########| 40/40 [00:10<00:00,  4.34it/s]
     16/499      4.32G    0.02945    0.02063     0.0197         41        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.48it/s]
                   all        132        263      0.563      0.671      0.653      0.397

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     17/499      4.32G    0.02848    0.01963    0.01798         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     17/499      4.32G    0.02848    0.01963    0.01798         75        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
     17/499      4.32G    0.02841    0.02166    0.01858         91        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
     17/499      4.32G    0.02841    0.02166    0.01858         91        640:   5%|5         | 2/40 [00:00<00:10,  3.62it/s]
     17/499      4.32G    0.02896    0.02276    0.01932         94        640:   5%|5         | 2/40 [00:00<00:10,  3.62it/s]
     17/499      4.32G    0.02896    0.02276    0.01932         94        640:   8%|7         | 3/40 [00:00<00:09,  3.78it/s]
     17/499      4.32G    0.02938    0.02232    0.01917         68        640:   8%|7         | 3/40 [00:01<00:09,  3.78it/s]
     17/499      4.32G    0.02938    0.02232    0.01917         68        640:  10%|#         | 4/40 [00:01<00:09,  3.79it/s]
     17/499      4.32G    0.02947    0.02306    0.01906         99        640:  10%|#         | 4/40 [00:01<00:09,  3.79it/s]
     17/499      4.32G    0.02947    0.02306    0.01906         99        640:  12%|#2        | 5/40 [00:01<00:10,  3.43it/s]
     17/499      4.32G    0.02926    0.02293    0.01865         91        640:  12%|#2        | 5/40 [00:01<00:10,  3.43it/s]
     17/499      4.32G    0.02926    0.02293    0.01865         91        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
     17/499      4.32G    0.02962    0.02268    0.01868         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
     17/499      4.32G    0.02962    0.02268    0.01868         79        640:  18%|#7        | 7/40 [00:01<00:08,  3.67it/s]
     17/499      4.32G    0.02951    0.02233    0.01901         77        640:  18%|#7        | 7/40 [00:02<00:08,  3.67it/s]
     17/499      4.32G    0.02951    0.02233    0.01901         77        640:  20%|##        | 8/40 [00:02<00:09,  3.53it/s]
     17/499      4.32G    0.02955    0.02196    0.01936         71        640:  20%|##        | 8/40 [00:02<00:09,  3.53it/s]
     17/499      4.32G    0.02955    0.02196    0.01936         71        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     17/499      4.32G    0.02958     0.0221     0.0192         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     17/499      4.32G    0.02958     0.0221     0.0192         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     17/499      4.32G    0.02999    0.02201    0.01957         68        640:  25%|##5       | 10/40 [00:03<00:08,  3.73it/s]
     17/499      4.32G    0.02999    0.02201    0.01957         68        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     17/499      4.32G    0.03009    0.02215    0.01989         87        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     17/499      4.32G    0.03009    0.02215    0.01989         87        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     17/499      4.32G    0.02996    0.02207    0.01962         72        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     17/499      4.32G    0.02996    0.02207    0.01962         72        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     17/499      4.32G    0.02989    0.02213     0.0195         80        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     17/499      4.32G    0.02989    0.02213     0.0195         80        640:  35%|###5      | 14/40 [00:03<00:07,  3.63it/s]
     17/499      4.32G    0.02976    0.02179    0.01939         67        640:  35%|###5      | 14/40 [00:04<00:07,  3.63it/s]
     17/499      4.32G    0.02976    0.02179    0.01939         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     17/499      4.32G    0.02965    0.02179    0.01914         83        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     17/499      4.32G    0.02965    0.02179    0.01914         83        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     17/499      4.32G     0.0295    0.02191    0.01903         88        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     17/499      4.32G     0.0295    0.02191    0.01903         88        640:  42%|####2     | 17/40 [00:04<00:06,  3.65it/s]
     17/499      4.32G    0.02948    0.02178    0.01899         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.65it/s]
     17/499      4.32G    0.02948    0.02178    0.01899         69        640:  45%|####5     | 18/40 [00:04<00:05,  3.75it/s]
     17/499      4.32G    0.02951    0.02179    0.01892         83        640:  45%|####5     | 18/40 [00:05<00:05,  3.75it/s]
     17/499      4.32G    0.02951    0.02179    0.01892         83        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     17/499      4.32G    0.02938    0.02166    0.01892         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     17/499      4.32G    0.02938    0.02166    0.01892         70        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     17/499      4.32G    0.02929     0.0215    0.01884         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     17/499      4.32G    0.02929     0.0215    0.01884         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
     17/499      4.32G    0.02936    0.02155    0.01873         83        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
     17/499      4.32G    0.02936    0.02155    0.01873         83        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     17/499      4.32G    0.02936    0.02137    0.01905         53        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
     17/499      4.32G    0.02936    0.02137    0.01905         53        640:  57%|#####7    | 23/40 [00:06<00:04,  3.56it/s]
     17/499      4.32G    0.02934    0.02138    0.01901         87        640:  57%|#####7    | 23/40 [00:06<00:04,  3.56it/s]
     17/499      4.32G    0.02934    0.02138    0.01901         87        640:  60%|######    | 24/40 [00:06<00:04,  3.69it/s]
     17/499      4.32G     0.0293    0.02137    0.01881         81        640:  60%|######    | 24/40 [00:06<00:04,  3.69it/s]
     17/499      4.32G     0.0293    0.02137    0.01881         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     17/499      4.32G    0.02929    0.02121    0.01875         67        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     17/499      4.32G    0.02929    0.02121    0.01875         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
     17/499      4.32G    0.02926    0.02122    0.01864         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
     17/499      4.32G    0.02926    0.02122    0.01864         82        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     17/499      4.32G    0.02924    0.02118    0.01857         69        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     17/499      4.32G    0.02924    0.02118    0.01857         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.68it/s]
     17/499      4.32G     0.0293    0.02109     0.0185         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.68it/s]
     17/499      4.32G     0.0293    0.02109     0.0185         66        640:  72%|#######2  | 29/40 [00:07<00:03,  3.58it/s]
     17/499      4.32G     0.0293     0.0211    0.01853         79        640:  72%|#######2  | 29/40 [00:08<00:03,  3.58it/s]
     17/499      4.32G     0.0293     0.0211    0.01853         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.69it/s]
     17/499      4.32G    0.02931    0.02102    0.01866         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.69it/s]
     17/499      4.32G    0.02931    0.02102    0.01866         68        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     17/499      4.32G     0.0293    0.02094    0.01874         71        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     17/499      4.32G     0.0293    0.02094    0.01874         71        640:  80%|########  | 32/40 [00:08<00:02,  3.57it/s]
     17/499      4.32G    0.02926    0.02091    0.01876         70        640:  80%|########  | 32/40 [00:08<00:02,  3.57it/s]
     17/499      4.32G    0.02926    0.02091    0.01876         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     17/499      4.32G    0.02931    0.02111     0.0187        101        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
     17/499      4.32G    0.02931    0.02111     0.0187        101        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     17/499      4.32G    0.02933    0.02109     0.0188         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     17/499      4.32G    0.02933    0.02109     0.0188         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.61it/s]
     17/499      4.32G    0.02943    0.02114    0.01881         84        640:  88%|########7 | 35/40 [00:09<00:01,  3.61it/s]
     17/499      4.32G    0.02943    0.02114    0.01881         84        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     17/499      4.32G    0.02937    0.02102     0.0188         63        640:  90%|######### | 36/40 [00:10<00:01,  3.74it/s]
     17/499      4.32G    0.02937    0.02102     0.0188         63        640:  92%|#########2| 37/40 [00:10<00:00,  3.76it/s]
     17/499      4.32G    0.02924     0.0209    0.01867         66        640:  92%|#########2| 37/40 [00:10<00:00,  3.76it/s]
     17/499      4.32G    0.02924     0.0209    0.01867         66        640:  95%|#########5| 38/40 [00:10<00:00,  3.67it/s]
     17/499      4.32G    0.02929     0.0208    0.01891         63        640:  95%|#########5| 38/40 [00:10<00:00,  3.67it/s]
     17/499      4.32G    0.02929     0.0208    0.01891         63        640:  98%|#########7| 39/40 [00:10<00:00,  3.87it/s]
     17/499      4.32G    0.02938    0.02104    0.01893         55        640:  98%|#########7| 39/40 [00:10<00:00,  3.87it/s]
     17/499      4.32G    0.02938    0.02104    0.01893         55        640: 100%|##########| 40/40 [00:10<00:00,  4.28it/s]
     17/499      4.32G    0.02938    0.02104    0.01893         55        640: 100%|##########| 40/40 [00:10<00:00,  3.72it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.29it/s]
                   all        132        263      0.829      0.538      0.603      0.346

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     18/499      4.32G    0.03182    0.02043    0.01797         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
     18/499      4.32G    0.03182    0.02043    0.01797         66        640:   2%|2         | 1/40 [00:00<00:12,  3.23it/s]
     18/499      4.32G    0.03301    0.02172    0.01906         82        640:   2%|2         | 1/40 [00:00<00:12,  3.23it/s]
     18/499      4.32G    0.03301    0.02172    0.01906         82        640:   5%|5         | 2/40 [00:00<00:10,  3.68it/s]
     18/499      4.32G    0.03353     0.0211    0.01864         68        640:   5%|5         | 2/40 [00:00<00:10,  3.68it/s]
     18/499      4.32G    0.03353     0.0211    0.01864         68        640:   8%|7         | 3/40 [00:00<00:10,  3.67it/s]
     18/499      4.32G     0.0332    0.02088    0.01907         74        640:   8%|7         | 3/40 [00:01<00:10,  3.67it/s]
     18/499      4.32G     0.0332    0.02088    0.01907         74        640:  10%|#         | 4/40 [00:01<00:10,  3.48it/s]
     18/499      4.32G    0.03233      0.021     0.0187         87        640:  10%|#         | 4/40 [00:01<00:10,  3.48it/s]
     18/499      4.32G    0.03233      0.021     0.0187         87        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     18/499      4.32G    0.03177    0.02153    0.01888         86        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     18/499      4.32G    0.03177    0.02153    0.01888         86        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     18/499      4.32G    0.03155    0.02124      0.019         69        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     18/499      4.32G    0.03155    0.02124      0.019         69        640:  18%|#7        | 7/40 [00:01<00:09,  3.56it/s]
     18/499      4.32G    0.03118    0.02136    0.01843         77        640:  18%|#7        | 7/40 [00:02<00:09,  3.56it/s]
     18/499      4.32G    0.03118    0.02136    0.01843         77        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     18/499      4.32G    0.03102    0.02129    0.01823         80        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     18/499      4.32G    0.03102    0.02129    0.01823         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     18/499      4.32G    0.03081    0.02121    0.01823         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     18/499      4.32G    0.03081    0.02121    0.01823         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
     18/499      4.32G    0.03091    0.02133    0.01866         85        640:  25%|##5       | 10/40 [00:03<00:08,  3.59it/s]
     18/499      4.32G    0.03091    0.02133    0.01866         85        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     18/499      4.32G    0.03082    0.02099    0.01851         63        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     18/499      4.32G    0.03082    0.02099    0.01851         63        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     18/499      4.32G    0.03089    0.02099    0.01872         76        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     18/499      4.32G    0.03089    0.02099    0.01872         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     18/499      4.32G    0.03073    0.02077    0.01893         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     18/499      4.32G    0.03073    0.02077    0.01893         70        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
     18/499      4.32G    0.03064    0.02044    0.01887         61        640:  35%|###5      | 14/40 [00:04<00:06,  3.74it/s]
     18/499      4.32G    0.03064    0.02044    0.01887         61        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     18/499      4.32G    0.03068    0.02045    0.01926         81        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     18/499      4.32G    0.03068    0.02045    0.01926         81        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     18/499      4.32G    0.03064    0.02027    0.01942         63        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     18/499      4.32G    0.03064    0.02027    0.01942         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     18/499      4.32G    0.03061    0.02024    0.01946         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     18/499      4.32G    0.03061    0.02024    0.01946         76        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     18/499      4.32G    0.03058    0.02019    0.01934         73        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     18/499      4.32G    0.03058    0.02019    0.01934         73        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     18/499      4.32G    0.03052    0.02018    0.01923         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     18/499      4.32G    0.03052    0.02018    0.01923         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     18/499      4.32G    0.03049    0.02028    0.01933         84        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     18/499      4.32G    0.03049    0.02028    0.01933         84        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     18/499      4.32G    0.03051    0.02029    0.01923         72        640:  52%|#####2    | 21/40 [00:06<00:05,  3.72it/s]
     18/499      4.32G    0.03051    0.02029    0.01923         72        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     18/499      4.32G    0.03051     0.0203     0.0191         76        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     18/499      4.32G    0.03051     0.0203     0.0191         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     18/499      4.32G    0.03046    0.02052    0.01899         97        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     18/499      4.32G    0.03046    0.02052    0.01899         97        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     18/499      4.32G    0.03038    0.02047    0.01893         74        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     18/499      4.32G    0.03038    0.02047    0.01893         74        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
     18/499      4.32G    0.03039    0.02056    0.01893         81        640:  62%|######2   | 25/40 [00:07<00:04,  3.61it/s]
     18/499      4.32G    0.03039    0.02056    0.01893         81        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     18/499      4.32G    0.03027    0.02053    0.01892         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     18/499      4.32G    0.03027    0.02053    0.01892         82        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     18/499      4.32G    0.03016    0.02052    0.01901         76        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     18/499      4.32G    0.03016    0.02052    0.01901         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.64it/s]
     18/499      4.32G    0.03017     0.0205    0.01884         81        640:  70%|#######   | 28/40 [00:07<00:03,  3.64it/s]
     18/499      4.32G    0.03017     0.0205    0.01884         81        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     18/499      4.32G    0.03002    0.02047    0.01872         74        640:  72%|#######2  | 29/40 [00:08<00:02,  3.76it/s]
     18/499      4.32G    0.03002    0.02047    0.01872         74        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     18/499      4.32G    0.03006    0.02052    0.01868         80        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     18/499      4.32G    0.03006    0.02052    0.01868         80        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     18/499      4.32G       0.03    0.02049     0.0186         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     18/499      4.32G       0.03    0.02049     0.0186         70        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     18/499      4.32G    0.02994    0.02047    0.01856         70        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     18/499      4.32G    0.02994    0.02047    0.01856         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
     18/499      4.32G    0.02986    0.02033     0.0184         59        640:  82%|########2 | 33/40 [00:09<00:01,  3.75it/s]
     18/499      4.32G    0.02986    0.02033     0.0184         59        640:  85%|########5 | 34/40 [00:09<00:01,  3.64it/s]
     18/499      4.32G    0.02984    0.02023    0.01818         57        640:  85%|########5 | 34/40 [00:09<00:01,  3.64it/s]
     18/499      4.32G    0.02984    0.02023    0.01818         57        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     18/499      4.32G    0.02983    0.02022    0.01829         75        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     18/499      4.32G    0.02983    0.02022    0.01829         75        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     18/499      4.32G    0.02979    0.02017    0.01835         68        640:  90%|######### | 36/40 [00:10<00:01,  3.74it/s]
     18/499      4.32G    0.02979    0.02017    0.01835         68        640:  92%|#########2| 37/40 [00:10<00:00,  3.69it/s]
     18/499      4.32G     0.0298    0.02021    0.01841         81        640:  92%|#########2| 37/40 [00:10<00:00,  3.69it/s]
     18/499      4.32G     0.0298    0.02021    0.01841         81        640:  95%|#########5| 38/40 [00:10<00:00,  3.89it/s]
     18/499      4.32G    0.02973    0.02013     0.0183         70        640:  95%|#########5| 38/40 [00:10<00:00,  3.89it/s]
     18/499      4.32G    0.02973    0.02013     0.0183         70        640:  98%|#########7| 39/40 [00:10<00:00,  4.24it/s]
     18/499      4.32G    0.02985     0.0201     0.0183         32        640:  98%|#########7| 39/40 [00:10<00:00,  4.24it/s]
     18/499      4.32G    0.02985     0.0201     0.0183         32        640: 100%|##########| 40/40 [00:10<00:00,  4.36it/s]
     18/499      4.32G    0.02985     0.0201     0.0183         32        640: 100%|##########| 40/40 [00:10<00:00,  3.75it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.18it/s]
                   all        132        263      0.791       0.51      0.673      0.395

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     19/499      4.32G    0.03095     0.0198     0.0214         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     19/499      4.32G    0.03095     0.0198     0.0214         72        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
     19/499      4.32G    0.03079    0.02111    0.01929         85        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
     19/499      4.32G    0.03079    0.02111    0.01929         85        640:   5%|5         | 2/40 [00:00<00:09,  3.99it/s]
     19/499      4.32G    0.03043    0.02037    0.01661         70        640:   5%|5         | 2/40 [00:00<00:09,  3.99it/s]
     19/499      4.32G    0.03043    0.02037    0.01661         70        640:   8%|7         | 3/40 [00:00<00:10,  3.66it/s]
     19/499      4.32G    0.02987    0.02065    0.01685         81        640:   8%|7         | 3/40 [00:01<00:10,  3.66it/s]
     19/499      4.32G    0.02987    0.02065    0.01685         81        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     19/499      4.32G    0.03012    0.02125    0.01587         87        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     19/499      4.32G    0.03012    0.02125    0.01587         87        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     19/499      4.32G    0.02985    0.02135    0.01614         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     19/499      4.32G    0.02985    0.02135    0.01614         80        640:  15%|#5        | 6/40 [00:01<00:09,  3.61it/s]
     19/499      4.32G    0.02958      0.021    0.01581         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.61it/s]
     19/499      4.32G    0.02958      0.021    0.01581         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     19/499      4.32G    0.02935    0.02086    0.01601         69        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     19/499      4.32G    0.02935    0.02086    0.01601         69        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     19/499      4.32G    0.02936    0.02079    0.01642         73        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     19/499      4.32G    0.02936    0.02079    0.01642         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     19/499      4.32G    0.02939    0.02055    0.01672         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     19/499      4.32G    0.02939    0.02055    0.01672         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     19/499      4.32G    0.02919    0.02041    0.01719         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     19/499      4.32G    0.02919    0.02041    0.01719         69        640:  28%|##7       | 11/40 [00:02<00:07,  3.70it/s]
     19/499      4.32G      0.029    0.02015    0.01747         62        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
     19/499      4.32G      0.029    0.02015    0.01747         62        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     19/499      4.32G    0.02927    0.02025    0.01746         79        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     19/499      4.32G    0.02927    0.02025    0.01746         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     19/499      4.32G    0.02923    0.02042     0.0173         85        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     19/499      4.32G    0.02923    0.02042     0.0173         85        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     19/499      4.32G    0.02901    0.02049    0.01741         82        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     19/499      4.32G    0.02901    0.02049    0.01741         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.60it/s]
     19/499      4.32G     0.0289    0.02058    0.01753         86        640:  38%|###7      | 15/40 [00:04<00:06,  3.60it/s]
     19/499      4.32G     0.0289    0.02058    0.01753         86        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     19/499      4.32G    0.02881    0.02052    0.01759         63        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     19/499      4.32G    0.02881    0.02052    0.01759         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     19/499      4.32G    0.02879    0.02041    0.01741         73        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     19/499      4.32G    0.02879    0.02041    0.01741         73        640:  45%|####5     | 18/40 [00:04<00:06,  3.62it/s]
     19/499      4.32G    0.02889     0.0205     0.0172         81        640:  45%|####5     | 18/40 [00:05<00:06,  3.62it/s]
     19/499      4.32G    0.02889     0.0205     0.0172         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     19/499      4.32G     0.0288     0.0205    0.01692         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     19/499      4.32G     0.0288     0.0205    0.01692         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
     19/499      4.32G    0.02881    0.02034    0.01698         61        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
     19/499      4.32G    0.02881    0.02034    0.01698         61        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     19/499      4.32G    0.02861    0.02023    0.01679         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     19/499      4.32G    0.02861    0.02023    0.01679         70        640:  55%|#####5    | 22/40 [00:05<00:04,  3.75it/s]
     19/499      4.32G    0.02845    0.02008    0.01682         65        640:  55%|#####5    | 22/40 [00:06<00:04,  3.75it/s]
     19/499      4.32G    0.02845    0.02008    0.01682         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     19/499      4.32G    0.02842    0.02013    0.01692         79        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     19/499      4.32G    0.02842    0.02013    0.01692         79        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     19/499      4.32G    0.02841    0.02008    0.01681         71        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     19/499      4.32G    0.02841    0.02008    0.01681         71        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     19/499      4.32G    0.02845    0.02019    0.01679         86        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     19/499      4.32G    0.02845    0.02019    0.01679         86        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     19/499      4.32G    0.02832    0.02009    0.01667         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     19/499      4.32G    0.02832    0.02009    0.01667         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
     19/499      4.32G    0.02841    0.02013    0.01675         74        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
     19/499      4.32G    0.02841    0.02013    0.01675         74        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     19/499      4.32G    0.02842    0.02008    0.01677         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     19/499      4.32G    0.02842    0.02008    0.01677         70        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
     19/499      4.32G    0.02842    0.02001    0.01664         77        640:  72%|#######2  | 29/40 [00:08<00:02,  3.70it/s]
     19/499      4.32G    0.02842    0.02001    0.01664         77        640:  75%|#######5  | 30/40 [00:08<00:02,  3.60it/s]
     19/499      4.32G    0.02842    0.02009    0.01676         84        640:  75%|#######5  | 30/40 [00:08<00:02,  3.60it/s]
     19/499      4.32G    0.02842    0.02009    0.01676         84        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     19/499      4.32G     0.0283    0.02003      0.017         76        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     19/499      4.32G     0.0283    0.02003      0.017         76        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
     19/499      4.32G    0.02827    0.02009    0.01691         82        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
     19/499      4.32G    0.02827    0.02009    0.01691         82        640:  82%|########2 | 33/40 [00:08<00:01,  3.61it/s]
     19/499      4.32G    0.02814    0.02008    0.01672         80        640:  82%|########2 | 33/40 [00:09<00:01,  3.61it/s]
     19/499      4.32G    0.02814    0.02008    0.01672         80        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
     19/499      4.32G    0.02821    0.02008    0.01679         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
     19/499      4.32G    0.02821    0.02008    0.01679         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     19/499      4.32G    0.02819    0.01997    0.01666         64        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     19/499      4.32G    0.02819    0.01997    0.01666         64        640:  90%|######### | 36/40 [00:09<00:01,  3.58it/s]
     19/499      4.32G    0.02813    0.01993    0.01678         70        640:  90%|######### | 36/40 [00:10<00:01,  3.58it/s]
     19/499      4.32G    0.02813    0.01993    0.01678         70        640:  92%|#########2| 37/40 [00:10<00:00,  3.74it/s]
     19/499      4.32G    0.02809    0.01993    0.01681         79        640:  92%|#########2| 37/40 [00:10<00:00,  3.74it/s]
     19/499      4.32G    0.02809    0.01993    0.01681         79        640:  95%|#########5| 38/40 [00:10<00:00,  3.86it/s]
     19/499      4.32G    0.02805    0.01992    0.01674         82        640:  95%|#########5| 38/40 [00:10<00:00,  3.86it/s]
     19/499      4.32G    0.02805    0.01992    0.01674         82        640:  98%|#########7| 39/40 [00:10<00:00,  4.09it/s]
     19/499      4.32G      0.028    0.01984    0.01659         34        640:  98%|#########7| 39/40 [00:10<00:00,  4.09it/s]
     19/499      4.32G      0.028    0.01984    0.01659         34        640: 100%|##########| 40/40 [00:10<00:00,  4.43it/s]
     19/499      4.32G      0.028    0.01984    0.01659         34        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.32it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.14it/s]
                   all        132        263      0.487      0.716      0.657      0.408

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     20/499      4.32G    0.02779    0.01989    0.02271         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
     20/499      4.32G    0.02779    0.01989    0.02271         65        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     20/499      4.32G    0.02762    0.01923    0.02079         75        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     20/499      4.32G    0.02762    0.01923    0.02079         75        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
     20/499      4.32G    0.02782    0.01962    0.01713         72        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
     20/499      4.32G    0.02782    0.01962    0.01713         72        640:   8%|7         | 3/40 [00:00<00:09,  3.99it/s]
     20/499      4.32G    0.02716    0.01909    0.01511         69        640:   8%|7         | 3/40 [00:01<00:09,  3.99it/s]
     20/499      4.32G    0.02716    0.01909    0.01511         69        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     20/499      4.32G    0.02779    0.01956    0.01637         80        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     20/499      4.32G    0.02779    0.01956    0.01637         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     20/499      4.32G    0.02781    0.01961    0.01618         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     20/499      4.32G    0.02781    0.01961    0.01618         79        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     20/499      4.32G    0.02769    0.01967    0.01614         79        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     20/499      4.32G    0.02769    0.01967    0.01614         79        640:  18%|#7        | 7/40 [00:01<00:08,  3.76it/s]
     20/499      4.32G    0.02791    0.01996    0.01621         82        640:  18%|#7        | 7/40 [00:02<00:08,  3.76it/s]
     20/499      4.32G    0.02791    0.01996    0.01621         82        640:  20%|##        | 8/40 [00:02<00:08,  3.64it/s]
     20/499      4.32G    0.02795     0.0199      0.016         75        640:  20%|##        | 8/40 [00:02<00:08,  3.64it/s]
     20/499      4.32G    0.02795     0.0199      0.016         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.78it/s]
     20/499      4.32G    0.02777    0.01955    0.01613         66        640:  22%|##2       | 9/40 [00:02<00:08,  3.78it/s]
     20/499      4.32G    0.02777    0.01955    0.01613         66        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     20/499      4.32G    0.02792    0.01941    0.01614         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     20/499      4.32G    0.02792    0.01941    0.01614         71        640:  28%|##7       | 11/40 [00:02<00:08,  3.62it/s]
     20/499      4.32G     0.0281    0.01915    0.01602         65        640:  28%|##7       | 11/40 [00:03<00:08,  3.62it/s]
     20/499      4.32G     0.0281    0.01915    0.01602         65        640:  30%|###       | 12/40 [00:03<00:07,  3.77it/s]
     20/499      4.32G    0.02808     0.0192    0.01644         71        640:  30%|###       | 12/40 [00:03<00:07,  3.77it/s]
     20/499      4.32G    0.02808     0.0192    0.01644         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     20/499      4.32G    0.02788    0.01908    0.01665         65        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     20/499      4.32G    0.02788    0.01908    0.01665         65        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
     20/499      4.32G    0.02766    0.01913     0.0165         79        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
     20/499      4.32G    0.02766    0.01913     0.0165         79        640:  38%|###7      | 15/40 [00:03<00:06,  3.75it/s]
     20/499      4.32G    0.02776    0.01914    0.01617         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
     20/499      4.32G    0.02776    0.01914    0.01617         67        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     20/499      4.32G    0.02772    0.01923    0.01611         84        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     20/499      4.32G    0.02772    0.01923    0.01611         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.64it/s]
     20/499      4.32G    0.02754    0.01933     0.0163         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.64it/s]
     20/499      4.32G    0.02754    0.01933     0.0163         84        640:  45%|####5     | 18/40 [00:04<00:05,  3.76it/s]
     20/499      4.32G    0.02759    0.01945    0.01658         83        640:  45%|####5     | 18/40 [00:05<00:05,  3.76it/s]
     20/499      4.32G    0.02759    0.01945    0.01658         83        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     20/499      4.32G    0.02748    0.01949    0.01652         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     20/499      4.32G    0.02748    0.01949    0.01652         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
     20/499      4.32G    0.02757    0.01947    0.01684         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
     20/499      4.32G    0.02757    0.01947    0.01684         73        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
     20/499      4.32G    0.02761    0.01948    0.01685         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
     20/499      4.32G    0.02761    0.01948    0.01685         75        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     20/499      4.32G    0.02766    0.01942    0.01663         63        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     20/499      4.32G    0.02766    0.01942    0.01663         63        640:  57%|#####7    | 23/40 [00:06<00:04,  3.57it/s]
     20/499      4.32G    0.02778    0.01942    0.01657         66        640:  57%|#####7    | 23/40 [00:06<00:04,  3.57it/s]
     20/499      4.32G    0.02778    0.01942    0.01657         66        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     20/499      4.32G    0.02782    0.01954    0.01659         88        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     20/499      4.32G    0.02782    0.01954    0.01659         88        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     20/499      4.32G    0.02786    0.01945    0.01671         60        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     20/499      4.32G    0.02786    0.01945    0.01671         60        640:  65%|######5   | 26/40 [00:06<00:03,  3.61it/s]
     20/499      4.32G    0.02787    0.01951    0.01683         81        640:  65%|######5   | 26/40 [00:07<00:03,  3.61it/s]
     20/499      4.32G    0.02787    0.01951    0.01683         81        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     20/499      4.32G    0.02791    0.01949    0.01678         72        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     20/499      4.32G    0.02791    0.01949    0.01678         72        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     20/499      4.32G    0.02797    0.01951     0.0167         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     20/499      4.32G    0.02797    0.01951     0.0167         79        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     20/499      4.32G    0.02802    0.01944    0.01657         65        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     20/499      4.32G    0.02802    0.01944    0.01657         65        640:  75%|#######5  | 30/40 [00:08<00:02,  3.75it/s]
     20/499      4.32G    0.02806    0.01954    0.01659         80        640:  75%|#######5  | 30/40 [00:08<00:02,  3.75it/s]
     20/499      4.32G    0.02806    0.01954    0.01659         80        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     20/499      4.32G    0.02804    0.01962    0.01662         82        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     20/499      4.32G    0.02804    0.01962    0.01662         82        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
     20/499      4.32G    0.02803    0.01956    0.01663         64        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
     20/499      4.32G    0.02803    0.01956    0.01663         64        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
     20/499      4.32G    0.02809    0.01957    0.01666         68        640:  82%|########2 | 33/40 [00:09<00:01,  3.74it/s]
     20/499      4.32G    0.02809    0.01957    0.01666         68        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     20/499      4.32G    0.02808    0.01965    0.01659         85        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     20/499      4.32G    0.02808    0.01965    0.01659         85        640:  88%|########7 | 35/40 [00:09<00:01,  3.62it/s]
     20/499      4.32G    0.02811    0.01962    0.01677         72        640:  88%|########7 | 35/40 [00:09<00:01,  3.62it/s]
     20/499      4.32G    0.02811    0.01962    0.01677         72        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     20/499      4.32G    0.02807    0.01954     0.0168         69        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     20/499      4.32G    0.02807    0.01954     0.0168         69        640:  92%|#########2| 37/40 [00:09<00:00,  3.63it/s]
     20/499      4.32G    0.02805    0.01944    0.01687         58        640:  92%|#########2| 37/40 [00:10<00:00,  3.63it/s]
     20/499      4.32G    0.02805    0.01944    0.01687         58        640:  95%|#########5| 38/40 [00:10<00:00,  3.64it/s]
     20/499      4.32G    0.02811    0.01952    0.01689         85        640:  95%|#########5| 38/40 [00:10<00:00,  3.64it/s]
     20/499      4.32G    0.02811    0.01952    0.01689         85        640:  98%|#########7| 39/40 [00:10<00:00,  3.98it/s]
     20/499      4.32G    0.02816     0.0195    0.01692         37        640:  98%|#########7| 39/40 [00:10<00:00,  3.98it/s]
     20/499      4.32G    0.02816     0.0195    0.01692         37        640: 100%|##########| 40/40 [00:10<00:00,  4.36it/s]
     20/499      4.32G    0.02816     0.0195    0.01692         37        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  4.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.61it/s]
                   all        132        263      0.723      0.529      0.641      0.372

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     21/499      4.32G    0.02664    0.01633    0.02395         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
     21/499      4.32G    0.02664    0.01633    0.02395         67        640:   2%|2         | 1/40 [00:00<00:11,  3.35it/s]
     21/499      4.32G    0.03059    0.01923    0.02176         75        640:   2%|2         | 1/40 [00:00<00:11,  3.35it/s]
     21/499      4.32G    0.03059    0.01923    0.02176         75        640:   5%|5         | 2/40 [00:00<00:11,  3.44it/s]
     21/499      4.32G    0.03045    0.01753    0.02063         52        640:   5%|5         | 2/40 [00:00<00:11,  3.44it/s]
     21/499      4.32G    0.03045    0.01753    0.02063         52        640:   8%|7         | 3/40 [00:00<00:10,  3.56it/s]
     21/499      4.32G     0.0301    0.01734    0.02048         65        640:   8%|7         | 3/40 [00:01<00:10,  3.56it/s]
     21/499      4.32G     0.0301    0.01734    0.02048         65        640:  10%|#         | 4/40 [00:01<00:10,  3.49it/s]
     21/499      4.32G    0.02983    0.01781    0.01915         73        640:  10%|#         | 4/40 [00:01<00:10,  3.49it/s]
     21/499      4.32G    0.02983    0.01781    0.01915         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     21/499      4.32G    0.03004    0.01755    0.01945         60        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     21/499      4.32G    0.03004    0.01755    0.01945         60        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     21/499      4.32G    0.02954    0.01807    0.01948         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     21/499      4.32G    0.02954    0.01807    0.01948         79        640:  18%|#7        | 7/40 [00:01<00:09,  3.55it/s]
     21/499      4.32G    0.02957    0.01885    0.01891         91        640:  18%|#7        | 7/40 [00:02<00:09,  3.55it/s]
     21/499      4.32G    0.02957    0.01885    0.01891         91        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     21/499      4.32G    0.02945    0.01872    0.01894         66        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     21/499      4.32G    0.02945    0.01872    0.01894         66        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     21/499      4.32G    0.02965     0.0187    0.01905         65        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     21/499      4.32G    0.02965     0.0187    0.01905         65        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     21/499      4.32G    0.02941    0.01906    0.01873         91        640:  25%|##5       | 10/40 [00:03<00:08,  3.60it/s]
     21/499      4.32G    0.02941    0.01906    0.01873         91        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
     21/499      4.32G     0.0295    0.01906    0.01873         71        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
     21/499      4.32G     0.0295    0.01906    0.01873         71        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     21/499      4.32G    0.02937    0.01915     0.0188         74        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     21/499      4.32G    0.02937    0.01915     0.0188         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     21/499      4.32G    0.02957    0.01911    0.01853         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     21/499      4.32G    0.02957    0.01911    0.01853         74        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     21/499      4.32G    0.02958    0.01899    0.01836         71        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     21/499      4.32G    0.02958    0.01899    0.01836         71        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     21/499      4.32G    0.02961    0.01908     0.0183         76        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     21/499      4.32G    0.02961    0.01908     0.0183         76        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
     21/499      4.32G    0.02954    0.01904    0.01849         71        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
     21/499      4.32G    0.02954    0.01904    0.01849         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     21/499      4.32G    0.02965     0.0191    0.01855         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     21/499      4.32G    0.02965     0.0191    0.01855         77        640:  45%|####5     | 18/40 [00:04<00:05,  3.77it/s]
     21/499      4.32G    0.02971    0.01894     0.0186         58        640:  45%|####5     | 18/40 [00:05<00:05,  3.77it/s]
     21/499      4.32G    0.02971    0.01894     0.0186         58        640:  48%|####7     | 19/40 [00:05<00:05,  3.60it/s]
     21/499      4.32G    0.02953    0.01889     0.0186         71        640:  48%|####7     | 19/40 [00:05<00:05,  3.60it/s]
     21/499      4.32G    0.02953    0.01889     0.0186         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.77it/s]
     21/499      4.32G    0.02943    0.01905     0.0184         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.77it/s]
     21/499      4.32G    0.02943    0.01905     0.0184         78        640:  52%|#####2    | 21/40 [00:05<00:05,  3.77it/s]
     21/499      4.32G    0.02945    0.01917    0.01824         77        640:  52%|#####2    | 21/40 [00:06<00:05,  3.77it/s]
     21/499      4.32G    0.02945    0.01917    0.01824         77        640:  55%|#####5    | 22/40 [00:06<00:04,  3.62it/s]
     21/499      4.32G    0.02931    0.01936    0.01798         97        640:  55%|#####5    | 22/40 [00:06<00:04,  3.62it/s]
     21/499      4.32G    0.02931    0.01936    0.01798         97        640:  57%|#####7    | 23/40 [00:06<00:04,  3.76it/s]
     21/499      4.32G    0.02913    0.01938    0.01789         82        640:  57%|#####7    | 23/40 [00:06<00:04,  3.76it/s]
     21/499      4.32G    0.02913    0.01938    0.01789         82        640:  60%|######    | 24/40 [00:06<00:04,  3.77it/s]
     21/499      4.32G    0.02908    0.01923    0.01775         64        640:  60%|######    | 24/40 [00:06<00:04,  3.77it/s]
     21/499      4.32G    0.02908    0.01923    0.01775         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.64it/s]
     21/499      4.32G    0.02905    0.01928    0.01774         74        640:  62%|######2   | 25/40 [00:07<00:04,  3.64it/s]
     21/499      4.32G    0.02905    0.01928    0.01774         74        640:  65%|######5   | 26/40 [00:07<00:03,  3.77it/s]
     21/499      4.32G    0.02901    0.01927    0.01773         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.77it/s]
     21/499      4.32G    0.02901    0.01927    0.01773         75        640:  68%|######7   | 27/40 [00:07<00:03,  3.76it/s]
     21/499      4.32G    0.02895    0.01926    0.01774         76        640:  68%|######7   | 27/40 [00:07<00:03,  3.76it/s]
     21/499      4.32G    0.02895    0.01926    0.01774         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     21/499      4.32G    0.02885    0.01932    0.01761         91        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     21/499      4.32G    0.02885    0.01932    0.01761         91        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
     21/499      4.32G     0.0288     0.0193     0.0176         77        640:  72%|#######2  | 29/40 [00:08<00:02,  3.71it/s]
     21/499      4.32G     0.0288     0.0193     0.0176         77        640:  75%|#######5  | 30/40 [00:08<00:02,  3.77it/s]
     21/499      4.32G    0.02865    0.01917    0.01735         69        640:  75%|#######5  | 30/40 [00:08<00:02,  3.77it/s]
     21/499      4.32G    0.02865    0.01917    0.01735         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
     21/499      4.32G    0.02863    0.01918    0.01726         76        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
     21/499      4.32G    0.02863    0.01918    0.01726         76        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     21/499      4.32G     0.0286    0.01927    0.01724         86        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     21/499      4.32G     0.0286    0.01927    0.01724         86        640:  82%|########2 | 33/40 [00:08<00:01,  3.76it/s]
     21/499      4.32G    0.02848    0.01929    0.01728         84        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     21/499      4.32G    0.02848    0.01929    0.01728         84        640:  85%|########5 | 34/40 [00:09<00:01,  3.61it/s]
     21/499      4.32G    0.02843    0.01923    0.01723         70        640:  85%|########5 | 34/40 [00:09<00:01,  3.61it/s]
     21/499      4.32G    0.02843    0.01923    0.01723         70        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     21/499      4.32G    0.02835    0.01923    0.01711         84        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     21/499      4.32G    0.02835    0.01923    0.01711         84        640:  90%|######### | 36/40 [00:09<00:01,  3.75it/s]
     21/499      4.32G    0.02833    0.01916    0.01728         59        640:  90%|######### | 36/40 [00:10<00:01,  3.75it/s]
     21/499      4.32G    0.02833    0.01916    0.01728         59        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
     21/499      4.32G     0.0283    0.01919    0.01723         84        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
     21/499      4.32G     0.0283    0.01919    0.01723         84        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
     21/499      4.32G    0.02819    0.01906    0.01714         57        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
     21/499      4.32G    0.02819    0.01906    0.01714         57        640:  98%|#########7| 39/40 [00:10<00:00,  3.86it/s]
     21/499      4.32G    0.02811    0.01894    0.01693         27        640:  98%|#########7| 39/40 [00:10<00:00,  3.86it/s]
     21/499      4.32G    0.02811    0.01894    0.01693         27        640: 100%|##########| 40/40 [00:10<00:00,  4.12it/s]
     21/499      4.32G    0.02811    0.01894    0.01693         27        640: 100%|##########| 40/40 [00:10<00:00,  3.72it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.04it/s]
                   all        132        263      0.705      0.829      0.802      0.551

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     22/499      4.32G    0.03031    0.02092    0.01889         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
     22/499      4.32G    0.03031    0.02092    0.01889         80        640:   2%|2         | 1/40 [00:00<00:11,  3.32it/s]
     22/499      4.32G    0.02823    0.01977    0.01757         74        640:   2%|2         | 1/40 [00:00<00:11,  3.32it/s]
     22/499      4.32G    0.02823    0.01977    0.01757         74        640:   5%|5         | 2/40 [00:00<00:10,  3.57it/s]
     22/499      4.32G    0.02732    0.02002    0.01567         87        640:   5%|5         | 2/40 [00:00<00:10,  3.57it/s]
     22/499      4.32G    0.02732    0.02002    0.01567         87        640:   8%|7         | 3/40 [00:00<00:10,  3.52it/s]
     22/499      4.32G    0.02688    0.01889    0.01592         65        640:   8%|7         | 3/40 [00:01<00:10,  3.52it/s]
     22/499      4.32G    0.02688    0.01889    0.01592         65        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     22/499      4.32G    0.02692    0.01861     0.0154         69        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     22/499      4.32G    0.02692    0.01861     0.0154         69        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
     22/499      4.32G    0.02738    0.01955    0.01765         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
     22/499      4.32G    0.02738    0.01955    0.01765         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
     22/499      4.32G    0.02701    0.01917    0.01768         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
     22/499      4.32G    0.02701    0.01917    0.01768         68        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     22/499      4.32G    0.02697    0.01894    0.01786         67        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     22/499      4.32G    0.02697    0.01894    0.01786         67        640:  20%|##        | 8/40 [00:02<00:08,  3.69it/s]
     22/499      4.32G    0.02719      0.019    0.01761         74        640:  20%|##        | 8/40 [00:02<00:08,  3.69it/s]
     22/499      4.32G    0.02719      0.019    0.01761         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.64it/s]
     22/499      4.32G    0.02747    0.01925     0.0173         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.64it/s]
     22/499      4.32G    0.02747    0.01925     0.0173         76        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     22/499      4.32G    0.02756    0.01889    0.01786         54        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     22/499      4.32G    0.02756    0.01889    0.01786         54        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     22/499      4.32G    0.02747    0.01859    0.01736         61        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     22/499      4.32G    0.02747    0.01859    0.01736         61        640:  30%|###       | 12/40 [00:03<00:07,  3.64it/s]
     22/499      4.32G    0.02764    0.01867    0.01709         72        640:  30%|###       | 12/40 [00:03<00:07,  3.64it/s]
     22/499      4.32G    0.02764    0.01867    0.01709         72        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     22/499      4.32G    0.02759    0.01852     0.0172         66        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     22/499      4.32G    0.02759    0.01852     0.0172         66        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     22/499      4.32G    0.02748    0.01858    0.01715         71        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
     22/499      4.32G    0.02748    0.01858    0.01715         71        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     22/499      4.32G    0.02751    0.01865    0.01721         78        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     22/499      4.32G    0.02751    0.01865    0.01721         78        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     22/499      4.32G     0.0275    0.01864      0.017         77        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     22/499      4.32G     0.0275    0.01864      0.017         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     22/499      4.32G    0.02738    0.01878    0.01665         92        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     22/499      4.32G    0.02738    0.01878    0.01665         92        640:  45%|####5     | 18/40 [00:04<00:06,  3.63it/s]
     22/499      4.32G    0.02736     0.0189    0.01642         78        640:  45%|####5     | 18/40 [00:05<00:06,  3.63it/s]
     22/499      4.32G    0.02736     0.0189    0.01642         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     22/499      4.32G    0.02736    0.01891    0.01628         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     22/499      4.32G    0.02736    0.01891    0.01628         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
     22/499      4.32G    0.02743    0.01886    0.01599         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
     22/499      4.32G    0.02743    0.01886    0.01599         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.65it/s]
     22/499      4.32G     0.0274     0.0189    0.01593         83        640:  52%|#####2    | 21/40 [00:05<00:05,  3.65it/s]
     22/499      4.32G     0.0274     0.0189    0.01593         83        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     22/499      4.32G    0.02756    0.01897     0.0157         71        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     22/499      4.32G    0.02756    0.01897     0.0157         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     22/499      4.32G    0.02744    0.01888     0.0159         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     22/499      4.32G    0.02744    0.01888     0.0159         67        640:  60%|######    | 24/40 [00:06<00:04,  3.63it/s]
     22/499      4.32G    0.02751    0.01887    0.01602         65        640:  60%|######    | 24/40 [00:06<00:04,  3.63it/s]
     22/499      4.32G    0.02751    0.01887    0.01602         65        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     22/499      4.32G    0.02752    0.01877    0.01607         65        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     22/499      4.32G    0.02752    0.01877    0.01607         65        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
     22/499      4.32G    0.02757    0.01899    0.01605         98        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
     22/499      4.32G    0.02757    0.01899    0.01605         98        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     22/499      4.32G     0.0275    0.01889    0.01608         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     22/499      4.32G     0.0275    0.01889    0.01608         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
     22/499      4.32G    0.02759    0.01882     0.0161         61        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
     22/499      4.32G    0.02759    0.01882     0.0161         61        640:  72%|#######2  | 29/40 [00:07<00:02,  3.75it/s]
     22/499      4.32G    0.02755    0.01877    0.01604         68        640:  72%|#######2  | 29/40 [00:08<00:02,  3.75it/s]
     22/499      4.32G    0.02755    0.01877    0.01604         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     22/499      4.32G    0.02758    0.01858    0.01618         47        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     22/499      4.32G    0.02758    0.01858    0.01618         47        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     22/499      4.32G    0.02759    0.01864     0.0163         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     22/499      4.32G    0.02759    0.01864     0.0163         78        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     22/499      4.32G    0.02758    0.01864    0.01641         74        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     22/499      4.32G    0.02758    0.01864    0.01641         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.64it/s]
     22/499      4.32G    0.02763    0.01874    0.01652         75        640:  82%|########2 | 33/40 [00:09<00:01,  3.64it/s]
     22/499      4.32G    0.02763    0.01874    0.01652         75        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     22/499      4.32G     0.0276    0.01876    0.01655         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     22/499      4.32G     0.0276    0.01876    0.01655         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     22/499      4.32G    0.02753    0.01875    0.01661         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     22/499      4.32G    0.02753    0.01875    0.01661         76        640:  90%|######### | 36/40 [00:09<00:01,  3.68it/s]
     22/499      4.32G    0.02748    0.01876    0.01659         81        640:  90%|######### | 36/40 [00:10<00:01,  3.68it/s]
     22/499      4.32G    0.02748    0.01876    0.01659         81        640:  92%|#########2| 37/40 [00:10<00:00,  3.82it/s]
     22/499      4.32G    0.02742    0.01879    0.01648         81        640:  92%|#########2| 37/40 [00:10<00:00,  3.82it/s]
     22/499      4.32G    0.02742    0.01879    0.01648         81        640:  95%|#########5| 38/40 [00:10<00:00,  4.16it/s]
     22/499      4.32G    0.02751    0.01882    0.01642         80        640:  95%|#########5| 38/40 [00:10<00:00,  4.16it/s]
     22/499      4.32G    0.02751    0.01882    0.01642         80        640:  98%|#########7| 39/40 [00:10<00:00,  4.33it/s]
     22/499      4.32G    0.02753    0.01888    0.01647         41        640:  98%|#########7| 39/40 [00:10<00:00,  4.33it/s]
     22/499      4.32G    0.02753    0.01888    0.01647         41        640: 100%|##########| 40/40 [00:10<00:00,  4.68it/s]
     22/499      4.32G    0.02753    0.01888    0.01647         41        640: 100%|##########| 40/40 [00:10<00:00,  3.78it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  4.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.54it/s]
                   all        132        263      0.666      0.707      0.728      0.472

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     23/499      4.32G    0.02593    0.01423    0.01839         55        640:   0%|          | 0/40 [00:00<?, ?it/s]
     23/499      4.32G    0.02593    0.01423    0.01839         55        640:   2%|2         | 1/40 [00:00<00:10,  3.69it/s]
     23/499      4.32G     0.0248    0.01619    0.01744         77        640:   2%|2         | 1/40 [00:00<00:10,  3.69it/s]
     23/499      4.32G     0.0248    0.01619    0.01744         77        640:   5%|5         | 2/40 [00:00<00:11,  3.45it/s]
     23/499      4.32G    0.02618    0.01779    0.01636         79        640:   5%|5         | 2/40 [00:00<00:11,  3.45it/s]
     23/499      4.32G    0.02618    0.01779    0.01636         79        640:   8%|7         | 3/40 [00:00<00:09,  3.71it/s]
     23/499      4.32G    0.02691    0.01689    0.01679         52        640:   8%|7         | 3/40 [00:01<00:09,  3.71it/s]
     23/499      4.32G    0.02691    0.01689    0.01679         52        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     23/499      4.32G    0.02734    0.01835    0.01683         98        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     23/499      4.32G    0.02734    0.01835    0.01683         98        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
     23/499      4.32G    0.02678    0.01852    0.01673         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
     23/499      4.32G    0.02678    0.01852    0.01673         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     23/499      4.32G    0.02704    0.01868    0.01617         67        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     23/499      4.32G    0.02704    0.01868    0.01617         67        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     23/499      4.32G    0.02703    0.01856    0.01624         61        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     23/499      4.32G    0.02703    0.01856    0.01624         61        640:  20%|##        | 8/40 [00:02<00:08,  3.59it/s]
     23/499      4.32G     0.0265    0.01795    0.01665         57        640:  20%|##        | 8/40 [00:02<00:08,  3.59it/s]
     23/499      4.32G     0.0265    0.01795    0.01665         57        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     23/499      4.32G    0.02664    0.01805    0.01654         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     23/499      4.32G    0.02664    0.01805    0.01654         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     23/499      4.32G    0.02682    0.01844    0.01679         86        640:  25%|##5       | 10/40 [00:03<00:08,  3.75it/s]
     23/499      4.32G    0.02682    0.01844    0.01679         86        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     23/499      4.32G    0.02699    0.01845    0.01707         73        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     23/499      4.32G    0.02699    0.01845    0.01707         73        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     23/499      4.32G    0.02717    0.01831    0.01723         62        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     23/499      4.32G    0.02717    0.01831    0.01723         62        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     23/499      4.32G    0.02717    0.01843    0.01704         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     23/499      4.32G    0.02717    0.01843    0.01704         79        640:  35%|###5      | 14/40 [00:03<00:07,  3.59it/s]
     23/499      4.32G    0.02712    0.01851    0.01688         79        640:  35%|###5      | 14/40 [00:04<00:07,  3.59it/s]
     23/499      4.32G    0.02712    0.01851    0.01688         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.63it/s]
     23/499      4.32G    0.02675     0.0185    0.01675         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.63it/s]
     23/499      4.32G    0.02675     0.0185    0.01675         77        640:  40%|####      | 16/40 [00:04<00:06,  3.64it/s]
     23/499      4.32G    0.02679    0.01885    0.01672         93        640:  40%|####      | 16/40 [00:04<00:06,  3.64it/s]
     23/499      4.32G    0.02679    0.01885    0.01672         93        640:  42%|####2     | 17/40 [00:04<00:06,  3.53it/s]
     23/499      4.32G    0.02683    0.01899    0.01675         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.53it/s]
     23/499      4.32G    0.02683    0.01899    0.01675         83        640:  45%|####5     | 18/40 [00:04<00:05,  3.67it/s]
     23/499      4.32G    0.02684     0.0188     0.0166         64        640:  45%|####5     | 18/40 [00:05<00:05,  3.67it/s]
     23/499      4.32G    0.02684     0.0188     0.0166         64        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     23/499      4.32G    0.02683    0.01877    0.01667         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     23/499      4.32G    0.02683    0.01877    0.01667         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
     23/499      4.32G    0.02686    0.01878    0.01673         70        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
     23/499      4.32G    0.02686    0.01878    0.01673         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.49it/s]
     23/499      4.32G    0.02686    0.01882    0.01668         79        640:  52%|#####2    | 21/40 [00:06<00:05,  3.49it/s]
     23/499      4.32G    0.02686    0.01882    0.01668         79        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
     23/499      4.32G      0.027    0.01897    0.01668         83        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
     23/499      4.32G      0.027    0.01897    0.01668         83        640:  57%|#####7    | 23/40 [00:06<00:04,  3.58it/s]
     23/499      4.32G    0.02693    0.01904    0.01652         83        640:  57%|#####7    | 23/40 [00:06<00:04,  3.58it/s]
     23/499      4.32G    0.02693    0.01904    0.01652         83        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     23/499      4.32G    0.02692    0.01908    0.01638         74        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     23/499      4.32G    0.02692    0.01908    0.01638         74        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     23/499      4.32G    0.02689    0.01896    0.01675         66        640:  62%|######2   | 25/40 [00:07<00:04,  3.74it/s]
     23/499      4.32G    0.02689    0.01896    0.01675         66        640:  65%|######5   | 26/40 [00:07<00:03,  3.63it/s]
     23/499      4.32G    0.02686    0.01901    0.01676         87        640:  65%|######5   | 26/40 [00:07<00:03,  3.63it/s]
     23/499      4.32G    0.02686    0.01901    0.01676         87        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     23/499      4.32G    0.02687    0.01909    0.01677         81        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     23/499      4.32G    0.02687    0.01909    0.01677         81        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     23/499      4.32G    0.02686    0.01913    0.01666         87        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     23/499      4.32G    0.02686    0.01913    0.01666         87        640:  72%|#######2  | 29/40 [00:07<00:03,  3.60it/s]
     23/499      4.32G    0.02695    0.01923    0.01662         86        640:  72%|#######2  | 29/40 [00:08<00:03,  3.60it/s]
     23/499      4.32G    0.02695    0.01923    0.01662         86        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     23/499      4.32G    0.02693    0.01906    0.01659         55        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     23/499      4.32G    0.02693    0.01906    0.01659         55        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     23/499      4.32G    0.02684    0.01899    0.01661         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     23/499      4.32G    0.02684    0.01899    0.01661         69        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
     23/499      4.32G    0.02684    0.01896     0.0167         73        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
     23/499      4.32G    0.02684    0.01896     0.0167         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
     23/499      4.32G     0.0268    0.01894    0.01666         65        640:  82%|########2 | 33/40 [00:09<00:01,  3.75it/s]
     23/499      4.32G     0.0268    0.01894    0.01666         65        640:  85%|########5 | 34/40 [00:09<00:01,  3.76it/s]
     23/499      4.32G    0.02675    0.01886    0.01664         70        640:  85%|########5 | 34/40 [00:09<00:01,  3.76it/s]
     23/499      4.32G    0.02675    0.01886    0.01664         70        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
     23/499      4.32G    0.02669    0.01874     0.0165         59        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
     23/499      4.32G    0.02669    0.01874     0.0165         59        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     23/499      4.32G    0.02673    0.01892    0.01645         97        640:  90%|######### | 36/40 [00:10<00:01,  3.73it/s]
     23/499      4.32G    0.02673    0.01892    0.01645         97        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     23/499      4.32G     0.0267    0.01895    0.01635         83        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     23/499      4.32G     0.0267    0.01895    0.01635         83        640:  95%|#########5| 38/40 [00:10<00:00,  3.65it/s]
     23/499      4.32G    0.02667    0.01894    0.01623         75        640:  95%|#########5| 38/40 [00:10<00:00,  3.65it/s]
     23/499      4.32G    0.02667    0.01894    0.01623         75        640:  98%|#########7| 39/40 [00:10<00:00,  3.88it/s]
     23/499      4.32G    0.02663    0.01893    0.01615         37        640:  98%|#########7| 39/40 [00:10<00:00,  3.88it/s]
     23/499      4.32G    0.02663    0.01893    0.01615         37        640: 100%|##########| 40/40 [00:10<00:00,  4.25it/s]
     23/499      4.32G    0.02663    0.01893    0.01615         37        640: 100%|##########| 40/40 [00:10<00:00,  3.72it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.42it/s]
                   all        132        263      0.582      0.589      0.631      0.428

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     24/499      4.32G     0.0285    0.02004    0.01889         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     24/499      4.32G     0.0285    0.02004    0.01889         79        640:   2%|2         | 1/40 [00:00<00:11,  3.41it/s]
     24/499      4.32G    0.02873    0.02051    0.01741         77        640:   2%|2         | 1/40 [00:00<00:11,  3.41it/s]
     24/499      4.32G    0.02873    0.02051    0.01741         77        640:   5%|5         | 2/40 [00:00<00:09,  3.80it/s]
     24/499      4.32G    0.02854    0.01964    0.01578         73        640:   5%|5         | 2/40 [00:00<00:09,  3.80it/s]
     24/499      4.32G    0.02854    0.01964    0.01578         73        640:   8%|7         | 3/40 [00:00<00:10,  3.65it/s]
     24/499      4.32G    0.02896    0.01898    0.01476         65        640:   8%|7         | 3/40 [00:01<00:10,  3.65it/s]
     24/499      4.32G    0.02896    0.01898    0.01476         65        640:  10%|#         | 4/40 [00:01<00:10,  3.48it/s]
     24/499      4.32G    0.02859    0.01859    0.01423         62        640:  10%|#         | 4/40 [00:01<00:10,  3.48it/s]
     24/499      4.32G    0.02859    0.01859    0.01423         62        640:  12%|#2        | 5/40 [00:01<00:09,  3.68it/s]
     24/499      4.32G    0.02857    0.01898    0.01385         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.68it/s]
     24/499      4.32G    0.02857    0.01898    0.01385         82        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
     24/499      4.32G     0.0289    0.01903    0.01362         75        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
     24/499      4.32G     0.0289    0.01903    0.01362         75        640:  18%|#7        | 7/40 [00:01<00:09,  3.57it/s]
     24/499      4.32G    0.02853    0.01913    0.01405         77        640:  18%|#7        | 7/40 [00:02<00:09,  3.57it/s]
     24/499      4.32G    0.02853    0.01913    0.01405         77        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     24/499      4.32G    0.02823    0.01926    0.01453         87        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     24/499      4.32G    0.02823    0.01926    0.01453         87        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     24/499      4.32G    0.02811    0.01891    0.01461         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     24/499      4.32G    0.02811    0.01891    0.01461         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
     24/499      4.32G     0.0278      0.019    0.01476         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
     24/499      4.32G     0.0278      0.019    0.01476         80        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     24/499      4.32G    0.02764    0.01888     0.0147         73        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     24/499      4.32G    0.02764    0.01888     0.0147         73        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     24/499      4.32G    0.02752    0.01913    0.01432         87        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     24/499      4.32G    0.02752    0.01913    0.01432         87        640:  32%|###2      | 13/40 [00:03<00:07,  3.59it/s]
     24/499      4.32G    0.02743    0.01909    0.01397         85        640:  32%|###2      | 13/40 [00:03<00:07,  3.59it/s]
     24/499      4.32G    0.02743    0.01909    0.01397         85        640:  35%|###5      | 14/40 [00:03<00:07,  3.61it/s]
     24/499      4.32G    0.02729    0.01909    0.01374         84        640:  35%|###5      | 14/40 [00:04<00:07,  3.61it/s]
     24/499      4.32G    0.02729    0.01909    0.01374         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.64it/s]
     24/499      4.32G    0.02736    0.01929    0.01371         85        640:  38%|###7      | 15/40 [00:04<00:06,  3.64it/s]
     24/499      4.32G    0.02736    0.01929    0.01371         85        640:  40%|####      | 16/40 [00:04<00:06,  3.59it/s]
     24/499      4.32G    0.02738    0.01916    0.01378         68        640:  40%|####      | 16/40 [00:04<00:06,  3.59it/s]
     24/499      4.32G    0.02738    0.01916    0.01378         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     24/499      4.32G     0.0273    0.01927    0.01379         86        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     24/499      4.32G     0.0273    0.01927    0.01379         86        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     24/499      4.32G    0.02727     0.0194    0.01361         84        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     24/499      4.32G    0.02727     0.0194    0.01361         84        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
     24/499      4.32G    0.02723    0.01956    0.01364         89        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
     24/499      4.32G    0.02723    0.01956    0.01364         89        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     24/499      4.32G    0.02722    0.01958    0.01355         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     24/499      4.32G    0.02722    0.01958    0.01355         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     24/499      4.32G    0.02742    0.01944    0.01389         62        640:  52%|#####2    | 21/40 [00:06<00:05,  3.73it/s]
     24/499      4.32G    0.02742    0.01944    0.01389         62        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     24/499      4.32G    0.02734    0.01946    0.01383         88        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     24/499      4.32G    0.02734    0.01946    0.01383         88        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     24/499      4.32G    0.02731    0.01937    0.01384         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     24/499      4.32G    0.02731    0.01937    0.01384         69        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     24/499      4.32G    0.02729    0.01946    0.01389         93        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     24/499      4.32G    0.02729    0.01946    0.01389         93        640:  62%|######2   | 25/40 [00:06<00:04,  3.45it/s]
     24/499      4.32G    0.02725    0.01931    0.01399         61        640:  62%|######2   | 25/40 [00:07<00:04,  3.45it/s]
     24/499      4.32G    0.02725    0.01931    0.01399         61        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     24/499      4.32G    0.02733     0.0193    0.01404         81        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     24/499      4.32G    0.02733     0.0193    0.01404         81        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
     24/499      4.32G    0.02726    0.01916    0.01396         62        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
     24/499      4.32G    0.02726    0.01916    0.01396         62        640:  70%|#######   | 28/40 [00:07<00:03,  3.55it/s]
     24/499      4.32G    0.02718    0.01917    0.01397         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.55it/s]
     24/499      4.32G    0.02718    0.01917    0.01397         79        640:  72%|#######2  | 29/40 [00:07<00:02,  3.68it/s]
     24/499      4.32G    0.02715    0.01914    0.01392         67        640:  72%|#######2  | 29/40 [00:08<00:02,  3.68it/s]
     24/499      4.32G    0.02715    0.01914    0.01392         67        640:  75%|#######5  | 30/40 [00:08<00:02,  3.69it/s]
     24/499      4.32G    0.02716    0.01922    0.01415         87        640:  75%|#######5  | 30/40 [00:08<00:02,  3.69it/s]
     24/499      4.32G    0.02716    0.01922    0.01415         87        640:  78%|#######7  | 31/40 [00:08<00:02,  3.56it/s]
     24/499      4.32G    0.02719    0.01921    0.01411         79        640:  78%|#######7  | 31/40 [00:08<00:02,  3.56it/s]
     24/499      4.32G    0.02719    0.01921    0.01411         79        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     24/499      4.32G    0.02718    0.01922    0.01419         75        640:  80%|########  | 32/40 [00:09<00:02,  3.71it/s]
     24/499      4.32G    0.02718    0.01922    0.01419         75        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     24/499      4.32G    0.02719    0.01908    0.01435         62        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     24/499      4.32G    0.02719    0.01908    0.01435         62        640:  85%|########5 | 34/40 [00:09<00:01,  3.58it/s]
     24/499      4.32G    0.02726    0.01907    0.01437         66        640:  85%|########5 | 34/40 [00:09<00:01,  3.58it/s]
     24/499      4.32G    0.02726    0.01907    0.01437         66        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     24/499      4.32G    0.02728    0.01906     0.0143         70        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     24/499      4.32G    0.02728    0.01906     0.0143         70        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     24/499      4.32G    0.02721    0.01905    0.01433         75        640:  90%|######### | 36/40 [00:10<00:01,  3.74it/s]
     24/499      4.32G    0.02721    0.01905    0.01433         75        640:  92%|#########2| 37/40 [00:10<00:00,  3.62it/s]
     24/499      4.32G    0.02713    0.01889    0.01429         56        640:  92%|#########2| 37/40 [00:10<00:00,  3.62it/s]
     24/499      4.32G    0.02713    0.01889    0.01429         56        640:  95%|#########5| 38/40 [00:10<00:00,  3.77it/s]
     24/499      4.32G    0.02703    0.01867    0.01443         40        640:  95%|#########5| 38/40 [00:10<00:00,  3.77it/s]
     24/499      4.32G    0.02703    0.01867    0.01443         40        640:  98%|#########7| 39/40 [00:10<00:00,  3.90it/s]
     24/499      4.32G    0.02697    0.01875    0.01458         46        640:  98%|#########7| 39/40 [00:10<00:00,  3.90it/s]
     24/499      4.32G    0.02697    0.01875    0.01458         46        640: 100%|##########| 40/40 [00:10<00:00,  4.14it/s]
     24/499      4.32G    0.02697    0.01875    0.01458         46        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.14it/s]
                   all        132        263      0.852      0.678       0.78      0.497

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     25/499      4.32G    0.02872    0.01736      0.015         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     25/499      4.32G    0.02872    0.01736      0.015         74        640:   2%|2         | 1/40 [00:00<00:08,  4.47it/s]
     25/499      4.32G    0.02766    0.01861    0.01557         85        640:   2%|2         | 1/40 [00:00<00:08,  4.47it/s]
     25/499      4.32G    0.02766    0.01861    0.01557         85        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     25/499      4.32G    0.02767    0.01857    0.01508         77        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     25/499      4.32G    0.02767    0.01857    0.01508         77        640:   8%|7         | 3/40 [00:00<00:09,  3.75it/s]
     25/499      4.32G    0.02733    0.01834    0.01538         71        640:   8%|7         | 3/40 [00:01<00:09,  3.75it/s]
     25/499      4.32G    0.02733    0.01834    0.01538         71        640:  10%|#         | 4/40 [00:01<00:09,  3.86it/s]
     25/499      4.32G    0.02646    0.01784    0.01436         74        640:  10%|#         | 4/40 [00:01<00:09,  3.86it/s]
     25/499      4.32G    0.02646    0.01784    0.01436         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     25/499      4.32G    0.02633    0.01784     0.0146         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     25/499      4.32G    0.02633    0.01784     0.0146         66        640:  15%|#5        | 6/40 [00:01<00:09,  3.63it/s]
     25/499      4.32G    0.02638    0.01756    0.01461         63        640:  15%|#5        | 6/40 [00:01<00:09,  3.63it/s]
     25/499      4.32G    0.02638    0.01756    0.01461         63        640:  18%|#7        | 7/40 [00:01<00:08,  3.78it/s]
     25/499      4.32G    0.02613    0.01807    0.01381         94        640:  18%|#7        | 7/40 [00:02<00:08,  3.78it/s]
     25/499      4.32G    0.02613    0.01807    0.01381         94        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     25/499      4.32G    0.02617    0.01825    0.01342         81        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     25/499      4.32G    0.02617    0.01825    0.01342         81        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     25/499      4.32G     0.0262    0.01801    0.01315         63        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     25/499      4.32G     0.0262    0.01801    0.01315         63        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     25/499      4.32G    0.02619    0.01788    0.01399         70        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     25/499      4.32G    0.02619    0.01788    0.01399         70        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     25/499      4.32G    0.02614      0.018    0.01363         79        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     25/499      4.32G    0.02614      0.018    0.01363         79        640:  30%|###       | 12/40 [00:03<00:07,  3.66it/s]
     25/499      4.32G      0.026    0.01796    0.01324         74        640:  30%|###       | 12/40 [00:03<00:07,  3.66it/s]
     25/499      4.32G      0.026    0.01796    0.01324         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     25/499      4.32G    0.02591    0.01792    0.01337         77        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     25/499      4.32G    0.02591    0.01792    0.01337         77        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     25/499      4.32G    0.02594    0.01785    0.01357         69        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     25/499      4.32G    0.02594    0.01785    0.01357         69        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     25/499      4.32G    0.02581    0.01802    0.01353         91        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     25/499      4.32G    0.02581    0.01802    0.01353         91        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     25/499      4.32G    0.02576    0.01796    0.01339         71        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     25/499      4.32G    0.02576    0.01796    0.01339         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     25/499      4.32G    0.02576     0.0179    0.01408         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     25/499      4.32G    0.02576     0.0179    0.01408         67        640:  45%|####5     | 18/40 [00:04<00:06,  3.60it/s]
     25/499      4.32G    0.02574    0.01806    0.01413         88        640:  45%|####5     | 18/40 [00:05<00:06,  3.60it/s]
     25/499      4.32G    0.02574    0.01806    0.01413         88        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     25/499      4.32G    0.02566    0.01782    0.01408         59        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     25/499      4.32G    0.02566    0.01782    0.01408         59        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     25/499      4.32G    0.02557    0.01791    0.01385         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     25/499      4.32G    0.02557    0.01791    0.01385         80        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
     25/499      4.32G    0.02548    0.01787    0.01382         71        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
     25/499      4.32G    0.02548    0.01787    0.01382         71        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
     25/499      4.32G    0.02542    0.01771    0.01391         61        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
     25/499      4.32G    0.02542    0.01771    0.01391         61        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     25/499      4.32G    0.02536    0.01774    0.01391         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     25/499      4.32G    0.02536    0.01774    0.01391         73        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     25/499      4.32G    0.02539    0.01777     0.0139         76        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     25/499      4.32G    0.02539    0.01777     0.0139         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     25/499      4.32G    0.02537    0.01763    0.01379         59        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     25/499      4.32G    0.02537    0.01763    0.01379         59        640:  65%|######5   | 26/40 [00:06<00:03,  3.71it/s]
     25/499      4.32G    0.02527    0.01761    0.01362         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     25/499      4.32G    0.02527    0.01761    0.01362         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.62it/s]
     25/499      4.32G    0.02531    0.01777    0.01364         96        640:  68%|######7   | 27/40 [00:07<00:03,  3.62it/s]
     25/499      4.32G    0.02531    0.01777    0.01364         96        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     25/499      4.32G    0.02528    0.01766    0.01378         64        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     25/499      4.32G    0.02528    0.01766    0.01378         64        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
     25/499      4.32G     0.0253     0.0176    0.01381         60        640:  72%|#######2  | 29/40 [00:08<00:02,  3.71it/s]
     25/499      4.32G     0.0253     0.0176    0.01381         60        640:  75%|#######5  | 30/40 [00:08<00:02,  3.60it/s]
     25/499      4.32G     0.0253    0.01764    0.01389         76        640:  75%|#######5  | 30/40 [00:08<00:02,  3.60it/s]
     25/499      4.32G     0.0253    0.01764    0.01389         76        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     25/499      4.32G    0.02527    0.01763    0.01384         71        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     25/499      4.32G    0.02527    0.01763    0.01384         71        640:  80%|########  | 32/40 [00:08<00:02,  3.70it/s]
     25/499      4.32G    0.02529    0.01758    0.01381         65        640:  80%|########  | 32/40 [00:08<00:02,  3.70it/s]
     25/499      4.32G    0.02529    0.01758    0.01381         65        640:  82%|########2 | 33/40 [00:08<00:01,  3.55it/s]
     25/499      4.32G    0.02538    0.01767    0.01383         82        640:  82%|########2 | 33/40 [00:09<00:01,  3.55it/s]
     25/499      4.32G    0.02538    0.01767    0.01383         82        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     25/499      4.32G    0.02544    0.01762    0.01377         64        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     25/499      4.32G    0.02544    0.01762    0.01377         64        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     25/499      4.32G    0.02552    0.01755    0.01375         61        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     25/499      4.32G    0.02552    0.01755    0.01375         61        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     25/499      4.32G    0.02551    0.01756    0.01372         73        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     25/499      4.32G    0.02551    0.01756    0.01372         73        640:  92%|#########2| 37/40 [00:09<00:00,  3.77it/s]
     25/499      4.32G    0.02548     0.0175    0.01378         65        640:  92%|#########2| 37/40 [00:10<00:00,  3.77it/s]
     25/499      4.32G    0.02548     0.0175    0.01378         65        640:  95%|#########5| 38/40 [00:10<00:00,  3.87it/s]
     25/499      4.32G    0.02543    0.01738    0.01389         58        640:  95%|#########5| 38/40 [00:10<00:00,  3.87it/s]
     25/499      4.32G    0.02543    0.01738    0.01389         58        640:  98%|#########7| 39/40 [00:10<00:00,  4.05it/s]
     25/499      4.32G    0.02541    0.01731    0.01402         34        640:  98%|#########7| 39/40 [00:10<00:00,  4.05it/s]
     25/499      4.32G    0.02541    0.01731    0.01402         34        640: 100%|##########| 40/40 [00:10<00:00,  4.41it/s]
     25/499      4.32G    0.02541    0.01731    0.01402         34        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.30it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.11it/s]
                   all        132        263      0.602      0.692       0.69      0.431

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     26/499      4.32G    0.02441    0.01752    0.01362         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     26/499      4.32G    0.02441    0.01752    0.01362         77        640:   2%|2         | 1/40 [00:00<00:11,  3.44it/s]
     26/499      4.32G    0.02441    0.01653    0.01449         65        640:   2%|2         | 1/40 [00:00<00:11,  3.44it/s]
     26/499      4.32G    0.02441    0.01653    0.01449         65        640:   5%|5         | 2/40 [00:00<00:11,  3.40it/s]
     26/499      4.32G    0.02502    0.01689    0.01355         69        640:   5%|5         | 2/40 [00:00<00:11,  3.40it/s]
     26/499      4.32G    0.02502    0.01689    0.01355         69        640:   8%|7         | 3/40 [00:00<00:10,  3.64it/s]
     26/499      4.32G    0.02543     0.0177    0.01495         78        640:   8%|7         | 3/40 [00:01<00:10,  3.64it/s]
     26/499      4.32G    0.02543     0.0177    0.01495         78        640:  10%|#         | 4/40 [00:01<00:09,  3.68it/s]
     26/499      4.32G     0.0256    0.01853    0.01446         82        640:  10%|#         | 4/40 [00:01<00:09,  3.68it/s]
     26/499      4.32G     0.0256    0.01853    0.01446         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
     26/499      4.32G    0.02537    0.01861    0.01432         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
     26/499      4.32G    0.02537    0.01861    0.01432         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     26/499      4.32G    0.02534    0.01841    0.01433         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     26/499      4.32G    0.02534    0.01841    0.01433         77        640:  18%|#7        | 7/40 [00:01<00:08,  3.72it/s]
     26/499      4.32G    0.02545     0.0187    0.01474         83        640:  18%|#7        | 7/40 [00:02<00:08,  3.72it/s]
     26/499      4.32G    0.02545     0.0187    0.01474         83        640:  20%|##        | 8/40 [00:02<00:08,  3.57it/s]
     26/499      4.32G    0.02555    0.01862    0.01518         68        640:  20%|##        | 8/40 [00:02<00:08,  3.57it/s]
     26/499      4.32G    0.02555    0.01862    0.01518         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     26/499      4.32G    0.02544     0.0186    0.01475         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     26/499      4.32G    0.02544     0.0186    0.01475         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     26/499      4.32G    0.02552    0.01888    0.01448         87        640:  25%|##5       | 10/40 [00:03<00:08,  3.72it/s]
     26/499      4.32G    0.02552    0.01888    0.01448         87        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
     26/499      4.32G    0.02584    0.01921    0.01482         95        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
     26/499      4.32G    0.02584    0.01921    0.01482         95        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     26/499      4.32G    0.02588    0.01938    0.01486         87        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     26/499      4.32G    0.02588    0.01938    0.01486         87        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     26/499      4.32G    0.02586    0.01902    0.01442         60        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     26/499      4.32G    0.02586    0.01902    0.01442         60        640:  35%|###5      | 14/40 [00:03<00:07,  3.62it/s]
     26/499      4.32G    0.02593     0.0191    0.01446         87        640:  35%|###5      | 14/40 [00:04<00:07,  3.62it/s]
     26/499      4.32G    0.02593     0.0191    0.01446         87        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     26/499      4.32G    0.02572    0.01864    0.01411         49        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     26/499      4.32G    0.02572    0.01864    0.01411         49        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     26/499      4.32G     0.0258    0.01879    0.01401         86        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     26/499      4.32G     0.0258    0.01879    0.01401         86        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     26/499      4.32G    0.02573    0.01868    0.01413         70        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     26/499      4.32G    0.02573    0.01868    0.01413         70        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     26/499      4.32G    0.02558    0.01873    0.01409         83        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     26/499      4.32G    0.02558    0.01873    0.01409         83        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     26/499      4.32G     0.0256     0.0188    0.01383         87        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     26/499      4.32G     0.0256     0.0188    0.01383         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
     26/499      4.32G    0.02556    0.01893    0.01378         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
     26/499      4.32G    0.02556    0.01893    0.01378         80        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     26/499      4.32G    0.02548    0.01886    0.01382         76        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     26/499      4.32G    0.02548    0.01886    0.01382         76        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
     26/499      4.32G    0.02546    0.01877    0.01368         69        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
     26/499      4.32G    0.02546    0.01877    0.01368         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.63it/s]
     26/499      4.32G    0.02545    0.01878    0.01342         78        640:  57%|#####7    | 23/40 [00:06<00:04,  3.63it/s]
     26/499      4.32G    0.02545    0.01878    0.01342         78        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     26/499      4.32G    0.02536     0.0187    0.01332         72        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     26/499      4.32G    0.02536     0.0187    0.01332         72        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     26/499      4.32G    0.02535    0.01863    0.01318         70        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     26/499      4.32G    0.02535    0.01863    0.01318         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.63it/s]
     26/499      4.32G    0.02545    0.01856    0.01316         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.63it/s]
     26/499      4.32G    0.02545    0.01856    0.01316         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     26/499      4.32G    0.02546    0.01853    0.01321         73        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     26/499      4.32G    0.02546    0.01853    0.01321         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     26/499      4.32G    0.02542    0.01845    0.01329         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     26/499      4.32G    0.02542    0.01845    0.01329         68        640:  72%|#######2  | 29/40 [00:07<00:02,  3.67it/s]
     26/499      4.32G    0.02543    0.01838    0.01328         66        640:  72%|#######2  | 29/40 [00:08<00:02,  3.67it/s]
     26/499      4.32G    0.02543    0.01838    0.01328         66        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
     26/499      4.32G    0.02535    0.01846    0.01336         82        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
     26/499      4.32G    0.02535    0.01846    0.01336         82        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     26/499      4.32G    0.02536    0.01852    0.01323         76        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     26/499      4.32G    0.02536    0.01852    0.01323         76        640:  80%|########  | 32/40 [00:08<00:02,  3.64it/s]
     26/499      4.32G    0.02547    0.01852     0.0134         73        640:  80%|########  | 32/40 [00:08<00:02,  3.64it/s]
     26/499      4.32G    0.02547    0.01852     0.0134         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     26/499      4.32G    0.02548    0.01858     0.0133         85        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     26/499      4.32G    0.02548    0.01858     0.0133         85        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     26/499      4.32G    0.02555    0.01853    0.01332         67        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     26/499      4.32G    0.02555    0.01853    0.01332         67        640:  88%|########7 | 35/40 [00:09<00:01,  3.56it/s]
     26/499      4.32G    0.02558    0.01851    0.01347         75        640:  88%|########7 | 35/40 [00:09<00:01,  3.56it/s]
     26/499      4.32G    0.02558    0.01851    0.01347         75        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     26/499      4.32G    0.02559    0.01847    0.01343         72        640:  90%|######### | 36/40 [00:10<00:01,  3.73it/s]
     26/499      4.32G    0.02559    0.01847    0.01343         72        640:  92%|#########2| 37/40 [00:10<00:00,  3.87it/s]
     26/499      4.32G    0.02562    0.01842    0.01334         65        640:  92%|#########2| 37/40 [00:10<00:00,  3.87it/s]
     26/499      4.32G    0.02562    0.01842    0.01334         65        640:  95%|#########5| 38/40 [00:10<00:00,  4.05it/s]
     26/499      4.32G    0.02556    0.01847    0.01333         86        640:  95%|#########5| 38/40 [00:10<00:00,  4.05it/s]
     26/499      4.32G    0.02556    0.01847    0.01333         86        640:  98%|#########7| 39/40 [00:10<00:00,  4.38it/s]
     26/499      4.32G    0.02549    0.01839    0.01315         33        640:  98%|#########7| 39/40 [00:10<00:00,  4.38it/s]
     26/499      4.32G    0.02549    0.01839    0.01315         33        640: 100%|##########| 40/40 [00:10<00:00,  4.69it/s]
     26/499      4.32G    0.02549    0.01839    0.01315         33        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.68it/s]
                   all        132        263      0.652      0.804      0.804      0.559

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     27/499      4.32G    0.02204    0.01854   0.009173         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     27/499      4.32G    0.02204    0.01854   0.009173         79        640:   2%|2         | 1/40 [00:00<00:11,  3.28it/s]
     27/499      4.32G    0.02396    0.01769    0.01253         67        640:   2%|2         | 1/40 [00:00<00:11,  3.28it/s]
     27/499      4.32G    0.02396    0.01769    0.01253         67        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     27/499      4.32G    0.02486    0.01941    0.01249         96        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     27/499      4.32G    0.02486    0.01941    0.01249         96        640:   8%|7         | 3/40 [00:00<00:09,  3.70it/s]
     27/499      4.32G      0.025    0.01891    0.01196         74        640:   8%|7         | 3/40 [00:01<00:09,  3.70it/s]
     27/499      4.32G      0.025    0.01891    0.01196         74        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
     27/499      4.32G    0.02541    0.01909    0.01199         74        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
     27/499      4.32G    0.02541    0.01909    0.01199         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
     27/499      4.32G     0.0257    0.01932    0.01277         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
     27/499      4.32G     0.0257    0.01932    0.01277         80        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     27/499      4.32G    0.02568    0.01905    0.01304         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     27/499      4.32G    0.02568    0.01905    0.01304         68        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
     27/499      4.32G    0.02564    0.01949     0.0132         90        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
     27/499      4.32G    0.02564    0.01949     0.0132         90        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     27/499      4.32G    0.02554    0.01937     0.0134         74        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     27/499      4.32G    0.02554    0.01937     0.0134         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     27/499      4.32G    0.02535    0.01932    0.01308         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     27/499      4.32G    0.02535    0.01932    0.01308         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     27/499      4.32G    0.02526    0.01941    0.01325         89        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     27/499      4.32G    0.02526    0.01941    0.01325         89        640:  28%|##7       | 11/40 [00:02<00:07,  3.76it/s]
     27/499      4.32G    0.02522    0.01936    0.01282         83        640:  28%|##7       | 11/40 [00:03<00:07,  3.76it/s]
     27/499      4.32G    0.02522    0.01936    0.01282         83        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     27/499      4.32G    0.02515     0.0191    0.01283         68        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     27/499      4.32G    0.02515     0.0191    0.01283         68        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
     27/499      4.32G    0.02509    0.01913    0.01269         86        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
     27/499      4.32G    0.02509    0.01913    0.01269         86        640:  35%|###5      | 14/40 [00:03<00:06,  3.76it/s]
     27/499      4.32G     0.0251    0.01908    0.01266         83        640:  35%|###5      | 14/40 [00:04<00:06,  3.76it/s]
     27/499      4.32G     0.0251    0.01908    0.01266         83        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     27/499      4.32G    0.02524    0.01895    0.01293         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     27/499      4.32G    0.02524    0.01895    0.01293         66        640:  40%|####      | 16/40 [00:04<00:06,  3.59it/s]
     27/499      4.32G    0.02524    0.01878    0.01305         64        640:  40%|####      | 16/40 [00:04<00:06,  3.59it/s]
     27/499      4.32G    0.02524    0.01878    0.01305         64        640:  42%|####2     | 17/40 [00:04<00:06,  3.76it/s]
     27/499      4.32G    0.02505    0.01861    0.01313         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.76it/s]
     27/499      4.32G    0.02505    0.01861    0.01313         67        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     27/499      4.32G    0.02498    0.01867    0.01322         80        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     27/499      4.32G    0.02498    0.01867    0.01322         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     27/499      4.32G     0.0249    0.01861    0.01315         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     27/499      4.32G     0.0249    0.01861    0.01315         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     27/499      4.32G    0.02479    0.01881    0.01319         92        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     27/499      4.32G    0.02479    0.01881    0.01319         92        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     27/499      4.32G    0.02463    0.01869    0.01315         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     27/499      4.32G    0.02463    0.01869    0.01315         67        640:  55%|#####5    | 22/40 [00:05<00:05,  3.60it/s]
     27/499      4.32G    0.02472    0.01858    0.01317         63        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     27/499      4.32G    0.02472    0.01858    0.01317         63        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     27/499      4.32G    0.02482    0.01851    0.01334         66        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     27/499      4.32G    0.02482    0.01851    0.01334         66        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     27/499      4.32G    0.02482    0.01854    0.01336         81        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     27/499      4.32G    0.02482    0.01854    0.01336         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
     27/499      4.32G    0.02484    0.01854     0.0134         81        640:  62%|######2   | 25/40 [00:07<00:04,  3.61it/s]
     27/499      4.32G    0.02484    0.01854     0.0134         81        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     27/499      4.32G    0.02481    0.01852    0.01337         78        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     27/499      4.32G    0.02481    0.01852    0.01337         78        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     27/499      4.32G    0.02474    0.01847    0.01328         73        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     27/499      4.32G    0.02474    0.01847    0.01328         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     27/499      4.32G    0.02469    0.01849    0.01319         75        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     27/499      4.32G    0.02469    0.01849    0.01319         75        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     27/499      4.32G    0.02475     0.0185    0.01327         76        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
     27/499      4.32G    0.02475     0.0185    0.01327         76        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     27/499      4.32G    0.02479    0.01856    0.01332         77        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     27/499      4.32G    0.02479    0.01856    0.01332         77        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     27/499      4.32G    0.02484    0.01848    0.01329         63        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     27/499      4.32G    0.02484    0.01848    0.01329         63        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     27/499      4.32G    0.02485    0.01849    0.01344         74        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     27/499      4.32G    0.02485    0.01849    0.01344         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     27/499      4.32G    0.02484    0.01842    0.01345         65        640:  82%|########2 | 33/40 [00:09<00:01,  3.70it/s]
     27/499      4.32G    0.02484    0.01842    0.01345         65        640:  85%|########5 | 34/40 [00:09<00:01,  3.50it/s]
     27/499      4.32G    0.02477    0.01846    0.01344         87        640:  85%|########5 | 34/40 [00:09<00:01,  3.50it/s]
     27/499      4.32G    0.02477    0.01846    0.01344         87        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     27/499      4.32G    0.02471    0.01839    0.01339         69        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     27/499      4.32G    0.02471    0.01839    0.01339         69        640:  90%|######### | 36/40 [00:09<00:00,  4.12it/s]
     27/499      4.32G    0.02464     0.0184    0.01338         84        640:  90%|######### | 36/40 [00:09<00:00,  4.12it/s]
     27/499      4.32G    0.02464     0.0184    0.01338         84        640:  92%|#########2| 37/40 [00:09<00:00,  4.29it/s]
     27/499      4.32G    0.02465    0.01834    0.01331         67        640:  92%|#########2| 37/40 [00:10<00:00,  4.29it/s]
     27/499      4.32G    0.02465    0.01834    0.01331         67        640:  95%|#########5| 38/40 [00:10<00:00,  4.54it/s]
     27/499      4.32G    0.02461    0.01829    0.01324         70        640:  95%|#########5| 38/40 [00:10<00:00,  4.54it/s]
     27/499      4.32G    0.02461    0.01829    0.01324         70        640:  98%|#########7| 39/40 [00:10<00:00,  4.75it/s]
     27/499      4.32G    0.02461    0.01818    0.01324         25        640:  98%|#########7| 39/40 [00:10<00:00,  4.75it/s]
     27/499      4.32G    0.02461    0.01818    0.01324         25        640: 100%|##########| 40/40 [00:10<00:00,  4.75it/s]
     27/499      4.32G    0.02461    0.01818    0.01324         25        640: 100%|##########| 40/40 [00:10<00:00,  3.82it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.72it/s]
                   all        132        263       0.74      0.824      0.842      0.553

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     28/499      4.32G    0.02328    0.01793    0.01204         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
     28/499      4.32G    0.02328    0.01793    0.01204         82        640:   2%|2         | 1/40 [00:00<00:08,  4.38it/s]
     28/499      4.32G    0.02391    0.01944    0.01378         74        640:   2%|2         | 1/40 [00:00<00:08,  4.38it/s]
     28/499      4.32G    0.02391    0.01944    0.01378         74        640:   5%|5         | 2/40 [00:00<00:09,  3.91it/s]
     28/499      4.32G    0.02479    0.02047    0.01354         90        640:   5%|5         | 2/40 [00:00<00:09,  3.91it/s]
     28/499      4.32G    0.02479    0.02047    0.01354         90        640:   8%|7         | 3/40 [00:00<00:10,  3.65it/s]
     28/499      4.32G    0.02501    0.02047    0.01427         77        640:   8%|7         | 3/40 [00:01<00:10,  3.65it/s]
     28/499      4.32G    0.02501    0.02047    0.01427         77        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     28/499      4.32G    0.02481    0.01924    0.01525         54        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     28/499      4.32G    0.02481    0.01924    0.01525         54        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
     28/499      4.32G    0.02474    0.01896    0.01533         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
     28/499      4.32G    0.02474    0.01896    0.01533         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
     28/499      4.32G    0.02515    0.01934    0.01496         84        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
     28/499      4.32G    0.02515    0.01934    0.01496         84        640:  18%|#7        | 7/40 [00:01<00:08,  3.76it/s]
     28/499      4.32G    0.02485     0.0185    0.01451         54        640:  18%|#7        | 7/40 [00:02<00:08,  3.76it/s]
     28/499      4.32G    0.02485     0.0185    0.01451         54        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     28/499      4.32G    0.02492    0.01881    0.01454         85        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     28/499      4.32G    0.02492    0.01881    0.01454         85        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     28/499      4.32G    0.02496    0.01876    0.01514         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     28/499      4.32G    0.02496    0.01876    0.01514         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     28/499      4.32G    0.02492     0.0186    0.01499         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     28/499      4.32G    0.02492     0.0186    0.01499         72        640:  28%|##7       | 11/40 [00:02<00:07,  3.69it/s]
     28/499      4.32G    0.02482    0.01836     0.0152         68        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
     28/499      4.32G    0.02482    0.01836     0.0152         68        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     28/499      4.32G    0.02487    0.01847    0.01522         81        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     28/499      4.32G    0.02487    0.01847    0.01522         81        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     28/499      4.32G    0.02495    0.01833    0.01523         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     28/499      4.32G    0.02495    0.01833    0.01523         71        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     28/499      4.32G    0.02484    0.01809    0.01509         66        640:  35%|###5      | 14/40 [00:04<00:07,  3.70it/s]
     28/499      4.32G    0.02484    0.01809    0.01509         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.60it/s]
     28/499      4.32G     0.0248      0.018    0.01492         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.60it/s]
     28/499      4.32G     0.0248      0.018    0.01492         72        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     28/499      4.32G     0.0248    0.01794    0.01512         72        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     28/499      4.32G     0.0248    0.01794    0.01512         72        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     28/499      4.32G    0.02486    0.01811    0.01503         80        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     28/499      4.32G    0.02486    0.01811    0.01503         80        640:  45%|####5     | 18/40 [00:04<00:06,  3.60it/s]
     28/499      4.32G     0.0247    0.01812    0.01503         81        640:  45%|####5     | 18/40 [00:05<00:06,  3.60it/s]
     28/499      4.32G     0.0247    0.01812    0.01503         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     28/499      4.32G    0.02468    0.01813    0.01486         76        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     28/499      4.32G    0.02468    0.01813    0.01486         76        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     28/499      4.32G    0.02471    0.01811    0.01476         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     28/499      4.32G    0.02471    0.01811    0.01476         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     28/499      4.32G    0.02466    0.01813    0.01459         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     28/499      4.32G    0.02466    0.01813    0.01459         81        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     28/499      4.32G    0.02462    0.01812    0.01445         75        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
     28/499      4.32G    0.02462    0.01812    0.01445         75        640:  57%|#####7    | 23/40 [00:06<00:04,  3.67it/s]
     28/499      4.32G    0.02465    0.01811    0.01453         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.67it/s]
     28/499      4.32G    0.02465    0.01811    0.01453         71        640:  60%|######    | 24/40 [00:06<00:04,  3.55it/s]
     28/499      4.32G    0.02466    0.01807    0.01427         76        640:  60%|######    | 24/40 [00:06<00:04,  3.55it/s]
     28/499      4.32G    0.02466    0.01807    0.01427         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
     28/499      4.32G    0.02462    0.01799    0.01428         69        640:  62%|######2   | 25/40 [00:07<00:04,  3.70it/s]
     28/499      4.32G    0.02462    0.01799    0.01428         69        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
     28/499      4.32G    0.02458    0.01792    0.01416         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
     28/499      4.32G    0.02458    0.01792    0.01416         75        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
     28/499      4.32G    0.02458    0.01801    0.01416         85        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
     28/499      4.32G    0.02458    0.01801    0.01416         85        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     28/499      4.32G    0.02456    0.01812    0.01414         89        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     28/499      4.32G    0.02456    0.01812    0.01414         89        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
     28/499      4.32G    0.02478    0.01805    0.01427         55        640:  72%|#######2  | 29/40 [00:08<00:02,  3.71it/s]
     28/499      4.32G    0.02478    0.01805    0.01427         55        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     28/499      4.32G     0.0248    0.01798     0.0141         64        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     28/499      4.32G     0.0248    0.01798     0.0141         64        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     28/499      4.32G    0.02483    0.01803    0.01409         77        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     28/499      4.32G    0.02483    0.01803    0.01409         77        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     28/499      4.32G    0.02493    0.01797     0.0141         62        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     28/499      4.32G    0.02493    0.01797     0.0141         62        640:  82%|########2 | 33/40 [00:08<00:01,  3.62it/s]
     28/499      4.32G    0.02501    0.01805    0.01398         82        640:  82%|########2 | 33/40 [00:09<00:01,  3.62it/s]
     28/499      4.32G    0.02501    0.01805    0.01398         82        640:  85%|########5 | 34/40 [00:09<00:01,  3.78it/s]
     28/499      4.32G      0.025    0.01804    0.01387         78        640:  85%|########5 | 34/40 [00:09<00:01,  3.78it/s]
     28/499      4.32G      0.025    0.01804    0.01387         78        640:  88%|########7 | 35/40 [00:09<00:01,  3.88it/s]
     28/499      4.32G    0.02493     0.0181    0.01378         91        640:  88%|########7 | 35/40 [00:09<00:01,  3.88it/s]
     28/499      4.32G    0.02493     0.0181    0.01378         91        640:  90%|######### | 36/40 [00:09<00:00,  4.09it/s]
     28/499      4.32G    0.02491    0.01804    0.01371         63        640:  90%|######### | 36/40 [00:09<00:00,  4.09it/s]
     28/499      4.32G    0.02491    0.01804    0.01371         63        640:  92%|#########2| 37/40 [00:09<00:00,  4.38it/s]
     28/499      4.32G    0.02493    0.01796    0.01357         60        640:  92%|#########2| 37/40 [00:10<00:00,  4.38it/s]
     28/499      4.32G    0.02493    0.01796    0.01357         60        640:  95%|#########5| 38/40 [00:10<00:00,  4.55it/s]
     28/499      4.32G    0.02491    0.01789     0.0135         57        640:  95%|#########5| 38/40 [00:10<00:00,  4.55it/s]
     28/499      4.32G    0.02491    0.01789     0.0135         57        640:  98%|#########7| 39/40 [00:10<00:00,  4.61it/s]
     28/499      4.32G    0.02494    0.01784    0.01351         31        640:  98%|#########7| 39/40 [00:10<00:00,  4.61it/s]
     28/499      4.32G    0.02494    0.01784    0.01351         31        640: 100%|##########| 40/40 [00:10<00:00,  4.82it/s]
     28/499      4.32G    0.02494    0.01784    0.01351         31        640: 100%|##########| 40/40 [00:10<00:00,  3.83it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.15it/s]
                   all        132        263      0.756      0.844      0.817      0.549

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     29/499      4.32G    0.02336    0.01464   0.009748         59        640:   0%|          | 0/40 [00:00<?, ?it/s]
     29/499      4.32G    0.02336    0.01464   0.009748         59        640:   2%|2         | 1/40 [00:00<00:08,  4.63it/s]
     29/499      4.32G     0.0236    0.01731    0.01037         89        640:   2%|2         | 1/40 [00:00<00:08,  4.63it/s]
     29/499      4.32G     0.0236    0.01731    0.01037         89        640:   5%|5         | 2/40 [00:00<00:09,  3.83it/s]
     29/499      4.32G    0.02499    0.01792    0.01346         73        640:   5%|5         | 2/40 [00:00<00:09,  3.83it/s]
     29/499      4.32G    0.02499    0.01792    0.01346         73        640:   8%|7         | 3/40 [00:00<00:09,  3.90it/s]
     29/499      4.32G    0.02445    0.01849    0.01431         85        640:   8%|7         | 3/40 [00:01<00:09,  3.90it/s]
     29/499      4.32G    0.02445    0.01849    0.01431         85        640:  10%|#         | 4/40 [00:01<00:09,  3.84it/s]
     29/499      4.32G    0.02455    0.01848    0.01403         73        640:  10%|#         | 4/40 [00:01<00:09,  3.84it/s]
     29/499      4.32G    0.02455    0.01848    0.01403         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     29/499      4.32G    0.02502    0.01959    0.01384         94        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     29/499      4.32G    0.02502    0.01959    0.01384         94        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     29/499      4.32G    0.02524     0.0197    0.01323         75        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     29/499      4.32G    0.02524     0.0197    0.01323         75        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     29/499      4.32G    0.02513    0.01966    0.01297         79        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     29/499      4.32G    0.02513    0.01966    0.01297         79        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
     29/499      4.32G    0.02483    0.01903    0.01329         63        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
     29/499      4.32G    0.02483    0.01903    0.01329         63        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     29/499      4.32G    0.02476    0.01865    0.01284         65        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     29/499      4.32G    0.02476    0.01865    0.01284         65        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     29/499      4.32G    0.02483    0.01851    0.01269         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     29/499      4.32G    0.02483    0.01851    0.01269         72        640:  28%|##7       | 11/40 [00:02<00:08,  3.60it/s]
     29/499      4.32G    0.02467    0.01823    0.01302         64        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     29/499      4.32G    0.02467    0.01823    0.01302         64        640:  30%|###       | 12/40 [00:03<00:07,  3.55it/s]
     29/499      4.32G    0.02454     0.0181     0.0128         71        640:  30%|###       | 12/40 [00:03<00:07,  3.55it/s]
     29/499      4.32G    0.02454     0.0181     0.0128         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     29/499      4.32G    0.02465     0.0182    0.01298         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     29/499      4.32G    0.02465     0.0182    0.01298         79        640:  35%|###5      | 14/40 [00:03<00:07,  3.54it/s]
     29/499      4.32G    0.02459    0.01813    0.01282         75        640:  35%|###5      | 14/40 [00:04<00:07,  3.54it/s]
     29/499      4.32G    0.02459    0.01813    0.01282         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.66it/s]
     29/499      4.32G    0.02469    0.01811    0.01317         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.66it/s]
     29/499      4.32G    0.02469    0.01811    0.01317         67        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     29/499      4.32G    0.02474    0.01805    0.01341         68        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     29/499      4.32G    0.02474    0.01805    0.01341         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
     29/499      4.32G    0.02479    0.01805     0.0131         72        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
     29/499      4.32G    0.02479    0.01805     0.0131         72        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     29/499      4.32G    0.02465    0.01789    0.01307         69        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     29/499      4.32G    0.02465    0.01789    0.01307         69        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     29/499      4.32G    0.02473     0.0178    0.01317         63        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     29/499      4.32G    0.02473     0.0178    0.01317         63        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
     29/499      4.32G    0.02474    0.01776    0.01306         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
     29/499      4.32G    0.02474    0.01776    0.01306         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     29/499      4.32G    0.02475    0.01774    0.01326         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     29/499      4.32G    0.02475    0.01774    0.01326         67        640:  55%|#####5    | 22/40 [00:05<00:04,  3.75it/s]
     29/499      4.32G     0.0248    0.01768    0.01321         67        640:  55%|#####5    | 22/40 [00:06<00:04,  3.75it/s]
     29/499      4.32G     0.0248    0.01768    0.01321         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.65it/s]
     29/499      4.32G    0.02489    0.01777    0.01302         84        640:  57%|#####7    | 23/40 [00:06<00:04,  3.65it/s]
     29/499      4.32G    0.02489    0.01777    0.01302         84        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
     29/499      4.32G    0.02483    0.01787     0.0131         84        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
     29/499      4.32G    0.02483    0.01787     0.0131         84        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     29/499      4.32G    0.02493    0.01796    0.01299         81        640:  62%|######2   | 25/40 [00:07<00:04,  3.74it/s]
     29/499      4.32G    0.02493    0.01796    0.01299         81        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     29/499      4.32G    0.02493    0.01789    0.01296         71        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     29/499      4.32G    0.02493    0.01789    0.01296         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     29/499      4.32G    0.02495     0.0179    0.01278         80        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     29/499      4.32G    0.02495     0.0179    0.01278         80        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     29/499      4.32G    0.02496    0.01783    0.01284         62        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     29/499      4.32G    0.02496    0.01783    0.01284         62        640:  72%|#######2  | 29/40 [00:07<00:03,  3.62it/s]
     29/499      4.32G    0.02498    0.01783    0.01283         72        640:  72%|#######2  | 29/40 [00:08<00:03,  3.62it/s]
     29/499      4.32G    0.02498    0.01783    0.01283         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     29/499      4.32G    0.02497     0.0179    0.01276         82        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     29/499      4.32G    0.02497     0.0179    0.01276         82        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     29/499      4.32G    0.02493    0.01787     0.0127         73        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     29/499      4.32G    0.02493    0.01787     0.0127         73        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     29/499      4.32G    0.02495    0.01789     0.0127         73        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     29/499      4.32G    0.02495    0.01789     0.0127         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     29/499      4.32G    0.02491     0.0179    0.01258         81        640:  82%|########2 | 33/40 [00:09<00:01,  3.70it/s]
     29/499      4.32G    0.02491     0.0179    0.01258         81        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
     29/499      4.32G    0.02486    0.01779    0.01265         62        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
     29/499      4.32G    0.02486    0.01779    0.01265         62        640:  88%|########7 | 35/40 [00:09<00:01,  3.61it/s]
     29/499      4.32G    0.02483    0.01772    0.01269         67        640:  88%|########7 | 35/40 [00:09<00:01,  3.61it/s]
     29/499      4.32G    0.02483    0.01772    0.01269         67        640:  90%|######### | 36/40 [00:09<00:01,  3.75it/s]
     29/499      4.32G    0.02483    0.01778    0.01273         86        640:  90%|######### | 36/40 [00:09<00:01,  3.75it/s]
     29/499      4.32G    0.02483    0.01778    0.01273         86        640:  92%|#########2| 37/40 [00:09<00:00,  3.86it/s]
     29/499      4.32G    0.02483     0.0178    0.01262         77        640:  92%|#########2| 37/40 [00:10<00:00,  3.86it/s]
     29/499      4.32G    0.02483     0.0178    0.01262         77        640:  95%|#########5| 38/40 [00:10<00:00,  4.07it/s]
     29/499      4.32G    0.02486    0.01778    0.01267         65        640:  95%|#########5| 38/40 [00:10<00:00,  4.07it/s]
     29/499      4.32G    0.02486    0.01778    0.01267         65        640:  98%|#########7| 39/40 [00:10<00:00,  4.39it/s]
     29/499      4.32G    0.02492    0.01789    0.01268         39        640:  98%|#########7| 39/40 [00:10<00:00,  4.39it/s]
     29/499      4.32G    0.02492    0.01789    0.01268         39        640: 100%|##########| 40/40 [00:10<00:00,  4.71it/s]
     29/499      4.32G    0.02492    0.01789    0.01268         39        640: 100%|##########| 40/40 [00:10<00:00,  3.79it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.13it/s]
                   all        132        263      0.694      0.905      0.803      0.526

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     30/499      4.32G    0.02493    0.01718    0.01236         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     30/499      4.32G    0.02493    0.01718    0.01236         74        640:   2%|2         | 1/40 [00:00<00:11,  3.38it/s]
     30/499      4.32G    0.02628    0.01809    0.01364         81        640:   2%|2         | 1/40 [00:00<00:11,  3.38it/s]
     30/499      4.32G    0.02628    0.01809    0.01364         81        640:   5%|5         | 2/40 [00:00<00:09,  3.83it/s]
     30/499      4.32G    0.02614    0.01826    0.01272         78        640:   5%|5         | 2/40 [00:00<00:09,  3.83it/s]
     30/499      4.32G    0.02614    0.01826    0.01272         78        640:   8%|7         | 3/40 [00:00<00:09,  3.74it/s]
     30/499      4.32G    0.02567    0.01809    0.01262         75        640:   8%|7         | 3/40 [00:01<00:09,  3.74it/s]
     30/499      4.32G    0.02567    0.01809    0.01262         75        640:  10%|#         | 4/40 [00:01<00:10,  3.58it/s]
     30/499      4.32G    0.02595    0.01766    0.01283         61        640:  10%|#         | 4/40 [00:01<00:10,  3.58it/s]
     30/499      4.32G    0.02595    0.01766    0.01283         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
     30/499      4.32G    0.02576    0.01817    0.01259         87        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
     30/499      4.32G    0.02576    0.01817    0.01259         87        640:  15%|#5        | 6/40 [00:01<00:09,  3.73it/s]
     30/499      4.32G    0.02592      0.018    0.01261         70        640:  15%|#5        | 6/40 [00:01<00:09,  3.73it/s]
     30/499      4.32G    0.02592      0.018    0.01261         70        640:  18%|#7        | 7/40 [00:01<00:09,  3.64it/s]
     30/499      4.32G    0.02556    0.01761    0.01346         59        640:  18%|#7        | 7/40 [00:02<00:09,  3.64it/s]
     30/499      4.32G    0.02556    0.01761    0.01346         59        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     30/499      4.32G    0.02606    0.01777    0.01314         76        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     30/499      4.32G    0.02606    0.01777    0.01314         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     30/499      4.32G    0.02594    0.01762    0.01245         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     30/499      4.32G    0.02594    0.01762    0.01245         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     30/499      4.32G    0.02577    0.01794    0.01245         89        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     30/499      4.32G    0.02577    0.01794    0.01245         89        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     30/499      4.32G     0.0259      0.018    0.01363         67        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     30/499      4.32G     0.0259      0.018    0.01363         67        640:  30%|###       | 12/40 [00:03<00:07,  3.64it/s]
     30/499      4.32G    0.02567    0.01802    0.01378         78        640:  30%|###       | 12/40 [00:03<00:07,  3.64it/s]
     30/499      4.32G    0.02567    0.01802    0.01378         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.56it/s]
     30/499      4.32G    0.02583    0.01805     0.0139         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.56it/s]
     30/499      4.32G    0.02583    0.01805     0.0139         76        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     30/499      4.32G    0.02587      0.018    0.01399         67        640:  35%|###5      | 14/40 [00:04<00:07,  3.70it/s]
     30/499      4.32G    0.02587      0.018    0.01399         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.67it/s]
     30/499      4.32G    0.02578    0.01798    0.01411         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.67it/s]
     30/499      4.32G    0.02578    0.01798    0.01411         68        640:  40%|####      | 16/40 [00:04<00:06,  3.57it/s]
     30/499      4.32G    0.02565    0.01787    0.01393         68        640:  40%|####      | 16/40 [00:04<00:06,  3.57it/s]
     30/499      4.32G    0.02565    0.01787    0.01393         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     30/499      4.32G    0.02554    0.01807    0.01369         92        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     30/499      4.32G    0.02554    0.01807    0.01369         92        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
     30/499      4.32G    0.02558    0.01792    0.01348         65        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
     30/499      4.32G    0.02558    0.01792    0.01348         65        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     30/499      4.32G    0.02555    0.01799    0.01337         89        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     30/499      4.32G    0.02555    0.01799    0.01337         89        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     30/499      4.32G    0.02547    0.01811    0.01332         94        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     30/499      4.32G    0.02547    0.01811    0.01332         94        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     30/499      4.32G     0.0255    0.01801    0.01353         66        640:  52%|#####2    | 21/40 [00:06<00:05,  3.70it/s]
     30/499      4.32G     0.0255    0.01801    0.01353         66        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     30/499      4.32G    0.02555    0.01794     0.0135         65        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     30/499      4.32G    0.02555    0.01794     0.0135         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     30/499      4.32G    0.02557    0.01808    0.01332         89        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     30/499      4.32G    0.02557    0.01808    0.01332         89        640:  60%|######    | 24/40 [00:06<00:04,  3.67it/s]
     30/499      4.32G    0.02568    0.01823    0.01351         89        640:  60%|######    | 24/40 [00:06<00:04,  3.67it/s]
     30/499      4.32G    0.02568    0.01823    0.01351         89        640:  62%|######2   | 25/40 [00:06<00:04,  3.57it/s]
     30/499      4.32G    0.02565    0.01818    0.01388         65        640:  62%|######2   | 25/40 [00:07<00:04,  3.57it/s]
     30/499      4.32G    0.02565    0.01818    0.01388         65        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     30/499      4.32G    0.02559    0.01803    0.01382         65        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     30/499      4.32G    0.02559    0.01803    0.01382         65        640:  68%|######7   | 27/40 [00:07<00:03,  3.68it/s]
     30/499      4.32G    0.02554    0.01793    0.01377         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.68it/s]
     30/499      4.32G    0.02554    0.01793    0.01377         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.58it/s]
     30/499      4.32G    0.02554     0.0179    0.01384         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.58it/s]
     30/499      4.32G    0.02554     0.0179    0.01384         69        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     30/499      4.32G    0.02553    0.01785    0.01386         68        640:  72%|#######2  | 29/40 [00:08<00:02,  3.72it/s]
     30/499      4.32G    0.02553    0.01785    0.01386         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     30/499      4.32G    0.02543     0.0178    0.01373         70        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     30/499      4.32G    0.02543     0.0178    0.01373         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     30/499      4.32G    0.02548    0.01777    0.01361         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     30/499      4.32G    0.02548    0.01777    0.01361         65        640:  80%|########  | 32/40 [00:08<00:02,  3.70it/s]
     30/499      4.32G    0.02557    0.01797    0.01355         89        640:  80%|########  | 32/40 [00:08<00:02,  3.70it/s]
     30/499      4.32G    0.02557    0.01797    0.01355         89        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     30/499      4.32G    0.02562    0.01792    0.01363         66        640:  82%|########2 | 33/40 [00:09<00:01,  3.70it/s]
     30/499      4.32G    0.02562    0.01792    0.01363         66        640:  85%|########5 | 34/40 [00:09<00:01,  3.46it/s]
     30/499      4.32G    0.02564    0.01794     0.0136         85        640:  85%|########5 | 34/40 [00:09<00:01,  3.46it/s]
     30/499      4.32G    0.02564    0.01794     0.0136         85        640:  88%|########7 | 35/40 [00:09<00:01,  3.63it/s]
     30/499      4.32G    0.02557    0.01792    0.01358         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.63it/s]
     30/499      4.32G    0.02557    0.01792    0.01358         76        640:  90%|######### | 36/40 [00:09<00:01,  3.64it/s]
     30/499      4.32G    0.02549     0.0179    0.01342         73        640:  90%|######### | 36/40 [00:10<00:01,  3.64it/s]
     30/499      4.32G    0.02549     0.0179    0.01342         73        640:  92%|#########2| 37/40 [00:10<00:00,  3.60it/s]
     30/499      4.32G    0.02546    0.01789    0.01335         74        640:  92%|#########2| 37/40 [00:10<00:00,  3.60it/s]
     30/499      4.32G    0.02546    0.01789    0.01335         74        640:  95%|#########5| 38/40 [00:10<00:00,  3.83it/s]
     30/499      4.32G    0.02547     0.0179    0.01328         83        640:  95%|#########5| 38/40 [00:10<00:00,  3.83it/s]
     30/499      4.32G    0.02547     0.0179    0.01328         83        640:  98%|#########7| 39/40 [00:10<00:00,  4.20it/s]
     30/499      4.32G    0.02544     0.0179    0.01319         43        640:  98%|#########7| 39/40 [00:10<00:00,  4.20it/s]
     30/499      4.32G    0.02544     0.0179    0.01319         43        640: 100%|##########| 40/40 [00:10<00:00,  4.39it/s]
     30/499      4.32G    0.02544     0.0179    0.01319         43        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.14it/s]
                   all        132        263      0.712      0.706      0.735      0.506

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     31/499      4.32G    0.02353    0.01807    0.01617         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     31/499      4.32G    0.02353    0.01807    0.01617         73        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
     31/499      4.32G    0.02398    0.01695    0.01373         67        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
     31/499      4.32G    0.02398    0.01695    0.01373         67        640:   5%|5         | 2/40 [00:00<00:08,  4.31it/s]
     31/499      4.32G    0.02508    0.01789    0.01351         80        640:   5%|5         | 2/40 [00:00<00:08,  4.31it/s]
     31/499      4.32G    0.02508    0.01789    0.01351         80        640:   8%|7         | 3/40 [00:00<00:09,  3.83it/s]
     31/499      4.32G    0.02542    0.01748    0.01414         66        640:   8%|7         | 3/40 [00:00<00:09,  3.83it/s]
     31/499      4.32G    0.02542    0.01748    0.01414         66        640:  10%|#         | 4/40 [00:00<00:09,  3.93it/s]
     31/499      4.32G    0.02559    0.01782    0.01378         80        640:  10%|#         | 4/40 [00:01<00:09,  3.93it/s]
     31/499      4.32G    0.02559    0.01782    0.01378         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
     31/499      4.32G    0.02514    0.01745    0.01338         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
     31/499      4.32G    0.02514    0.01745    0.01338         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.66it/s]
     31/499      4.32G    0.02502    0.01761    0.01309         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.66it/s]
     31/499      4.32G    0.02502    0.01761    0.01309         76        640:  18%|#7        | 7/40 [00:01<00:08,  3.79it/s]
     31/499      4.32G     0.0251    0.01767    0.01285         74        640:  18%|#7        | 7/40 [00:02<00:08,  3.79it/s]
     31/499      4.32G     0.0251    0.01767    0.01285         74        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     31/499      4.32G    0.02559    0.01771    0.01318         72        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     31/499      4.32G    0.02559    0.01771    0.01318         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     31/499      4.32G     0.0254    0.01743     0.0127         61        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     31/499      4.32G     0.0254    0.01743     0.0127         61        640:  25%|##5       | 10/40 [00:02<00:07,  3.76it/s]
     31/499      4.32G    0.02529    0.01759      0.013         82        640:  25%|##5       | 10/40 [00:02<00:07,  3.76it/s]
     31/499      4.32G    0.02529    0.01759      0.013         82        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     31/499      4.32G    0.02525    0.01754    0.01297         72        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     31/499      4.32G    0.02525    0.01754    0.01297         72        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
     31/499      4.32G    0.02523     0.0177    0.01251         83        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
     31/499      4.32G    0.02523     0.0177    0.01251         83        640:  32%|###2      | 13/40 [00:03<00:07,  3.76it/s]
     31/499      4.32G     0.0252    0.01764    0.01278         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.76it/s]
     31/499      4.32G     0.0252    0.01764    0.01278         71        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     31/499      4.32G     0.0253    0.01793    0.01309         88        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     31/499      4.32G     0.0253    0.01793    0.01309         88        640:  38%|###7      | 15/40 [00:03<00:06,  3.64it/s]
     31/499      4.32G    0.02539    0.01804    0.01312         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.64it/s]
     31/499      4.32G    0.02539    0.01804    0.01312         79        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     31/499      4.32G    0.02539    0.01794    0.01303         66        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     31/499      4.32G    0.02539    0.01794    0.01303         66        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     31/499      4.32G    0.02533    0.01804    0.01309         85        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     31/499      4.32G    0.02533    0.01804    0.01309         85        640:  45%|####5     | 18/40 [00:04<00:06,  3.59it/s]
     31/499      4.32G    0.02526    0.01791    0.01299         66        640:  45%|####5     | 18/40 [00:05<00:06,  3.59it/s]
     31/499      4.32G    0.02526    0.01791    0.01299         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.76it/s]
     31/499      4.32G    0.02508    0.01783    0.01274         75        640:  48%|####7     | 19/40 [00:05<00:05,  3.76it/s]
     31/499      4.32G    0.02508    0.01783    0.01274         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     31/499      4.32G    0.02512    0.01799    0.01278         92        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     31/499      4.32G    0.02512    0.01799    0.01278         92        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     31/499      4.32G    0.02501    0.01801    0.01269         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     31/499      4.32G    0.02501    0.01801    0.01269         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.75it/s]
     31/499      4.32G      0.025    0.01806    0.01281         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.75it/s]
     31/499      4.32G      0.025    0.01806    0.01281         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     31/499      4.32G    0.02488    0.01794    0.01277         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     31/499      4.32G    0.02488    0.01794    0.01277         65        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     31/499      4.32G    0.02493    0.01796    0.01294         64        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     31/499      4.32G    0.02493    0.01796    0.01294         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     31/499      4.32G    0.02497    0.01797    0.01294         79        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     31/499      4.32G    0.02497    0.01797    0.01294         79        640:  65%|######5   | 26/40 [00:06<00:03,  3.69it/s]
     31/499      4.32G    0.02483     0.0179    0.01298         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
     31/499      4.32G    0.02483     0.0179    0.01298         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
     31/499      4.32G    0.02478    0.01795    0.01289         81        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
     31/499      4.32G    0.02478    0.01795    0.01289         81        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     31/499      4.32G    0.02475    0.01797    0.01295         72        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     31/499      4.32G    0.02475    0.01797    0.01295         72        640:  72%|#######2  | 29/40 [00:07<00:02,  3.67it/s]
     31/499      4.32G    0.02458    0.01789    0.01283         66        640:  72%|#######2  | 29/40 [00:08<00:02,  3.67it/s]
     31/499      4.32G    0.02458    0.01789    0.01283         66        640:  75%|#######5  | 30/40 [00:08<00:02,  3.60it/s]
     31/499      4.32G    0.02449     0.0178    0.01294         64        640:  75%|#######5  | 30/40 [00:08<00:02,  3.60it/s]
     31/499      4.32G    0.02449     0.0178    0.01294         64        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     31/499      4.32G    0.02445    0.01769    0.01279         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     31/499      4.32G    0.02445    0.01769    0.01279         65        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     31/499      4.32G    0.02439    0.01762    0.01271         63        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     31/499      4.32G    0.02439    0.01762    0.01271         63        640:  82%|########2 | 33/40 [00:08<00:01,  3.62it/s]
     31/499      4.32G    0.02444     0.0176    0.01261         71        640:  82%|########2 | 33/40 [00:09<00:01,  3.62it/s]
     31/499      4.32G    0.02444     0.0176    0.01261         71        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
     31/499      4.32G     0.0244    0.01759    0.01249         70        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
     31/499      4.32G     0.0244    0.01759    0.01249         70        640:  88%|########7 | 35/40 [00:09<00:01,  3.64it/s]
     31/499      4.32G    0.02435    0.01766    0.01251         87        640:  88%|########7 | 35/40 [00:09<00:01,  3.64it/s]
     31/499      4.32G    0.02435    0.01766    0.01251         87        640:  90%|######### | 36/40 [00:09<00:01,  3.57it/s]
     31/499      4.32G    0.02446    0.01764    0.01247         70        640:  90%|######### | 36/40 [00:09<00:01,  3.57it/s]
     31/499      4.32G    0.02446    0.01764    0.01247         70        640:  92%|#########2| 37/40 [00:09<00:00,  3.75it/s]
     31/499      4.32G    0.02447    0.01768     0.0124         77        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     31/499      4.32G    0.02447    0.01768     0.0124         77        640:  95%|#########5| 38/40 [00:10<00:00,  3.88it/s]
     31/499      4.32G    0.02447    0.01766     0.0124         73        640:  95%|#########5| 38/40 [00:10<00:00,  3.88it/s]
     31/499      4.32G    0.02447    0.01766     0.0124         73        640:  98%|#########7| 39/40 [00:10<00:00,  4.07it/s]
     31/499      4.32G     0.0244    0.01781    0.01243         52        640:  98%|#########7| 39/40 [00:10<00:00,  4.07it/s]
     31/499      4.32G     0.0244    0.01781    0.01243         52        640: 100%|##########| 40/40 [00:10<00:00,  4.41it/s]
     31/499      4.32G     0.0244    0.01781    0.01243         52        640: 100%|##########| 40/40 [00:10<00:00,  3.78it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.94it/s]
                   all        132        263      0.648      0.741      0.768      0.541

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     32/499      4.32G    0.02407    0.01657    0.01924         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     32/499      4.32G    0.02407    0.01657    0.01924         72        640:   2%|2         | 1/40 [00:00<00:11,  3.52it/s]
     32/499      4.32G     0.0239    0.01587    0.01364         64        640:   2%|2         | 1/40 [00:00<00:11,  3.52it/s]
     32/499      4.32G     0.0239    0.01587    0.01364         64        640:   5%|5         | 2/40 [00:00<00:11,  3.32it/s]
     32/499      4.32G     0.0249    0.01664    0.01263         75        640:   5%|5         | 2/40 [00:00<00:11,  3.32it/s]
     32/499      4.32G     0.0249    0.01664    0.01263         75        640:   8%|7         | 3/40 [00:00<00:10,  3.57it/s]
     32/499      4.32G    0.02457    0.01635    0.01131         66        640:   8%|7         | 3/40 [00:01<00:10,  3.57it/s]
     32/499      4.32G    0.02457    0.01635    0.01131         66        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     32/499      4.32G    0.02451    0.01661     0.0115         77        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     32/499      4.32G    0.02451    0.01661     0.0115         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.54it/s]
     32/499      4.32G    0.02464    0.01655    0.01164         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.54it/s]
     32/499      4.32G    0.02464    0.01655    0.01164         70        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     32/499      4.32G    0.02464    0.01698    0.01162         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     32/499      4.32G    0.02464    0.01698    0.01162         85        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     32/499      4.32G    0.02466    0.01669    0.01218         64        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     32/499      4.32G    0.02466    0.01669    0.01218         64        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     32/499      4.32G    0.02449    0.01701    0.01171         76        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     32/499      4.32G    0.02449    0.01701    0.01171         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     32/499      4.32G    0.02458    0.01733    0.01242         85        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     32/499      4.32G    0.02458    0.01733    0.01242         85        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     32/499      4.32G    0.02455    0.01763    0.01238         84        640:  25%|##5       | 10/40 [00:03<00:08,  3.71it/s]
     32/499      4.32G    0.02455    0.01763    0.01238         84        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     32/499      4.32G    0.02464    0.01784    0.01208         77        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     32/499      4.32G    0.02464    0.01784    0.01208         77        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     32/499      4.32G    0.02456    0.01779    0.01203         69        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     32/499      4.32G    0.02456    0.01779    0.01203         69        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     32/499      4.32G    0.02456    0.01759    0.01239         60        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     32/499      4.32G    0.02456    0.01759    0.01239         60        640:  35%|###5      | 14/40 [00:03<00:07,  3.64it/s]
     32/499      4.32G    0.02456    0.01756    0.01253         71        640:  35%|###5      | 14/40 [00:04<00:07,  3.64it/s]
     32/499      4.32G    0.02456    0.01756    0.01253         71        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     32/499      4.32G    0.02463    0.01742    0.01304         61        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     32/499      4.32G    0.02463    0.01742    0.01304         61        640:  40%|####      | 16/40 [00:04<00:06,  3.76it/s]
     32/499      4.32G    0.02455    0.01754    0.01284         80        640:  40%|####      | 16/40 [00:04<00:06,  3.76it/s]
     32/499      4.32G    0.02455    0.01754    0.01284         80        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     32/499      4.32G    0.02462    0.01765    0.01273         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     32/499      4.32G    0.02462    0.01765    0.01273         75        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     32/499      4.32G    0.02466    0.01769    0.01288         78        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     32/499      4.32G    0.02466    0.01769    0.01288         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     32/499      4.32G    0.02456    0.01751    0.01289         62        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     32/499      4.32G    0.02456    0.01751    0.01289         62        640:  50%|#####     | 20/40 [00:05<00:05,  3.62it/s]
     32/499      4.32G    0.02445    0.01742    0.01285         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.62it/s]
     32/499      4.32G    0.02445    0.01742    0.01285         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     32/499      4.32G    0.02447    0.01756    0.01286         83        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     32/499      4.32G    0.02447    0.01756    0.01286         83        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
     32/499      4.32G    0.02442    0.01771    0.01309         89        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
     32/499      4.32G    0.02442    0.01771    0.01309         89        640:  57%|#####7    | 23/40 [00:06<00:04,  3.61it/s]
     32/499      4.32G    0.02435    0.01754    0.01318         56        640:  57%|#####7    | 23/40 [00:06<00:04,  3.61it/s]
     32/499      4.32G    0.02435    0.01754    0.01318         56        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     32/499      4.32G    0.02429     0.0175    0.01309         60        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     32/499      4.32G    0.02429     0.0175    0.01309         60        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     32/499      4.32G    0.02434     0.0175    0.01304         74        640:  62%|######2   | 25/40 [00:07<00:04,  3.74it/s]
     32/499      4.32G    0.02434     0.0175    0.01304         74        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     32/499      4.32G    0.02426    0.01741    0.01294         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     32/499      4.32G    0.02426    0.01741    0.01294         63        640:  68%|######7   | 27/40 [00:07<00:03,  3.70it/s]
     32/499      4.32G    0.02431     0.0175    0.01294         77        640:  68%|######7   | 27/40 [00:07<00:03,  3.70it/s]
     32/499      4.32G    0.02431     0.0175    0.01294         77        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     32/499      4.32G    0.02423    0.01736    0.01283         61        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     32/499      4.32G    0.02423    0.01736    0.01283         61        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     32/499      4.32G     0.0243    0.01743    0.01278         78        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     32/499      4.32G     0.0243    0.01743    0.01278         78        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     32/499      4.32G     0.0242     0.0174     0.0128         71        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     32/499      4.32G     0.0242     0.0174     0.0128         71        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     32/499      4.32G    0.02428    0.01744    0.01286         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     32/499      4.32G    0.02428    0.01744    0.01286         78        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
     32/499      4.32G    0.02437    0.01753    0.01309         83        640:  80%|########  | 32/40 [00:09<00:02,  3.61it/s]
     32/499      4.32G    0.02437    0.01753    0.01309         83        640:  82%|########2 | 33/40 [00:09<00:01,  3.58it/s]
     32/499      4.32G    0.02431    0.01749    0.01298         76        640:  82%|########2 | 33/40 [00:09<00:01,  3.58it/s]
     32/499      4.32G    0.02431    0.01749    0.01298         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.62it/s]
     32/499      4.32G    0.02435    0.01751    0.01303         80        640:  85%|########5 | 34/40 [00:09<00:01,  3.62it/s]
     32/499      4.32G    0.02435    0.01751    0.01303         80        640:  88%|########7 | 35/40 [00:09<00:01,  3.51it/s]
     32/499      4.32G    0.02434    0.01746    0.01342         68        640:  88%|########7 | 35/40 [00:09<00:01,  3.51it/s]
     32/499      4.32G    0.02434    0.01746    0.01342         68        640:  90%|######### | 36/40 [00:09<00:01,  3.68it/s]
     32/499      4.32G     0.0243    0.01742    0.01334         67        640:  90%|######### | 36/40 [00:10<00:01,  3.68it/s]
     32/499      4.32G     0.0243    0.01742    0.01334         67        640:  92%|#########2| 37/40 [00:10<00:00,  3.81it/s]
     32/499      4.32G    0.02426    0.01737    0.01327         74        640:  92%|#########2| 37/40 [00:10<00:00,  3.81it/s]
     32/499      4.32G    0.02426    0.01737    0.01327         74        640:  95%|#########5| 38/40 [00:10<00:00,  4.01it/s]
     32/499      4.32G    0.02424    0.01744    0.01332         80        640:  95%|#########5| 38/40 [00:10<00:00,  4.01it/s]
     32/499      4.32G    0.02424    0.01744    0.01332         80        640:  98%|#########7| 39/40 [00:10<00:00,  4.33it/s]
     32/499      4.32G    0.02425    0.01756    0.01325         49        640:  98%|#########7| 39/40 [00:10<00:00,  4.33it/s]
     32/499      4.32G    0.02425    0.01756    0.01325         49        640: 100%|##########| 40/40 [00:10<00:00,  4.66it/s]
     32/499      4.32G    0.02425    0.01756    0.01325         49        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.01it/s]
                   all        132        263      0.817      0.799      0.786      0.551

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     33/499      4.32G    0.02695    0.01653    0.01397         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
     33/499      4.32G    0.02695    0.01653    0.01397         68        640:   2%|2         | 1/40 [00:00<00:10,  3.87it/s]
     33/499      4.32G    0.02565    0.01714    0.01268         72        640:   2%|2         | 1/40 [00:00<00:10,  3.87it/s]
     33/499      4.32G    0.02565    0.01714    0.01268         72        640:   5%|5         | 2/40 [00:00<00:09,  3.90it/s]
     33/499      4.32G    0.02557    0.01721    0.01281         77        640:   5%|5         | 2/40 [00:00<00:09,  3.90it/s]
     33/499      4.32G    0.02557    0.01721    0.01281         77        640:   8%|7         | 3/40 [00:00<00:09,  3.84it/s]
     33/499      4.32G    0.02501     0.0175    0.01235         80        640:   8%|7         | 3/40 [00:01<00:09,  3.84it/s]
     33/499      4.32G    0.02501     0.0175    0.01235         80        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
     33/499      4.32G    0.02464    0.01728    0.01185         70        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
     33/499      4.32G    0.02464    0.01728    0.01185         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.75it/s]
     33/499      4.32G    0.02486    0.01701    0.01209         64        640:  12%|#2        | 5/40 [00:01<00:09,  3.75it/s]
     33/499      4.32G    0.02486    0.01701    0.01209         64        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     33/499      4.32G    0.02474    0.01737    0.01216         81        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     33/499      4.32G    0.02474    0.01737    0.01216         81        640:  18%|#7        | 7/40 [00:01<00:09,  3.63it/s]
     33/499      4.32G     0.0243    0.01707    0.01244         67        640:  18%|#7        | 7/40 [00:02<00:09,  3.63it/s]
     33/499      4.32G     0.0243    0.01707    0.01244         67        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     33/499      4.32G    0.02427    0.01722    0.01236         77        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     33/499      4.32G    0.02427    0.01722    0.01236         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     33/499      4.32G    0.02431    0.01702    0.01256         66        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     33/499      4.32G    0.02431    0.01702    0.01256         66        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     33/499      4.32G    0.02409    0.01702    0.01254         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     33/499      4.32G    0.02409    0.01702    0.01254         71        640:  28%|##7       | 11/40 [00:02<00:07,  3.70it/s]
     33/499      4.32G    0.02389    0.01686    0.01231         70        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
     33/499      4.32G    0.02389    0.01686    0.01231         70        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     33/499      4.32G     0.0239    0.01686    0.01254         65        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     33/499      4.32G     0.0239    0.01686    0.01254         65        640:  32%|###2      | 13/40 [00:03<00:07,  3.59it/s]
     33/499      4.32G     0.0238    0.01693    0.01272         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.59it/s]
     33/499      4.32G     0.0238    0.01693    0.01272         76        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     33/499      4.32G      0.024    0.01715    0.01242         76        640:  35%|###5      | 14/40 [00:04<00:07,  3.70it/s]
     33/499      4.32G      0.024    0.01715    0.01242         76        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     33/499      4.32G    0.02395    0.01708    0.01252         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     33/499      4.32G    0.02395    0.01708    0.01252         65        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
     33/499      4.32G    0.02393    0.01707    0.01238         62        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
     33/499      4.32G    0.02393    0.01707    0.01238         62        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     33/499      4.32G    0.02415    0.01723     0.0121         78        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     33/499      4.32G    0.02415    0.01723     0.0121         78        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     33/499      4.32G     0.0243     0.0172    0.01255         65        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     33/499      4.32G     0.0243     0.0172    0.01255         65        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     33/499      4.32G    0.02437     0.0172    0.01274         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     33/499      4.32G    0.02437     0.0172    0.01274         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     33/499      4.32G    0.02429    0.01726    0.01249         85        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     33/499      4.32G    0.02429    0.01726    0.01249         85        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     33/499      4.32G    0.02425    0.01722    0.01247         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     33/499      4.32G    0.02425    0.01722    0.01247         70        640:  55%|#####5    | 22/40 [00:05<00:04,  3.61it/s]
     33/499      4.32G    0.02415    0.01712     0.0122         67        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
     33/499      4.32G    0.02415    0.01712     0.0122         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     33/499      4.32G    0.02419    0.01716    0.01219         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     33/499      4.32G    0.02419    0.01716    0.01219         74        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     33/499      4.32G    0.02422    0.01713     0.0121         74        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     33/499      4.32G    0.02422    0.01713     0.0121         74        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
     33/499      4.32G    0.02417    0.01703    0.01211         63        640:  62%|######2   | 25/40 [00:07<00:04,  3.61it/s]
     33/499      4.32G    0.02417    0.01703    0.01211         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     33/499      4.32G    0.02422    0.01717    0.01219         88        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     33/499      4.32G    0.02422    0.01717    0.01219         88        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
     33/499      4.32G    0.02419     0.0172    0.01222         78        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
     33/499      4.32G    0.02419     0.0172    0.01222         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.64it/s]
     33/499      4.32G    0.02413    0.01727    0.01213         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.64it/s]
     33/499      4.32G    0.02413    0.01727    0.01213         79        640:  72%|#######2  | 29/40 [00:07<00:02,  3.69it/s]
     33/499      4.32G    0.02414    0.01733    0.01192         83        640:  72%|#######2  | 29/40 [00:08<00:02,  3.69it/s]
     33/499      4.32G    0.02414    0.01733    0.01192         83        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     33/499      4.32G    0.02404    0.01723    0.01204         65        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     33/499      4.32G    0.02404    0.01723    0.01204         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     33/499      4.32G    0.02415    0.01729    0.01207         68        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     33/499      4.32G    0.02415    0.01729    0.01207         68        640:  80%|########  | 32/40 [00:08<00:02,  3.70it/s]
     33/499      4.32G    0.02414    0.01726    0.01214         68        640:  80%|########  | 32/40 [00:08<00:02,  3.70it/s]
     33/499      4.32G    0.02414    0.01726    0.01214         68        640:  82%|########2 | 33/40 [00:08<00:01,  3.67it/s]
     33/499      4.32G    0.02403    0.01717    0.01209         62        640:  82%|########2 | 33/40 [00:09<00:01,  3.67it/s]
     33/499      4.32G    0.02403    0.01717    0.01209         62        640:  85%|########5 | 34/40 [00:09<00:01,  3.58it/s]
     33/499      4.32G    0.02402    0.01713    0.01211         57        640:  85%|########5 | 34/40 [00:09<00:01,  3.58it/s]
     33/499      4.32G    0.02402    0.01713    0.01211         57        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     33/499      4.32G    0.02412    0.01704    0.01236         49        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     33/499      4.32G    0.02412    0.01704    0.01236         49        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     33/499      4.32G    0.02416    0.01712    0.01228         83        640:  90%|######### | 36/40 [00:10<00:01,  3.74it/s]
     33/499      4.32G    0.02416    0.01712    0.01228         83        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     33/499      4.32G    0.02414    0.01717    0.01238         83        640:  92%|#########2| 37/40 [00:10<00:00,  3.75it/s]
     33/499      4.32G    0.02414    0.01717    0.01238         83        640:  95%|#########5| 38/40 [00:10<00:00,  4.11it/s]
     33/499      4.32G    0.02415    0.01718    0.01241         77        640:  95%|#########5| 38/40 [00:10<00:00,  4.11it/s]
     33/499      4.32G    0.02415    0.01718    0.01241         77        640:  98%|#########7| 39/40 [00:10<00:00,  4.41it/s]
     33/499      4.32G    0.02404    0.01708    0.01239         27        640:  98%|#########7| 39/40 [00:10<00:00,  4.41it/s]
     33/499      4.32G    0.02404    0.01708    0.01239         27        640: 100%|##########| 40/40 [00:10<00:00,  4.54it/s]
     33/499      4.32G    0.02404    0.01708    0.01239         27        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.94it/s]
                   all        132        263      0.735      0.775      0.791       0.56

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     34/499      4.32G     0.0234    0.01625   0.006465         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     34/499      4.32G     0.0234    0.01625   0.006465         72        640:   2%|2         | 1/40 [00:00<00:09,  4.33it/s]
     34/499      4.32G    0.02335    0.01745   0.008797         84        640:   2%|2         | 1/40 [00:00<00:09,  4.33it/s]
     34/499      4.32G    0.02335    0.01745   0.008797         84        640:   5%|5         | 2/40 [00:00<00:09,  3.99it/s]
     34/499      4.32G    0.02293    0.01855   0.009595         88        640:   5%|5         | 2/40 [00:00<00:09,  3.99it/s]
     34/499      4.32G    0.02293    0.01855   0.009595         88        640:   8%|7         | 3/40 [00:00<00:10,  3.68it/s]
     34/499      4.32G    0.02303    0.01876   0.009714         86        640:   8%|7         | 3/40 [00:01<00:10,  3.68it/s]
     34/499      4.32G    0.02303    0.01876   0.009714         86        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     34/499      4.32G    0.02312    0.01875    0.01023         76        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     34/499      4.32G    0.02312    0.01875    0.01023         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     34/499      4.32G    0.02377    0.01868    0.01149         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     34/499      4.32G    0.02377    0.01868    0.01149         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
     34/499      4.32G    0.02389    0.01863    0.01141         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
     34/499      4.32G    0.02389    0.01863    0.01141         77        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     34/499      4.32G    0.02406    0.01873    0.01152         93        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     34/499      4.32G    0.02406    0.01873    0.01152         93        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     34/499      4.32G    0.02426    0.01836    0.01169         69        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     34/499      4.32G    0.02426    0.01836    0.01169         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     34/499      4.32G    0.02403    0.01839    0.01146         81        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     34/499      4.32G    0.02403    0.01839    0.01146         81        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     34/499      4.32G    0.02382    0.01804    0.01169         64        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     34/499      4.32G    0.02382    0.01804    0.01169         64        640:  28%|##7       | 11/40 [00:02<00:07,  3.72it/s]
     34/499      4.32G    0.02378    0.01807    0.01161         78        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     34/499      4.32G    0.02378    0.01807    0.01161         78        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
     34/499      4.32G    0.02377    0.01812    0.01178         85        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
     34/499      4.32G    0.02377    0.01812    0.01178         85        640:  32%|###2      | 13/40 [00:03<00:07,  3.69it/s]
     34/499      4.32G    0.02364    0.01799    0.01145         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.69it/s]
     34/499      4.32G    0.02364    0.01799    0.01145         74        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     34/499      4.32G    0.02344    0.01786    0.01124         77        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     34/499      4.32G    0.02344    0.01786    0.01124         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     34/499      4.32G    0.02339    0.01788    0.01099         85        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     34/499      4.32G    0.02339    0.01788    0.01099         85        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     34/499      4.32G    0.02334    0.01789    0.01124         80        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     34/499      4.32G    0.02334    0.01789    0.01124         80        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     34/499      4.32G    0.02334    0.01796    0.01105         78        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     34/499      4.32G    0.02334    0.01796    0.01105         78        640:  45%|####5     | 18/40 [00:04<00:06,  3.63it/s]
     34/499      4.32G    0.02336    0.01797    0.01102         81        640:  45%|####5     | 18/40 [00:05<00:06,  3.63it/s]
     34/499      4.32G    0.02336    0.01797    0.01102         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     34/499      4.32G    0.02329    0.01784      0.011         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     34/499      4.32G    0.02329    0.01784      0.011         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     34/499      4.32G    0.02342    0.01774    0.01113         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     34/499      4.32G    0.02342    0.01774    0.01113         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.57it/s]
     34/499      4.32G    0.02344    0.01763    0.01106         64        640:  52%|#####2    | 21/40 [00:05<00:05,  3.57it/s]
     34/499      4.32G    0.02344    0.01763    0.01106         64        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     34/499      4.32G     0.0234    0.01751    0.01116         70        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     34/499      4.32G     0.0234    0.01751    0.01116         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     34/499      4.32G    0.02338    0.01738    0.01131         57        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     34/499      4.32G    0.02338    0.01738    0.01131         57        640:  60%|######    | 24/40 [00:06<00:04,  3.59it/s]
     34/499      4.32G    0.02339    0.01735    0.01137         73        640:  60%|######    | 24/40 [00:06<00:04,  3.59it/s]
     34/499      4.32G    0.02339    0.01735    0.01137         73        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
     34/499      4.32G    0.02344    0.01726    0.01138         63        640:  62%|######2   | 25/40 [00:07<00:04,  3.70it/s]
     34/499      4.32G    0.02344    0.01726    0.01138         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     34/499      4.32G    0.02345    0.01737    0.01126         87        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     34/499      4.32G    0.02345    0.01737    0.01126         87        640:  68%|######7   | 27/40 [00:07<00:03,  3.62it/s]
     34/499      4.32G    0.02352    0.01748    0.01144         89        640:  68%|######7   | 27/40 [00:07<00:03,  3.62it/s]
     34/499      4.32G    0.02352    0.01748    0.01144         89        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     34/499      4.32G    0.02354    0.01741    0.01145         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     34/499      4.32G    0.02354    0.01741    0.01145         69        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     34/499      4.32G    0.02366     0.0175    0.01133         77        640:  72%|#######2  | 29/40 [00:08<00:02,  3.72it/s]
     34/499      4.32G    0.02366     0.0175    0.01133         77        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     34/499      4.32G    0.02378    0.01742    0.01134         59        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     34/499      4.32G    0.02378    0.01742    0.01134         59        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     34/499      4.32G     0.0238    0.01752    0.01148         82        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     34/499      4.32G     0.0238    0.01752    0.01148         82        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     34/499      4.32G    0.02375    0.01745    0.01152         68        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     34/499      4.32G    0.02375    0.01745    0.01152         68        640:  82%|########2 | 33/40 [00:08<00:01,  3.51it/s]
     34/499      4.32G    0.02378    0.01749    0.01154         78        640:  82%|########2 | 33/40 [00:09<00:01,  3.51it/s]
     34/499      4.32G    0.02378    0.01749    0.01154         78        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
     34/499      4.32G    0.02382    0.01738    0.01168         60        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
     34/499      4.32G    0.02382    0.01738    0.01168         60        640:  88%|########7 | 35/40 [00:09<00:01,  3.66it/s]
     34/499      4.32G    0.02385    0.01731    0.01168         57        640:  88%|########7 | 35/40 [00:09<00:01,  3.66it/s]
     34/499      4.32G    0.02385    0.01731    0.01168         57        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     34/499      4.32G    0.02383    0.01729    0.01158         68        640:  90%|######### | 36/40 [00:10<00:01,  3.60it/s]
     34/499      4.32G    0.02383    0.01729    0.01158         68        640:  92%|#########2| 37/40 [00:10<00:00,  3.80it/s]
     34/499      4.32G    0.02375    0.01713    0.01172         52        640:  92%|#########2| 37/40 [00:10<00:00,  3.80it/s]
     34/499      4.32G    0.02375    0.01713    0.01172         52        640:  95%|#########5| 38/40 [00:10<00:00,  4.14it/s]
     34/499      4.32G    0.02383    0.01719    0.01168         77        640:  95%|#########5| 38/40 [00:10<00:00,  4.14it/s]
     34/499      4.32G    0.02383    0.01719    0.01168         77        640:  98%|#########7| 39/40 [00:10<00:00,  4.31it/s]
     34/499      4.32G    0.02385     0.0172    0.01182         38        640:  98%|#########7| 39/40 [00:10<00:00,  4.31it/s]
     34/499      4.32G    0.02385     0.0172    0.01182         38        640: 100%|##########| 40/40 [00:10<00:00,  4.62it/s]
     34/499      4.32G    0.02385     0.0172    0.01182         38        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.38it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.13it/s]
                   all        132        263      0.872      0.819       0.89      0.589

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     35/499      4.32G    0.02605    0.01822   0.008318         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     35/499      4.32G    0.02605    0.01822   0.008318         77        640:   2%|2         | 1/40 [00:00<00:09,  4.18it/s]
     35/499      4.32G    0.02495    0.01775    0.01047         77        640:   2%|2         | 1/40 [00:00<00:09,  4.18it/s]
     35/499      4.32G    0.02495    0.01775    0.01047         77        640:   5%|5         | 2/40 [00:00<00:10,  3.69it/s]
     35/499      4.32G    0.02501    0.01767   0.009684         80        640:   5%|5         | 2/40 [00:00<00:10,  3.69it/s]
     35/499      4.32G    0.02501    0.01767   0.009684         80        640:   8%|7         | 3/40 [00:00<00:09,  3.83it/s]
     35/499      4.32G    0.02491    0.01856    0.01104         84        640:   8%|7         | 3/40 [00:01<00:09,  3.83it/s]
     35/499      4.32G    0.02491    0.01856    0.01104         84        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     35/499      4.32G    0.02472    0.01796    0.01025         70        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     35/499      4.32G    0.02472    0.01796    0.01025         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
     35/499      4.32G    0.02492    0.01753   0.009989         68        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
     35/499      4.32G    0.02492    0.01753   0.009989         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.73it/s]
     35/499      4.32G    0.02477    0.01733   0.009948         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.73it/s]
     35/499      4.32G    0.02477    0.01733   0.009948         72        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     35/499      4.32G    0.02484    0.01725   0.009979         64        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     35/499      4.32G    0.02484    0.01725   0.009979         64        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
     35/499      4.32G    0.02488    0.01706    0.01068         68        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
     35/499      4.32G    0.02488    0.01706    0.01068         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     35/499      4.32G    0.02471    0.01692    0.01176         60        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     35/499      4.32G    0.02471    0.01692    0.01176         60        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     35/499      4.32G    0.02452    0.01686    0.01201         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     35/499      4.32G    0.02452    0.01686    0.01201         71        640:  28%|##7       | 11/40 [00:02<00:08,  3.62it/s]
     35/499      4.32G    0.02445     0.0165    0.01222         57        640:  28%|##7       | 11/40 [00:03<00:08,  3.62it/s]
     35/499      4.32G    0.02445     0.0165    0.01222         57        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     35/499      4.32G    0.02447    0.01649    0.01194         71        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     35/499      4.32G    0.02447    0.01649    0.01194         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     35/499      4.32G    0.02427    0.01652    0.01206         77        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     35/499      4.32G    0.02427    0.01652    0.01206         77        640:  35%|###5      | 14/40 [00:03<00:07,  3.59it/s]
     35/499      4.32G    0.02423    0.01657    0.01193         73        640:  35%|###5      | 14/40 [00:04<00:07,  3.59it/s]
     35/499      4.32G    0.02423    0.01657    0.01193         73        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     35/499      4.32G    0.02427    0.01684    0.01192         89        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     35/499      4.32G    0.02427    0.01684    0.01192         89        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     35/499      4.32G    0.02442    0.01679    0.01196         63        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     35/499      4.32G    0.02442    0.01679    0.01196         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     35/499      4.32G    0.02438    0.01687    0.01234         81        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     35/499      4.32G    0.02438    0.01687    0.01234         81        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
     35/499      4.32G    0.02439    0.01688    0.01231         70        640:  45%|####5     | 18/40 [00:05<00:05,  3.74it/s]
     35/499      4.32G    0.02439    0.01688    0.01231         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     35/499      4.32G     0.0244    0.01679    0.01208         62        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     35/499      4.32G     0.0244    0.01679    0.01208         62        640:  50%|#####     | 20/40 [00:05<00:05,  3.64it/s]
     35/499      4.32G    0.02436    0.01685    0.01211         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.64it/s]
     35/499      4.32G    0.02436    0.01685    0.01211         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.66it/s]
     35/499      4.32G    0.02437    0.01708    0.01201         85        640:  52%|#####2    | 21/40 [00:05<00:05,  3.66it/s]
     35/499      4.32G    0.02437    0.01708    0.01201         85        640:  55%|#####5    | 22/40 [00:05<00:04,  3.68it/s]
     35/499      4.32G    0.02454    0.01718    0.01221         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.68it/s]
     35/499      4.32G    0.02454    0.01718    0.01221         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     35/499      4.32G    0.02439     0.0171    0.01206         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     35/499      4.32G    0.02439     0.0171    0.01206         69        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
     35/499      4.32G    0.02449    0.01718    0.01211         76        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
     35/499      4.32G    0.02449    0.01718    0.01211         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     35/499      4.32G    0.02449    0.01721    0.01231         75        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
     35/499      4.32G    0.02449    0.01721    0.01231         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.64it/s]
     35/499      4.32G    0.02439    0.01721    0.01223         78        640:  65%|######5   | 26/40 [00:07<00:03,  3.64it/s]
     35/499      4.32G    0.02439    0.01721    0.01223         78        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     35/499      4.32G    0.02432    0.01717    0.01229         65        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     35/499      4.32G    0.02432    0.01717    0.01229         65        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
     35/499      4.32G    0.02428    0.01715    0.01233         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
     35/499      4.32G    0.02428    0.01715    0.01233         70        640:  72%|#######2  | 29/40 [00:07<00:03,  3.62it/s]
     35/499      4.32G    0.02416    0.01709    0.01221         75        640:  72%|#######2  | 29/40 [00:08<00:03,  3.62it/s]
     35/499      4.32G    0.02416    0.01709    0.01221         75        640:  75%|#######5  | 30/40 [00:08<00:02,  3.69it/s]
     35/499      4.32G    0.02424    0.01707    0.01229         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.69it/s]
     35/499      4.32G    0.02424    0.01707    0.01229         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     35/499      4.32G    0.02426    0.01717    0.01238         81        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     35/499      4.32G    0.02426    0.01717    0.01238         81        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     35/499      4.32G    0.02424     0.0171    0.01229         64        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     35/499      4.32G    0.02424     0.0171    0.01229         64        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     35/499      4.32G    0.02417    0.01717    0.01225         91        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     35/499      4.32G    0.02417    0.01717    0.01225         91        640:  85%|########5 | 34/40 [00:09<00:01,  3.75it/s]
     35/499      4.32G    0.02427    0.01722    0.01219         74        640:  85%|########5 | 34/40 [00:09<00:01,  3.75it/s]
     35/499      4.32G    0.02427    0.01722    0.01219         74        640:  88%|########7 | 35/40 [00:09<00:01,  3.64it/s]
     35/499      4.32G    0.02426    0.01721    0.01226         63        640:  88%|########7 | 35/40 [00:09<00:01,  3.64it/s]
     35/499      4.32G    0.02426    0.01721    0.01226         63        640:  90%|######### | 36/40 [00:09<00:01,  3.77it/s]
     35/499      4.32G    0.02423    0.01721    0.01225         72        640:  90%|######### | 36/40 [00:09<00:01,  3.77it/s]
     35/499      4.32G    0.02423    0.01721    0.01225         72        640:  92%|#########2| 37/40 [00:09<00:00,  3.89it/s]
     35/499      4.32G    0.02423    0.01725    0.01218         85        640:  92%|#########2| 37/40 [00:10<00:00,  3.89it/s]
     35/499      4.32G    0.02423    0.01725    0.01218         85        640:  95%|#########5| 38/40 [00:10<00:00,  4.09it/s]
     35/499      4.32G    0.02427    0.01729    0.01222         80        640:  95%|#########5| 38/40 [00:10<00:00,  4.09it/s]
     35/499      4.32G    0.02427    0.01729    0.01222         80        640:  98%|#########7| 39/40 [00:10<00:00,  4.40it/s]
     35/499      4.32G    0.02423    0.01724    0.01216         34        640:  98%|#########7| 39/40 [00:10<00:00,  4.40it/s]
     35/499      4.32G    0.02423    0.01724    0.01216         34        640: 100%|##########| 40/40 [00:10<00:00,  4.74it/s]
     35/499      4.32G    0.02423    0.01724    0.01216         34        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.04it/s]
                   all        132        263      0.822       0.81      0.845      0.599

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     36/499      4.32G     0.0247    0.01747    0.01157         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     36/499      4.32G     0.0247    0.01747    0.01157         77        640:   2%|2         | 1/40 [00:00<00:10,  3.77it/s]
     36/499      4.32G     0.0254    0.01608    0.01384         65        640:   2%|2         | 1/40 [00:00<00:10,  3.77it/s]
     36/499      4.32G     0.0254    0.01608    0.01384         65        640:   5%|5         | 2/40 [00:00<00:08,  4.45it/s]
     36/499      4.32G    0.02501    0.01578    0.01422         69        640:   5%|5         | 2/40 [00:00<00:08,  4.45it/s]
     36/499      4.32G    0.02501    0.01578    0.01422         69        640:   8%|7         | 3/40 [00:00<00:08,  4.12it/s]
     36/499      4.32G    0.02488    0.01573    0.01417         68        640:   8%|7         | 3/40 [00:01<00:08,  4.12it/s]
     36/499      4.32G    0.02488    0.01573    0.01417         68        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     36/499      4.32G    0.02506    0.01639    0.01418         86        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     36/499      4.32G    0.02506    0.01639    0.01418         86        640:  12%|#2        | 5/40 [00:01<00:09,  3.86it/s]
     36/499      4.32G    0.02517    0.01714    0.01436         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.86it/s]
     36/499      4.32G    0.02517    0.01714    0.01436         85        640:  15%|#5        | 6/40 [00:01<00:08,  3.83it/s]
     36/499      4.32G      0.025    0.01677    0.01466         60        640:  15%|#5        | 6/40 [00:01<00:08,  3.83it/s]
     36/499      4.32G      0.025    0.01677    0.01466         60        640:  18%|#7        | 7/40 [00:01<00:08,  3.67it/s]
     36/499      4.32G    0.02447    0.01673    0.01406         79        640:  18%|#7        | 7/40 [00:02<00:08,  3.67it/s]
     36/499      4.32G    0.02447    0.01673    0.01406         79        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
     36/499      4.32G    0.02465    0.01715    0.01373         87        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
     36/499      4.32G    0.02465    0.01715    0.01373         87        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     36/499      4.32G    0.02447    0.01713    0.01361         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     36/499      4.32G    0.02447    0.01713    0.01361         77        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     36/499      4.32G    0.02432    0.01723    0.01331         76        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     36/499      4.32G    0.02432    0.01723    0.01331         76        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     36/499      4.32G    0.02421    0.01711    0.01321         80        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     36/499      4.32G    0.02421    0.01711    0.01321         80        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     36/499      4.32G    0.02426    0.01724    0.01334         79        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     36/499      4.32G    0.02426    0.01724    0.01334         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     36/499      4.32G    0.02409    0.01718    0.01313         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     36/499      4.32G    0.02409    0.01718    0.01313         75        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     36/499      4.32G    0.02397    0.01723    0.01317         84        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     36/499      4.32G    0.02397    0.01723    0.01317         84        640:  38%|###7      | 15/40 [00:03<00:06,  3.73it/s]
     36/499      4.32G      0.024    0.01729     0.0132         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     36/499      4.32G      0.024    0.01729     0.0132         77        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     36/499      4.32G      0.024    0.01732    0.01337         77        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     36/499      4.32G      0.024    0.01732    0.01337         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     36/499      4.32G    0.02393    0.01716    0.01313         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     36/499      4.32G    0.02393    0.01716    0.01313         63        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     36/499      4.32G    0.02388    0.01742    0.01288         93        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     36/499      4.32G    0.02388    0.01742    0.01288         93        640:  48%|####7     | 19/40 [00:05<00:05,  3.57it/s]
     36/499      4.32G    0.02398    0.01762    0.01304         88        640:  48%|####7     | 19/40 [00:05<00:05,  3.57it/s]
     36/499      4.32G    0.02398    0.01762    0.01304         88        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     36/499      4.32G    0.02406    0.01776    0.01303         88        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     36/499      4.32G    0.02406    0.01776    0.01303         88        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     36/499      4.32G    0.02409    0.01781    0.01339         78        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     36/499      4.32G    0.02409    0.01781    0.01339         78        640:  55%|#####5    | 22/40 [00:05<00:04,  3.62it/s]
     36/499      4.32G    0.02408     0.0178    0.01349         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.62it/s]
     36/499      4.32G    0.02408     0.0178    0.01349         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     36/499      4.32G    0.02403     0.0177    0.01314         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     36/499      4.32G    0.02403     0.0177    0.01314         69        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     36/499      4.32G    0.02402    0.01776     0.0134         87        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     36/499      4.32G    0.02402    0.01776     0.0134         87        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
     36/499      4.32G    0.02399    0.01764    0.01338         61        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
     36/499      4.32G    0.02399    0.01764    0.01338         61        640:  65%|######5   | 26/40 [00:06<00:03,  3.71it/s]
     36/499      4.32G    0.02409    0.01754    0.01353         58        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     36/499      4.32G    0.02409    0.01754    0.01353         58        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     36/499      4.32G    0.02399    0.01744    0.01353         68        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     36/499      4.32G    0.02399    0.01744    0.01353         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     36/499      4.32G    0.02396    0.01742    0.01337         75        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     36/499      4.32G    0.02396    0.01742    0.01337         75        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     36/499      4.32G    0.02397    0.01747    0.01326         89        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
     36/499      4.32G    0.02397    0.01747    0.01326         89        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
     36/499      4.32G    0.02395    0.01746    0.01338         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
     36/499      4.32G    0.02395    0.01746    0.01338         68        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     36/499      4.32G    0.02396    0.01765    0.01336         97        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     36/499      4.32G    0.02396    0.01765    0.01336         97        640:  80%|########  | 32/40 [00:08<00:02,  3.54it/s]
     36/499      4.32G    0.02392    0.01767     0.0134         85        640:  80%|########  | 32/40 [00:08<00:02,  3.54it/s]
     36/499      4.32G    0.02392    0.01767     0.0134         85        640:  82%|########2 | 33/40 [00:08<00:01,  3.60it/s]
     36/499      4.32G    0.02385    0.01772    0.01322         86        640:  82%|########2 | 33/40 [00:09<00:01,  3.60it/s]
     36/499      4.32G    0.02385    0.01772    0.01322         86        640:  85%|########5 | 34/40 [00:09<00:01,  3.54it/s]
     36/499      4.32G    0.02387    0.01779    0.01328         91        640:  85%|########5 | 34/40 [00:09<00:01,  3.54it/s]
     36/499      4.32G    0.02387    0.01779    0.01328         91        640:  88%|########7 | 35/40 [00:09<00:01,  3.65it/s]
     36/499      4.32G     0.0239    0.01774    0.01309         63        640:  88%|########7 | 35/40 [00:09<00:01,  3.65it/s]
     36/499      4.32G     0.0239    0.01774    0.01309         63        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     36/499      4.32G    0.02388    0.01766    0.01295         66        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     36/499      4.32G    0.02388    0.01766    0.01295         66        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
     36/499      4.32G    0.02387    0.01762    0.01301         79        640:  92%|#########2| 37/40 [00:10<00:00,  3.71it/s]
     36/499      4.32G    0.02387    0.01762    0.01301         79        640:  95%|#########5| 38/40 [00:10<00:00,  4.09it/s]
     36/499      4.32G     0.0239    0.01759    0.01295         66        640:  95%|#########5| 38/40 [00:10<00:00,  4.09it/s]
     36/499      4.32G     0.0239    0.01759    0.01295         66        640:  98%|#########7| 39/40 [00:10<00:00,  4.40it/s]
     36/499      4.32G    0.02394    0.01762    0.01296         37        640:  98%|#########7| 39/40 [00:10<00:00,  4.40it/s]
     36/499      4.32G    0.02394    0.01762    0.01296         37        640: 100%|##########| 40/40 [00:10<00:00,  4.58it/s]
     36/499      4.32G    0.02394    0.01762    0.01296         37        640: 100%|##########| 40/40 [00:10<00:00,  3.79it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.81it/s]
                   all        132        263      0.814      0.829      0.828      0.617

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     37/499      4.32G    0.02365    0.01632    0.01262         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     37/499      4.32G    0.02365    0.01632    0.01262         72        640:   2%|2         | 1/40 [00:00<00:10,  3.89it/s]
     37/499      4.32G    0.02402    0.01559    0.01339         59        640:   2%|2         | 1/40 [00:00<00:10,  3.89it/s]
     37/499      4.32G    0.02402    0.01559    0.01339         59        640:   5%|5         | 2/40 [00:00<00:10,  3.76it/s]
     37/499      4.32G    0.02461    0.01594    0.01391         64        640:   5%|5         | 2/40 [00:00<00:10,  3.76it/s]
     37/499      4.32G    0.02461    0.01594    0.01391         64        640:   8%|7         | 3/40 [00:00<00:10,  3.60it/s]
     37/499      4.32G     0.0238    0.01603    0.01207         72        640:   8%|7         | 3/40 [00:01<00:10,  3.60it/s]
     37/499      4.32G     0.0238    0.01603    0.01207         72        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     37/499      4.32G    0.02337    0.01624    0.01155         81        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     37/499      4.32G    0.02337    0.01624    0.01155         81        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     37/499      4.32G    0.02332    0.01685    0.01108         94        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     37/499      4.32G    0.02332    0.01685    0.01108         94        640:  15%|#5        | 6/40 [00:01<00:09,  3.61it/s]
     37/499      4.32G    0.02332    0.01737     0.0109         92        640:  15%|#5        | 6/40 [00:01<00:09,  3.61it/s]
     37/499      4.32G    0.02332    0.01737     0.0109         92        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     37/499      4.32G     0.0236    0.01769    0.01119         82        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     37/499      4.32G     0.0236    0.01769    0.01119         82        640:  20%|##        | 8/40 [00:02<00:08,  3.69it/s]
     37/499      4.32G    0.02354    0.01807     0.0115         84        640:  20%|##        | 8/40 [00:02<00:08,  3.69it/s]
     37/499      4.32G    0.02354    0.01807     0.0115         84        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     37/499      4.32G     0.0235    0.01798    0.01175         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     37/499      4.32G     0.0235    0.01798    0.01175         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     37/499      4.32G    0.02357    0.01773    0.01201         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     37/499      4.32G    0.02357    0.01773    0.01201         68        640:  28%|##7       | 11/40 [00:02<00:07,  3.69it/s]
     37/499      4.32G    0.02349    0.01762    0.01181         75        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
     37/499      4.32G    0.02349    0.01762    0.01181         75        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     37/499      4.32G     0.0234    0.01746    0.01229         70        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     37/499      4.32G     0.0234    0.01746    0.01229         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     37/499      4.32G    0.02338    0.01751    0.01227         81        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     37/499      4.32G    0.02338    0.01751    0.01227         81        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     37/499      4.32G    0.02333    0.01761    0.01241         86        640:  35%|###5      | 14/40 [00:04<00:07,  3.70it/s]
     37/499      4.32G    0.02333    0.01761    0.01241         86        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     37/499      4.32G    0.02338    0.01738     0.0127         58        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     37/499      4.32G    0.02338    0.01738     0.0127         58        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     37/499      4.32G    0.02361    0.01763    0.01264         89        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     37/499      4.32G    0.02361    0.01763    0.01264         89        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     37/499      4.32G    0.02371    0.01742    0.01285         58        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     37/499      4.32G    0.02371    0.01742    0.01285         58        640:  45%|####5     | 18/40 [00:04<00:06,  3.60it/s]
     37/499      4.32G    0.02359    0.01744    0.01284         83        640:  45%|####5     | 18/40 [00:05<00:06,  3.60it/s]
     37/499      4.32G    0.02359    0.01744    0.01284         83        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     37/499      4.32G    0.02364    0.01743    0.01267         73        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     37/499      4.32G    0.02364    0.01743    0.01267         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.68it/s]
     37/499      4.32G    0.02367    0.01768    0.01279         90        640:  50%|#####     | 20/40 [00:05<00:05,  3.68it/s]
     37/499      4.32G    0.02367    0.01768    0.01279         90        640:  52%|#####2    | 21/40 [00:05<00:05,  3.59it/s]
     37/499      4.32G    0.02367    0.01774    0.01271         78        640:  52%|#####2    | 21/40 [00:05<00:05,  3.59it/s]
     37/499      4.32G    0.02367    0.01774    0.01271         78        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
     37/499      4.32G    0.02352    0.01771    0.01252         83        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
     37/499      4.32G    0.02352    0.01771    0.01252         83        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     37/499      4.32G    0.02352    0.01767    0.01242         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     37/499      4.32G    0.02352    0.01767    0.01242         74        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     37/499      4.32G    0.02357    0.01752    0.01237         65        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     37/499      4.32G    0.02357    0.01752    0.01237         65        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     37/499      4.32G    0.02348    0.01742    0.01219         71        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     37/499      4.32G    0.02348    0.01742    0.01219         71        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     37/499      4.32G    0.02345    0.01744    0.01218         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     37/499      4.32G    0.02345    0.01744    0.01218         75        640:  68%|######7   | 27/40 [00:07<00:03,  3.61it/s]
     37/499      4.32G     0.0235    0.01744    0.01217         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.61it/s]
     37/499      4.32G     0.0235    0.01744    0.01217         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
     37/499      4.32G     0.0235    0.01752    0.01206         93        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
     37/499      4.32G     0.0235    0.01752    0.01206         93        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     37/499      4.32G    0.02364    0.01737    0.01203         49        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
     37/499      4.32G    0.02364    0.01737    0.01203         49        640:  75%|#######5  | 30/40 [00:08<00:02,  3.48it/s]
     37/499      4.32G    0.02365    0.01734    0.01218         67        640:  75%|#######5  | 30/40 [00:08<00:02,  3.48it/s]
     37/499      4.32G    0.02365    0.01734    0.01218         67        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     37/499      4.32G    0.02358    0.01733    0.01201         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     37/499      4.32G    0.02358    0.01733    0.01201         69        640:  80%|########  | 32/40 [00:08<00:02,  3.62it/s]
     37/499      4.32G    0.02362    0.01734    0.01196         74        640:  80%|########  | 32/40 [00:09<00:02,  3.62it/s]
     37/499      4.32G    0.02362    0.01734    0.01196         74        640:  82%|########2 | 33/40 [00:09<00:01,  3.55it/s]
     37/499      4.32G    0.02349    0.01726    0.01176         68        640:  82%|########2 | 33/40 [00:09<00:01,  3.55it/s]
     37/499      4.32G    0.02349    0.01726    0.01176         68        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
     37/499      4.32G    0.02346    0.01741    0.01172        103        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
     37/499      4.32G    0.02346    0.01741    0.01172        103        640:  88%|########7 | 35/40 [00:09<00:01,  3.87it/s]
     37/499      4.32G    0.02346    0.01742    0.01164         74        640:  88%|########7 | 35/40 [00:09<00:01,  3.87it/s]
     37/499      4.32G    0.02346    0.01742    0.01164         74        640:  90%|######### | 36/40 [00:09<00:00,  4.06it/s]
     37/499      4.32G    0.02341    0.01737    0.01169         72        640:  90%|######### | 36/40 [00:09<00:00,  4.06it/s]
     37/499      4.32G    0.02341    0.01737    0.01169         72        640:  92%|#########2| 37/40 [00:09<00:00,  4.38it/s]
     37/499      4.32G     0.0234    0.01732    0.01155         70        640:  92%|#########2| 37/40 [00:10<00:00,  4.38it/s]
     37/499      4.32G     0.0234    0.01732    0.01155         70        640:  95%|#########5| 38/40 [00:10<00:00,  4.54it/s]
     37/499      4.32G    0.02351    0.01729    0.01151         64        640:  95%|#########5| 38/40 [00:10<00:00,  4.54it/s]
     37/499      4.32G    0.02351    0.01729    0.01151         64        640:  98%|#########7| 39/40 [00:10<00:00,  4.58it/s]
     37/499      4.32G    0.02351    0.01722    0.01159         34        640:  98%|#########7| 39/40 [00:10<00:00,  4.58it/s]
     37/499      4.32G    0.02351    0.01722    0.01159         34        640: 100%|##########| 40/40 [00:10<00:00,  4.84it/s]
     37/499      4.32G    0.02351    0.01722    0.01159         34        640: 100%|##########| 40/40 [00:10<00:00,  3.81it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.59it/s]
                   all        132        263      0.777      0.793      0.816      0.594

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     38/499      4.32G    0.02176    0.01792    0.00867         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     38/499      4.32G    0.02176    0.01792    0.00867         77        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
     38/499      4.32G    0.02294    0.01692   0.009397         70        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
     38/499      4.32G    0.02294    0.01692   0.009397         70        640:   5%|5         | 2/40 [00:00<00:09,  3.90it/s]
     38/499      4.32G    0.02298    0.01702   0.009319         81        640:   5%|5         | 2/40 [00:00<00:09,  3.90it/s]
     38/499      4.32G    0.02298    0.01702   0.009319         81        640:   8%|7         | 3/40 [00:00<00:09,  4.00it/s]
     38/499      4.32G    0.02258    0.01604   0.009285         59        640:   8%|7         | 3/40 [00:01<00:09,  4.00it/s]
     38/499      4.32G    0.02258    0.01604   0.009285         59        640:  10%|#         | 4/40 [00:01<00:09,  3.84it/s]
     38/499      4.32G    0.02262    0.01638   0.009244         76        640:  10%|#         | 4/40 [00:01<00:09,  3.84it/s]
     38/499      4.32G    0.02262    0.01638   0.009244         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     38/499      4.32G    0.02245    0.01673   0.009688         87        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     38/499      4.32G    0.02245    0.01673   0.009688         87        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     38/499      4.32G    0.02249    0.01688    0.01122         78        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     38/499      4.32G    0.02249    0.01688    0.01122         78        640:  18%|#7        | 7/40 [00:01<00:09,  3.62it/s]
     38/499      4.32G    0.02235    0.01692    0.01085         73        640:  18%|#7        | 7/40 [00:02<00:09,  3.62it/s]
     38/499      4.32G    0.02235    0.01692    0.01085         73        640:  20%|##        | 8/40 [00:02<00:09,  3.53it/s]
     38/499      4.32G    0.02253    0.01717    0.01076         85        640:  20%|##        | 8/40 [00:02<00:09,  3.53it/s]
     38/499      4.32G    0.02253    0.01717    0.01076         85        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
     38/499      4.32G    0.02238    0.01719    0.01074         81        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
     38/499      4.32G    0.02238    0.01719    0.01074         81        640:  25%|##5       | 10/40 [00:02<00:08,  3.67it/s]
     38/499      4.32G    0.02237     0.0171    0.01033         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.67it/s]
     38/499      4.32G    0.02237     0.0171    0.01033         75        640:  28%|##7       | 11/40 [00:02<00:08,  3.59it/s]
     38/499      4.32G     0.0226    0.01676    0.01118         59        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
     38/499      4.32G     0.0226    0.01676    0.01118         59        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     38/499      4.32G     0.0227    0.01669    0.01091         66        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     38/499      4.32G     0.0227    0.01669    0.01091         66        640:  32%|###2      | 13/40 [00:03<00:07,  3.68it/s]
     38/499      4.32G    0.02299    0.01658    0.01081         61        640:  32%|###2      | 13/40 [00:03<00:07,  3.68it/s]
     38/499      4.32G    0.02299    0.01658    0.01081         61        640:  35%|###5      | 14/40 [00:03<00:07,  3.59it/s]
     38/499      4.32G      0.023    0.01655    0.01071         65        640:  35%|###5      | 14/40 [00:04<00:07,  3.59it/s]
     38/499      4.32G      0.023    0.01655    0.01071         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     38/499      4.32G      0.023    0.01684    0.01085         89        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     38/499      4.32G      0.023    0.01684    0.01085         89        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     38/499      4.32G    0.02293    0.01697    0.01064         92        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     38/499      4.32G    0.02293    0.01697    0.01064         92        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
     38/499      4.32G    0.02299    0.01696    0.01072         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
     38/499      4.32G    0.02299    0.01696    0.01072         69        640:  45%|####5     | 18/40 [00:04<00:06,  3.46it/s]
     38/499      4.32G    0.02309    0.01685    0.01088         69        640:  45%|####5     | 18/40 [00:05<00:06,  3.46it/s]
     38/499      4.32G    0.02309    0.01685    0.01088         69        640:  48%|####7     | 19/40 [00:05<00:05,  3.52it/s]
     38/499      4.32G     0.0231    0.01687    0.01124         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.52it/s]
     38/499      4.32G     0.0231    0.01687    0.01124         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.48it/s]
     38/499      4.32G      0.023    0.01677    0.01109         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.48it/s]
     38/499      4.32G      0.023    0.01677    0.01109         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.65it/s]
     38/499      4.32G    0.02313    0.01677    0.01118         73        640:  52%|#####2    | 21/40 [00:06<00:05,  3.65it/s]
     38/499      4.32G    0.02313    0.01677    0.01118         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.65it/s]
     38/499      4.32G    0.02326    0.01686    0.01114         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.65it/s]
     38/499      4.32G    0.02326    0.01686    0.01114         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     38/499      4.32G    0.02319    0.01673    0.01114         63        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     38/499      4.32G    0.02319    0.01673    0.01114         63        640:  60%|######    | 24/40 [00:06<00:04,  3.68it/s]
     38/499      4.32G    0.02308    0.01671    0.01107         72        640:  60%|######    | 24/40 [00:06<00:04,  3.68it/s]
     38/499      4.32G    0.02308    0.01671    0.01107         72        640:  62%|######2   | 25/40 [00:06<00:04,  3.69it/s]
     38/499      4.32G    0.02301    0.01673    0.01102         79        640:  62%|######2   | 25/40 [00:07<00:04,  3.69it/s]
     38/499      4.32G    0.02301    0.01673    0.01102         79        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
     38/499      4.32G    0.02294    0.01667    0.01096         62        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
     38/499      4.32G    0.02294    0.01667    0.01096         62        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     38/499      4.32G    0.02295    0.01672    0.01101         83        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     38/499      4.32G    0.02295    0.01672    0.01101         83        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     38/499      4.32G     0.0229    0.01657    0.01105         59        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     38/499      4.32G     0.0229    0.01657    0.01105         59        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     38/499      4.32G    0.02283     0.0166    0.01092         83        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     38/499      4.32G    0.02283     0.0166    0.01092         83        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     38/499      4.32G    0.02299     0.0167    0.01088         75        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     38/499      4.32G    0.02299     0.0167    0.01088         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.70it/s]
     38/499      4.32G    0.02299    0.01657    0.01096         58        640:  78%|#######7  | 31/40 [00:08<00:02,  3.70it/s]
     38/499      4.32G    0.02299    0.01657    0.01096         58        640:  80%|########  | 32/40 [00:08<00:02,  3.59it/s]
     38/499      4.32G    0.02304    0.01659    0.01098         72        640:  80%|########  | 32/40 [00:08<00:02,  3.59it/s]
     38/499      4.32G    0.02304    0.01659    0.01098         72        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     38/499      4.32G    0.02302    0.01657    0.01096         72        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
     38/499      4.32G    0.02302    0.01657    0.01096         72        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
     38/499      4.32G    0.02295    0.01651    0.01085         67        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
     38/499      4.32G    0.02295    0.01651    0.01085         67        640:  88%|########7 | 35/40 [00:09<00:01,  3.75it/s]
     38/499      4.32G    0.02296    0.01646     0.0108         63        640:  88%|########7 | 35/40 [00:09<00:01,  3.75it/s]
     38/499      4.32G    0.02296    0.01646     0.0108         63        640:  90%|######### | 36/40 [00:09<00:00,  4.10it/s]
     38/499      4.32G    0.02305    0.01652     0.0109         82        640:  90%|######### | 36/40 [00:09<00:00,  4.10it/s]
     38/499      4.32G    0.02305    0.01652     0.0109         82        640:  92%|#########2| 37/40 [00:09<00:00,  4.41it/s]
     38/499      4.32G    0.02307    0.01656    0.01087         72        640:  92%|#########2| 37/40 [00:10<00:00,  4.41it/s]
     38/499      4.32G    0.02307    0.01656    0.01087         72        640:  95%|#########5| 38/40 [00:10<00:00,  4.43it/s]
     38/499      4.32G      0.023    0.01666     0.0108         93        640:  95%|#########5| 38/40 [00:10<00:00,  4.43it/s]
     38/499      4.32G      0.023    0.01666     0.0108         93        640:  98%|#########7| 39/40 [00:10<00:00,  4.67it/s]
     38/499      4.32G    0.02315    0.01682    0.01092         43        640:  98%|#########7| 39/40 [00:10<00:00,  4.67it/s]
     38/499      4.32G    0.02315    0.01682    0.01092         43        640: 100%|##########| 40/40 [00:10<00:00,  4.84it/s]
     38/499      4.32G    0.02315    0.01682    0.01092         43        640: 100%|##########| 40/40 [00:10<00:00,  3.81it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.51it/s]
                   all        132        263      0.737      0.885      0.826       0.59

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     39/499      4.32G    0.02053    0.01893   0.008129         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
     39/499      4.32G    0.02053    0.01893   0.008129         85        640:   2%|2         | 1/40 [00:00<00:11,  3.34it/s]
     39/499      4.32G    0.02166     0.0182   0.006245         77        640:   2%|2         | 1/40 [00:00<00:11,  3.34it/s]
     39/499      4.32G    0.02166     0.0182   0.006245         77        640:   5%|5         | 2/40 [00:00<00:10,  3.66it/s]
     39/499      4.32G    0.02232    0.01841   0.006548         83        640:   5%|5         | 2/40 [00:00<00:10,  3.66it/s]
     39/499      4.32G    0.02232    0.01841   0.006548         83        640:   8%|7         | 3/40 [00:00<00:10,  3.70it/s]
     39/499      4.32G    0.02275    0.01798   0.007378         77        640:   8%|7         | 3/40 [00:01<00:10,  3.70it/s]
     39/499      4.32G    0.02275    0.01798   0.007378         77        640:  10%|#         | 4/40 [00:01<00:10,  3.58it/s]
     39/499      4.32G    0.02269    0.01759   0.007391         71        640:  10%|#         | 4/40 [00:01<00:10,  3.58it/s]
     39/499      4.32G    0.02269    0.01759   0.007391         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     39/499      4.32G    0.02242    0.01714   0.007887         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     39/499      4.32G    0.02242    0.01714   0.007887         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     39/499      4.32G    0.02253    0.01707   0.008762         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     39/499      4.32G    0.02253    0.01707   0.008762         72        640:  18%|#7        | 7/40 [00:01<00:09,  3.57it/s]
     39/499      4.32G    0.02273    0.01694   0.009289         67        640:  18%|#7        | 7/40 [00:02<00:09,  3.57it/s]
     39/499      4.32G    0.02273    0.01694   0.009289         67        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     39/499      4.32G    0.02268    0.01727   0.009496         92        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     39/499      4.32G    0.02268    0.01727   0.009496         92        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     39/499      4.32G    0.02252    0.01734   0.009349         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     39/499      4.32G    0.02252    0.01734   0.009349         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     39/499      4.32G     0.0227     0.0176   0.009726         92        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     39/499      4.32G     0.0227     0.0176   0.009726         92        640:  28%|##7       | 11/40 [00:02<00:07,  3.72it/s]
     39/499      4.32G    0.02267    0.01729   0.009469         60        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     39/499      4.32G    0.02267    0.01729   0.009469         60        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     39/499      4.32G    0.02294    0.01735   0.009789         76        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     39/499      4.32G    0.02294    0.01735   0.009789         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.66it/s]
     39/499      4.32G    0.02275    0.01734   0.009588         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.66it/s]
     39/499      4.32G    0.02275    0.01734   0.009588         78        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     39/499      4.32G    0.02286    0.01755   0.009919         87        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
     39/499      4.32G    0.02286    0.01755   0.009919         87        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     39/499      4.32G    0.02282    0.01744    0.01025         69        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     39/499      4.32G    0.02282    0.01744    0.01025         69        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
     39/499      4.32G    0.02293    0.01757    0.01024         73        640:  40%|####      | 16/40 [00:04<00:06,  3.63it/s]
     39/499      4.32G    0.02293    0.01757    0.01024         73        640:  42%|####2     | 17/40 [00:04<00:06,  3.66it/s]
     39/499      4.32G    0.02299    0.01736    0.01049         60        640:  42%|####2     | 17/40 [00:04<00:06,  3.66it/s]
     39/499      4.32G    0.02299    0.01736    0.01049         60        640:  45%|####5     | 18/40 [00:04<00:05,  3.68it/s]
     39/499      4.32G    0.02302     0.0173    0.01065         76        640:  45%|####5     | 18/40 [00:05<00:05,  3.68it/s]
     39/499      4.32G    0.02302     0.0173    0.01065         76        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     39/499      4.32G    0.02299    0.01742    0.01064         87        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     39/499      4.32G    0.02299    0.01742    0.01064         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.67it/s]
     39/499      4.32G    0.02289    0.01726    0.01062         65        640:  50%|#####     | 20/40 [00:05<00:05,  3.67it/s]
     39/499      4.32G    0.02289    0.01726    0.01062         65        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     39/499      4.32G    0.02278    0.01733    0.01042         93        640:  52%|#####2    | 21/40 [00:06<00:05,  3.71it/s]
     39/499      4.32G    0.02278    0.01733    0.01042         93        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
     39/499      4.32G    0.02273    0.01727    0.01036         70        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
     39/499      4.32G    0.02273    0.01727    0.01036         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     39/499      4.32G    0.02261    0.01709     0.0104         64        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     39/499      4.32G    0.02261    0.01709     0.0104         64        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     39/499      4.32G     0.0226    0.01697     0.0105         62        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     39/499      4.32G     0.0226    0.01697     0.0105         62        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
     39/499      4.32G    0.02256    0.01701    0.01052         79        640:  62%|######2   | 25/40 [00:07<00:04,  3.62it/s]
     39/499      4.32G    0.02256    0.01701    0.01052         79        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     39/499      4.32G    0.02261    0.01694    0.01054         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     39/499      4.32G    0.02261    0.01694    0.01054         63        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     39/499      4.32G    0.02269    0.01694    0.01071         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     39/499      4.32G    0.02269    0.01694    0.01071         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     39/499      4.32G    0.02267    0.01705    0.01075         87        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     39/499      4.32G    0.02267    0.01705    0.01075         87        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
     39/499      4.32G    0.02263    0.01696    0.01089         68        640:  72%|#######2  | 29/40 [00:08<00:02,  3.71it/s]
     39/499      4.32G    0.02263    0.01696    0.01089         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     39/499      4.32G    0.02266    0.01697    0.01092         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     39/499      4.32G    0.02266    0.01697    0.01092         79        640:  78%|#######7  | 31/40 [00:08<00:02,  3.64it/s]
     39/499      4.32G    0.02266    0.01704     0.0108         93        640:  78%|#######7  | 31/40 [00:08<00:02,  3.64it/s]
     39/499      4.32G    0.02266    0.01704     0.0108         93        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     39/499      4.32G    0.02273      0.017    0.01081         73        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     39/499      4.32G    0.02273      0.017    0.01081         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.76it/s]
     39/499      4.32G    0.02281    0.01701    0.01077         80        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     39/499      4.32G    0.02281    0.01701    0.01077         80        640:  85%|########5 | 34/40 [00:09<00:01,  3.77it/s]
     39/499      4.32G    0.02278    0.01706     0.0106         97        640:  85%|########5 | 34/40 [00:09<00:01,  3.77it/s]
     39/499      4.32G    0.02278    0.01706     0.0106         97        640:  88%|########7 | 35/40 [00:09<00:01,  4.12it/s]
     39/499      4.32G    0.02281    0.01698     0.0106         64        640:  88%|########7 | 35/40 [00:09<00:01,  4.12it/s]
     39/499      4.32G    0.02281    0.01698     0.0106         64        640:  90%|######### | 36/40 [00:09<00:00,  4.44it/s]
     39/499      4.32G    0.02287    0.01693    0.01076         64        640:  90%|######### | 36/40 [00:09<00:00,  4.44it/s]
     39/499      4.32G    0.02287    0.01693    0.01076         64        640:  92%|#########2| 37/40 [00:09<00:00,  4.50it/s]
     39/499      4.32G     0.0229    0.01689    0.01067         71        640:  92%|#########2| 37/40 [00:09<00:00,  4.50it/s]
     39/499      4.32G     0.0229    0.01689    0.01067         71        640:  95%|#########5| 38/40 [00:09<00:00,  4.71it/s]
     39/499      4.32G    0.02298    0.01694    0.01067         83        640:  95%|#########5| 38/40 [00:10<00:00,  4.71it/s]
     39/499      4.32G    0.02298    0.01694    0.01067         83        640:  98%|#########7| 39/40 [00:10<00:00,  4.88it/s]
     39/499      4.32G    0.02309    0.01695    0.01093         35        640:  98%|#########7| 39/40 [00:10<00:00,  4.88it/s]
     39/499      4.32G    0.02309    0.01695    0.01093         35        640: 100%|##########| 40/40 [00:10<00:00,  4.89it/s]
     39/499      4.32G    0.02309    0.01695    0.01093         35        640: 100%|##########| 40/40 [00:10<00:00,  3.85it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.33it/s]
                   all        132        263      0.741      0.784      0.781      0.568

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     40/499      4.32G    0.02448    0.01562    0.01319         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     40/499      4.32G    0.02448    0.01562    0.01319         74        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
     40/499      4.32G    0.02351    0.01425     0.0153         61        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
     40/499      4.32G    0.02351    0.01425     0.0153         61        640:   5%|5         | 2/40 [00:00<00:10,  3.66it/s]
     40/499      4.32G     0.0232    0.01458    0.01334         67        640:   5%|5         | 2/40 [00:00<00:10,  3.66it/s]
     40/499      4.32G     0.0232    0.01458    0.01334         67        640:   8%|7         | 3/40 [00:00<00:10,  3.52it/s]
     40/499      4.32G    0.02253    0.01515    0.01236         84        640:   8%|7         | 3/40 [00:01<00:10,  3.52it/s]
     40/499      4.32G    0.02253    0.01515    0.01236         84        640:  10%|#         | 4/40 [00:01<00:09,  3.70it/s]
     40/499      4.32G    0.02292    0.01542     0.0121         72        640:  10%|#         | 4/40 [00:01<00:09,  3.70it/s]
     40/499      4.32G    0.02292    0.01542     0.0121         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
     40/499      4.32G    0.02266    0.01539    0.01326         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
     40/499      4.32G    0.02266    0.01539    0.01326         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.57it/s]
     40/499      4.32G    0.02298    0.01533    0.01276         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.57it/s]
     40/499      4.32G    0.02298    0.01533    0.01276         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
     40/499      4.32G    0.02288    0.01566    0.01226         79        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
     40/499      4.32G    0.02288    0.01566    0.01226         79        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     40/499      4.32G     0.0228     0.0156    0.01167         66        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     40/499      4.32G     0.0228     0.0156    0.01167         66        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     40/499      4.32G    0.02283    0.01541    0.01166         62        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     40/499      4.32G    0.02283    0.01541    0.01166         62        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     40/499      4.32G    0.02301    0.01537    0.01183         58        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     40/499      4.32G    0.02301    0.01537    0.01183         58        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     40/499      4.32G    0.02295    0.01568     0.0119         84        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     40/499      4.32G    0.02295    0.01568     0.0119         84        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     40/499      4.32G    0.02292     0.0156    0.01159         63        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     40/499      4.32G    0.02292     0.0156    0.01159         63        640:  32%|###2      | 13/40 [00:03<00:07,  3.70it/s]
     40/499      4.32G    0.02291     0.0157    0.01169         77        640:  32%|###2      | 13/40 [00:03<00:07,  3.70it/s]
     40/499      4.32G    0.02291     0.0157    0.01169         77        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     40/499      4.32G    0.02302    0.01577    0.01194         72        640:  35%|###5      | 14/40 [00:04<00:07,  3.70it/s]
     40/499      4.32G    0.02302    0.01577    0.01194         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
     40/499      4.32G    0.02298    0.01569    0.01164         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
     40/499      4.32G    0.02298    0.01569    0.01164         68        640:  40%|####      | 16/40 [00:04<00:07,  3.40it/s]
     40/499      4.32G    0.02299    0.01578    0.01139         81        640:  40%|####      | 16/40 [00:04<00:07,  3.40it/s]
     40/499      4.32G    0.02299    0.01578    0.01139         81        640:  42%|####2     | 17/40 [00:04<00:06,  3.50it/s]
     40/499      4.32G    0.02313    0.01575    0.01158         65        640:  42%|####2     | 17/40 [00:05<00:06,  3.50it/s]
     40/499      4.32G    0.02313    0.01575    0.01158         65        640:  45%|####5     | 18/40 [00:05<00:06,  3.47it/s]
     40/499      4.32G    0.02311    0.01595    0.01138         82        640:  45%|####5     | 18/40 [00:05<00:06,  3.47it/s]
     40/499      4.32G    0.02311    0.01595    0.01138         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.62it/s]
     40/499      4.32G    0.02296    0.01598    0.01105         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.62it/s]
     40/499      4.32G    0.02296    0.01598    0.01105         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.65it/s]
     40/499      4.32G    0.02307    0.01607    0.01103         77        640:  50%|#####     | 20/40 [00:05<00:05,  3.65it/s]
     40/499      4.32G    0.02307    0.01607    0.01103         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.55it/s]
     40/499      4.32G    0.02301    0.01605    0.01093         74        640:  52%|#####2    | 21/40 [00:06<00:05,  3.55it/s]
     40/499      4.32G    0.02301    0.01605    0.01093         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.67it/s]
     40/499      4.32G    0.02307    0.01607    0.01088         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.67it/s]
     40/499      4.32G    0.02307    0.01607    0.01088         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     40/499      4.32G    0.02299    0.01594    0.01097         57        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     40/499      4.32G    0.02299    0.01594    0.01097         57        640:  60%|######    | 24/40 [00:06<00:04,  3.56it/s]
     40/499      4.32G    0.02298    0.01588    0.01072         66        640:  60%|######    | 24/40 [00:06<00:04,  3.56it/s]
     40/499      4.32G    0.02298    0.01588    0.01072         66        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     40/499      4.32G    0.02294    0.01573     0.0111         51        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     40/499      4.32G    0.02294    0.01573     0.0111         51        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     40/499      4.32G    0.02304     0.0158    0.01107         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     40/499      4.32G    0.02304     0.0158    0.01107         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
     40/499      4.32G    0.02315     0.0158    0.01129         65        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
     40/499      4.32G    0.02315     0.0158    0.01129         65        640:  70%|#######   | 28/40 [00:07<00:03,  3.70it/s]
     40/499      4.32G    0.02321     0.0159    0.01134         82        640:  70%|#######   | 28/40 [00:07<00:03,  3.70it/s]
     40/499      4.32G    0.02321     0.0159    0.01134         82        640:  72%|#######2  | 29/40 [00:07<00:02,  3.69it/s]
     40/499      4.32G    0.02321    0.01586    0.01158         61        640:  72%|#######2  | 29/40 [00:08<00:02,  3.69it/s]
     40/499      4.32G    0.02321    0.01586    0.01158         61        640:  75%|#######5  | 30/40 [00:08<00:02,  3.61it/s]
     40/499      4.32G    0.02321    0.01588    0.01149         71        640:  75%|#######5  | 30/40 [00:08<00:02,  3.61it/s]
     40/499      4.32G    0.02321    0.01588    0.01149         71        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     40/499      4.32G    0.02324    0.01596    0.01148         86        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     40/499      4.32G    0.02324    0.01596    0.01148         86        640:  80%|########  | 32/40 [00:08<00:02,  3.78it/s]
     40/499      4.32G    0.02329    0.01591    0.01144         65        640:  80%|########  | 32/40 [00:09<00:02,  3.78it/s]
     40/499      4.32G    0.02329    0.01591    0.01144         65        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     40/499      4.32G    0.02325    0.01587    0.01137         64        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     40/499      4.32G    0.02325    0.01587    0.01137         64        640:  85%|########5 | 34/40 [00:09<00:01,  4.11it/s]
     40/499      4.32G    0.02322    0.01593     0.0114         79        640:  85%|########5 | 34/40 [00:09<00:01,  4.11it/s]
     40/499      4.32G    0.02322    0.01593     0.0114         79        640:  88%|########7 | 35/40 [00:09<00:01,  4.35it/s]
     40/499      4.32G    0.02315    0.01589     0.0116         67        640:  88%|########7 | 35/40 [00:09<00:01,  4.35it/s]
     40/499      4.32G    0.02315    0.01589     0.0116         67        640:  90%|######### | 36/40 [00:09<00:00,  4.43it/s]
     40/499      4.32G    0.02318    0.01599    0.01157         94        640:  90%|######### | 36/40 [00:09<00:00,  4.43it/s]
     40/499      4.32G    0.02318    0.01599    0.01157         94        640:  92%|#########2| 37/40 [00:09<00:00,  4.58it/s]
     40/499      4.32G    0.02318    0.01597    0.01155         73        640:  92%|#########2| 37/40 [00:10<00:00,  4.58it/s]
     40/499      4.32G    0.02318    0.01597    0.01155         73        640:  95%|#########5| 38/40 [00:10<00:00,  4.76it/s]
     40/499      4.32G    0.02322    0.01601    0.01158         71        640:  95%|#########5| 38/40 [00:10<00:00,  4.76it/s]
     40/499      4.32G    0.02322    0.01601    0.01158         71        640:  98%|#########7| 39/40 [00:10<00:00,  4.73it/s]
     40/499      4.32G    0.02316    0.01595     0.0114         35        640:  98%|#########7| 39/40 [00:10<00:00,  4.73it/s]
     40/499      4.32G    0.02316    0.01595     0.0114         35        640: 100%|##########| 40/40 [00:10<00:00,  4.97it/s]
     40/499      4.32G    0.02316    0.01595     0.0114         35        640: 100%|##########| 40/40 [00:10<00:00,  3.83it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.37it/s]
                   all        132        263      0.831      0.796      0.854      0.628

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     41/499      4.32G    0.02116    0.01798   0.008211         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
     41/499      4.32G    0.02116    0.01798   0.008211         78        640:   2%|2         | 1/40 [00:00<00:09,  4.15it/s]
     41/499      4.32G    0.02288    0.01636    0.01089         67        640:   2%|2         | 1/40 [00:00<00:09,  4.15it/s]
     41/499      4.32G    0.02288    0.01636    0.01089         67        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     41/499      4.32G    0.02257    0.01585    0.01107         71        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     41/499      4.32G    0.02257    0.01585    0.01107         71        640:   8%|7         | 3/40 [00:00<00:09,  3.87it/s]
     41/499      4.32G    0.02287    0.01655    0.01131         85        640:   8%|7         | 3/40 [00:01<00:09,  3.87it/s]
     41/499      4.32G    0.02287    0.01655    0.01131         85        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     41/499      4.32G    0.02278    0.01656    0.01106         77        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     41/499      4.32G    0.02278    0.01656    0.01106         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
     41/499      4.32G    0.02263    0.01648    0.01151         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
     41/499      4.32G    0.02263    0.01648    0.01151         66        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
     41/499      4.32G    0.02308    0.01669    0.01094         75        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
     41/499      4.32G    0.02308    0.01669    0.01094         75        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     41/499      4.32G    0.02296     0.0166    0.01069         74        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     41/499      4.32G    0.02296     0.0166    0.01069         74        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
     41/499      4.32G    0.02287    0.01653    0.01071         70        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
     41/499      4.32G    0.02287    0.01653    0.01071         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.77it/s]
     41/499      4.32G     0.0226    0.01621    0.01037         66        640:  22%|##2       | 9/40 [00:02<00:08,  3.77it/s]
     41/499      4.32G     0.0226    0.01621    0.01037         66        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     41/499      4.32G     0.0227    0.01642    0.01049         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     41/499      4.32G     0.0227    0.01642    0.01049         79        640:  28%|##7       | 11/40 [00:02<00:08,  3.61it/s]
     41/499      4.32G    0.02266    0.01638    0.01044         67        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     41/499      4.32G    0.02266    0.01638    0.01044         67        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     41/499      4.32G     0.0229    0.01638    0.01039         70        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     41/499      4.32G     0.0229    0.01638    0.01039         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     41/499      4.32G    0.02288    0.01626    0.01048         66        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     41/499      4.32G    0.02288    0.01626    0.01048         66        640:  35%|###5      | 14/40 [00:03<00:07,  3.56it/s]
     41/499      4.32G    0.02289     0.0163    0.01065         75        640:  35%|###5      | 14/40 [00:04<00:07,  3.56it/s]
     41/499      4.32G    0.02289     0.0163    0.01065         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
     41/499      4.32G    0.02319    0.01629    0.01056         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
     41/499      4.32G    0.02319    0.01629    0.01056         68        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     41/499      4.32G    0.02319     0.0164    0.01082         73        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     41/499      4.32G    0.02319     0.0164    0.01082         73        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     41/499      4.32G    0.02315    0.01654    0.01118         90        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
     41/499      4.32G    0.02315    0.01654    0.01118         90        640:  45%|####5     | 18/40 [00:04<00:05,  3.75it/s]
     41/499      4.32G    0.02313    0.01649    0.01096         74        640:  45%|####5     | 18/40 [00:05<00:05,  3.75it/s]
     41/499      4.32G    0.02313    0.01649    0.01096         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     41/499      4.32G    0.02311    0.01635    0.01085         63        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     41/499      4.32G    0.02311    0.01635    0.01085         63        640:  50%|#####     | 20/40 [00:05<00:05,  3.64it/s]
     41/499      4.32G    0.02311    0.01651    0.01077         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.64it/s]
     41/499      4.32G    0.02311    0.01651    0.01077         87        640:  52%|#####2    | 21/40 [00:05<00:05,  3.77it/s]
     41/499      4.32G     0.0231    0.01658    0.01067         85        640:  52%|#####2    | 21/40 [00:05<00:05,  3.77it/s]
     41/499      4.32G     0.0231    0.01658    0.01067         85        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     41/499      4.32G    0.02306    0.01664    0.01068         87        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
     41/499      4.32G    0.02306    0.01664    0.01068         87        640:  57%|#####7    | 23/40 [00:06<00:04,  3.59it/s]
     41/499      4.32G    0.02303    0.01679    0.01057         95        640:  57%|#####7    | 23/40 [00:06<00:04,  3.59it/s]
     41/499      4.32G    0.02303    0.01679    0.01057         95        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
     41/499      4.32G    0.02312    0.01678    0.01053         68        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
     41/499      4.32G    0.02312    0.01678    0.01053         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     41/499      4.32G    0.02305    0.01674    0.01062         75        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
     41/499      4.32G    0.02305    0.01674    0.01062         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.61it/s]
     41/499      4.32G    0.02308    0.01669    0.01054         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.61it/s]
     41/499      4.32G    0.02308    0.01669    0.01054         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     41/499      4.32G    0.02312    0.01663    0.01064         66        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     41/499      4.32G    0.02312    0.01663    0.01064         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     41/499      4.32G    0.02307    0.01661    0.01049         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     41/499      4.32G    0.02307    0.01661    0.01049         71        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     41/499      4.32G     0.0231    0.01668     0.0105         76        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     41/499      4.32G     0.0231    0.01668     0.0105         76        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     41/499      4.32G    0.02308    0.01663    0.01038         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     41/499      4.32G    0.02308    0.01663    0.01038         68        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     41/499      4.32G    0.02306    0.01661    0.01032         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
     41/499      4.32G    0.02306    0.01661    0.01032         72        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
     41/499      4.32G    0.02299    0.01652     0.0103         67        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
     41/499      4.32G    0.02299    0.01652     0.0103         67        640:  82%|########2 | 33/40 [00:08<00:01,  4.12it/s]
     41/499      4.32G    0.02301     0.0165    0.01032         74        640:  82%|########2 | 33/40 [00:08<00:01,  4.12it/s]
     41/499      4.32G    0.02301     0.0165    0.01032         74        640:  85%|########5 | 34/40 [00:08<00:01,  4.43it/s]
     41/499      4.32G    0.02302    0.01644    0.01038         63        640:  85%|########5 | 34/40 [00:09<00:01,  4.43it/s]
     41/499      4.32G    0.02302    0.01644    0.01038         63        640:  88%|########7 | 35/40 [00:09<00:01,  4.53it/s]
     41/499      4.32G    0.02301    0.01652    0.01044         84        640:  88%|########7 | 35/40 [00:09<00:01,  4.53it/s]
     41/499      4.32G    0.02301    0.01652    0.01044         84        640:  90%|######### | 36/40 [00:09<00:00,  4.76it/s]
     41/499      4.32G    0.02297    0.01641    0.01043         55        640:  90%|######### | 36/40 [00:09<00:00,  4.76it/s]
     41/499      4.32G    0.02297    0.01641    0.01043         55        640:  92%|#########2| 37/40 [00:09<00:00,  4.92it/s]
     41/499      4.32G    0.02292    0.01644    0.01041         82        640:  92%|#########2| 37/40 [00:09<00:00,  4.92it/s]
     41/499      4.32G    0.02292    0.01644    0.01041         82        640:  95%|#########5| 38/40 [00:09<00:00,  4.82it/s]
     41/499      4.32G    0.02295    0.01656     0.0106         85        640:  95%|#########5| 38/40 [00:09<00:00,  4.82it/s]
     41/499      4.32G    0.02295    0.01656     0.0106         85        640:  98%|#########7| 39/40 [00:09<00:00,  4.97it/s]
     41/499      4.32G    0.02291     0.0165    0.01052         33        640:  98%|#########7| 39/40 [00:10<00:00,  4.97it/s]
     41/499      4.32G    0.02291     0.0165    0.01052         33        640: 100%|##########| 40/40 [00:10<00:00,  4.95it/s]
     41/499      4.32G    0.02291     0.0165    0.01052         33        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.14it/s]
                   all        132        263      0.888      0.853      0.886      0.669

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     42/499      4.32G    0.02191      0.017   0.009444         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     42/499      4.32G    0.02191      0.017   0.009444         81        640:   2%|2         | 1/40 [00:00<00:12,  3.06it/s]
     42/499      4.32G    0.02411    0.01752   0.009772         73        640:   2%|2         | 1/40 [00:00<00:12,  3.06it/s]
     42/499      4.32G    0.02411    0.01752   0.009772         73        640:   5%|5         | 2/40 [00:00<00:10,  3.55it/s]
     42/499      4.32G    0.02533    0.01833    0.01079         77        640:   5%|5         | 2/40 [00:00<00:10,  3.55it/s]
     42/499      4.32G    0.02533    0.01833    0.01079         77        640:   8%|7         | 3/40 [00:00<00:10,  3.58it/s]
     42/499      4.32G    0.02433    0.01725    0.01003         66        640:   8%|7         | 3/40 [00:01<00:10,  3.58it/s]
     42/499      4.32G    0.02433    0.01725    0.01003         66        640:  10%|#         | 4/40 [00:01<00:10,  3.50it/s]
     42/499      4.32G     0.0243    0.01674     0.0112         62        640:  10%|#         | 4/40 [00:01<00:10,  3.50it/s]
     42/499      4.32G     0.0243    0.01674     0.0112         62        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     42/499      4.32G      0.024    0.01712    0.01084         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     42/499      4.32G      0.024    0.01712    0.01084         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     42/499      4.32G    0.02398    0.01716    0.01161         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     42/499      4.32G    0.02398    0.01716    0.01161         73        640:  18%|#7        | 7/40 [00:01<00:09,  3.58it/s]
     42/499      4.32G    0.02377    0.01702    0.01127         70        640:  18%|#7        | 7/40 [00:02<00:09,  3.58it/s]
     42/499      4.32G    0.02377    0.01702    0.01127         70        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     42/499      4.32G    0.02377    0.01718    0.01132         86        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     42/499      4.32G    0.02377    0.01718    0.01132         86        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     42/499      4.32G    0.02377    0.01717    0.01132         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     42/499      4.32G    0.02377    0.01717    0.01132         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.57it/s]
     42/499      4.32G    0.02358    0.01703    0.01096         73        640:  25%|##5       | 10/40 [00:03<00:08,  3.57it/s]
     42/499      4.32G    0.02358    0.01703    0.01096         73        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     42/499      4.32G    0.02344    0.01691    0.01061         73        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     42/499      4.32G    0.02344    0.01691    0.01061         73        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     42/499      4.32G     0.0236    0.01665    0.01122         57        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     42/499      4.32G     0.0236    0.01665    0.01122         57        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     42/499      4.32G    0.02342    0.01639    0.01123         58        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     42/499      4.32G    0.02342    0.01639    0.01123         58        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     42/499      4.32G    0.02333    0.01625    0.01115         67        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     42/499      4.32G    0.02333    0.01625    0.01115         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     42/499      4.32G    0.02337    0.01636    0.01087         78        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     42/499      4.32G    0.02337    0.01636    0.01087         78        640:  40%|####      | 16/40 [00:04<00:06,  3.55it/s]
     42/499      4.32G    0.02339    0.01643    0.01108         83        640:  40%|####      | 16/40 [00:04<00:06,  3.55it/s]
     42/499      4.32G    0.02339    0.01643    0.01108         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     42/499      4.32G    0.02323    0.01656    0.01096         93        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     42/499      4.32G    0.02323    0.01656    0.01096         93        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     42/499      4.32G    0.02335    0.01663    0.01092         74        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     42/499      4.32G    0.02335    0.01663    0.01092         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     42/499      4.32G     0.0232     0.0167    0.01084         86        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     42/499      4.32G     0.0232     0.0167    0.01084         86        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     42/499      4.32G    0.02319    0.01668    0.01071         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     42/499      4.32G    0.02319    0.01668    0.01071         73        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     42/499      4.32G    0.02318    0.01677    0.01071         88        640:  52%|#####2    | 21/40 [00:06<00:05,  3.74it/s]
     42/499      4.32G    0.02318    0.01677    0.01071         88        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     42/499      4.32G    0.02319    0.01664    0.01056         59        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
     42/499      4.32G    0.02319    0.01664    0.01056         59        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     42/499      4.32G     0.0232    0.01656    0.01053         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     42/499      4.32G     0.0232    0.01656    0.01053         69        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     42/499      4.32G    0.02322    0.01652    0.01035         75        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     42/499      4.32G    0.02322    0.01652    0.01035         75        640:  62%|######2   | 25/40 [00:06<00:04,  3.60it/s]
     42/499      4.32G    0.02322    0.01668    0.01031         84        640:  62%|######2   | 25/40 [00:07<00:04,  3.60it/s]
     42/499      4.32G    0.02322    0.01668    0.01031         84        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     42/499      4.32G    0.02318    0.01671    0.01025         84        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     42/499      4.32G    0.02318    0.01671    0.01025         84        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     42/499      4.32G     0.0232     0.0166    0.01029         64        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     42/499      4.32G     0.0232     0.0166    0.01029         64        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     42/499      4.32G    0.02324    0.01666    0.01021         86        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     42/499      4.32G    0.02324    0.01666    0.01021         86        640:  72%|#######2  | 29/40 [00:07<00:02,  3.75it/s]
     42/499      4.32G     0.0232    0.01663    0.01022         73        640:  72%|#######2  | 29/40 [00:08<00:02,  3.75it/s]
     42/499      4.32G     0.0232    0.01663    0.01022         73        640:  75%|#######5  | 30/40 [00:08<00:02,  3.88it/s]
     42/499      4.32G    0.02315    0.01669     0.0102         81        640:  75%|#######5  | 30/40 [00:08<00:02,  3.88it/s]
     42/499      4.32G    0.02315    0.01669     0.0102         81        640:  78%|#######7  | 31/40 [00:08<00:02,  4.10it/s]
     42/499      4.32G    0.02309    0.01678     0.0102         91        640:  78%|#######7  | 31/40 [00:08<00:02,  4.10it/s]
     42/499      4.32G    0.02309    0.01678     0.0102         91        640:  80%|########  | 32/40 [00:08<00:01,  4.40it/s]
     42/499      4.32G    0.02302    0.01668    0.01019         68        640:  80%|########  | 32/40 [00:08<00:01,  4.40it/s]
     42/499      4.32G    0.02302    0.01668    0.01019         68        640:  82%|########2 | 33/40 [00:08<00:01,  4.58it/s]
     42/499      4.32G    0.02304     0.0167    0.01028         73        640:  82%|########2 | 33/40 [00:08<00:01,  4.58it/s]
     42/499      4.32G    0.02304     0.0167    0.01028         73        640:  85%|########5 | 34/40 [00:08<00:01,  4.60it/s]
     42/499      4.32G    0.02304    0.01677    0.01018         88        640:  85%|########5 | 34/40 [00:09<00:01,  4.60it/s]
     42/499      4.32G    0.02304    0.01677    0.01018         88        640:  88%|########7 | 35/40 [00:09<00:01,  4.80it/s]
     42/499      4.32G    0.02312    0.01679    0.01012         78        640:  88%|########7 | 35/40 [00:09<00:01,  4.80it/s]
     42/499      4.32G    0.02312    0.01679    0.01012         78        640:  90%|######### | 36/40 [00:09<00:00,  4.92it/s]
     42/499      4.32G     0.0231    0.01677    0.01005         75        640:  90%|######### | 36/40 [00:09<00:00,  4.92it/s]
     42/499      4.32G     0.0231    0.01677    0.01005         75        640:  92%|#########2| 37/40 [00:09<00:00,  4.81it/s]
     42/499      4.32G    0.02306    0.01679    0.01004         82        640:  92%|#########2| 37/40 [00:09<00:00,  4.81it/s]
     42/499      4.32G    0.02306    0.01679    0.01004         82        640:  95%|#########5| 38/40 [00:09<00:00,  4.91it/s]
     42/499      4.32G      0.023    0.01671    0.01003         69        640:  95%|#########5| 38/40 [00:09<00:00,  4.91it/s]
     42/499      4.32G      0.023    0.01671    0.01003         69        640:  98%|#########7| 39/40 [00:09<00:00,  5.05it/s]
     42/499      4.32G    0.02292    0.01674   0.009983         36        640:  98%|#########7| 39/40 [00:10<00:00,  5.05it/s]
     42/499      4.32G    0.02292    0.01674   0.009983         36        640: 100%|##########| 40/40 [00:10<00:00,  5.04it/s]
     42/499      4.32G    0.02292    0.01674   0.009983         36        640: 100%|##########| 40/40 [00:10<00:00,  3.95it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.89it/s]
                   all        132        263      0.772      0.853      0.877      0.647

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     43/499      4.32G     0.0268    0.02078   0.008582         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
     43/499      4.32G     0.0268    0.02078   0.008582         83        640:   2%|2         | 1/40 [00:00<00:11,  3.35it/s]
     43/499      4.32G    0.02475    0.01998   0.009584         92        640:   2%|2         | 1/40 [00:00<00:11,  3.35it/s]
     43/499      4.32G    0.02475    0.01998   0.009584         92        640:   5%|5         | 2/40 [00:00<00:10,  3.59it/s]
     43/499      4.32G    0.02369    0.01861    0.01074         67        640:   5%|5         | 2/40 [00:00<00:10,  3.59it/s]
     43/499      4.32G    0.02369    0.01861    0.01074         67        640:   8%|7         | 3/40 [00:00<00:10,  3.50it/s]
     43/499      4.32G    0.02376    0.01812    0.01001         63        640:   8%|7         | 3/40 [00:01<00:10,  3.50it/s]
     43/499      4.32G    0.02376    0.01812    0.01001         63        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     43/499      4.32G    0.02337    0.01787   0.009428         73        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     43/499      4.32G    0.02337    0.01787   0.009428         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
     43/499      4.32G    0.02337    0.01716   0.009332         59        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
     43/499      4.32G    0.02337    0.01716   0.009332         59        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
     43/499      4.32G    0.02302    0.01695   0.009411         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
     43/499      4.32G    0.02302    0.01695   0.009411         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     43/499      4.32G    0.02286    0.01717   0.009868         82        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     43/499      4.32G    0.02286    0.01717   0.009868         82        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     43/499      4.32G    0.02286     0.0171    0.01005         70        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     43/499      4.32G    0.02286     0.0171    0.01005         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     43/499      4.32G    0.02284    0.01717    0.01004         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     43/499      4.32G    0.02284    0.01717    0.01004         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     43/499      4.32G    0.02288    0.01735   0.009852         88        640:  25%|##5       | 10/40 [00:03<00:08,  3.71it/s]
     43/499      4.32G    0.02288    0.01735   0.009852         88        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     43/499      4.32G    0.02304    0.01735   0.009841         74        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     43/499      4.32G    0.02304    0.01735   0.009841         74        640:  30%|###       | 12/40 [00:03<00:07,  3.51it/s]
     43/499      4.32G    0.02298    0.01711   0.009781         60        640:  30%|###       | 12/40 [00:03<00:07,  3.51it/s]
     43/499      4.32G    0.02298    0.01711   0.009781         60        640:  32%|###2      | 13/40 [00:03<00:07,  3.64it/s]
     43/499      4.32G    0.02296    0.01711   0.009845         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.64it/s]
     43/499      4.32G    0.02296    0.01711   0.009845         71        640:  35%|###5      | 14/40 [00:03<00:07,  3.67it/s]
     43/499      4.32G    0.02287    0.01706   0.009687         70        640:  35%|###5      | 14/40 [00:04<00:07,  3.67it/s]
     43/499      4.32G    0.02287    0.01706   0.009687         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
     43/499      4.32G    0.02297    0.01709    0.01006         78        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
     43/499      4.32G    0.02297    0.01709    0.01006         78        640:  40%|####      | 16/40 [00:04<00:06,  3.68it/s]
     43/499      4.32G    0.02294    0.01727     0.0101         89        640:  40%|####      | 16/40 [00:04<00:06,  3.68it/s]
     43/499      4.32G    0.02294    0.01727     0.0101         89        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     43/499      4.32G    0.02292    0.01717    0.01009         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     43/499      4.32G    0.02292    0.01717    0.01009         69        640:  45%|####5     | 18/40 [00:04<00:06,  3.57it/s]
     43/499      4.32G    0.02282    0.01702   0.009945         63        640:  45%|####5     | 18/40 [00:05<00:06,  3.57it/s]
     43/499      4.32G    0.02282    0.01702   0.009945         63        640:  48%|####7     | 19/40 [00:05<00:05,  3.66it/s]
     43/499      4.32G    0.02275    0.01705    0.00982         83        640:  48%|####7     | 19/40 [00:05<00:05,  3.66it/s]
     43/499      4.32G    0.02275    0.01705    0.00982         83        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     43/499      4.32G    0.02284    0.01704   0.009808         69        640:  50%|#####     | 20/40 [00:05<00:05,  3.70it/s]
     43/499      4.32G    0.02284    0.01704   0.009808         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.63it/s]
     43/499      4.32G    0.02292    0.01688   0.009944         65        640:  52%|#####2    | 21/40 [00:06<00:05,  3.63it/s]
     43/499      4.32G    0.02292    0.01688   0.009944         65        640:  55%|#####5    | 22/40 [00:06<00:04,  3.67it/s]
     43/499      4.32G    0.02289      0.017   0.009835         87        640:  55%|#####5    | 22/40 [00:06<00:04,  3.67it/s]
     43/499      4.32G    0.02289      0.017   0.009835         87        640:  57%|#####7    | 23/40 [00:06<00:04,  3.68it/s]
     43/499      4.32G      0.023    0.01697   0.009702         75        640:  57%|#####7    | 23/40 [00:06<00:04,  3.68it/s]
     43/499      4.32G      0.023    0.01697   0.009702         75        640:  60%|######    | 24/40 [00:06<00:04,  3.59it/s]
     43/499      4.32G     0.0231    0.01685   0.009815         67        640:  60%|######    | 24/40 [00:06<00:04,  3.59it/s]
     43/499      4.32G     0.0231    0.01685   0.009815         67        640:  62%|######2   | 25/40 [00:06<00:04,  3.69it/s]
     43/499      4.32G     0.0231    0.01684   0.009695         79        640:  62%|######2   | 25/40 [00:07<00:04,  3.69it/s]
     43/499      4.32G     0.0231    0.01684   0.009695         79        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     43/499      4.32G    0.02307    0.01668   0.009741         58        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     43/499      4.32G    0.02307    0.01668   0.009741         58        640:  68%|######7   | 27/40 [00:07<00:03,  3.66it/s]
     43/499      4.32G    0.02315    0.01661   0.009659         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.66it/s]
     43/499      4.32G    0.02315    0.01661   0.009659         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.82it/s]
     43/499      4.32G    0.02313    0.01659   0.009736         72        640:  70%|#######   | 28/40 [00:07<00:03,  3.82it/s]
     43/499      4.32G    0.02313    0.01659   0.009736         72        640:  72%|#######2  | 29/40 [00:07<00:02,  4.18it/s]
     43/499      4.32G    0.02313    0.01668   0.009667         89        640:  72%|#######2  | 29/40 [00:08<00:02,  4.18it/s]
     43/499      4.32G    0.02313    0.01668   0.009667         89        640:  75%|#######5  | 30/40 [00:08<00:02,  4.32it/s]
     43/499      4.32G    0.02313    0.01676   0.009674         92        640:  75%|#######5  | 30/40 [00:08<00:02,  4.32it/s]
     43/499      4.32G    0.02313    0.01676   0.009674         92        640:  78%|#######7  | 31/40 [00:08<00:01,  4.59it/s]
     43/499      4.32G    0.02315    0.01666   0.009694         59        640:  78%|#######7  | 31/40 [00:08<00:01,  4.59it/s]
     43/499      4.32G    0.02315    0.01666   0.009694         59        640:  80%|########  | 32/40 [00:08<00:01,  4.68it/s]
     43/499      4.32G    0.02315    0.01671   0.009703         86        640:  80%|########  | 32/40 [00:08<00:01,  4.68it/s]
     43/499      4.32G    0.02315    0.01671   0.009703         86        640:  82%|########2 | 33/40 [00:08<00:01,  4.52it/s]
     43/499      4.32G    0.02318    0.01673   0.009747         75        640:  82%|########2 | 33/40 [00:08<00:01,  4.52it/s]
     43/499      4.32G    0.02318    0.01673   0.009747         75        640:  85%|########5 | 34/40 [00:08<00:01,  4.76it/s]
     43/499      4.32G     0.0232    0.01678   0.009784         88        640:  85%|########5 | 34/40 [00:09<00:01,  4.76it/s]
     43/499      4.32G     0.0232    0.01678   0.009784         88        640:  88%|########7 | 35/40 [00:09<00:01,  4.90it/s]
     43/499      4.32G    0.02324    0.01667   0.009755         54        640:  88%|########7 | 35/40 [00:09<00:01,  4.90it/s]
     43/499      4.32G    0.02324    0.01667   0.009755         54        640:  90%|######### | 36/40 [00:09<00:00,  4.88it/s]
     43/499      4.32G    0.02319    0.01665   0.009723         68        640:  90%|######### | 36/40 [00:09<00:00,  4.88it/s]
     43/499      4.32G    0.02319    0.01665   0.009723         68        640:  92%|#########2| 37/40 [00:09<00:00,  5.05it/s]
     43/499      4.32G    0.02321    0.01656   0.009708         69        640:  92%|#########2| 37/40 [00:09<00:00,  5.05it/s]
     43/499      4.32G    0.02321    0.01656   0.009708         69        640:  95%|#########5| 38/40 [00:09<00:00,  5.01it/s]
     43/499      4.32G    0.02321    0.01662   0.009779         81        640:  95%|#########5| 38/40 [00:09<00:00,  5.01it/s]
     43/499      4.32G    0.02321    0.01662   0.009779         81        640:  98%|#########7| 39/40 [00:09<00:00,  4.39it/s]
     43/499      4.32G     0.0232    0.01669   0.009661         51        640:  98%|#########7| 39/40 [00:10<00:00,  4.39it/s]
     43/499      4.32G     0.0232    0.01669   0.009661         51        640: 100%|##########| 40/40 [00:10<00:00,  4.31it/s]
     43/499      4.32G     0.0232    0.01669   0.009661         51        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.98it/s]
                   all        132        263      0.838      0.895      0.901      0.656

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     44/499      4.32G    0.02363    0.01548   0.008593         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     44/499      4.32G    0.02363    0.01548   0.008593         71        640:   2%|2         | 1/40 [00:00<00:08,  4.44it/s]
     44/499      4.32G    0.02277    0.01602   0.009875         80        640:   2%|2         | 1/40 [00:00<00:08,  4.44it/s]
     44/499      4.32G    0.02277    0.01602   0.009875         80        640:   5%|5         | 2/40 [00:00<00:10,  3.69it/s]
     44/499      4.32G    0.02226    0.01586   0.009022         77        640:   5%|5         | 2/40 [00:00<00:10,  3.69it/s]
     44/499      4.32G    0.02226    0.01586   0.009022         77        640:   8%|7         | 3/40 [00:00<00:09,  3.84it/s]
     44/499      4.32G    0.02224    0.01612   0.008281         84        640:   8%|7         | 3/40 [00:01<00:09,  3.84it/s]
     44/499      4.32G    0.02224    0.01612   0.008281         84        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     44/499      4.32G    0.02293    0.01585   0.008457         67        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     44/499      4.32G    0.02293    0.01585   0.008457         67        640:  12%|#2        | 5/40 [00:01<00:09,  3.59it/s]
     44/499      4.32G    0.02261    0.01548   0.008103         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.59it/s]
     44/499      4.32G    0.02261    0.01548   0.008103         66        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     44/499      4.32G    0.02278    0.01578   0.008247         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     44/499      4.32G    0.02278    0.01578   0.008247         71        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     44/499      4.32G    0.02284    0.01592   0.007979         75        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     44/499      4.32G    0.02284    0.01592   0.007979         75        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     44/499      4.32G     0.0229    0.01588   0.007991         72        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     44/499      4.32G     0.0229    0.01588   0.007991         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     44/499      4.32G    0.02313    0.01594   0.008393         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     44/499      4.32G    0.02313    0.01594   0.008393         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     44/499      4.32G    0.02308    0.01588   0.008233         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
     44/499      4.32G    0.02308    0.01588   0.008233         75        640:  28%|##7       | 11/40 [00:02<00:08,  3.59it/s]
     44/499      4.32G     0.0231    0.01627   0.008513         87        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
     44/499      4.32G     0.0231    0.01627   0.008513         87        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     44/499      4.32G    0.02295    0.01634   0.008416         78        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     44/499      4.32G    0.02295    0.01634   0.008416         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     44/499      4.32G    0.02332    0.01611   0.008735         56        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     44/499      4.32G    0.02332    0.01611   0.008735         56        640:  35%|###5      | 14/40 [00:03<00:07,  3.62it/s]
     44/499      4.32G    0.02325    0.01593   0.009183         64        640:  35%|###5      | 14/40 [00:04<00:07,  3.62it/s]
     44/499      4.32G    0.02325    0.01593   0.009183         64        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     44/499      4.32G    0.02343    0.01607   0.009751         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     44/499      4.32G    0.02343    0.01607   0.009751         75        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     44/499      4.32G    0.02337    0.01618   0.009628         82        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     44/499      4.32G    0.02337    0.01618   0.009628         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     44/499      4.32G    0.02337    0.01614   0.009827         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     44/499      4.32G    0.02337    0.01614   0.009827         68        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
     44/499      4.32G    0.02337    0.01609   0.009626         69        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
     44/499      4.32G    0.02337    0.01609   0.009626         69        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
     44/499      4.32G    0.02326    0.01611   0.009734         77        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
     44/499      4.32G    0.02326    0.01611   0.009734         77        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
     44/499      4.32G    0.02331    0.01602       0.01         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
     44/499      4.32G    0.02331    0.01602       0.01         66        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     44/499      4.32G     0.0234    0.01603    0.01008         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     44/499      4.32G     0.0234    0.01603    0.01008         68        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     44/499      4.32G    0.02324    0.01597    0.01008         68        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
     44/499      4.32G    0.02324    0.01597    0.01008         68        640:  57%|#####7    | 23/40 [00:06<00:04,  3.59it/s]
     44/499      4.32G    0.02321    0.01598    0.01001         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.59it/s]
     44/499      4.32G    0.02321    0.01598    0.01001         70        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     44/499      4.32G     0.0232    0.01593   0.009884         74        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     44/499      4.32G     0.0232    0.01593   0.009884         74        640:  62%|######2   | 25/40 [00:06<00:04,  3.75it/s]
     44/499      4.32G    0.02316    0.01599   0.009821         83        640:  62%|######2   | 25/40 [00:07<00:04,  3.75it/s]
     44/499      4.32G    0.02316    0.01599   0.009821         83        640:  65%|######5   | 26/40 [00:07<00:03,  3.67it/s]
     44/499      4.32G    0.02325    0.01582   0.009688         48        640:  65%|######5   | 26/40 [00:07<00:03,  3.67it/s]
     44/499      4.32G    0.02325    0.01582   0.009688         48        640:  68%|######7   | 27/40 [00:07<00:03,  3.87it/s]
     44/499      4.32G    0.02327    0.01583   0.009567         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.87it/s]
     44/499      4.32G    0.02327    0.01583   0.009567         67        640:  70%|#######   | 28/40 [00:07<00:02,  4.22it/s]
     44/499      4.32G    0.02319    0.01576   0.009548         66        640:  70%|#######   | 28/40 [00:07<00:02,  4.22it/s]
     44/499      4.32G    0.02319    0.01576   0.009548         66        640:  72%|#######2  | 29/40 [00:07<00:02,  4.36it/s]
     44/499      4.32G    0.02306    0.01581   0.009423         77        640:  72%|#######2  | 29/40 [00:07<00:02,  4.36it/s]
     44/499      4.32G    0.02306    0.01581   0.009423         77        640:  75%|#######5  | 30/40 [00:07<00:02,  4.63it/s]
     44/499      4.32G    0.02303    0.01591   0.009397         84        640:  75%|#######5  | 30/40 [00:08<00:02,  4.63it/s]
     44/499      4.32G    0.02303    0.01591   0.009397         84        640:  78%|#######7  | 31/40 [00:08<00:01,  4.84it/s]
     44/499      4.32G    0.02307    0.01604   0.009418         82        640:  78%|#######7  | 31/40 [00:08<00:01,  4.84it/s]
     44/499      4.32G    0.02307    0.01604   0.009418         82        640:  80%|########  | 32/40 [00:08<00:01,  4.79it/s]
     44/499      4.32G    0.02306    0.01613   0.009402         86        640:  80%|########  | 32/40 [00:08<00:01,  4.79it/s]
     44/499      4.32G    0.02306    0.01613   0.009402         86        640:  82%|########2 | 33/40 [00:08<00:01,  4.92it/s]
     44/499      4.32G    0.02301    0.01612   0.009409         76        640:  82%|########2 | 33/40 [00:08<00:01,  4.92it/s]
     44/499      4.32G    0.02301    0.01612   0.009409         76        640:  85%|########5 | 34/40 [00:08<00:01,  5.07it/s]
     44/499      4.32G    0.02299     0.0161   0.009414         75        640:  85%|########5 | 34/40 [00:08<00:01,  5.07it/s]
     44/499      4.32G    0.02299     0.0161   0.009414         75        640:  88%|########7 | 35/40 [00:08<00:01,  4.64it/s]
     44/499      4.32G    0.02298    0.01615   0.009453         84        640:  88%|########7 | 35/40 [00:09<00:01,  4.64it/s]
     44/499      4.32G    0.02298    0.01615   0.009453         84        640:  90%|######### | 36/40 [00:09<00:00,  4.82it/s]
     44/499      4.32G    0.02296     0.0162   0.009364         83        640:  90%|######### | 36/40 [00:09<00:00,  4.82it/s]
     44/499      4.32G    0.02296     0.0162   0.009364         83        640:  92%|#########2| 37/40 [00:09<00:00,  5.00it/s]
     44/499      4.32G    0.02295    0.01621   0.009336         76        640:  92%|#########2| 37/40 [00:09<00:00,  5.00it/s]
     44/499      4.32G    0.02295    0.01621   0.009336         76        640:  95%|#########5| 38/40 [00:09<00:00,  4.80it/s]
     44/499      4.32G    0.02289    0.01626   0.009245         89        640:  95%|#########5| 38/40 [00:09<00:00,  4.80it/s]
     44/499      4.32G    0.02289    0.01626   0.009245         89        640:  98%|#########7| 39/40 [00:09<00:00,  4.55it/s]
     44/499      4.32G    0.02288    0.01621   0.009158         32        640:  98%|#########7| 39/40 [00:09<00:00,  4.55it/s]
     44/499      4.32G    0.02288    0.01621   0.009158         32        640: 100%|##########| 40/40 [00:09<00:00,  4.46it/s]
     44/499      4.32G    0.02288    0.01621   0.009158         32        640: 100%|##########| 40/40 [00:09<00:00,  4.02it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.81it/s]
                   all        132        263      0.877      0.845      0.891      0.684

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     45/499      4.32G    0.02197    0.01734   0.008909         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     45/499      4.32G    0.02197    0.01734   0.008909         77        640:   2%|2         | 1/40 [00:00<00:09,  3.94it/s]
     45/499      4.32G    0.02352    0.01655    0.01079         73        640:   2%|2         | 1/40 [00:00<00:09,  3.94it/s]
     45/499      4.32G    0.02352    0.01655    0.01079         73        640:   5%|5         | 2/40 [00:00<00:09,  3.93it/s]
     45/499      4.32G    0.02385    0.01681   0.009592         84        640:   5%|5         | 2/40 [00:00<00:09,  3.93it/s]
     45/499      4.32G    0.02385    0.01681   0.009592         84        640:   8%|7         | 3/40 [00:00<00:09,  3.85it/s]
     45/499      4.32G    0.02391    0.01631   0.008722         70        640:   8%|7         | 3/40 [00:01<00:09,  3.85it/s]
     45/499      4.32G    0.02391    0.01631   0.008722         70        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     45/499      4.32G    0.02329    0.01617   0.008297         74        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     45/499      4.32G    0.02329    0.01617   0.008297         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     45/499      4.32G    0.02306    0.01565   0.009225         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     45/499      4.32G    0.02306    0.01565   0.009225         66        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     45/499      4.32G    0.02278    0.01536   0.008895         65        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     45/499      4.32G    0.02278    0.01536   0.008895         65        640:  18%|#7        | 7/40 [00:01<00:09,  3.66it/s]
     45/499      4.32G    0.02245    0.01554   0.009023         77        640:  18%|#7        | 7/40 [00:02<00:09,  3.66it/s]
     45/499      4.32G    0.02245    0.01554   0.009023         77        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     45/499      4.32G    0.02262    0.01551   0.009123         60        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     45/499      4.32G    0.02262    0.01551   0.009123         60        640:  22%|##2       | 9/40 [00:02<00:08,  3.68it/s]
     45/499      4.32G    0.02275    0.01533   0.009407         55        640:  22%|##2       | 9/40 [00:02<00:08,  3.68it/s]
     45/499      4.32G    0.02275    0.01533   0.009407         55        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
     45/499      4.32G    0.02288    0.01566   0.009615         77        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
     45/499      4.32G    0.02288    0.01566   0.009615         77        640:  28%|##7       | 11/40 [00:02<00:07,  3.70it/s]
     45/499      4.32G    0.02295    0.01583   0.009306         78        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
     45/499      4.32G    0.02295    0.01583   0.009306         78        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     45/499      4.32G    0.02283    0.01585   0.009253         75        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
     45/499      4.32G    0.02283    0.01585   0.009253         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
     45/499      4.32G    0.02275    0.01581   0.009675         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
     45/499      4.32G    0.02275    0.01581   0.009675         75        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     45/499      4.32G     0.0229    0.01582    0.01017         65        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     45/499      4.32G     0.0229    0.01582    0.01017         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     45/499      4.32G    0.02274    0.01586    0.01002         76        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     45/499      4.32G    0.02274    0.01586    0.01002         76        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     45/499      4.32G    0.02264    0.01606   0.009997         85        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     45/499      4.32G    0.02264    0.01606   0.009997         85        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     45/499      4.32G    0.02259    0.01605   0.009944         65        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     45/499      4.32G    0.02259    0.01605   0.009944         65        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     45/499      4.32G    0.02277    0.01603    0.01006         69        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     45/499      4.32G    0.02277    0.01603    0.01006         69        640:  48%|####7     | 19/40 [00:05<00:05,  3.67it/s]
     45/499      4.32G    0.02272    0.01602   0.009892         75        640:  48%|####7     | 19/40 [00:05<00:05,  3.67it/s]
     45/499      4.32G    0.02272    0.01602   0.009892         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     45/499      4.32G    0.02271    0.01609   0.009776         82        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     45/499      4.32G    0.02271    0.01609   0.009776         82        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     45/499      4.32G    0.02262    0.01629   0.009903         91        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     45/499      4.32G    0.02262    0.01629   0.009903         91        640:  55%|#####5    | 22/40 [00:05<00:04,  3.64it/s]
     45/499      4.32G    0.02265    0.01651   0.009803         93        640:  55%|#####5    | 22/40 [00:06<00:04,  3.64it/s]
     45/499      4.32G    0.02265    0.01651   0.009803         93        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     45/499      4.32G     0.0226    0.01643   0.009739         64        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     45/499      4.32G     0.0226    0.01643   0.009739         64        640:  60%|######    | 24/40 [00:06<00:04,  3.77it/s]
     45/499      4.32G    0.02284     0.0164       0.01         67        640:  60%|######    | 24/40 [00:06<00:04,  3.77it/s]
     45/499      4.32G    0.02284     0.0164       0.01         67        640:  62%|######2   | 25/40 [00:06<00:03,  3.77it/s]
     45/499      4.32G    0.02283     0.0164   0.009909         78        640:  62%|######2   | 25/40 [00:06<00:03,  3.77it/s]
     45/499      4.32G    0.02283     0.0164   0.009909         78        640:  65%|######5   | 26/40 [00:06<00:03,  4.11it/s]
     45/499      4.32G    0.02286    0.01642    0.01007         74        640:  65%|######5   | 26/40 [00:07<00:03,  4.11it/s]
     45/499      4.32G    0.02286    0.01642    0.01007         74        640:  68%|######7   | 27/40 [00:07<00:02,  4.41it/s]
     45/499      4.32G    0.02287    0.01641    0.01006         74        640:  68%|######7   | 27/40 [00:07<00:02,  4.41it/s]
     45/499      4.32G    0.02287    0.01641    0.01006         74        640:  70%|#######   | 28/40 [00:07<00:02,  4.49it/s]
     45/499      4.32G    0.02285    0.01649    0.01002         78        640:  70%|#######   | 28/40 [00:07<00:02,  4.49it/s]
     45/499      4.32G    0.02285    0.01649    0.01002         78        640:  72%|#######2  | 29/40 [00:07<00:02,  4.70it/s]
     45/499      4.32G    0.02283    0.01639   0.009842         68        640:  72%|#######2  | 29/40 [00:07<00:02,  4.70it/s]
     45/499      4.32G    0.02283    0.01639   0.009842         68        640:  75%|#######5  | 30/40 [00:07<00:02,  4.73it/s]
     45/499      4.32G    0.02277    0.01637   0.009724         82        640:  75%|#######5  | 30/40 [00:07<00:02,  4.73it/s]
     45/499      4.32G    0.02277    0.01637   0.009724         82        640:  78%|#######7  | 31/40 [00:07<00:01,  4.69it/s]
     45/499      4.32G    0.02276    0.01635   0.009967         68        640:  78%|#######7  | 31/40 [00:08<00:01,  4.69it/s]
     45/499      4.32G    0.02276    0.01635   0.009967         68        640:  80%|########  | 32/40 [00:08<00:01,  4.88it/s]
     45/499      4.32G     0.0227    0.01631   0.009909         76        640:  80%|########  | 32/40 [00:08<00:01,  4.88it/s]
     45/499      4.32G     0.0227    0.01631   0.009909         76        640:  82%|########2 | 33/40 [00:08<00:01,  4.95it/s]
     45/499      4.32G    0.02269    0.01624   0.009901         64        640:  82%|########2 | 33/40 [00:08<00:01,  4.95it/s]
     45/499      4.32G    0.02269    0.01624   0.009901         64        640:  85%|########5 | 34/40 [00:08<00:01,  4.85it/s]
     45/499      4.32G    0.02265    0.01632   0.009965         87        640:  85%|########5 | 34/40 [00:08<00:01,  4.85it/s]
     45/499      4.32G    0.02265    0.01632   0.009965         87        640:  88%|########7 | 35/40 [00:08<00:01,  4.82it/s]
     45/499      4.32G     0.0226    0.01632    0.01002         78        640:  88%|########7 | 35/40 [00:09<00:01,  4.82it/s]
     45/499      4.32G     0.0226    0.01632    0.01002         78        640:  90%|######### | 36/40 [00:09<00:00,  4.34it/s]
     45/499      4.32G    0.02267    0.01634    0.01002         79        640:  90%|######### | 36/40 [00:09<00:00,  4.34it/s]
     45/499      4.32G    0.02267    0.01634    0.01002         79        640:  92%|#########2| 37/40 [00:09<00:00,  4.00it/s]
     45/499      4.32G    0.02266    0.01636    0.01005         75        640:  92%|#########2| 37/40 [00:09<00:00,  4.00it/s]
     45/499      4.32G    0.02266    0.01636    0.01005         75        640:  95%|#########5| 38/40 [00:09<00:00,  4.02it/s]
     45/499      4.32G    0.02259    0.01634    0.01013         71        640:  95%|#########5| 38/40 [00:09<00:00,  4.02it/s]
     45/499      4.32G    0.02259    0.01634    0.01013         71        640:  98%|#########7| 39/40 [00:09<00:00,  3.91it/s]
     45/499      4.32G    0.02251    0.01626    0.01003         32        640:  98%|#########7| 39/40 [00:10<00:00,  3.91it/s]
     45/499      4.32G    0.02251    0.01626    0.01003         32        640: 100%|##########| 40/40 [00:10<00:00,  3.79it/s]
     45/499      4.32G    0.02251    0.01626    0.01003         32        640: 100%|##########| 40/40 [00:10<00:00,  3.95it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.86it/s]
                   all        132        263      0.841      0.783      0.852      0.614

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     46/499      4.32G    0.02304    0.01588     0.0125         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
     46/499      4.32G    0.02304    0.01588     0.0125         68        640:   2%|2         | 1/40 [00:00<00:08,  4.50it/s]
     46/499      4.32G    0.02501    0.01574    0.01045         67        640:   2%|2         | 1/40 [00:00<00:08,  4.50it/s]
     46/499      4.32G    0.02501    0.01574    0.01045         67        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     46/499      4.32G    0.02372    0.01623    0.01128         81        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     46/499      4.32G    0.02372    0.01623    0.01128         81        640:   8%|7         | 3/40 [00:00<00:10,  3.69it/s]
     46/499      4.32G    0.02306    0.01616   0.009902         78        640:   8%|7         | 3/40 [00:01<00:10,  3.69it/s]
     46/499      4.32G    0.02306    0.01616   0.009902         78        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     46/499      4.32G     0.0231    0.01666    0.01084         76        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     46/499      4.32G     0.0231    0.01666    0.01084         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
     46/499      4.32G    0.02243    0.01649   0.009854         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
     46/499      4.32G    0.02243    0.01649   0.009854         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
     46/499      4.32G     0.0222    0.01622    0.01026         64        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
     46/499      4.32G     0.0222    0.01622    0.01026         64        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     46/499      4.32G    0.02228    0.01674   0.009961         95        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     46/499      4.32G    0.02228    0.01674   0.009961         95        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     46/499      4.32G    0.02189    0.01652   0.009674         70        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     46/499      4.32G    0.02189    0.01652   0.009674         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
     46/499      4.32G    0.02219     0.0165    0.01013         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
     46/499      4.32G    0.02219     0.0165    0.01013         73        640:  25%|##5       | 10/40 [00:02<00:07,  3.76it/s]
     46/499      4.32G      0.022    0.01655   0.009975         77        640:  25%|##5       | 10/40 [00:02<00:07,  3.76it/s]
     46/499      4.32G      0.022    0.01655   0.009975         77        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     46/499      4.32G    0.02218    0.01661    0.01014         77        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     46/499      4.32G    0.02218    0.01661    0.01014         77        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     46/499      4.32G    0.02201    0.01643   0.009975         75        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     46/499      4.32G    0.02201    0.01643   0.009975         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     46/499      4.32G    0.02196    0.01632     0.0101         68        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     46/499      4.32G    0.02196    0.01632     0.0101         68        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     46/499      4.32G    0.02195    0.01621   0.009903         77        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     46/499      4.32G    0.02195    0.01621   0.009903         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     46/499      4.32G    0.02203    0.01625    0.00991         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     46/499      4.32G    0.02203    0.01625    0.00991         77        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     46/499      4.32G    0.02201    0.01612    0.00971         69        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     46/499      4.32G    0.02201    0.01612    0.00971         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     46/499      4.32G    0.02193    0.01613   0.009499         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     46/499      4.32G    0.02193    0.01613   0.009499         77        640:  45%|####5     | 18/40 [00:04<00:06,  3.63it/s]
     46/499      4.32G    0.02203    0.01635   0.009362         90        640:  45%|####5     | 18/40 [00:05<00:06,  3.63it/s]
     46/499      4.32G    0.02203    0.01635   0.009362         90        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     46/499      4.32G    0.02195    0.01617   0.009418         62        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
     46/499      4.32G    0.02195    0.01617   0.009418         62        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     46/499      4.32G      0.022    0.01605    0.00941         62        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     46/499      4.32G      0.022    0.01605    0.00941         62        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     46/499      4.32G    0.02198    0.01601   0.009346         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     46/499      4.32G    0.02198    0.01601   0.009346         68        640:  55%|#####5    | 22/40 [00:05<00:04,  3.79it/s]
     46/499      4.32G    0.02184    0.01598   0.009256         77        640:  55%|#####5    | 22/40 [00:06<00:04,  3.79it/s]
     46/499      4.32G    0.02184    0.01598   0.009256         77        640:  57%|#####7    | 23/40 [00:06<00:04,  3.92it/s]
     46/499      4.32G    0.02189    0.01602   0.009396         78        640:  57%|#####7    | 23/40 [00:06<00:04,  3.92it/s]
     46/499      4.32G    0.02189    0.01602   0.009396         78        640:  60%|######    | 24/40 [00:06<00:03,  4.10it/s]
     46/499      4.32G     0.0219    0.01591   0.009588         68        640:  60%|######    | 24/40 [00:06<00:03,  4.10it/s]
     46/499      4.32G     0.0219    0.01591   0.009588         68        640:  62%|######2   | 25/40 [00:06<00:03,  4.42it/s]
     46/499      4.32G    0.02188    0.01584   0.009686         67        640:  62%|######2   | 25/40 [00:06<00:03,  4.42it/s]
     46/499      4.32G    0.02188    0.01584   0.009686         67        640:  65%|######5   | 26/40 [00:06<00:02,  4.70it/s]
     46/499      4.32G    0.02182    0.01578   0.009617         71        640:  65%|######5   | 26/40 [00:06<00:02,  4.70it/s]
     46/499      4.32G    0.02182    0.01578   0.009617         71        640:  68%|######7   | 27/40 [00:06<00:02,  4.70it/s]
     46/499      4.32G    0.02189    0.01591   0.009605         90        640:  68%|######7   | 27/40 [00:07<00:02,  4.70it/s]
     46/499      4.32G    0.02189    0.01591   0.009605         90        640:  70%|#######   | 28/40 [00:07<00:02,  4.92it/s]
     46/499      4.32G    0.02192    0.01595   0.009531         83        640:  70%|#######   | 28/40 [00:07<00:02,  4.92it/s]
     46/499      4.32G    0.02192    0.01595   0.009531         83        640:  72%|#######2  | 29/40 [00:07<00:02,  5.06it/s]
     46/499      4.32G    0.02195    0.01603   0.009409         75        640:  72%|#######2  | 29/40 [00:07<00:02,  5.06it/s]
     46/499      4.32G    0.02195    0.01603   0.009409         75        640:  75%|#######5  | 30/40 [00:07<00:02,  4.98it/s]
     46/499      4.32G    0.02192    0.01606   0.009336         81        640:  75%|#######5  | 30/40 [00:07<00:02,  4.98it/s]
     46/499      4.32G    0.02192    0.01606   0.009336         81        640:  78%|#######7  | 31/40 [00:07<00:01,  5.07it/s]
     46/499      4.32G    0.02187    0.01607   0.009358         80        640:  78%|#######7  | 31/40 [00:07<00:01,  5.07it/s]
     46/499      4.32G    0.02187    0.01607   0.009358         80        640:  80%|########  | 32/40 [00:07<00:01,  5.16it/s]
     46/499      4.32G    0.02182    0.01602   0.009415         67        640:  80%|########  | 32/40 [00:08<00:01,  5.16it/s]
     46/499      4.32G    0.02182    0.01602   0.009415         67        640:  82%|########2 | 33/40 [00:08<00:01,  5.06it/s]
     46/499      4.32G     0.0218    0.01603   0.009279         77        640:  82%|########2 | 33/40 [00:08<00:01,  5.06it/s]
     46/499      4.32G     0.0218    0.01603   0.009279         77        640:  85%|########5 | 34/40 [00:08<00:01,  5.06it/s]
     46/499      4.32G    0.02174    0.01594   0.009249         68        640:  85%|########5 | 34/40 [00:08<00:01,  5.06it/s]
     46/499      4.32G    0.02174    0.01594   0.009249         68        640:  88%|########7 | 35/40 [00:08<00:01,  4.57it/s]
     46/499      4.32G    0.02173    0.01595   0.009225         74        640:  88%|########7 | 35/40 [00:08<00:01,  4.57it/s]
     46/499      4.32G    0.02173    0.01595   0.009225         74        640:  90%|######### | 36/40 [00:08<00:00,  4.15it/s]
     46/499      4.32G    0.02168    0.01595   0.009283         76        640:  90%|######### | 36/40 [00:09<00:00,  4.15it/s]
     46/499      4.32G    0.02168    0.01595   0.009283         76        640:  92%|#########2| 37/40 [00:09<00:00,  4.09it/s]
     46/499      4.32G    0.02174    0.01594   0.009314         74        640:  92%|#########2| 37/40 [00:09<00:00,  4.09it/s]
     46/499      4.32G    0.02174    0.01594   0.009314         74        640:  95%|#########5| 38/40 [00:09<00:00,  3.98it/s]
     46/499      4.32G    0.02171    0.01594   0.009312         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.98it/s]
     46/499      4.32G    0.02171    0.01594   0.009312         76        640:  98%|#########7| 39/40 [00:09<00:00,  3.79it/s]
     46/499      4.32G    0.02165    0.01603   0.009322         52        640:  98%|#########7| 39/40 [00:09<00:00,  3.79it/s]
     46/499      4.32G    0.02165    0.01603   0.009322         52        640: 100%|##########| 40/40 [00:09<00:00,  4.04it/s]
     46/499      4.32G    0.02165    0.01603   0.009322         52        640: 100%|##########| 40/40 [00:09<00:00,  4.05it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.39it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.73it/s]
                   all        132        263      0.906      0.784      0.843      0.626

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     47/499      4.32G    0.02211    0.01562   0.006524         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     47/499      4.32G    0.02211    0.01562   0.006524         71        640:   2%|2         | 1/40 [00:00<00:11,  3.51it/s]
     47/499      4.32G    0.02157    0.01451   0.009909         63        640:   2%|2         | 1/40 [00:00<00:11,  3.51it/s]
     47/499      4.32G    0.02157    0.01451   0.009909         63        640:   5%|5         | 2/40 [00:00<00:11,  3.37it/s]
     47/499      4.32G     0.0215    0.01499   0.009372         75        640:   5%|5         | 2/40 [00:00<00:11,  3.37it/s]
     47/499      4.32G     0.0215    0.01499   0.009372         75        640:   8%|7         | 3/40 [00:00<00:10,  3.63it/s]
     47/499      4.32G    0.02193    0.01555   0.008773         74        640:   8%|7         | 3/40 [00:01<00:10,  3.63it/s]
     47/499      4.32G    0.02193    0.01555   0.008773         74        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     47/499      4.32G    0.02211    0.01549    0.00961         70        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     47/499      4.32G    0.02211    0.01549    0.00961         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.57it/s]
     47/499      4.32G    0.02204    0.01555   0.009371         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.57it/s]
     47/499      4.32G    0.02204    0.01555   0.009371         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     47/499      4.32G    0.02176    0.01573   0.009015         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     47/499      4.32G    0.02176    0.01573   0.009015         85        640:  18%|#7        | 7/40 [00:01<00:08,  3.72it/s]
     47/499      4.32G    0.02182    0.01586   0.009014         81        640:  18%|#7        | 7/40 [00:02<00:08,  3.72it/s]
     47/499      4.32G    0.02182    0.01586   0.009014         81        640:  20%|##        | 8/40 [00:02<00:08,  3.56it/s]
     47/499      4.32G     0.0219    0.01582   0.008485         77        640:  20%|##        | 8/40 [00:02<00:08,  3.56it/s]
     47/499      4.32G     0.0219    0.01582   0.008485         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     47/499      4.32G    0.02197    0.01575   0.009075         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     47/499      4.32G    0.02197    0.01575   0.009075         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     47/499      4.32G    0.02222    0.01559   0.009012         63        640:  25%|##5       | 10/40 [00:03<00:08,  3.71it/s]
     47/499      4.32G    0.02222    0.01559   0.009012         63        640:  28%|##7       | 11/40 [00:03<00:08,  3.55it/s]
     47/499      4.32G    0.02226     0.0155   0.009186         67        640:  28%|##7       | 11/40 [00:03<00:08,  3.55it/s]
     47/499      4.32G    0.02226     0.0155   0.009186         67        640:  30%|###       | 12/40 [00:03<00:07,  3.70it/s]
     47/499      4.32G    0.02207    0.01538   0.009183         69        640:  30%|###       | 12/40 [00:03<00:07,  3.70it/s]
     47/499      4.32G    0.02207    0.01538   0.009183         69        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     47/499      4.32G    0.02203    0.01561   0.008951         86        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     47/499      4.32G    0.02203    0.01561   0.008951         86        640:  35%|###5      | 14/40 [00:03<00:07,  3.59it/s]
     47/499      4.32G    0.02196    0.01589   0.009028         82        640:  35%|###5      | 14/40 [00:04<00:07,  3.59it/s]
     47/499      4.32G    0.02196    0.01589   0.009028         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     47/499      4.32G    0.02193    0.01583    0.00887         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     47/499      4.32G    0.02193    0.01583    0.00887         66        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     47/499      4.32G    0.02177    0.01584   0.009512         76        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     47/499      4.32G    0.02177    0.01584   0.009512         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.58it/s]
     47/499      4.32G     0.0219    0.01593   0.009452         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.58it/s]
     47/499      4.32G     0.0219    0.01593   0.009452         76        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     47/499      4.32G    0.02202    0.01589    0.00943         72        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     47/499      4.32G    0.02202    0.01589    0.00943         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     47/499      4.32G    0.02214    0.01591   0.009324         67        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     47/499      4.32G    0.02214    0.01591   0.009324         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.65it/s]
     47/499      4.32G    0.02209    0.01593   0.009661         77        640:  50%|#####     | 20/40 [00:05<00:05,  3.65it/s]
     47/499      4.32G    0.02209    0.01593   0.009661         77        640:  52%|#####2    | 21/40 [00:05<00:04,  3.83it/s]
     47/499      4.32G    0.02215    0.01594   0.009667         70        640:  52%|#####2    | 21/40 [00:05<00:04,  3.83it/s]
     47/499      4.32G    0.02215    0.01594   0.009667         70        640:  55%|#####5    | 22/40 [00:05<00:04,  4.19it/s]
     47/499      4.32G    0.02212    0.01604   0.009666         95        640:  55%|#####5    | 22/40 [00:06<00:04,  4.19it/s]
     47/499      4.32G    0.02212    0.01604   0.009666         95        640:  57%|#####7    | 23/40 [00:06<00:03,  4.34it/s]
     47/499      4.32G    0.02205    0.01603   0.009568         79        640:  57%|#####7    | 23/40 [00:06<00:03,  4.34it/s]
     47/499      4.32G    0.02205    0.01603   0.009568         79        640:  60%|######    | 24/40 [00:06<00:03,  4.60it/s]
     47/499      4.32G    0.02207    0.01597   0.009575         71        640:  60%|######    | 24/40 [00:06<00:03,  4.60it/s]
     47/499      4.32G    0.02207    0.01597   0.009575         71        640:  62%|######2   | 25/40 [00:06<00:03,  4.78it/s]
     47/499      4.32G    0.02214     0.0161   0.009754         90        640:  62%|######2   | 25/40 [00:06<00:03,  4.78it/s]
     47/499      4.32G    0.02214     0.0161   0.009754         90        640:  65%|######5   | 26/40 [00:06<00:02,  4.70it/s]
     47/499      4.32G    0.02207    0.01613   0.009627         81        640:  65%|######5   | 26/40 [00:06<00:02,  4.70it/s]
     47/499      4.32G    0.02207    0.01613   0.009627         81        640:  68%|######7   | 27/40 [00:06<00:02,  4.85it/s]
     47/499      4.32G    0.02202    0.01603   0.009813         59        640:  68%|######7   | 27/40 [00:07<00:02,  4.85it/s]
     47/499      4.32G    0.02202    0.01603   0.009813         59        640:  70%|#######   | 28/40 [00:07<00:02,  5.00it/s]
     47/499      4.32G    0.02207    0.01612   0.009965         75        640:  70%|#######   | 28/40 [00:07<00:02,  5.00it/s]
     47/499      4.32G    0.02207    0.01612   0.009965         75        640:  72%|#######2  | 29/40 [00:07<00:02,  4.85it/s]
     47/499      4.32G      0.022    0.01616   0.009971         81        640:  72%|#######2  | 29/40 [00:07<00:02,  4.85it/s]
     47/499      4.32G      0.022    0.01616   0.009971         81        640:  75%|#######5  | 30/40 [00:07<00:01,  5.04it/s]
     47/499      4.32G    0.02202     0.0163   0.009914         91        640:  75%|#######5  | 30/40 [00:07<00:01,  5.04it/s]
     47/499      4.32G    0.02202     0.0163   0.009914         91        640:  78%|#######7  | 31/40 [00:07<00:01,  5.02it/s]
     47/499      4.32G     0.0219     0.0162   0.009819         60        640:  78%|#######7  | 31/40 [00:07<00:01,  5.02it/s]
     47/499      4.32G     0.0219     0.0162   0.009819         60        640:  80%|########  | 32/40 [00:07<00:01,  4.37it/s]
     47/499      4.32G    0.02187    0.01626   0.009688         83        640:  80%|########  | 32/40 [00:08<00:01,  4.37it/s]
     47/499      4.32G    0.02187    0.01626   0.009688         83        640:  82%|########2 | 33/40 [00:08<00:01,  4.24it/s]
     47/499      4.32G    0.02182    0.01618   0.009623         71        640:  82%|########2 | 33/40 [00:08<00:01,  4.24it/s]
     47/499      4.32G    0.02182    0.01618   0.009623         71        640:  85%|########5 | 34/40 [00:08<00:01,  4.09it/s]
     47/499      4.32G    0.02173    0.01617   0.009592         77        640:  85%|########5 | 34/40 [00:08<00:01,  4.09it/s]
     47/499      4.32G    0.02173    0.01617   0.009592         77        640:  88%|########7 | 35/40 [00:08<00:01,  3.83it/s]
     47/499      4.32G    0.02172    0.01624   0.009554         77        640:  88%|########7 | 35/40 [00:09<00:01,  3.83it/s]
     47/499      4.32G    0.02172    0.01624   0.009554         77        640:  90%|######### | 36/40 [00:09<00:01,  3.87it/s]
     47/499      4.32G    0.02172    0.01626   0.009534         86        640:  90%|######### | 36/40 [00:09<00:01,  3.87it/s]
     47/499      4.32G    0.02172    0.01626   0.009534         86        640:  92%|#########2| 37/40 [00:09<00:00,  3.85it/s]
     47/499      4.32G    0.02166    0.01628   0.009466         76        640:  92%|#########2| 37/40 [00:09<00:00,  3.85it/s]
     47/499      4.32G    0.02166    0.01628   0.009466         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.69it/s]
     47/499      4.32G    0.02167    0.01625    0.00935         71        640:  95%|#########5| 38/40 [00:09<00:00,  3.69it/s]
     47/499      4.32G    0.02167    0.01625    0.00935         71        640:  98%|#########7| 39/40 [00:09<00:00,  3.75it/s]
     47/499      4.32G    0.02172    0.01614   0.009497         23        640:  98%|#########7| 39/40 [00:10<00:00,  3.75it/s]
     47/499      4.32G    0.02172    0.01614   0.009497         23        640: 100%|##########| 40/40 [00:10<00:00,  3.83it/s]
     47/499      4.32G    0.02172    0.01614   0.009497         23        640: 100%|##########| 40/40 [00:10<00:00,  3.96it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.78it/s]
                   all        132        263      0.795      0.883      0.876      0.651

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     48/499      4.32G    0.02259    0.01629   0.008602         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
     48/499      4.32G    0.02259    0.01629   0.008602         78        640:   2%|2         | 1/40 [00:00<00:09,  4.22it/s]
     48/499      4.32G    0.02192    0.01587   0.008002         69        640:   2%|2         | 1/40 [00:00<00:09,  4.22it/s]
     48/499      4.32G    0.02192    0.01587   0.008002         69        640:   5%|5         | 2/40 [00:00<00:09,  4.08it/s]
     48/499      4.32G    0.02235    0.01634   0.008659         78        640:   5%|5         | 2/40 [00:00<00:09,  4.08it/s]
     48/499      4.32G    0.02235    0.01634   0.008659         78        640:   8%|7         | 3/40 [00:00<00:09,  3.95it/s]
     48/499      4.32G    0.02248    0.01646   0.009366         74        640:   8%|7         | 3/40 [00:01<00:09,  3.95it/s]
     48/499      4.32G    0.02248    0.01646   0.009366         74        640:  10%|#         | 4/40 [00:01<00:09,  3.75it/s]
     48/499      4.32G    0.02215    0.01656   0.009598         74        640:  10%|#         | 4/40 [00:01<00:09,  3.75it/s]
     48/499      4.32G    0.02215    0.01656   0.009598         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
     48/499      4.32G     0.0222    0.01722   0.009418         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
     48/499      4.32G     0.0222    0.01722   0.009418         85        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     48/499      4.32G    0.02228    0.01722   0.009924         75        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     48/499      4.32G    0.02228    0.01722   0.009924         75        640:  18%|#7        | 7/40 [00:01<00:09,  3.63it/s]
     48/499      4.32G    0.02248    0.01709   0.009774         69        640:  18%|#7        | 7/40 [00:02<00:09,  3.63it/s]
     48/499      4.32G    0.02248    0.01709   0.009774         69        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     48/499      4.32G    0.02237    0.01672   0.009636         66        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
     48/499      4.32G    0.02237    0.01672   0.009636         66        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     48/499      4.32G    0.02216    0.01667   0.009791         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     48/499      4.32G    0.02216    0.01667   0.009791         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     48/499      4.32G    0.02206    0.01651   0.009835         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     48/499      4.32G    0.02206    0.01651   0.009835         70        640:  28%|##7       | 11/40 [00:02<00:07,  3.71it/s]
     48/499      4.32G      0.022    0.01666   0.009833         80        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     48/499      4.32G      0.022    0.01666   0.009833         80        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     48/499      4.32G    0.02194    0.01666   0.009739         71        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     48/499      4.32G    0.02194    0.01666   0.009739         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     48/499      4.32G    0.02189    0.01671   0.009798         88        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     48/499      4.32G    0.02189    0.01671   0.009798         88        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     48/499      4.32G    0.02191    0.01694   0.009819         92        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     48/499      4.32G    0.02191    0.01694   0.009819         92        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     48/499      4.32G    0.02189    0.01697   0.009631         87        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     48/499      4.32G    0.02189    0.01697   0.009631         87        640:  40%|####      | 16/40 [00:04<00:06,  3.54it/s]
     48/499      4.32G    0.02189    0.01685   0.009622         71        640:  40%|####      | 16/40 [00:04<00:06,  3.54it/s]
     48/499      4.32G    0.02189    0.01685   0.009622         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.67it/s]
     48/499      4.32G    0.02193    0.01694   0.009651         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.67it/s]
     48/499      4.32G    0.02193    0.01694   0.009651         83        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     48/499      4.32G    0.02196    0.01694   0.009525         72        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     48/499      4.32G    0.02196    0.01694   0.009525         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     48/499      4.32G    0.02202    0.01691    0.00962         75        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     48/499      4.32G    0.02202    0.01691    0.00962         75        640:  50%|#####     | 20/40 [00:05<00:04,  4.11it/s]
     48/499      4.32G    0.02201    0.01689   0.009777         75        640:  50%|#####     | 20/40 [00:05<00:04,  4.11it/s]
     48/499      4.32G    0.02201    0.01689   0.009777         75        640:  52%|#####2    | 21/40 [00:05<00:04,  4.42it/s]
     48/499      4.32G    0.02196    0.01665   0.009534         54        640:  52%|#####2    | 21/40 [00:05<00:04,  4.42it/s]
     48/499      4.32G    0.02196    0.01665   0.009534         54        640:  55%|#####5    | 22/40 [00:05<00:03,  4.50it/s]
     48/499      4.32G      0.022    0.01662    0.00946         72        640:  55%|#####5    | 22/40 [00:05<00:03,  4.50it/s]
     48/499      4.32G      0.022    0.01662    0.00946         72        640:  57%|#####7    | 23/40 [00:05<00:03,  4.71it/s]
     48/499      4.32G    0.02209    0.01665   0.009364         86        640:  57%|#####7    | 23/40 [00:06<00:03,  4.71it/s]
     48/499      4.32G    0.02209    0.01665   0.009364         86        640:  60%|######    | 24/40 [00:06<00:03,  4.90it/s]
     48/499      4.32G    0.02207    0.01654   0.009427         70        640:  60%|######    | 24/40 [00:06<00:03,  4.90it/s]
     48/499      4.32G    0.02207    0.01654   0.009427         70        640:  62%|######2   | 25/40 [00:06<00:03,  4.86it/s]
     48/499      4.32G    0.02199    0.01646    0.00944         70        640:  62%|######2   | 25/40 [00:06<00:03,  4.86it/s]
     48/499      4.32G    0.02199    0.01646    0.00944         70        640:  65%|######5   | 26/40 [00:06<00:02,  5.00it/s]
     48/499      4.32G    0.02208    0.01657   0.009321         84        640:  65%|######5   | 26/40 [00:06<00:02,  5.00it/s]
     48/499      4.32G    0.02208    0.01657   0.009321         84        640:  68%|######7   | 27/40 [00:06<00:02,  5.08it/s]
     48/499      4.32G    0.02203    0.01664   0.009226         83        640:  68%|######7   | 27/40 [00:06<00:02,  5.08it/s]
     48/499      4.32G    0.02203    0.01664   0.009226         83        640:  70%|#######   | 28/40 [00:06<00:02,  4.94it/s]
     48/499      4.32G    0.02199    0.01656   0.009127         64        640:  70%|#######   | 28/40 [00:07<00:02,  4.94it/s]
     48/499      4.32G    0.02199    0.01656   0.009127         64        640:  72%|#######2  | 29/40 [00:07<00:02,  5.10it/s]
     48/499      4.32G    0.02195    0.01668   0.009106         92        640:  72%|#######2  | 29/40 [00:07<00:02,  5.10it/s]
     48/499      4.32G    0.02195    0.01668   0.009106         92        640:  75%|#######5  | 30/40 [00:07<00:01,  5.07it/s]
     48/499      4.32G    0.02195    0.01657   0.009131         63        640:  75%|#######5  | 30/40 [00:07<00:01,  5.07it/s]
     48/499      4.32G    0.02195    0.01657   0.009131         63        640:  78%|#######7  | 31/40 [00:07<00:02,  4.34it/s]
     48/499      4.32G    0.02196    0.01653   0.009119         73        640:  78%|#######7  | 31/40 [00:07<00:02,  4.34it/s]
     48/499      4.32G    0.02196    0.01653   0.009119         73        640:  80%|########  | 32/40 [00:07<00:01,  4.27it/s]
     48/499      4.32G      0.022    0.01654   0.009306         69        640:  80%|########  | 32/40 [00:08<00:01,  4.27it/s]
     48/499      4.32G      0.022    0.01654   0.009306         69        640:  82%|########2 | 33/40 [00:08<00:01,  4.10it/s]
     48/499      4.32G      0.022    0.01653   0.009241         75        640:  82%|########2 | 33/40 [00:08<00:01,  4.10it/s]
     48/499      4.32G      0.022    0.01653   0.009241         75        640:  85%|########5 | 34/40 [00:08<00:01,  3.84it/s]
     48/499      4.32G    0.02203    0.01655   0.009371         81        640:  85%|########5 | 34/40 [00:08<00:01,  3.84it/s]
     48/499      4.32G    0.02203    0.01655   0.009371         81        640:  88%|########7 | 35/40 [00:08<00:01,  3.90it/s]
     48/499      4.32G    0.02201     0.0166   0.009457         90        640:  88%|########7 | 35/40 [00:08<00:01,  3.90it/s]
     48/499      4.32G    0.02201     0.0166   0.009457         90        640:  90%|######### | 36/40 [00:08<00:01,  3.86it/s]
     48/499      4.32G      0.022    0.01654   0.009669         69        640:  90%|######### | 36/40 [00:09<00:01,  3.86it/s]
     48/499      4.32G      0.022    0.01654   0.009669         69        640:  92%|#########2| 37/40 [00:09<00:00,  3.68it/s]
     48/499      4.32G    0.02198    0.01654   0.009589         79        640:  92%|#########2| 37/40 [00:09<00:00,  3.68it/s]
     48/499      4.32G    0.02198    0.01654   0.009589         79        640:  95%|#########5| 38/40 [00:09<00:00,  3.80it/s]
     48/499      4.32G    0.02193    0.01657   0.009554         93        640:  95%|#########5| 38/40 [00:09<00:00,  3.80it/s]
     48/499      4.32G    0.02193    0.01657   0.009554         93        640:  98%|#########7| 39/40 [00:09<00:00,  3.81it/s]
     48/499      4.32G    0.02199    0.01655   0.009562         36        640:  98%|#########7| 39/40 [00:09<00:00,  3.81it/s]
     48/499      4.32G    0.02199    0.01655   0.009562         36        640: 100%|##########| 40/40 [00:09<00:00,  3.82it/s]
     48/499      4.32G    0.02199    0.01655   0.009562         36        640: 100%|##########| 40/40 [00:09<00:00,  4.03it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.75it/s]
                   all        132        263      0.907      0.826      0.892      0.626

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     49/499      4.32G    0.01979     0.0156   0.008584         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     49/499      4.32G    0.01979     0.0156   0.008584         71        640:   2%|2         | 1/40 [00:00<00:10,  3.55it/s]
     49/499      4.32G    0.01992    0.01455   0.005795         70        640:   2%|2         | 1/40 [00:00<00:10,  3.55it/s]
     49/499      4.32G    0.01992    0.01455   0.005795         70        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     49/499      4.32G    0.02001     0.0164   0.005517        101        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     49/499      4.32G    0.02001     0.0164   0.005517        101        640:   8%|7         | 3/40 [00:00<00:10,  3.52it/s]
     49/499      4.32G    0.02054    0.01634   0.006767         72        640:   8%|7         | 3/40 [00:01<00:10,  3.52it/s]
     49/499      4.32G    0.02054    0.01634   0.006767         72        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
     49/499      4.32G    0.02055    0.01673   0.007499         85        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
     49/499      4.32G    0.02055    0.01673   0.007499         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
     49/499      4.32G    0.02056    0.01626   0.007468         68        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
     49/499      4.32G    0.02056    0.01626   0.007468         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     49/499      4.32G    0.02077    0.01656   0.007597         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     49/499      4.32G    0.02077    0.01656   0.007597         85        640:  18%|#7        | 7/40 [00:01<00:08,  3.73it/s]
     49/499      4.32G    0.02124    0.01623   0.008266         61        640:  18%|#7        | 7/40 [00:02<00:08,  3.73it/s]
     49/499      4.32G    0.02124    0.01623   0.008266         61        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     49/499      4.32G    0.02131    0.01621   0.008326         72        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     49/499      4.32G    0.02131    0.01621   0.008326         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
     49/499      4.32G    0.02167    0.01604   0.008767         61        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
     49/499      4.32G    0.02167    0.01604   0.008767         61        640:  25%|##5       | 10/40 [00:02<00:08,  3.69it/s]
     49/499      4.32G    0.02173      0.016   0.008555         71        640:  25%|##5       | 10/40 [00:03<00:08,  3.69it/s]
     49/499      4.32G    0.02173      0.016   0.008555         71        640:  28%|##7       | 11/40 [00:03<00:07,  3.68it/s]
     49/499      4.32G    0.02166    0.01593   0.008239         75        640:  28%|##7       | 11/40 [00:03<00:07,  3.68it/s]
     49/499      4.32G    0.02166    0.01593   0.008239         75        640:  30%|###       | 12/40 [00:03<00:07,  3.59it/s]
     49/499      4.32G    0.02152    0.01606   0.008144         89        640:  30%|###       | 12/40 [00:03<00:07,  3.59it/s]
     49/499      4.32G    0.02152    0.01606   0.008144         89        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     49/499      4.32G    0.02179    0.01575   0.008462         51        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     49/499      4.32G    0.02179    0.01575   0.008462         51        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     49/499      4.32G    0.02171     0.0157    0.00842         70        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     49/499      4.32G    0.02171     0.0157    0.00842         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     49/499      4.32G    0.02164    0.01585   0.008406         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     49/499      4.32G    0.02164    0.01585   0.008406         79        640:  40%|####      | 16/40 [00:04<00:06,  3.79it/s]
     49/499      4.32G    0.02151    0.01554   0.008665         60        640:  40%|####      | 16/40 [00:04<00:06,  3.79it/s]
     49/499      4.32G    0.02151    0.01554   0.008665         60        640:  42%|####2     | 17/40 [00:04<00:05,  3.97it/s]
     49/499      4.32G    0.02156    0.01569   0.008631         84        640:  42%|####2     | 17/40 [00:04<00:05,  3.97it/s]
     49/499      4.32G    0.02156    0.01569   0.008631         84        640:  45%|####5     | 18/40 [00:04<00:05,  4.00it/s]
     49/499      4.32G    0.02152    0.01573   0.008538         73        640:  45%|####5     | 18/40 [00:05<00:05,  4.00it/s]
     49/499      4.32G    0.02152    0.01573   0.008538         73        640:  48%|####7     | 19/40 [00:05<00:04,  4.31it/s]
     49/499      4.32G    0.02142    0.01571   0.008783         74        640:  48%|####7     | 19/40 [00:05<00:04,  4.31it/s]
     49/499      4.32G    0.02142    0.01571   0.008783         74        640:  50%|#####     | 20/40 [00:05<00:04,  4.59it/s]
     49/499      4.32G     0.0215    0.01591   0.008711         85        640:  50%|#####     | 20/40 [00:05<00:04,  4.59it/s]
     49/499      4.32G     0.0215    0.01591   0.008711         85        640:  52%|#####2    | 21/40 [00:05<00:04,  4.64it/s]
     49/499      4.32G    0.02158    0.01611   0.008682         93        640:  52%|#####2    | 21/40 [00:05<00:04,  4.64it/s]
     49/499      4.32G    0.02158    0.01611   0.008682         93        640:  55%|#####5    | 22/40 [00:05<00:03,  4.84it/s]
     49/499      4.32G    0.02164      0.016   0.008594         56        640:  55%|#####5    | 22/40 [00:05<00:03,  4.84it/s]
     49/499      4.32G    0.02164      0.016   0.008594         56        640:  57%|#####7    | 23/40 [00:05<00:03,  5.00it/s]
     49/499      4.32G    0.02183    0.01597   0.008722         58        640:  57%|#####7    | 23/40 [00:05<00:03,  5.00it/s]
     49/499      4.32G    0.02183    0.01597   0.008722         58        640:  60%|######    | 24/40 [00:05<00:03,  4.90it/s]
     49/499      4.32G    0.02182    0.01611   0.008711         92        640:  60%|######    | 24/40 [00:06<00:03,  4.90it/s]
     49/499      4.32G    0.02182    0.01611   0.008711         92        640:  62%|######2   | 25/40 [00:06<00:02,  5.06it/s]
     49/499      4.32G    0.02176    0.01614   0.008826         75        640:  62%|######2   | 25/40 [00:06<00:02,  5.06it/s]
     49/499      4.32G    0.02176    0.01614   0.008826         75        640:  65%|######5   | 26/40 [00:06<00:02,  5.18it/s]
     49/499      4.32G     0.0217    0.01633   0.008753         95        640:  65%|######5   | 26/40 [00:06<00:02,  5.18it/s]
     49/499      4.32G     0.0217    0.01633   0.008753         95        640:  68%|######7   | 27/40 [00:06<00:02,  4.58it/s]
     49/499      4.32G    0.02181    0.01633   0.008638         75        640:  68%|######7   | 27/40 [00:06<00:02,  4.58it/s]
     49/499      4.32G    0.02181    0.01633   0.008638         75        640:  70%|#######   | 28/40 [00:06<00:02,  4.20it/s]
     49/499      4.32G     0.0218    0.01639   0.008885         73        640:  70%|#######   | 28/40 [00:07<00:02,  4.20it/s]
     49/499      4.32G     0.0218    0.01639   0.008885         73        640:  72%|#######2  | 29/40 [00:07<00:02,  3.96it/s]
     49/499      4.32G    0.02189    0.01633   0.008876         63        640:  72%|#######2  | 29/40 [00:07<00:02,  3.96it/s]
     49/499      4.32G    0.02189    0.01633   0.008876         63        640:  75%|#######5  | 30/40 [00:07<00:02,  3.74it/s]
     49/499      4.32G    0.02188    0.01635   0.008997         78        640:  75%|#######5  | 30/40 [00:07<00:02,  3.74it/s]
     49/499      4.32G    0.02188    0.01635   0.008997         78        640:  78%|#######7  | 31/40 [00:07<00:02,  3.83it/s]
     49/499      4.32G    0.02188    0.01645   0.008992         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.83it/s]
     49/499      4.32G    0.02188    0.01645   0.008992         78        640:  80%|########  | 32/40 [00:08<00:02,  3.81it/s]
     49/499      4.32G    0.02191    0.01641   0.009142         74        640:  80%|########  | 32/40 [00:08<00:02,  3.81it/s]
     49/499      4.32G    0.02191    0.01641   0.009142         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.66it/s]
     49/499      4.32G    0.02185    0.01626   0.009082         59        640:  82%|########2 | 33/40 [00:08<00:01,  3.66it/s]
     49/499      4.32G    0.02185    0.01626   0.009082         59        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     49/499      4.32G    0.02178    0.01621   0.008994         71        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     49/499      4.32G    0.02178    0.01621   0.008994         71        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
     49/499      4.32G    0.02183     0.0163   0.008921         92        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     49/499      4.32G    0.02183     0.0163   0.008921         92        640:  90%|######### | 36/40 [00:09<00:01,  3.63it/s]
     49/499      4.32G    0.02182    0.01628   0.008975         72        640:  90%|######### | 36/40 [00:09<00:01,  3.63it/s]
     49/499      4.32G    0.02182    0.01628   0.008975         72        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     49/499      4.32G    0.02199    0.01624   0.009062         59        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     49/499      4.32G    0.02199    0.01624   0.009062         59        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
     49/499      4.32G    0.02197    0.01621   0.009036         74        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
     49/499      4.32G    0.02197    0.01621   0.009036         74        640:  98%|#########7| 39/40 [00:09<00:00,  3.43it/s]
     49/499      4.32G    0.02207    0.01629    0.00915         37        640:  98%|#########7| 39/40 [00:10<00:00,  3.43it/s]
     49/499      4.32G    0.02207    0.01629    0.00915         37        640: 100%|##########| 40/40 [00:10<00:00,  3.61it/s]
     49/499      4.32G    0.02207    0.01629    0.00915         37        640: 100%|##########| 40/40 [00:10<00:00,  3.91it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.83it/s]
                   all        132        263       0.85      0.798      0.876      0.645

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     50/499      4.32G    0.02354    0.02091    0.01606         91        640:   0%|          | 0/40 [00:00<?, ?it/s]
     50/499      4.32G    0.02354    0.02091    0.01606         91        640:   2%|2         | 1/40 [00:00<00:08,  4.50it/s]
     50/499      4.32G     0.0217    0.01802    0.01044         74        640:   2%|2         | 1/40 [00:00<00:08,  4.50it/s]
     50/499      4.32G     0.0217    0.01802    0.01044         74        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     50/499      4.32G    0.02094     0.0163    0.01109         64        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
     50/499      4.32G    0.02094     0.0163    0.01109         64        640:   8%|7         | 3/40 [00:00<00:09,  3.89it/s]
     50/499      4.32G    0.02089    0.01569    0.01122         65        640:   8%|7         | 3/40 [00:01<00:09,  3.89it/s]
     50/499      4.32G    0.02089    0.01569    0.01122         65        640:  10%|#         | 4/40 [00:01<00:09,  3.84it/s]
     50/499      4.32G    0.02097    0.01584    0.01049         74        640:  10%|#         | 4/40 [00:01<00:09,  3.84it/s]
     50/499      4.32G    0.02097    0.01584    0.01049         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
     50/499      4.32G    0.02078    0.01605   0.009711         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
     50/499      4.32G    0.02078    0.01605   0.009711         82        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
     50/499      4.32G    0.02105    0.01597   0.009388         68        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
     50/499      4.32G    0.02105    0.01597   0.009388         68        640:  18%|#7        | 7/40 [00:01<00:08,  3.77it/s]
     50/499      4.32G    0.02107    0.01598   0.009891         74        640:  18%|#7        | 7/40 [00:02<00:08,  3.77it/s]
     50/499      4.32G    0.02107    0.01598   0.009891         74        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     50/499      4.32G    0.02115    0.01607    0.01002         87        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     50/499      4.32G    0.02115    0.01607    0.01002         87        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     50/499      4.32G    0.02102    0.01583   0.009816         65        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     50/499      4.32G    0.02102    0.01583   0.009816         65        640:  25%|##5       | 10/40 [00:02<00:07,  3.77it/s]
     50/499      4.32G      0.021    0.01569   0.009703         65        640:  25%|##5       | 10/40 [00:02<00:07,  3.77it/s]
     50/499      4.32G      0.021    0.01569   0.009703         65        640:  28%|##7       | 11/40 [00:02<00:08,  3.62it/s]
     50/499      4.32G    0.02102    0.01578    0.00959         83        640:  28%|##7       | 11/40 [00:03<00:08,  3.62it/s]
     50/499      4.32G    0.02102    0.01578    0.00959         83        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     50/499      4.32G    0.02118    0.01573   0.009775         60        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     50/499      4.32G    0.02118    0.01573   0.009775         60        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     50/499      4.32G    0.02132    0.01558   0.009932         63        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     50/499      4.32G    0.02132    0.01558   0.009932         63        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
     50/499      4.32G    0.02121    0.01552   0.009954         74        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
     50/499      4.32G    0.02121    0.01552   0.009954         74        640:  38%|###7      | 15/40 [00:03<00:06,  3.86it/s]
     50/499      4.32G    0.02096    0.01537   0.009681         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.86it/s]
     50/499      4.32G    0.02096    0.01537   0.009681         68        640:  40%|####      | 16/40 [00:04<00:05,  4.20it/s]
     50/499      4.32G    0.02091    0.01542   0.009597         81        640:  40%|####      | 16/40 [00:04<00:05,  4.20it/s]
     50/499      4.32G    0.02091    0.01542   0.009597         81        640:  42%|####2     | 17/40 [00:04<00:05,  4.32it/s]
     50/499      4.32G    0.02078    0.01532   0.009514         69        640:  42%|####2     | 17/40 [00:04<00:05,  4.32it/s]
     50/499      4.32G    0.02078    0.01532   0.009514         69        640:  45%|####5     | 18/40 [00:04<00:04,  4.60it/s]
     50/499      4.32G     0.0208    0.01542   0.009514         77        640:  45%|####5     | 18/40 [00:04<00:04,  4.60it/s]
     50/499      4.32G     0.0208    0.01542   0.009514         77        640:  48%|####7     | 19/40 [00:04<00:04,  4.80it/s]
     50/499      4.32G    0.02071    0.01528   0.009431         66        640:  48%|####7     | 19/40 [00:04<00:04,  4.80it/s]
     50/499      4.32G    0.02071    0.01528   0.009431         66        640:  50%|#####     | 20/40 [00:04<00:04,  4.79it/s]
     50/499      4.32G    0.02079    0.01539   0.009371         83        640:  50%|#####     | 20/40 [00:05<00:04,  4.79it/s]
     50/499      4.32G    0.02079    0.01539   0.009371         83        640:  52%|#####2    | 21/40 [00:05<00:03,  4.93it/s]
     50/499      4.32G    0.02085    0.01553   0.009715         86        640:  52%|#####2    | 21/40 [00:05<00:03,  4.93it/s]
     50/499      4.32G    0.02085    0.01553   0.009715         86        640:  55%|#####5    | 22/40 [00:05<00:03,  5.03it/s]
     50/499      4.32G    0.02098     0.0155   0.009599         67        640:  55%|#####5    | 22/40 [00:05<00:03,  5.03it/s]
     50/499      4.32G    0.02098     0.0155   0.009599         67        640:  57%|#####7    | 23/40 [00:05<00:03,  4.84it/s]
     50/499      4.32G    0.02102    0.01551   0.009471         75        640:  57%|#####7    | 23/40 [00:05<00:03,  4.84it/s]
     50/499      4.32G    0.02102    0.01551   0.009471         75        640:  60%|######    | 24/40 [00:05<00:03,  5.01it/s]
     50/499      4.32G    0.02101    0.01552   0.009409         79        640:  60%|######    | 24/40 [00:05<00:03,  5.01it/s]
     50/499      4.32G    0.02101    0.01552   0.009409         79        640:  62%|######2   | 25/40 [00:05<00:02,  5.01it/s]
     50/499      4.32G    0.02098    0.01552   0.009228         68        640:  62%|######2   | 25/40 [00:06<00:02,  5.01it/s]
     50/499      4.32G    0.02098    0.01552   0.009228         68        640:  65%|######5   | 26/40 [00:06<00:03,  4.35it/s]
     50/499      4.32G    0.02105    0.01557   0.009431         82        640:  65%|######5   | 26/40 [00:06<00:03,  4.35it/s]
     50/499      4.32G    0.02105    0.01557   0.009431         82        640:  68%|######7   | 27/40 [00:06<00:03,  4.23it/s]
     50/499      4.32G    0.02104    0.01548    0.00946         64        640:  68%|######7   | 27/40 [00:06<00:03,  4.23it/s]
     50/499      4.32G    0.02104    0.01548    0.00946         64        640:  70%|#######   | 28/40 [00:06<00:02,  4.07it/s]
     50/499      4.32G    0.02108    0.01546   0.009495         68        640:  70%|#######   | 28/40 [00:07<00:02,  4.07it/s]
     50/499      4.32G    0.02108    0.01546   0.009495         68        640:  72%|#######2  | 29/40 [00:07<00:02,  3.86it/s]
     50/499      4.32G    0.02113    0.01537   0.009633         60        640:  72%|#######2  | 29/40 [00:07<00:02,  3.86it/s]
     50/499      4.32G    0.02113    0.01537   0.009633         60        640:  75%|#######5  | 30/40 [00:07<00:02,  3.86it/s]
     50/499      4.32G    0.02112    0.01541   0.009528         77        640:  75%|#######5  | 30/40 [00:07<00:02,  3.86it/s]
     50/499      4.32G    0.02112    0.01541   0.009528         77        640:  78%|#######7  | 31/40 [00:07<00:02,  3.84it/s]
     50/499      4.32G    0.02118    0.01544   0.009669         75        640:  78%|#######7  | 31/40 [00:07<00:02,  3.84it/s]
     50/499      4.32G    0.02118    0.01544   0.009669         75        640:  80%|########  | 32/40 [00:07<00:02,  3.72it/s]
     50/499      4.32G    0.02118    0.01547   0.009711         72        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     50/499      4.32G    0.02118    0.01547   0.009711         72        640:  82%|########2 | 33/40 [00:08<00:01,  3.79it/s]
     50/499      4.32G    0.02119     0.0155   0.009635         72        640:  82%|########2 | 33/40 [00:08<00:01,  3.79it/s]
     50/499      4.32G    0.02119     0.0155   0.009635         72        640:  85%|########5 | 34/40 [00:08<00:01,  3.77it/s]
     50/499      4.32G    0.02115    0.01554   0.009505         87        640:  85%|########5 | 34/40 [00:08<00:01,  3.77it/s]
     50/499      4.32G    0.02115    0.01554   0.009505         87        640:  88%|########7 | 35/40 [00:08<00:01,  3.64it/s]
     50/499      4.32G    0.02121    0.01553   0.009412         71        640:  88%|########7 | 35/40 [00:08<00:01,  3.64it/s]
     50/499      4.32G    0.02121    0.01553   0.009412         71        640:  90%|######### | 36/40 [00:08<00:01,  3.73it/s]
     50/499      4.32G     0.0212    0.01551   0.009464         70        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     50/499      4.32G     0.0212    0.01551   0.009464         70        640:  92%|#########2| 37/40 [00:09<00:00,  3.75it/s]
     50/499      4.32G    0.02129     0.0155   0.009608         61        640:  92%|#########2| 37/40 [00:09<00:00,  3.75it/s]
     50/499      4.32G    0.02129     0.0155   0.009608         61        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
     50/499      4.32G    0.02124    0.01549   0.009445         80        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
     50/499      4.32G    0.02124    0.01549   0.009445         80        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     50/499      4.32G    0.02126    0.01553   0.009457         42        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
     50/499      4.32G    0.02126    0.01553   0.009457         42        640: 100%|##########| 40/40 [00:10<00:00,  3.81it/s]
     50/499      4.32G    0.02126    0.01553   0.009457         42        640: 100%|##########| 40/40 [00:10<00:00,  4.00it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.87it/s]
                   all        132        263      0.879      0.818      0.865      0.657

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     51/499      4.32G    0.02068    0.01639    0.01079         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
     51/499      4.32G    0.02068    0.01639    0.01079         76        640:   2%|2         | 1/40 [00:00<00:12,  3.21it/s]
     51/499      4.32G    0.02072    0.01439   0.008505         56        640:   2%|2         | 1/40 [00:00<00:12,  3.21it/s]
     51/499      4.32G    0.02072    0.01439   0.008505         56        640:   5%|5         | 2/40 [00:00<00:10,  3.58it/s]
     51/499      4.32G    0.02132    0.01458    0.01067         74        640:   5%|5         | 2/40 [00:00<00:10,  3.58it/s]
     51/499      4.32G    0.02132    0.01458    0.01067         74        640:   8%|7         | 3/40 [00:00<00:10,  3.67it/s]
     51/499      4.32G    0.02115     0.0142   0.009432         61        640:   8%|7         | 3/40 [00:01<00:10,  3.67it/s]
     51/499      4.32G    0.02115     0.0142   0.009432         61        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
     51/499      4.32G    0.02096    0.01425   0.009783         70        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
     51/499      4.32G    0.02096    0.01425   0.009783         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     51/499      4.32G    0.02108    0.01467    0.01001         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     51/499      4.32G    0.02108    0.01467    0.01001         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     51/499      4.32G    0.02114    0.01527   0.009961         91        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     51/499      4.32G    0.02114    0.01527   0.009961         91        640:  18%|#7        | 7/40 [00:01<00:09,  3.62it/s]
     51/499      4.32G    0.02133    0.01579   0.009666         87        640:  18%|#7        | 7/40 [00:02<00:09,  3.62it/s]
     51/499      4.32G    0.02133    0.01579   0.009666         87        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     51/499      4.32G    0.02152    0.01592   0.009426         78        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     51/499      4.32G    0.02152    0.01592   0.009426         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     51/499      4.32G    0.02151    0.01574   0.009419         71        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     51/499      4.32G    0.02151    0.01574   0.009419         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     51/499      4.32G    0.02134    0.01595   0.009218         87        640:  25%|##5       | 10/40 [00:03<00:08,  3.62it/s]
     51/499      4.32G    0.02134    0.01595   0.009218         87        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
     51/499      4.32G    0.02158    0.01576   0.009066         59        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
     51/499      4.32G    0.02158    0.01576   0.009066         59        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     51/499      4.32G    0.02155    0.01597   0.008918         90        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     51/499      4.32G    0.02155    0.01597   0.008918         90        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     51/499      4.32G    0.02157    0.01607   0.008966         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     51/499      4.32G    0.02157    0.01607   0.008966         78        640:  35%|###5      | 14/40 [00:03<00:06,  4.12it/s]
     51/499      4.32G     0.0215    0.01608   0.008839         82        640:  35%|###5      | 14/40 [00:03<00:06,  4.12it/s]
     51/499      4.32G     0.0215    0.01608   0.008839         82        640:  38%|###7      | 15/40 [00:03<00:05,  4.43it/s]
     51/499      4.32G     0.0214    0.01617   0.008663         86        640:  38%|###7      | 15/40 [00:04<00:05,  4.43it/s]
     51/499      4.32G     0.0214    0.01617   0.008663         86        640:  40%|####      | 16/40 [00:04<00:05,  4.50it/s]
     51/499      4.32G    0.02138    0.01612   0.008872         72        640:  40%|####      | 16/40 [00:04<00:05,  4.50it/s]
     51/499      4.32G    0.02138    0.01612   0.008872         72        640:  42%|####2     | 17/40 [00:04<00:04,  4.72it/s]
     51/499      4.32G    0.02133    0.01611   0.008916         79        640:  42%|####2     | 17/40 [00:04<00:04,  4.72it/s]
     51/499      4.32G    0.02133    0.01611   0.008916         79        640:  45%|####5     | 18/40 [00:04<00:04,  4.89it/s]
     51/499      4.32G    0.02132    0.01622   0.008975         84        640:  45%|####5     | 18/40 [00:04<00:04,  4.89it/s]
     51/499      4.32G    0.02132    0.01622   0.008975         84        640:  48%|####7     | 19/40 [00:04<00:04,  4.83it/s]
     51/499      4.32G    0.02132    0.01633   0.009013         86        640:  48%|####7     | 19/40 [00:04<00:04,  4.83it/s]
     51/499      4.32G    0.02132    0.01633   0.009013         86        640:  50%|#####     | 20/40 [00:04<00:04,  4.98it/s]
     51/499      4.32G     0.0214    0.01629   0.009005         73        640:  50%|#####     | 20/40 [00:05<00:04,  4.98it/s]
     51/499      4.32G     0.0214    0.01629   0.009005         73        640:  52%|#####2    | 21/40 [00:05<00:03,  5.09it/s]
     51/499      4.32G    0.02132    0.01626   0.009108         79        640:  52%|#####2    | 21/40 [00:05<00:03,  5.09it/s]
     51/499      4.32G    0.02132    0.01626   0.009108         79        640:  55%|#####5    | 22/40 [00:05<00:03,  4.99it/s]
     51/499      4.32G     0.0213    0.01627   0.009017         75        640:  55%|#####5    | 22/40 [00:05<00:03,  4.99it/s]
     51/499      4.32G     0.0213    0.01627   0.009017         75        640:  57%|#####7    | 23/40 [00:05<00:03,  5.13it/s]
     51/499      4.32G    0.02129    0.01616   0.009051         57        640:  57%|#####7    | 23/40 [00:05<00:03,  5.13it/s]
     51/499      4.32G    0.02129    0.01616   0.009051         57        640:  60%|######    | 24/40 [00:05<00:03,  5.07it/s]
     51/499      4.32G    0.02126    0.01613    0.00895         77        640:  60%|######    | 24/40 [00:05<00:03,  5.07it/s]
     51/499      4.32G    0.02126    0.01613    0.00895         77        640:  62%|######2   | 25/40 [00:05<00:03,  4.36it/s]
     51/499      4.32G    0.02126    0.01605    0.00906         62        640:  62%|######2   | 25/40 [00:06<00:03,  4.36it/s]
     51/499      4.32G    0.02126    0.01605    0.00906         62        640:  65%|######5   | 26/40 [00:06<00:03,  4.28it/s]
     51/499      4.32G     0.0212    0.01608   0.008992         88        640:  65%|######5   | 26/40 [00:06<00:03,  4.28it/s]
     51/499      4.32G     0.0212    0.01608   0.008992         88        640:  68%|######7   | 27/40 [00:06<00:03,  4.11it/s]
     51/499      4.32G    0.02122    0.01599    0.00893         64        640:  68%|######7   | 27/40 [00:06<00:03,  4.11it/s]
     51/499      4.32G    0.02122    0.01599    0.00893         64        640:  70%|#######   | 28/40 [00:06<00:03,  3.83it/s]
     51/499      4.32G    0.02122    0.01609   0.008877         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.83it/s]
     51/499      4.32G    0.02122    0.01609   0.008877         76        640:  72%|#######2  | 29/40 [00:07<00:02,  3.90it/s]
     51/499      4.32G    0.02119    0.01617   0.008807         86        640:  72%|#######2  | 29/40 [00:07<00:02,  3.90it/s]
     51/499      4.32G    0.02119    0.01617   0.008807         86        640:  75%|#######5  | 30/40 [00:07<00:02,  3.86it/s]
     51/499      4.32G    0.02124     0.0163   0.008697         98        640:  75%|#######5  | 30/40 [00:07<00:02,  3.86it/s]
     51/499      4.32G    0.02124     0.0163   0.008697         98        640:  78%|#######7  | 31/40 [00:07<00:02,  3.68it/s]
     51/499      4.32G    0.02128    0.01632   0.008777         77        640:  78%|#######7  | 31/40 [00:07<00:02,  3.68it/s]
     51/499      4.32G    0.02128    0.01632   0.008777         77        640:  80%|########  | 32/40 [00:07<00:02,  3.80it/s]
     51/499      4.32G    0.02127    0.01634   0.008778         80        640:  80%|########  | 32/40 [00:08<00:02,  3.80it/s]
     51/499      4.32G    0.02127    0.01634   0.008778         80        640:  82%|########2 | 33/40 [00:08<00:01,  3.77it/s]
     51/499      4.32G    0.02122    0.01629   0.008748         71        640:  82%|########2 | 33/40 [00:08<00:01,  3.77it/s]
     51/499      4.32G    0.02122    0.01629   0.008748         71        640:  85%|########5 | 34/40 [00:08<00:01,  3.60it/s]
     51/499      4.32G    0.02125    0.01628    0.00871         71        640:  85%|########5 | 34/40 [00:08<00:01,  3.60it/s]
     51/499      4.32G    0.02125    0.01628    0.00871         71        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
     51/499      4.32G    0.02128    0.01627   0.008716         74        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
     51/499      4.32G    0.02128    0.01627   0.008716         74        640:  90%|######### | 36/40 [00:08<00:01,  3.75it/s]
     51/499      4.32G     0.0213    0.01626   0.008637         83        640:  90%|######### | 36/40 [00:09<00:01,  3.75it/s]
     51/499      4.32G     0.0213    0.01626   0.008637         83        640:  92%|#########2| 37/40 [00:09<00:00,  3.46it/s]
     51/499      4.32G    0.02134    0.01629   0.008749         73        640:  92%|#########2| 37/40 [00:09<00:00,  3.46it/s]
     51/499      4.32G    0.02134    0.01629   0.008749         73        640:  95%|#########5| 38/40 [00:09<00:00,  3.63it/s]
     51/499      4.32G    0.02136    0.01634   0.008785         78        640:  95%|#########5| 38/40 [00:09<00:00,  3.63it/s]
     51/499      4.32G    0.02136    0.01634   0.008785         78        640:  98%|#########7| 39/40 [00:09<00:00,  3.67it/s]
     51/499      4.32G     0.0213    0.01632   0.008812         44        640:  98%|#########7| 39/40 [00:10<00:00,  3.67it/s]
     51/499      4.32G     0.0213    0.01632   0.008812         44        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]
     51/499      4.32G     0.0213    0.01632   0.008812         44        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.87it/s]
                   all        132        263      0.828      0.707      0.796      0.613

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     52/499      4.32G    0.02148    0.01758   0.007187         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     52/499      4.32G    0.02148    0.01758   0.007187         81        640:   2%|2         | 1/40 [00:00<00:11,  3.43it/s]
     52/499      4.32G    0.02164    0.01546    0.01175         59        640:   2%|2         | 1/40 [00:00<00:11,  3.43it/s]
     52/499      4.32G    0.02164    0.01546    0.01175         59        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     52/499      4.32G    0.02147    0.01582   0.009801         83        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     52/499      4.32G    0.02147    0.01582   0.009801         83        640:   8%|7         | 3/40 [00:00<00:10,  3.48it/s]
     52/499      4.32G    0.02141    0.01535   0.009292         62        640:   8%|7         | 3/40 [00:01<00:10,  3.48it/s]
     52/499      4.32G    0.02141    0.01535   0.009292         62        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     52/499      4.32G    0.02144    0.01537   0.008773         72        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     52/499      4.32G    0.02144    0.01537   0.008773         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
     52/499      4.32G    0.02159    0.01541   0.009323         69        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
     52/499      4.32G    0.02159    0.01541   0.009323         69        640:  15%|#5        | 6/40 [00:01<00:09,  3.56it/s]
     52/499      4.32G    0.02131    0.01547    0.00864         81        640:  15%|#5        | 6/40 [00:01<00:09,  3.56it/s]
     52/499      4.32G    0.02131    0.01547    0.00864         81        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     52/499      4.32G    0.02123    0.01521   0.008375         62        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     52/499      4.32G    0.02123    0.01521   0.008375         62        640:  20%|##        | 8/40 [00:02<00:08,  3.69it/s]
     52/499      4.32G    0.02123    0.01499   0.008299         63        640:  20%|##        | 8/40 [00:02<00:08,  3.69it/s]
     52/499      4.32G    0.02123    0.01499   0.008299         63        640:  22%|##2       | 9/40 [00:02<00:08,  3.56it/s]
     52/499      4.32G    0.02152    0.01488   0.008467         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.56it/s]
     52/499      4.32G    0.02152    0.01488   0.008467         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.57it/s]
     52/499      4.32G    0.02144    0.01516   0.008686         81        640:  25%|##5       | 10/40 [00:03<00:08,  3.57it/s]
     52/499      4.32G    0.02144    0.01516   0.008686         81        640:  28%|##7       | 11/40 [00:03<00:07,  3.66it/s]
     52/499      4.32G    0.02143     0.0152   0.008468         81        640:  28%|##7       | 11/40 [00:03<00:07,  3.66it/s]
     52/499      4.32G    0.02143     0.0152   0.008468         81        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     52/499      4.32G    0.02142    0.01515     0.0082         65        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     52/499      4.32G    0.02142    0.01515     0.0082         65        640:  32%|###2      | 13/40 [00:03<00:06,  4.03it/s]
     52/499      4.32G    0.02123    0.01486   0.008317         57        640:  32%|###2      | 13/40 [00:03<00:06,  4.03it/s]
     52/499      4.32G    0.02123    0.01486   0.008317         57        640:  35%|###5      | 14/40 [00:03<00:05,  4.36it/s]
     52/499      4.32G    0.02125    0.01481   0.008355         70        640:  35%|###5      | 14/40 [00:03<00:05,  4.36it/s]
     52/499      4.32G    0.02125    0.01481   0.008355         70        640:  38%|###7      | 15/40 [00:03<00:05,  4.45it/s]
     52/499      4.32G    0.02134    0.01494   0.008339         81        640:  38%|###7      | 15/40 [00:04<00:05,  4.45it/s]
     52/499      4.32G    0.02134    0.01494   0.008339         81        640:  40%|####      | 16/40 [00:04<00:05,  4.67it/s]
     52/499      4.32G    0.02134    0.01503   0.008305         75        640:  40%|####      | 16/40 [00:04<00:05,  4.67it/s]
     52/499      4.32G    0.02134    0.01503   0.008305         75        640:  42%|####2     | 17/40 [00:04<00:04,  4.88it/s]
     52/499      4.32G     0.0212    0.01508   0.008585         78        640:  42%|####2     | 17/40 [00:04<00:04,  4.88it/s]
     52/499      4.32G     0.0212    0.01508   0.008585         78        640:  45%|####5     | 18/40 [00:04<00:04,  4.84it/s]
     52/499      4.32G    0.02111    0.01527   0.008534         86        640:  45%|####5     | 18/40 [00:04<00:04,  4.84it/s]
     52/499      4.32G    0.02111    0.01527   0.008534         86        640:  48%|####7     | 19/40 [00:04<00:04,  4.98it/s]
     52/499      4.32G    0.02103    0.01525    0.00883         73        640:  48%|####7     | 19/40 [00:04<00:04,  4.98it/s]
     52/499      4.32G    0.02103    0.01525    0.00883         73        640:  50%|#####     | 20/40 [00:04<00:03,  5.12it/s]
     52/499      4.32G      0.021     0.0153   0.009023         83        640:  50%|#####     | 20/40 [00:05<00:03,  5.12it/s]
     52/499      4.32G      0.021     0.0153   0.009023         83        640:  52%|#####2    | 21/40 [00:05<00:03,  4.98it/s]
     52/499      4.32G    0.02106    0.01519    0.00899         61        640:  52%|#####2    | 21/40 [00:05<00:03,  4.98it/s]
     52/499      4.32G    0.02106    0.01519    0.00899         61        640:  55%|#####5    | 22/40 [00:05<00:03,  5.14it/s]
     52/499      4.32G    0.02107    0.01529   0.008931         83        640:  55%|#####5    | 22/40 [00:05<00:03,  5.14it/s]
     52/499      4.32G    0.02107    0.01529   0.008931         83        640:  57%|#####7    | 23/40 [00:05<00:03,  5.09it/s]
     52/499      4.32G    0.02093    0.01519   0.008955         63        640:  57%|#####7    | 23/40 [00:05<00:03,  5.09it/s]
     52/499      4.32G    0.02093    0.01519   0.008955         63        640:  60%|######    | 24/40 [00:05<00:03,  4.42it/s]
     52/499      4.32G    0.02099    0.01517   0.009077         70        640:  60%|######    | 24/40 [00:05<00:03,  4.42it/s]
     52/499      4.32G    0.02099    0.01517   0.009077         70        640:  62%|######2   | 25/40 [00:05<00:03,  4.32it/s]
     52/499      4.32G      0.021     0.0152   0.009133         76        640:  62%|######2   | 25/40 [00:06<00:03,  4.32it/s]
     52/499      4.32G      0.021     0.0152   0.009133         76        640:  65%|######5   | 26/40 [00:06<00:03,  4.08it/s]
     52/499      4.32G     0.0211    0.01522   0.009008         70        640:  65%|######5   | 26/40 [00:06<00:03,  4.08it/s]
     52/499      4.32G     0.0211    0.01522   0.009008         70        640:  68%|######7   | 27/40 [00:06<00:03,  3.84it/s]
     52/499      4.32G    0.02111    0.01527   0.009115         82        640:  68%|######7   | 27/40 [00:06<00:03,  3.84it/s]
     52/499      4.32G    0.02111    0.01527   0.009115         82        640:  70%|#######   | 28/40 [00:06<00:03,  3.88it/s]
     52/499      4.32G    0.02109    0.01535   0.009058         83        640:  70%|#######   | 28/40 [00:07<00:03,  3.88it/s]
     52/499      4.32G    0.02109    0.01535   0.009058         83        640:  72%|#######2  | 29/40 [00:07<00:02,  3.81it/s]
     52/499      4.32G    0.02101    0.01527   0.009217         62        640:  72%|#######2  | 29/40 [00:07<00:02,  3.81it/s]
     52/499      4.32G    0.02101    0.01527   0.009217         62        640:  75%|#######5  | 30/40 [00:07<00:02,  3.68it/s]
     52/499      4.32G    0.02101    0.01529   0.009175         82        640:  75%|#######5  | 30/40 [00:07<00:02,  3.68it/s]
     52/499      4.32G    0.02101    0.01529   0.009175         82        640:  78%|#######7  | 31/40 [00:07<00:02,  3.79it/s]
     52/499      4.32G    0.02098    0.01527     0.0091         75        640:  78%|#######7  | 31/40 [00:07<00:02,  3.79it/s]
     52/499      4.32G    0.02098    0.01527     0.0091         75        640:  80%|########  | 32/40 [00:07<00:02,  3.76it/s]
     52/499      4.32G      0.021    0.01536   0.009185         86        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
     52/499      4.32G      0.021    0.01536   0.009185         86        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     52/499      4.32G      0.021    0.01535   0.009267         66        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     52/499      4.32G      0.021    0.01535   0.009267         66        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     52/499      4.32G    0.02092    0.01528   0.009451         70        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     52/499      4.32G    0.02092    0.01528   0.009451         70        640:  88%|########7 | 35/40 [00:08<00:01,  3.74it/s]
     52/499      4.32G    0.02094    0.01531   0.009448         75        640:  88%|########7 | 35/40 [00:08<00:01,  3.74it/s]
     52/499      4.32G    0.02094    0.01531   0.009448         75        640:  90%|######### | 36/40 [00:08<00:01,  3.62it/s]
     52/499      4.32G    0.02095    0.01527   0.009387         69        640:  90%|######### | 36/40 [00:09<00:01,  3.62it/s]
     52/499      4.32G    0.02095    0.01527   0.009387         69        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     52/499      4.32G    0.02093    0.01532   0.009323         81        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     52/499      4.32G    0.02093    0.01532   0.009323         81        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     52/499      4.32G    0.02095    0.01534   0.009249         74        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     52/499      4.32G    0.02095    0.01534   0.009249         74        640:  98%|#########7| 39/40 [00:09<00:00,  3.60it/s]
     52/499      4.32G    0.02088    0.01524   0.009182         28        640:  98%|#########7| 39/40 [00:10<00:00,  3.60it/s]
     52/499      4.32G    0.02088    0.01524   0.009182         28        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]
     52/499      4.32G    0.02088    0.01524   0.009182         28        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.75it/s]
                   all        132        263      0.819      0.849      0.848      0.658

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     53/499      4.32G    0.02239    0.02034   0.006484         92        640:   0%|          | 0/40 [00:00<?, ?it/s]
     53/499      4.32G    0.02239    0.02034   0.006484         92        640:   2%|2         | 1/40 [00:00<00:11,  3.46it/s]
     53/499      4.32G    0.02213    0.01831   0.008331         67        640:   2%|2         | 1/40 [00:00<00:11,  3.46it/s]
     53/499      4.32G    0.02213    0.01831   0.008331         67        640:   5%|5         | 2/40 [00:00<00:11,  3.45it/s]
     53/499      4.32G    0.02177    0.01778   0.008275         73        640:   5%|5         | 2/40 [00:00<00:11,  3.45it/s]
     53/499      4.32G    0.02177    0.01778   0.008275         73        640:   8%|7         | 3/40 [00:00<00:10,  3.62it/s]
     53/499      4.32G     0.0223    0.01687   0.008246         55        640:   8%|7         | 3/40 [00:01<00:10,  3.62it/s]
     53/499      4.32G     0.0223    0.01687   0.008246         55        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     53/499      4.32G    0.02228    0.01633   0.008618         70        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     53/499      4.32G    0.02228    0.01633   0.008618         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.56it/s]
     53/499      4.32G    0.02223    0.01615   0.008605         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.56it/s]
     53/499      4.32G    0.02223    0.01615   0.008605         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     53/499      4.32G    0.02222    0.01656   0.009321         90        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     53/499      4.32G    0.02222    0.01656   0.009321         90        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     53/499      4.32G    0.02273    0.01637   0.009469         73        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     53/499      4.32G    0.02273    0.01637   0.009469         73        640:  20%|##        | 8/40 [00:02<00:08,  3.59it/s]
     53/499      4.32G    0.02237     0.0163   0.009596         84        640:  20%|##        | 8/40 [00:02<00:08,  3.59it/s]
     53/499      4.32G    0.02237     0.0163   0.009596         84        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     53/499      4.32G    0.02232    0.01623   0.009792         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     53/499      4.32G    0.02232    0.01623   0.009792         78        640:  25%|##5       | 10/40 [00:02<00:07,  3.88it/s]
     53/499      4.32G     0.0221    0.01604   0.009809         70        640:  25%|##5       | 10/40 [00:02<00:07,  3.88it/s]
     53/499      4.32G     0.0221    0.01604   0.009809         70        640:  28%|##7       | 11/40 [00:02<00:07,  4.10it/s]
     53/499      4.32G    0.02195     0.0161    0.01001         79        640:  28%|##7       | 11/40 [00:03<00:07,  4.10it/s]
     53/499      4.32G    0.02195     0.0161    0.01001         79        640:  30%|###       | 12/40 [00:03<00:06,  4.40it/s]
     53/499      4.32G    0.02177    0.01594   0.009915         74        640:  30%|###       | 12/40 [00:03<00:06,  4.40it/s]
     53/499      4.32G    0.02177    0.01594   0.009915         74        640:  32%|###2      | 13/40 [00:03<00:05,  4.62it/s]
     53/499      4.32G    0.02191    0.01586    0.01034         57        640:  32%|###2      | 13/40 [00:03<00:05,  4.62it/s]
     53/499      4.32G    0.02191    0.01586    0.01034         57        640:  35%|###5      | 14/40 [00:03<00:05,  4.66it/s]
     53/499      4.32G    0.02184    0.01568   0.009931         65        640:  35%|###5      | 14/40 [00:03<00:05,  4.66it/s]
     53/499      4.32G    0.02184    0.01568   0.009931         65        640:  38%|###7      | 15/40 [00:03<00:05,  4.85it/s]
     53/499      4.32G    0.02183    0.01557   0.009986         64        640:  38%|###7      | 15/40 [00:03<00:05,  4.85it/s]
     53/499      4.32G    0.02183    0.01557   0.009986         64        640:  40%|####      | 16/40 [00:03<00:04,  4.97it/s]
     53/499      4.32G    0.02179    0.01553   0.009764         65        640:  40%|####      | 16/40 [00:04<00:04,  4.97it/s]
     53/499      4.32G    0.02179    0.01553   0.009764         65        640:  42%|####2     | 17/40 [00:04<00:04,  4.87it/s]
     53/499      4.32G     0.0217     0.0156    0.00998         78        640:  42%|####2     | 17/40 [00:04<00:04,  4.87it/s]
     53/499      4.32G     0.0217     0.0156    0.00998         78        640:  45%|####5     | 18/40 [00:04<00:04,  5.00it/s]
     53/499      4.32G    0.02155    0.01549   0.009765         69        640:  45%|####5     | 18/40 [00:04<00:04,  5.00it/s]
     53/499      4.32G    0.02155    0.01549   0.009765         69        640:  48%|####7     | 19/40 [00:04<00:04,  5.12it/s]
     53/499      4.32G    0.02154    0.01567   0.009637         91        640:  48%|####7     | 19/40 [00:04<00:04,  5.12it/s]
     53/499      4.32G    0.02154    0.01567   0.009637         91        640:  50%|#####     | 20/40 [00:04<00:03,  5.01it/s]
     53/499      4.32G    0.02149    0.01566    0.00987         78        640:  50%|#####     | 20/40 [00:04<00:03,  5.01it/s]
     53/499      4.32G    0.02149    0.01566    0.00987         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.03it/s]
     53/499      4.32G    0.02148     0.0157   0.009926         76        640:  52%|#####2    | 21/40 [00:05<00:03,  5.03it/s]
     53/499      4.32G    0.02148     0.0157   0.009926         76        640:  55%|#####5    | 22/40 [00:05<00:03,  4.51it/s]
     53/499      4.32G    0.02145    0.01584   0.009821         83        640:  55%|#####5    | 22/40 [00:05<00:03,  4.51it/s]
     53/499      4.32G    0.02145    0.01584   0.009821         83        640:  57%|#####7    | 23/40 [00:05<00:04,  4.07it/s]
     53/499      4.32G    0.02151    0.01579   0.009989         68        640:  57%|#####7    | 23/40 [00:05<00:04,  4.07it/s]
     53/499      4.32G    0.02151    0.01579   0.009989         68        640:  60%|######    | 24/40 [00:05<00:03,  4.07it/s]
     53/499      4.32G    0.02143    0.01574   0.009909         72        640:  60%|######    | 24/40 [00:05<00:03,  4.07it/s]
     53/499      4.32G    0.02143    0.01574   0.009909         72        640:  62%|######2   | 25/40 [00:05<00:03,  3.96it/s]
     53/499      4.32G    0.02144     0.0156     0.0101         60        640:  62%|######2   | 25/40 [00:06<00:03,  3.96it/s]
     53/499      4.32G    0.02144     0.0156     0.0101         60        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     53/499      4.32G    0.02143    0.01553    0.01016         69        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     53/499      4.32G    0.02143    0.01553    0.01016         69        640:  68%|######7   | 27/40 [00:06<00:03,  3.84it/s]
     53/499      4.32G    0.02145    0.01551    0.01016         73        640:  68%|######7   | 27/40 [00:06<00:03,  3.84it/s]
     53/499      4.32G    0.02145    0.01551    0.01016         73        640:  70%|#######   | 28/40 [00:06<00:03,  3.81it/s]
     53/499      4.32G    0.02141    0.01561       0.01         90        640:  70%|#######   | 28/40 [00:07<00:03,  3.81it/s]
     53/499      4.32G    0.02141    0.01561       0.01         90        640:  72%|#######2  | 29/40 [00:07<00:03,  3.66it/s]
     53/499      4.32G    0.02138    0.01565   0.009936         83        640:  72%|#######2  | 29/40 [00:07<00:03,  3.66it/s]
     53/499      4.32G    0.02138    0.01565   0.009936         83        640:  75%|#######5  | 30/40 [00:07<00:02,  3.78it/s]
     53/499      4.32G    0.02139    0.01568    0.01003         67        640:  75%|#######5  | 30/40 [00:07<00:02,  3.78it/s]
     53/499      4.32G    0.02139    0.01568    0.01003         67        640:  78%|#######7  | 31/40 [00:07<00:02,  3.77it/s]
     53/499      4.32G    0.02132    0.01562   0.009849         69        640:  78%|#######7  | 31/40 [00:07<00:02,  3.77it/s]
     53/499      4.32G    0.02132    0.01562   0.009849         69        640:  80%|########  | 32/40 [00:07<00:02,  3.63it/s]
     53/499      4.32G    0.02127    0.01558    0.00974         69        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     53/499      4.32G    0.02127    0.01558    0.00974         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
     53/499      4.32G    0.02123    0.01558     0.0098         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
     53/499      4.32G    0.02123    0.01558     0.0098         70        640:  85%|########5 | 34/40 [00:08<00:01,  3.75it/s]
     53/499      4.32G    0.02126    0.01575   0.009872         98        640:  85%|########5 | 34/40 [00:08<00:01,  3.75it/s]
     53/499      4.32G    0.02126    0.01575   0.009872         98        640:  88%|########7 | 35/40 [00:08<00:01,  3.58it/s]
     53/499      4.32G    0.02132    0.01579   0.009853         78        640:  88%|########7 | 35/40 [00:08<00:01,  3.58it/s]
     53/499      4.32G    0.02132    0.01579   0.009853         78        640:  90%|######### | 36/40 [00:08<00:01,  3.72it/s]
     53/499      4.32G    0.02133     0.0158   0.009985         74        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     53/499      4.32G    0.02133     0.0158   0.009985         74        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     53/499      4.32G    0.02134    0.01585    0.01003         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     53/499      4.32G    0.02134    0.01585    0.01003         82        640:  95%|#########5| 38/40 [00:09<00:00,  3.58it/s]
     53/499      4.32G    0.02137    0.01585   0.009874         70        640:  95%|#########5| 38/40 [00:09<00:00,  3.58it/s]
     53/499      4.32G    0.02137    0.01585   0.009874         70        640:  98%|#########7| 39/40 [00:09<00:00,  3.71it/s]
     53/499      4.32G    0.02133    0.01582    0.00976         35        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
     53/499      4.32G    0.02133    0.01582    0.00976         35        640: 100%|##########| 40/40 [00:10<00:00,  3.82it/s]
     53/499      4.32G    0.02133    0.01582    0.00976         35        640: 100%|##########| 40/40 [00:10<00:00,  4.00it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.84it/s]
                   all        132        263      0.871      0.821      0.889      0.686

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     54/499      4.32G    0.02162    0.01519    0.01045         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     54/499      4.32G    0.02162    0.01519    0.01045         71        640:   2%|2         | 1/40 [00:00<00:11,  3.27it/s]
     54/499      4.32G    0.02255     0.0148   0.008468         70        640:   2%|2         | 1/40 [00:00<00:11,  3.27it/s]
     54/499      4.32G    0.02255     0.0148   0.008468         70        640:   5%|5         | 2/40 [00:00<00:10,  3.72it/s]
     54/499      4.32G    0.02279    0.01388   0.008291         56        640:   5%|5         | 2/40 [00:00<00:10,  3.72it/s]
     54/499      4.32G    0.02279    0.01388   0.008291         56        640:   8%|7         | 3/40 [00:00<00:10,  3.70it/s]
     54/499      4.32G    0.02361    0.01556   0.007919         90        640:   8%|7         | 3/40 [00:01<00:10,  3.70it/s]
     54/499      4.32G    0.02361    0.01556   0.007919         90        640:  10%|#         | 4/40 [00:01<00:09,  3.60it/s]
     54/499      4.32G    0.02348    0.01546   0.008356         65        640:  10%|#         | 4/40 [00:01<00:09,  3.60it/s]
     54/499      4.32G    0.02348    0.01546   0.008356         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     54/499      4.32G    0.02301    0.01552   0.007867         84        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     54/499      4.32G    0.02301    0.01552   0.007867         84        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
     54/499      4.32G    0.02342    0.01629   0.007924         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
     54/499      4.32G    0.02342    0.01629   0.007924         85        640:  18%|#7        | 7/40 [00:01<00:09,  3.66it/s]
     54/499      4.32G    0.02353    0.01639   0.008056         75        640:  18%|#7        | 7/40 [00:02<00:09,  3.66it/s]
     54/499      4.32G    0.02353    0.01639   0.008056         75        640:  20%|##        | 8/40 [00:02<00:08,  3.89it/s]
     54/499      4.32G    0.02343     0.0166   0.007942         79        640:  20%|##        | 8/40 [00:02<00:08,  3.89it/s]
     54/499      4.32G    0.02343     0.0166   0.007942         79        640:  22%|##2       | 9/40 [00:02<00:07,  4.25it/s]
     54/499      4.32G    0.02362    0.01641   0.008843         55        640:  22%|##2       | 9/40 [00:02<00:07,  4.25it/s]
     54/499      4.32G    0.02362    0.01641   0.008843         55        640:  25%|##5       | 10/40 [00:02<00:06,  4.39it/s]
     54/499      4.32G    0.02353     0.0163   0.008699         68        640:  25%|##5       | 10/40 [00:02<00:06,  4.39it/s]
     54/499      4.32G    0.02353     0.0163   0.008699         68        640:  28%|##7       | 11/40 [00:02<00:06,  4.64it/s]
     54/499      4.32G    0.02321    0.01631   0.008575         70        640:  28%|##7       | 11/40 [00:02<00:06,  4.64it/s]
     54/499      4.32G    0.02321    0.01631   0.008575         70        640:  30%|###       | 12/40 [00:02<00:05,  4.82it/s]
     54/499      4.32G    0.02311     0.0163   0.008822         78        640:  30%|###       | 12/40 [00:03<00:05,  4.82it/s]
     54/499      4.32G    0.02311     0.0163   0.008822         78        640:  32%|###2      | 13/40 [00:03<00:05,  4.80it/s]
     54/499      4.32G    0.02286    0.01631   0.008611         84        640:  32%|###2      | 13/40 [00:03<00:05,  4.80it/s]
     54/499      4.32G    0.02286    0.01631   0.008611         84        640:  35%|###5      | 14/40 [00:03<00:05,  4.96it/s]
     54/499      4.32G    0.02283    0.01612   0.008524         72        640:  35%|###5      | 14/40 [00:03<00:05,  4.96it/s]
     54/499      4.32G    0.02283    0.01612   0.008524         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.02it/s]
     54/499      4.32G    0.02272    0.01608   0.008473         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.02it/s]
     54/499      4.32G    0.02272    0.01608   0.008473         75        640:  40%|####      | 16/40 [00:03<00:04,  4.94it/s]
     54/499      4.32G    0.02258    0.01594   0.008723         67        640:  40%|####      | 16/40 [00:03<00:04,  4.94it/s]
     54/499      4.32G    0.02258    0.01594   0.008723         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.09it/s]
     54/499      4.32G    0.02244    0.01578   0.008505         66        640:  42%|####2     | 17/40 [00:04<00:04,  5.09it/s]
     54/499      4.32G    0.02244    0.01578   0.008505         66        640:  45%|####5     | 18/40 [00:04<00:04,  5.14it/s]
     54/499      4.32G    0.02241    0.01575   0.008744         69        640:  45%|####5     | 18/40 [00:04<00:04,  5.14it/s]
     54/499      4.32G    0.02241    0.01575   0.008744         69        640:  48%|####7     | 19/40 [00:04<00:04,  4.90it/s]
     54/499      4.32G    0.02228    0.01576   0.008993         73        640:  48%|####7     | 19/40 [00:04<00:04,  4.90it/s]
     54/499      4.32G    0.02228    0.01576   0.008993         73        640:  50%|#####     | 20/40 [00:04<00:04,  4.54it/s]
     54/499      4.32G    0.02224    0.01576   0.008842         72        640:  50%|#####     | 20/40 [00:04<00:04,  4.54it/s]
     54/499      4.32G    0.02224    0.01576   0.008842         72        640:  52%|#####2    | 21/40 [00:04<00:04,  4.15it/s]
     54/499      4.32G    0.02216    0.01579   0.008783         81        640:  52%|#####2    | 21/40 [00:05<00:04,  4.15it/s]
     54/499      4.32G    0.02216    0.01579   0.008783         81        640:  55%|#####5    | 22/40 [00:05<00:04,  3.88it/s]
     54/499      4.32G    0.02204    0.01577   0.008779         70        640:  55%|#####5    | 22/40 [00:05<00:04,  3.88it/s]
     54/499      4.32G    0.02204    0.01577   0.008779         70        640:  57%|#####7    | 23/40 [00:05<00:04,  3.90it/s]
     54/499      4.32G    0.02207     0.0157   0.008773         68        640:  57%|#####7    | 23/40 [00:05<00:04,  3.90it/s]
     54/499      4.32G    0.02207     0.0157   0.008773         68        640:  60%|######    | 24/40 [00:05<00:04,  3.84it/s]
     54/499      4.32G    0.02196    0.01565    0.00877         69        640:  60%|######    | 24/40 [00:05<00:04,  3.84it/s]
     54/499      4.32G    0.02196    0.01565    0.00877         69        640:  62%|######2   | 25/40 [00:05<00:04,  3.69it/s]
     54/499      4.32G    0.02189    0.01563    0.00863         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.69it/s]
     54/499      4.32G    0.02189    0.01563    0.00863         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.77it/s]
     54/499      4.32G    0.02183    0.01569    0.00858         82        640:  65%|######5   | 26/40 [00:06<00:03,  3.77it/s]
     54/499      4.32G    0.02183    0.01569    0.00858         82        640:  68%|######7   | 27/40 [00:06<00:03,  3.77it/s]
     54/499      4.32G    0.02172     0.0157   0.008397         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.77it/s]
     54/499      4.32G    0.02172     0.0157   0.008397         80        640:  70%|#######   | 28/40 [00:06<00:03,  3.66it/s]
     54/499      4.32G    0.02174    0.01579   0.008385         85        640:  70%|#######   | 28/40 [00:07<00:03,  3.66it/s]
     54/499      4.32G    0.02174    0.01579   0.008385         85        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     54/499      4.32G    0.02165    0.01576   0.008292         68        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     54/499      4.32G    0.02165    0.01576   0.008292         68        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     54/499      4.32G    0.02155    0.01573   0.008219         78        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     54/499      4.32G    0.02155    0.01573   0.008219         78        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
     54/499      4.32G    0.02155    0.01573   0.008225         77        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
     54/499      4.32G    0.02155    0.01573   0.008225         77        640:  80%|########  | 32/40 [00:07<00:02,  3.69it/s]
     54/499      4.32G     0.0215    0.01572   0.008124         73        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
     54/499      4.32G     0.0215    0.01572   0.008124         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
     54/499      4.32G    0.02151    0.01583   0.008209         87        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
     54/499      4.32G    0.02151    0.01583   0.008209         87        640:  85%|########5 | 34/40 [00:08<00:01,  3.61it/s]
     54/499      4.32G    0.02154    0.01583   0.008259         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.61it/s]
     54/499      4.32G    0.02154    0.01583   0.008259         74        640:  88%|########7 | 35/40 [00:08<00:01,  3.70it/s]
     54/499      4.32G    0.02155    0.01582   0.008278         72        640:  88%|########7 | 35/40 [00:08<00:01,  3.70it/s]
     54/499      4.32G    0.02155    0.01582   0.008278         72        640:  90%|######### | 36/40 [00:08<00:01,  3.71it/s]
     54/499      4.32G    0.02157    0.01586   0.008283         75        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
     54/499      4.32G    0.02157    0.01586   0.008283         75        640:  92%|#########2| 37/40 [00:09<00:00,  3.59it/s]
     54/499      4.32G    0.02155    0.01582   0.008305         64        640:  92%|#########2| 37/40 [00:09<00:00,  3.59it/s]
     54/499      4.32G    0.02155    0.01582   0.008305         64        640:  95%|#########5| 38/40 [00:09<00:00,  3.70it/s]
     54/499      4.32G    0.02149    0.01578   0.008273         71        640:  95%|#########5| 38/40 [00:09<00:00,  3.70it/s]
     54/499      4.32G    0.02149    0.01578   0.008273         71        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     54/499      4.32G    0.02152    0.01577   0.008211         37        640:  98%|#########7| 39/40 [00:10<00:00,  3.72it/s]
     54/499      4.32G    0.02152    0.01577   0.008211         37        640: 100%|##########| 40/40 [00:10<00:00,  3.64it/s]
     54/499      4.32G    0.02152    0.01577   0.008211         37        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.77it/s]
                   all        132        263      0.778      0.854      0.887      0.669

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     55/499      4.32G    0.02143    0.01489   0.005504         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     55/499      4.32G    0.02143    0.01489   0.005504         73        640:   2%|2         | 1/40 [00:00<00:09,  4.27it/s]
     55/499      4.32G    0.02228    0.01567   0.007011         72        640:   2%|2         | 1/40 [00:00<00:09,  4.27it/s]
     55/499      4.32G    0.02228    0.01567   0.007011         72        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
     55/499      4.32G    0.02253    0.01607   0.006947         72        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
     55/499      4.32G    0.02253    0.01607   0.006947         72        640:   8%|7         | 3/40 [00:00<00:10,  3.65it/s]
     55/499      4.32G    0.02203    0.01596   0.006976         79        640:   8%|7         | 3/40 [00:01<00:10,  3.65it/s]
     55/499      4.32G    0.02203    0.01596   0.006976         79        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     55/499      4.32G    0.02204    0.01573   0.007481         72        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     55/499      4.32G    0.02204    0.01573   0.007481         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
     55/499      4.32G    0.02211    0.01536   0.008447         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
     55/499      4.32G    0.02211    0.01536   0.008447         71        640:  15%|#5        | 6/40 [00:01<00:08,  3.82it/s]
     55/499      4.32G    0.02181    0.01535   0.007613         73        640:  15%|#5        | 6/40 [00:01<00:08,  3.82it/s]
     55/499      4.32G    0.02181    0.01535   0.007613         73        640:  18%|#7        | 7/40 [00:01<00:07,  4.22it/s]
     55/499      4.32G    0.02163    0.01589   0.007523        100        640:  18%|#7        | 7/40 [00:01<00:07,  4.22it/s]
     55/499      4.32G    0.02163    0.01589   0.007523        100        640:  20%|##        | 8/40 [00:01<00:07,  4.53it/s]
     55/499      4.32G    0.02134    0.01619   0.007888         94        640:  20%|##        | 8/40 [00:02<00:07,  4.53it/s]
     55/499      4.32G    0.02134    0.01619   0.007888         94        640:  22%|##2       | 9/40 [00:02<00:06,  4.54it/s]
     55/499      4.32G    0.02102    0.01635   0.007561         91        640:  22%|##2       | 9/40 [00:02<00:06,  4.54it/s]
     55/499      4.32G    0.02102    0.01635   0.007561         91        640:  25%|##5       | 10/40 [00:02<00:06,  4.77it/s]
     55/499      4.32G    0.02108    0.01631   0.007803         74        640:  25%|##5       | 10/40 [00:02<00:06,  4.77it/s]
     55/499      4.32G    0.02108    0.01631   0.007803         74        640:  28%|##7       | 11/40 [00:02<00:05,  4.94it/s]
     55/499      4.32G    0.02102     0.0161   0.007935         76        640:  28%|##7       | 11/40 [00:02<00:05,  4.94it/s]
     55/499      4.32G    0.02102     0.0161   0.007935         76        640:  30%|###       | 12/40 [00:02<00:05,  4.86it/s]
     55/499      4.32G    0.02096    0.01604   0.008346         73        640:  30%|###       | 12/40 [00:02<00:05,  4.86it/s]
     55/499      4.32G    0.02096    0.01604   0.008346         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.02it/s]
     55/499      4.32G    0.02085    0.01584    0.00823         64        640:  32%|###2      | 13/40 [00:03<00:05,  5.02it/s]
     55/499      4.32G    0.02085    0.01584    0.00823         64        640:  35%|###5      | 14/40 [00:03<00:05,  5.11it/s]
     55/499      4.32G    0.02075    0.01563   0.008202         64        640:  35%|###5      | 14/40 [00:03<00:05,  5.11it/s]
     55/499      4.32G    0.02075    0.01563   0.008202         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.03it/s]
     55/499      4.32G    0.02073    0.01549   0.008236         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.03it/s]
     55/499      4.32G    0.02073    0.01549   0.008236         67        640:  40%|####      | 16/40 [00:03<00:04,  5.10it/s]
     55/499      4.32G    0.02076    0.01558   0.008048         76        640:  40%|####      | 16/40 [00:03<00:04,  5.10it/s]
     55/499      4.32G    0.02076    0.01558   0.008048         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     55/499      4.32G    0.02071    0.01573   0.008008         95        640:  42%|####2     | 17/40 [00:04<00:04,  5.18it/s]
     55/499      4.32G    0.02071    0.01573   0.008008         95        640:  45%|####5     | 18/40 [00:04<00:05,  4.33it/s]
     55/499      4.32G    0.02066     0.0156   0.008002         65        640:  45%|####5     | 18/40 [00:04<00:05,  4.33it/s]
     55/499      4.32G    0.02066     0.0156   0.008002         65        640:  48%|####7     | 19/40 [00:04<00:04,  4.25it/s]
     55/499      4.32G    0.02079    0.01552   0.008108         64        640:  48%|####7     | 19/40 [00:04<00:04,  4.25it/s]
     55/499      4.32G    0.02079    0.01552   0.008108         64        640:  50%|#####     | 20/40 [00:04<00:04,  4.04it/s]
     55/499      4.32G    0.02092    0.01564   0.008024         78        640:  50%|#####     | 20/40 [00:04<00:04,  4.04it/s]
     55/499      4.32G    0.02092    0.01564   0.008024         78        640:  52%|#####2    | 21/40 [00:04<00:04,  3.83it/s]
     55/499      4.32G    0.02089    0.01562   0.007863         69        640:  52%|#####2    | 21/40 [00:05<00:04,  3.83it/s]
     55/499      4.32G    0.02089    0.01562   0.007863         69        640:  55%|#####5    | 22/40 [00:05<00:04,  3.90it/s]
     55/499      4.32G    0.02106    0.01567   0.007775         76        640:  55%|#####5    | 22/40 [00:05<00:04,  3.90it/s]
     55/499      4.32G    0.02106    0.01567   0.007775         76        640:  57%|#####7    | 23/40 [00:05<00:04,  3.81it/s]
     55/499      4.32G    0.02112    0.01555   0.007907         63        640:  57%|#####7    | 23/40 [00:05<00:04,  3.81it/s]
     55/499      4.32G    0.02112    0.01555   0.007907         63        640:  60%|######    | 24/40 [00:05<00:04,  3.68it/s]
     55/499      4.32G    0.02117    0.01559   0.007852         81        640:  60%|######    | 24/40 [00:05<00:04,  3.68it/s]
     55/499      4.32G    0.02117    0.01559   0.007852         81        640:  62%|######2   | 25/40 [00:05<00:03,  3.77it/s]
     55/499      4.32G    0.02118    0.01566   0.007899         78        640:  62%|######2   | 25/40 [00:06<00:03,  3.77it/s]
     55/499      4.32G    0.02118    0.01566   0.007899         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     55/499      4.32G    0.02134    0.01569   0.008132         82        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     55/499      4.32G    0.02134    0.01569   0.008132         82        640:  68%|######7   | 27/40 [00:06<00:03,  3.62it/s]
     55/499      4.32G    0.02136    0.01578   0.008024         79        640:  68%|######7   | 27/40 [00:06<00:03,  3.62it/s]
     55/499      4.32G    0.02136    0.01578   0.008024         79        640:  70%|#######   | 28/40 [00:06<00:03,  3.75it/s]
     55/499      4.32G    0.02134    0.01574   0.008063         74        640:  70%|#######   | 28/40 [00:06<00:03,  3.75it/s]
     55/499      4.32G    0.02134    0.01574   0.008063         74        640:  72%|#######2  | 29/40 [00:06<00:02,  3.72it/s]
     55/499      4.32G    0.02132    0.01572   0.008029         74        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     55/499      4.32G    0.02132    0.01572   0.008029         74        640:  75%|#######5  | 30/40 [00:07<00:02,  3.43it/s]
     55/499      4.32G    0.02142     0.0157   0.007941         70        640:  75%|#######5  | 30/40 [00:07<00:02,  3.43it/s]
     55/499      4.32G    0.02142     0.0157   0.007941         70        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
     55/499      4.32G    0.02144    0.01573   0.008208         80        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
     55/499      4.32G    0.02144    0.01573   0.008208         80        640:  80%|########  | 32/40 [00:07<00:02,  3.62it/s]
     55/499      4.32G    0.02142    0.01576   0.008113         87        640:  80%|########  | 32/40 [00:08<00:02,  3.62it/s]
     55/499      4.32G    0.02142    0.01576   0.008113         87        640:  82%|########2 | 33/40 [00:08<00:01,  3.56it/s]
     55/499      4.32G    0.02136    0.01568   0.008269         63        640:  82%|########2 | 33/40 [00:08<00:01,  3.56it/s]
     55/499      4.32G    0.02136    0.01568   0.008269         63        640:  85%|########5 | 34/40 [00:08<00:01,  3.69it/s]
     55/499      4.32G     0.0213    0.01563   0.008093         70        640:  85%|########5 | 34/40 [00:08<00:01,  3.69it/s]
     55/499      4.32G     0.0213    0.01563   0.008093         70        640:  88%|########7 | 35/40 [00:08<00:01,  3.70it/s]
     55/499      4.32G    0.02134    0.01567   0.008071         80        640:  88%|########7 | 35/40 [00:08<00:01,  3.70it/s]
     55/499      4.32G    0.02134    0.01567   0.008071         80        640:  90%|######### | 36/40 [00:08<00:01,  3.61it/s]
     55/499      4.32G    0.02138    0.01568   0.008122         78        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
     55/499      4.32G    0.02138    0.01568   0.008122         78        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     55/499      4.32G    0.02139    0.01576   0.008054         87        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     55/499      4.32G    0.02139    0.01576   0.008054         87        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     55/499      4.32G    0.02132    0.01573   0.007992         72        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     55/499      4.32G    0.02132    0.01573   0.007992         72        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
     55/499      4.32G    0.02131    0.01559   0.007891         27        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
     55/499      4.32G    0.02131    0.01559   0.007891         27        640: 100%|##########| 40/40 [00:09<00:00,  3.81it/s]
     55/499      4.32G    0.02131    0.01559   0.007891         27        640: 100%|##########| 40/40 [00:09<00:00,  4.01it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.79it/s]
                   all        132        263      0.789       0.93      0.877      0.676

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     56/499      4.32G    0.02301     0.0184   0.009768         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     56/499      4.32G    0.02301     0.0184   0.009768         74        640:   2%|2         | 1/40 [00:00<00:09,  3.94it/s]
     56/499      4.32G    0.02293    0.01723    0.01171         70        640:   2%|2         | 1/40 [00:00<00:09,  3.94it/s]
     56/499      4.32G    0.02293    0.01723    0.01171         70        640:   5%|5         | 2/40 [00:00<00:08,  4.27it/s]
     56/499      4.32G    0.02288    0.01664   0.009675         72        640:   5%|5         | 2/40 [00:00<00:08,  4.27it/s]
     56/499      4.32G    0.02288    0.01664   0.009675         72        640:   8%|7         | 3/40 [00:00<00:08,  4.19it/s]
     56/499      4.32G    0.02298    0.01654   0.009254         65        640:   8%|7         | 3/40 [00:01<00:08,  4.19it/s]
     56/499      4.32G    0.02298    0.01654   0.009254         65        640:  10%|#         | 4/40 [00:01<00:09,  3.72it/s]
     56/499      4.32G    0.02325    0.01646   0.009498         70        640:  10%|#         | 4/40 [00:01<00:09,  3.72it/s]
     56/499      4.32G    0.02325    0.01646   0.009498         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.75it/s]
     56/499      4.32G      0.023    0.01641   0.008844         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.75it/s]
     56/499      4.32G      0.023    0.01641   0.008844         73        640:  15%|#5        | 6/40 [00:01<00:08,  4.15it/s]
     56/499      4.32G     0.0226    0.01618   0.008833         71        640:  15%|#5        | 6/40 [00:01<00:08,  4.15it/s]
     56/499      4.32G     0.0226    0.01618   0.008833         71        640:  18%|#7        | 7/40 [00:01<00:07,  4.45it/s]
     56/499      4.32G    0.02242    0.01644   0.008437         82        640:  18%|#7        | 7/40 [00:01<00:07,  4.45it/s]
     56/499      4.32G    0.02242    0.01644   0.008437         82        640:  20%|##        | 8/40 [00:01<00:07,  4.49it/s]
     56/499      4.32G    0.02235     0.0161   0.008882         60        640:  20%|##        | 8/40 [00:02<00:07,  4.49it/s]
     56/499      4.32G    0.02235     0.0161   0.008882         60        640:  22%|##2       | 9/40 [00:02<00:06,  4.72it/s]
     56/499      4.32G    0.02238    0.01647   0.009101         95        640:  22%|##2       | 9/40 [00:02<00:06,  4.72it/s]
     56/499      4.32G    0.02238    0.01647   0.009101         95        640:  25%|##5       | 10/40 [00:02<00:06,  4.91it/s]
     56/499      4.32G    0.02232    0.01639    0.00912         65        640:  25%|##5       | 10/40 [00:02<00:06,  4.91it/s]
     56/499      4.32G    0.02232    0.01639    0.00912         65        640:  28%|##7       | 11/40 [00:02<00:06,  4.83it/s]
     56/499      4.32G    0.02222    0.01598   0.008992         57        640:  28%|##7       | 11/40 [00:02<00:06,  4.83it/s]
     56/499      4.32G    0.02222    0.01598   0.008992         57        640:  30%|###       | 12/40 [00:02<00:05,  4.92it/s]
     56/499      4.32G    0.02221    0.01588   0.009705         67        640:  30%|###       | 12/40 [00:02<00:05,  4.92it/s]
     56/499      4.32G    0.02221    0.01588   0.009705         67        640:  32%|###2      | 13/40 [00:02<00:05,  4.94it/s]
     56/499      4.32G    0.02203    0.01585   0.009756         71        640:  32%|###2      | 13/40 [00:03<00:05,  4.94it/s]
     56/499      4.32G    0.02203    0.01585   0.009756         71        640:  35%|###5      | 14/40 [00:03<00:05,  4.87it/s]
     56/499      4.32G    0.02179    0.01586   0.009714         81        640:  35%|###5      | 14/40 [00:03<00:05,  4.87it/s]
     56/499      4.32G    0.02179    0.01586   0.009714         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.05it/s]
     56/499      4.32G    0.02171     0.0157   0.009535         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.05it/s]
     56/499      4.32G    0.02171     0.0157   0.009535         71        640:  40%|####      | 16/40 [00:03<00:04,  4.97it/s]
     56/499      4.32G    0.02166    0.01572   0.009393         73        640:  40%|####      | 16/40 [00:03<00:04,  4.97it/s]
     56/499      4.32G    0.02166    0.01572   0.009393         73        640:  42%|####2     | 17/40 [00:03<00:05,  4.33it/s]
     56/499      4.32G    0.02159     0.0159   0.009392         84        640:  42%|####2     | 17/40 [00:04<00:05,  4.33it/s]
     56/499      4.32G    0.02159     0.0159   0.009392         84        640:  45%|####5     | 18/40 [00:04<00:05,  4.21it/s]
     56/499      4.32G     0.0215    0.01599   0.009175         81        640:  45%|####5     | 18/40 [00:04<00:05,  4.21it/s]
     56/499      4.32G     0.0215    0.01599   0.009175         81        640:  48%|####7     | 19/40 [00:04<00:05,  4.06it/s]
     56/499      4.32G    0.02155    0.01588   0.009191         63        640:  48%|####7     | 19/40 [00:04<00:05,  4.06it/s]
     56/499      4.32G    0.02155    0.01588   0.009191         63        640:  50%|#####     | 20/40 [00:04<00:05,  3.83it/s]
     56/499      4.32G     0.0215    0.01583   0.009069         67        640:  50%|#####     | 20/40 [00:04<00:05,  3.83it/s]
     56/499      4.32G     0.0215    0.01583   0.009069         67        640:  52%|#####2    | 21/40 [00:04<00:04,  3.85it/s]
     56/499      4.32G    0.02136    0.01574   0.009095         71        640:  52%|#####2    | 21/40 [00:05<00:04,  3.85it/s]
     56/499      4.32G    0.02136    0.01574   0.009095         71        640:  55%|#####5    | 22/40 [00:05<00:04,  3.82it/s]
     56/499      4.32G    0.02128    0.01578   0.009064         82        640:  55%|#####5    | 22/40 [00:05<00:04,  3.82it/s]
     56/499      4.32G    0.02128    0.01578   0.009064         82        640:  57%|#####7    | 23/40 [00:05<00:04,  3.69it/s]
     56/499      4.32G    0.02123    0.01586   0.009139         89        640:  57%|#####7    | 23/40 [00:05<00:04,  3.69it/s]
     56/499      4.32G    0.02123    0.01586   0.009139         89        640:  60%|######    | 24/40 [00:05<00:04,  3.73it/s]
     56/499      4.32G    0.02129    0.01595   0.009306         88        640:  60%|######    | 24/40 [00:05<00:04,  3.73it/s]
     56/499      4.32G    0.02129    0.01595   0.009306         88        640:  62%|######2   | 25/40 [00:05<00:04,  3.73it/s]
     56/499      4.32G    0.02138    0.01594   0.009302         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     56/499      4.32G    0.02138    0.01594   0.009302         76        640:  65%|######5   | 26/40 [00:06<00:03,  3.62it/s]
     56/499      4.32G    0.02147     0.0159   0.009242         61        640:  65%|######5   | 26/40 [00:06<00:03,  3.62it/s]
     56/499      4.32G    0.02147     0.0159   0.009242         61        640:  68%|######7   | 27/40 [00:06<00:03,  3.72it/s]
     56/499      4.32G    0.02152    0.01593   0.009089         82        640:  68%|######7   | 27/40 [00:06<00:03,  3.72it/s]
     56/499      4.32G    0.02152    0.01593   0.009089         82        640:  70%|#######   | 28/40 [00:06<00:03,  3.71it/s]
     56/499      4.32G     0.0215    0.01584    0.00895         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     56/499      4.32G     0.0215    0.01584    0.00895         68        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     56/499      4.32G    0.02146    0.01573   0.008956         60        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     56/499      4.32G    0.02146    0.01573   0.008956         60        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     56/499      4.32G    0.02141    0.01568   0.008998         66        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     56/499      4.32G    0.02141    0.01568   0.008998         66        640:  78%|#######7  | 31/40 [00:07<00:02,  3.72it/s]
     56/499      4.32G    0.02141    0.01575   0.008939         81        640:  78%|#######7  | 31/40 [00:07<00:02,  3.72it/s]
     56/499      4.32G    0.02141    0.01575   0.008939         81        640:  80%|########  | 32/40 [00:07<00:02,  3.60it/s]
     56/499      4.32G     0.0214    0.01563    0.00884         62        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
     56/499      4.32G     0.0214    0.01563    0.00884         62        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     56/499      4.32G    0.02138    0.01566   0.008816         82        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     56/499      4.32G    0.02138    0.01566   0.008816         82        640:  85%|########5 | 34/40 [00:08<00:01,  3.70it/s]
     56/499      4.32G    0.02138    0.01569   0.008782         85        640:  85%|########5 | 34/40 [00:08<00:01,  3.70it/s]
     56/499      4.32G    0.02138    0.01569   0.008782         85        640:  88%|########7 | 35/40 [00:08<00:01,  3.59it/s]
     56/499      4.32G    0.02139    0.01566   0.008761         66        640:  88%|########7 | 35/40 [00:08<00:01,  3.59it/s]
     56/499      4.32G    0.02139    0.01566   0.008761         66        640:  90%|######### | 36/40 [00:08<00:01,  3.72it/s]
     56/499      4.32G    0.02137    0.01568    0.00875         79        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     56/499      4.32G    0.02137    0.01568    0.00875         79        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     56/499      4.32G    0.02132     0.0157   0.008799         81        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     56/499      4.32G    0.02132     0.0157   0.008799         81        640:  95%|#########5| 38/40 [00:09<00:00,  3.63it/s]
     56/499      4.32G     0.0213    0.01571   0.008772         79        640:  95%|#########5| 38/40 [00:09<00:00,  3.63it/s]
     56/499      4.32G     0.0213    0.01571   0.008772         79        640:  98%|#########7| 39/40 [00:09<00:00,  3.70it/s]
     56/499      4.32G     0.0213    0.01578   0.008741         42        640:  98%|#########7| 39/40 [00:10<00:00,  3.70it/s]
     56/499      4.32G     0.0213    0.01578   0.008741         42        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]
     56/499      4.32G     0.0213    0.01578   0.008741         42        640: 100%|##########| 40/40 [00:10<00:00,  4.00it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.86it/s]
                   all        132        263       0.82      0.879      0.903      0.709

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     57/499      4.32G    0.01973    0.01244   0.005085         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
     57/499      4.32G    0.01973    0.01244   0.005085         66        640:   2%|2         | 1/40 [00:00<00:12,  3.16it/s]
     57/499      4.32G    0.02181     0.0145   0.007069         75        640:   2%|2         | 1/40 [00:00<00:12,  3.16it/s]
     57/499      4.32G    0.02181     0.0145   0.007069         75        640:   5%|5         | 2/40 [00:00<00:10,  3.50it/s]
     57/499      4.32G    0.02123     0.0147   0.007873         77        640:   5%|5         | 2/40 [00:00<00:10,  3.50it/s]
     57/499      4.32G    0.02123     0.0147   0.007873         77        640:   8%|7         | 3/40 [00:00<00:09,  3.80it/s]
     57/499      4.32G    0.02152    0.01553   0.008745         78        640:   8%|7         | 3/40 [00:01<00:09,  3.80it/s]
     57/499      4.32G    0.02152    0.01553   0.008745         78        640:  10%|#         | 4/40 [00:01<00:08,  4.06it/s]
     57/499      4.32G    0.02115    0.01555    0.00886         69        640:  10%|#         | 4/40 [00:01<00:08,  4.06it/s]
     57/499      4.32G    0.02115    0.01555    0.00886         69        640:  12%|#2        | 5/40 [00:01<00:07,  4.45it/s]
     57/499      4.32G    0.02097    0.01577   0.008315         83        640:  12%|#2        | 5/40 [00:01<00:07,  4.45it/s]
     57/499      4.32G    0.02097    0.01577   0.008315         83        640:  15%|#5        | 6/40 [00:01<00:07,  4.73it/s]
     57/499      4.32G    0.02096    0.01586   0.008464         78        640:  15%|#5        | 6/40 [00:01<00:07,  4.73it/s]
     57/499      4.32G    0.02096    0.01586   0.008464         78        640:  18%|#7        | 7/40 [00:01<00:06,  4.74it/s]
     57/499      4.32G    0.02081    0.01554   0.008452         68        640:  18%|#7        | 7/40 [00:01<00:06,  4.74it/s]
     57/499      4.32G    0.02081    0.01554   0.008452         68        640:  20%|##        | 8/40 [00:01<00:06,  4.93it/s]
     57/499      4.32G    0.02099    0.01542   0.008736         72        640:  20%|##        | 8/40 [00:02<00:06,  4.93it/s]
     57/499      4.32G    0.02099    0.01542   0.008736         72        640:  22%|##2       | 9/40 [00:02<00:06,  4.96it/s]
     57/499      4.32G    0.02125    0.01545   0.008983         75        640:  22%|##2       | 9/40 [00:02<00:06,  4.96it/s]
     57/499      4.32G    0.02125    0.01545   0.008983         75        640:  25%|##5       | 10/40 [00:02<00:06,  4.90it/s]
     57/499      4.32G    0.02142    0.01557    0.00904         82        640:  25%|##5       | 10/40 [00:02<00:06,  4.90it/s]
     57/499      4.32G    0.02142    0.01557    0.00904         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.05it/s]
     57/499      4.32G    0.02128    0.01538   0.009741         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.05it/s]
     57/499      4.32G    0.02128    0.01538   0.009741         65        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     57/499      4.32G    0.02134    0.01525   0.009419         63        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     57/499      4.32G    0.02134    0.01525   0.009419         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.00it/s]
     57/499      4.32G    0.02123    0.01519   0.009268         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.00it/s]
     57/499      4.32G    0.02123    0.01519   0.009268         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.03it/s]
     57/499      4.32G    0.02128    0.01544   0.009615         80        640:  35%|###5      | 14/40 [00:03<00:05,  5.03it/s]
     57/499      4.32G    0.02128    0.01544   0.009615         80        640:  38%|###7      | 15/40 [00:03<00:05,  4.51it/s]
     57/499      4.32G     0.0212    0.01549   0.009583         84        640:  38%|###7      | 15/40 [00:03<00:05,  4.51it/s]
     57/499      4.32G     0.0212    0.01549   0.009583         84        640:  40%|####      | 16/40 [00:03<00:05,  4.08it/s]
     57/499      4.32G     0.0213    0.01557   0.009801         77        640:  40%|####      | 16/40 [00:03<00:05,  4.08it/s]
     57/499      4.32G     0.0213    0.01557   0.009801         77        640:  42%|####2     | 17/40 [00:03<00:05,  4.10it/s]
     57/499      4.32G    0.02132    0.01559   0.009905         80        640:  42%|####2     | 17/40 [00:04<00:05,  4.10it/s]
     57/499      4.32G    0.02132    0.01559   0.009905         80        640:  45%|####5     | 18/40 [00:04<00:05,  3.95it/s]
     57/499      4.32G    0.02123    0.01558   0.009819         80        640:  45%|####5     | 18/40 [00:04<00:05,  3.95it/s]
     57/499      4.32G    0.02123    0.01558   0.009819         80        640:  48%|####7     | 19/40 [00:04<00:05,  3.76it/s]
     57/499      4.32G    0.02117    0.01546   0.009615         62        640:  48%|####7     | 19/40 [00:04<00:05,  3.76it/s]
     57/499      4.32G    0.02117    0.01546   0.009615         62        640:  50%|#####     | 20/40 [00:04<00:05,  3.85it/s]
     57/499      4.32G    0.02115    0.01556   0.009577         83        640:  50%|#####     | 20/40 [00:04<00:05,  3.85it/s]
     57/499      4.32G    0.02115    0.01556   0.009577         83        640:  52%|#####2    | 21/40 [00:04<00:05,  3.80it/s]
     57/499      4.32G    0.02132     0.0155   0.009482         61        640:  52%|#####2    | 21/40 [00:05<00:05,  3.80it/s]
     57/499      4.32G    0.02132     0.0155   0.009482         61        640:  55%|#####5    | 22/40 [00:05<00:04,  3.69it/s]
     57/499      4.32G    0.02131    0.01558   0.009342         84        640:  55%|#####5    | 22/40 [00:05<00:04,  3.69it/s]
     57/499      4.32G    0.02131    0.01558   0.009342         84        640:  57%|#####7    | 23/40 [00:05<00:04,  3.79it/s]
     57/499      4.32G    0.02128    0.01555   0.009332         75        640:  57%|#####7    | 23/40 [00:05<00:04,  3.79it/s]
     57/499      4.32G    0.02128    0.01555   0.009332         75        640:  60%|######    | 24/40 [00:05<00:04,  3.76it/s]
     57/499      4.32G    0.02138    0.01555   0.009278         73        640:  60%|######    | 24/40 [00:05<00:04,  3.76it/s]
     57/499      4.32G    0.02138    0.01555   0.009278         73        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
     57/499      4.32G    0.02148    0.01545   0.009517         58        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
     57/499      4.32G    0.02148    0.01545   0.009517         58        640:  65%|######5   | 26/40 [00:06<00:03,  3.78it/s]
     57/499      4.32G    0.02153    0.01552   0.009567         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.78it/s]
     57/499      4.32G    0.02153    0.01552   0.009567         78        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
     57/499      4.32G    0.02165     0.0155   0.009656         68        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
     57/499      4.32G    0.02165     0.0155   0.009656         68        640:  70%|#######   | 28/40 [00:06<00:03,  3.64it/s]
     57/499      4.32G    0.02171    0.01552   0.009744         75        640:  70%|#######   | 28/40 [00:07<00:03,  3.64it/s]
     57/499      4.32G    0.02171    0.01552   0.009744         75        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     57/499      4.32G    0.02173    0.01569   0.009827         95        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     57/499      4.32G    0.02173    0.01569   0.009827         95        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     57/499      4.32G    0.02173    0.01574   0.009781         83        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     57/499      4.32G    0.02173    0.01574   0.009781         83        640:  78%|#######7  | 31/40 [00:07<00:02,  3.62it/s]
     57/499      4.32G    0.02169    0.01573   0.009612         84        640:  78%|#######7  | 31/40 [00:07<00:02,  3.62it/s]
     57/499      4.32G    0.02169    0.01573   0.009612         84        640:  80%|########  | 32/40 [00:07<00:02,  3.76it/s]
     57/499      4.32G    0.02166    0.01573   0.009491         75        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
     57/499      4.32G    0.02166    0.01573   0.009491         75        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     57/499      4.32G    0.02171    0.01576     0.0095         82        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     57/499      4.32G    0.02171    0.01576     0.0095         82        640:  85%|########5 | 34/40 [00:08<00:01,  3.62it/s]
     57/499      4.32G    0.02169    0.01565   0.009466         57        640:  85%|########5 | 34/40 [00:08<00:01,  3.62it/s]
     57/499      4.32G    0.02169    0.01565   0.009466         57        640:  88%|########7 | 35/40 [00:08<00:01,  3.75it/s]
     57/499      4.32G    0.02164    0.01562   0.009467         72        640:  88%|########7 | 35/40 [00:08<00:01,  3.75it/s]
     57/499      4.32G    0.02164    0.01562   0.009467         72        640:  90%|######### | 36/40 [00:08<00:01,  3.72it/s]
     57/499      4.32G    0.02162    0.01564   0.009492         83        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     57/499      4.32G    0.02162    0.01564   0.009492         83        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
     57/499      4.32G    0.02166    0.01559   0.009522         67        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
     57/499      4.32G    0.02166    0.01559   0.009522         67        640:  95%|#########5| 38/40 [00:09<00:00,  3.75it/s]
     57/499      4.32G    0.02162    0.01551   0.009454         62        640:  95%|#########5| 38/40 [00:09<00:00,  3.75it/s]
     57/499      4.32G    0.02162    0.01551   0.009454         62        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     57/499      4.32G    0.02171    0.01553   0.009364         38        640:  98%|#########7| 39/40 [00:10<00:00,  3.72it/s]
     57/499      4.32G    0.02171    0.01553   0.009364         38        640: 100%|##########| 40/40 [00:10<00:00,  3.62it/s]
     57/499      4.32G    0.02171    0.01553   0.009364         38        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.86it/s]
                   all        132        263      0.867      0.809       0.85      0.629

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     58/499      4.32G     0.0237    0.01906   0.008159         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
     58/499      4.32G     0.0237    0.01906   0.008159         88        640:   2%|2         | 1/40 [00:00<00:08,  4.72it/s]
     58/499      4.32G    0.02403    0.01687     0.0111         69        640:   2%|2         | 1/40 [00:00<00:08,  4.72it/s]
     58/499      4.32G    0.02403    0.01687     0.0111         69        640:   5%|5         | 2/40 [00:00<00:08,  4.39it/s]
     58/499      4.32G    0.02446    0.01587    0.01046         61        640:   5%|5         | 2/40 [00:00<00:08,  4.39it/s]
     58/499      4.32G    0.02446    0.01587    0.01046         61        640:   8%|7         | 3/40 [00:00<00:08,  4.52it/s]
     58/499      4.32G    0.02414    0.01475   0.009926         49        640:   8%|7         | 3/40 [00:00<00:08,  4.52it/s]
     58/499      4.32G    0.02414    0.01475   0.009926         49        640:  10%|#         | 4/40 [00:00<00:07,  4.83it/s]
     58/499      4.32G    0.02371    0.01562   0.008763         81        640:  10%|#         | 4/40 [00:01<00:07,  4.83it/s]
     58/499      4.32G    0.02371    0.01562   0.008763         81        640:  12%|#2        | 5/40 [00:01<00:07,  4.99it/s]
     58/499      4.32G    0.02307    0.01553    0.01015         68        640:  12%|#2        | 5/40 [00:01<00:07,  4.99it/s]
     58/499      4.32G    0.02307    0.01553    0.01015         68        640:  15%|#5        | 6/40 [00:01<00:06,  4.94it/s]
     58/499      4.32G    0.02291    0.01563   0.009505         73        640:  15%|#5        | 6/40 [00:01<00:06,  4.94it/s]
     58/499      4.32G    0.02291    0.01563   0.009505         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.05it/s]
     58/499      4.32G    0.02267    0.01596   0.009085         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.05it/s]
     58/499      4.32G    0.02267    0.01596   0.009085         90        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
     58/499      4.32G    0.02235    0.01598   0.008646         82        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
     58/499      4.32G    0.02235    0.01598   0.008646         82        640:  22%|##2       | 9/40 [00:01<00:06,  5.02it/s]
     58/499      4.32G    0.02215    0.01565   0.008308         64        640:  22%|##2       | 9/40 [00:02<00:06,  5.02it/s]
     58/499      4.32G    0.02215    0.01565   0.008308         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.13it/s]
     58/499      4.32G    0.02222    0.01532   0.009347         54        640:  25%|##5       | 10/40 [00:02<00:05,  5.13it/s]
     58/499      4.32G    0.02222    0.01532   0.009347         54        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     58/499      4.32G    0.02207    0.01535   0.009444         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     58/499      4.32G    0.02207    0.01535   0.009444         78        640:  30%|###       | 12/40 [00:02<00:05,  5.09it/s]
     58/499      4.32G    0.02188    0.01542   0.009326         76        640:  30%|###       | 12/40 [00:02<00:05,  5.09it/s]
     58/499      4.32G    0.02188    0.01542   0.009326         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
     58/499      4.32G    0.02187    0.01544   0.009315         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
     58/499      4.32G    0.02187    0.01544   0.009315         77        640:  35%|###5      | 14/40 [00:02<00:05,  4.57it/s]
     58/499      4.32G    0.02176     0.0155   0.009268         75        640:  35%|###5      | 14/40 [00:03<00:05,  4.57it/s]
     58/499      4.32G    0.02176     0.0155   0.009268         75        640:  38%|###7      | 15/40 [00:03<00:06,  4.14it/s]
     58/499      4.32G    0.02177    0.01547   0.009059         70        640:  38%|###7      | 15/40 [00:03<00:06,  4.14it/s]
     58/499      4.32G    0.02177    0.01547   0.009059         70        640:  40%|####      | 16/40 [00:03<00:05,  4.09it/s]
     58/499      4.32G    0.02184    0.01564   0.008898         78        640:  40%|####      | 16/40 [00:03<00:05,  4.09it/s]
     58/499      4.32G    0.02184    0.01564   0.008898         78        640:  42%|####2     | 17/40 [00:03<00:05,  3.99it/s]
     58/499      4.32G     0.0218    0.01558   0.008884         72        640:  42%|####2     | 17/40 [00:03<00:05,  3.99it/s]
     58/499      4.32G     0.0218    0.01558   0.008884         72        640:  45%|####5     | 18/40 [00:03<00:05,  3.79it/s]
     58/499      4.32G    0.02173    0.01569   0.008892         84        640:  45%|####5     | 18/40 [00:04<00:05,  3.79it/s]
     58/499      4.32G    0.02173    0.01569   0.008892         84        640:  48%|####7     | 19/40 [00:04<00:05,  3.84it/s]
     58/499      4.32G     0.0216    0.01566   0.008873         76        640:  48%|####7     | 19/40 [00:04<00:05,  3.84it/s]
     58/499      4.32G     0.0216    0.01566   0.008873         76        640:  50%|#####     | 20/40 [00:04<00:05,  3.81it/s]
     58/499      4.32G    0.02154    0.01565   0.009043         75        640:  50%|#####     | 20/40 [00:04<00:05,  3.81it/s]
     58/499      4.32G    0.02154    0.01565   0.009043         75        640:  52%|#####2    | 21/40 [00:04<00:05,  3.68it/s]
     58/499      4.32G    0.02145    0.01562    0.00892         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.68it/s]
     58/499      4.32G    0.02145    0.01562    0.00892         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.76it/s]
     58/499      4.32G    0.02132    0.01555   0.008909         68        640:  55%|#####5    | 22/40 [00:05<00:04,  3.76it/s]
     58/499      4.32G    0.02132    0.01555   0.008909         68        640:  57%|#####7    | 23/40 [00:05<00:04,  3.77it/s]
     58/499      4.32G    0.02148    0.01562   0.008923         76        640:  57%|#####7    | 23/40 [00:05<00:04,  3.77it/s]
     58/499      4.32G    0.02148    0.01562   0.008923         76        640:  60%|######    | 24/40 [00:05<00:04,  3.65it/s]
     58/499      4.32G    0.02154    0.01561   0.008889         77        640:  60%|######    | 24/40 [00:05<00:04,  3.65it/s]
     58/499      4.32G    0.02154    0.01561   0.008889         77        640:  62%|######2   | 25/40 [00:05<00:04,  3.74it/s]
     58/499      4.32G    0.02163    0.01557   0.009042         62        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     58/499      4.32G    0.02163    0.01557   0.009042         62        640:  65%|######5   | 26/40 [00:06<00:03,  3.70it/s]
     58/499      4.32G    0.02165    0.01554   0.009063         67        640:  65%|######5   | 26/40 [00:06<00:03,  3.70it/s]
     58/499      4.32G    0.02165    0.01554   0.009063         67        640:  68%|######7   | 27/40 [00:06<00:03,  3.58it/s]
     58/499      4.32G    0.02166    0.01568   0.008945         93        640:  68%|######7   | 27/40 [00:06<00:03,  3.58it/s]
     58/499      4.32G    0.02166    0.01568   0.008945         93        640:  70%|#######   | 28/40 [00:06<00:03,  3.69it/s]
     58/499      4.32G    0.02158    0.01571   0.008725         89        640:  70%|#######   | 28/40 [00:06<00:03,  3.69it/s]
     58/499      4.32G    0.02158    0.01571   0.008725         89        640:  72%|#######2  | 29/40 [00:06<00:02,  3.72it/s]
     58/499      4.32G    0.02153    0.01571   0.008807         77        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     58/499      4.32G    0.02153    0.01571   0.008807         77        640:  75%|#######5  | 30/40 [00:07<00:02,  3.62it/s]
     58/499      4.32G     0.0215    0.01571   0.008604         75        640:  75%|#######5  | 30/40 [00:07<00:02,  3.62it/s]
     58/499      4.32G     0.0215    0.01571   0.008604         75        640:  78%|#######7  | 31/40 [00:07<00:02,  3.72it/s]
     58/499      4.32G    0.02147    0.01575   0.008487         84        640:  78%|#######7  | 31/40 [00:07<00:02,  3.72it/s]
     58/499      4.32G    0.02147    0.01575   0.008487         84        640:  80%|########  | 32/40 [00:07<00:02,  3.74it/s]
     58/499      4.32G    0.02148    0.01575    0.00842         81        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     58/499      4.32G    0.02148    0.01575    0.00842         81        640:  82%|########2 | 33/40 [00:08<00:01,  3.64it/s]
     58/499      4.32G    0.02151    0.01585   0.008383         96        640:  82%|########2 | 33/40 [00:08<00:01,  3.64it/s]
     58/499      4.32G    0.02151    0.01585   0.008383         96        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
     58/499      4.32G    0.02149    0.01589    0.00843         85        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
     58/499      4.32G    0.02149    0.01589    0.00843         85        640:  88%|########7 | 35/40 [00:08<00:01,  3.74it/s]
     58/499      4.32G    0.02149    0.01588   0.008436         77        640:  88%|########7 | 35/40 [00:08<00:01,  3.74it/s]
     58/499      4.32G    0.02149    0.01588   0.008436         77        640:  90%|######### | 36/40 [00:08<00:01,  3.63it/s]
     58/499      4.32G    0.02152    0.01587   0.008441         79        640:  90%|######### | 36/40 [00:09<00:01,  3.63it/s]
     58/499      4.32G    0.02152    0.01587   0.008441         79        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     58/499      4.32G    0.02148     0.0159   0.008434         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     58/499      4.32G    0.02148     0.0159   0.008434         82        640:  95%|#########5| 38/40 [00:09<00:00,  3.74it/s]
     58/499      4.32G    0.02153    0.01588   0.008485         73        640:  95%|#########5| 38/40 [00:09<00:00,  3.74it/s]
     58/499      4.32G    0.02153    0.01588   0.008485         73        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
     58/499      4.32G    0.02144    0.01587   0.008505         42        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
     58/499      4.32G    0.02144    0.01587   0.008505         42        640: 100%|##########| 40/40 [00:09<00:00,  3.85it/s]
     58/499      4.32G    0.02144    0.01587   0.008505         42        640: 100%|##########| 40/40 [00:09<00:00,  4.04it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.82it/s]
                   all        132        263      0.783      0.857      0.836       0.64

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     59/499      4.32G    0.02388     0.0149    0.01033         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     59/499      4.32G    0.02388     0.0149    0.01033         72        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
     59/499      4.32G    0.02321    0.01509   0.008994         75        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
     59/499      4.32G    0.02321    0.01509   0.008994         75        640:   5%|5         | 2/40 [00:00<00:08,  4.61it/s]
     59/499      4.32G    0.02176    0.01567   0.009711         82        640:   5%|5         | 2/40 [00:00<00:08,  4.61it/s]
     59/499      4.32G    0.02176    0.01567   0.009711         82        640:   8%|7         | 3/40 [00:00<00:07,  4.89it/s]
     59/499      4.32G    0.02237    0.01634    0.01011         76        640:   8%|7         | 3/40 [00:00<00:07,  4.89it/s]
     59/499      4.32G    0.02237    0.01634    0.01011         76        640:  10%|#         | 4/40 [00:00<00:07,  5.02it/s]
     59/499      4.32G    0.02251    0.01673    0.00932         79        640:  10%|#         | 4/40 [00:01<00:07,  5.02it/s]
     59/499      4.32G    0.02251    0.01673    0.00932         79        640:  12%|#2        | 5/40 [00:01<00:07,  4.94it/s]
     59/499      4.32G    0.02192    0.01646   0.008449         81        640:  12%|#2        | 5/40 [00:01<00:07,  4.94it/s]
     59/499      4.32G    0.02192    0.01646   0.008449         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.08it/s]
     59/499      4.32G     0.0218    0.01611   0.009142         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.08it/s]
     59/499      4.32G     0.0218    0.01611   0.009142         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.06it/s]
     59/499      4.32G    0.02136    0.01606   0.009168         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.06it/s]
     59/499      4.32G    0.02136    0.01606   0.009168         85        640:  20%|##        | 8/40 [00:01<00:06,  4.89it/s]
     59/499      4.32G    0.02124    0.01583   0.008792         69        640:  20%|##        | 8/40 [00:01<00:06,  4.89it/s]
     59/499      4.32G    0.02124    0.01583   0.008792         69        640:  22%|##2       | 9/40 [00:01<00:06,  5.03it/s]
     59/499      4.32G    0.02118    0.01591   0.009087         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.03it/s]
     59/499      4.32G    0.02118    0.01591   0.009087         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.15it/s]
     59/499      4.32G    0.02096    0.01577   0.008864         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.15it/s]
     59/499      4.32G    0.02096    0.01577   0.008864         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.03it/s]
     59/499      4.32G    0.02105    0.01549   0.009061         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.03it/s]
     59/499      4.32G    0.02105    0.01549   0.009061         64        640:  30%|###       | 12/40 [00:02<00:05,  5.01it/s]
     59/499      4.32G    0.02102    0.01554   0.008922         76        640:  30%|###       | 12/40 [00:02<00:05,  5.01it/s]
     59/499      4.32G    0.02102    0.01554   0.008922         76        640:  32%|###2      | 13/40 [00:02<00:05,  4.55it/s]
     59/499      4.32G    0.02111    0.01544   0.008875         68        640:  32%|###2      | 13/40 [00:02<00:05,  4.55it/s]
     59/499      4.32G    0.02111    0.01544   0.008875         68        640:  35%|###5      | 14/40 [00:02<00:06,  4.12it/s]
     59/499      4.32G    0.02099    0.01556   0.008985         85        640:  35%|###5      | 14/40 [00:03<00:06,  4.12it/s]
     59/499      4.32G    0.02099    0.01556   0.008985         85        640:  38%|###7      | 15/40 [00:03<00:06,  4.08it/s]
     59/499      4.32G    0.02101    0.01562   0.009242         79        640:  38%|###7      | 15/40 [00:03<00:06,  4.08it/s]
     59/499      4.32G    0.02101    0.01562   0.009242         79        640:  40%|####      | 16/40 [00:03<00:06,  3.99it/s]
     59/499      4.32G    0.02076    0.01547   0.009173         69        640:  40%|####      | 16/40 [00:03<00:06,  3.99it/s]
     59/499      4.32G    0.02076    0.01547   0.009173         69        640:  42%|####2     | 17/40 [00:03<00:06,  3.75it/s]
     59/499      4.32G    0.02075    0.01545   0.009118         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     59/499      4.32G    0.02075    0.01545   0.009118         71        640:  45%|####5     | 18/40 [00:04<00:05,  3.85it/s]
     59/499      4.32G    0.02076    0.01543   0.009221         66        640:  45%|####5     | 18/40 [00:04<00:05,  3.85it/s]
     59/499      4.32G    0.02076    0.01543   0.009221         66        640:  48%|####7     | 19/40 [00:04<00:05,  3.82it/s]
     59/499      4.32G    0.02057    0.01539   0.009171         82        640:  48%|####7     | 19/40 [00:04<00:05,  3.82it/s]
     59/499      4.32G    0.02057    0.01539   0.009171         82        640:  50%|#####     | 20/40 [00:04<00:05,  3.68it/s]
     59/499      4.32G    0.02057    0.01526   0.009147         68        640:  50%|#####     | 20/40 [00:04<00:05,  3.68it/s]
     59/499      4.32G    0.02057    0.01526   0.009147         68        640:  52%|#####2    | 21/40 [00:04<00:05,  3.78it/s]
     59/499      4.32G    0.02063    0.01539   0.009463         78        640:  52%|#####2    | 21/40 [00:05<00:05,  3.78it/s]
     59/499      4.32G    0.02063    0.01539   0.009463         78        640:  55%|#####5    | 22/40 [00:05<00:04,  3.77it/s]
     59/499      4.32G    0.02059    0.01544   0.009377         80        640:  55%|#####5    | 22/40 [00:05<00:04,  3.77it/s]
     59/499      4.32G    0.02059    0.01544   0.009377         80        640:  57%|#####7    | 23/40 [00:05<00:04,  3.62it/s]
     59/499      4.32G    0.02066    0.01563   0.009324         96        640:  57%|#####7    | 23/40 [00:05<00:04,  3.62it/s]
     59/499      4.32G    0.02066    0.01563   0.009324         96        640:  60%|######    | 24/40 [00:05<00:04,  3.76it/s]
     59/499      4.32G    0.02065    0.01566     0.0093         82        640:  60%|######    | 24/40 [00:05<00:04,  3.76it/s]
     59/499      4.32G    0.02065    0.01566     0.0093         82        640:  62%|######2   | 25/40 [00:05<00:03,  3.77it/s]
     59/499      4.32G    0.02066    0.01556   0.009195         65        640:  62%|######2   | 25/40 [00:06<00:03,  3.77it/s]
     59/499      4.32G    0.02066    0.01556   0.009195         65        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
     59/499      4.32G    0.02063     0.0156   0.009218         81        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
     59/499      4.32G    0.02063     0.0156   0.009218         81        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
     59/499      4.32G    0.02058    0.01558   0.009045         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
     59/499      4.32G    0.02058    0.01558   0.009045         80        640:  70%|#######   | 28/40 [00:06<00:03,  3.75it/s]
     59/499      4.32G    0.02063    0.01567   0.009039         81        640:  70%|#######   | 28/40 [00:07<00:03,  3.75it/s]
     59/499      4.32G    0.02063    0.01567   0.009039         81        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     59/499      4.32G    0.02067    0.01584   0.009026         92        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     59/499      4.32G    0.02067    0.01584   0.009026         92        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     59/499      4.32G    0.02068    0.01587   0.009249         77        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     59/499      4.32G    0.02068    0.01587   0.009249         77        640:  78%|#######7  | 31/40 [00:07<00:02,  3.73it/s]
     59/499      4.32G    0.02071    0.01585   0.009285         76        640:  78%|#######7  | 31/40 [00:07<00:02,  3.73it/s]
     59/499      4.32G    0.02071    0.01585   0.009285         76        640:  80%|########  | 32/40 [00:07<00:02,  3.62it/s]
     59/499      4.32G    0.02069    0.01586   0.009332         76        640:  80%|########  | 32/40 [00:08<00:02,  3.62it/s]
     59/499      4.32G    0.02069    0.01586   0.009332         76        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     59/499      4.32G    0.02068    0.01586   0.009309         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     59/499      4.32G    0.02068    0.01586   0.009309         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
     59/499      4.32G     0.0207    0.01588   0.009294         80        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
     59/499      4.32G     0.0207    0.01588   0.009294         80        640:  88%|########7 | 35/40 [00:08<00:01,  3.60it/s]
     59/499      4.32G    0.02077    0.01589   0.009273         69        640:  88%|########7 | 35/40 [00:08<00:01,  3.60it/s]
     59/499      4.32G    0.02077    0.01589   0.009273         69        640:  90%|######### | 36/40 [00:08<00:01,  3.71it/s]
     59/499      4.32G    0.02074    0.01589   0.009264         79        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
     59/499      4.32G    0.02074    0.01589   0.009264         79        640:  92%|#########2| 37/40 [00:09<00:00,  3.72it/s]
     59/499      4.32G    0.02083    0.01583   0.009195         68        640:  92%|#########2| 37/40 [00:09<00:00,  3.72it/s]
     59/499      4.32G    0.02083    0.01583   0.009195         68        640:  95%|#########5| 38/40 [00:09<00:00,  3.59it/s]
     59/499      4.32G    0.02083    0.01595   0.009266         97        640:  95%|#########5| 38/40 [00:09<00:00,  3.59it/s]
     59/499      4.32G    0.02083    0.01595   0.009266         97        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     59/499      4.32G    0.02084    0.01601   0.009264         44        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     59/499      4.32G    0.02084    0.01601   0.009264         44        640: 100%|##########| 40/40 [00:09<00:00,  3.76it/s]
     59/499      4.32G    0.02084    0.01601   0.009264         44        640: 100%|##########| 40/40 [00:09<00:00,  4.01it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.43it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.83it/s]
                   all        132        263      0.881      0.792      0.833      0.645

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     60/499      4.32G    0.02176    0.01776   0.008205         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     60/499      4.32G    0.02176    0.01776   0.008205         81        640:   2%|2         | 1/40 [00:00<00:08,  4.61it/s]
     60/499      4.32G    0.02168    0.01535   0.008177         60        640:   2%|2         | 1/40 [00:00<00:08,  4.61it/s]
     60/499      4.32G    0.02168    0.01535   0.008177         60        640:   5%|5         | 2/40 [00:00<00:07,  4.94it/s]
     60/499      4.32G     0.0217    0.01462   0.009105         65        640:   5%|5         | 2/40 [00:00<00:07,  4.94it/s]
     60/499      4.32G     0.0217    0.01462   0.009105         65        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
     60/499      4.32G     0.0219    0.01484    0.01031         69        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
     60/499      4.32G     0.0219    0.01484    0.01031         69        640:  10%|#         | 4/40 [00:00<00:07,  4.98it/s]
     60/499      4.32G    0.02133    0.01519    0.01021         91        640:  10%|#         | 4/40 [00:00<00:07,  4.98it/s]
     60/499      4.32G    0.02133    0.01519    0.01021         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
     60/499      4.32G    0.02086    0.01495    0.01063         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
     60/499      4.32G    0.02086    0.01495    0.01063         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     60/499      4.32G    0.02069     0.0149    0.01044         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     60/499      4.32G    0.02069     0.0149    0.01044         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.02it/s]
     60/499      4.32G    0.02105    0.01487    0.01125         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.02it/s]
     60/499      4.32G    0.02105    0.01487    0.01125         64        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
     60/499      4.32G    0.02092    0.01496    0.01099         78        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
     60/499      4.32G    0.02092    0.01496    0.01099         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     60/499      4.32G    0.02103    0.01525    0.01076         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     60/499      4.32G    0.02103    0.01525    0.01076         77        640:  25%|##5       | 10/40 [00:01<00:06,  4.94it/s]
     60/499      4.32G    0.02083     0.0156    0.01021         91        640:  25%|##5       | 10/40 [00:02<00:06,  4.94it/s]
     60/499      4.32G    0.02083     0.0156    0.01021         91        640:  28%|##7       | 11/40 [00:02<00:06,  4.57it/s]
     60/499      4.32G    0.02083    0.01595    0.01011         92        640:  28%|##7       | 11/40 [00:02<00:06,  4.57it/s]
     60/499      4.32G    0.02083    0.01595    0.01011         92        640:  30%|###       | 12/40 [00:02<00:06,  4.29it/s]
     60/499      4.32G    0.02089    0.01591   0.009875         73        640:  30%|###       | 12/40 [00:02<00:06,  4.29it/s]
     60/499      4.32G    0.02089    0.01591   0.009875         73        640:  32%|###2      | 13/40 [00:02<00:06,  3.95it/s]
     60/499      4.32G     0.0211    0.01584   0.009663         61        640:  32%|###2      | 13/40 [00:03<00:06,  3.95it/s]
     60/499      4.32G     0.0211    0.01584   0.009663         61        640:  35%|###5      | 14/40 [00:03<00:06,  3.96it/s]
     60/499      4.32G    0.02097    0.01609   0.009506         90        640:  35%|###5      | 14/40 [00:03<00:06,  3.96it/s]
     60/499      4.32G    0.02097    0.01609   0.009506         90        640:  38%|###7      | 15/40 [00:03<00:06,  3.89it/s]
     60/499      4.32G    0.02081    0.01607   0.009517         79        640:  38%|###7      | 15/40 [00:03<00:06,  3.89it/s]
     60/499      4.32G    0.02081    0.01607   0.009517         79        640:  40%|####      | 16/40 [00:03<00:06,  3.72it/s]
     60/499      4.32G    0.02068     0.0162     0.0094         89        640:  40%|####      | 16/40 [00:03<00:06,  3.72it/s]
     60/499      4.32G    0.02068     0.0162     0.0094         89        640:  42%|####2     | 17/40 [00:03<00:06,  3.80it/s]
     60/499      4.32G     0.0207    0.01607   0.009495         65        640:  42%|####2     | 17/40 [00:04<00:06,  3.80it/s]
     60/499      4.32G     0.0207    0.01607   0.009495         65        640:  45%|####5     | 18/40 [00:04<00:05,  3.77it/s]
     60/499      4.32G    0.02059    0.01593   0.009583         66        640:  45%|####5     | 18/40 [00:04<00:05,  3.77it/s]
     60/499      4.32G    0.02059    0.01593   0.009583         66        640:  48%|####7     | 19/40 [00:04<00:05,  3.66it/s]
     60/499      4.32G    0.02068    0.01586   0.009726         68        640:  48%|####7     | 19/40 [00:04<00:05,  3.66it/s]
     60/499      4.32G    0.02068    0.01586   0.009726         68        640:  50%|#####     | 20/40 [00:04<00:05,  3.75it/s]
     60/499      4.32G    0.02077     0.0158   0.009602         68        640:  50%|#####     | 20/40 [00:04<00:05,  3.75it/s]
     60/499      4.32G    0.02077     0.0158   0.009602         68        640:  52%|#####2    | 21/40 [00:04<00:05,  3.75it/s]
     60/499      4.32G    0.02079    0.01586   0.009542         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
     60/499      4.32G    0.02079    0.01586   0.009542         79        640:  55%|#####5    | 22/40 [00:05<00:04,  3.63it/s]
     60/499      4.32G    0.02071    0.01577   0.009649         68        640:  55%|#####5    | 22/40 [00:05<00:04,  3.63it/s]
     60/499      4.32G    0.02071    0.01577   0.009649         68        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
     60/499      4.32G    0.02064    0.01582   0.009582         88        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
     60/499      4.32G    0.02064    0.01582   0.009582         88        640:  60%|######    | 24/40 [00:05<00:04,  3.74it/s]
     60/499      4.32G    0.02065    0.01592   0.009557         81        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     60/499      4.32G    0.02065    0.01592   0.009557         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
     60/499      4.32G    0.02067    0.01597   0.009587         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
     60/499      4.32G    0.02067    0.01597   0.009587         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.72it/s]
     60/499      4.32G    0.02069    0.01597   0.009607         79        640:  65%|######5   | 26/40 [00:06<00:03,  3.72it/s]
     60/499      4.32G    0.02069    0.01597   0.009607         79        640:  68%|######7   | 27/40 [00:06<00:03,  3.73it/s]
     60/499      4.32G    0.02068    0.01598   0.009519         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.73it/s]
     60/499      4.32G    0.02068    0.01598   0.009519         80        640:  70%|#######   | 28/40 [00:06<00:03,  3.65it/s]
     60/499      4.32G    0.02065     0.0159   0.009513         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.65it/s]
     60/499      4.32G    0.02065     0.0159   0.009513         78        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
     60/499      4.32G     0.0206    0.01593   0.009508         85        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
     60/499      4.32G     0.0206    0.01593   0.009508         85        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     60/499      4.32G    0.02055    0.01595   0.009579         91        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     60/499      4.32G    0.02055    0.01595   0.009579         91        640:  78%|#######7  | 31/40 [00:07<00:02,  3.59it/s]
     60/499      4.32G    0.02055      0.016   0.009569         86        640:  78%|#######7  | 31/40 [00:07<00:02,  3.59it/s]
     60/499      4.32G    0.02055      0.016   0.009569         86        640:  80%|########  | 32/40 [00:07<00:02,  3.69it/s]
     60/499      4.32G    0.02057    0.01602   0.009647         78        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
     60/499      4.32G    0.02057    0.01602   0.009647         78        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
     60/499      4.32G     0.0205    0.01601   0.009801         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
     60/499      4.32G     0.0205    0.01601   0.009801         73        640:  85%|########5 | 34/40 [00:08<00:01,  3.62it/s]
     60/499      4.32G    0.02044    0.01602   0.009715         81        640:  85%|########5 | 34/40 [00:08<00:01,  3.62it/s]
     60/499      4.32G    0.02044    0.01602   0.009715         81        640:  88%|########7 | 35/40 [00:08<00:01,  3.71it/s]
     60/499      4.32G    0.02049    0.01612    0.00958         88        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
     60/499      4.32G    0.02049    0.01612    0.00958         88        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     60/499      4.32G    0.02042    0.01602   0.009411         68        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     60/499      4.32G    0.02042    0.01602   0.009411         68        640:  92%|#########2| 37/40 [00:09<00:00,  3.62it/s]
     60/499      4.32G    0.02039     0.0159    0.00938         60        640:  92%|#########2| 37/40 [00:09<00:00,  3.62it/s]
     60/499      4.32G    0.02039     0.0159    0.00938         60        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     60/499      4.32G    0.02039    0.01593   0.009369         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     60/499      4.32G    0.02039    0.01593   0.009369         76        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     60/499      4.32G    0.02042    0.01592   0.009554         39        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
     60/499      4.32G    0.02042    0.01592   0.009554         39        640: 100%|##########| 40/40 [00:10<00:00,  3.65it/s]
     60/499      4.32G    0.02042    0.01592   0.009554         39        640: 100%|##########| 40/40 [00:10<00:00,  3.95it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.94it/s]
                   all        132        263      0.827       0.73       0.78      0.613

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     61/499      4.32G    0.02104    0.01739   0.009488         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     61/499      4.32G    0.02104    0.01739   0.009488         75        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
     61/499      4.32G    0.02064     0.0161   0.007884         77        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
     61/499      4.32G    0.02064     0.0161   0.007884         77        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
     61/499      4.32G    0.02165    0.01678   0.007795         84        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
     61/499      4.32G    0.02165    0.01678   0.007795         84        640:   8%|7         | 3/40 [00:00<00:07,  5.04it/s]
     61/499      4.32G    0.02119    0.01659   0.008094         79        640:   8%|7         | 3/40 [00:00<00:07,  5.04it/s]
     61/499      4.32G    0.02119    0.01659   0.008094         79        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     61/499      4.32G     0.0213    0.01612   0.008363         63        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     61/499      4.32G     0.0213    0.01612   0.008363         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
     61/499      4.32G    0.02063    0.01569   0.008242         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
     61/499      4.32G    0.02063    0.01569   0.008242         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.10it/s]
     61/499      4.32G    0.02063    0.01601   0.008077         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.10it/s]
     61/499      4.32G    0.02063    0.01601   0.008077         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     61/499      4.32G    0.02064    0.01622   0.008271         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     61/499      4.32G    0.02064    0.01622   0.008271         81        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     61/499      4.32G    0.02046    0.01619   0.008041         78        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     61/499      4.32G    0.02046    0.01619   0.008041         78        640:  22%|##2       | 9/40 [00:01<00:06,  4.58it/s]
     61/499      4.32G    0.02029    0.01611   0.008199         76        640:  22%|##2       | 9/40 [00:02<00:06,  4.58it/s]
     61/499      4.32G    0.02029    0.01611   0.008199         76        640:  25%|##5       | 10/40 [00:02<00:06,  4.41it/s]
     61/499      4.32G    0.02047     0.0162   0.008368         79        640:  25%|##5       | 10/40 [00:02<00:06,  4.41it/s]
     61/499      4.32G    0.02047     0.0162   0.008368         79        640:  28%|##7       | 11/40 [00:02<00:07,  4.09it/s]
     61/499      4.32G    0.02038    0.01601   0.008346         67        640:  28%|##7       | 11/40 [00:02<00:07,  4.09it/s]
     61/499      4.32G    0.02038    0.01601   0.008346         67        640:  30%|###       | 12/40 [00:02<00:07,  3.86it/s]
     61/499      4.32G    0.02045    0.01605   0.008165         77        640:  30%|###       | 12/40 [00:02<00:07,  3.86it/s]
     61/499      4.32G    0.02045    0.01605   0.008165         77        640:  32%|###2      | 13/40 [00:02<00:06,  3.89it/s]
     61/499      4.32G    0.02062      0.016   0.008156         65        640:  32%|###2      | 13/40 [00:03<00:06,  3.89it/s]
     61/499      4.32G    0.02062      0.016   0.008156         65        640:  35%|###5      | 14/40 [00:03<00:06,  3.84it/s]
     61/499      4.32G     0.0206    0.01597   0.008174         72        640:  35%|###5      | 14/40 [00:03<00:06,  3.84it/s]
     61/499      4.32G     0.0206    0.01597   0.008174         72        640:  38%|###7      | 15/40 [00:03<00:06,  3.67it/s]
     61/499      4.32G    0.02073    0.01606   0.008424         76        640:  38%|###7      | 15/40 [00:03<00:06,  3.67it/s]
     61/499      4.32G    0.02073    0.01606   0.008424         76        640:  40%|####      | 16/40 [00:03<00:06,  3.78it/s]
     61/499      4.32G    0.02079    0.01612    0.00831         83        640:  40%|####      | 16/40 [00:03<00:06,  3.78it/s]
     61/499      4.32G    0.02079    0.01612    0.00831         83        640:  42%|####2     | 17/40 [00:03<00:06,  3.75it/s]
     61/499      4.32G    0.02089    0.01619   0.008215         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     61/499      4.32G    0.02089    0.01619   0.008215         84        640:  45%|####5     | 18/40 [00:04<00:06,  3.64it/s]
     61/499      4.32G    0.02084    0.01592   0.008209         54        640:  45%|####5     | 18/40 [00:04<00:06,  3.64it/s]
     61/499      4.32G    0.02084    0.01592   0.008209         54        640:  48%|####7     | 19/40 [00:04<00:05,  3.76it/s]
     61/499      4.32G    0.02089    0.01593   0.008352         83        640:  48%|####7     | 19/40 [00:04<00:05,  3.76it/s]
     61/499      4.32G    0.02089    0.01593   0.008352         83        640:  50%|#####     | 20/40 [00:04<00:05,  3.72it/s]
     61/499      4.32G    0.02081    0.01578   0.008415         63        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     61/499      4.32G    0.02081    0.01578   0.008415         63        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     61/499      4.32G    0.02077    0.01578   0.008254         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     61/499      4.32G    0.02077    0.01578   0.008254         75        640:  55%|#####5    | 22/40 [00:05<00:04,  3.75it/s]
     61/499      4.32G    0.02081    0.01589   0.008226         91        640:  55%|#####5    | 22/40 [00:05<00:04,  3.75it/s]
     61/499      4.32G    0.02081    0.01589   0.008226         91        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
     61/499      4.32G    0.02081     0.0158   0.008316         66        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
     61/499      4.32G    0.02081     0.0158   0.008316         66        640:  60%|######    | 24/40 [00:05<00:04,  3.63it/s]
     61/499      4.32G    0.02077    0.01575   0.008117         72        640:  60%|######    | 24/40 [00:06<00:04,  3.63it/s]
     61/499      4.32G    0.02077    0.01575   0.008117         72        640:  62%|######2   | 25/40 [00:06<00:03,  3.76it/s]
     61/499      4.32G    0.02084    0.01569    0.00812         68        640:  62%|######2   | 25/40 [00:06<00:03,  3.76it/s]
     61/499      4.32G    0.02084    0.01569    0.00812         68        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     61/499      4.32G    0.02077    0.01551   0.008194         53        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     61/499      4.32G    0.02077    0.01551   0.008194         53        640:  68%|######7   | 27/40 [00:06<00:03,  3.35it/s]
     61/499      4.32G    0.02079    0.01541   0.008234         56        640:  68%|######7   | 27/40 [00:06<00:03,  3.35it/s]
     61/499      4.32G    0.02079    0.01541   0.008234         56        640:  70%|#######   | 28/40 [00:06<00:03,  3.79it/s]
     61/499      4.32G     0.0209    0.01552   0.008187         89        640:  70%|#######   | 28/40 [00:07<00:03,  3.79it/s]
     61/499      4.32G     0.0209    0.01552   0.008187         89        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     61/499      4.32G    0.02083    0.01544   0.008053         67        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     61/499      4.32G    0.02083    0.01544   0.008053         67        640:  75%|#######5  | 30/40 [00:07<00:02,  3.66it/s]
     61/499      4.32G     0.0208    0.01536   0.007938         66        640:  75%|#######5  | 30/40 [00:07<00:02,  3.66it/s]
     61/499      4.32G     0.0208    0.01536   0.007938         66        640:  78%|#######7  | 31/40 [00:07<00:02,  3.78it/s]
     61/499      4.32G    0.02068     0.0153   0.007872         67        640:  78%|#######7  | 31/40 [00:08<00:02,  3.78it/s]
     61/499      4.32G    0.02068     0.0153   0.007872         67        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     61/499      4.32G    0.02072    0.01528   0.007809         69        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     61/499      4.32G    0.02072    0.01528   0.007809         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     61/499      4.32G    0.02072    0.01533   0.007818         85        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     61/499      4.32G    0.02072    0.01533   0.007818         85        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     61/499      4.32G    0.02069    0.01546   0.007741        100        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     61/499      4.32G    0.02069    0.01546   0.007741        100        640:  88%|########7 | 35/40 [00:08<00:01,  3.74it/s]
     61/499      4.32G    0.02072    0.01545   0.007676         72        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     61/499      4.32G    0.02072    0.01545   0.007676         72        640:  90%|######### | 36/40 [00:09<00:01,  3.64it/s]
     61/499      4.32G    0.02075    0.01549   0.007651         78        640:  90%|######### | 36/40 [00:09<00:01,  3.64it/s]
     61/499      4.32G    0.02075    0.01549   0.007651         78        640:  92%|#########2| 37/40 [00:09<00:00,  3.77it/s]
     61/499      4.32G    0.02066    0.01548   0.007603         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.77it/s]
     61/499      4.32G    0.02066    0.01548   0.007603         82        640:  95%|#########5| 38/40 [00:09<00:00,  3.75it/s]
     61/499      4.32G    0.02062    0.01551   0.007606         83        640:  95%|#########5| 38/40 [00:09<00:00,  3.75it/s]
     61/499      4.32G    0.02062    0.01551   0.007606         83        640:  98%|#########7| 39/40 [00:09<00:00,  3.64it/s]
     61/499      4.32G    0.02056    0.01546   0.007642         38        640:  98%|#########7| 39/40 [00:10<00:00,  3.64it/s]
     61/499      4.32G    0.02056    0.01546   0.007642         38        640: 100%|##########| 40/40 [00:10<00:00,  3.74it/s]
     61/499      4.32G    0.02056    0.01546   0.007642         38        640: 100%|##########| 40/40 [00:10<00:00,  3.92it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.17it/s]
                   all        132        263      0.822      0.841      0.852      0.665

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     62/499      4.32G    0.01905    0.01411   0.004132         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
     62/499      4.32G    0.01905    0.01411   0.004132         64        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
     62/499      4.32G     0.0186    0.01469    0.00494         85        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
     62/499      4.32G     0.0186    0.01469    0.00494         85        640:   5%|5         | 2/40 [00:00<00:07,  4.93it/s]
     62/499      4.32G    0.01985    0.01369   0.007362         61        640:   5%|5         | 2/40 [00:00<00:07,  4.93it/s]
     62/499      4.32G    0.01985    0.01369   0.007362         61        640:   8%|7         | 3/40 [00:00<00:07,  5.08it/s]
     62/499      4.32G    0.02048    0.01395   0.009259         68        640:   8%|7         | 3/40 [00:00<00:07,  5.08it/s]
     62/499      4.32G    0.02048    0.01395   0.009259         68        640:  10%|#         | 4/40 [00:00<00:07,  5.06it/s]
     62/499      4.32G    0.02026     0.0141   0.009248         77        640:  10%|#         | 4/40 [00:01<00:07,  5.06it/s]
     62/499      4.32G    0.02026     0.0141   0.009248         77        640:  12%|#2        | 5/40 [00:01<00:08,  4.30it/s]
     62/499      4.32G    0.02033    0.01378   0.009291         60        640:  12%|#2        | 5/40 [00:01<00:08,  4.30it/s]
     62/499      4.32G    0.02033    0.01378   0.009291         60        640:  15%|#5        | 6/40 [00:01<00:08,  4.19it/s]
     62/499      4.32G    0.02009    0.01372   0.009813         66        640:  15%|#5        | 6/40 [00:01<00:08,  4.19it/s]
     62/499      4.32G    0.02009    0.01372   0.009813         66        640:  18%|#7        | 7/40 [00:01<00:08,  4.04it/s]
     62/499      4.32G    0.02036    0.01375    0.00982         64        640:  18%|#7        | 7/40 [00:01<00:08,  4.04it/s]
     62/499      4.32G    0.02036    0.01375    0.00982         64        640:  20%|##        | 8/40 [00:01<00:08,  3.82it/s]
     62/499      4.32G    0.02045      0.014   0.009376         72        640:  20%|##        | 8/40 [00:02<00:08,  3.82it/s]
     62/499      4.32G    0.02045      0.014   0.009376         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.87it/s]
     62/499      4.32G    0.02061    0.01396    0.00933         61        640:  22%|##2       | 9/40 [00:02<00:08,  3.87it/s]
     62/499      4.32G    0.02061    0.01396    0.00933         61        640:  25%|##5       | 10/40 [00:02<00:07,  3.84it/s]
     62/499      4.32G    0.02096    0.01421   0.009065         77        640:  25%|##5       | 10/40 [00:02<00:07,  3.84it/s]
     62/499      4.32G    0.02096    0.01421   0.009065         77        640:  28%|##7       | 11/40 [00:02<00:07,  3.69it/s]
     62/499      4.32G    0.02115    0.01429   0.009006         70        640:  28%|##7       | 11/40 [00:02<00:07,  3.69it/s]
     62/499      4.32G    0.02115    0.01429   0.009006         70        640:  30%|###       | 12/40 [00:02<00:07,  3.77it/s]
     62/499      4.32G    0.02122     0.0145   0.009138         75        640:  30%|###       | 12/40 [00:03<00:07,  3.77it/s]
     62/499      4.32G    0.02122     0.0145   0.009138         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.77it/s]
     62/499      4.32G    0.02132    0.01476   0.009127         85        640:  32%|###2      | 13/40 [00:03<00:07,  3.77it/s]
     62/499      4.32G    0.02132    0.01476   0.009127         85        640:  35%|###5      | 14/40 [00:03<00:07,  3.64it/s]
     62/499      4.32G    0.02129    0.01455    0.00907         58        640:  35%|###5      | 14/40 [00:03<00:07,  3.64it/s]
     62/499      4.32G    0.02129    0.01455    0.00907         58        640:  38%|###7      | 15/40 [00:03<00:06,  3.74it/s]
     62/499      4.32G    0.02134    0.01464    0.00928         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     62/499      4.32G    0.02134    0.01464    0.00928         77        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     62/499      4.32G    0.02133    0.01466   0.009085         76        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     62/499      4.32G    0.02133    0.01466   0.009085         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     62/499      4.32G    0.02134    0.01479   0.009362         79        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     62/499      4.32G    0.02134    0.01479   0.009362         79        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     62/499      4.32G    0.02137    0.01499   0.009267         93        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     62/499      4.32G    0.02137    0.01499   0.009267         93        640:  48%|####7     | 19/40 [00:04<00:05,  3.73it/s]
     62/499      4.32G    0.02125    0.01503   0.009265         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     62/499      4.32G    0.02125    0.01503   0.009265         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
     62/499      4.32G     0.0213    0.01491   0.009092         61        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
     62/499      4.32G     0.0213    0.01491   0.009092         61        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     62/499      4.32G    0.02126    0.01506   0.009235         95        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     62/499      4.32G    0.02126    0.01506   0.009235         95        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     62/499      4.32G    0.02119    0.01496   0.009025         62        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     62/499      4.32G    0.02119    0.01496   0.009025         62        640:  57%|#####7    | 23/40 [00:05<00:04,  3.60it/s]
     62/499      4.32G    0.02124    0.01507   0.008995         81        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     62/499      4.32G    0.02124    0.01507   0.008995         81        640:  60%|######    | 24/40 [00:06<00:04,  3.69it/s]
     62/499      4.32G    0.02123    0.01503   0.008951         69        640:  60%|######    | 24/40 [00:06<00:04,  3.69it/s]
     62/499      4.32G    0.02123    0.01503   0.008951         69        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     62/499      4.32G    0.02116    0.01512   0.008868         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     62/499      4.32G    0.02116    0.01512   0.008868         81        640:  65%|######5   | 26/40 [00:06<00:03,  3.62it/s]
     62/499      4.32G     0.0211    0.01518   0.008958         80        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
     62/499      4.32G     0.0211    0.01518   0.008958         80        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
     62/499      4.32G    0.02111    0.01518   0.009079         74        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
     62/499      4.32G    0.02111    0.01518   0.009079         74        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     62/499      4.32G    0.02113    0.01511   0.009209         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     62/499      4.32G    0.02113    0.01511   0.009209         67        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     62/499      4.32G    0.02119    0.01526   0.009171         85        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     62/499      4.32G    0.02119    0.01526   0.009171         85        640:  75%|#######5  | 30/40 [00:07<00:02,  3.72it/s]
     62/499      4.32G     0.0212    0.01534   0.009067         78        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     62/499      4.32G     0.0212    0.01534   0.009067         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     62/499      4.32G     0.0211    0.01534    0.00892         81        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     62/499      4.32G     0.0211    0.01534    0.00892         81        640:  80%|########  | 32/40 [00:08<00:02,  3.55it/s]
     62/499      4.32G    0.02103    0.01528   0.008908         60        640:  80%|########  | 32/40 [00:08<00:02,  3.55it/s]
     62/499      4.32G    0.02103    0.01528   0.008908         60        640:  82%|########2 | 33/40 [00:08<00:01,  3.67it/s]
     62/499      4.32G    0.02101    0.01527   0.008781         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.67it/s]
     62/499      4.32G    0.02101    0.01527   0.008781         73        640:  85%|########5 | 34/40 [00:08<00:01,  3.68it/s]
     62/499      4.32G    0.02105     0.0153   0.008892         75        640:  85%|########5 | 34/40 [00:09<00:01,  3.68it/s]
     62/499      4.32G    0.02105     0.0153   0.008892         75        640:  88%|########7 | 35/40 [00:09<00:01,  3.57it/s]
     62/499      4.32G    0.02111    0.01546   0.008912         92        640:  88%|########7 | 35/40 [00:09<00:01,  3.57it/s]
     62/499      4.32G    0.02111    0.01546   0.008912         92        640:  90%|######### | 36/40 [00:09<00:01,  3.67it/s]
     62/499      4.32G    0.02113    0.01553   0.008889         82        640:  90%|######### | 36/40 [00:09<00:01,  3.67it/s]
     62/499      4.32G    0.02113    0.01553   0.008889         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.70it/s]
     62/499      4.32G     0.0212    0.01556    0.00892         81        640:  92%|#########2| 37/40 [00:10<00:00,  3.70it/s]
     62/499      4.32G     0.0212    0.01556    0.00892         81        640:  95%|#########5| 38/40 [00:10<00:00,  3.60it/s]
     62/499      4.32G    0.02117    0.01557   0.008963         77        640:  95%|#########5| 38/40 [00:10<00:00,  3.60it/s]
     62/499      4.32G    0.02117    0.01557   0.008963         77        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
     62/499      4.32G    0.02121    0.01556   0.009155         30        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
     62/499      4.32G    0.02121    0.01556   0.009155         30        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]
     62/499      4.32G    0.02121    0.01556   0.009155         30        640: 100%|##########| 40/40 [00:10<00:00,  3.78it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.49it/s]
                   all        132        263      0.827      0.807      0.861       0.65

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     63/499      4.32G    0.02182    0.01273   0.008831         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
     63/499      4.32G    0.02182    0.01273   0.008831         64        640:   2%|2         | 1/40 [00:00<00:08,  4.79it/s]
     63/499      4.32G    0.02231    0.01343   0.009057         70        640:   2%|2         | 1/40 [00:00<00:08,  4.79it/s]
     63/499      4.32G    0.02231    0.01343   0.009057         70        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     63/499      4.32G    0.02161    0.01393   0.009456         78        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     63/499      4.32G    0.02161    0.01393   0.009456         78        640:   8%|7         | 3/40 [00:00<00:09,  3.88it/s]
     63/499      4.32G    0.02173    0.01391   0.009419         68        640:   8%|7         | 3/40 [00:01<00:09,  3.88it/s]
     63/499      4.32G    0.02173    0.01391   0.009419         68        640:  10%|#         | 4/40 [00:01<00:09,  3.68it/s]
     63/499      4.32G    0.02192    0.01463    0.01014         86        640:  10%|#         | 4/40 [00:01<00:09,  3.68it/s]
     63/499      4.32G    0.02192    0.01463    0.01014         86        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     63/499      4.32G    0.02173    0.01509    0.01027         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     63/499      4.32G    0.02173    0.01509    0.01027         85        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     63/499      4.32G    0.02165    0.01462    0.01008         55        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     63/499      4.32G    0.02165    0.01462    0.01008         55        640:  18%|#7        | 7/40 [00:01<00:09,  3.64it/s]
     63/499      4.32G    0.02151    0.01491    0.01028         78        640:  18%|#7        | 7/40 [00:02<00:09,  3.64it/s]
     63/499      4.32G    0.02151    0.01491    0.01028         78        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     63/499      4.32G     0.0212    0.01468   0.009546         59        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     63/499      4.32G     0.0212    0.01468   0.009546         59        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     63/499      4.32G    0.02095    0.01499   0.009421         91        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     63/499      4.32G    0.02095    0.01499   0.009421         91        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     63/499      4.32G    0.02092      0.015    0.00956         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.60it/s]
     63/499      4.32G    0.02092      0.015    0.00956         74        640:  28%|##7       | 11/40 [00:02<00:07,  3.71it/s]
     63/499      4.32G    0.02102    0.01547   0.009419         95        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     63/499      4.32G    0.02102    0.01547   0.009419         95        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     63/499      4.32G    0.02103    0.01553   0.009257         75        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     63/499      4.32G    0.02103    0.01553   0.009257         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     63/499      4.32G     0.0209    0.01576   0.009122         92        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     63/499      4.32G     0.0209    0.01576   0.009122         92        640:  35%|###5      | 14/40 [00:03<00:07,  3.68it/s]
     63/499      4.32G    0.02089    0.01558   0.008958         65        640:  35%|###5      | 14/40 [00:04<00:07,  3.68it/s]
     63/499      4.32G    0.02089    0.01558   0.008958         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     63/499      4.32G    0.02101    0.01568     0.0091         85        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     63/499      4.32G    0.02101    0.01568     0.0091         85        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
     63/499      4.32G     0.0209     0.0157    0.00906         83        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
     63/499      4.32G     0.0209     0.0157    0.00906         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     63/499      4.32G    0.02082    0.01568   0.008784         81        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     63/499      4.32G    0.02082    0.01568   0.008784         81        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     63/499      4.32G    0.02091    0.01562   0.008945         60        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     63/499      4.32G    0.02091    0.01562   0.008945         60        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     63/499      4.32G    0.02089    0.01568   0.008739         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     63/499      4.32G    0.02089    0.01568   0.008739         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     63/499      4.32G    0.02079    0.01561   0.008574         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     63/499      4.32G    0.02079    0.01561   0.008574         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     63/499      4.32G    0.02083    0.01571   0.008526         86        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     63/499      4.32G    0.02083    0.01571   0.008526         86        640:  55%|#####5    | 22/40 [00:05<00:05,  3.59it/s]
     63/499      4.32G    0.02079     0.0158   0.008489         93        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
     63/499      4.32G    0.02079     0.0158   0.008489         93        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     63/499      4.32G    0.02075    0.01578   0.008431         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     63/499      4.32G    0.02075    0.01578   0.008431         73        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     63/499      4.32G    0.02076    0.01571   0.008497         75        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     63/499      4.32G    0.02076    0.01571   0.008497         75        640:  62%|######2   | 25/40 [00:06<00:04,  3.65it/s]
     63/499      4.32G    0.02075    0.01562    0.00838         56        640:  62%|######2   | 25/40 [00:07<00:04,  3.65it/s]
     63/499      4.32G    0.02075    0.01562    0.00838         56        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     63/499      4.32G    0.02071    0.01556   0.008374         71        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     63/499      4.32G    0.02071    0.01556   0.008374         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     63/499      4.32G    0.02063    0.01539   0.008532         52        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     63/499      4.32G    0.02063    0.01539   0.008532         52        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
     63/499      4.32G    0.02064    0.01546   0.008404         86        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
     63/499      4.32G    0.02064    0.01546   0.008404         86        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     63/499      4.32G    0.02065    0.01546   0.008354         79        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     63/499      4.32G    0.02065    0.01546   0.008354         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.65it/s]
     63/499      4.32G    0.02067    0.01545   0.008327         75        640:  75%|#######5  | 30/40 [00:08<00:02,  3.65it/s]
     63/499      4.32G    0.02067    0.01545   0.008327         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.58it/s]
     63/499      4.32G    0.02061    0.01542   0.008346         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.58it/s]
     63/499      4.32G    0.02061    0.01542   0.008346         78        640:  80%|########  | 32/40 [00:08<00:02,  3.65it/s]
     63/499      4.32G    0.02057    0.01535   0.008167         66        640:  80%|########  | 32/40 [00:08<00:02,  3.65it/s]
     63/499      4.32G    0.02057    0.01535   0.008167         66        640:  82%|########2 | 33/40 [00:08<00:01,  3.69it/s]
     63/499      4.32G    0.02055    0.01544   0.008194         97        640:  82%|########2 | 33/40 [00:09<00:01,  3.69it/s]
     63/499      4.32G    0.02055    0.01544   0.008194         97        640:  85%|########5 | 34/40 [00:09<00:01,  3.58it/s]
     63/499      4.32G    0.02056    0.01541   0.008176         62        640:  85%|########5 | 34/40 [00:09<00:01,  3.58it/s]
     63/499      4.32G    0.02056    0.01541   0.008176         62        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     63/499      4.32G     0.0206    0.01548   0.008257         87        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     63/499      4.32G     0.0206    0.01548   0.008257         87        640:  90%|######### | 36/40 [00:09<00:01,  3.69it/s]
     63/499      4.32G    0.02061    0.01547   0.008213         73        640:  90%|######### | 36/40 [00:10<00:01,  3.69it/s]
     63/499      4.32G    0.02061    0.01547   0.008213         73        640:  92%|#########2| 37/40 [00:10<00:00,  3.60it/s]
     63/499      4.32G    0.02061    0.01547   0.008284         77        640:  92%|#########2| 37/40 [00:10<00:00,  3.60it/s]
     63/499      4.32G    0.02061    0.01547   0.008284         77        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
     63/499      4.32G    0.02064    0.01546   0.008217         73        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
     63/499      4.32G    0.02064    0.01546   0.008217         73        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
     63/499      4.32G    0.02058    0.01546   0.008214         38        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
     63/499      4.32G    0.02058    0.01546   0.008214         38        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]
     63/499      4.32G    0.02058    0.01546   0.008214         38        640: 100%|##########| 40/40 [00:10<00:00,  3.69it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.08it/s]
                   all        132        263       0.83      0.909      0.913      0.693

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     64/499      4.32G    0.01993     0.0142    0.00409         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
     64/499      4.32G    0.01993     0.0142    0.00409         69        640:   2%|2         | 1/40 [00:00<00:09,  4.12it/s]
     64/499      4.32G    0.02013    0.01361   0.005043         59        640:   2%|2         | 1/40 [00:00<00:09,  4.12it/s]
     64/499      4.32G    0.02013    0.01361   0.005043         59        640:   5%|5         | 2/40 [00:00<00:09,  3.90it/s]
     64/499      4.32G    0.01965    0.01427   0.005293         77        640:   5%|5         | 2/40 [00:00<00:09,  3.90it/s]
     64/499      4.32G    0.01965    0.01427   0.005293         77        640:   8%|7         | 3/40 [00:00<00:10,  3.60it/s]
     64/499      4.32G    0.02042    0.01439   0.006074         68        640:   8%|7         | 3/40 [00:01<00:10,  3.60it/s]
     64/499      4.32G    0.02042    0.01439   0.006074         68        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     64/499      4.32G    0.02006     0.0135    0.00579         59        640:  10%|#         | 4/40 [00:01<00:09,  3.78it/s]
     64/499      4.32G    0.02006     0.0135    0.00579         59        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
     64/499      4.32G    0.01959    0.01357   0.005804         69        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
     64/499      4.32G    0.01959    0.01357   0.005804         69        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     64/499      4.32G    0.01962    0.01401   0.005523         87        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     64/499      4.32G    0.01962    0.01401   0.005523         87        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     64/499      4.32G    0.01964     0.0141    0.00524         68        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     64/499      4.32G    0.01964     0.0141    0.00524         68        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     64/499      4.32G    0.01988    0.01395   0.005797         65        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     64/499      4.32G    0.01988    0.01395   0.005797         65        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     64/499      4.32G    0.01993    0.01408   0.005762         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     64/499      4.32G    0.01993    0.01408   0.005762         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     64/499      4.32G     0.0201     0.0142   0.005716         77        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     64/499      4.32G     0.0201     0.0142   0.005716         77        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     64/499      4.32G     0.0201    0.01424   0.006034         74        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     64/499      4.32G     0.0201    0.01424   0.006034         74        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     64/499      4.32G    0.02011    0.01432   0.006382         77        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     64/499      4.32G    0.02011    0.01432   0.006382         77        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     64/499      4.32G    0.02005    0.01441   0.006429         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
     64/499      4.32G    0.02005    0.01441   0.006429         73        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
     64/499      4.32G    0.02001    0.01432   0.006436         67        640:  35%|###5      | 14/40 [00:04<00:06,  3.74it/s]
     64/499      4.32G    0.02001    0.01432   0.006436         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     64/499      4.32G    0.02001    0.01411   0.006461         57        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     64/499      4.32G    0.02001    0.01411   0.006461         57        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     64/499      4.32G    0.01995    0.01411   0.006553         72        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
     64/499      4.32G    0.01995    0.01411   0.006553         72        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     64/499      4.32G    0.01981    0.01409   0.006416         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     64/499      4.32G    0.01981    0.01409   0.006416         75        640:  45%|####5     | 18/40 [00:04<00:06,  3.60it/s]
     64/499      4.32G    0.01976      0.014   0.006322         56        640:  45%|####5     | 18/40 [00:05<00:06,  3.60it/s]
     64/499      4.32G    0.01976      0.014   0.006322         56        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     64/499      4.32G    0.01977    0.01392   0.006315         64        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     64/499      4.32G    0.01977    0.01392   0.006315         64        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     64/499      4.32G     0.0198    0.01416    0.00645         95        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     64/499      4.32G     0.0198    0.01416    0.00645         95        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     64/499      4.32G    0.01984    0.01423   0.006463         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     64/499      4.32G    0.01984    0.01423   0.006463         79        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
     64/499      4.32G    0.01979    0.01421   0.006431         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
     64/499      4.32G    0.01979    0.01421   0.006431         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     64/499      4.32G    0.01976    0.01416   0.006598         60        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     64/499      4.32G    0.01976    0.01416   0.006598         60        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     64/499      4.32G    0.01974    0.01421   0.006644         71        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     64/499      4.32G    0.01974    0.01421   0.006644         71        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     64/499      4.32G    0.01969    0.01418   0.006711         76        640:  62%|######2   | 25/40 [00:07<00:04,  3.74it/s]
     64/499      4.32G    0.01969    0.01418   0.006711         76        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     64/499      4.32G    0.01974    0.01423   0.006696         78        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     64/499      4.32G    0.01974    0.01423   0.006696         78        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
     64/499      4.32G    0.01975    0.01427   0.006658         77        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
     64/499      4.32G    0.01975    0.01427   0.006658         77        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     64/499      4.32G    0.01978    0.01422   0.006575         59        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     64/499      4.32G    0.01978    0.01422   0.006575         59        640:  72%|#######2  | 29/40 [00:07<00:02,  3.75it/s]
     64/499      4.32G    0.01973    0.01425   0.006467         78        640:  72%|#######2  | 29/40 [00:08<00:02,  3.75it/s]
     64/499      4.32G    0.01973    0.01425   0.006467         78        640:  75%|#######5  | 30/40 [00:08<00:02,  3.59it/s]
     64/499      4.32G    0.01983     0.0143   0.006552         73        640:  75%|#######5  | 30/40 [00:08<00:02,  3.59it/s]
     64/499      4.32G    0.01983     0.0143   0.006552         73        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     64/499      4.32G    0.01984    0.01432   0.006523         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     64/499      4.32G    0.01984    0.01432   0.006523         78        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     64/499      4.32G    0.01992    0.01427   0.006629         65        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     64/499      4.32G    0.01992    0.01427   0.006629         65        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     64/499      4.32G    0.01993    0.01435    0.00667         82        640:  82%|########2 | 33/40 [00:09<00:01,  3.63it/s]
     64/499      4.32G    0.01993    0.01435    0.00667         82        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
     64/499      4.32G    0.01999    0.01441    0.00681         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
     64/499      4.32G    0.01999    0.01441    0.00681         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.75it/s]
     64/499      4.32G    0.01999    0.01449   0.006911         79        640:  88%|########7 | 35/40 [00:09<00:01,  3.75it/s]
     64/499      4.32G    0.01999    0.01449   0.006911         79        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     64/499      4.32G    0.02003    0.01451   0.007093         71        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     64/499      4.32G    0.02003    0.01451   0.007093         71        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     64/499      4.32G       0.02    0.01452   0.006998         75        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     64/499      4.32G       0.02    0.01452   0.006998         75        640:  95%|#########5| 38/40 [00:10<00:00,  3.68it/s]
     64/499      4.32G       0.02    0.01454   0.006947         84        640:  95%|#########5| 38/40 [00:10<00:00,  3.68it/s]
     64/499      4.32G       0.02    0.01454   0.006947         84        640:  98%|#########7| 39/40 [00:10<00:00,  3.62it/s]
     64/499      4.32G    0.01995    0.01448   0.006867         31        640:  98%|#########7| 39/40 [00:10<00:00,  3.62it/s]
     64/499      4.32G    0.01995    0.01448   0.006867         31        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]
     64/499      4.32G    0.01995    0.01448   0.006867         31        640: 100%|##########| 40/40 [00:10<00:00,  3.72it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.25it/s]
                   all        132        263        0.8      0.846       0.86      0.646

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     65/499      4.32G    0.02055    0.01717   0.006064         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     65/499      4.32G    0.02055    0.01717   0.006064         81        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
     65/499      4.32G    0.02048    0.01531   0.007551         66        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
     65/499      4.32G    0.02048    0.01531   0.007551         66        640:   5%|5         | 2/40 [00:00<00:11,  3.41it/s]
     65/499      4.32G    0.02098    0.01608   0.007163         85        640:   5%|5         | 2/40 [00:00<00:11,  3.41it/s]
     65/499      4.32G    0.02098    0.01608   0.007163         85        640:   8%|7         | 3/40 [00:00<00:10,  3.70it/s]
     65/499      4.32G    0.02114    0.01541   0.006218         65        640:   8%|7         | 3/40 [00:01<00:10,  3.70it/s]
     65/499      4.32G    0.02114    0.01541   0.006218         65        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     65/499      4.32G    0.02088    0.01527   0.006678         75        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     65/499      4.32G    0.02088    0.01527   0.006678         75        640:  12%|#2        | 5/40 [00:01<00:09,  3.57it/s]
     65/499      4.32G    0.02099    0.01533   0.006324         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.57it/s]
     65/499      4.32G    0.02099    0.01533   0.006324         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
     65/499      4.32G    0.02085    0.01534   0.006798         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
     65/499      4.32G    0.02085    0.01534   0.006798         77        640:  18%|#7        | 7/40 [00:01<00:09,  3.61it/s]
     65/499      4.32G    0.02087    0.01506   0.007305         62        640:  18%|#7        | 7/40 [00:02<00:09,  3.61it/s]
     65/499      4.32G    0.02087    0.01506   0.007305         62        640:  20%|##        | 8/40 [00:02<00:09,  3.54it/s]
     65/499      4.32G    0.02085    0.01521   0.007021         90        640:  20%|##        | 8/40 [00:02<00:09,  3.54it/s]
     65/499      4.32G    0.02085    0.01521   0.007021         90        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     65/499      4.32G    0.02074    0.01513    0.00694         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.70it/s]
     65/499      4.32G    0.02074    0.01513    0.00694         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.69it/s]
     65/499      4.32G     0.0208    0.01521   0.007476         77        640:  25%|##5       | 10/40 [00:03<00:08,  3.69it/s]
     65/499      4.32G     0.0208    0.01521   0.007476         77        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     65/499      4.32G    0.02086    0.01498   0.008446         60        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     65/499      4.32G    0.02086    0.01498   0.008446         60        640:  30%|###       | 12/40 [00:03<00:07,  3.70it/s]
     65/499      4.32G    0.02079    0.01521   0.008567         82        640:  30%|###       | 12/40 [00:03<00:07,  3.70it/s]
     65/499      4.32G    0.02079    0.01521   0.008567         82        640:  32%|###2      | 13/40 [00:03<00:07,  3.70it/s]
     65/499      4.32G    0.02092    0.01515    0.00855         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.70it/s]
     65/499      4.32G    0.02092    0.01515    0.00855         73        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
     65/499      4.32G    0.02086    0.01511   0.008619         75        640:  35%|###5      | 14/40 [00:04<00:07,  3.60it/s]
     65/499      4.32G    0.02086    0.01511   0.008619         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     65/499      4.32G    0.02085    0.01524    0.00858         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
     65/499      4.32G    0.02085    0.01524    0.00858         82        640:  40%|####      | 16/40 [00:04<00:06,  3.65it/s]
     65/499      4.32G    0.02093    0.01539   0.008592         86        640:  40%|####      | 16/40 [00:04<00:06,  3.65it/s]
     65/499      4.32G    0.02093    0.01539   0.008592         86        640:  42%|####2     | 17/40 [00:04<00:06,  3.56it/s]
     65/499      4.32G     0.0209    0.01547   0.008558         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.56it/s]
     65/499      4.32G     0.0209    0.01547   0.008558         83        640:  45%|####5     | 18/40 [00:04<00:05,  3.68it/s]
     65/499      4.32G    0.02086    0.01546   0.008519         79        640:  45%|####5     | 18/40 [00:05<00:05,  3.68it/s]
     65/499      4.32G    0.02086    0.01546   0.008519         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     65/499      4.32G    0.02083     0.0155   0.008343         83        640:  48%|####7     | 19/40 [00:05<00:05,  3.68it/s]
     65/499      4.32G    0.02083     0.0155   0.008343         83        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
     65/499      4.32G    0.02081    0.01545   0.008278         69        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
     65/499      4.32G    0.02081    0.01545   0.008278         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     65/499      4.32G    0.02079    0.01542   0.008326         75        640:  52%|#####2    | 21/40 [00:06<00:05,  3.72it/s]
     65/499      4.32G    0.02079    0.01542   0.008326         75        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
     65/499      4.32G    0.02083    0.01548   0.008427         80        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
     65/499      4.32G    0.02083    0.01548   0.008427         80        640:  57%|#####7    | 23/40 [00:06<00:04,  3.58it/s]
     65/499      4.32G    0.02086    0.01539   0.008356         66        640:  57%|#####7    | 23/40 [00:06<00:04,  3.58it/s]
     65/499      4.32G    0.02086    0.01539   0.008356         66        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     65/499      4.32G    0.02094    0.01521   0.008574         46        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     65/499      4.32G    0.02094    0.01521   0.008574         46        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
     65/499      4.32G    0.02089    0.01528   0.008454         82        640:  62%|######2   | 25/40 [00:07<00:04,  3.70it/s]
     65/499      4.32G    0.02089    0.01528   0.008454         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
     65/499      4.32G     0.0209     0.0152    0.00855         62        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
     65/499      4.32G     0.0209     0.0152    0.00855         62        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     65/499      4.32G    0.02087    0.01517    0.00863         73        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     65/499      4.32G    0.02087    0.01517    0.00863         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.67it/s]
     65/499      4.32G    0.02085      0.015    0.00853         59        640:  70%|#######   | 28/40 [00:07<00:03,  3.67it/s]
     65/499      4.32G    0.02085      0.015    0.00853         59        640:  72%|#######2  | 29/40 [00:07<00:03,  3.57it/s]
     65/499      4.32G     0.0208      0.015   0.008576         85        640:  72%|#######2  | 29/40 [00:08<00:03,  3.57it/s]
     65/499      4.32G     0.0208      0.015   0.008576         85        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     65/499      4.32G     0.0208    0.01505   0.008555         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     65/499      4.32G     0.0208    0.01505   0.008555         79        640:  78%|#######7  | 31/40 [00:08<00:02,  3.69it/s]
     65/499      4.32G    0.02081    0.01501   0.008662         63        640:  78%|#######7  | 31/40 [00:08<00:02,  3.69it/s]
     65/499      4.32G    0.02081    0.01501   0.008662         63        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
     65/499      4.32G    0.02073    0.01501    0.00854         81        640:  80%|########  | 32/40 [00:09<00:02,  3.60it/s]
     65/499      4.32G    0.02073    0.01501    0.00854         81        640:  82%|########2 | 33/40 [00:09<00:01,  3.74it/s]
     65/499      4.32G    0.02067      0.015   0.008506         76        640:  82%|########2 | 33/40 [00:09<00:01,  3.74it/s]
     65/499      4.32G    0.02067      0.015   0.008506         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     65/499      4.32G    0.02064    0.01502   0.008558         77        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     65/499      4.32G    0.02064    0.01502   0.008558         77        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
     65/499      4.32G    0.02065    0.01492   0.008652         61        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
     65/499      4.32G    0.02065    0.01492   0.008652         61        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     65/499      4.32G    0.02063    0.01491   0.008647         77        640:  90%|######### | 36/40 [00:10<00:01,  3.74it/s]
     65/499      4.32G    0.02063    0.01491   0.008647         77        640:  92%|#########2| 37/40 [00:10<00:00,  3.72it/s]
     65/499      4.32G    0.02055    0.01491   0.008675         77        640:  92%|#########2| 37/40 [00:10<00:00,  3.72it/s]
     65/499      4.32G    0.02055    0.01491   0.008675         77        640:  95%|#########5| 38/40 [00:10<00:00,  3.67it/s]
     65/499      4.32G     0.0205    0.01494   0.008636         80        640:  95%|#########5| 38/40 [00:10<00:00,  3.67it/s]
     65/499      4.32G     0.0205    0.01494   0.008636         80        640:  98%|#########7| 39/40 [00:10<00:00,  3.84it/s]
     65/499      4.32G     0.0205    0.01489   0.008576         32        640:  98%|#########7| 39/40 [00:10<00:00,  3.84it/s]
     65/499      4.32G     0.0205    0.01489   0.008576         32        640: 100%|##########| 40/40 [00:10<00:00,  4.26it/s]
     65/499      4.32G     0.0205    0.01489   0.008576         32        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.06it/s]
                   all        132        263      0.766      0.933      0.872      0.667

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     66/499      4.32G    0.02181    0.01977    0.00989         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
     66/499      4.32G    0.02181    0.01977    0.00989         96        640:   2%|2         | 1/40 [00:00<00:11,  3.47it/s]
     66/499      4.32G    0.02191    0.01862   0.006857         75        640:   2%|2         | 1/40 [00:00<00:11,  3.47it/s]
     66/499      4.32G    0.02191    0.01862   0.006857         75        640:   5%|5         | 2/40 [00:00<00:10,  3.72it/s]
     66/499      4.32G    0.02154    0.01656   0.006348         61        640:   5%|5         | 2/40 [00:00<00:10,  3.72it/s]
     66/499      4.32G    0.02154    0.01656   0.006348         61        640:   8%|7         | 3/40 [00:00<00:09,  3.73it/s]
     66/499      4.32G    0.02169    0.01724   0.006016         91        640:   8%|7         | 3/40 [00:01<00:09,  3.73it/s]
     66/499      4.32G    0.02169    0.01724   0.006016         91        640:  10%|#         | 4/40 [00:01<00:09,  3.61it/s]
     66/499      4.32G    0.02178    0.01689   0.007149         65        640:  10%|#         | 4/40 [00:01<00:09,  3.61it/s]
     66/499      4.32G    0.02178    0.01689   0.007149         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     66/499      4.32G    0.02187    0.01645   0.007798         75        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
     66/499      4.32G    0.02187    0.01645   0.007798         75        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     66/499      4.32G     0.0218    0.01626   0.008133         70        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     66/499      4.32G     0.0218    0.01626   0.008133         70        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
     66/499      4.32G    0.02153    0.01591   0.008592         68        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
     66/499      4.32G    0.02153    0.01591   0.008592         68        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     66/499      4.32G    0.02147    0.01601    0.00856         84        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     66/499      4.32G    0.02147    0.01601    0.00856         84        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     66/499      4.32G    0.02147    0.01587   0.008717         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     66/499      4.32G    0.02147    0.01587   0.008717         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     66/499      4.32G    0.02143    0.01562   0.008591         62        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
     66/499      4.32G    0.02143    0.01562   0.008591         62        640:  28%|##7       | 11/40 [00:02<00:07,  3.69it/s]
     66/499      4.32G    0.02147    0.01538    0.00863         60        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
     66/499      4.32G    0.02147    0.01538    0.00863         60        640:  30%|###       | 12/40 [00:03<00:07,  3.70it/s]
     66/499      4.32G    0.02146     0.0154    0.00888         79        640:  30%|###       | 12/40 [00:03<00:07,  3.70it/s]
     66/499      4.32G    0.02146     0.0154    0.00888         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     66/499      4.32G    0.02138     0.0155   0.008873         84        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     66/499      4.32G    0.02138     0.0155   0.008873         84        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     66/499      4.32G    0.02134    0.01532   0.008572         66        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     66/499      4.32G    0.02134    0.01532   0.008572         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     66/499      4.32G    0.02136     0.0155   0.008747         78        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
     66/499      4.32G    0.02136     0.0155   0.008747         78        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
     66/499      4.32G    0.02138    0.01553   0.008793         69        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
     66/499      4.32G    0.02138    0.01553   0.008793         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     66/499      4.32G    0.02132    0.01555   0.008905         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     66/499      4.32G    0.02132    0.01555   0.008905         83        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
     66/499      4.32G    0.02132    0.01575   0.008882         78        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
     66/499      4.32G    0.02132    0.01575   0.008882         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.57it/s]
     66/499      4.32G     0.0214    0.01575   0.008914         67        640:  48%|####7     | 19/40 [00:05<00:05,  3.57it/s]
     66/499      4.32G     0.0214    0.01575   0.008914         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.68it/s]
     66/499      4.32G    0.02129    0.01567   0.008859         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.68it/s]
     66/499      4.32G    0.02129    0.01567   0.008859         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     66/499      4.32G    0.02124    0.01568   0.008668         83        640:  52%|#####2    | 21/40 [00:06<00:05,  3.73it/s]
     66/499      4.32G    0.02124    0.01568   0.008668         83        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
     66/499      4.32G    0.02126    0.01575   0.008867         87        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
     66/499      4.32G    0.02126    0.01575   0.008867         87        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     66/499      4.32G    0.02118     0.0158   0.008782         83        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     66/499      4.32G    0.02118     0.0158   0.008782         83        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     66/499      4.32G    0.02108    0.01578   0.008721         79        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     66/499      4.32G    0.02108    0.01578   0.008721         79        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
     66/499      4.32G    0.02121    0.01571   0.008739         66        640:  62%|######2   | 25/40 [00:07<00:04,  3.62it/s]
     66/499      4.32G    0.02121    0.01571   0.008739         66        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     66/499      4.32G    0.02119    0.01566   0.008659         72        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     66/499      4.32G    0.02119    0.01566   0.008659         72        640:  68%|######7   | 27/40 [00:07<00:03,  3.69it/s]
     66/499      4.32G    0.02116     0.0157   0.008594         83        640:  68%|######7   | 27/40 [00:07<00:03,  3.69it/s]
     66/499      4.32G    0.02116     0.0157   0.008594         83        640:  70%|#######   | 28/40 [00:07<00:03,  3.58it/s]
     66/499      4.32G    0.02112    0.01561   0.008512         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.58it/s]
     66/499      4.32G    0.02112    0.01561   0.008512         67        640:  72%|#######2  | 29/40 [00:07<00:02,  3.69it/s]
     66/499      4.32G     0.0211    0.01565   0.008511         83        640:  72%|#######2  | 29/40 [00:08<00:02,  3.69it/s]
     66/499      4.32G     0.0211    0.01565   0.008511         83        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     66/499      4.32G    0.02109    0.01572   0.008464         89        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     66/499      4.32G    0.02109    0.01572   0.008464         89        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
     66/499      4.32G    0.02106    0.01568   0.008382         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
     66/499      4.32G    0.02106    0.01568   0.008382         75        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
     66/499      4.32G      0.021    0.01568   0.008372         75        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
     66/499      4.32G      0.021    0.01568   0.008372         75        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
     66/499      4.32G    0.02098     0.0156     0.0083         59        640:  82%|########2 | 33/40 [00:09<00:01,  3.71it/s]
     66/499      4.32G    0.02098     0.0156     0.0083         59        640:  85%|########5 | 34/40 [00:09<00:01,  3.60it/s]
     66/499      4.32G    0.02096    0.01563   0.008351         83        640:  85%|########5 | 34/40 [00:09<00:01,  3.60it/s]
     66/499      4.32G    0.02096    0.01563   0.008351         83        640:  88%|########7 | 35/40 [00:09<00:01,  3.69it/s]
     66/499      4.32G    0.02089    0.01558   0.008284         68        640:  88%|########7 | 35/40 [00:09<00:01,  3.69it/s]
     66/499      4.32G    0.02089    0.01558   0.008284         68        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
     66/499      4.32G    0.02093    0.01551   0.008386         61        640:  90%|######### | 36/40 [00:10<00:01,  3.70it/s]
     66/499      4.32G    0.02093    0.01551   0.008386         61        640:  92%|#########2| 37/40 [00:10<00:00,  3.63it/s]
     66/499      4.32G    0.02092    0.01542   0.008442         60        640:  92%|#########2| 37/40 [00:10<00:00,  3.63it/s]
     66/499      4.32G    0.02092    0.01542   0.008442         60        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
     66/499      4.32G    0.02092    0.01547   0.008343         85        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
     66/499      4.32G    0.02092    0.01547   0.008343         85        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     66/499      4.32G    0.02095    0.01545   0.008286         36        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     66/499      4.32G    0.02095    0.01545   0.008286         36        640: 100%|##########| 40/40 [00:10<00:00,  4.28it/s]
     66/499      4.32G    0.02095    0.01545   0.008286         36        640: 100%|##########| 40/40 [00:10<00:00,  3.72it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.32it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.11it/s]
                   all        132        263      0.831      0.901      0.881      0.705

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     67/499      4.32G    0.02247     0.0215   0.008729         93        640:   0%|          | 0/40 [00:00<?, ?it/s]
     67/499      4.32G    0.02247     0.0215   0.008729         93        640:   2%|2         | 1/40 [00:00<00:07,  5.03it/s]
     67/499      4.32G    0.02151    0.01823   0.007422         73        640:   2%|2         | 1/40 [00:00<00:07,  5.03it/s]
     67/499      4.32G    0.02151    0.01823   0.007422         73        640:   5%|5         | 2/40 [00:00<00:09,  4.20it/s]
     67/499      4.32G    0.02114    0.01744   0.007438         78        640:   5%|5         | 2/40 [00:00<00:09,  4.20it/s]
     67/499      4.32G    0.02114    0.01744   0.007438         78        640:   8%|7         | 3/40 [00:00<00:09,  3.79it/s]
     67/499      4.32G    0.02089    0.01731   0.007697         79        640:   8%|7         | 3/40 [00:01<00:09,  3.79it/s]
     67/499      4.32G    0.02089    0.01731   0.007697         79        640:  10%|#         | 4/40 [00:01<00:09,  3.87it/s]
     67/499      4.32G    0.02011    0.01612    0.00669         62        640:  10%|#         | 4/40 [00:01<00:09,  3.87it/s]
     67/499      4.32G    0.02011    0.01612    0.00669         62        640:  12%|#2        | 5/40 [00:01<00:09,  3.84it/s]
     67/499      4.32G    0.02025    0.01593    0.00701         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.84it/s]
     67/499      4.32G    0.02025    0.01593    0.00701         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     67/499      4.32G    0.02046    0.01583   0.007315         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
     67/499      4.32G    0.02046    0.01583   0.007315         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.77it/s]
     67/499      4.32G    0.02026    0.01568   0.007265         76        640:  18%|#7        | 7/40 [00:02<00:08,  3.77it/s]
     67/499      4.32G    0.02026    0.01568   0.007265         76        640:  20%|##        | 8/40 [00:02<00:08,  3.77it/s]
     67/499      4.32G    0.02012    0.01556   0.007558         73        640:  20%|##        | 8/40 [00:02<00:08,  3.77it/s]
     67/499      4.32G    0.02012    0.01556   0.007558         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.67it/s]
     67/499      4.32G    0.02001    0.01537   0.007344         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.67it/s]
     67/499      4.32G    0.02001    0.01537   0.007344         70        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     67/499      4.32G    0.02007    0.01526    0.00712         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     67/499      4.32G    0.02007    0.01526    0.00712         68        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     67/499      4.32G    0.02018    0.01513   0.007529         64        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     67/499      4.32G    0.02018    0.01513   0.007529         64        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
     67/499      4.32G    0.02027    0.01538   0.007309         87        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
     67/499      4.32G    0.02027    0.01538   0.007309         87        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     67/499      4.32G    0.02015    0.01538   0.007216         80        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     67/499      4.32G    0.02015    0.01538   0.007216         80        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     67/499      4.32G    0.02008    0.01529   0.006974         75        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     67/499      4.32G    0.02008    0.01529   0.006974         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     67/499      4.32G    0.01992    0.01521   0.006737         73        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     67/499      4.32G    0.01992    0.01521   0.006737         73        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     67/499      4.32G    0.01999    0.01511   0.006726         63        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     67/499      4.32G    0.01999    0.01511   0.006726         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     67/499      4.32G    0.02003    0.01487   0.006667         47        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     67/499      4.32G    0.02003    0.01487   0.006667         47        640:  45%|####5     | 18/40 [00:04<00:06,  3.63it/s]
     67/499      4.32G    0.02003    0.01485   0.006596         73        640:  45%|####5     | 18/40 [00:05<00:06,  3.63it/s]
     67/499      4.32G    0.02003    0.01485   0.006596         73        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     67/499      4.32G    0.02014    0.01496   0.006783         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     67/499      4.32G    0.02014    0.01496   0.006783         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     67/499      4.32G    0.02023    0.01509    0.00686         89        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     67/499      4.32G    0.02023    0.01509    0.00686         89        640:  52%|#####2    | 21/40 [00:05<00:05,  3.63it/s]
     67/499      4.32G    0.02015      0.015   0.006853         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.63it/s]
     67/499      4.32G    0.02015      0.015   0.006853         70        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
     67/499      4.32G    0.02015    0.01499   0.006875         84        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
     67/499      4.32G    0.02015    0.01499   0.006875         84        640:  57%|#####7    | 23/40 [00:06<00:04,  3.75it/s]
     67/499      4.32G    0.02009    0.01488    0.00696         64        640:  57%|#####7    | 23/40 [00:06<00:04,  3.75it/s]
     67/499      4.32G    0.02009    0.01488    0.00696         64        640:  60%|######    | 24/40 [00:06<00:04,  3.64it/s]
     67/499      4.32G    0.02003    0.01486   0.006831         79        640:  60%|######    | 24/40 [00:06<00:04,  3.64it/s]
     67/499      4.32G    0.02003    0.01486   0.006831         79        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     67/499      4.32G     0.0199    0.01477   0.006995         71        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     67/499      4.32G     0.0199    0.01477   0.006995         71        640:  65%|######5   | 26/40 [00:06<00:03,  3.76it/s]
     67/499      4.32G    0.01989    0.01478   0.006969         71        640:  65%|######5   | 26/40 [00:07<00:03,  3.76it/s]
     67/499      4.32G    0.01989    0.01478   0.006969         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
     67/499      4.32G    0.01997    0.01486   0.006865         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.59it/s]
     67/499      4.32G    0.01997    0.01486   0.006865         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     67/499      4.32G     0.0199    0.01484   0.006856         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     67/499      4.32G     0.0199    0.01484   0.006856         79        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
     67/499      4.32G    0.01997    0.01483   0.006766         71        640:  72%|#######2  | 29/40 [00:08<00:02,  3.70it/s]
     67/499      4.32G    0.01997    0.01483   0.006766         71        640:  75%|#######5  | 30/40 [00:08<00:02,  3.57it/s]
     67/499      4.32G    0.01993    0.01486   0.006686         82        640:  75%|#######5  | 30/40 [00:08<00:02,  3.57it/s]
     67/499      4.32G    0.01993    0.01486   0.006686         82        640:  78%|#######7  | 31/40 [00:08<00:02,  3.68it/s]
     67/499      4.32G    0.01993    0.01487   0.006888         71        640:  78%|#######7  | 31/40 [00:08<00:02,  3.68it/s]
     67/499      4.32G    0.01993    0.01487   0.006888         71        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     67/499      4.32G    0.01995    0.01479    0.00697         65        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
     67/499      4.32G    0.01995    0.01479    0.00697         65        640:  82%|########2 | 33/40 [00:08<00:01,  3.60it/s]
     67/499      4.32G     0.0199    0.01475   0.006966         77        640:  82%|########2 | 33/40 [00:09<00:01,  3.60it/s]
     67/499      4.32G     0.0199    0.01475   0.006966         77        640:  85%|########5 | 34/40 [00:09<00:01,  3.70it/s]
     67/499      4.32G    0.01981    0.01477    0.00691         77        640:  85%|########5 | 34/40 [00:09<00:01,  3.70it/s]
     67/499      4.32G    0.01981    0.01477    0.00691         77        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
     67/499      4.32G    0.01986    0.01481    0.00703         79        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
     67/499      4.32G    0.01986    0.01481    0.00703         79        640:  90%|######### | 36/40 [00:09<00:01,  3.62it/s]
     67/499      4.32G     0.0199    0.01487   0.007053         86        640:  90%|######### | 36/40 [00:09<00:01,  3.62it/s]
     67/499      4.32G     0.0199    0.01487   0.007053         86        640:  92%|#########2| 37/40 [00:09<00:00,  3.77it/s]
     67/499      4.32G    0.01989    0.01495   0.007112         97        640:  92%|#########2| 37/40 [00:10<00:00,  3.77it/s]
     67/499      4.32G    0.01989    0.01495   0.007112         97        640:  95%|#########5| 38/40 [00:10<00:00,  3.88it/s]
     67/499      4.32G    0.01986    0.01499   0.007046         79        640:  95%|#########5| 38/40 [00:10<00:00,  3.88it/s]
     67/499      4.32G    0.01986    0.01499   0.007046         79        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     67/499      4.32G    0.02003    0.01497   0.007311         29        640:  98%|#########7| 39/40 [00:10<00:00,  4.08it/s]
     67/499      4.32G    0.02003    0.01497   0.007311         29        640: 100%|##########| 40/40 [00:10<00:00,  4.45it/s]
     67/499      4.32G    0.02003    0.01497   0.007311         29        640: 100%|##########| 40/40 [00:10<00:00,  3.78it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.87it/s]
                   all        132        263      0.869      0.847      0.906      0.719

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     68/499      4.32G    0.01715    0.01309   0.005607         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     68/499      4.32G    0.01715    0.01309   0.005607         71        640:   2%|2         | 1/40 [00:00<00:08,  4.71it/s]
     68/499      4.32G    0.01903    0.01409   0.007099         77        640:   2%|2         | 1/40 [00:00<00:08,  4.71it/s]
     68/499      4.32G    0.01903    0.01409   0.007099         77        640:   5%|5         | 2/40 [00:00<00:09,  3.88it/s]
     68/499      4.32G    0.01956    0.01439   0.006906         76        640:   5%|5         | 2/40 [00:00<00:09,  3.88it/s]
     68/499      4.32G    0.01956    0.01439   0.006906         76        640:   8%|7         | 3/40 [00:00<00:09,  3.92it/s]
     68/499      4.32G    0.02116    0.01454   0.008317         66        640:   8%|7         | 3/40 [00:01<00:09,  3.92it/s]
     68/499      4.32G    0.02116    0.01454   0.008317         66        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     68/499      4.32G    0.02054    0.01449   0.007466         70        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     68/499      4.32G    0.02054    0.01449   0.007466         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
     68/499      4.32G    0.02043    0.01436   0.007005         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
     68/499      4.32G    0.02043    0.01436   0.007005         66        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
     68/499      4.32G    0.02051    0.01439   0.007464         72        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
     68/499      4.32G    0.02051    0.01439   0.007464         72        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     68/499      4.32G    0.02042    0.01439   0.007681         69        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     68/499      4.32G    0.02042    0.01439   0.007681         69        640:  20%|##        | 8/40 [00:02<00:08,  3.62it/s]
     68/499      4.32G    0.02053    0.01483   0.008661         91        640:  20%|##        | 8/40 [00:02<00:08,  3.62it/s]
     68/499      4.32G    0.02053    0.01483   0.008661         91        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     68/499      4.32G    0.02042    0.01467   0.008848         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     68/499      4.32G    0.02042    0.01467   0.008848         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     68/499      4.32G    0.02047    0.01459    0.00868         64        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     68/499      4.32G    0.02047    0.01459    0.00868         64        640:  28%|##7       | 11/40 [00:02<00:08,  3.60it/s]
     68/499      4.32G    0.02058    0.01503   0.008819         90        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     68/499      4.32G    0.02058    0.01503   0.008819         90        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     68/499      4.32G    0.02047    0.01479   0.008736         63        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     68/499      4.32G    0.02047    0.01479   0.008736         63        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     68/499      4.32G    0.02046    0.01487   0.009065         72        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     68/499      4.32G    0.02046    0.01487   0.009065         72        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
     68/499      4.32G    0.02044    0.01482   0.008845         68        640:  35%|###5      | 14/40 [00:04<00:07,  3.65it/s]
     68/499      4.32G    0.02044    0.01482   0.008845         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     68/499      4.32G     0.0205    0.01472   0.008757         65        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     68/499      4.32G     0.0205    0.01472   0.008757         65        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     68/499      4.32G    0.02069    0.01483   0.008956         67        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     68/499      4.32G    0.02069    0.01483   0.008956         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     68/499      4.32G    0.02069    0.01501   0.008904         89        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     68/499      4.32G    0.02069    0.01501   0.008904         89        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     68/499      4.32G    0.02082    0.01512   0.008803         78        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     68/499      4.32G    0.02082    0.01512   0.008803         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     68/499      4.32G    0.02069    0.01517   0.008749         75        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     68/499      4.32G    0.02069    0.01517   0.008749         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     68/499      4.32G    0.02076    0.01534   0.008635         90        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     68/499      4.32G    0.02076    0.01534   0.008635         90        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
     68/499      4.32G    0.02071    0.01527   0.008534         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
     68/499      4.32G    0.02071    0.01527   0.008534         69        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
     68/499      4.32G    0.02066    0.01528    0.00857         79        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
     68/499      4.32G    0.02066    0.01528    0.00857         79        640:  57%|#####7    | 23/40 [00:06<00:04,  3.62it/s]
     68/499      4.32G    0.02065    0.01523   0.008683         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.62it/s]
     68/499      4.32G    0.02065    0.01523   0.008683         67        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
     68/499      4.32G    0.02082    0.01525   0.008897         64        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
     68/499      4.32G    0.02082    0.01525   0.008897         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     68/499      4.32G    0.02069     0.0152   0.008835         70        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
     68/499      4.32G    0.02069     0.0152   0.008835         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.61it/s]
     68/499      4.32G    0.02061    0.01524   0.008798         86        640:  65%|######5   | 26/40 [00:07<00:03,  3.61it/s]
     68/499      4.32G    0.02061    0.01524   0.008798         86        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     68/499      4.32G    0.02061    0.01529   0.008883         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
     68/499      4.32G    0.02061    0.01529   0.008883         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     68/499      4.32G     0.0206    0.01529   0.009065         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     68/499      4.32G     0.0206    0.01529   0.009065         70        640:  72%|#######2  | 29/40 [00:07<00:03,  3.64it/s]
     68/499      4.32G    0.02061    0.01524   0.008966         65        640:  72%|#######2  | 29/40 [00:08<00:03,  3.64it/s]
     68/499      4.32G    0.02061    0.01524   0.008966         65        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     68/499      4.32G    0.02059     0.0152   0.008828         66        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     68/499      4.32G    0.02059     0.0152   0.008828         66        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     68/499      4.32G    0.02059     0.0152   0.008764         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     68/499      4.32G    0.02059     0.0152   0.008764         74        640:  80%|########  | 32/40 [00:08<00:02,  3.62it/s]
     68/499      4.32G    0.02051    0.01517     0.0087         71        640:  80%|########  | 32/40 [00:08<00:02,  3.62it/s]
     68/499      4.32G    0.02051    0.01517     0.0087         71        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
     68/499      4.32G    0.02051    0.01516   0.008558         69        640:  82%|########2 | 33/40 [00:09<00:01,  3.75it/s]
     68/499      4.32G    0.02051    0.01516   0.008558         69        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     68/499      4.32G    0.02045    0.01513   0.008446         71        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     68/499      4.32G    0.02045    0.01513   0.008446         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.68it/s]
     68/499      4.32G    0.02044    0.01514   0.008417         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.68it/s]
     68/499      4.32G    0.02044    0.01514   0.008417         71        640:  90%|######### | 36/40 [00:09<00:01,  3.88it/s]
     68/499      4.32G    0.02034     0.0151   0.008319         71        640:  90%|######### | 36/40 [00:09<00:01,  3.88it/s]
     68/499      4.32G    0.02034     0.0151   0.008319         71        640:  92%|#########2| 37/40 [00:09<00:00,  4.23it/s]
     68/499      4.32G    0.02036    0.01512   0.008379         77        640:  92%|#########2| 37/40 [00:10<00:00,  4.23it/s]
     68/499      4.32G    0.02036    0.01512   0.008379         77        640:  95%|#########5| 38/40 [00:10<00:00,  4.37it/s]
     68/499      4.32G    0.02028    0.01514    0.00834         84        640:  95%|#########5| 38/40 [00:10<00:00,  4.37it/s]
     68/499      4.32G    0.02028    0.01514    0.00834         84        640:  98%|#########7| 39/40 [00:10<00:00,  4.62it/s]
     68/499      4.32G    0.02026    0.01513   0.008454         43        640:  98%|#########7| 39/40 [00:10<00:00,  4.62it/s]
     68/499      4.32G    0.02026    0.01513   0.008454         43        640: 100%|##########| 40/40 [00:10<00:00,  4.87it/s]
     68/499      4.32G    0.02026    0.01513   0.008454         43        640: 100%|##########| 40/40 [00:10<00:00,  3.84it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.70it/s]
                   all        132        263      0.903      0.899      0.917      0.696

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     69/499      4.32G    0.02067    0.01197   0.009721         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
     69/499      4.32G    0.02067    0.01197   0.009721         58        640:   2%|2         | 1/40 [00:00<00:08,  4.41it/s]
     69/499      4.32G    0.02029    0.01342   0.009692         72        640:   2%|2         | 1/40 [00:00<00:08,  4.41it/s]
     69/499      4.32G    0.02029    0.01342   0.009692         72        640:   5%|5         | 2/40 [00:00<00:09,  4.21it/s]
     69/499      4.32G    0.02116    0.01457   0.008177         84        640:   5%|5         | 2/40 [00:00<00:09,  4.21it/s]
     69/499      4.32G    0.02116    0.01457   0.008177         84        640:   8%|7         | 3/40 [00:00<00:09,  3.91it/s]
     69/499      4.32G     0.0208    0.01504   0.009151         77        640:   8%|7         | 3/40 [00:01<00:09,  3.91it/s]
     69/499      4.32G     0.0208    0.01504   0.009151         77        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     69/499      4.32G    0.02028    0.01408   0.007891         57        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
     69/499      4.32G    0.02028    0.01408   0.007891         57        640:  12%|#2        | 5/40 [00:01<00:09,  3.81it/s]
     69/499      4.32G    0.02045     0.0144    0.01016         81        640:  12%|#2        | 5/40 [00:01<00:09,  3.81it/s]
     69/499      4.32G    0.02045     0.0144    0.01016         81        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     69/499      4.32G    0.02067    0.01484   0.009923         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
     69/499      4.32G    0.02067    0.01484   0.009923         76        640:  18%|#7        | 7/40 [00:01<00:09,  3.65it/s]
     69/499      4.32G    0.02063    0.01494   0.009371         79        640:  18%|#7        | 7/40 [00:02<00:09,  3.65it/s]
     69/499      4.32G    0.02063    0.01494   0.009371         79        640:  20%|##        | 8/40 [00:02<00:08,  3.78it/s]
     69/499      4.32G    0.02041    0.01462    0.00884         62        640:  20%|##        | 8/40 [00:02<00:08,  3.78it/s]
     69/499      4.32G    0.02041    0.01462    0.00884         62        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     69/499      4.32G    0.02032    0.01462   0.008678         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     69/499      4.32G    0.02032    0.01462   0.008678         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     69/499      4.32G    0.02033    0.01453   0.008271         64        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     69/499      4.32G    0.02033    0.01453   0.008271         64        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     69/499      4.32G    0.02026    0.01462   0.008412         74        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     69/499      4.32G    0.02026    0.01462   0.008412         74        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     69/499      4.32G    0.02024    0.01454   0.008492         71        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     69/499      4.32G    0.02024    0.01454   0.008492         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     69/499      4.32G    0.02021    0.01444   0.008363         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     69/499      4.32G    0.02021    0.01444   0.008363         71        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
     69/499      4.32G    0.02034    0.01456    0.00855         68        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
     69/499      4.32G    0.02034    0.01456    0.00855         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     69/499      4.32G    0.02032    0.01455   0.008537         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     69/499      4.32G    0.02032    0.01455   0.008537         72        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     69/499      4.32G    0.02025    0.01448   0.008454         68        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     69/499      4.32G    0.02025    0.01448   0.008454         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     69/499      4.32G    0.02038    0.01465   0.008492         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     69/499      4.32G    0.02038    0.01465   0.008492         82        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     69/499      4.32G    0.02033    0.01463   0.008271         72        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     69/499      4.32G    0.02033    0.01463   0.008271         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
     69/499      4.32G    0.02028    0.01462   0.008329         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
     69/499      4.32G    0.02028    0.01462   0.008329         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     69/499      4.32G    0.02019    0.01462   0.008158         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     69/499      4.32G    0.02019    0.01462   0.008158         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     69/499      4.32G    0.02012    0.01462   0.008035         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     69/499      4.32G    0.02012    0.01462   0.008035         72        640:  55%|#####5    | 22/40 [00:05<00:05,  3.55it/s]
     69/499      4.32G    0.02009    0.01462   0.007953         71        640:  55%|#####5    | 22/40 [00:06<00:05,  3.55it/s]
     69/499      4.32G    0.02009    0.01462   0.007953         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     69/499      4.32G    0.02005    0.01453   0.007965         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.69it/s]
     69/499      4.32G    0.02005    0.01453   0.007965         65        640:  60%|######    | 24/40 [00:06<00:04,  3.69it/s]
     69/499      4.32G    0.01994     0.0145   0.007885         69        640:  60%|######    | 24/40 [00:06<00:04,  3.69it/s]
     69/499      4.32G    0.01994     0.0145   0.007885         69        640:  62%|######2   | 25/40 [00:06<00:04,  3.59it/s]
     69/499      4.32G    0.01994    0.01463   0.007872         89        640:  62%|######2   | 25/40 [00:07<00:04,  3.59it/s]
     69/499      4.32G    0.01994    0.01463   0.007872         89        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     69/499      4.32G    0.01987    0.01453   0.007744         64        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     69/499      4.32G    0.01987    0.01453   0.007744         64        640:  68%|######7   | 27/40 [00:07<00:03,  3.70it/s]
     69/499      4.32G    0.01989    0.01445   0.007582         59        640:  68%|######7   | 27/40 [00:07<00:03,  3.70it/s]
     69/499      4.32G    0.01989    0.01445   0.007582         59        640:  70%|#######   | 28/40 [00:07<00:03,  3.59it/s]
     69/499      4.32G    0.01981    0.01449   0.007601         83        640:  70%|#######   | 28/40 [00:07<00:03,  3.59it/s]
     69/499      4.32G    0.01981    0.01449   0.007601         83        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     69/499      4.32G    0.01975    0.01438   0.007661         57        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
     69/499      4.32G    0.01975    0.01438   0.007661         57        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     69/499      4.32G     0.0198     0.0143    0.00758         57        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     69/499      4.32G     0.0198     0.0143    0.00758         57        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
     69/499      4.32G    0.01988    0.01434   0.007593         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
     69/499      4.32G    0.01988    0.01434   0.007593         70        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     69/499      4.32G    0.01987    0.01435   0.007573         71        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     69/499      4.32G    0.01987    0.01435   0.007573         71        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     69/499      4.32G    0.01987     0.0144    0.00759         83        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
     69/499      4.32G    0.01987     0.0144    0.00759         83        640:  85%|########5 | 34/40 [00:09<00:01,  3.62it/s]
     69/499      4.32G    0.01985    0.01449   0.007542         93        640:  85%|########5 | 34/40 [00:09<00:01,  3.62it/s]
     69/499      4.32G    0.01985    0.01449   0.007542         93        640:  88%|########7 | 35/40 [00:09<00:01,  3.78it/s]
     69/499      4.32G     0.0198    0.01458   0.007461         90        640:  88%|########7 | 35/40 [00:09<00:01,  3.78it/s]
     69/499      4.32G     0.0198    0.01458   0.007461         90        640:  90%|######### | 36/40 [00:09<00:01,  3.90it/s]
     69/499      4.32G    0.01989    0.01456   0.007542         63        640:  90%|######### | 36/40 [00:09<00:01,  3.90it/s]
     69/499      4.32G    0.01989    0.01456   0.007542         63        640:  92%|#########2| 37/40 [00:09<00:00,  4.05it/s]
     69/499      4.32G    0.01984    0.01452   0.007717         63        640:  92%|#########2| 37/40 [00:10<00:00,  4.05it/s]
     69/499      4.32G    0.01984    0.01452   0.007717         63        640:  95%|#########5| 38/40 [00:10<00:00,  4.36it/s]
     69/499      4.32G    0.01987    0.01455   0.007794         77        640:  95%|#########5| 38/40 [00:10<00:00,  4.36it/s]
     69/499      4.32G    0.01987    0.01455   0.007794         77        640:  98%|#########7| 39/40 [00:10<00:00,  4.63it/s]
     69/499      4.32G    0.01983    0.01452   0.007915         36        640:  98%|#########7| 39/40 [00:10<00:00,  4.63it/s]
     69/499      4.32G    0.01983    0.01452   0.007915         36        640: 100%|##########| 40/40 [00:10<00:00,  4.73it/s]
     69/499      4.32G    0.01983    0.01452   0.007915         36        640: 100%|##########| 40/40 [00:10<00:00,  3.82it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.52it/s]
                   all        132        263      0.912      0.821      0.896      0.693

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     70/499      4.32G    0.01854    0.01329   0.005786         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     70/499      4.32G    0.01854    0.01329   0.005786         73        640:   2%|2         | 1/40 [00:00<00:08,  4.38it/s]
     70/499      4.32G    0.01915    0.01295   0.004238         59        640:   2%|2         | 1/40 [00:00<00:08,  4.38it/s]
     70/499      4.32G    0.01915    0.01295   0.004238         59        640:   5%|5         | 2/40 [00:00<00:09,  4.01it/s]
     70/499      4.32G    0.01969    0.01402   0.005208         80        640:   5%|5         | 2/40 [00:00<00:09,  4.01it/s]
     70/499      4.32G    0.01969    0.01402   0.005208         80        640:   8%|7         | 3/40 [00:00<00:09,  3.72it/s]
     70/499      4.32G     0.0199    0.01427   0.005978         75        640:   8%|7         | 3/40 [00:01<00:09,  3.72it/s]
     70/499      4.32G     0.0199    0.01427   0.005978         75        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     70/499      4.32G     0.0201      0.014   0.006554         56        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     70/499      4.32G     0.0201      0.014   0.006554         56        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     70/499      4.32G     0.0199    0.01439   0.006516         89        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     70/499      4.32G     0.0199    0.01439   0.006516         89        640:  15%|#5        | 6/40 [00:01<00:09,  3.66it/s]
     70/499      4.32G    0.01983    0.01443    0.00591         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.66it/s]
     70/499      4.32G    0.01983    0.01443    0.00591         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
     70/499      4.32G    0.02008    0.01456   0.006113         75        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
     70/499      4.32G    0.02008    0.01456   0.006113         75        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     70/499      4.32G    0.02009    0.01435   0.006386         61        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     70/499      4.32G    0.02009    0.01435   0.006386         61        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     70/499      4.32G    0.02009    0.01449   0.006645         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     70/499      4.32G    0.02009    0.01449   0.006645         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     70/499      4.32G    0.02016    0.01459   0.006839         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
     70/499      4.32G    0.02016    0.01459   0.006839         79        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     70/499      4.32G    0.02021    0.01475   0.006931         83        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     70/499      4.32G    0.02021    0.01475   0.006931         83        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     70/499      4.32G    0.02024    0.01466   0.006949         63        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
     70/499      4.32G    0.02024    0.01466   0.006949         63        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     70/499      4.32G    0.02019    0.01477   0.007029         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     70/499      4.32G    0.02019    0.01477   0.007029         76        640:  35%|###5      | 14/40 [00:03<00:06,  3.71it/s]
     70/499      4.32G    0.02012    0.01467   0.006913         64        640:  35%|###5      | 14/40 [00:04<00:06,  3.71it/s]
     70/499      4.32G    0.02012    0.01467   0.006913         64        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     70/499      4.32G    0.01997    0.01461    0.00702         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     70/499      4.32G    0.01997    0.01461    0.00702         79        640:  40%|####      | 16/40 [00:04<00:06,  3.69it/s]
     70/499      4.32G    0.01991    0.01445   0.006822         63        640:  40%|####      | 16/40 [00:04<00:06,  3.69it/s]
     70/499      4.32G    0.01991    0.01445   0.006822         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     70/499      4.32G    0.01988    0.01449   0.006648         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
     70/499      4.32G    0.01988    0.01449   0.006648         67        640:  45%|####5     | 18/40 [00:04<00:06,  3.61it/s]
     70/499      4.32G    0.01986    0.01457   0.006851         77        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
     70/499      4.32G    0.01986    0.01457   0.006851         77        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     70/499      4.32G    0.01981    0.01453   0.006886         68        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     70/499      4.32G    0.01981    0.01453   0.006886         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     70/499      4.32G    0.01972    0.01443   0.006887         58        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     70/499      4.32G    0.01972    0.01443   0.006887         58        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     70/499      4.32G    0.01962    0.01438   0.007221         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
     70/499      4.32G    0.01962    0.01438   0.007221         69        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     70/499      4.32G    0.01963    0.01456   0.007149         98        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
     70/499      4.32G    0.01963    0.01456   0.007149         98        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     70/499      4.32G    0.01959     0.0144   0.007126         56        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     70/499      4.32G    0.01959     0.0144   0.007126         56        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     70/499      4.32G    0.01955    0.01451   0.007124         99        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     70/499      4.32G    0.01955    0.01451   0.007124         99        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     70/499      4.32G    0.01949     0.0145   0.007166         74        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
     70/499      4.32G    0.01949     0.0145   0.007166         74        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
     70/499      4.32G    0.01942    0.01458   0.007087         90        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
     70/499      4.32G    0.01942    0.01458   0.007087         90        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
     70/499      4.32G    0.01951     0.0146    0.00725         69        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
     70/499      4.32G    0.01951     0.0146    0.00725         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     70/499      4.32G    0.01947    0.01466   0.007272         80        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     70/499      4.32G    0.01947    0.01466   0.007272         80        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     70/499      4.32G    0.01949    0.01466   0.007237         73        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
     70/499      4.32G    0.01949    0.01466   0.007237         73        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     70/499      4.32G    0.01949     0.0146   0.007296         65        640:  75%|#######5  | 30/40 [00:08<00:02,  3.62it/s]
     70/499      4.32G    0.01949     0.0146   0.007296         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     70/499      4.32G    0.01949    0.01463   0.007369         73        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     70/499      4.32G    0.01949    0.01463   0.007369         73        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     70/499      4.32G     0.0195    0.01469   0.007292         83        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     70/499      4.32G     0.0195    0.01469   0.007292         83        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     70/499      4.32G    0.01947    0.01463   0.007269         68        640:  82%|########2 | 33/40 [00:09<00:01,  3.63it/s]
     70/499      4.32G    0.01947    0.01463   0.007269         68        640:  85%|########5 | 34/40 [00:09<00:01,  3.77it/s]
     70/499      4.32G     0.0195     0.0147   0.007299         73        640:  85%|########5 | 34/40 [00:09<00:01,  3.77it/s]
     70/499      4.32G     0.0195     0.0147   0.007299         73        640:  88%|########7 | 35/40 [00:09<00:01,  3.90it/s]
     70/499      4.32G    0.01948    0.01462   0.007254         69        640:  88%|########7 | 35/40 [00:09<00:01,  3.90it/s]
     70/499      4.32G    0.01948    0.01462   0.007254         69        640:  90%|######### | 36/40 [00:09<00:00,  4.11it/s]
     70/499      4.32G    0.01952    0.01462   0.007337         76        640:  90%|######### | 36/40 [00:09<00:00,  4.11it/s]
     70/499      4.32G    0.01952    0.01462   0.007337         76        640:  92%|#########2| 37/40 [00:09<00:00,  4.42it/s]
     70/499      4.32G    0.01948    0.01457   0.007242         62        640:  92%|#########2| 37/40 [00:09<00:00,  4.42it/s]
     70/499      4.32G    0.01948    0.01457   0.007242         62        640:  95%|#########5| 38/40 [00:09<00:00,  4.68it/s]
     70/499      4.32G    0.01947    0.01455   0.007395         80        640:  95%|#########5| 38/40 [00:10<00:00,  4.68it/s]
     70/499      4.32G    0.01947    0.01455   0.007395         80        640:  98%|#########7| 39/40 [00:10<00:00,  4.72it/s]
     70/499      4.32G    0.01952    0.01456   0.007344         32        640:  98%|#########7| 39/40 [00:10<00:00,  4.72it/s]
     70/499      4.32G    0.01952    0.01456   0.007344         32        640: 100%|##########| 40/40 [00:10<00:00,  4.91it/s]
     70/499      4.32G    0.01952    0.01456   0.007344         32        640: 100%|##########| 40/40 [00:10<00:00,  3.85it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.57it/s]
                   all        132        263      0.746      0.811      0.807      0.621

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     71/499      4.32G    0.01933    0.01513   0.004702         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     71/499      4.32G    0.01933    0.01513   0.004702         75        640:   2%|2         | 1/40 [00:00<00:11,  3.44it/s]
     71/499      4.32G    0.01968    0.01429    0.00701         64        640:   2%|2         | 1/40 [00:00<00:11,  3.44it/s]
     71/499      4.32G    0.01968    0.01429    0.00701         64        640:   5%|5         | 2/40 [00:00<00:11,  3.34it/s]
     71/499      4.32G    0.01997    0.01497   0.007604         77        640:   5%|5         | 2/40 [00:00<00:11,  3.34it/s]
     71/499      4.32G    0.01997    0.01497   0.007604         77        640:   8%|7         | 3/40 [00:00<00:10,  3.61it/s]
     71/499      4.32G    0.01982    0.01472   0.008964         68        640:   8%|7         | 3/40 [00:01<00:10,  3.61it/s]
     71/499      4.32G    0.01982    0.01472   0.008964         68        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     71/499      4.32G    0.01987    0.01473   0.008874         71        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     71/499      4.32G    0.01987    0.01473   0.008874         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.53it/s]
     71/499      4.32G    0.01988    0.01539   0.009318         88        640:  12%|#2        | 5/40 [00:01<00:09,  3.53it/s]
     71/499      4.32G    0.01988    0.01539   0.009318         88        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     71/499      4.32G    0.01981    0.01544     0.0091         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     71/499      4.32G    0.01981    0.01544     0.0091         76        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
     71/499      4.32G    0.01987    0.01531   0.009597         70        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
     71/499      4.32G    0.01987    0.01531   0.009597         70        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     71/499      4.32G    0.01966    0.01526   0.009619         73        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     71/499      4.32G    0.01966    0.01526   0.009619         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     71/499      4.32G    0.01968    0.01535   0.009025         84        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     71/499      4.32G    0.01968    0.01535   0.009025         84        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     71/499      4.32G    0.01948    0.01531   0.008783         75        640:  25%|##5       | 10/40 [00:03<00:08,  3.71it/s]
     71/499      4.32G    0.01948    0.01531   0.008783         75        640:  28%|##7       | 11/40 [00:03<00:08,  3.58it/s]
     71/499      4.32G    0.01936    0.01531   0.008436         86        640:  28%|##7       | 11/40 [00:03<00:08,  3.58it/s]
     71/499      4.32G    0.01936    0.01531   0.008436         86        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     71/499      4.32G    0.01927    0.01532    0.00809         78        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     71/499      4.32G    0.01927    0.01532    0.00809         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     71/499      4.32G     0.0194    0.01551   0.008047         88        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     71/499      4.32G     0.0194    0.01551   0.008047         88        640:  35%|###5      | 14/40 [00:03<00:07,  3.58it/s]
     71/499      4.32G    0.01948    0.01557   0.007819         85        640:  35%|###5      | 14/40 [00:04<00:07,  3.58it/s]
     71/499      4.32G    0.01948    0.01557   0.007819         85        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     71/499      4.32G     0.0196    0.01537   0.007883         56        640:  38%|###7      | 15/40 [00:04<00:06,  3.70it/s]
     71/499      4.32G     0.0196    0.01537   0.007883         56        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     71/499      4.32G     0.0197    0.01542   0.007642         75        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     71/499      4.32G     0.0197    0.01542   0.007642         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.58it/s]
     71/499      4.32G    0.01962    0.01551   0.007565         87        640:  42%|####2     | 17/40 [00:04<00:06,  3.58it/s]
     71/499      4.32G    0.01962    0.01551   0.007565         87        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     71/499      4.32G    0.01972    0.01553    0.00759         74        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     71/499      4.32G    0.01972    0.01553    0.00759         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     71/499      4.32G    0.01966    0.01547   0.007521         73        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     71/499      4.32G    0.01966    0.01547   0.007521         73        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
     71/499      4.32G    0.01963    0.01545   0.007329         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
     71/499      4.32G    0.01963    0.01545   0.007329         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
     71/499      4.32G    0.01962    0.01552   0.007484         80        640:  52%|#####2    | 21/40 [00:06<00:05,  3.70it/s]
     71/499      4.32G    0.01962    0.01552   0.007484         80        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     71/499      4.32G    0.01958    0.01542   0.007451         64        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     71/499      4.32G    0.01958    0.01542   0.007451         64        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     71/499      4.32G    0.01955    0.01541   0.007349         82        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
     71/499      4.32G    0.01955    0.01541   0.007349         82        640:  60%|######    | 24/40 [00:06<00:04,  3.51it/s]
     71/499      4.32G    0.01961    0.01537   0.007254         63        640:  60%|######    | 24/40 [00:06<00:04,  3.51it/s]
     71/499      4.32G    0.01961    0.01537   0.007254         63        640:  62%|######2   | 25/40 [00:06<00:04,  3.59it/s]
     71/499      4.32G    0.01968    0.01538   0.007318         75        640:  62%|######2   | 25/40 [00:07<00:04,  3.59it/s]
     71/499      4.32G    0.01968    0.01538   0.007318         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.50it/s]
     71/499      4.32G    0.01961    0.01537   0.007231         79        640:  65%|######5   | 26/40 [00:07<00:03,  3.50it/s]
     71/499      4.32G    0.01961    0.01537   0.007231         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.65it/s]
     71/499      4.32G    0.01962    0.01539   0.007132         76        640:  68%|######7   | 27/40 [00:07<00:03,  3.65it/s]
     71/499      4.32G    0.01962    0.01539   0.007132         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     71/499      4.32G    0.01959    0.01535   0.007119         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     71/499      4.32G    0.01959    0.01535   0.007119         78        640:  72%|#######2  | 29/40 [00:07<00:03,  3.59it/s]
     71/499      4.32G    0.01961    0.01531    0.00719         76        640:  72%|#######2  | 29/40 [00:08<00:03,  3.59it/s]
     71/499      4.32G    0.01961    0.01531    0.00719         76        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     71/499      4.32G    0.01963    0.01537   0.007214         84        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
     71/499      4.32G    0.01963    0.01537   0.007214         84        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     71/499      4.32G    0.01963    0.01536   0.007132         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     71/499      4.32G    0.01963    0.01536   0.007132         75        640:  80%|########  | 32/40 [00:08<00:02,  3.58it/s]
     71/499      4.32G    0.01966    0.01536   0.007237         79        640:  80%|########  | 32/40 [00:09<00:02,  3.58it/s]
     71/499      4.32G    0.01966    0.01536   0.007237         79        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     71/499      4.32G    0.01965    0.01537   0.007318         76        640:  82%|########2 | 33/40 [00:09<00:01,  3.76it/s]
     71/499      4.32G    0.01965    0.01537   0.007318         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.88it/s]
     71/499      4.32G    0.01965    0.01533   0.007298         74        640:  85%|########5 | 34/40 [00:09<00:01,  3.88it/s]
     71/499      4.32G    0.01965    0.01533   0.007298         74        640:  88%|########7 | 35/40 [00:09<00:01,  3.93it/s]
     71/499      4.32G    0.01966    0.01536   0.007282         75        640:  88%|########7 | 35/40 [00:09<00:01,  3.93it/s]
     71/499      4.32G    0.01966    0.01536   0.007282         75        640:  90%|######### | 36/40 [00:09<00:00,  4.14it/s]
     71/499      4.32G     0.0197    0.01539   0.007193         81        640:  90%|######### | 36/40 [00:09<00:00,  4.14it/s]
     71/499      4.32G     0.0197    0.01539   0.007193         81        640:  92%|#########2| 37/40 [00:09<00:00,  4.39it/s]
     71/499      4.32G    0.01974     0.0154   0.007217         72        640:  92%|#########2| 37/40 [00:10<00:00,  4.39it/s]
     71/499      4.32G    0.01974     0.0154   0.007217         72        640:  95%|#########5| 38/40 [00:10<00:00,  4.37it/s]
     71/499      4.32G    0.01977    0.01533   0.007228         64        640:  95%|#########5| 38/40 [00:10<00:00,  4.37it/s]
     71/499      4.32G    0.01977    0.01533   0.007228         64        640:  98%|#########7| 39/40 [00:10<00:00,  4.59it/s]
     71/499      4.32G    0.01981    0.01543   0.007207         51        640:  98%|#########7| 39/40 [00:10<00:00,  4.59it/s]
     71/499      4.32G    0.01981    0.01543   0.007207         51        640: 100%|##########| 40/40 [00:10<00:00,  4.86it/s]
     71/499      4.32G    0.01981    0.01543   0.007207         51        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:01,  2.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.26it/s]
                   all        132        263      0.848      0.849      0.897      0.702

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     72/499      4.32G    0.02011    0.01099   0.008144         53        640:   0%|          | 0/40 [00:00<?, ?it/s]
     72/499      4.32G    0.02011    0.01099   0.008144         53        640:   2%|2         | 1/40 [00:00<00:09,  3.97it/s]
     72/499      4.32G    0.02035    0.01165    0.00816         62        640:   2%|2         | 1/40 [00:00<00:09,  3.97it/s]
     72/499      4.32G    0.02035    0.01165    0.00816         62        640:   5%|5         | 2/40 [00:00<00:09,  3.87it/s]
     72/499      4.32G    0.01994    0.01228   0.007155         70        640:   5%|5         | 2/40 [00:00<00:09,  3.87it/s]
     72/499      4.32G    0.01994    0.01228   0.007155         70        640:   8%|7         | 3/40 [00:00<00:09,  3.79it/s]
     72/499      4.32G    0.02043    0.01397   0.006966         76        640:   8%|7         | 3/40 [00:01<00:09,  3.79it/s]
     72/499      4.32G    0.02043    0.01397   0.006966         76        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     72/499      4.32G    0.02064    0.01403   0.007069         66        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
     72/499      4.32G    0.02064    0.01403   0.007069         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     72/499      4.32G    0.02027    0.01387   0.006829         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.74it/s]
     72/499      4.32G    0.02027    0.01387   0.006829         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     72/499      4.32G    0.02036    0.01412   0.007366         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     72/499      4.32G    0.02036    0.01412   0.007366         74        640:  18%|#7        | 7/40 [00:01<00:09,  3.62it/s]
     72/499      4.32G    0.01981    0.01402   0.007105         72        640:  18%|#7        | 7/40 [00:02<00:09,  3.62it/s]
     72/499      4.32G    0.01981    0.01402   0.007105         72        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     72/499      4.32G    0.01953     0.0143   0.007252         82        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     72/499      4.32G    0.01953     0.0143   0.007252         82        640:  22%|##2       | 9/40 [00:02<00:08,  3.76it/s]
     72/499      4.32G    0.01978    0.01423   0.007435         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.76it/s]
     72/499      4.32G    0.01978    0.01423   0.007435         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     72/499      4.32G    0.01971    0.01415   0.007179         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
     72/499      4.32G    0.01971    0.01415   0.007179         71        640:  28%|##7       | 11/40 [00:02<00:07,  3.72it/s]
     72/499      4.32G    0.01991     0.0141   0.007189         71        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     72/499      4.32G    0.01991     0.0141   0.007189         71        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     72/499      4.32G    0.01983    0.01417   0.007185         72        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     72/499      4.32G    0.01983    0.01417   0.007185         72        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     72/499      4.32G    0.01973    0.01409    0.00694         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     72/499      4.32G    0.01973    0.01409    0.00694         73        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     72/499      4.32G    0.01975    0.01432   0.006984         84        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     72/499      4.32G    0.01975    0.01432   0.006984         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     72/499      4.32G    0.01976    0.01435     0.0071         76        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     72/499      4.32G    0.01976    0.01435     0.0071         76        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     72/499      4.32G    0.01978    0.01437   0.007223         71        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     72/499      4.32G    0.01978    0.01437   0.007223         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     72/499      4.32G    0.01968    0.01421    0.00733         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     72/499      4.32G    0.01968    0.01421    0.00733         63        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
     72/499      4.32G    0.01962    0.01429   0.007404         80        640:  45%|####5     | 18/40 [00:05<00:05,  3.74it/s]
     72/499      4.32G    0.01962    0.01429   0.007404         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     72/499      4.32G    0.01956    0.01428   0.007537         67        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     72/499      4.32G    0.01956    0.01428   0.007537         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     72/499      4.32G    0.01954    0.01431   0.007489         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     72/499      4.32G    0.01954    0.01431   0.007489         71        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     72/499      4.32G    0.01952     0.0143     0.0075         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     72/499      4.32G    0.01952     0.0143     0.0075         72        640:  55%|#####5    | 22/40 [00:05<00:04,  3.64it/s]
     72/499      4.32G    0.01948    0.01433   0.007338         70        640:  55%|#####5    | 22/40 [00:06<00:04,  3.64it/s]
     72/499      4.32G    0.01948    0.01433   0.007338         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     72/499      4.32G    0.01945    0.01436   0.007394         72        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     72/499      4.32G    0.01945    0.01436   0.007394         72        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     72/499      4.32G    0.01951    0.01434   0.007374         71        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
     72/499      4.32G    0.01951    0.01434   0.007374         71        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
     72/499      4.32G    0.01948    0.01431   0.007251         70        640:  62%|######2   | 25/40 [00:07<00:04,  3.62it/s]
     72/499      4.32G    0.01948    0.01431   0.007251         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     72/499      4.32G    0.01948    0.01431   0.007268         75        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
     72/499      4.32G    0.01948    0.01431   0.007268         75        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     72/499      4.32G    0.01956     0.0144   0.007475         74        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     72/499      4.32G    0.01956     0.0144   0.007475         74        640:  70%|#######   | 28/40 [00:07<00:03,  3.60it/s]
     72/499      4.32G    0.01956    0.01448   0.007467         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.60it/s]
     72/499      4.32G    0.01956    0.01448   0.007467         76        640:  72%|#######2  | 29/40 [00:07<00:02,  3.69it/s]
     72/499      4.32G    0.01958    0.01441   0.007669         62        640:  72%|#######2  | 29/40 [00:08<00:02,  3.69it/s]
     72/499      4.32G    0.01958    0.01441   0.007669         62        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     72/499      4.32G     0.0196    0.01443   0.007664         76        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     72/499      4.32G     0.0196    0.01443   0.007664         76        640:  78%|#######7  | 31/40 [00:08<00:02,  3.66it/s]
     72/499      4.32G     0.0196    0.01443   0.007758         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.66it/s]
     72/499      4.32G     0.0196    0.01443   0.007758         69        640:  80%|########  | 32/40 [00:08<00:02,  3.81it/s]
     72/499      4.32G    0.01959    0.01443   0.007695         73        640:  80%|########  | 32/40 [00:08<00:02,  3.81it/s]
     72/499      4.32G    0.01959    0.01443   0.007695         73        640:  82%|########2 | 33/40 [00:08<00:01,  4.14it/s]
     72/499      4.32G    0.01961     0.0145   0.007646         88        640:  82%|########2 | 33/40 [00:09<00:01,  4.14it/s]
     72/499      4.32G    0.01961     0.0145   0.007646         88        640:  85%|########5 | 34/40 [00:09<00:01,  4.30it/s]
     72/499      4.32G    0.01958    0.01464   0.007636        105        640:  85%|########5 | 34/40 [00:09<00:01,  4.30it/s]
     72/499      4.32G    0.01958    0.01464   0.007636        105        640:  88%|########7 | 35/40 [00:09<00:01,  4.56it/s]
     72/499      4.32G    0.01957    0.01466   0.007611         69        640:  88%|########7 | 35/40 [00:09<00:01,  4.56it/s]
     72/499      4.32G    0.01957    0.01466   0.007611         69        640:  90%|######### | 36/40 [00:09<00:00,  4.74it/s]
     72/499      4.32G    0.01954    0.01463   0.007595         69        640:  90%|######### | 36/40 [00:09<00:00,  4.74it/s]
     72/499      4.32G    0.01954    0.01463   0.007595         69        640:  92%|#########2| 37/40 [00:09<00:00,  4.57it/s]
     72/499      4.32G    0.01951    0.01472   0.007505        101        640:  92%|#########2| 37/40 [00:09<00:00,  4.57it/s]
     72/499      4.32G    0.01951    0.01472   0.007505        101        640:  95%|#########5| 38/40 [00:09<00:00,  4.77it/s]
     72/499      4.32G    0.01952    0.01466   0.007494         71        640:  95%|#########5| 38/40 [00:10<00:00,  4.77it/s]
     72/499      4.32G    0.01952    0.01466   0.007494         71        640:  98%|#########7| 39/40 [00:10<00:00,  4.89it/s]
     72/499      4.32G    0.01949    0.01455   0.007412         25        640:  98%|#########7| 39/40 [00:10<00:00,  4.89it/s]
     72/499      4.32G    0.01949    0.01455   0.007412         25        640: 100%|##########| 40/40 [00:10<00:00,  4.95it/s]
     72/499      4.32G    0.01949    0.01455   0.007412         25        640: 100%|##########| 40/40 [00:10<00:00,  3.91it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.76it/s]
                   all        132        263      0.847      0.836      0.865      0.692

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     73/499      4.32G    0.01924    0.01636   0.006259         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     73/499      4.32G    0.01924    0.01636   0.006259         77        640:   2%|2         | 1/40 [00:00<00:11,  3.49it/s]
     73/499      4.32G    0.01895    0.01617   0.004746         80        640:   2%|2         | 1/40 [00:00<00:11,  3.49it/s]
     73/499      4.32G    0.01895    0.01617   0.004746         80        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
     73/499      4.32G    0.01889    0.01577    0.00582         75        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
     73/499      4.32G    0.01889    0.01577    0.00582         75        640:   8%|7         | 3/40 [00:00<00:10,  3.52it/s]
     73/499      4.32G    0.01914     0.0151   0.007095         69        640:   8%|7         | 3/40 [00:01<00:10,  3.52it/s]
     73/499      4.32G    0.01914     0.0151   0.007095         69        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
     73/499      4.32G    0.01891    0.01532   0.007414         85        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
     73/499      4.32G    0.01891    0.01532   0.007414         85        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     73/499      4.32G    0.01899    0.01501   0.007188         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     73/499      4.32G    0.01899    0.01501   0.007188         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.57it/s]
     73/499      4.32G    0.01922     0.0152   0.007132         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.57it/s]
     73/499      4.32G    0.01922     0.0152   0.007132         73        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
     73/499      4.32G    0.01951    0.01535   0.007637         71        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
     73/499      4.32G    0.01951    0.01535   0.007637         71        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     73/499      4.32G    0.01957    0.01555   0.007329         82        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     73/499      4.32G    0.01957    0.01555   0.007329         82        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
     73/499      4.32G    0.01952    0.01574   0.007141         85        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
     73/499      4.32G    0.01952    0.01574   0.007141         85        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
     73/499      4.32G     0.0193    0.01551   0.006761         73        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
     73/499      4.32G     0.0193    0.01551   0.006761         73        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     73/499      4.32G     0.0191    0.01512   0.006812         53        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     73/499      4.32G     0.0191    0.01512   0.006812         53        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     73/499      4.32G    0.01903    0.01477   0.006885         58        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
     73/499      4.32G    0.01903    0.01477   0.006885         58        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     73/499      4.32G     0.0189    0.01466   0.006667         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     73/499      4.32G     0.0189    0.01466   0.006667         70        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     73/499      4.32G    0.01877    0.01461   0.006605         77        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     73/499      4.32G    0.01877    0.01461   0.006605         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     73/499      4.32G    0.01881    0.01482   0.006414         91        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     73/499      4.32G    0.01881    0.01482   0.006414         91        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     73/499      4.32G    0.01883    0.01481   0.006267         77        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     73/499      4.32G    0.01883    0.01481   0.006267         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     73/499      4.32G    0.01879    0.01496   0.006471         92        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     73/499      4.32G    0.01879    0.01496   0.006471         92        640:  45%|####5     | 18/40 [00:04<00:06,  3.57it/s]
     73/499      4.32G    0.01872    0.01497    0.00648         82        640:  45%|####5     | 18/40 [00:05<00:06,  3.57it/s]
     73/499      4.32G    0.01872    0.01497    0.00648         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     73/499      4.32G    0.01874    0.01494   0.006533         68        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     73/499      4.32G    0.01874    0.01494   0.006533         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     73/499      4.32G    0.01884    0.01518   0.006578        103        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     73/499      4.32G    0.01884    0.01518   0.006578        103        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     73/499      4.32G     0.0189    0.01518   0.006578         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     73/499      4.32G     0.0189    0.01518   0.006578         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     73/499      4.32G    0.01888    0.01508   0.006425         65        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     73/499      4.32G    0.01888    0.01508   0.006425         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     73/499      4.32G    0.01896    0.01502   0.006739         68        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
     73/499      4.32G    0.01896    0.01502   0.006739         68        640:  60%|######    | 24/40 [00:06<00:04,  3.58it/s]
     73/499      4.32G    0.01893    0.01491    0.00665         68        640:  60%|######    | 24/40 [00:06<00:04,  3.58it/s]
     73/499      4.32G    0.01893    0.01491    0.00665         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
     73/499      4.32G     0.0189    0.01493   0.006539         72        640:  62%|######2   | 25/40 [00:07<00:04,  3.70it/s]
     73/499      4.32G     0.0189    0.01493   0.006539         72        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     73/499      4.32G    0.01897    0.01491   0.006411         76        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
     73/499      4.32G    0.01897    0.01491   0.006411         76        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     73/499      4.32G    0.01895    0.01484   0.006352         69        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     73/499      4.32G    0.01895    0.01484   0.006352         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.86it/s]
     73/499      4.32G    0.01896    0.01484   0.006307         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.86it/s]
     73/499      4.32G    0.01896    0.01484   0.006307         70        640:  72%|#######2  | 29/40 [00:07<00:02,  4.21it/s]
     73/499      4.32G    0.01894    0.01476   0.006197         61        640:  72%|#######2  | 29/40 [00:07<00:02,  4.21it/s]
     73/499      4.32G    0.01894    0.01476   0.006197         61        640:  75%|#######5  | 30/40 [00:07<00:02,  4.36it/s]
     73/499      4.32G    0.01889    0.01465   0.006174         59        640:  75%|#######5  | 30/40 [00:08<00:02,  4.36it/s]
     73/499      4.32G    0.01889    0.01465   0.006174         59        640:  78%|#######7  | 31/40 [00:08<00:01,  4.64it/s]
     73/499      4.32G    0.01891    0.01467   0.006188         74        640:  78%|#######7  | 31/40 [00:08<00:01,  4.64it/s]
     73/499      4.32G    0.01891    0.01467   0.006188         74        640:  80%|########  | 32/40 [00:08<00:01,  4.84it/s]
     73/499      4.32G    0.01894    0.01457   0.006269         58        640:  80%|########  | 32/40 [00:08<00:01,  4.84it/s]
     73/499      4.32G    0.01894    0.01457   0.006269         58        640:  82%|########2 | 33/40 [00:08<00:01,  4.82it/s]
     73/499      4.32G    0.01898    0.01463   0.006309         83        640:  82%|########2 | 33/40 [00:08<00:01,  4.82it/s]
     73/499      4.32G    0.01898    0.01463   0.006309         83        640:  85%|########5 | 34/40 [00:08<00:01,  4.98it/s]
     73/499      4.32G    0.01897    0.01464   0.006279         79        640:  85%|########5 | 34/40 [00:08<00:01,  4.98it/s]
     73/499      4.32G    0.01897    0.01464   0.006279         79        640:  88%|########7 | 35/40 [00:08<00:00,  5.10it/s]
     73/499      4.32G    0.01893    0.01469   0.006292         81        640:  88%|########7 | 35/40 [00:09<00:00,  5.10it/s]
     73/499      4.32G    0.01893    0.01469   0.006292         81        640:  90%|######### | 36/40 [00:09<00:00,  5.02it/s]
     73/499      4.32G    0.01896    0.01466   0.006291         63        640:  90%|######### | 36/40 [00:09<00:00,  5.02it/s]
     73/499      4.32G    0.01896    0.01466   0.006291         63        640:  92%|#########2| 37/40 [00:09<00:00,  5.16it/s]
     73/499      4.32G    0.01903    0.01469   0.006284         68        640:  92%|#########2| 37/40 [00:09<00:00,  5.16it/s]
     73/499      4.32G    0.01903    0.01469   0.006284         68        640:  95%|#########5| 38/40 [00:09<00:00,  5.18it/s]
     73/499      4.32G     0.0191    0.01468   0.006374         64        640:  95%|#########5| 38/40 [00:09<00:00,  5.18it/s]
     73/499      4.32G     0.0191    0.01468   0.006374         64        640:  98%|#########7| 39/40 [00:09<00:00,  5.03it/s]
     73/499      4.32G     0.0192    0.01462   0.006407         30        640:  98%|#########7| 39/40 [00:10<00:00,  5.03it/s]
     73/499      4.32G     0.0192    0.01462   0.006407         30        640: 100%|##########| 40/40 [00:10<00:00,  4.55it/s]
     73/499      4.32G     0.0192    0.01462   0.006407         30        640: 100%|##########| 40/40 [00:10<00:00,  4.00it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.96it/s]
                   all        132        263      0.948      0.826      0.908      0.687

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     74/499      4.32G    0.02042    0.01569   0.003803         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     74/499      4.32G    0.02042    0.01569   0.003803         81        640:   2%|2         | 1/40 [00:00<00:11,  3.43it/s]
     74/499      4.32G    0.01992    0.01635   0.005857         79        640:   2%|2         | 1/40 [00:00<00:11,  3.43it/s]
     74/499      4.32G    0.01992    0.01635   0.005857         79        640:   5%|5         | 2/40 [00:00<00:11,  3.37it/s]
     74/499      4.32G    0.02052    0.01545   0.006365         66        640:   5%|5         | 2/40 [00:00<00:11,  3.37it/s]
     74/499      4.32G    0.02052    0.01545   0.006365         66        640:   8%|7         | 3/40 [00:00<00:10,  3.66it/s]
     74/499      4.32G    0.02078    0.01509   0.006504         70        640:   8%|7         | 3/40 [00:01<00:10,  3.66it/s]
     74/499      4.32G    0.02078    0.01509   0.006504         70        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
     74/499      4.32G    0.02134    0.01479   0.006668         61        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
     74/499      4.32G    0.02134    0.01479   0.006668         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.59it/s]
     74/499      4.32G    0.02104    0.01468   0.006616         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.59it/s]
     74/499      4.32G    0.02104    0.01468   0.006616         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     74/499      4.32G    0.02073    0.01459   0.006356         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
     74/499      4.32G    0.02073    0.01459   0.006356         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     74/499      4.32G    0.02047    0.01474   0.006376         81        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     74/499      4.32G    0.02047    0.01474   0.006376         81        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     74/499      4.32G    0.02059    0.01479   0.006418         70        640:  20%|##        | 8/40 [00:02<00:08,  3.60it/s]
     74/499      4.32G    0.02059    0.01479   0.006418         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     74/499      4.32G    0.02051    0.01478   0.006602         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
     74/499      4.32G    0.02051    0.01478   0.006602         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     74/499      4.32G    0.02051    0.01442   0.006711         57        640:  25%|##5       | 10/40 [00:03<00:08,  3.73it/s]
     74/499      4.32G    0.02051    0.01442   0.006711         57        640:  28%|##7       | 11/40 [00:03<00:07,  3.64it/s]
     74/499      4.32G    0.02053    0.01452   0.006404         78        640:  28%|##7       | 11/40 [00:03<00:07,  3.64it/s]
     74/499      4.32G    0.02053    0.01452   0.006404         78        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     74/499      4.32G    0.02051    0.01445   0.006157         73        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     74/499      4.32G    0.02051    0.01445   0.006157         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     74/499      4.32G    0.02043    0.01453   0.006265         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     74/499      4.32G    0.02043    0.01453   0.006265         79        640:  35%|###5      | 14/40 [00:03<00:07,  3.63it/s]
     74/499      4.32G    0.02038    0.01473   0.006291         84        640:  35%|###5      | 14/40 [00:04<00:07,  3.63it/s]
     74/499      4.32G    0.02038    0.01473   0.006291         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     74/499      4.32G    0.02017    0.01462   0.006261         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     74/499      4.32G    0.02017    0.01462   0.006261         70        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     74/499      4.32G    0.02007    0.01457   0.006189         65        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     74/499      4.32G    0.02007    0.01457   0.006189         65        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     74/499      4.32G    0.01993    0.01464   0.006175         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     74/499      4.32G    0.01993    0.01464   0.006175         84        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
     74/499      4.32G    0.01999    0.01471    0.00629         74        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
     74/499      4.32G    0.01999    0.01471    0.00629         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     74/499      4.32G    0.01988    0.01474   0.006211         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     74/499      4.32G    0.01988    0.01474   0.006211         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.56it/s]
     74/499      4.32G    0.01986    0.01457   0.006605         51        640:  50%|#####     | 20/40 [00:05<00:05,  3.56it/s]
     74/499      4.32G    0.01986    0.01457   0.006605         51        640:  52%|#####2    | 21/40 [00:05<00:05,  3.67it/s]
     74/499      4.32G    0.01995    0.01463   0.006669         76        640:  52%|#####2    | 21/40 [00:06<00:05,  3.67it/s]
     74/499      4.32G    0.01995    0.01463   0.006669         76        640:  55%|#####5    | 22/40 [00:06<00:04,  3.64it/s]
     74/499      4.32G    0.01993    0.01462   0.006648         71        640:  55%|#####5    | 22/40 [00:06<00:04,  3.64it/s]
     74/499      4.32G    0.01993    0.01462   0.006648         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.58it/s]
     74/499      4.32G    0.02006    0.01474   0.006803         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.58it/s]
     74/499      4.32G    0.02006    0.01474   0.006803         74        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
     74/499      4.32G     0.0201    0.01467   0.006755         66        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
     74/499      4.32G     0.0201    0.01467   0.006755         66        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
     74/499      4.32G    0.02016     0.0147   0.006743         78        640:  62%|######2   | 25/40 [00:07<00:04,  3.70it/s]
     74/499      4.32G    0.02016     0.0147   0.006743         78        640:  65%|######5   | 26/40 [00:07<00:03,  3.66it/s]
     74/499      4.32G     0.0201     0.0147   0.006746         73        640:  65%|######5   | 26/40 [00:07<00:03,  3.66it/s]
     74/499      4.32G     0.0201     0.0147   0.006746         73        640:  68%|######7   | 27/40 [00:07<00:03,  3.88it/s]
     74/499      4.32G    0.02017    0.01469   0.006717         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.88it/s]
     74/499      4.32G    0.02017    0.01469   0.006717         70        640:  70%|#######   | 28/40 [00:07<00:02,  4.22it/s]
     74/499      4.32G    0.02023    0.01468    0.00688         63        640:  70%|#######   | 28/40 [00:07<00:02,  4.22it/s]
     74/499      4.32G    0.02023    0.01468    0.00688         63        640:  72%|#######2  | 29/40 [00:07<00:02,  4.35it/s]
     74/499      4.32G    0.02016    0.01461   0.006837         66        640:  72%|#######2  | 29/40 [00:07<00:02,  4.35it/s]
     74/499      4.32G    0.02016    0.01461   0.006837         66        640:  75%|#######5  | 30/40 [00:07<00:02,  4.60it/s]
     74/499      4.32G    0.02003    0.01451   0.006712         64        640:  75%|#######5  | 30/40 [00:08<00:02,  4.60it/s]
     74/499      4.32G    0.02003    0.01451   0.006712         64        640:  78%|#######7  | 31/40 [00:08<00:01,  4.79it/s]
     74/499      4.32G    0.02006    0.01463   0.007009         88        640:  78%|#######7  | 31/40 [00:08<00:01,  4.79it/s]
     74/499      4.32G    0.02006    0.01463   0.007009         88        640:  80%|########  | 32/40 [00:08<00:01,  4.76it/s]
     74/499      4.32G     0.0201    0.01458   0.007081         64        640:  80%|########  | 32/40 [00:08<00:01,  4.76it/s]
     74/499      4.32G     0.0201    0.01458   0.007081         64        640:  82%|########2 | 33/40 [00:08<00:01,  4.92it/s]
     74/499      4.32G    0.02001     0.0146   0.007128         88        640:  82%|########2 | 33/40 [00:08<00:01,  4.92it/s]
     74/499      4.32G    0.02001     0.0146   0.007128         88        640:  85%|########5 | 34/40 [00:08<00:01,  5.02it/s]
     74/499      4.32G    0.02007    0.01463    0.00725         71        640:  85%|########5 | 34/40 [00:08<00:01,  5.02it/s]
     74/499      4.32G    0.02007    0.01463    0.00725         71        640:  88%|########7 | 35/40 [00:08<00:01,  4.93it/s]
     74/499      4.32G    0.01996    0.01449   0.007168         55        640:  88%|########7 | 35/40 [00:09<00:01,  4.93it/s]
     74/499      4.32G    0.01996    0.01449   0.007168         55        640:  90%|######### | 36/40 [00:09<00:00,  5.02it/s]
     74/499      4.32G    0.01999    0.01454   0.007178         74        640:  90%|######### | 36/40 [00:09<00:00,  5.02it/s]
     74/499      4.32G    0.01999    0.01454   0.007178         74        640:  92%|#########2| 37/40 [00:09<00:00,  5.13it/s]
     74/499      4.32G    0.01994    0.01446   0.007113         63        640:  92%|#########2| 37/40 [00:09<00:00,  5.13it/s]
     74/499      4.32G    0.01994    0.01446   0.007113         63        640:  95%|#########5| 38/40 [00:09<00:00,  4.89it/s]
     74/499      4.32G    0.01991    0.01449   0.007027         81        640:  95%|#########5| 38/40 [00:09<00:00,  4.89it/s]
     74/499      4.32G    0.01991    0.01449   0.007027         81        640:  98%|#########7| 39/40 [00:09<00:00,  4.54it/s]
     74/499      4.32G    0.01992    0.01447   0.007314         38        640:  98%|#########7| 39/40 [00:10<00:00,  4.54it/s]
     74/499      4.32G    0.01992    0.01447   0.007314         38        640: 100%|##########| 40/40 [00:10<00:00,  4.37it/s]
     74/499      4.32G    0.01992    0.01447   0.007314         38        640: 100%|##########| 40/40 [00:10<00:00,  3.99it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.86it/s]
                   all        132        263      0.876      0.833      0.872      0.701

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     75/499      4.32G    0.02032    0.01509   0.004945         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     75/499      4.32G    0.02032    0.01509   0.004945         75        640:   2%|2         | 1/40 [00:00<00:11,  3.27it/s]
     75/499      4.32G    0.01988    0.01613   0.007166         86        640:   2%|2         | 1/40 [00:00<00:11,  3.27it/s]
     75/499      4.32G    0.01988    0.01613   0.007166         86        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     75/499      4.32G     0.0191    0.01458   0.006538         68        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
     75/499      4.32G     0.0191    0.01458   0.006538         68        640:   8%|7         | 3/40 [00:00<00:10,  3.69it/s]
     75/499      4.32G    0.01938    0.01513   0.007019         77        640:   8%|7         | 3/40 [00:01<00:10,  3.69it/s]
     75/499      4.32G    0.01938    0.01513   0.007019         77        640:  10%|#         | 4/40 [00:01<00:10,  3.57it/s]
     75/499      4.32G    0.01945     0.0152    0.00661         81        640:  10%|#         | 4/40 [00:01<00:10,  3.57it/s]
     75/499      4.32G    0.01945     0.0152    0.00661         81        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     75/499      4.32G    0.01938    0.01484   0.006789         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     75/499      4.32G    0.01938    0.01484   0.006789         65        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
     75/499      4.32G    0.01921    0.01518   0.006583         87        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
     75/499      4.32G    0.01921    0.01518   0.006583         87        640:  18%|#7        | 7/40 [00:01<00:09,  3.58it/s]
     75/499      4.32G    0.01917    0.01522   0.006333         83        640:  18%|#7        | 7/40 [00:02<00:09,  3.58it/s]
     75/499      4.32G    0.01917    0.01522   0.006333         83        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     75/499      4.32G    0.01913    0.01465   0.005984         58        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     75/499      4.32G    0.01913    0.01465   0.005984         58        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     75/499      4.32G    0.01896     0.0147   0.006051         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     75/499      4.32G    0.01896     0.0147   0.006051         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     75/499      4.32G    0.01897    0.01455   0.005837         67        640:  25%|##5       | 10/40 [00:03<00:08,  3.62it/s]
     75/499      4.32G    0.01897    0.01455   0.005837         67        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     75/499      4.32G    0.01901    0.01462   0.006191         80        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     75/499      4.32G    0.01901    0.01462   0.006191         80        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     75/499      4.32G    0.01889    0.01455   0.006275         82        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     75/499      4.32G    0.01889    0.01455   0.006275         82        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     75/499      4.32G    0.01907    0.01483   0.006218         86        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
     75/499      4.32G    0.01907    0.01483   0.006218         86        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     75/499      4.32G    0.01921    0.01486    0.00625         72        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     75/499      4.32G    0.01921    0.01486    0.00625         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     75/499      4.32G    0.01923    0.01488   0.006205         76        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     75/499      4.32G    0.01923    0.01488   0.006205         76        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     75/499      4.32G    0.01916    0.01473   0.006218         62        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
     75/499      4.32G    0.01916    0.01473   0.006218         62        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     75/499      4.32G    0.01919     0.0147   0.006163         80        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
     75/499      4.32G    0.01919     0.0147   0.006163         80        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     75/499      4.32G    0.01918    0.01473   0.006122         78        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     75/499      4.32G    0.01918    0.01473   0.006122         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     75/499      4.32G    0.01913    0.01488    0.00594         95        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     75/499      4.32G    0.01913    0.01488    0.00594         95        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     75/499      4.32G    0.01913    0.01483   0.005849         75        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
     75/499      4.32G    0.01913    0.01483   0.005849         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     75/499      4.32G    0.01922    0.01489   0.005908         77        640:  52%|#####2    | 21/40 [00:06<00:05,  3.72it/s]
     75/499      4.32G    0.01922    0.01489   0.005908         77        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
     75/499      4.32G    0.01925     0.0149   0.006072         81        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
     75/499      4.32G    0.01925     0.0149   0.006072         81        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     75/499      4.32G    0.01916    0.01498   0.006141         95        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     75/499      4.32G    0.01916    0.01498   0.006141         95        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     75/499      4.32G    0.01914    0.01492   0.006055         78        640:  60%|######    | 24/40 [00:06<00:04,  3.75it/s]
     75/499      4.32G    0.01914    0.01492   0.006055         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.68it/s]
     75/499      4.32G    0.01907    0.01481   0.006312         63        640:  62%|######2   | 25/40 [00:07<00:04,  3.68it/s]
     75/499      4.32G    0.01907    0.01481   0.006312         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.83it/s]
     75/499      4.32G      0.019    0.01482   0.006402         77        640:  65%|######5   | 26/40 [00:07<00:03,  3.83it/s]
     75/499      4.32G      0.019    0.01482   0.006402         77        640:  68%|######7   | 27/40 [00:07<00:03,  4.17it/s]
     75/499      4.32G    0.01905    0.01484   0.006303         84        640:  68%|######7   | 27/40 [00:07<00:03,  4.17it/s]
     75/499      4.32G    0.01905    0.01484   0.006303         84        640:  70%|#######   | 28/40 [00:07<00:02,  4.32it/s]
     75/499      4.32G    0.01902    0.01476   0.006282         71        640:  70%|#######   | 28/40 [00:07<00:02,  4.32it/s]
     75/499      4.32G    0.01902    0.01476   0.006282         71        640:  72%|#######2  | 29/40 [00:07<00:02,  4.58it/s]
     75/499      4.32G    0.01898    0.01483   0.006276         94        640:  72%|#######2  | 29/40 [00:07<00:02,  4.58it/s]
     75/499      4.32G    0.01898    0.01483   0.006276         94        640:  75%|#######5  | 30/40 [00:07<00:02,  4.80it/s]
     75/499      4.32G      0.019    0.01482   0.006342         67        640:  75%|#######5  | 30/40 [00:08<00:02,  4.80it/s]
     75/499      4.32G      0.019    0.01482   0.006342         67        640:  78%|#######7  | 31/40 [00:08<00:01,  4.78it/s]
     75/499      4.32G    0.01907    0.01476   0.006374         70        640:  78%|#######7  | 31/40 [00:08<00:01,  4.78it/s]
     75/499      4.32G    0.01907    0.01476   0.006374         70        640:  80%|########  | 32/40 [00:08<00:01,  4.92it/s]
     75/499      4.32G    0.01909    0.01473   0.006393         73        640:  80%|########  | 32/40 [00:08<00:01,  4.92it/s]
     75/499      4.32G    0.01909    0.01473   0.006393         73        640:  82%|########2 | 33/40 [00:08<00:01,  5.02it/s]
     75/499      4.32G     0.0191    0.01469   0.006339         70        640:  82%|########2 | 33/40 [00:08<00:01,  5.02it/s]
     75/499      4.32G     0.0191    0.01469   0.006339         70        640:  85%|########5 | 34/40 [00:08<00:01,  4.92it/s]
     75/499      4.32G     0.0191    0.01471   0.006274         84        640:  85%|########5 | 34/40 [00:08<00:01,  4.92it/s]
     75/499      4.32G     0.0191    0.01471   0.006274         84        640:  88%|########7 | 35/40 [00:08<00:00,  5.04it/s]
     75/499      4.32G    0.01911    0.01469    0.00623         69        640:  88%|########7 | 35/40 [00:08<00:00,  5.04it/s]
     75/499      4.32G    0.01911    0.01469    0.00623         69        640:  90%|######### | 36/40 [00:08<00:00,  5.15it/s]
     75/499      4.32G    0.01912    0.01465   0.006313         72        640:  90%|######### | 36/40 [00:09<00:00,  5.15it/s]
     75/499      4.32G    0.01912    0.01465   0.006313         72        640:  92%|#########2| 37/40 [00:09<00:00,  4.94it/s]
     75/499      4.32G    0.01911    0.01458   0.006286         57        640:  92%|#########2| 37/40 [00:09<00:00,  4.94it/s]
     75/499      4.32G    0.01911    0.01458   0.006286         57        640:  95%|#########5| 38/40 [00:09<00:00,  4.62it/s]
     75/499      4.32G    0.01908    0.01451   0.006225         68        640:  95%|#########5| 38/40 [00:09<00:00,  4.62it/s]
     75/499      4.32G    0.01908    0.01451   0.006225         68        640:  98%|#########7| 39/40 [00:09<00:00,  4.34it/s]
     75/499      4.32G    0.01913    0.01478    0.00635         56        640:  98%|#########7| 39/40 [00:09<00:00,  4.34it/s]
     75/499      4.32G    0.01913    0.01478    0.00635         56        640: 100%|##########| 40/40 [00:09<00:00,  4.20it/s]
     75/499      4.32G    0.01913    0.01478    0.00635         56        640: 100%|##########| 40/40 [00:09<00:00,  4.01it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                   all        132        263      0.839      0.846      0.873      0.703

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     76/499      4.32G    0.01775    0.01424   0.004296         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
     76/499      4.32G    0.01775    0.01424   0.004296         84        640:   2%|2         | 1/40 [00:00<00:07,  5.22it/s]
     76/499      4.32G    0.01802    0.01262   0.005716         52        640:   2%|2         | 1/40 [00:00<00:07,  5.22it/s]
     76/499      4.32G    0.01802    0.01262   0.005716         52        640:   5%|5         | 2/40 [00:00<00:08,  4.24it/s]
     76/499      4.32G     0.0186     0.0121   0.007001         64        640:   5%|5         | 2/40 [00:00<00:08,  4.24it/s]
     76/499      4.32G     0.0186     0.0121   0.007001         64        640:   8%|7         | 3/40 [00:00<00:09,  3.79it/s]
     76/499      4.32G     0.0183     0.0129   0.006325         89        640:   8%|7         | 3/40 [00:01<00:09,  3.79it/s]
     76/499      4.32G     0.0183     0.0129   0.006325         89        640:  10%|#         | 4/40 [00:01<00:09,  3.85it/s]
     76/499      4.32G    0.01861    0.01378   0.006967         92        640:  10%|#         | 4/40 [00:01<00:09,  3.85it/s]
     76/499      4.32G    0.01861    0.01378   0.006967         92        640:  12%|#2        | 5/40 [00:01<00:09,  3.81it/s]
     76/499      4.32G    0.01846    0.01382   0.006952         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.81it/s]
     76/499      4.32G    0.01846    0.01382   0.006952         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     76/499      4.32G    0.01844    0.01344   0.006601         59        640:  15%|#5        | 6/40 [00:01<00:09,  3.68it/s]
     76/499      4.32G    0.01844    0.01344   0.006601         59        640:  18%|#7        | 7/40 [00:01<00:08,  3.68it/s]
     76/499      4.32G    0.01827    0.01356   0.006174         81        640:  18%|#7        | 7/40 [00:02<00:08,  3.68it/s]
     76/499      4.32G    0.01827    0.01356   0.006174         81        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     76/499      4.32G    0.01808    0.01388   0.006081         93        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     76/499      4.32G    0.01808    0.01388   0.006081         93        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     76/499      4.32G    0.01818    0.01416   0.006365         90        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
     76/499      4.32G    0.01818    0.01416   0.006365         90        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
     76/499      4.32G    0.01835    0.01415   0.006975         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
     76/499      4.32G    0.01835    0.01415   0.006975         69        640:  28%|##7       | 11/40 [00:02<00:07,  3.72it/s]
     76/499      4.32G    0.01832    0.01414   0.006805         76        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
     76/499      4.32G    0.01832    0.01414   0.006805         76        640:  30%|###       | 12/40 [00:03<00:07,  3.65it/s]
     76/499      4.32G    0.01829    0.01397   0.007112         59        640:  30%|###       | 12/40 [00:03<00:07,  3.65it/s]
     76/499      4.32G    0.01829    0.01397   0.007112         59        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     76/499      4.32G    0.01851    0.01419   0.006825         89        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     76/499      4.32G    0.01851    0.01419   0.006825         89        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     76/499      4.32G    0.01844    0.01422   0.006751         77        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     76/499      4.32G    0.01844    0.01422   0.006751         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     76/499      4.32G    0.01843    0.01403   0.006917         60        640:  38%|###7      | 15/40 [00:04<00:06,  3.61it/s]
     76/499      4.32G    0.01843    0.01403   0.006917         60        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     76/499      4.32G    0.01841    0.01421   0.007146         91        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
     76/499      4.32G    0.01841    0.01421   0.007146         91        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     76/499      4.32G    0.01846    0.01407   0.007206         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
     76/499      4.32G    0.01846    0.01407   0.007206         63        640:  45%|####5     | 18/40 [00:04<00:06,  3.52it/s]
     76/499      4.32G    0.01856    0.01403   0.007428         70        640:  45%|####5     | 18/40 [00:05<00:06,  3.52it/s]
     76/499      4.32G    0.01856    0.01403   0.007428         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     76/499      4.32G    0.01855    0.01404    0.00753         68        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     76/499      4.32G    0.01855    0.01404    0.00753         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.66it/s]
     76/499      4.32G    0.01849    0.01403   0.007357         67        640:  50%|#####     | 20/40 [00:05<00:05,  3.66it/s]
     76/499      4.32G    0.01849    0.01403   0.007357         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.57it/s]
     76/499      4.32G    0.01842     0.0139   0.007288         56        640:  52%|#####2    | 21/40 [00:05<00:05,  3.57it/s]
     76/499      4.32G    0.01842     0.0139   0.007288         56        640:  55%|#####5    | 22/40 [00:05<00:04,  3.68it/s]
     76/499      4.32G    0.01848    0.01389    0.00717         67        640:  55%|#####5    | 22/40 [00:06<00:04,  3.68it/s]
     76/499      4.32G    0.01848    0.01389    0.00717         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     76/499      4.32G    0.01864    0.01377   0.007417         54        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
     76/499      4.32G    0.01864    0.01377   0.007417         54        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     76/499      4.32G     0.0187    0.01394   0.007432         86        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
     76/499      4.32G     0.0187    0.01394   0.007432         86        640:  62%|######2   | 25/40 [00:06<00:03,  3.76it/s]
     76/499      4.32G    0.01865    0.01392   0.007379         78        640:  62%|######2   | 25/40 [00:06<00:03,  3.76it/s]
     76/499      4.32G    0.01865    0.01392   0.007379         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.87it/s]
     76/499      4.32G    0.01866    0.01392   0.007237         68        640:  65%|######5   | 26/40 [00:07<00:03,  3.87it/s]
     76/499      4.32G    0.01866    0.01392   0.007237         68        640:  68%|######7   | 27/40 [00:07<00:03,  4.04it/s]
     76/499      4.32G    0.01869    0.01388   0.007525         62        640:  68%|######7   | 27/40 [00:07<00:03,  4.04it/s]
     76/499      4.32G    0.01869    0.01388   0.007525         62        640:  70%|#######   | 28/40 [00:07<00:02,  4.37it/s]
     76/499      4.32G    0.01873    0.01398    0.00782         79        640:  70%|#######   | 28/40 [00:07<00:02,  4.37it/s]
     76/499      4.32G    0.01873    0.01398    0.00782         79        640:  72%|#######2  | 29/40 [00:07<00:02,  4.64it/s]
     76/499      4.32G    0.01871    0.01389   0.007795         59        640:  72%|#######2  | 29/40 [00:07<00:02,  4.64it/s]
     76/499      4.32G    0.01871    0.01389   0.007795         59        640:  75%|#######5  | 30/40 [00:07<00:02,  4.49it/s]
     76/499      4.32G    0.01875    0.01404   0.007736         98        640:  75%|#######5  | 30/40 [00:07<00:02,  4.49it/s]
     76/499      4.32G    0.01875    0.01404   0.007736         98        640:  78%|#######7  | 31/40 [00:07<00:01,  4.67it/s]
     76/499      4.32G    0.01874    0.01393   0.007747         58        640:  78%|#######7  | 31/40 [00:08<00:01,  4.67it/s]
     76/499      4.32G    0.01874    0.01393   0.007747         58        640:  80%|########  | 32/40 [00:08<00:01,  4.78it/s]
     76/499      4.32G     0.0187    0.01385   0.007617         61        640:  80%|########  | 32/40 [00:08<00:01,  4.78it/s]
     76/499      4.32G     0.0187    0.01385   0.007617         61        640:  82%|########2 | 33/40 [00:08<00:01,  4.76it/s]
     76/499      4.32G    0.01871    0.01388   0.007617         78        640:  82%|########2 | 33/40 [00:08<00:01,  4.76it/s]
     76/499      4.32G    0.01871    0.01388   0.007617         78        640:  85%|########5 | 34/40 [00:08<00:01,  4.93it/s]
     76/499      4.32G    0.01872    0.01391   0.007654         74        640:  85%|########5 | 34/40 [00:08<00:01,  4.93it/s]
     76/499      4.32G    0.01872    0.01391   0.007654         74        640:  88%|########7 | 35/40 [00:08<00:00,  5.03it/s]
     76/499      4.32G    0.01867    0.01386   0.007745         62        640:  88%|########7 | 35/40 [00:09<00:00,  5.03it/s]
     76/499      4.32G    0.01867    0.01386   0.007745         62        640:  90%|######### | 36/40 [00:09<00:00,  4.78it/s]
     76/499      4.32G    0.01868    0.01399   0.007748         93        640:  90%|######### | 36/40 [00:09<00:00,  4.78it/s]
     76/499      4.32G    0.01868    0.01399   0.007748         93        640:  92%|#########2| 37/40 [00:09<00:00,  4.55it/s]
     76/499      4.32G    0.01864    0.01405   0.007711         84        640:  92%|#########2| 37/40 [00:09<00:00,  4.55it/s]
     76/499      4.32G    0.01864    0.01405   0.007711         84        640:  95%|#########5| 38/40 [00:09<00:00,  4.20it/s]
     76/499      4.32G    0.01863    0.01408   0.007756         80        640:  95%|#########5| 38/40 [00:09<00:00,  4.20it/s]
     76/499      4.32G    0.01863    0.01408   0.007756         80        640:  98%|#########7| 39/40 [00:09<00:00,  3.90it/s]
     76/499      4.32G    0.01862    0.01405   0.007929         35        640:  98%|#########7| 39/40 [00:10<00:00,  3.90it/s]
     76/499      4.32G    0.01862    0.01405   0.007929         35        640: 100%|##########| 40/40 [00:10<00:00,  3.99it/s]
     76/499      4.32G    0.01862    0.01405   0.007929         35        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.94it/s]
                   all        132        263      0.852      0.812      0.876      0.706

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     77/499      4.32G    0.01885    0.01576   0.007731         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
     77/499      4.32G    0.01885    0.01576   0.007731         80        640:   2%|2         | 1/40 [00:00<00:08,  4.44it/s]
     77/499      4.32G    0.01951    0.01759      0.009         90        640:   2%|2         | 1/40 [00:00<00:08,  4.44it/s]
     77/499      4.32G    0.01951    0.01759      0.009         90        640:   5%|5         | 2/40 [00:00<00:10,  3.70it/s]
     77/499      4.32G    0.01948     0.0168   0.008299         73        640:   5%|5         | 2/40 [00:00<00:10,  3.70it/s]
     77/499      4.32G    0.01948     0.0168   0.008299         73        640:   8%|7         | 3/40 [00:00<00:09,  3.85it/s]
     77/499      4.32G    0.01957    0.01586   0.007856         67        640:   8%|7         | 3/40 [00:01<00:09,  3.85it/s]
     77/499      4.32G    0.01957    0.01586   0.007856         67        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     77/499      4.32G    0.01948    0.01552   0.008805         71        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     77/499      4.32G    0.01948    0.01552   0.008805         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.61it/s]
     77/499      4.32G    0.01905    0.01476   0.008245         62        640:  12%|#2        | 5/40 [00:01<00:09,  3.61it/s]
     77/499      4.32G    0.01905    0.01476   0.008245         62        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     77/499      4.32G    0.01895    0.01453   0.007663         59        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     77/499      4.32G    0.01895    0.01453   0.007663         59        640:  18%|#7        | 7/40 [00:01<00:08,  3.76it/s]
     77/499      4.32G    0.01917    0.01482   0.008389         86        640:  18%|#7        | 7/40 [00:02<00:08,  3.76it/s]
     77/499      4.32G    0.01917    0.01482   0.008389         86        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     77/499      4.32G    0.01916    0.01481   0.008206         75        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     77/499      4.32G    0.01916    0.01481   0.008206         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     77/499      4.32G    0.01926    0.01494   0.008023         82        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
     77/499      4.32G    0.01926    0.01494   0.008023         82        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     77/499      4.32G    0.01897    0.01457   0.008552         61        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     77/499      4.32G    0.01897    0.01457   0.008552         61        640:  28%|##7       | 11/40 [00:02<00:08,  3.60it/s]
     77/499      4.32G    0.01908    0.01481   0.008511         82        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
     77/499      4.32G    0.01908    0.01481   0.008511         82        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     77/499      4.32G    0.01903    0.01476   0.008211         78        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     77/499      4.32G    0.01903    0.01476   0.008211         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     77/499      4.32G    0.01904     0.0149   0.008085         85        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     77/499      4.32G    0.01904     0.0149   0.008085         85        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
     77/499      4.32G    0.01902    0.01489   0.007906         84        640:  35%|###5      | 14/40 [00:04<00:07,  3.60it/s]
     77/499      4.32G    0.01902    0.01489   0.007906         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     77/499      4.32G    0.01907    0.01484   0.007743         73        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     77/499      4.32G    0.01907    0.01484   0.007743         73        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     77/499      4.32G    0.01905    0.01469   0.008198         60        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
     77/499      4.32G    0.01905    0.01469   0.008198         60        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
     77/499      4.32G    0.01898    0.01468    0.00813         78        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
     77/499      4.32G    0.01898    0.01468    0.00813         78        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     77/499      4.32G    0.01888     0.0147   0.008068         81        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     77/499      4.32G    0.01888     0.0147   0.008068         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     77/499      4.32G     0.0188    0.01482   0.007988         91        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     77/499      4.32G     0.0188    0.01482   0.007988         91        640:  50%|#####     | 20/40 [00:05<00:05,  3.54it/s]
     77/499      4.32G    0.01878    0.01491   0.007819         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.54it/s]
     77/499      4.32G    0.01878    0.01491   0.007819         87        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
     77/499      4.32G    0.01888    0.01499   0.007801         83        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
     77/499      4.32G    0.01888    0.01499   0.007801         83        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     77/499      4.32G     0.0188    0.01492   0.007662         71        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     77/499      4.32G     0.0188    0.01492   0.007662         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.57it/s]
     77/499      4.32G    0.01879     0.0149   0.007822         64        640:  57%|#####7    | 23/40 [00:06<00:04,  3.57it/s]
     77/499      4.32G    0.01879     0.0149   0.007822         64        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     77/499      4.32G     0.0188    0.01491   0.007687         76        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     77/499      4.32G     0.0188    0.01491   0.007687         76        640:  62%|######2   | 25/40 [00:06<00:03,  3.86it/s]
     77/499      4.32G    0.01878    0.01488   0.007685         70        640:  62%|######2   | 25/40 [00:06<00:03,  3.86it/s]
     77/499      4.32G    0.01878    0.01488   0.007685         70        640:  65%|######5   | 26/40 [00:06<00:03,  4.06it/s]
     77/499      4.32G    0.01881    0.01493   0.007604         80        640:  65%|######5   | 26/40 [00:07<00:03,  4.06it/s]
     77/499      4.32G    0.01881    0.01493   0.007604         80        640:  68%|######7   | 27/40 [00:07<00:02,  4.38it/s]
     77/499      4.32G    0.01878    0.01494   0.007584         77        640:  68%|######7   | 27/40 [00:07<00:02,  4.38it/s]
     77/499      4.32G    0.01878    0.01494   0.007584         77        640:  70%|#######   | 28/40 [00:07<00:02,  4.60it/s]
     77/499      4.32G    0.01875    0.01493   0.007551         75        640:  70%|#######   | 28/40 [00:07<00:02,  4.60it/s]
     77/499      4.32G    0.01875    0.01493   0.007551         75        640:  72%|#######2  | 29/40 [00:07<00:02,  4.63it/s]
     77/499      4.32G    0.01879      0.015   0.007718         78        640:  72%|#######2  | 29/40 [00:07<00:02,  4.63it/s]
     77/499      4.32G    0.01879      0.015   0.007718         78        640:  75%|#######5  | 30/40 [00:07<00:02,  4.72it/s]
     77/499      4.32G    0.01873    0.01499   0.007893         84        640:  75%|#######5  | 30/40 [00:07<00:02,  4.72it/s]
     77/499      4.32G    0.01873    0.01499   0.007893         84        640:  78%|#######7  | 31/40 [00:07<00:01,  4.89it/s]
     77/499      4.32G     0.0188    0.01494   0.007827         61        640:  78%|#######7  | 31/40 [00:08<00:01,  4.89it/s]
     77/499      4.32G     0.0188    0.01494   0.007827         61        640:  80%|########  | 32/40 [00:08<00:01,  4.75it/s]
     77/499      4.32G    0.01881    0.01488   0.007763         73        640:  80%|########  | 32/40 [00:08<00:01,  4.75it/s]
     77/499      4.32G    0.01881    0.01488   0.007763         73        640:  82%|########2 | 33/40 [00:08<00:01,  4.90it/s]
     77/499      4.32G    0.01879    0.01493   0.008006         86        640:  82%|########2 | 33/40 [00:08<00:01,  4.90it/s]
     77/499      4.32G    0.01879    0.01493   0.008006         86        640:  85%|########5 | 34/40 [00:08<00:01,  4.92it/s]
     77/499      4.32G    0.01876    0.01482   0.007975         56        640:  85%|########5 | 34/40 [00:08<00:01,  4.92it/s]
     77/499      4.32G    0.01876    0.01482   0.007975         56        640:  88%|########7 | 35/40 [00:08<00:01,  4.17it/s]
     77/499      4.32G    0.01876    0.01482   0.007872         73        640:  88%|########7 | 35/40 [00:09<00:01,  4.17it/s]
     77/499      4.32G    0.01876    0.01482   0.007872         73        640:  90%|######### | 36/40 [00:09<00:00,  4.13it/s]
     77/499      4.32G    0.01881    0.01474   0.007944         61        640:  90%|######### | 36/40 [00:09<00:00,  4.13it/s]
     77/499      4.32G    0.01881    0.01474   0.007944         61        640:  92%|#########2| 37/40 [00:09<00:00,  4.01it/s]
     77/499      4.32G    0.01879    0.01476   0.007818         77        640:  92%|#########2| 37/40 [00:09<00:00,  4.01it/s]
     77/499      4.32G    0.01879    0.01476   0.007818         77        640:  95%|#########5| 38/40 [00:09<00:00,  3.78it/s]
     77/499      4.32G    0.01876    0.01473   0.007773         71        640:  95%|#########5| 38/40 [00:09<00:00,  3.78it/s]
     77/499      4.32G    0.01876    0.01473   0.007773         71        640:  98%|#########7| 39/40 [00:09<00:00,  3.87it/s]
     77/499      4.32G    0.01875    0.01475   0.007622         40        640:  98%|#########7| 39/40 [00:10<00:00,  3.87it/s]
     77/499      4.32G    0.01875    0.01475   0.007622         40        640: 100%|##########| 40/40 [00:10<00:00,  3.92it/s]
     77/499      4.32G    0.01875    0.01475   0.007622         40        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.96it/s]
                   all        132        263      0.902      0.858      0.879      0.713

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     78/499      4.32G    0.01651    0.01256   0.006114         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     78/499      4.32G    0.01651    0.01256   0.006114         75        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
     78/499      4.32G    0.01762    0.01301   0.006275         71        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
     78/499      4.32G    0.01762    0.01301   0.006275         71        640:   5%|5         | 2/40 [00:00<00:09,  3.95it/s]
     78/499      4.32G    0.01853    0.01284   0.005632         64        640:   5%|5         | 2/40 [00:00<00:09,  3.95it/s]
     78/499      4.32G    0.01853    0.01284   0.005632         64        640:   8%|7         | 3/40 [00:00<00:09,  3.86it/s]
     78/499      4.32G    0.01848    0.01342   0.005698         84        640:   8%|7         | 3/40 [00:01<00:09,  3.86it/s]
     78/499      4.32G    0.01848    0.01342   0.005698         84        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     78/499      4.32G    0.01881    0.01358   0.006714         65        640:  10%|#         | 4/40 [00:01<00:09,  3.66it/s]
     78/499      4.32G    0.01881    0.01358   0.006714         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     78/499      4.32G    0.01867     0.0135   0.006439         71        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     78/499      4.32G    0.01867     0.0135   0.006439         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.77it/s]
     78/499      4.32G     0.0186    0.01335   0.006614         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.77it/s]
     78/499      4.32G     0.0186    0.01335   0.006614         71        640:  18%|#7        | 7/40 [00:01<00:09,  3.62it/s]
     78/499      4.32G    0.01865    0.01361   0.006268         83        640:  18%|#7        | 7/40 [00:02<00:09,  3.62it/s]
     78/499      4.32G    0.01865    0.01361   0.006268         83        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     78/499      4.32G    0.01858    0.01383   0.006503         77        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
     78/499      4.32G    0.01858    0.01383   0.006503         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     78/499      4.32G    0.01846    0.01408   0.006249         83        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
     78/499      4.32G    0.01846    0.01408   0.006249         83        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     78/499      4.32G    0.01851    0.01401   0.005908         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     78/499      4.32G    0.01851    0.01401   0.005908         75        640:  28%|##7       | 11/40 [00:02<00:07,  3.71it/s]
     78/499      4.32G    0.01882    0.01398    0.00639         63        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     78/499      4.32G    0.01882    0.01398    0.00639         63        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     78/499      4.32G    0.01881    0.01407   0.006192         74        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
     78/499      4.32G    0.01881    0.01407   0.006192         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
     78/499      4.32G    0.01886    0.01403   0.006252         72        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
     78/499      4.32G    0.01886    0.01403   0.006252         72        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     78/499      4.32G    0.01883     0.0141   0.006029         78        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     78/499      4.32G    0.01883     0.0141   0.006029         78        640:  38%|###7      | 15/40 [00:04<00:06,  3.69it/s]
     78/499      4.32G    0.01887    0.01417   0.006166         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.69it/s]
     78/499      4.32G    0.01887    0.01417   0.006166         77        640:  40%|####      | 16/40 [00:04<00:06,  3.59it/s]
     78/499      4.32G    0.01885    0.01407   0.006006         59        640:  40%|####      | 16/40 [00:04<00:06,  3.59it/s]
     78/499      4.32G    0.01885    0.01407   0.006006         59        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     78/499      4.32G    0.01887    0.01413   0.005921         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     78/499      4.32G    0.01887    0.01413   0.005921         75        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
     78/499      4.32G    0.01878    0.01417    0.00608         79        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
     78/499      4.32G    0.01878    0.01417    0.00608         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     78/499      4.32G    0.01872    0.01411   0.006096         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
     78/499      4.32G    0.01872    0.01411   0.006096         70        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     78/499      4.32G    0.01871    0.01399   0.005969         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
     78/499      4.32G    0.01871    0.01399   0.005969         66        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     78/499      4.32G    0.01882    0.01402   0.006126         73        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
     78/499      4.32G    0.01882    0.01402   0.006126         73        640:  55%|#####5    | 22/40 [00:05<00:04,  3.67it/s]
     78/499      4.32G    0.01879    0.01411   0.006147         88        640:  55%|#####5    | 22/40 [00:06<00:04,  3.67it/s]
     78/499      4.32G    0.01879    0.01411   0.006147         88        640:  57%|#####7    | 23/40 [00:06<00:04,  3.82it/s]
     78/499      4.32G    0.01885    0.01415   0.006261         77        640:  57%|#####7    | 23/40 [00:06<00:04,  3.82it/s]
     78/499      4.32G    0.01885    0.01415   0.006261         77        640:  60%|######    | 24/40 [00:06<00:03,  4.17it/s]
     78/499      4.32G    0.01886    0.01416   0.006242         75        640:  60%|######    | 24/40 [00:06<00:03,  4.17it/s]
     78/499      4.32G    0.01886    0.01416   0.006242         75        640:  62%|######2   | 25/40 [00:06<00:03,  4.33it/s]
     78/499      4.32G    0.01881    0.01411   0.006249         68        640:  62%|######2   | 25/40 [00:06<00:03,  4.33it/s]
     78/499      4.32G    0.01881    0.01411   0.006249         68        640:  65%|######5   | 26/40 [00:06<00:03,  4.59it/s]
     78/499      4.32G    0.01876      0.014   0.006209         70        640:  65%|######5   | 26/40 [00:06<00:03,  4.59it/s]
     78/499      4.32G    0.01876      0.014   0.006209         70        640:  68%|######7   | 27/40 [00:06<00:02,  4.79it/s]
     78/499      4.32G    0.01875    0.01391   0.006445         54        640:  68%|######7   | 27/40 [00:07<00:02,  4.79it/s]
     78/499      4.32G    0.01875    0.01391   0.006445         54        640:  70%|#######   | 28/40 [00:07<00:02,  4.80it/s]
     78/499      4.32G    0.01877    0.01387   0.006444         74        640:  70%|#######   | 28/40 [00:07<00:02,  4.80it/s]
     78/499      4.32G    0.01877    0.01387   0.006444         74        640:  72%|#######2  | 29/40 [00:07<00:02,  4.95it/s]
     78/499      4.32G    0.01877    0.01401   0.006608         93        640:  72%|#######2  | 29/40 [00:07<00:02,  4.95it/s]
     78/499      4.32G    0.01877    0.01401   0.006608         93        640:  75%|#######5  | 30/40 [00:07<00:01,  5.05it/s]
     78/499      4.32G    0.01874    0.01409   0.006492         87        640:  75%|#######5  | 30/40 [00:07<00:01,  5.05it/s]
     78/499      4.32G    0.01874    0.01409   0.006492         87        640:  78%|#######7  | 31/40 [00:07<00:01,  4.97it/s]
     78/499      4.32G    0.01873    0.01415   0.006507         86        640:  78%|#######7  | 31/40 [00:07<00:01,  4.97it/s]
     78/499      4.32G    0.01873    0.01415   0.006507         86        640:  80%|########  | 32/40 [00:07<00:01,  5.07it/s]
     78/499      4.32G    0.01876    0.01405   0.006454         52        640:  80%|########  | 32/40 [00:08<00:01,  5.07it/s]
     78/499      4.32G    0.01876    0.01405   0.006454         52        640:  82%|########2 | 33/40 [00:08<00:01,  5.21it/s]
     78/499      4.32G    0.01868      0.014    0.00642         69        640:  82%|########2 | 33/40 [00:08<00:01,  5.21it/s]
     78/499      4.32G    0.01868      0.014    0.00642         69        640:  85%|########5 | 34/40 [00:08<00:01,  4.96it/s]
     78/499      4.32G    0.01865    0.01407   0.006368         83        640:  85%|########5 | 34/40 [00:08<00:01,  4.96it/s]
     78/499      4.32G    0.01865    0.01407   0.006368         83        640:  88%|########7 | 35/40 [00:08<00:01,  4.62it/s]
     78/499      4.32G    0.01859    0.01405   0.006331         76        640:  88%|########7 | 35/40 [00:08<00:01,  4.62it/s]
     78/499      4.32G    0.01859    0.01405   0.006331         76        640:  90%|######### | 36/40 [00:08<00:00,  4.33it/s]
     78/499      4.32G    0.01853    0.01401   0.006245         65        640:  90%|######### | 36/40 [00:09<00:00,  4.33it/s]
     78/499      4.32G    0.01853    0.01401   0.006245         65        640:  92%|#########2| 37/40 [00:09<00:00,  3.96it/s]
     78/499      4.32G    0.01856    0.01396   0.006261         64        640:  92%|#########2| 37/40 [00:09<00:00,  3.96it/s]
     78/499      4.32G    0.01856    0.01396   0.006261         64        640:  95%|#########5| 38/40 [00:09<00:00,  3.98it/s]
     78/499      4.32G     0.0185    0.01397   0.006194         80        640:  95%|#########5| 38/40 [00:09<00:00,  3.98it/s]
     78/499      4.32G     0.0185    0.01397   0.006194         80        640:  98%|#########7| 39/40 [00:09<00:00,  3.92it/s]
     78/499      4.32G    0.01843    0.01395   0.006087         41        640:  98%|#########7| 39/40 [00:09<00:00,  3.92it/s]
     78/499      4.32G    0.01843    0.01395   0.006087         41        640: 100%|##########| 40/40 [00:09<00:00,  3.92it/s]
     78/499      4.32G    0.01843    0.01395   0.006087         41        640: 100%|##########| 40/40 [00:09<00:00,  4.03it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.87it/s]
                   all        132        263      0.859      0.853      0.865      0.697

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     79/499      4.32G    0.01912    0.01413   0.008453         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     79/499      4.32G    0.01912    0.01413   0.008453         71        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
     79/499      4.32G    0.01937    0.01433   0.007577         77        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
     79/499      4.32G    0.01937    0.01433   0.007577         77        640:   5%|5         | 2/40 [00:00<00:10,  3.56it/s]
     79/499      4.32G    0.01909    0.01448   0.007569         81        640:   5%|5         | 2/40 [00:00<00:10,  3.56it/s]
     79/499      4.32G    0.01909    0.01448   0.007569         81        640:   8%|7         | 3/40 [00:00<00:11,  3.12it/s]
     79/499      4.32G    0.01901    0.01422   0.007224         76        640:   8%|7         | 3/40 [00:01<00:11,  3.12it/s]
     79/499      4.32G    0.01901    0.01422   0.007224         76        640:  10%|#         | 4/40 [00:01<00:10,  3.43it/s]
     79/499      4.32G    0.01871    0.01456   0.007071         95        640:  10%|#         | 4/40 [00:01<00:10,  3.43it/s]
     79/499      4.32G    0.01871    0.01456   0.007071         95        640:  12%|#2        | 5/40 [00:01<00:09,  3.56it/s]
     79/499      4.32G    0.01867    0.01473   0.006436         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.56it/s]
     79/499      4.32G    0.01867    0.01473   0.006436         82        640:  15%|#5        | 6/40 [00:01<00:09,  3.48it/s]
     79/499      4.32G    0.01845    0.01427   0.005985         61        640:  15%|#5        | 6/40 [00:01<00:09,  3.48it/s]
     79/499      4.32G    0.01845    0.01427   0.005985         61        640:  18%|#7        | 7/40 [00:01<00:09,  3.63it/s]
     79/499      4.32G    0.01864     0.0143   0.006014         75        640:  18%|#7        | 7/40 [00:02<00:09,  3.63it/s]
     79/499      4.32G    0.01864     0.0143   0.006014         75        640:  20%|##        | 8/40 [00:02<00:08,  3.68it/s]
     79/499      4.32G     0.0185    0.01424   0.006336         78        640:  20%|##        | 8/40 [00:02<00:08,  3.68it/s]
     79/499      4.32G     0.0185    0.01424   0.006336         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.57it/s]
     79/499      4.32G     0.0188     0.0144   0.006467         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.57it/s]
     79/499      4.32G     0.0188     0.0144   0.006467         76        640:  25%|##5       | 10/40 [00:02<00:08,  3.69it/s]
     79/499      4.32G    0.01891    0.01478   0.006467         86        640:  25%|##5       | 10/40 [00:03<00:08,  3.69it/s]
     79/499      4.32G    0.01891    0.01478   0.006467         86        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     79/499      4.32G     0.0188    0.01471   0.006212         66        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     79/499      4.32G     0.0188    0.01471   0.006212         66        640:  30%|###       | 12/40 [00:03<00:07,  3.59it/s]
     79/499      4.32G    0.01863    0.01439   0.006255         61        640:  30%|###       | 12/40 [00:03<00:07,  3.59it/s]
     79/499      4.32G    0.01863    0.01439   0.006255         61        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     79/499      4.32G     0.0186    0.01417   0.006343         66        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
     79/499      4.32G     0.0186    0.01417   0.006343         66        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     79/499      4.32G    0.01845    0.01429   0.006034         89        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     79/499      4.32G    0.01845    0.01429   0.006034         89        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
     79/499      4.32G    0.01828    0.01428   0.005859         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
     79/499      4.32G    0.01828    0.01428   0.005859         84        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     79/499      4.32G    0.01818    0.01427   0.006265         77        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     79/499      4.32G    0.01818    0.01427   0.006265         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     79/499      4.32G    0.01817    0.01442   0.006512         89        640:  42%|####2     | 17/40 [00:04<00:06,  3.75it/s]
     79/499      4.32G    0.01817    0.01442   0.006512         89        640:  45%|####5     | 18/40 [00:04<00:06,  3.61it/s]
     79/499      4.32G    0.01811    0.01435   0.006693         70        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
     79/499      4.32G    0.01811    0.01435   0.006693         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     79/499      4.32G    0.01811    0.01434   0.006503         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
     79/499      4.32G    0.01811    0.01434   0.006503         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     79/499      4.32G     0.0182    0.01431   0.006743         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     79/499      4.32G     0.0182    0.01431   0.006743         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.66it/s]
     79/499      4.32G    0.01829    0.01442   0.006967         80        640:  52%|#####2    | 21/40 [00:06<00:05,  3.66it/s]
     79/499      4.32G    0.01829    0.01442   0.006967         80        640:  55%|#####5    | 22/40 [00:06<00:04,  3.88it/s]
     79/499      4.32G    0.01822    0.01441   0.006965         77        640:  55%|#####5    | 22/40 [00:06<00:04,  3.88it/s]
     79/499      4.32G    0.01822    0.01441   0.006965         77        640:  57%|#####7    | 23/40 [00:06<00:04,  4.22it/s]
     79/499      4.32G    0.01819    0.01448   0.006974         82        640:  57%|#####7    | 23/40 [00:06<00:04,  4.22it/s]
     79/499      4.32G    0.01819    0.01448   0.006974         82        640:  60%|######    | 24/40 [00:06<00:03,  4.36it/s]
     79/499      4.32G    0.01812    0.01441   0.007329         70        640:  60%|######    | 24/40 [00:06<00:03,  4.36it/s]
     79/499      4.32G    0.01812    0.01441   0.007329         70        640:  62%|######2   | 25/40 [00:06<00:03,  4.63it/s]
     79/499      4.32G    0.01808    0.01439   0.007225         76        640:  62%|######2   | 25/40 [00:06<00:03,  4.63it/s]
     79/499      4.32G    0.01808    0.01439   0.007225         76        640:  65%|######5   | 26/40 [00:06<00:02,  4.84it/s]
     79/499      4.32G    0.01799    0.01445    0.00723         84        640:  65%|######5   | 26/40 [00:06<00:02,  4.84it/s]
     79/499      4.32G    0.01799    0.01445    0.00723         84        640:  68%|######7   | 27/40 [00:06<00:02,  4.81it/s]
     79/499      4.32G    0.01801    0.01439   0.007706         62        640:  68%|######7   | 27/40 [00:07<00:02,  4.81it/s]
     79/499      4.32G    0.01801    0.01439   0.007706         62        640:  70%|#######   | 28/40 [00:07<00:02,  4.99it/s]
     79/499      4.32G    0.01805    0.01439   0.007641         80        640:  70%|#######   | 28/40 [00:07<00:02,  4.99it/s]
     79/499      4.32G    0.01805    0.01439   0.007641         80        640:  72%|#######2  | 29/40 [00:07<00:02,  5.04it/s]
     79/499      4.32G    0.01811     0.0144   0.007601         72        640:  72%|#######2  | 29/40 [00:07<00:02,  5.04it/s]
     79/499      4.32G    0.01811     0.0144   0.007601         72        640:  75%|#######5  | 30/40 [00:07<00:02,  4.95it/s]
     79/499      4.32G    0.01812    0.01448   0.007492         82        640:  75%|#######5  | 30/40 [00:07<00:02,  4.95it/s]
     79/499      4.32G    0.01812    0.01448   0.007492         82        640:  78%|#######7  | 31/40 [00:07<00:01,  5.05it/s]
     79/499      4.32G    0.01814    0.01454   0.007422         86        640:  78%|#######7  | 31/40 [00:07<00:01,  5.05it/s]
     79/499      4.32G    0.01814    0.01454   0.007422         86        640:  80%|########  | 32/40 [00:07<00:01,  5.18it/s]
     79/499      4.32G     0.0182    0.01454    0.00747         77        640:  80%|########  | 32/40 [00:08<00:01,  5.18it/s]
     79/499      4.32G     0.0182    0.01454    0.00747         77        640:  82%|########2 | 33/40 [00:08<00:01,  4.81it/s]
     79/499      4.32G    0.01821    0.01457   0.007453         81        640:  82%|########2 | 33/40 [00:08<00:01,  4.81it/s]
     79/499      4.32G    0.01821    0.01457   0.007453         81        640:  85%|########5 | 34/40 [00:08<00:01,  4.50it/s]
     79/499      4.32G    0.01824    0.01452   0.007507         64        640:  85%|########5 | 34/40 [00:08<00:01,  4.50it/s]
     79/499      4.32G    0.01824    0.01452   0.007507         64        640:  88%|########7 | 35/40 [00:08<00:01,  4.21it/s]
     79/499      4.32G    0.01824    0.01459    0.00745         93        640:  88%|########7 | 35/40 [00:09<00:01,  4.21it/s]
     79/499      4.32G    0.01824    0.01459    0.00745         93        640:  90%|######### | 36/40 [00:09<00:01,  3.94it/s]
     79/499      4.32G    0.01828    0.01455   0.007435         65        640:  90%|######### | 36/40 [00:09<00:01,  3.94it/s]
     79/499      4.32G    0.01828    0.01455   0.007435         65        640:  92%|#########2| 37/40 [00:09<00:00,  3.95it/s]
     79/499      4.32G    0.01828    0.01455   0.007487         71        640:  92%|#########2| 37/40 [00:09<00:00,  3.95it/s]
     79/499      4.32G    0.01828    0.01455   0.007487         71        640:  95%|#########5| 38/40 [00:09<00:00,  3.86it/s]
     79/499      4.32G    0.01831    0.01454    0.00755         69        640:  95%|#########5| 38/40 [00:09<00:00,  3.86it/s]
     79/499      4.32G    0.01831    0.01454    0.00755         69        640:  98%|#########7| 39/40 [00:09<00:00,  3.71it/s]
     79/499      4.32G    0.01846    0.01466   0.007615         45        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
     79/499      4.32G    0.01846    0.01466   0.007615         45        640: 100%|##########| 40/40 [00:10<00:00,  3.56it/s]
     79/499      4.32G    0.01846    0.01466   0.007615         45        640: 100%|##########| 40/40 [00:10<00:00,  3.94it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.98it/s]
                   all        132        263      0.819      0.844      0.884      0.708

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     80/499      4.32G    0.02028     0.0132   0.008445         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
     80/499      4.32G    0.02028     0.0132   0.008445         58        640:   2%|2         | 1/40 [00:00<00:08,  4.56it/s]
     80/499      4.32G     0.0187    0.01364   0.007979         78        640:   2%|2         | 1/40 [00:00<00:08,  4.56it/s]
     80/499      4.32G     0.0187    0.01364   0.007979         78        640:   5%|5         | 2/40 [00:00<00:10,  3.77it/s]
     80/499      4.32G    0.01873    0.01408   0.008793         79        640:   5%|5         | 2/40 [00:00<00:10,  3.77it/s]
     80/499      4.32G    0.01873    0.01408   0.008793         79        640:   8%|7         | 3/40 [00:00<00:09,  3.88it/s]
     80/499      4.32G    0.01926    0.01412   0.007614         77        640:   8%|7         | 3/40 [00:01<00:09,  3.88it/s]
     80/499      4.32G    0.01926    0.01412   0.007614         77        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     80/499      4.32G    0.01949    0.01403   0.007615         69        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
     80/499      4.32G    0.01949    0.01403   0.007615         69        640:  12%|#2        | 5/40 [00:01<00:09,  3.60it/s]
     80/499      4.32G    0.01961    0.01418   0.007305         76        640:  12%|#2        | 5/40 [00:01<00:09,  3.60it/s]
     80/499      4.32G    0.01961    0.01418   0.007305         76        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     80/499      4.32G    0.01938    0.01439   0.007079         86        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     80/499      4.32G    0.01938    0.01439   0.007079         86        640:  18%|#7        | 7/40 [00:01<00:08,  3.76it/s]
     80/499      4.32G    0.01924    0.01413   0.006725         64        640:  18%|#7        | 7/40 [00:02<00:08,  3.76it/s]
     80/499      4.32G    0.01924    0.01413   0.006725         64        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     80/499      4.32G    0.01923    0.01391   0.006617         68        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     80/499      4.32G    0.01923    0.01391   0.006617         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     80/499      4.32G    0.01927    0.01414   0.006306         84        640:  22%|##2       | 9/40 [00:02<00:08,  3.75it/s]
     80/499      4.32G    0.01927    0.01414   0.006306         84        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     80/499      4.32G    0.01909     0.0139   0.006382         62        640:  25%|##5       | 10/40 [00:02<00:07,  3.75it/s]
     80/499      4.32G    0.01909     0.0139   0.006382         62        640:  28%|##7       | 11/40 [00:02<00:08,  3.58it/s]
     80/499      4.32G    0.01907    0.01377   0.006543         65        640:  28%|##7       | 11/40 [00:03<00:08,  3.58it/s]
     80/499      4.32G    0.01907    0.01377   0.006543         65        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     80/499      4.32G    0.01915    0.01441   0.006984        107        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     80/499      4.32G    0.01915    0.01441   0.006984        107        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     80/499      4.32G    0.01926    0.01452   0.007059         82        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     80/499      4.32G    0.01926    0.01452   0.007059         82        640:  35%|###5      | 14/40 [00:03<00:07,  3.59it/s]
     80/499      4.32G    0.01917    0.01447   0.006882         70        640:  35%|###5      | 14/40 [00:04<00:07,  3.59it/s]
     80/499      4.32G    0.01917    0.01447   0.006882         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.69it/s]
     80/499      4.32G    0.01928    0.01463   0.006961         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.69it/s]
     80/499      4.32G    0.01928    0.01463   0.006961         84        640:  40%|####      | 16/40 [00:04<00:06,  3.76it/s]
     80/499      4.32G    0.01913    0.01463   0.006797         83        640:  40%|####      | 16/40 [00:04<00:06,  3.76it/s]
     80/499      4.32G    0.01913    0.01463   0.006797         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     80/499      4.32G    0.01905    0.01451     0.0069         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.63it/s]
     80/499      4.32G    0.01905    0.01451     0.0069         63        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
     80/499      4.32G    0.01904    0.01454    0.00679         77        640:  45%|####5     | 18/40 [00:05<00:05,  3.74it/s]
     80/499      4.32G    0.01904    0.01454    0.00679         77        640:  48%|####7     | 19/40 [00:05<00:05,  3.76it/s]
     80/499      4.32G    0.01887     0.0145   0.006843         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.76it/s]
     80/499      4.32G    0.01887     0.0145   0.006843         82        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     80/499      4.32G    0.01894    0.01452   0.006979         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.61it/s]
     80/499      4.32G    0.01894    0.01452   0.006979         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.77it/s]
     80/499      4.32G    0.01894    0.01459    0.00695         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.77it/s]
     80/499      4.32G    0.01894    0.01459    0.00695         79        640:  55%|#####5    | 22/40 [00:05<00:04,  3.86it/s]
     80/499      4.32G    0.01886    0.01445   0.007157         61        640:  55%|#####5    | 22/40 [00:06<00:04,  3.86it/s]
     80/499      4.32G    0.01886    0.01445   0.007157         61        640:  57%|#####7    | 23/40 [00:06<00:04,  4.01it/s]
     80/499      4.32G    0.01887    0.01447   0.007069         76        640:  57%|#####7    | 23/40 [00:06<00:04,  4.01it/s]
     80/499      4.32G    0.01887    0.01447   0.007069         76        640:  60%|######    | 24/40 [00:06<00:03,  4.33it/s]
     80/499      4.32G    0.01877    0.01442   0.007345         66        640:  60%|######    | 24/40 [00:06<00:03,  4.33it/s]
     80/499      4.32G    0.01877    0.01442   0.007345         66        640:  62%|######2   | 25/40 [00:06<00:03,  4.59it/s]
     80/499      4.32G    0.01884    0.01439   0.007643         60        640:  62%|######2   | 25/40 [00:06<00:03,  4.59it/s]
     80/499      4.32G    0.01884    0.01439   0.007643         60        640:  65%|######5   | 26/40 [00:06<00:03,  4.62it/s]
     80/499      4.32G     0.0189    0.01434   0.007574         70        640:  65%|######5   | 26/40 [00:06<00:03,  4.62it/s]
     80/499      4.32G     0.0189    0.01434   0.007574         70        640:  68%|######7   | 27/40 [00:06<00:02,  4.64it/s]
     80/499      4.32G    0.01888    0.01437   0.007578         78        640:  68%|######7   | 27/40 [00:07<00:02,  4.64it/s]
     80/499      4.32G    0.01888    0.01437   0.007578         78        640:  70%|#######   | 28/40 [00:07<00:02,  4.80it/s]
     80/499      4.32G    0.01887    0.01441    0.00757         81        640:  70%|#######   | 28/40 [00:07<00:02,  4.80it/s]
     80/499      4.32G    0.01887    0.01441    0.00757         81        640:  72%|#######2  | 29/40 [00:07<00:02,  4.78it/s]
     80/499      4.32G    0.01884    0.01439   0.007732         75        640:  72%|#######2  | 29/40 [00:07<00:02,  4.78it/s]
     80/499      4.32G    0.01884    0.01439   0.007732         75        640:  75%|#######5  | 30/40 [00:07<00:02,  4.95it/s]
     80/499      4.32G    0.01881    0.01447   0.007643         92        640:  75%|#######5  | 30/40 [00:07<00:02,  4.95it/s]
     80/499      4.32G    0.01881    0.01447   0.007643         92        640:  78%|#######7  | 31/40 [00:07<00:01,  5.03it/s]
     80/499      4.32G    0.01884    0.01448   0.007649         72        640:  78%|#######7  | 31/40 [00:07<00:01,  5.03it/s]
     80/499      4.32G    0.01884    0.01448   0.007649         72        640:  80%|########  | 32/40 [00:07<00:01,  4.82it/s]
     80/499      4.32G    0.01882    0.01451   0.007661         76        640:  80%|########  | 32/40 [00:08<00:01,  4.82it/s]
     80/499      4.32G    0.01882    0.01451   0.007661         76        640:  82%|########2 | 33/40 [00:08<00:01,  4.49it/s]
     80/499      4.32G    0.01881    0.01452   0.007686         73        640:  82%|########2 | 33/40 [00:08<00:01,  4.49it/s]
     80/499      4.32G    0.01881    0.01452   0.007686         73        640:  85%|########5 | 34/40 [00:08<00:01,  4.20it/s]
     80/499      4.32G    0.01879    0.01464   0.007689         95        640:  85%|########5 | 34/40 [00:08<00:01,  4.20it/s]
     80/499      4.32G    0.01879    0.01464   0.007689         95        640:  88%|########7 | 35/40 [00:08<00:01,  3.89it/s]
     80/499      4.32G    0.01881    0.01463   0.007638         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.89it/s]
     80/499      4.32G    0.01881    0.01463   0.007638         71        640:  90%|######### | 36/40 [00:09<00:01,  3.93it/s]
     80/499      4.32G    0.01886    0.01461   0.007624         65        640:  90%|######### | 36/40 [00:09<00:01,  3.93it/s]
     80/499      4.32G    0.01886    0.01461   0.007624         65        640:  92%|#########2| 37/40 [00:09<00:00,  3.86it/s]
     80/499      4.32G    0.01886    0.01454   0.007579         59        640:  92%|#########2| 37/40 [00:09<00:00,  3.86it/s]
     80/499      4.32G    0.01886    0.01454   0.007579         59        640:  95%|#########5| 38/40 [00:09<00:00,  3.68it/s]
     80/499      4.32G     0.0189    0.01458    0.00749         77        640:  95%|#########5| 38/40 [00:09<00:00,  3.68it/s]
     80/499      4.32G     0.0189    0.01458    0.00749         77        640:  98%|#########7| 39/40 [00:09<00:00,  3.67it/s]
     80/499      4.32G     0.0189    0.01451   0.007412         34        640:  98%|#########7| 39/40 [00:10<00:00,  3.67it/s]
     80/499      4.32G     0.0189    0.01451   0.007412         34        640: 100%|##########| 40/40 [00:10<00:00,  3.68it/s]
     80/499      4.32G     0.0189    0.01451   0.007412         34        640: 100%|##########| 40/40 [00:10<00:00,  3.95it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.59it/s]
                   all        132        263      0.853      0.799      0.861      0.677

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     81/499      4.32G    0.01783    0.01507   0.009235         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
     81/499      4.32G    0.01783    0.01507   0.009235         82        640:   2%|2         | 1/40 [00:00<00:12,  3.23it/s]
     81/499      4.32G    0.01846    0.01505   0.008985         79        640:   2%|2         | 1/40 [00:00<00:12,  3.23it/s]
     81/499      4.32G    0.01846    0.01505   0.008985         79        640:   5%|5         | 2/40 [00:00<00:10,  3.47it/s]
     81/499      4.32G    0.01984    0.01492   0.009456         71        640:   5%|5         | 2/40 [00:00<00:10,  3.47it/s]
     81/499      4.32G    0.01984    0.01492   0.009456         71        640:   8%|7         | 3/40 [00:00<00:10,  3.56it/s]
     81/499      4.32G     0.0195    0.01574   0.009139         94        640:   8%|7         | 3/40 [00:01<00:10,  3.56it/s]
     81/499      4.32G     0.0195    0.01574   0.009139         94        640:  10%|#         | 4/40 [00:01<00:10,  3.48it/s]
     81/499      4.32G    0.01999    0.01525    0.01026         61        640:  10%|#         | 4/40 [00:01<00:10,  3.48it/s]
     81/499      4.32G    0.01999    0.01525    0.01026         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
     81/499      4.32G    0.01985    0.01475   0.009559         67        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
     81/499      4.32G    0.01985    0.01475   0.009559         67        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     81/499      4.32G    0.01998    0.01485   0.009394         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     81/499      4.32G    0.01998    0.01485   0.009394         73        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
     81/499      4.32G    0.02023    0.01487   0.009548         80        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
     81/499      4.32G    0.02023    0.01487   0.009548         80        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     81/499      4.32G    0.02002    0.01469   0.009585         70        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
     81/499      4.32G    0.02002    0.01469   0.009585         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
     81/499      4.32G    0.01995    0.01517   0.009307         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
     81/499      4.32G    0.01995    0.01517   0.009307         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     81/499      4.32G    0.01979    0.01498   0.009415         69        640:  25%|##5       | 10/40 [00:03<00:08,  3.62it/s]
     81/499      4.32G    0.01979    0.01498   0.009415         69        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     81/499      4.32G    0.01992    0.01508   0.009379         71        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     81/499      4.32G    0.01992    0.01508   0.009379         71        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
     81/499      4.32G    0.01981    0.01498   0.009168         74        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
     81/499      4.32G    0.01981    0.01498   0.009168         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.56it/s]
     81/499      4.32G    0.01985    0.01492   0.009079         69        640:  32%|###2      | 13/40 [00:03<00:07,  3.56it/s]
     81/499      4.32G    0.01985    0.01492   0.009079         69        640:  35%|###5      | 14/40 [00:03<00:07,  3.54it/s]
     81/499      4.32G    0.01981    0.01478   0.008995         66        640:  35%|###5      | 14/40 [00:04<00:07,  3.54it/s]
     81/499      4.32G    0.01981    0.01478   0.008995         66        640:  38%|###7      | 15/40 [00:04<00:07,  3.56it/s]
     81/499      4.32G    0.01972    0.01467   0.008821         68        640:  38%|###7      | 15/40 [00:04<00:07,  3.56it/s]
     81/499      4.32G    0.01972    0.01467   0.008821         68        640:  40%|####      | 16/40 [00:04<00:06,  3.50it/s]
     81/499      4.32G    0.01963    0.01466   0.009035         70        640:  40%|####      | 16/40 [00:04<00:06,  3.50it/s]
     81/499      4.32G    0.01963    0.01466   0.009035         70        640:  42%|####2     | 17/40 [00:04<00:06,  3.42it/s]
     81/499      4.32G    0.01955    0.01449   0.008992         59        640:  42%|####2     | 17/40 [00:05<00:06,  3.42it/s]
     81/499      4.32G    0.01955    0.01449   0.008992         59        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
     81/499      4.32G    0.01957    0.01458   0.008769         85        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
     81/499      4.32G    0.01957    0.01458   0.008769         85        640:  48%|####7     | 19/40 [00:05<00:05,  3.83it/s]
     81/499      4.32G    0.01952    0.01462   0.008653         84        640:  48%|####7     | 19/40 [00:05<00:05,  3.83it/s]
     81/499      4.32G    0.01952    0.01462   0.008653         84        640:  50%|#####     | 20/40 [00:05<00:04,  4.19it/s]
     81/499      4.32G    0.01962    0.01471   0.008678         83        640:  50%|#####     | 20/40 [00:05<00:04,  4.19it/s]
     81/499      4.32G    0.01962    0.01471   0.008678         83        640:  52%|#####2    | 21/40 [00:05<00:04,  4.44it/s]
     81/499      4.32G    0.01944     0.0146   0.008449         71        640:  52%|#####2    | 21/40 [00:05<00:04,  4.44it/s]
     81/499      4.32G    0.01944     0.0146   0.008449         71        640:  55%|#####5    | 22/40 [00:05<00:03,  4.51it/s]
     81/499      4.32G    0.01942    0.01473   0.008398         91        640:  55%|#####5    | 22/40 [00:06<00:03,  4.51it/s]
     81/499      4.32G    0.01942    0.01473   0.008398         91        640:  57%|#####7    | 23/40 [00:06<00:03,  4.73it/s]
     81/499      4.32G    0.01936    0.01501   0.008312        107        640:  57%|#####7    | 23/40 [00:06<00:03,  4.73it/s]
     81/499      4.32G    0.01936    0.01501   0.008312        107        640:  60%|######    | 24/40 [00:06<00:03,  4.91it/s]
     81/499      4.32G    0.01937    0.01492   0.008334         63        640:  60%|######    | 24/40 [00:06<00:03,  4.91it/s]
     81/499      4.32G    0.01937    0.01492   0.008334         63        640:  62%|######2   | 25/40 [00:06<00:03,  4.86it/s]
     81/499      4.32G    0.01938    0.01492   0.008442         69        640:  62%|######2   | 25/40 [00:06<00:03,  4.86it/s]
     81/499      4.32G    0.01938    0.01492   0.008442         69        640:  65%|######5   | 26/40 [00:06<00:02,  5.03it/s]
     81/499      4.32G    0.01928     0.0149   0.008215         80        640:  65%|######5   | 26/40 [00:06<00:02,  5.03it/s]
     81/499      4.32G    0.01928     0.0149   0.008215         80        640:  68%|######7   | 27/40 [00:06<00:02,  5.03it/s]
     81/499      4.32G    0.01922    0.01489   0.008162         74        640:  68%|######7   | 27/40 [00:07<00:02,  5.03it/s]
     81/499      4.32G    0.01922    0.01489   0.008162         74        640:  70%|#######   | 28/40 [00:07<00:02,  4.40it/s]
     81/499      4.32G    0.01913    0.01482    0.00799         66        640:  70%|#######   | 28/40 [00:07<00:02,  4.40it/s]
     81/499      4.32G    0.01913    0.01482    0.00799         66        640:  72%|#######2  | 29/40 [00:07<00:02,  4.28it/s]
     81/499      4.32G    0.01908    0.01487   0.008091         81        640:  72%|#######2  | 29/40 [00:07<00:02,  4.28it/s]
     81/499      4.32G    0.01908    0.01487   0.008091         81        640:  75%|#######5  | 30/40 [00:07<00:02,  4.05it/s]
     81/499      4.32G    0.01899    0.01475   0.007995         69        640:  75%|#######5  | 30/40 [00:07<00:02,  4.05it/s]
     81/499      4.32G    0.01899    0.01475   0.007995         69        640:  78%|#######7  | 31/40 [00:07<00:02,  3.80it/s]
     81/499      4.32G    0.01896     0.0149   0.007901         99        640:  78%|#######7  | 31/40 [00:08<00:02,  3.80it/s]
     81/499      4.32G    0.01896     0.0149   0.007901         99        640:  80%|########  | 32/40 [00:08<00:02,  3.89it/s]
     81/499      4.32G    0.01901    0.01507   0.007878        100        640:  80%|########  | 32/40 [00:08<00:02,  3.89it/s]
     81/499      4.32G    0.01901    0.01507   0.007878        100        640:  82%|########2 | 33/40 [00:08<00:01,  3.82it/s]
     81/499      4.32G    0.01897    0.01504   0.007726         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.82it/s]
     81/499      4.32G    0.01897    0.01504   0.007726         69        640:  85%|########5 | 34/40 [00:08<00:01,  3.67it/s]
     81/499      4.32G    0.01895    0.01508   0.007911         82        640:  85%|########5 | 34/40 [00:08<00:01,  3.67it/s]
     81/499      4.32G    0.01895    0.01508   0.007911         82        640:  88%|########7 | 35/40 [00:08<00:01,  3.78it/s]
     81/499      4.32G    0.01899    0.01509   0.007905         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.78it/s]
     81/499      4.32G    0.01899    0.01509   0.007905         76        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     81/499      4.32G    0.01898    0.01513   0.007785         84        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     81/499      4.32G    0.01898    0.01513   0.007785         84        640:  92%|#########2| 37/40 [00:09<00:00,  3.64it/s]
     81/499      4.32G    0.01896     0.0151    0.00787         75        640:  92%|#########2| 37/40 [00:09<00:00,  3.64it/s]
     81/499      4.32G    0.01896     0.0151    0.00787         75        640:  95%|#########5| 38/40 [00:09<00:00,  3.76it/s]
     81/499      4.32G    0.01893    0.01509   0.007781         66        640:  95%|#########5| 38/40 [00:10<00:00,  3.76it/s]
     81/499      4.32G    0.01893    0.01509   0.007781         66        640:  98%|#########7| 39/40 [00:10<00:00,  3.74it/s]
     81/499      4.32G    0.01893     0.0152   0.007853         55        640:  98%|#########7| 39/40 [00:10<00:00,  3.74it/s]
     81/499      4.32G    0.01893     0.0152   0.007853         55        640: 100%|##########| 40/40 [00:10<00:00,  3.64it/s]
     81/499      4.32G    0.01893     0.0152   0.007853         55        640: 100%|##########| 40/40 [00:10<00:00,  3.86it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                   all        132        263      0.778      0.854       0.86      0.672

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     82/499      4.32G    0.02222    0.01674   0.006375         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     82/499      4.32G    0.02222    0.01674   0.006375         75        640:   2%|2         | 1/40 [00:00<00:10,  3.63it/s]
     82/499      4.32G    0.01911    0.01635   0.006044         93        640:   2%|2         | 1/40 [00:00<00:10,  3.63it/s]
     82/499      4.32G    0.01911    0.01635   0.006044         93        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
     82/499      4.32G      0.019    0.01617   0.006175         78        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
     82/499      4.32G      0.019    0.01617   0.006175         78        640:   8%|7         | 3/40 [00:00<00:10,  3.51it/s]
     82/499      4.32G    0.01892    0.01567   0.006812         74        640:   8%|7         | 3/40 [00:01<00:10,  3.51it/s]
     82/499      4.32G    0.01892    0.01567   0.006812         74        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     82/499      4.32G    0.01953    0.01492   0.008125         53        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     82/499      4.32G    0.01953    0.01492   0.008125         53        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     82/499      4.32G    0.01953    0.01547   0.008092         88        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
     82/499      4.32G    0.01953    0.01547   0.008092         88        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
     82/499      4.32G     0.0195    0.01539   0.007886         78        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
     82/499      4.32G     0.0195    0.01539   0.007886         78        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     82/499      4.32G    0.01959    0.01506   0.007897         57        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     82/499      4.32G    0.01959    0.01506   0.007897         57        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     82/499      4.32G    0.01948    0.01514   0.007542         80        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     82/499      4.32G    0.01948    0.01514   0.007542         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     82/499      4.32G     0.0193    0.01501   0.007169         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     82/499      4.32G     0.0193    0.01501   0.007169         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     82/499      4.32G    0.01924    0.01494   0.006957         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     82/499      4.32G    0.01924    0.01494   0.006957         71        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
     82/499      4.32G    0.01942    0.01497    0.00745         73        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
     82/499      4.32G    0.01942    0.01497    0.00745         73        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
     82/499      4.32G    0.01952    0.01494   0.007984         68        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
     82/499      4.32G    0.01952    0.01494   0.007984         68        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     82/499      4.32G    0.01947    0.01497   0.007808         69        640:  32%|###2      | 13/40 [00:03<00:07,  3.75it/s]
     82/499      4.32G    0.01947    0.01497   0.007808         69        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
     82/499      4.32G    0.01948    0.01484   0.008123         61        640:  35%|###5      | 14/40 [00:04<00:06,  3.75it/s]
     82/499      4.32G    0.01948    0.01484   0.008123         61        640:  38%|###7      | 15/40 [00:04<00:06,  3.76it/s]
     82/499      4.32G    0.01939    0.01499   0.007827         87        640:  38%|###7      | 15/40 [00:04<00:06,  3.76it/s]
     82/499      4.32G    0.01939    0.01499   0.007827         87        640:  40%|####      | 16/40 [00:04<00:05,  4.08it/s]
     82/499      4.32G    0.01952    0.01515    0.00766         85        640:  40%|####      | 16/40 [00:04<00:05,  4.08it/s]
     82/499      4.32G    0.01952    0.01515    0.00766         85        640:  42%|####2     | 17/40 [00:04<00:05,  4.20it/s]
     82/499      4.32G    0.01945    0.01509   0.007579         71        640:  42%|####2     | 17/40 [00:04<00:05,  4.20it/s]
     82/499      4.32G    0.01945    0.01509   0.007579         71        640:  45%|####5     | 18/40 [00:04<00:05,  4.35it/s]
     82/499      4.32G    0.01932    0.01502   0.007452         81        640:  45%|####5     | 18/40 [00:04<00:05,  4.35it/s]
     82/499      4.32G    0.01932    0.01502   0.007452         81        640:  48%|####7     | 19/40 [00:04<00:04,  4.62it/s]
     82/499      4.32G    0.01924    0.01503   0.007338         76        640:  48%|####7     | 19/40 [00:05<00:04,  4.62it/s]
     82/499      4.32G    0.01924    0.01503   0.007338         76        640:  50%|#####     | 20/40 [00:05<00:04,  4.81it/s]
     82/499      4.32G    0.01933     0.0152   0.007416         85        640:  50%|#####     | 20/40 [00:05<00:04,  4.81it/s]
     82/499      4.32G    0.01933     0.0152   0.007416         85        640:  52%|#####2    | 21/40 [00:05<00:03,  4.78it/s]
     82/499      4.32G     0.0193    0.01527   0.007646         83        640:  52%|#####2    | 21/40 [00:05<00:03,  4.78it/s]
     82/499      4.32G     0.0193    0.01527   0.007646         83        640:  55%|#####5    | 22/40 [00:05<00:03,  4.92it/s]
     82/499      4.32G    0.01935    0.01531   0.007799         72        640:  55%|#####5    | 22/40 [00:05<00:03,  4.92it/s]
     82/499      4.32G    0.01935    0.01531   0.007799         72        640:  57%|#####7    | 23/40 [00:05<00:03,  5.05it/s]
     82/499      4.32G    0.01939    0.01528   0.007883         72        640:  57%|#####7    | 23/40 [00:05<00:03,  5.05it/s]
     82/499      4.32G    0.01939    0.01528   0.007883         72        640:  60%|######    | 24/40 [00:05<00:03,  4.83it/s]
     82/499      4.32G    0.01925    0.01514    0.00786         60        640:  60%|######    | 24/40 [00:06<00:03,  4.83it/s]
     82/499      4.32G    0.01925    0.01514    0.00786         60        640:  62%|######2   | 25/40 [00:06<00:03,  4.54it/s]
     82/499      4.32G     0.0192    0.01512   0.007822         75        640:  62%|######2   | 25/40 [00:06<00:03,  4.54it/s]
     82/499      4.32G     0.0192    0.01512   0.007822         75        640:  65%|######5   | 26/40 [00:06<00:03,  4.23it/s]
     82/499      4.32G    0.01921    0.01507   0.007847         69        640:  65%|######5   | 26/40 [00:06<00:03,  4.23it/s]
     82/499      4.32G    0.01921    0.01507   0.007847         69        640:  68%|######7   | 27/40 [00:06<00:03,  3.96it/s]
     82/499      4.32G    0.01925    0.01506   0.007769         76        640:  68%|######7   | 27/40 [00:06<00:03,  3.96it/s]
     82/499      4.32G    0.01925    0.01506   0.007769         76        640:  70%|#######   | 28/40 [00:06<00:03,  3.96it/s]
     82/499      4.32G    0.01925    0.01509   0.007729         85        640:  70%|#######   | 28/40 [00:07<00:03,  3.96it/s]
     82/499      4.32G    0.01925    0.01509   0.007729         85        640:  72%|#######2  | 29/40 [00:07<00:02,  3.86it/s]
     82/499      4.32G    0.01922     0.0151    0.00775         74        640:  72%|#######2  | 29/40 [00:07<00:02,  3.86it/s]
     82/499      4.32G    0.01922     0.0151    0.00775         74        640:  75%|#######5  | 30/40 [00:07<00:02,  3.70it/s]
     82/499      4.32G    0.01919    0.01514   0.007765         90        640:  75%|#######5  | 30/40 [00:07<00:02,  3.70it/s]
     82/499      4.32G    0.01919    0.01514   0.007765         90        640:  78%|#######7  | 31/40 [00:07<00:02,  3.80it/s]
     82/499      4.32G    0.01914    0.01506   0.007691         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.80it/s]
     82/499      4.32G    0.01914    0.01506   0.007691         69        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
     82/499      4.32G    0.01915      0.015   0.007668         69        640:  80%|########  | 32/40 [00:08<00:02,  3.76it/s]
     82/499      4.32G    0.01915      0.015   0.007668         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.64it/s]
     82/499      4.32G    0.01921      0.015   0.007607         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.64it/s]
     82/499      4.32G    0.01921      0.015   0.007607         70        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     82/499      4.32G    0.01917    0.01491   0.007582         61        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
     82/499      4.32G    0.01917    0.01491   0.007582         61        640:  88%|########7 | 35/40 [00:08<00:01,  3.72it/s]
     82/499      4.32G    0.01913    0.01491   0.007587         78        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     82/499      4.32G    0.01913    0.01491   0.007587         78        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     82/499      4.32G    0.01914    0.01482   0.007485         60        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     82/499      4.32G    0.01914    0.01482   0.007485         60        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     82/499      4.32G    0.01909    0.01482   0.007445         83        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     82/499      4.32G    0.01909    0.01482   0.007445         83        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     82/499      4.32G    0.01907    0.01479   0.007432         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     82/499      4.32G    0.01907    0.01479   0.007432         76        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
     82/499      4.32G    0.01902    0.01469   0.007381         30        640:  98%|#########7| 39/40 [00:10<00:00,  3.62it/s]
     82/499      4.32G    0.01902    0.01469   0.007381         30        640: 100%|##########| 40/40 [00:10<00:00,  3.81it/s]
     82/499      4.32G    0.01902    0.01469   0.007381         30        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.92it/s]
                   all        132        263      0.843       0.83      0.871      0.691

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     83/499      4.32G    0.02011    0.01717    0.00718         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
     83/499      4.32G    0.02011    0.01717    0.00718         84        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
     83/499      4.32G     0.0192    0.01501   0.007227         72        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
     83/499      4.32G     0.0192    0.01501   0.007227         72        640:   5%|5         | 2/40 [00:00<00:10,  3.74it/s]
     83/499      4.32G    0.01976    0.01578   0.006805         80        640:   5%|5         | 2/40 [00:00<00:10,  3.74it/s]
     83/499      4.32G    0.01976    0.01578   0.006805         80        640:   8%|7         | 3/40 [00:00<00:09,  3.90it/s]
     83/499      4.32G    0.01949    0.01567   0.006325         80        640:   8%|7         | 3/40 [00:01<00:09,  3.90it/s]
     83/499      4.32G    0.01949    0.01567   0.006325         80        640:  10%|#         | 4/40 [00:01<00:09,  3.86it/s]
     83/499      4.32G     0.0196    0.01487   0.007788         51        640:  10%|#         | 4/40 [00:01<00:09,  3.86it/s]
     83/499      4.32G     0.0196    0.01487   0.007788         51        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     83/499      4.32G    0.01949    0.01464   0.007708         68        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     83/499      4.32G    0.01949    0.01464   0.007708         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     83/499      4.32G    0.01966    0.01506   0.008377         83        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
     83/499      4.32G    0.01966    0.01506   0.008377         83        640:  18%|#7        | 7/40 [00:01<00:08,  3.72it/s]
     83/499      4.32G    0.01936    0.01487   0.008084         68        640:  18%|#7        | 7/40 [00:02<00:08,  3.72it/s]
     83/499      4.32G    0.01936    0.01487   0.008084         68        640:  20%|##        | 8/40 [00:02<00:08,  3.56it/s]
     83/499      4.32G    0.01964    0.01509    0.00776         77        640:  20%|##        | 8/40 [00:02<00:08,  3.56it/s]
     83/499      4.32G    0.01964    0.01509    0.00776         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     83/499      4.32G    0.01948     0.0151   0.007732         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     83/499      4.32G    0.01948     0.0151   0.007732         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     83/499      4.32G    0.01933    0.01508   0.007935         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     83/499      4.32G    0.01933    0.01508   0.007935         75        640:  28%|##7       | 11/40 [00:02<00:08,  3.57it/s]
     83/499      4.32G     0.0192    0.01487   0.007649         74        640:  28%|##7       | 11/40 [00:03<00:08,  3.57it/s]
     83/499      4.32G     0.0192    0.01487   0.007649         74        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     83/499      4.32G    0.01926     0.0151   0.007734         85        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     83/499      4.32G    0.01926     0.0151   0.007734         85        640:  32%|###2      | 13/40 [00:03<00:06,  3.88it/s]
     83/499      4.32G    0.01915    0.01508   0.007533         77        640:  32%|###2      | 13/40 [00:03<00:06,  3.88it/s]
     83/499      4.32G    0.01915    0.01508   0.007533         77        640:  35%|###5      | 14/40 [00:03<00:06,  4.06it/s]
     83/499      4.32G     0.0191    0.01503   0.007462         76        640:  35%|###5      | 14/40 [00:03<00:06,  4.06it/s]
     83/499      4.32G     0.0191    0.01503   0.007462         76        640:  38%|###7      | 15/40 [00:03<00:05,  4.36it/s]
     83/499      4.32G    0.01906     0.0149   0.007415         70        640:  38%|###7      | 15/40 [00:04<00:05,  4.36it/s]
     83/499      4.32G    0.01906     0.0149   0.007415         70        640:  40%|####      | 16/40 [00:04<00:05,  4.62it/s]
     83/499      4.32G    0.01902    0.01481    0.00728         79        640:  40%|####      | 16/40 [00:04<00:05,  4.62it/s]
     83/499      4.32G    0.01902    0.01481    0.00728         79        640:  42%|####2     | 17/40 [00:04<00:04,  4.68it/s]
     83/499      4.32G    0.01902    0.01491   0.007346         81        640:  42%|####2     | 17/40 [00:04<00:04,  4.68it/s]
     83/499      4.32G    0.01902    0.01491   0.007346         81        640:  45%|####5     | 18/40 [00:04<00:04,  4.67it/s]
     83/499      4.32G    0.01901    0.01504   0.007211         86        640:  45%|####5     | 18/40 [00:04<00:04,  4.67it/s]
     83/499      4.32G    0.01901    0.01504   0.007211         86        640:  48%|####7     | 19/40 [00:04<00:04,  4.85it/s]
     83/499      4.32G    0.01902    0.01484   0.007272         52        640:  48%|####7     | 19/40 [00:04<00:04,  4.85it/s]
     83/499      4.32G    0.01902    0.01484   0.007272         52        640:  50%|#####     | 20/40 [00:04<00:04,  4.75it/s]
     83/499      4.32G    0.01901    0.01492   0.007359         80        640:  50%|#####     | 20/40 [00:05<00:04,  4.75it/s]
     83/499      4.32G    0.01901    0.01492   0.007359         80        640:  52%|#####2    | 21/40 [00:05<00:03,  4.92it/s]
     83/499      4.32G    0.01908    0.01479   0.007379         60        640:  52%|#####2    | 21/40 [00:05<00:03,  4.92it/s]
     83/499      4.32G    0.01908    0.01479   0.007379         60        640:  55%|#####5    | 22/40 [00:05<00:03,  5.09it/s]
     83/499      4.32G      0.019    0.01464   0.007433         65        640:  55%|#####5    | 22/40 [00:05<00:03,  5.09it/s]
     83/499      4.32G      0.019    0.01464   0.007433         65        640:  57%|#####7    | 23/40 [00:05<00:03,  4.83it/s]
     83/499      4.32G    0.01895    0.01454    0.00737         62        640:  57%|#####7    | 23/40 [00:05<00:03,  4.83it/s]
     83/499      4.32G    0.01895    0.01454    0.00737         62        640:  60%|######    | 24/40 [00:05<00:03,  4.54it/s]
     83/499      4.32G    0.01892    0.01446   0.007267         67        640:  60%|######    | 24/40 [00:05<00:03,  4.54it/s]
     83/499      4.32G    0.01892    0.01446   0.007267         67        640:  62%|######2   | 25/40 [00:05<00:03,  4.28it/s]
     83/499      4.32G    0.01883    0.01433   0.007099         66        640:  62%|######2   | 25/40 [00:06<00:03,  4.28it/s]
     83/499      4.32G    0.01883    0.01433   0.007099         66        640:  65%|######5   | 26/40 [00:06<00:03,  3.99it/s]
     83/499      4.32G    0.01881    0.01424   0.006982         67        640:  65%|######5   | 26/40 [00:06<00:03,  3.99it/s]
     83/499      4.32G    0.01881    0.01424   0.006982         67        640:  68%|######7   | 27/40 [00:06<00:03,  3.98it/s]
     83/499      4.32G    0.01882    0.01417   0.007039         67        640:  68%|######7   | 27/40 [00:06<00:03,  3.98it/s]
     83/499      4.32G    0.01882    0.01417   0.007039         67        640:  70%|#######   | 28/40 [00:06<00:03,  3.91it/s]
     83/499      4.32G    0.01889    0.01417    0.00701         72        640:  70%|#######   | 28/40 [00:07<00:03,  3.91it/s]
     83/499      4.32G    0.01889    0.01417    0.00701         72        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     83/499      4.32G    0.01892    0.01424   0.006995         84        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     83/499      4.32G    0.01892    0.01424   0.006995         84        640:  75%|#######5  | 30/40 [00:07<00:02,  3.78it/s]
     83/499      4.32G    0.01895     0.0142   0.007017         67        640:  75%|#######5  | 30/40 [00:07<00:02,  3.78it/s]
     83/499      4.32G    0.01895     0.0142   0.007017         67        640:  78%|#######7  | 31/40 [00:07<00:02,  3.78it/s]
     83/499      4.32G    0.01895    0.01417   0.006976         68        640:  78%|#######7  | 31/40 [00:07<00:02,  3.78it/s]
     83/499      4.32G    0.01895    0.01417   0.006976         68        640:  80%|########  | 32/40 [00:07<00:02,  3.50it/s]
     83/499      4.32G    0.01889    0.01416   0.007007         74        640:  80%|########  | 32/40 [00:08<00:02,  3.50it/s]
     83/499      4.32G    0.01889    0.01416   0.007007         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     83/499      4.32G    0.01887     0.0142   0.007001         89        640:  82%|########2 | 33/40 [00:08<00:01,  3.63it/s]
     83/499      4.32G    0.01887     0.0142   0.007001         89        640:  85%|########5 | 34/40 [00:08<00:01,  3.67it/s]
     83/499      4.32G    0.01884    0.01433   0.007007         97        640:  85%|########5 | 34/40 [00:08<00:01,  3.67it/s]
     83/499      4.32G    0.01884    0.01433   0.007007         97        640:  88%|########7 | 35/40 [00:08<00:01,  3.57it/s]
     83/499      4.32G    0.01888    0.01433   0.006964         63        640:  88%|########7 | 35/40 [00:09<00:01,  3.57it/s]
     83/499      4.32G    0.01888    0.01433   0.006964         63        640:  90%|######### | 36/40 [00:09<00:01,  3.69it/s]
     83/499      4.32G    0.01885    0.01441   0.007009         87        640:  90%|######### | 36/40 [00:09<00:01,  3.69it/s]
     83/499      4.32G    0.01885    0.01441   0.007009         87        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
     83/499      4.32G    0.01886    0.01445   0.007184         76        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
     83/499      4.32G    0.01886    0.01445   0.007184         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.61it/s]
     83/499      4.32G    0.01884    0.01441   0.007197         67        640:  95%|#########5| 38/40 [00:09<00:00,  3.61it/s]
     83/499      4.32G    0.01884    0.01441   0.007197         67        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     83/499      4.32G    0.01882    0.01443   0.007289         37        640:  98%|#########7| 39/40 [00:10<00:00,  3.72it/s]
     83/499      4.32G    0.01882    0.01443   0.007289         37        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]
     83/499      4.32G    0.01882    0.01443   0.007289         37        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.88it/s]
                   all        132        263      0.835      0.899      0.903      0.715

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     84/499      4.32G    0.02036    0.01199   0.004201         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
     84/499      4.32G    0.02036    0.01199   0.004201         61        640:   2%|2         | 1/40 [00:00<00:11,  3.27it/s]
     84/499      4.32G    0.02021    0.01346   0.005319         82        640:   2%|2         | 1/40 [00:00<00:11,  3.27it/s]
     84/499      4.32G    0.02021    0.01346   0.005319         82        640:   5%|5         | 2/40 [00:00<00:10,  3.54it/s]
     84/499      4.32G    0.01987    0.01337   0.007241         69        640:   5%|5         | 2/40 [00:00<00:10,  3.54it/s]
     84/499      4.32G    0.01987    0.01337   0.007241         69        640:   8%|7         | 3/40 [00:00<00:10,  3.62it/s]
     84/499      4.32G    0.02006    0.01363   0.006811         71        640:   8%|7         | 3/40 [00:01<00:10,  3.62it/s]
     84/499      4.32G    0.02006    0.01363   0.006811         71        640:  10%|#         | 4/40 [00:01<00:10,  3.52it/s]
     84/499      4.32G    0.01974    0.01352   0.006545         68        640:  10%|#         | 4/40 [00:01<00:10,  3.52it/s]
     84/499      4.32G    0.01974    0.01352   0.006545         68        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     84/499      4.32G    0.01967    0.01357   0.007172         67        640:  12%|#2        | 5/40 [00:01<00:09,  3.67it/s]
     84/499      4.32G    0.01967    0.01357   0.007172         67        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     84/499      4.32G    0.01963    0.01356   0.007947         69        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     84/499      4.32G    0.01963    0.01356   0.007947         69        640:  18%|#7        | 7/40 [00:01<00:09,  3.57it/s]
     84/499      4.32G    0.01968    0.01367   0.007985         71        640:  18%|#7        | 7/40 [00:02<00:09,  3.57it/s]
     84/499      4.32G    0.01968    0.01367   0.007985         71        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     84/499      4.32G    0.01986     0.0136   0.007864         62        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
     84/499      4.32G    0.01986     0.0136   0.007864         62        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     84/499      4.32G    0.01982    0.01374   0.007471         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     84/499      4.32G    0.01982    0.01374   0.007471         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.66it/s]
     84/499      4.32G    0.01978    0.01377   0.007195         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.66it/s]
     84/499      4.32G    0.01978    0.01377   0.007195         75        640:  28%|##7       | 11/40 [00:02<00:07,  3.82it/s]
     84/499      4.32G     0.0196    0.01343   0.007052         54        640:  28%|##7       | 11/40 [00:03<00:07,  3.82it/s]
     84/499      4.32G     0.0196    0.01343   0.007052         54        640:  30%|###       | 12/40 [00:03<00:06,  4.18it/s]
     84/499      4.32G    0.01965    0.01363   0.007202         70        640:  30%|###       | 12/40 [00:03<00:06,  4.18it/s]
     84/499      4.32G    0.01965    0.01363   0.007202         70        640:  32%|###2      | 13/40 [00:03<00:06,  4.30it/s]
     84/499      4.32G    0.01956    0.01378   0.007103         81        640:  32%|###2      | 13/40 [00:03<00:06,  4.30it/s]
     84/499      4.32G    0.01956    0.01378   0.007103         81        640:  35%|###5      | 14/40 [00:03<00:05,  4.53it/s]
     84/499      4.32G    0.01978    0.01389    0.00693         61        640:  35%|###5      | 14/40 [00:03<00:05,  4.53it/s]
     84/499      4.32G    0.01978    0.01389    0.00693         61        640:  38%|###7      | 15/40 [00:03<00:05,  4.75it/s]
     84/499      4.32G     0.0198    0.01377   0.006705         59        640:  38%|###7      | 15/40 [00:03<00:05,  4.75it/s]
     84/499      4.32G     0.0198    0.01377   0.006705         59        640:  40%|####      | 16/40 [00:03<00:05,  4.73it/s]
     84/499      4.32G    0.01976    0.01385   0.006509         70        640:  40%|####      | 16/40 [00:04<00:05,  4.73it/s]
     84/499      4.32G    0.01976    0.01385   0.006509         70        640:  42%|####2     | 17/40 [00:04<00:04,  4.91it/s]
     84/499      4.32G    0.01966     0.0139   0.006288         76        640:  42%|####2     | 17/40 [00:04<00:04,  4.91it/s]
     84/499      4.32G    0.01966     0.0139   0.006288         76        640:  45%|####5     | 18/40 [00:04<00:04,  5.05it/s]
     84/499      4.32G     0.0196      0.014   0.006262         83        640:  45%|####5     | 18/40 [00:04<00:04,  5.05it/s]
     84/499      4.32G     0.0196      0.014   0.006262         83        640:  48%|####7     | 19/40 [00:04<00:04,  4.90it/s]
     84/499      4.32G    0.01945    0.01405   0.006256         84        640:  48%|####7     | 19/40 [00:04<00:04,  4.90it/s]
     84/499      4.32G    0.01945    0.01405   0.006256         84        640:  50%|#####     | 20/40 [00:04<00:03,  5.05it/s]
     84/499      4.32G    0.01945    0.01398    0.00657         63        640:  50%|#####     | 20/40 [00:04<00:03,  5.05it/s]
     84/499      4.32G    0.01945    0.01398    0.00657         63        640:  52%|#####2    | 21/40 [00:04<00:03,  4.98it/s]
     84/499      4.32G    0.01951    0.01399   0.006489         71        640:  52%|#####2    | 21/40 [00:05<00:03,  4.98it/s]
     84/499      4.32G    0.01951    0.01399   0.006489         71        640:  55%|#####5    | 22/40 [00:05<00:04,  4.38it/s]
     84/499      4.32G    0.01949    0.01395   0.006411         70        640:  55%|#####5    | 22/40 [00:05<00:04,  4.38it/s]
     84/499      4.32G    0.01949    0.01395   0.006411         70        640:  57%|#####7    | 23/40 [00:05<00:04,  4.25it/s]
     84/499      4.32G    0.01937    0.01381   0.006317         63        640:  57%|#####7    | 23/40 [00:05<00:04,  4.25it/s]
     84/499      4.32G    0.01937    0.01381   0.006317         63        640:  60%|######    | 24/40 [00:05<00:03,  4.05it/s]
     84/499      4.32G    0.01948     0.0138    0.00656         70        640:  60%|######    | 24/40 [00:06<00:03,  4.05it/s]
     84/499      4.32G    0.01948     0.0138    0.00656         70        640:  62%|######2   | 25/40 [00:06<00:03,  3.83it/s]
     84/499      4.32G     0.0195    0.01378   0.006661         66        640:  62%|######2   | 25/40 [00:06<00:03,  3.83it/s]
     84/499      4.32G     0.0195    0.01378   0.006661         66        640:  65%|######5   | 26/40 [00:06<00:03,  3.90it/s]
     84/499      4.32G    0.01957     0.0137   0.006608         58        640:  65%|######5   | 26/40 [00:06<00:03,  3.90it/s]
     84/499      4.32G    0.01957     0.0137   0.006608         58        640:  68%|######7   | 27/40 [00:06<00:03,  3.83it/s]
     84/499      4.32G    0.01952    0.01358    0.00676         56        640:  68%|######7   | 27/40 [00:06<00:03,  3.83it/s]
     84/499      4.32G    0.01952    0.01358    0.00676         56        640:  70%|#######   | 28/40 [00:06<00:03,  3.68it/s]
     84/499      4.32G    0.01957    0.01361   0.006747         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.68it/s]
     84/499      4.32G    0.01957    0.01361   0.006747         69        640:  72%|#######2  | 29/40 [00:07<00:02,  3.80it/s]
     84/499      4.32G    0.01947    0.01361    0.00659         76        640:  72%|#######2  | 29/40 [00:07<00:02,  3.80it/s]
     84/499      4.32G    0.01947    0.01361    0.00659         76        640:  75%|#######5  | 30/40 [00:07<00:02,  3.59it/s]
     84/499      4.32G    0.01943    0.01357   0.006475         71        640:  75%|#######5  | 30/40 [00:07<00:02,  3.59it/s]
     84/499      4.32G    0.01943    0.01357   0.006475         71        640:  78%|#######7  | 31/40 [00:07<00:02,  3.52it/s]
     84/499      4.32G     0.0194    0.01364   0.006543         81        640:  78%|#######7  | 31/40 [00:07<00:02,  3.52it/s]
     84/499      4.32G     0.0194    0.01364   0.006543         81        640:  80%|########  | 32/40 [00:07<00:02,  3.67it/s]
     84/499      4.32G    0.01942     0.0138    0.00652         91        640:  80%|########  | 32/40 [00:08<00:02,  3.67it/s]
     84/499      4.32G    0.01942     0.0138    0.00652         91        640:  82%|########2 | 33/40 [00:08<00:01,  3.67it/s]
     84/499      4.32G    0.01948    0.01384    0.00662         67        640:  82%|########2 | 33/40 [00:08<00:01,  3.67it/s]
     84/499      4.32G    0.01948    0.01384    0.00662         67        640:  85%|########5 | 34/40 [00:08<00:01,  3.55it/s]
     84/499      4.32G    0.01951    0.01384   0.006541         71        640:  85%|########5 | 34/40 [00:08<00:01,  3.55it/s]
     84/499      4.32G    0.01951    0.01384   0.006541         71        640:  88%|########7 | 35/40 [00:08<00:01,  3.73it/s]
     84/499      4.32G    0.01956    0.01386    0.00656         72        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
     84/499      4.32G    0.01956    0.01386    0.00656         72        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
     84/499      4.32G    0.01959    0.01398   0.006617         91        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
     84/499      4.32G    0.01959    0.01398   0.006617         91        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
     84/499      4.32G    0.01961    0.01399    0.00673         68        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
     84/499      4.32G    0.01961    0.01399    0.00673         68        640:  95%|#########5| 38/40 [00:09<00:00,  3.75it/s]
     84/499      4.32G    0.01961      0.014   0.006762         68        640:  95%|#########5| 38/40 [00:09<00:00,  3.75it/s]
     84/499      4.32G    0.01961      0.014   0.006762         68        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     84/499      4.32G    0.01956    0.01401   0.006681         39        640:  98%|#########7| 39/40 [00:10<00:00,  3.72it/s]
     84/499      4.32G    0.01956    0.01401   0.006681         39        640: 100%|##########| 40/40 [00:10<00:00,  3.67it/s]
     84/499      4.32G    0.01956    0.01401   0.006681         39        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.01it/s]
                   all        132        263      0.891      0.815      0.881      0.697

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     85/499      4.32G    0.01965    0.01348   0.008256         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
     85/499      4.32G    0.01965    0.01348   0.008256         66        640:   2%|2         | 1/40 [00:00<00:09,  3.97it/s]
     85/499      4.32G    0.01992    0.01429   0.009687         74        640:   2%|2         | 1/40 [00:00<00:09,  3.97it/s]
     85/499      4.32G    0.01992    0.01429   0.009687         74        640:   5%|5         | 2/40 [00:00<00:09,  3.82it/s]
     85/499      4.32G    0.02091    0.01523   0.008686         88        640:   5%|5         | 2/40 [00:00<00:09,  3.82it/s]
     85/499      4.32G    0.02091    0.01523   0.008686         88        640:   8%|7         | 3/40 [00:00<00:10,  3.57it/s]
     85/499      4.32G    0.02018    0.01498   0.008342         81        640:   8%|7         | 3/40 [00:01<00:10,  3.57it/s]
     85/499      4.32G    0.02018    0.01498   0.008342         81        640:  10%|#         | 4/40 [00:01<00:09,  3.76it/s]
     85/499      4.32G    0.01992    0.01413   0.009026         60        640:  10%|#         | 4/40 [00:01<00:09,  3.76it/s]
     85/499      4.32G    0.01992    0.01413   0.009026         60        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     85/499      4.32G    0.01994    0.01401   0.008423         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.77it/s]
     85/499      4.32G    0.01994    0.01401   0.008423         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
     85/499      4.32G    0.01971    0.01399   0.007984         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
     85/499      4.32G    0.01971    0.01399   0.007984         71        640:  18%|#7        | 7/40 [00:01<00:09,  3.64it/s]
     85/499      4.32G    0.01951    0.01416   0.007627         81        640:  18%|#7        | 7/40 [00:02<00:09,  3.64it/s]
     85/499      4.32G    0.01951    0.01416   0.007627         81        640:  20%|##        | 8/40 [00:02<00:09,  3.53it/s]
     85/499      4.32G    0.01934    0.01376   0.007847         58        640:  20%|##        | 8/40 [00:02<00:09,  3.53it/s]
     85/499      4.32G    0.01934    0.01376   0.007847         58        640:  22%|##2       | 9/40 [00:02<00:08,  3.51it/s]
     85/499      4.32G    0.01945    0.01391   0.007621         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.51it/s]
     85/499      4.32G    0.01945    0.01391   0.007621         79        640:  25%|##5       | 10/40 [00:02<00:07,  3.76it/s]
     85/499      4.32G    0.01936    0.01426   0.007311         93        640:  25%|##5       | 10/40 [00:02<00:07,  3.76it/s]
     85/499      4.32G    0.01936    0.01426   0.007311         93        640:  28%|##7       | 11/40 [00:02<00:07,  4.11it/s]
     85/499      4.32G    0.01952    0.01432   0.006988         70        640:  28%|##7       | 11/40 [00:03<00:07,  4.11it/s]
     85/499      4.32G    0.01952    0.01432   0.006988         70        640:  30%|###       | 12/40 [00:03<00:06,  4.25it/s]
     85/499      4.32G    0.01958    0.01448   0.006954         79        640:  30%|###       | 12/40 [00:03<00:06,  4.25it/s]
     85/499      4.32G    0.01958    0.01448   0.006954         79        640:  32%|###2      | 13/40 [00:03<00:05,  4.55it/s]
     85/499      4.32G    0.01955    0.01444   0.006898         70        640:  32%|###2      | 13/40 [00:03<00:05,  4.55it/s]
     85/499      4.32G    0.01955    0.01444   0.006898         70        640:  35%|###5      | 14/40 [00:03<00:05,  4.72it/s]
     85/499      4.32G    0.01947    0.01456   0.006788         92        640:  35%|###5      | 14/40 [00:03<00:05,  4.72it/s]
     85/499      4.32G    0.01947    0.01456   0.006788         92        640:  38%|###7      | 15/40 [00:03<00:05,  4.72it/s]
     85/499      4.32G    0.01933    0.01445   0.006645         63        640:  38%|###7      | 15/40 [00:03<00:05,  4.72it/s]
     85/499      4.32G    0.01933    0.01445   0.006645         63        640:  40%|####      | 16/40 [00:03<00:04,  4.84it/s]
     85/499      4.32G    0.01936     0.0145   0.006663         77        640:  40%|####      | 16/40 [00:04<00:04,  4.84it/s]
     85/499      4.32G    0.01936     0.0145   0.006663         77        640:  42%|####2     | 17/40 [00:04<00:04,  4.68it/s]
     85/499      4.32G    0.01936    0.01443   0.006609         71        640:  42%|####2     | 17/40 [00:04<00:04,  4.68it/s]
     85/499      4.32G    0.01936    0.01443   0.006609         71        640:  45%|####5     | 18/40 [00:04<00:04,  4.66it/s]
     85/499      4.32G    0.01946    0.01451   0.006601         82        640:  45%|####5     | 18/40 [00:04<00:04,  4.66it/s]
     85/499      4.32G    0.01946    0.01451   0.006601         82        640:  48%|####7     | 19/40 [00:04<00:04,  4.82it/s]
     85/499      4.32G    0.01948    0.01447   0.006806         74        640:  48%|####7     | 19/40 [00:04<00:04,  4.82it/s]
     85/499      4.32G    0.01948    0.01447   0.006806         74        640:  50%|#####     | 20/40 [00:04<00:04,  4.99it/s]
     85/499      4.32G    0.01966    0.01454   0.007205         67        640:  50%|#####     | 20/40 [00:04<00:04,  4.99it/s]
     85/499      4.32G    0.01966    0.01454   0.007205         67        640:  52%|#####2    | 21/40 [00:04<00:03,  4.83it/s]
     85/499      4.32G    0.01957    0.01456   0.007024         77        640:  52%|#####2    | 21/40 [00:05<00:03,  4.83it/s]
     85/499      4.32G    0.01957    0.01456   0.007024         77        640:  55%|#####5    | 22/40 [00:05<00:03,  4.54it/s]
     85/499      4.32G    0.01951    0.01456   0.007105         74        640:  55%|#####5    | 22/40 [00:05<00:03,  4.54it/s]
     85/499      4.32G    0.01951    0.01456   0.007105         74        640:  57%|#####7    | 23/40 [00:05<00:04,  4.23it/s]
     85/499      4.32G    0.01955    0.01447    0.00714         69        640:  57%|#####7    | 23/40 [00:05<00:04,  4.23it/s]
     85/499      4.32G    0.01955    0.01447    0.00714         69        640:  60%|######    | 24/40 [00:05<00:04,  3.92it/s]
     85/499      4.32G     0.0195    0.01441   0.007238         74        640:  60%|######    | 24/40 [00:06<00:04,  3.92it/s]
     85/499      4.32G     0.0195    0.01441   0.007238         74        640:  62%|######2   | 25/40 [00:06<00:03,  3.98it/s]
     85/499      4.32G    0.01953     0.0144   0.007175         62        640:  62%|######2   | 25/40 [00:06<00:03,  3.98it/s]
     85/499      4.32G    0.01953     0.0144   0.007175         62        640:  65%|######5   | 26/40 [00:06<00:03,  3.87it/s]
     85/499      4.32G    0.01943    0.01434      0.007         71        640:  65%|######5   | 26/40 [00:06<00:03,  3.87it/s]
     85/499      4.32G    0.01943    0.01434      0.007         71        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
     85/499      4.32G    0.01936    0.01447   0.006954         94        640:  68%|######7   | 27/40 [00:06<00:03,  3.74it/s]
     85/499      4.32G    0.01936    0.01447   0.006954         94        640:  70%|#######   | 28/40 [00:06<00:03,  3.81it/s]
     85/499      4.32G    0.01928    0.01437    0.00688         61        640:  70%|#######   | 28/40 [00:07<00:03,  3.81it/s]
     85/499      4.32G    0.01928    0.01437    0.00688         61        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     85/499      4.32G    0.01924    0.01434   0.006857         70        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
     85/499      4.32G    0.01924    0.01434   0.006857         70        640:  75%|#######5  | 30/40 [00:07<00:02,  3.66it/s]
     85/499      4.32G    0.01923    0.01447    0.00687        103        640:  75%|#######5  | 30/40 [00:07<00:02,  3.66it/s]
     85/499      4.32G    0.01923    0.01447    0.00687        103        640:  78%|#######7  | 31/40 [00:07<00:02,  3.76it/s]
     85/499      4.32G    0.01924    0.01434   0.006813         58        640:  78%|#######7  | 31/40 [00:07<00:02,  3.76it/s]
     85/499      4.32G    0.01924    0.01434   0.006813         58        640:  80%|########  | 32/40 [00:07<00:02,  3.73it/s]
     85/499      4.32G    0.01917    0.01438   0.006754         81        640:  80%|########  | 32/40 [00:08<00:02,  3.73it/s]
     85/499      4.32G    0.01917    0.01438   0.006754         81        640:  82%|########2 | 33/40 [00:08<00:01,  3.66it/s]
     85/499      4.32G    0.01914    0.01438   0.006747         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.66it/s]
     85/499      4.32G    0.01914    0.01438   0.006747         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
     85/499      4.32G    0.01911     0.0144   0.006802         81        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
     85/499      4.32G    0.01911     0.0144   0.006802         81        640:  88%|########7 | 35/40 [00:08<00:01,  3.72it/s]
     85/499      4.32G    0.01912    0.01445   0.006833         85        640:  88%|########7 | 35/40 [00:09<00:01,  3.72it/s]
     85/499      4.32G    0.01912    0.01445   0.006833         85        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
     85/499      4.32G    0.01914    0.01453   0.006818         74        640:  90%|######### | 36/40 [00:09<00:01,  3.61it/s]
     85/499      4.32G    0.01914    0.01453   0.006818         74        640:  92%|#########2| 37/40 [00:09<00:00,  3.75it/s]
     85/499      4.32G    0.01919    0.01458   0.006897         81        640:  92%|#########2| 37/40 [00:09<00:00,  3.75it/s]
     85/499      4.32G    0.01919    0.01458   0.006897         81        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     85/499      4.32G    0.01922    0.01459   0.006905         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     85/499      4.32G    0.01922    0.01459   0.006905         76        640:  98%|#########7| 39/40 [00:09<00:00,  3.61it/s]
     85/499      4.32G    0.01919     0.0146    0.00683         36        640:  98%|#########7| 39/40 [00:10<00:00,  3.61it/s]
     85/499      4.32G    0.01919     0.0146    0.00683         36        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]
     85/499      4.32G    0.01919     0.0146    0.00683         36        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.80it/s]
                   all        132        263      0.841      0.835      0.858      0.686

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     86/499      4.32G    0.02017    0.01794   0.005816         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
     86/499      4.32G    0.02017    0.01794   0.005816         88        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     86/499      4.32G    0.01998    0.01747   0.008677         85        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     86/499      4.32G    0.01998    0.01747   0.008677         85        640:   5%|5         | 2/40 [00:00<00:09,  3.82it/s]
     86/499      4.32G    0.01968    0.01561   0.007186         60        640:   5%|5         | 2/40 [00:00<00:09,  3.82it/s]
     86/499      4.32G    0.01968    0.01561   0.007186         60        640:   8%|7         | 3/40 [00:00<00:09,  3.96it/s]
     86/499      4.32G    0.01968    0.01466   0.006924         62        640:   8%|7         | 3/40 [00:01<00:09,  3.96it/s]
     86/499      4.32G    0.01968    0.01466   0.006924         62        640:  10%|#         | 4/40 [00:01<00:09,  3.83it/s]
     86/499      4.32G    0.01913    0.01506   0.006816         91        640:  10%|#         | 4/40 [00:01<00:09,  3.83it/s]
     86/499      4.32G    0.01913    0.01506   0.006816         91        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     86/499      4.32G    0.01917    0.01511   0.007342         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.66it/s]
     86/499      4.32G    0.01917    0.01511   0.007342         80        640:  15%|#5        | 6/40 [00:01<00:08,  3.79it/s]
     86/499      4.32G    0.01895     0.0148   0.006967         76        640:  15%|#5        | 6/40 [00:01<00:08,  3.79it/s]
     86/499      4.32G    0.01895     0.0148   0.006967         76        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     86/499      4.32G    0.01883    0.01461   0.007158         68        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     86/499      4.32G    0.01883    0.01461   0.007158         68        640:  20%|##        | 8/40 [00:02<00:08,  3.67it/s]
     86/499      4.32G    0.01885    0.01471   0.007128         86        640:  20%|##        | 8/40 [00:02<00:08,  3.67it/s]
     86/499      4.32G    0.01885    0.01471   0.007128         86        640:  22%|##2       | 9/40 [00:02<00:07,  3.88it/s]
     86/499      4.32G     0.0187    0.01454   0.006778         72        640:  22%|##2       | 9/40 [00:02<00:07,  3.88it/s]
     86/499      4.32G     0.0187    0.01454   0.006778         72        640:  25%|##5       | 10/40 [00:02<00:07,  4.24it/s]
     86/499      4.32G    0.01886    0.01455    0.00662         69        640:  25%|##5       | 10/40 [00:02<00:07,  4.24it/s]
     86/499      4.32G    0.01886    0.01455    0.00662         69        640:  28%|##7       | 11/40 [00:02<00:06,  4.37it/s]
     86/499      4.32G    0.01871     0.0144   0.006316         67        640:  28%|##7       | 11/40 [00:02<00:06,  4.37it/s]
     86/499      4.32G    0.01871     0.0144   0.006316         67        640:  30%|###       | 12/40 [00:02<00:06,  4.61it/s]
     86/499      4.32G    0.01862    0.01437   0.006175         76        640:  30%|###       | 12/40 [00:03<00:06,  4.61it/s]
     86/499      4.32G    0.01862    0.01437   0.006175         76        640:  32%|###2      | 13/40 [00:03<00:05,  4.82it/s]
     86/499      4.32G    0.01861    0.01422   0.006389         65        640:  32%|###2      | 13/40 [00:03<00:05,  4.82it/s]
     86/499      4.32G    0.01861    0.01422   0.006389         65        640:  35%|###5      | 14/40 [00:03<00:05,  4.78it/s]
     86/499      4.32G    0.01871    0.01445   0.006301         92        640:  35%|###5      | 14/40 [00:03<00:05,  4.78it/s]
     86/499      4.32G    0.01871    0.01445   0.006301         92        640:  38%|###7      | 15/40 [00:03<00:05,  4.94it/s]
     86/499      4.32G    0.01864    0.01457   0.006232         86        640:  38%|###7      | 15/40 [00:03<00:05,  4.94it/s]
     86/499      4.32G    0.01864    0.01457   0.006232         86        640:  40%|####      | 16/40 [00:03<00:04,  4.98it/s]
     86/499      4.32G    0.01861    0.01463   0.006477         85        640:  40%|####      | 16/40 [00:03<00:04,  4.98it/s]
     86/499      4.32G    0.01861    0.01463   0.006477         85        640:  42%|####2     | 17/40 [00:03<00:04,  4.92it/s]
     86/499      4.32G    0.01864    0.01464   0.006401         76        640:  42%|####2     | 17/40 [00:04<00:04,  4.92it/s]
     86/499      4.32G    0.01864    0.01464   0.006401         76        640:  45%|####5     | 18/40 [00:04<00:04,  5.02it/s]
     86/499      4.32G    0.01857    0.01449   0.006422         60        640:  45%|####5     | 18/40 [00:04<00:04,  5.02it/s]
     86/499      4.32G    0.01857    0.01449   0.006422         60        640:  48%|####7     | 19/40 [00:04<00:04,  5.16it/s]
     86/499      4.32G    0.01856    0.01445   0.006384         75        640:  48%|####7     | 19/40 [00:04<00:04,  5.16it/s]
     86/499      4.32G    0.01856    0.01445   0.006384         75        640:  50%|#####     | 20/40 [00:04<00:04,  4.82it/s]
     86/499      4.32G    0.01854    0.01445   0.006494         85        640:  50%|#####     | 20/40 [00:04<00:04,  4.82it/s]
     86/499      4.32G    0.01854    0.01445   0.006494         85        640:  52%|#####2    | 21/40 [00:04<00:04,  4.46it/s]
     86/499      4.32G    0.01858    0.01445   0.006696         74        640:  52%|#####2    | 21/40 [00:05<00:04,  4.46it/s]
     86/499      4.32G    0.01858    0.01445   0.006696         74        640:  55%|#####5    | 22/40 [00:05<00:04,  4.23it/s]
     86/499      4.32G     0.0185    0.01441   0.006598         77        640:  55%|#####5    | 22/40 [00:05<00:04,  4.23it/s]
     86/499      4.32G     0.0185    0.01441   0.006598         77        640:  57%|#####7    | 23/40 [00:05<00:04,  3.95it/s]
     86/499      4.32G    0.01851     0.0145   0.006593         83        640:  57%|#####7    | 23/40 [00:05<00:04,  3.95it/s]
     86/499      4.32G    0.01851     0.0145   0.006593         83        640:  60%|######    | 24/40 [00:05<00:04,  3.93it/s]
     86/499      4.32G    0.01844    0.01446   0.006781         81        640:  60%|######    | 24/40 [00:05<00:04,  3.93it/s]
     86/499      4.32G    0.01844    0.01446   0.006781         81        640:  62%|######2   | 25/40 [00:05<00:03,  3.88it/s]
     86/499      4.32G    0.01847    0.01457   0.006815         89        640:  62%|######2   | 25/40 [00:06<00:03,  3.88it/s]
     86/499      4.32G    0.01847    0.01457   0.006815         89        640:  65%|######5   | 26/40 [00:06<00:03,  3.73it/s]
     86/499      4.32G    0.01843    0.01457   0.006704         72        640:  65%|######5   | 26/40 [00:06<00:03,  3.73it/s]
     86/499      4.32G    0.01843    0.01457   0.006704         72        640:  68%|######7   | 27/40 [00:06<00:03,  3.80it/s]
     86/499      4.32G     0.0184     0.0146   0.006707         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.80it/s]
     86/499      4.32G     0.0184     0.0146   0.006707         80        640:  70%|#######   | 28/40 [00:06<00:03,  3.80it/s]
     86/499      4.32G    0.01836    0.01458   0.006691         86        640:  70%|#######   | 28/40 [00:06<00:03,  3.80it/s]
     86/499      4.32G    0.01836    0.01458   0.006691         86        640:  72%|#######2  | 29/40 [00:06<00:03,  3.67it/s]
     86/499      4.32G    0.01839    0.01449   0.006775         63        640:  72%|#######2  | 29/40 [00:07<00:03,  3.67it/s]
     86/499      4.32G    0.01839    0.01449   0.006775         63        640:  75%|#######5  | 30/40 [00:07<00:02,  3.75it/s]
     86/499      4.32G    0.01841    0.01462    0.00669         91        640:  75%|#######5  | 30/40 [00:07<00:02,  3.75it/s]
     86/499      4.32G    0.01841    0.01462    0.00669         91        640:  78%|#######7  | 31/40 [00:07<00:02,  3.75it/s]
     86/499      4.32G     0.0185    0.01466    0.00666         83        640:  78%|#######7  | 31/40 [00:07<00:02,  3.75it/s]
     86/499      4.32G     0.0185    0.01466    0.00666         83        640:  80%|########  | 32/40 [00:07<00:02,  3.63it/s]
     86/499      4.32G    0.01853    0.01467   0.006715         74        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     86/499      4.32G    0.01853    0.01467   0.006715         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     86/499      4.32G    0.01853    0.01463   0.006963         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     86/499      4.32G    0.01853    0.01463   0.006963         69        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
     86/499      4.32G     0.0186    0.01463   0.007025         66        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
     86/499      4.32G     0.0186    0.01463   0.007025         66        640:  88%|########7 | 35/40 [00:08<00:01,  3.64it/s]
     86/499      4.32G    0.01855    0.01458   0.006915         69        640:  88%|########7 | 35/40 [00:08<00:01,  3.64it/s]
     86/499      4.32G    0.01855    0.01458   0.006915         69        640:  90%|######### | 36/40 [00:08<00:01,  3.73it/s]
     86/499      4.32G    0.01852    0.01447    0.00692         58        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
     86/499      4.32G    0.01852    0.01447    0.00692         58        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     86/499      4.32G    0.01851    0.01441    0.00692         66        640:  92%|#########2| 37/40 [00:09<00:00,  3.73it/s]
     86/499      4.32G    0.01851    0.01441    0.00692         66        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
     86/499      4.32G    0.01854     0.0144   0.006873         67        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
     86/499      4.32G    0.01854     0.0144   0.006873         67        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     86/499      4.32G    0.01849    0.01432   0.006774         32        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
     86/499      4.32G    0.01849    0.01432   0.006774         32        640: 100%|##########| 40/40 [00:09<00:00,  3.70it/s]
     86/499      4.32G    0.01849    0.01432   0.006774         32        640: 100%|##########| 40/40 [00:09<00:00,  4.02it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.84it/s]
                   all        132        263      0.796      0.871      0.874      0.702

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     87/499      4.32G    0.01591    0.01287   0.004991         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     87/499      4.32G    0.01591    0.01287   0.004991         71        640:   2%|2         | 1/40 [00:00<00:13,  2.89it/s]
     87/499      4.32G    0.01706    0.01367   0.004291         78        640:   2%|2         | 1/40 [00:00<00:13,  2.89it/s]
     87/499      4.32G    0.01706    0.01367   0.004291         78        640:   5%|5         | 2/40 [00:00<00:09,  3.99it/s]
     87/499      4.32G     0.0181    0.01387   0.005324         75        640:   5%|5         | 2/40 [00:00<00:09,  3.99it/s]
     87/499      4.32G     0.0181    0.01387   0.005324         75        640:   8%|7         | 3/40 [00:00<00:09,  3.87it/s]
     87/499      4.32G    0.01849    0.01468   0.005287         85        640:   8%|7         | 3/40 [00:01<00:09,  3.87it/s]
     87/499      4.32G    0.01849    0.01468   0.005287         85        640:  10%|#         | 4/40 [00:01<00:09,  3.70it/s]
     87/499      4.32G    0.01825    0.01529   0.005055        103        640:  10%|#         | 4/40 [00:01<00:09,  3.70it/s]
     87/499      4.32G    0.01825    0.01529   0.005055        103        640:  12%|#2        | 5/40 [00:01<00:09,  3.81it/s]
     87/499      4.32G    0.01831    0.01511    0.00548         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.81it/s]
     87/499      4.32G    0.01831    0.01511    0.00548         80        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     87/499      4.32G    0.01853    0.01496   0.005532         74        640:  15%|#5        | 6/40 [00:01<00:08,  3.80it/s]
     87/499      4.32G    0.01853    0.01496   0.005532         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
     87/499      4.32G     0.0186    0.01468   0.005769         66        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
     87/499      4.32G     0.0186    0.01468   0.005769         66        640:  20%|##        | 8/40 [00:02<00:08,  3.86it/s]
     87/499      4.32G    0.01855     0.0144   0.006017         63        640:  20%|##        | 8/40 [00:02<00:08,  3.86it/s]
     87/499      4.32G    0.01855     0.0144   0.006017         63        640:  22%|##2       | 9/40 [00:02<00:07,  4.15it/s]
     87/499      4.32G    0.01863    0.01437   0.006396         80        640:  22%|##2       | 9/40 [00:02<00:07,  4.15it/s]
     87/499      4.32G    0.01863    0.01437   0.006396         80        640:  25%|##5       | 10/40 [00:02<00:07,  4.25it/s]
     87/499      4.32G    0.01847    0.01444   0.006483         81        640:  25%|##5       | 10/40 [00:02<00:07,  4.25it/s]
     87/499      4.32G    0.01847    0.01444   0.006483         81        640:  28%|##7       | 11/40 [00:02<00:06,  4.53it/s]
     87/499      4.32G    0.01847    0.01438   0.006431         72        640:  28%|##7       | 11/40 [00:02<00:06,  4.53it/s]
     87/499      4.32G    0.01847    0.01438   0.006431         72        640:  30%|###       | 12/40 [00:02<00:05,  4.75it/s]
     87/499      4.32G    0.01844    0.01432   0.006291         69        640:  30%|###       | 12/40 [00:03<00:05,  4.75it/s]
     87/499      4.32G    0.01844    0.01432   0.006291         69        640:  32%|###2      | 13/40 [00:03<00:05,  4.64it/s]
     87/499      4.32G    0.01865    0.01444   0.006534         68        640:  32%|###2      | 13/40 [00:03<00:05,  4.64it/s]
     87/499      4.32G    0.01865    0.01444   0.006534         68        640:  35%|###5      | 14/40 [00:03<00:05,  4.83it/s]
     87/499      4.32G    0.01874    0.01413   0.006371         52        640:  35%|###5      | 14/40 [00:03<00:05,  4.83it/s]
     87/499      4.32G    0.01874    0.01413   0.006371         52        640:  38%|###7      | 15/40 [00:03<00:05,  4.97it/s]
     87/499      4.32G    0.01872    0.01419   0.006369         84        640:  38%|###7      | 15/40 [00:03<00:05,  4.97it/s]
     87/499      4.32G    0.01872    0.01419   0.006369         84        640:  40%|####      | 16/40 [00:03<00:04,  4.92it/s]
     87/499      4.32G     0.0186    0.01416     0.0064         71        640:  40%|####      | 16/40 [00:03<00:04,  4.92it/s]
     87/499      4.32G     0.0186    0.01416     0.0064         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.09it/s]
     87/499      4.32G    0.01861    0.01409   0.006536         72        640:  42%|####2     | 17/40 [00:04<00:04,  5.09it/s]
     87/499      4.32G    0.01861    0.01409   0.006536         72        640:  45%|####5     | 18/40 [00:04<00:04,  5.04it/s]
     87/499      4.32G    0.01863    0.01418   0.006421         83        640:  45%|####5     | 18/40 [00:04<00:04,  5.04it/s]
     87/499      4.32G    0.01863    0.01418   0.006421         83        640:  48%|####7     | 19/40 [00:04<00:04,  4.42it/s]
     87/499      4.32G    0.01862    0.01408   0.006352         70        640:  48%|####7     | 19/40 [00:04<00:04,  4.42it/s]
     87/499      4.32G    0.01862    0.01408   0.006352         70        640:  50%|#####     | 20/40 [00:04<00:04,  4.31it/s]
     87/499      4.32G    0.01848    0.01396   0.006426         64        640:  50%|#####     | 20/40 [00:04<00:04,  4.31it/s]
     87/499      4.32G    0.01848    0.01396   0.006426         64        640:  52%|#####2    | 21/40 [00:04<00:04,  4.10it/s]
     87/499      4.32G    0.01835    0.01403   0.006324         91        640:  52%|#####2    | 21/40 [00:05<00:04,  4.10it/s]
     87/499      4.32G    0.01835    0.01403   0.006324         91        640:  55%|#####5    | 22/40 [00:05<00:04,  3.89it/s]
     87/499      4.32G    0.01838    0.01404   0.006269         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.89it/s]
     87/499      4.32G    0.01838    0.01404   0.006269         77        640:  57%|#####7    | 23/40 [00:05<00:04,  3.92it/s]
     87/499      4.32G    0.01828    0.01402   0.006517         77        640:  57%|#####7    | 23/40 [00:05<00:04,  3.92it/s]
     87/499      4.32G    0.01828    0.01402   0.006517         77        640:  60%|######    | 24/40 [00:05<00:04,  3.83it/s]
     87/499      4.32G    0.01822    0.01399   0.006436         72        640:  60%|######    | 24/40 [00:06<00:04,  3.83it/s]
     87/499      4.32G    0.01822    0.01399   0.006436         72        640:  62%|######2   | 25/40 [00:06<00:04,  3.69it/s]
     87/499      4.32G    0.01829    0.01407   0.006426         82        640:  62%|######2   | 25/40 [00:06<00:04,  3.69it/s]
     87/499      4.32G    0.01829    0.01407   0.006426         82        640:  65%|######5   | 26/40 [00:06<00:03,  3.80it/s]
     87/499      4.32G    0.01825    0.01413   0.006446         87        640:  65%|######5   | 26/40 [00:06<00:03,  3.80it/s]
     87/499      4.32G    0.01825    0.01413   0.006446         87        640:  68%|######7   | 27/40 [00:06<00:03,  3.76it/s]
     87/499      4.32G    0.01822    0.01412   0.006468         81        640:  68%|######7   | 27/40 [00:06<00:03,  3.76it/s]
     87/499      4.32G    0.01822    0.01412   0.006468         81        640:  70%|#######   | 28/40 [00:06<00:03,  3.61it/s]
     87/499      4.32G    0.01815      0.014   0.006424         65        640:  70%|#######   | 28/40 [00:07<00:03,  3.61it/s]
     87/499      4.32G    0.01815      0.014   0.006424         65        640:  72%|#######2  | 29/40 [00:07<00:02,  3.77it/s]
     87/499      4.32G    0.01812    0.01402   0.006341         79        640:  72%|#######2  | 29/40 [00:07<00:02,  3.77it/s]
     87/499      4.32G    0.01812    0.01402   0.006341         79        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     87/499      4.32G    0.01818    0.01396   0.006605         63        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     87/499      4.32G    0.01818    0.01396   0.006605         63        640:  78%|#######7  | 31/40 [00:07<00:02,  3.63it/s]
     87/499      4.32G    0.01817    0.01405    0.00658         89        640:  78%|#######7  | 31/40 [00:07<00:02,  3.63it/s]
     87/499      4.32G    0.01817    0.01405    0.00658         89        640:  80%|########  | 32/40 [00:07<00:02,  3.75it/s]
     87/499      4.32G    0.01816     0.0141   0.006539         79        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
     87/499      4.32G    0.01816     0.0141   0.006539         79        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     87/499      4.32G    0.01811    0.01414   0.006487         86        640:  82%|########2 | 33/40 [00:08<00:01,  3.73it/s]
     87/499      4.32G    0.01811    0.01414   0.006487         86        640:  85%|########5 | 34/40 [00:08<00:01,  3.63it/s]
     87/499      4.32G    0.01813     0.0142   0.006657         88        640:  85%|########5 | 34/40 [00:08<00:01,  3.63it/s]
     87/499      4.32G    0.01813     0.0142   0.006657         88        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
     87/499      4.32G    0.01819    0.01429   0.006738         81        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
     87/499      4.32G    0.01819    0.01429   0.006738         81        640:  90%|######### | 36/40 [00:08<00:01,  3.74it/s]
     87/499      4.32G    0.01817    0.01429   0.006734         76        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
     87/499      4.32G    0.01817    0.01429   0.006734         76        640:  92%|#########2| 37/40 [00:09<00:00,  3.63it/s]
     87/499      4.32G    0.01818    0.01439   0.006777         92        640:  92%|#########2| 37/40 [00:09<00:00,  3.63it/s]
     87/499      4.32G    0.01818    0.01439   0.006777         92        640:  95%|#########5| 38/40 [00:09<00:00,  3.76it/s]
     87/499      4.32G    0.01823    0.01443   0.006683         81        640:  95%|#########5| 38/40 [00:09<00:00,  3.76it/s]
     87/499      4.32G    0.01823    0.01443   0.006683         81        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     87/499      4.32G    0.01821    0.01442   0.006581         42        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
     87/499      4.32G    0.01821    0.01442   0.006581         42        640: 100%|##########| 40/40 [00:10<00:00,  3.65it/s]
     87/499      4.32G    0.01821    0.01442   0.006581         42        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.76it/s]
                   all        132        263       0.82      0.812      0.897      0.717

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     88/499      4.32G    0.01927    0.01121   0.005767         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
     88/499      4.32G    0.01927    0.01121   0.005767         64        640:   2%|2         | 1/40 [00:00<00:09,  4.28it/s]
     88/499      4.32G    0.01844    0.01111   0.005663         63        640:   2%|2         | 1/40 [00:00<00:09,  4.28it/s]
     88/499      4.32G    0.01844    0.01111   0.005663         63        640:   5%|5         | 2/40 [00:00<00:09,  3.95it/s]
     88/499      4.32G    0.01966     0.0116   0.007245         57        640:   5%|5         | 2/40 [00:00<00:09,  3.95it/s]
     88/499      4.32G    0.01966     0.0116   0.007245         57        640:   8%|7         | 3/40 [00:00<00:10,  3.67it/s]
     88/499      4.32G    0.01982    0.01226   0.006624         77        640:   8%|7         | 3/40 [00:01<00:10,  3.67it/s]
     88/499      4.32G    0.01982    0.01226   0.006624         77        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     88/499      4.32G    0.01931     0.0126   0.005995         74        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
     88/499      4.32G    0.01931     0.0126   0.005995         74        640:  12%|#2        | 5/40 [00:01<00:08,  3.97it/s]
     88/499      4.32G    0.01885     0.0125   0.005607         68        640:  12%|#2        | 5/40 [00:01<00:08,  3.97it/s]
     88/499      4.32G    0.01885     0.0125   0.005607         68        640:  15%|#5        | 6/40 [00:01<00:08,  4.13it/s]
     88/499      4.32G    0.01856    0.01248   0.005466         74        640:  15%|#5        | 6/40 [00:01<00:08,  4.13it/s]
     88/499      4.32G    0.01856    0.01248   0.005466         74        640:  18%|#7        | 7/40 [00:01<00:07,  4.42it/s]
     88/499      4.32G    0.01839    0.01273   0.005629         81        640:  18%|#7        | 7/40 [00:01<00:07,  4.42it/s]
     88/499      4.32G    0.01839    0.01273   0.005629         81        640:  20%|##        | 8/40 [00:01<00:06,  4.65it/s]
     88/499      4.32G    0.01843    0.01289   0.005753         78        640:  20%|##        | 8/40 [00:02<00:06,  4.65it/s]
     88/499      4.32G    0.01843    0.01289   0.005753         78        640:  22%|##2       | 9/40 [00:02<00:06,  4.63it/s]
     88/499      4.32G    0.01847    0.01304   0.005723         77        640:  22%|##2       | 9/40 [00:02<00:06,  4.63it/s]
     88/499      4.32G    0.01847    0.01304   0.005723         77        640:  25%|##5       | 10/40 [00:02<00:06,  4.61it/s]
     88/499      4.32G    0.01837    0.01328   0.005708         86        640:  25%|##5       | 10/40 [00:02<00:06,  4.61it/s]
     88/499      4.32G    0.01837    0.01328   0.005708         86        640:  28%|##7       | 11/40 [00:02<00:06,  4.80it/s]
     88/499      4.32G    0.01845    0.01315   0.005811         65        640:  28%|##7       | 11/40 [00:02<00:06,  4.80it/s]
     88/499      4.32G    0.01845    0.01315   0.005811         65        640:  30%|###       | 12/40 [00:02<00:05,  4.76it/s]
     88/499      4.32G    0.01826    0.01306    0.00562         68        640:  30%|###       | 12/40 [00:02<00:05,  4.76it/s]
     88/499      4.32G    0.01826    0.01306    0.00562         68        640:  32%|###2      | 13/40 [00:02<00:05,  4.96it/s]
     88/499      4.32G    0.01849    0.01316   0.005844         65        640:  32%|###2      | 13/40 [00:03<00:05,  4.96it/s]
     88/499      4.32G    0.01849    0.01316   0.005844         65        640:  35%|###5      | 14/40 [00:03<00:05,  5.04it/s]
     88/499      4.32G    0.01844    0.01335   0.005592         93        640:  35%|###5      | 14/40 [00:03<00:05,  5.04it/s]
     88/499      4.32G    0.01844    0.01335   0.005592         93        640:  38%|###7      | 15/40 [00:03<00:05,  4.85it/s]
     88/499      4.32G     0.0184     0.0134   0.005752         75        640:  38%|###7      | 15/40 [00:03<00:05,  4.85it/s]
     88/499      4.32G     0.0184     0.0134   0.005752         75        640:  40%|####      | 16/40 [00:03<00:05,  4.54it/s]
     88/499      4.32G    0.01857    0.01358   0.005685         86        640:  40%|####      | 16/40 [00:03<00:05,  4.54it/s]
     88/499      4.32G    0.01857    0.01358   0.005685         86        640:  42%|####2     | 17/40 [00:03<00:05,  4.25it/s]
     88/499      4.32G    0.01852    0.01345   0.005755         65        640:  42%|####2     | 17/40 [00:04<00:05,  4.25it/s]
     88/499      4.32G    0.01852    0.01345   0.005755         65        640:  45%|####5     | 18/40 [00:04<00:05,  3.98it/s]
     88/499      4.32G    0.01847    0.01345   0.005592         80        640:  45%|####5     | 18/40 [00:04<00:05,  3.98it/s]
     88/499      4.32G    0.01847    0.01345   0.005592         80        640:  48%|####7     | 19/40 [00:04<00:05,  3.99it/s]
     88/499      4.32G    0.01849    0.01346   0.005518         75        640:  48%|####7     | 19/40 [00:04<00:05,  3.99it/s]
     88/499      4.32G    0.01849    0.01346   0.005518         75        640:  50%|#####     | 20/40 [00:04<00:05,  3.90it/s]
     88/499      4.32G    0.01846    0.01341   0.005545         69        640:  50%|#####     | 20/40 [00:04<00:05,  3.90it/s]
     88/499      4.32G    0.01846    0.01341   0.005545         69        640:  52%|#####2    | 21/40 [00:04<00:05,  3.74it/s]
     88/499      4.32G    0.01849    0.01347   0.005503         76        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     88/499      4.32G    0.01849    0.01347   0.005503         76        640:  55%|#####5    | 22/40 [00:05<00:04,  3.83it/s]
     88/499      4.32G     0.0184    0.01352    0.00547         82        640:  55%|#####5    | 22/40 [00:05<00:04,  3.83it/s]
     88/499      4.32G     0.0184    0.01352    0.00547         82        640:  57%|#####7    | 23/40 [00:05<00:04,  3.79it/s]
     88/499      4.32G    0.01852    0.01354    0.00558         77        640:  57%|#####7    | 23/40 [00:05<00:04,  3.79it/s]
     88/499      4.32G    0.01852    0.01354    0.00558         77        640:  60%|######    | 24/40 [00:05<00:04,  3.66it/s]
     88/499      4.32G    0.01843    0.01356   0.005449         75        640:  60%|######    | 24/40 [00:06<00:04,  3.66it/s]
     88/499      4.32G    0.01843    0.01356   0.005449         75        640:  62%|######2   | 25/40 [00:06<00:04,  3.68it/s]
     88/499      4.32G    0.01837    0.01354   0.005392         75        640:  62%|######2   | 25/40 [00:06<00:04,  3.68it/s]
     88/499      4.32G    0.01837    0.01354   0.005392         75        640:  65%|######5   | 26/40 [00:06<00:03,  3.66it/s]
     88/499      4.32G     0.0184    0.01357    0.00541         80        640:  65%|######5   | 26/40 [00:06<00:03,  3.66it/s]
     88/499      4.32G     0.0184    0.01357    0.00541         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.58it/s]
     88/499      4.32G    0.01837    0.01353   0.005326         70        640:  68%|######7   | 27/40 [00:06<00:03,  3.58it/s]
     88/499      4.32G    0.01837    0.01353   0.005326         70        640:  70%|#######   | 28/40 [00:06<00:03,  3.72it/s]
     88/499      4.32G    0.01844    0.01355   0.005344         65        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     88/499      4.32G    0.01844    0.01355   0.005344         65        640:  72%|#######2  | 29/40 [00:07<00:03,  3.66it/s]
     88/499      4.32G    0.01843    0.01364   0.005294         92        640:  72%|#######2  | 29/40 [00:07<00:03,  3.66it/s]
     88/499      4.32G    0.01843    0.01364   0.005294         92        640:  75%|#######5  | 30/40 [00:07<00:02,  3.57it/s]
     88/499      4.32G    0.01851    0.01358   0.005413         59        640:  75%|#######5  | 30/40 [00:07<00:02,  3.57it/s]
     88/499      4.32G    0.01851    0.01358   0.005413         59        640:  78%|#######7  | 31/40 [00:07<00:02,  3.71it/s]
     88/499      4.32G    0.01852    0.01363   0.005446         79        640:  78%|#######7  | 31/40 [00:07<00:02,  3.71it/s]
     88/499      4.32G    0.01852    0.01363   0.005446         79        640:  80%|########  | 32/40 [00:07<00:02,  3.66it/s]
     88/499      4.32G    0.01846    0.01365    0.00543         75        640:  80%|########  | 32/40 [00:08<00:02,  3.66it/s]
     88/499      4.32G    0.01846    0.01365    0.00543         75        640:  82%|########2 | 33/40 [00:08<00:01,  3.58it/s]
     88/499      4.32G    0.01839    0.01359   0.005446         59        640:  82%|########2 | 33/40 [00:08<00:01,  3.58it/s]
     88/499      4.32G    0.01839    0.01359   0.005446         59        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
     88/499      4.32G    0.01841    0.01363    0.00542         75        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
     88/499      4.32G    0.01841    0.01363    0.00542         75        640:  88%|########7 | 35/40 [00:08<00:01,  3.71it/s]
     88/499      4.32G    0.01843    0.01367   0.005426         81        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
     88/499      4.32G    0.01843    0.01367   0.005426         81        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     88/499      4.32G    0.01837    0.01363   0.005318         63        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     88/499      4.32G    0.01837    0.01363   0.005318         63        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     88/499      4.32G    0.01842    0.01365    0.00544         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     88/499      4.32G    0.01842    0.01365    0.00544         82        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     88/499      4.32G    0.01845    0.01364    0.00541         71        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     88/499      4.32G    0.01845    0.01364    0.00541         71        640:  98%|#########7| 39/40 [00:09<00:00,  3.61it/s]
     88/499      4.32G    0.01849    0.01349   0.005412         20        640:  98%|#########7| 39/40 [00:10<00:00,  3.61it/s]
     88/499      4.32G    0.01849    0.01349   0.005412         20        640: 100%|##########| 40/40 [00:10<00:00,  3.77it/s]
     88/499      4.32G    0.01849    0.01349   0.005412         20        640: 100%|##########| 40/40 [00:10<00:00,  3.96it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.75it/s]
                   all        132        263      0.855      0.925      0.911      0.719

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     89/499      4.32G    0.01979    0.01475   0.004655         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     89/499      4.32G    0.01979    0.01475   0.004655         79        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
     89/499      4.32G    0.01964    0.01308   0.003595         58        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
     89/499      4.32G    0.01964    0.01308   0.003595         58        640:   5%|5         | 2/40 [00:00<00:08,  4.25it/s]
     89/499      4.32G    0.01946    0.01381   0.003694         82        640:   5%|5         | 2/40 [00:00<00:08,  4.25it/s]
     89/499      4.32G    0.01946    0.01381   0.003694         82        640:   8%|7         | 3/40 [00:00<00:08,  4.33it/s]
     89/499      4.32G    0.01972    0.01355   0.005159         65        640:   8%|7         | 3/40 [00:00<00:08,  4.33it/s]
     89/499      4.32G    0.01972    0.01355   0.005159         65        640:  10%|#         | 4/40 [00:00<00:07,  4.64it/s]
     89/499      4.32G    0.01942    0.01369   0.005305         78        640:  10%|#         | 4/40 [00:01<00:07,  4.64it/s]
     89/499      4.32G    0.01942    0.01369   0.005305         78        640:  12%|#2        | 5/40 [00:01<00:07,  4.56it/s]
     89/499      4.32G    0.01892    0.01362   0.005133         79        640:  12%|#2        | 5/40 [00:01<00:07,  4.56it/s]
     89/499      4.32G    0.01892    0.01362   0.005133         79        640:  15%|#5        | 6/40 [00:01<00:07,  4.78it/s]
     89/499      4.32G    0.01919    0.01375   0.005582         79        640:  15%|#5        | 6/40 [00:01<00:07,  4.78it/s]
     89/499      4.32G    0.01919    0.01375   0.005582         79        640:  18%|#7        | 7/40 [00:01<00:06,  4.93it/s]
     89/499      4.32G    0.01898    0.01337   0.005977         65        640:  18%|#7        | 7/40 [00:01<00:06,  4.93it/s]
     89/499      4.32G    0.01898    0.01337   0.005977         65        640:  20%|##        | 8/40 [00:01<00:06,  4.83it/s]
     89/499      4.32G    0.01916    0.01341   0.005756         69        640:  20%|##        | 8/40 [00:01<00:06,  4.83it/s]
     89/499      4.32G    0.01916    0.01341   0.005756         69        640:  22%|##2       | 9/40 [00:01<00:06,  4.96it/s]
     89/499      4.32G    0.01899    0.01351   0.005732         78        640:  22%|##2       | 9/40 [00:02<00:06,  4.96it/s]
     89/499      4.32G    0.01899    0.01351   0.005732         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.07it/s]
     89/499      4.32G    0.01906    0.01343   0.005918         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.07it/s]
     89/499      4.32G    0.01906    0.01343   0.005918         65        640:  28%|##7       | 11/40 [00:02<00:05,  4.96it/s]
     89/499      4.32G      0.019    0.01332   0.005884         63        640:  28%|##7       | 11/40 [00:02<00:05,  4.96it/s]
     89/499      4.32G      0.019    0.01332   0.005884         63        640:  30%|###       | 12/40 [00:02<00:05,  5.04it/s]
     89/499      4.32G     0.0189    0.01331   0.006065         76        640:  30%|###       | 12/40 [00:02<00:05,  5.04it/s]
     89/499      4.32G     0.0189    0.01331   0.006065         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.15it/s]
     89/499      4.32G    0.01896     0.0135   0.006103         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.15it/s]
     89/499      4.32G    0.01896     0.0135   0.006103         82        640:  35%|###5      | 14/40 [00:02<00:05,  4.86it/s]
     89/499      4.32G    0.01881    0.01344   0.006054         77        640:  35%|###5      | 14/40 [00:03<00:05,  4.86it/s]
     89/499      4.32G    0.01881    0.01344   0.006054         77        640:  38%|###7      | 15/40 [00:03<00:05,  4.52it/s]
     89/499      4.32G    0.01881    0.01363   0.006298         83        640:  38%|###7      | 15/40 [00:03<00:05,  4.52it/s]
     89/499      4.32G    0.01881    0.01363   0.006298         83        640:  40%|####      | 16/40 [00:03<00:05,  4.25it/s]
     89/499      4.32G    0.01877    0.01352   0.006169         64        640:  40%|####      | 16/40 [00:03<00:05,  4.25it/s]
     89/499      4.32G    0.01877    0.01352   0.006169         64        640:  42%|####2     | 17/40 [00:03<00:05,  3.96it/s]
     89/499      4.32G     0.0188    0.01379   0.006443         95        640:  42%|####2     | 17/40 [00:03<00:05,  3.96it/s]
     89/499      4.32G     0.0188    0.01379   0.006443         95        640:  45%|####5     | 18/40 [00:03<00:05,  3.95it/s]
     89/499      4.32G    0.01894     0.0141   0.006572         96        640:  45%|####5     | 18/40 [00:04<00:05,  3.95it/s]
     89/499      4.32G    0.01894     0.0141   0.006572         96        640:  48%|####7     | 19/40 [00:04<00:05,  3.89it/s]
     89/499      4.32G    0.01893    0.01408   0.006652         69        640:  48%|####7     | 19/40 [00:04<00:05,  3.89it/s]
     89/499      4.32G    0.01893    0.01408   0.006652         69        640:  50%|#####     | 20/40 [00:04<00:05,  3.73it/s]
     89/499      4.32G    0.01899    0.01402    0.00653         64        640:  50%|#####     | 20/40 [00:04<00:05,  3.73it/s]
     89/499      4.32G    0.01899    0.01402    0.00653         64        640:  52%|#####2    | 21/40 [00:04<00:05,  3.80it/s]
     89/499      4.32G    0.01894    0.01398   0.006475         66        640:  52%|#####2    | 21/40 [00:05<00:05,  3.80it/s]
     89/499      4.32G    0.01894    0.01398   0.006475         66        640:  55%|#####5    | 22/40 [00:05<00:04,  3.77it/s]
     89/499      4.32G    0.01891    0.01402   0.006383         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.77it/s]
     89/499      4.32G    0.01891    0.01402   0.006383         77        640:  57%|#####7    | 23/40 [00:05<00:04,  3.64it/s]
     89/499      4.32G     0.0188    0.01404   0.006304         88        640:  57%|#####7    | 23/40 [00:05<00:04,  3.64it/s]
     89/499      4.32G     0.0188    0.01404   0.006304         88        640:  60%|######    | 24/40 [00:05<00:04,  3.72it/s]
     89/499      4.32G    0.01881    0.01398   0.006363         69        640:  60%|######    | 24/40 [00:05<00:04,  3.72it/s]
     89/499      4.32G    0.01881    0.01398   0.006363         69        640:  62%|######2   | 25/40 [00:05<00:04,  3.73it/s]
     89/499      4.32G    0.01883    0.01396   0.006465         73        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     89/499      4.32G    0.01883    0.01396   0.006465         73        640:  65%|######5   | 26/40 [00:06<00:03,  3.62it/s]
     89/499      4.32G    0.01882    0.01397    0.00634         81        640:  65%|######5   | 26/40 [00:06<00:03,  3.62it/s]
     89/499      4.32G    0.01882    0.01397    0.00634         81        640:  68%|######7   | 27/40 [00:06<00:03,  3.70it/s]
     89/499      4.32G     0.0188    0.01404   0.006436         78        640:  68%|######7   | 27/40 [00:06<00:03,  3.70it/s]
     89/499      4.32G     0.0188    0.01404   0.006436         78        640:  70%|#######   | 28/40 [00:06<00:03,  3.71it/s]
     89/499      4.32G    0.01878    0.01407   0.006368         72        640:  70%|#######   | 28/40 [00:06<00:03,  3.71it/s]
     89/499      4.32G    0.01878    0.01407   0.006368         72        640:  72%|#######2  | 29/40 [00:06<00:03,  3.61it/s]
     89/499      4.32G    0.01875    0.01404   0.006348         69        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     89/499      4.32G    0.01875    0.01404   0.006348         69        640:  75%|#######5  | 30/40 [00:07<00:02,  3.70it/s]
     89/499      4.32G    0.01874    0.01404   0.006267         78        640:  75%|#######5  | 30/40 [00:07<00:02,  3.70it/s]
     89/499      4.32G    0.01874    0.01404   0.006267         78        640:  78%|#######7  | 31/40 [00:07<00:02,  3.71it/s]
     89/499      4.32G    0.01875    0.01415   0.006252         87        640:  78%|#######7  | 31/40 [00:07<00:02,  3.71it/s]
     89/499      4.32G    0.01875    0.01415   0.006252         87        640:  80%|########  | 32/40 [00:07<00:02,  3.61it/s]
     89/499      4.32G    0.01874     0.0141   0.006452         67        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
     89/499      4.32G    0.01874     0.0141   0.006452         67        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     89/499      4.32G    0.01872    0.01409   0.006458         69        640:  82%|########2 | 33/40 [00:08<00:01,  3.70it/s]
     89/499      4.32G    0.01872    0.01409   0.006458         69        640:  85%|########5 | 34/40 [00:08<00:01,  3.71it/s]
     89/499      4.32G    0.01863    0.01411   0.006545         86        640:  85%|########5 | 34/40 [00:08<00:01,  3.71it/s]
     89/499      4.32G    0.01863    0.01411   0.006545         86        640:  88%|########7 | 35/40 [00:08<00:01,  3.61it/s]
     89/499      4.32G     0.0186    0.01404   0.006497         59        640:  88%|########7 | 35/40 [00:08<00:01,  3.61it/s]
     89/499      4.32G     0.0186    0.01404   0.006497         59        640:  90%|######### | 36/40 [00:08<00:01,  3.70it/s]
     89/499      4.32G     0.0186    0.01401   0.006387         68        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
     89/499      4.32G     0.0186    0.01401   0.006387         68        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     89/499      4.32G     0.0186    0.01395   0.006355         58        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
     89/499      4.32G     0.0186    0.01395   0.006355         58        640:  95%|#########5| 38/40 [00:09<00:00,  3.64it/s]
     89/499      4.32G    0.01866    0.01386   0.006347         55        640:  95%|#########5| 38/40 [00:09<00:00,  3.64it/s]
     89/499      4.32G    0.01866    0.01386   0.006347         55        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     89/499      4.32G    0.01872    0.01404   0.006444         55        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     89/499      4.32G    0.01872    0.01404   0.006444         55        640: 100%|##########| 40/40 [00:09<00:00,  3.81it/s]
     89/499      4.32G    0.01872    0.01404   0.006444         55        640: 100%|##########| 40/40 [00:09<00:00,  4.03it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.85it/s]
                   all        132        263      0.882      0.854      0.892        0.7

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     90/499      4.32G    0.01797    0.01252   0.003885         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
     90/499      4.32G    0.01797    0.01252   0.003885         76        640:   2%|2         | 1/40 [00:00<00:09,  4.21it/s]
     90/499      4.32G    0.01925    0.01204    0.00471         59        640:   2%|2         | 1/40 [00:00<00:09,  4.21it/s]
     90/499      4.32G    0.01925    0.01204    0.00471         59        640:   5%|5         | 2/40 [00:00<00:09,  4.21it/s]
     90/499      4.32G    0.01902    0.01234     0.0042         72        640:   5%|5         | 2/40 [00:00<00:09,  4.21it/s]
     90/499      4.32G    0.01902    0.01234     0.0042         72        640:   8%|7         | 3/40 [00:00<00:07,  4.64it/s]
     90/499      4.32G    0.01913    0.01253   0.003736         70        640:   8%|7         | 3/40 [00:00<00:07,  4.64it/s]
     90/499      4.32G    0.01913    0.01253   0.003736         70        640:  10%|#         | 4/40 [00:00<00:07,  4.66it/s]
     90/499      4.32G    0.01944    0.01311   0.004059         69        640:  10%|#         | 4/40 [00:01<00:07,  4.66it/s]
     90/499      4.32G    0.01944    0.01311   0.004059         69        640:  12%|#2        | 5/40 [00:01<00:07,  4.84it/s]
     90/499      4.32G    0.01915    0.01272   0.003779         60        640:  12%|#2        | 5/40 [00:01<00:07,  4.84it/s]
     90/499      4.32G    0.01915    0.01272   0.003779         60        640:  15%|#5        | 6/40 [00:01<00:06,  4.99it/s]
     90/499      4.32G    0.01892    0.01277   0.003732         71        640:  15%|#5        | 6/40 [00:01<00:06,  4.99it/s]
     90/499      4.32G    0.01892    0.01277   0.003732         71        640:  18%|#7        | 7/40 [00:01<00:06,  4.84it/s]
     90/499      4.32G    0.01897     0.0129   0.004295         74        640:  18%|#7        | 7/40 [00:01<00:06,  4.84it/s]
     90/499      4.32G    0.01897     0.0129   0.004295         74        640:  20%|##        | 8/40 [00:01<00:06,  4.94it/s]
     90/499      4.32G    0.01891    0.01298   0.004755         71        640:  20%|##        | 8/40 [00:01<00:06,  4.94it/s]
     90/499      4.32G    0.01891    0.01298   0.004755         71        640:  22%|##2       | 9/40 [00:01<00:06,  5.05it/s]
     90/499      4.32G    0.01894    0.01317   0.004979         76        640:  22%|##2       | 9/40 [00:02<00:06,  5.05it/s]
     90/499      4.32G    0.01894    0.01317   0.004979         76        640:  25%|##5       | 10/40 [00:02<00:06,  4.90it/s]
     90/499      4.32G    0.01899    0.01333   0.005425         75        640:  25%|##5       | 10/40 [00:02<00:06,  4.90it/s]
     90/499      4.32G    0.01899    0.01333   0.005425         75        640:  28%|##7       | 11/40 [00:02<00:05,  4.96it/s]
     90/499      4.32G    0.01891    0.01345   0.005678         80        640:  28%|##7       | 11/40 [00:02<00:05,  4.96it/s]
     90/499      4.32G    0.01891    0.01345   0.005678         80        640:  30%|###       | 12/40 [00:02<00:05,  5.10it/s]
     90/499      4.32G    0.01888    0.01358   0.005686         79        640:  30%|###       | 12/40 [00:02<00:05,  5.10it/s]
     90/499      4.32G    0.01888    0.01358   0.005686         79        640:  32%|###2      | 13/40 [00:02<00:05,  4.86it/s]
     90/499      4.32G    0.01885    0.01384   0.005733         85        640:  32%|###2      | 13/40 [00:02<00:05,  4.86it/s]
     90/499      4.32G    0.01885    0.01384   0.005733         85        640:  35%|###5      | 14/40 [00:02<00:05,  4.58it/s]
     90/499      4.32G    0.01886    0.01383   0.005817         71        640:  35%|###5      | 14/40 [00:03<00:05,  4.58it/s]
     90/499      4.32G    0.01886    0.01383   0.005817         71        640:  38%|###7      | 15/40 [00:03<00:05,  4.27it/s]
     90/499      4.32G    0.01882    0.01366   0.005721         54        640:  38%|###7      | 15/40 [00:03<00:05,  4.27it/s]
     90/499      4.32G    0.01882    0.01366   0.005721         54        640:  40%|####      | 16/40 [00:03<00:06,  3.96it/s]
     90/499      4.32G     0.0188    0.01382   0.006161         88        640:  40%|####      | 16/40 [00:03<00:06,  3.96it/s]
     90/499      4.32G     0.0188    0.01382   0.006161         88        640:  42%|####2     | 17/40 [00:03<00:05,  3.98it/s]
     90/499      4.32G    0.01874    0.01377   0.006049         74        640:  42%|####2     | 17/40 [00:04<00:05,  3.98it/s]
     90/499      4.32G    0.01874    0.01377   0.006049         74        640:  45%|####5     | 18/40 [00:04<00:05,  3.90it/s]
     90/499      4.32G    0.01881    0.01369   0.006212         62        640:  45%|####5     | 18/40 [00:04<00:05,  3.90it/s]
     90/499      4.32G    0.01881    0.01369   0.006212         62        640:  48%|####7     | 19/40 [00:04<00:05,  3.70it/s]
     90/499      4.32G    0.01886    0.01385   0.006337         93        640:  48%|####7     | 19/40 [00:04<00:05,  3.70it/s]
     90/499      4.32G    0.01886    0.01385   0.006337         93        640:  50%|#####     | 20/40 [00:04<00:05,  3.78it/s]
     90/499      4.32G    0.01879    0.01392   0.006278         89        640:  50%|#####     | 20/40 [00:04<00:05,  3.78it/s]
     90/499      4.32G    0.01879    0.01392   0.006278         89        640:  52%|#####2    | 21/40 [00:04<00:05,  3.78it/s]
     90/499      4.32G    0.01889    0.01402   0.006436         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.78it/s]
     90/499      4.32G    0.01889    0.01402   0.006436         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.62it/s]
     90/499      4.32G    0.01892    0.01403   0.006423         76        640:  55%|#####5    | 22/40 [00:05<00:04,  3.62it/s]
     90/499      4.32G    0.01892    0.01403   0.006423         76        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
     90/499      4.32G    0.01893    0.01402   0.006401         70        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
     90/499      4.32G    0.01893    0.01402   0.006401         70        640:  60%|######    | 24/40 [00:05<00:04,  3.72it/s]
     90/499      4.32G    0.01897     0.0141   0.006407         84        640:  60%|######    | 24/40 [00:05<00:04,  3.72it/s]
     90/499      4.32G    0.01897     0.0141   0.006407         84        640:  62%|######2   | 25/40 [00:05<00:04,  3.62it/s]
     90/499      4.32G    0.01902    0.01423   0.006522         87        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
     90/499      4.32G    0.01902    0.01423   0.006522         87        640:  65%|######5   | 26/40 [00:06<00:03,  3.75it/s]
     90/499      4.32G    0.01908     0.0142   0.006477         70        640:  65%|######5   | 26/40 [00:06<00:03,  3.75it/s]
     90/499      4.32G    0.01908     0.0142   0.006477         70        640:  68%|######7   | 27/40 [00:06<00:03,  3.76it/s]
     90/499      4.32G     0.0191    0.01415    0.00642         76        640:  68%|######7   | 27/40 [00:06<00:03,  3.76it/s]
     90/499      4.32G     0.0191    0.01415    0.00642         76        640:  70%|#######   | 28/40 [00:06<00:03,  3.63it/s]
     90/499      4.32G    0.01909     0.0142   0.006525         84        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
     90/499      4.32G    0.01909     0.0142   0.006525         84        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     90/499      4.32G    0.01901    0.01421   0.006402         80        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     90/499      4.32G    0.01901    0.01421   0.006402         80        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     90/499      4.32G    0.01897     0.0142   0.006333         77        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     90/499      4.32G    0.01897     0.0142   0.006333         77        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
     90/499      4.32G    0.01905    0.01417   0.006379         69        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
     90/499      4.32G    0.01905    0.01417   0.006379         69        640:  80%|########  | 32/40 [00:07<00:02,  3.74it/s]
     90/499      4.32G     0.0191    0.01425   0.006397         85        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     90/499      4.32G     0.0191    0.01425   0.006397         85        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
     90/499      4.32G    0.01911    0.01439   0.006361        100        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
     90/499      4.32G    0.01911    0.01439   0.006361        100        640:  85%|########5 | 34/40 [00:08<00:01,  3.60it/s]
     90/499      4.32G    0.01915    0.01427   0.006336         53        640:  85%|########5 | 34/40 [00:08<00:01,  3.60it/s]
     90/499      4.32G    0.01915    0.01427   0.006336         53        640:  88%|########7 | 35/40 [00:08<00:01,  3.72it/s]
     90/499      4.32G    0.01925    0.01427   0.006429         71        640:  88%|########7 | 35/40 [00:08<00:01,  3.72it/s]
     90/499      4.32G    0.01925    0.01427   0.006429         71        640:  90%|######### | 36/40 [00:08<00:01,  3.71it/s]
     90/499      4.32G    0.01929    0.01429   0.006313         67        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
     90/499      4.32G    0.01929    0.01429   0.006313         67        640:  92%|#########2| 37/40 [00:09<00:00,  3.58it/s]
     90/499      4.32G    0.01924    0.01432   0.006264         86        640:  92%|#########2| 37/40 [00:09<00:00,  3.58it/s]
     90/499      4.32G    0.01924    0.01432   0.006264         86        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
     90/499      4.32G    0.01922    0.01436   0.006219         81        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
     90/499      4.32G    0.01922    0.01436   0.006219         81        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     90/499      4.32G     0.0192    0.01441   0.006131         45        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
     90/499      4.32G     0.0192    0.01441   0.006131         45        640: 100%|##########| 40/40 [00:09<00:00,  3.74it/s]
     90/499      4.32G     0.0192    0.01441   0.006131         45        640: 100%|##########| 40/40 [00:09<00:00,  4.01it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.43it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.70it/s]
                   all        132        263      0.854      0.892        0.9      0.684

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     91/499      4.32G    0.01741    0.01546   0.002949         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
     91/499      4.32G    0.01741    0.01546   0.002949         80        640:   2%|2         | 1/40 [00:00<00:07,  5.14it/s]
     91/499      4.32G    0.01739    0.01398   0.006031         65        640:   2%|2         | 1/40 [00:00<00:07,  5.14it/s]
     91/499      4.32G    0.01739    0.01398   0.006031         65        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     91/499      4.32G     0.0178    0.01403    0.00738         65        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     91/499      4.32G     0.0178    0.01403    0.00738         65        640:   8%|7         | 3/40 [00:00<00:07,  4.95it/s]
     91/499      4.32G     0.0186    0.01341   0.006628         52        640:   8%|7         | 3/40 [00:00<00:07,  4.95it/s]
     91/499      4.32G     0.0186    0.01341   0.006628         52        640:  10%|#         | 4/40 [00:00<00:07,  5.06it/s]
     91/499      4.32G    0.01929    0.01311   0.007006         60        640:  10%|#         | 4/40 [00:00<00:07,  5.06it/s]
     91/499      4.32G    0.01929    0.01311   0.007006         60        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
     91/499      4.32G    0.01943    0.01355   0.006808         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
     91/499      4.32G    0.01943    0.01355   0.006808         82        640:  15%|#5        | 6/40 [00:01<00:06,  4.98it/s]
     91/499      4.32G    0.01933    0.01388   0.007429         79        640:  15%|#5        | 6/40 [00:01<00:06,  4.98it/s]
     91/499      4.32G    0.01933    0.01388   0.007429         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
     91/499      4.32G    0.01941    0.01379   0.007501         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
     91/499      4.32G    0.01941    0.01379   0.007501         71        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     91/499      4.32G    0.01922    0.01372   0.007447         71        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     91/499      4.32G    0.01922    0.01372   0.007447         71        640:  22%|##2       | 9/40 [00:01<00:06,  4.97it/s]
     91/499      4.32G    0.01926    0.01386   0.007391         83        640:  22%|##2       | 9/40 [00:01<00:06,  4.97it/s]
     91/499      4.32G    0.01926    0.01386   0.007391         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.12it/s]
     91/499      4.32G    0.01904    0.01372   0.007403         60        640:  25%|##5       | 10/40 [00:02<00:05,  5.12it/s]
     91/499      4.32G    0.01904    0.01372   0.007403         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.07it/s]
     91/499      4.32G    0.01888    0.01371   0.007698         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.07it/s]
     91/499      4.32G    0.01888    0.01371   0.007698         77        640:  30%|###       | 12/40 [00:02<00:06,  4.39it/s]
     91/499      4.32G    0.01898    0.01369   0.007808         69        640:  30%|###       | 12/40 [00:02<00:06,  4.39it/s]
     91/499      4.32G    0.01898    0.01369   0.007808         69        640:  32%|###2      | 13/40 [00:02<00:06,  4.24it/s]
     91/499      4.32G    0.01898    0.01338   0.007772         56        640:  32%|###2      | 13/40 [00:02<00:06,  4.24it/s]
     91/499      4.32G    0.01898    0.01338   0.007772         56        640:  35%|###5      | 14/40 [00:02<00:06,  4.09it/s]
     91/499      4.32G    0.01898    0.01344   0.007453         81        640:  35%|###5      | 14/40 [00:03<00:06,  4.09it/s]
     91/499      4.32G    0.01898    0.01344   0.007453         81        640:  38%|###7      | 15/40 [00:03<00:06,  3.85it/s]
     91/499      4.32G    0.01905    0.01334   0.007497         58        640:  38%|###7      | 15/40 [00:03<00:06,  3.85it/s]
     91/499      4.32G    0.01905    0.01334   0.007497         58        640:  40%|####      | 16/40 [00:03<00:06,  3.88it/s]
     91/499      4.32G    0.01903    0.01362   0.007522         94        640:  40%|####      | 16/40 [00:03<00:06,  3.88it/s]
     91/499      4.32G    0.01903    0.01362   0.007522         94        640:  42%|####2     | 17/40 [00:03<00:05,  3.85it/s]
     91/499      4.32G    0.01904    0.01372   0.007651         79        640:  42%|####2     | 17/40 [00:04<00:05,  3.85it/s]
     91/499      4.32G    0.01904    0.01372   0.007651         79        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
     91/499      4.32G      0.019    0.01362   0.007377         68        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
     91/499      4.32G      0.019    0.01362   0.007377         68        640:  48%|####7     | 19/40 [00:04<00:05,  3.78it/s]
     91/499      4.32G    0.01893    0.01354   0.007271         71        640:  48%|####7     | 19/40 [00:04<00:05,  3.78it/s]
     91/499      4.32G    0.01893    0.01354   0.007271         71        640:  50%|#####     | 20/40 [00:04<00:05,  3.77it/s]
     91/499      4.32G    0.01903    0.01358   0.007161         83        640:  50%|#####     | 20/40 [00:04<00:05,  3.77it/s]
     91/499      4.32G    0.01903    0.01358   0.007161         83        640:  52%|#####2    | 21/40 [00:04<00:05,  3.64it/s]
     91/499      4.32G    0.01903    0.01369   0.007056         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.64it/s]
     91/499      4.32G    0.01903    0.01369   0.007056         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     91/499      4.32G    0.01905    0.01364   0.007077         73        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
     91/499      4.32G    0.01905    0.01364   0.007077         73        640:  57%|#####7    | 23/40 [00:05<00:04,  3.72it/s]
     91/499      4.32G    0.01908    0.01362   0.007154         69        640:  57%|#####7    | 23/40 [00:05<00:04,  3.72it/s]
     91/499      4.32G    0.01908    0.01362   0.007154         69        640:  60%|######    | 24/40 [00:05<00:04,  3.62it/s]
     91/499      4.32G    0.01904     0.0137   0.007018         88        640:  60%|######    | 24/40 [00:05<00:04,  3.62it/s]
     91/499      4.32G    0.01904     0.0137   0.007018         88        640:  62%|######2   | 25/40 [00:05<00:04,  3.72it/s]
     91/499      4.32G    0.01899    0.01375   0.006959         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
     91/499      4.32G    0.01899    0.01375   0.006959         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     91/499      4.32G    0.01888    0.01367   0.006916         67        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
     91/499      4.32G    0.01888    0.01367   0.006916         67        640:  68%|######7   | 27/40 [00:06<00:03,  3.60it/s]
     91/499      4.32G    0.01887    0.01368   0.007053         68        640:  68%|######7   | 27/40 [00:06<00:03,  3.60it/s]
     91/499      4.32G    0.01887    0.01368   0.007053         68        640:  70%|#######   | 28/40 [00:06<00:03,  3.73it/s]
     91/499      4.32G    0.01884    0.01361   0.007053         65        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     91/499      4.32G    0.01884    0.01361   0.007053         65        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     91/499      4.32G    0.01883    0.01366   0.006992         86        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     91/499      4.32G    0.01883    0.01366   0.006992         86        640:  75%|#######5  | 30/40 [00:07<00:02,  3.59it/s]
     91/499      4.32G    0.01886    0.01369   0.006929         78        640:  75%|#######5  | 30/40 [00:07<00:02,  3.59it/s]
     91/499      4.32G    0.01886    0.01369   0.006929         78        640:  78%|#######7  | 31/40 [00:07<00:02,  3.69it/s]
     91/499      4.32G    0.01886    0.01373   0.006964         77        640:  78%|#######7  | 31/40 [00:07<00:02,  3.69it/s]
     91/499      4.32G    0.01886    0.01373   0.006964         77        640:  80%|########  | 32/40 [00:07<00:02,  3.68it/s]
     91/499      4.32G     0.0189    0.01378   0.007123         80        640:  80%|########  | 32/40 [00:08<00:02,  3.68it/s]
     91/499      4.32G     0.0189    0.01378   0.007123         80        640:  82%|########2 | 33/40 [00:08<00:01,  3.58it/s]
     91/499      4.32G    0.01891    0.01382   0.007027         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.58it/s]
     91/499      4.32G    0.01891    0.01382   0.007027         73        640:  85%|########5 | 34/40 [00:08<00:01,  3.69it/s]
     91/499      4.32G    0.01889    0.01383   0.007042         80        640:  85%|########5 | 34/40 [00:08<00:01,  3.69it/s]
     91/499      4.32G    0.01889    0.01383   0.007042         80        640:  88%|########7 | 35/40 [00:08<00:01,  3.72it/s]
     91/499      4.32G    0.01892    0.01377    0.00705         66        640:  88%|########7 | 35/40 [00:08<00:01,  3.72it/s]
     91/499      4.32G    0.01892    0.01377    0.00705         66        640:  90%|######### | 36/40 [00:08<00:01,  3.60it/s]
     91/499      4.32G    0.01897    0.01387   0.006959         76        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     91/499      4.32G    0.01897    0.01387   0.006959         76        640:  92%|#########2| 37/40 [00:09<00:00,  3.69it/s]
     91/499      4.32G    0.01907    0.01387   0.007032         61        640:  92%|#########2| 37/40 [00:09<00:00,  3.69it/s]
     91/499      4.32G    0.01907    0.01387   0.007032         61        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     91/499      4.32G    0.01905    0.01395   0.007035         84        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
     91/499      4.32G    0.01905    0.01395   0.007035         84        640:  98%|#########7| 39/40 [00:09<00:00,  3.60it/s]
     91/499      4.32G      0.019    0.01386   0.006881         32        640:  98%|#########7| 39/40 [00:10<00:00,  3.60it/s]
     91/499      4.32G      0.019    0.01386   0.006881         32        640: 100%|##########| 40/40 [00:10<00:00,  3.86it/s]
     91/499      4.32G      0.019    0.01386   0.006881         32        640: 100%|##########| 40/40 [00:10<00:00,  3.99it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.84it/s]
                   all        132        263        0.9       0.81       0.86      0.696

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     92/499      4.32G     0.0188    0.01247   0.008735         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
     92/499      4.32G     0.0188    0.01247   0.008735         63        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     92/499      4.32G    0.01913    0.01475   0.006907         75        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     92/499      4.32G    0.01913    0.01475   0.006907         75        640:   5%|5         | 2/40 [00:00<00:07,  4.92it/s]
     92/499      4.32G    0.02035    0.01447   0.007162         76        640:   5%|5         | 2/40 [00:00<00:07,  4.92it/s]
     92/499      4.32G    0.02035    0.01447   0.007162         76        640:   8%|7         | 3/40 [00:00<00:07,  5.11it/s]
     92/499      4.32G    0.01972    0.01434    0.00635         75        640:   8%|7         | 3/40 [00:00<00:07,  5.11it/s]
     92/499      4.32G    0.01972    0.01434    0.00635         75        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     92/499      4.32G    0.01921    0.01417   0.006369         73        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     92/499      4.32G    0.01921    0.01417   0.006369         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.01it/s]
     92/499      4.32G    0.01915    0.01462   0.006445         91        640:  12%|#2        | 5/40 [00:01<00:06,  5.01it/s]
     92/499      4.32G    0.01915    0.01462   0.006445         91        640:  15%|#5        | 6/40 [00:01<00:06,  5.06it/s]
     92/499      4.32G    0.01882    0.01433   0.006093         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.06it/s]
     92/499      4.32G    0.01882    0.01433   0.006093         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
     92/499      4.32G     0.0186     0.0139   0.006363         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
     92/499      4.32G     0.0186     0.0139   0.006363         64        640:  20%|##        | 8/40 [00:01<00:06,  4.95it/s]
     92/499      4.32G    0.01871    0.01393   0.006567         71        640:  20%|##        | 8/40 [00:01<00:06,  4.95it/s]
     92/499      4.32G    0.01871    0.01393   0.006567         71        640:  22%|##2       | 9/40 [00:01<00:06,  4.57it/s]
     92/499      4.32G    0.01876    0.01369   0.006553         58        640:  22%|##2       | 9/40 [00:02<00:06,  4.57it/s]
     92/499      4.32G    0.01876    0.01369   0.006553         58        640:  25%|##5       | 10/40 [00:02<00:06,  4.29it/s]
     92/499      4.32G    0.01873    0.01356   0.006274         68        640:  25%|##5       | 10/40 [00:02<00:06,  4.29it/s]
     92/499      4.32G    0.01873    0.01356   0.006274         68        640:  28%|##7       | 11/40 [00:02<00:07,  3.97it/s]
     92/499      4.32G    0.01885    0.01409   0.006351        103        640:  28%|##7       | 11/40 [00:02<00:07,  3.97it/s]
     92/499      4.32G    0.01885    0.01409   0.006351        103        640:  30%|###       | 12/40 [00:02<00:07,  3.96it/s]
     92/499      4.32G    0.01891     0.0144   0.006269         98        640:  30%|###       | 12/40 [00:02<00:07,  3.96it/s]
     92/499      4.32G    0.01891     0.0144   0.006269         98        640:  32%|###2      | 13/40 [00:02<00:06,  3.91it/s]
     92/499      4.32G    0.01887    0.01435   0.006912         70        640:  32%|###2      | 13/40 [00:03<00:06,  3.91it/s]
     92/499      4.32G    0.01887    0.01435   0.006912         70        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     92/499      4.32G    0.01879    0.01448   0.006797         88        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
     92/499      4.32G    0.01879    0.01448   0.006797         88        640:  38%|###7      | 15/40 [00:03<00:06,  3.81it/s]
     92/499      4.32G    0.01865    0.01445   0.006741         73        640:  38%|###7      | 15/40 [00:03<00:06,  3.81it/s]
     92/499      4.32G    0.01865    0.01445   0.006741         73        640:  40%|####      | 16/40 [00:03<00:06,  3.81it/s]
     92/499      4.32G    0.01853    0.01452   0.006623         90        640:  40%|####      | 16/40 [00:04<00:06,  3.81it/s]
     92/499      4.32G    0.01853    0.01452   0.006623         90        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     92/499      4.32G    0.01857    0.01459   0.006801         86        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
     92/499      4.32G    0.01857    0.01459   0.006801         86        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
     92/499      4.32G    0.01847    0.01458   0.007057         84        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
     92/499      4.32G    0.01847    0.01458   0.007057         84        640:  48%|####7     | 19/40 [00:04<00:05,  3.76it/s]
     92/499      4.32G    0.01843    0.01461   0.006882         82        640:  48%|####7     | 19/40 [00:04<00:05,  3.76it/s]
     92/499      4.32G    0.01843    0.01461   0.006882         82        640:  50%|#####     | 20/40 [00:04<00:05,  3.62it/s]
     92/499      4.32G    0.01834    0.01449   0.006805         69        640:  50%|#####     | 20/40 [00:05<00:05,  3.62it/s]
     92/499      4.32G    0.01834    0.01449   0.006805         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     92/499      4.32G    0.01843    0.01438   0.006783         66        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     92/499      4.32G    0.01843    0.01438   0.006783         66        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     92/499      4.32G    0.01854    0.01452   0.006724         92        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
     92/499      4.32G    0.01854    0.01452   0.006724         92        640:  57%|#####7    | 23/40 [00:05<00:04,  3.65it/s]
     92/499      4.32G    0.01845    0.01439   0.006755         73        640:  57%|#####7    | 23/40 [00:05<00:04,  3.65it/s]
     92/499      4.32G    0.01845    0.01439   0.006755         73        640:  60%|######    | 24/40 [00:05<00:04,  3.73it/s]
     92/499      4.32G    0.01843    0.01441    0.00677         81        640:  60%|######    | 24/40 [00:06<00:04,  3.73it/s]
     92/499      4.32G    0.01843    0.01441    0.00677         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     92/499      4.32G    0.01845    0.01443   0.006795         85        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
     92/499      4.32G    0.01845    0.01443   0.006795         85        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
     92/499      4.32G    0.01851    0.01447   0.006927         80        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
     92/499      4.32G    0.01851    0.01447   0.006927         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.72it/s]
     92/499      4.32G    0.01848    0.01444   0.006992         71        640:  68%|######7   | 27/40 [00:06<00:03,  3.72it/s]
     92/499      4.32G    0.01848    0.01444   0.006992         71        640:  70%|#######   | 28/40 [00:06<00:03,  3.73it/s]
     92/499      4.32G    0.01847    0.01445   0.006978         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     92/499      4.32G    0.01847    0.01445   0.006978         76        640:  72%|#######2  | 29/40 [00:07<00:03,  3.62it/s]
     92/499      4.32G    0.01845    0.01443   0.006877         76        640:  72%|#######2  | 29/40 [00:07<00:03,  3.62it/s]
     92/499      4.32G    0.01845    0.01443   0.006877         76        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     92/499      4.32G     0.0184    0.01443   0.006802         75        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
     92/499      4.32G     0.0184    0.01443   0.006802         75        640:  78%|#######7  | 31/40 [00:07<00:02,  3.73it/s]
     92/499      4.32G    0.01841    0.01443   0.006792         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     92/499      4.32G    0.01841    0.01443   0.006792         74        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     92/499      4.32G    0.01838    0.01443   0.006788         80        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
     92/499      4.32G    0.01838    0.01443   0.006788         80        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     92/499      4.32G    0.01841    0.01449   0.006826         82        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     92/499      4.32G    0.01841    0.01449   0.006826         82        640:  85%|########5 | 34/40 [00:08<00:01,  3.73it/s]
     92/499      4.32G    0.01835    0.01447   0.006889         79        640:  85%|########5 | 34/40 [00:08<00:01,  3.73it/s]
     92/499      4.32G    0.01835    0.01447   0.006889         79        640:  88%|########7 | 35/40 [00:08<00:01,  3.63it/s]
     92/499      4.32G    0.01832    0.01441   0.007007         69        640:  88%|########7 | 35/40 [00:09<00:01,  3.63it/s]
     92/499      4.32G    0.01832    0.01441   0.007007         69        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     92/499      4.32G    0.01832    0.01444   0.006988         75        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     92/499      4.32G    0.01832    0.01444   0.006988         75        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
     92/499      4.32G    0.01831    0.01448   0.006947         79        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
     92/499      4.32G    0.01831    0.01448   0.006947         79        640:  95%|#########5| 38/40 [00:09<00:00,  3.65it/s]
     92/499      4.32G    0.01822    0.01438   0.006916         68        640:  95%|#########5| 38/40 [00:09<00:00,  3.65it/s]
     92/499      4.32G    0.01822    0.01438   0.006916         68        640:  98%|#########7| 39/40 [00:09<00:00,  3.74it/s]
     92/499      4.32G    0.01827     0.0144   0.007125         33        640:  98%|#########7| 39/40 [00:10<00:00,  3.74it/s]
     92/499      4.32G    0.01827     0.0144   0.007125         33        640: 100%|##########| 40/40 [00:10<00:00,  3.81it/s]
     92/499      4.32G    0.01827     0.0144   0.007125         33        640: 100%|##########| 40/40 [00:10<00:00,  3.92it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.40it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.06it/s]
                   all        132        263      0.861      0.828      0.846      0.699

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     93/499      4.32G    0.01881    0.01545   0.005221         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
     93/499      4.32G    0.01881    0.01545   0.005221         78        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
     93/499      4.32G    0.01807     0.0143   0.004493         63        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
     93/499      4.32G    0.01807     0.0143   0.004493         63        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
     93/499      4.32G    0.01795    0.01435   0.004753         82        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
     93/499      4.32G    0.01795    0.01435   0.004753         82        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     93/499      4.32G    0.01806     0.0138   0.004703         69        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     93/499      4.32G    0.01806     0.0138   0.004703         69        640:  10%|#         | 4/40 [00:00<00:08,  4.17it/s]
     93/499      4.32G    0.01794    0.01355   0.005191         80        640:  10%|#         | 4/40 [00:01<00:08,  4.17it/s]
     93/499      4.32G    0.01794    0.01355   0.005191         80        640:  12%|#2        | 5/40 [00:01<00:08,  4.12it/s]
     93/499      4.32G    0.01799    0.01405   0.004833         87        640:  12%|#2        | 5/40 [00:01<00:08,  4.12it/s]
     93/499      4.32G    0.01799    0.01405   0.004833         87        640:  15%|#5        | 6/40 [00:01<00:08,  3.94it/s]
     93/499      4.32G    0.01833    0.01417   0.005029         74        640:  15%|#5        | 6/40 [00:01<00:08,  3.94it/s]
     93/499      4.32G    0.01833    0.01417   0.005029         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     93/499      4.32G     0.0183    0.01379   0.004852         67        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     93/499      4.32G     0.0183    0.01379   0.004852         67        640:  20%|##        | 8/40 [00:01<00:08,  3.87it/s]
     93/499      4.32G    0.01831    0.01392   0.004801         83        640:  20%|##        | 8/40 [00:02<00:08,  3.87it/s]
     93/499      4.32G    0.01831    0.01392   0.004801         83        640:  22%|##2       | 9/40 [00:02<00:08,  3.81it/s]
     93/499      4.32G    0.01813    0.01391    0.00476         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.81it/s]
     93/499      4.32G    0.01813    0.01391    0.00476         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
     93/499      4.32G    0.01812    0.01395   0.005109         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
     93/499      4.32G    0.01812    0.01395   0.005109         78        640:  28%|##7       | 11/40 [00:02<00:07,  3.77it/s]
     93/499      4.32G    0.01788    0.01383   0.005201         70        640:  28%|##7       | 11/40 [00:03<00:07,  3.77it/s]
     93/499      4.32G    0.01788    0.01383   0.005201         70        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     93/499      4.32G    0.01785    0.01361   0.005115         57        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
     93/499      4.32G    0.01785    0.01361   0.005115         57        640:  32%|###2      | 13/40 [00:03<00:07,  3.64it/s]
     93/499      4.32G    0.01781    0.01347   0.005114         64        640:  32%|###2      | 13/40 [00:03<00:07,  3.64it/s]
     93/499      4.32G    0.01781    0.01347   0.005114         64        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
     93/499      4.32G    0.01803    0.01352   0.005281         69        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
     93/499      4.32G    0.01803    0.01352   0.005281         69        640:  38%|###7      | 15/40 [00:03<00:06,  3.73it/s]
     93/499      4.32G    0.01803    0.01368   0.005506         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     93/499      4.32G    0.01803    0.01368   0.005506         82        640:  40%|####      | 16/40 [00:04<00:06,  3.57it/s]
     93/499      4.32G    0.01795    0.01361   0.005587         72        640:  40%|####      | 16/40 [00:04<00:06,  3.57it/s]
     93/499      4.32G    0.01795    0.01361   0.005587         72        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     93/499      4.32G    0.01798    0.01377   0.005731         80        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     93/499      4.32G    0.01798    0.01377   0.005731         80        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
     93/499      4.32G    0.01782    0.01376   0.005912         74        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
     93/499      4.32G    0.01782    0.01376   0.005912         74        640:  48%|####7     | 19/40 [00:04<00:05,  3.59it/s]
     93/499      4.32G    0.01796    0.01367   0.006065         55        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
     93/499      4.32G    0.01796    0.01367   0.006065         55        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
     93/499      4.32G    0.01789    0.01359   0.005966         69        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
     93/499      4.32G    0.01789    0.01359   0.005966         69        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     93/499      4.32G    0.01783    0.01358   0.005845         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     93/499      4.32G    0.01783    0.01358   0.005845         70        640:  55%|#####5    | 22/40 [00:05<00:04,  3.63it/s]
     93/499      4.32G    0.01783    0.01357   0.006079         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
     93/499      4.32G    0.01783    0.01357   0.006079         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     93/499      4.32G    0.01782    0.01344    0.00603         56        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
     93/499      4.32G    0.01782    0.01344    0.00603         56        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     93/499      4.32G    0.01778    0.01343   0.006004         76        640:  60%|######    | 24/40 [00:06<00:04,  3.71it/s]
     93/499      4.32G    0.01778    0.01343   0.006004         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
     93/499      4.32G    0.01777     0.0134   0.006064         72        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
     93/499      4.32G    0.01777     0.0134   0.006064         72        640:  65%|######5   | 26/40 [00:06<00:03,  3.76it/s]
     93/499      4.32G     0.0178    0.01341   0.006176         62        640:  65%|######5   | 26/40 [00:07<00:03,  3.76it/s]
     93/499      4.32G     0.0178    0.01341   0.006176         62        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     93/499      4.32G    0.01783    0.01336   0.006166         63        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
     93/499      4.32G    0.01783    0.01336   0.006166         63        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     93/499      4.32G    0.01786    0.01336   0.006152         63        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     93/499      4.32G    0.01786    0.01336   0.006152         63        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     93/499      4.32G    0.01785    0.01332   0.006092         67        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     93/499      4.32G    0.01785    0.01332   0.006092         67        640:  75%|#######5  | 30/40 [00:07<00:02,  3.73it/s]
     93/499      4.32G    0.01783    0.01339   0.006112         79        640:  75%|#######5  | 30/40 [00:08<00:02,  3.73it/s]
     93/499      4.32G    0.01783    0.01339   0.006112         79        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     93/499      4.32G    0.01786    0.01347   0.006167         81        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
     93/499      4.32G    0.01786    0.01347   0.006167         81        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     93/499      4.32G    0.01779    0.01338    0.00637         58        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     93/499      4.32G    0.01779    0.01338    0.00637         58        640:  82%|########2 | 33/40 [00:08<00:01,  3.68it/s]
     93/499      4.32G    0.01777    0.01344   0.006317         86        640:  82%|########2 | 33/40 [00:09<00:01,  3.68it/s]
     93/499      4.32G    0.01777    0.01344   0.006317         86        640:  85%|########5 | 34/40 [00:09<00:01,  3.57it/s]
     93/499      4.32G    0.01774    0.01343   0.006262         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.57it/s]
     93/499      4.32G    0.01774    0.01343   0.006262         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
     93/499      4.32G    0.01777    0.01345    0.00628         77        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
     93/499      4.32G    0.01777    0.01345    0.00628         77        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
     93/499      4.32G    0.01771    0.01344   0.006272         75        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
     93/499      4.32G    0.01771    0.01344   0.006272         75        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
     93/499      4.32G    0.01773    0.01354   0.006284         93        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
     93/499      4.32G    0.01773    0.01354   0.006284         93        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
     93/499      4.32G    0.01773    0.01353   0.006222         62        640:  95%|#########5| 38/40 [00:10<00:00,  3.73it/s]
     93/499      4.32G    0.01773    0.01353   0.006222         62        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
     93/499      4.32G    0.01778    0.01348   0.006154         29        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
     93/499      4.32G    0.01778    0.01348   0.006154         29        640: 100%|##########| 40/40 [00:10<00:00,  3.63it/s]
     93/499      4.32G    0.01778    0.01348   0.006154         29        640: 100%|##########| 40/40 [00:10<00:00,  3.75it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.72it/s]
                   all        132        263      0.905      0.847      0.878      0.736

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     94/499      4.32G    0.01668    0.01679   0.005127         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
     94/499      4.32G    0.01668    0.01679   0.005127         88        640:   2%|2         | 1/40 [00:00<00:10,  3.68it/s]
     94/499      4.32G    0.01684    0.01693   0.003874         87        640:   2%|2         | 1/40 [00:00<00:10,  3.68it/s]
     94/499      4.32G    0.01684    0.01693   0.003874         87        640:   5%|5         | 2/40 [00:00<00:10,  3.66it/s]
     94/499      4.32G    0.01638    0.01541   0.004332         71        640:   5%|5         | 2/40 [00:00<00:10,  3.66it/s]
     94/499      4.32G    0.01638    0.01541   0.004332         71        640:   8%|7         | 3/40 [00:00<00:10,  3.54it/s]
     94/499      4.32G    0.01707    0.01624    0.00561         99        640:   8%|7         | 3/40 [00:01<00:10,  3.54it/s]
     94/499      4.32G    0.01707    0.01624    0.00561         99        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     94/499      4.32G    0.01704    0.01537   0.005294         65        640:  10%|#         | 4/40 [00:01<00:09,  3.74it/s]
     94/499      4.32G    0.01704    0.01537   0.005294         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
     94/499      4.32G    0.01705    0.01501   0.005895         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.71it/s]
     94/499      4.32G    0.01705    0.01501   0.005895         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     94/499      4.32G    0.01729    0.01512   0.005804         87        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
     94/499      4.32G    0.01729    0.01512   0.005804         87        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
     94/499      4.32G    0.01725    0.01513   0.006279         79        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
     94/499      4.32G    0.01725    0.01513   0.006279         79        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     94/499      4.32G    0.01706    0.01464   0.006506         74        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
     94/499      4.32G    0.01706    0.01464   0.006506         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     94/499      4.32G    0.01683    0.01445   0.006405         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
     94/499      4.32G    0.01683    0.01445   0.006405         77        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     94/499      4.32G    0.01686    0.01431   0.006207         67        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     94/499      4.32G    0.01686    0.01431   0.006207         67        640:  28%|##7       | 11/40 [00:02<00:07,  3.71it/s]
     94/499      4.32G    0.01682    0.01405   0.006156         67        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
     94/499      4.32G    0.01682    0.01405   0.006156         67        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     94/499      4.32G    0.01664    0.01396   0.006078         74        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
     94/499      4.32G    0.01664    0.01396   0.006078         74        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     94/499      4.32G    0.01663    0.01393   0.006353         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
     94/499      4.32G    0.01663    0.01393   0.006353         79        640:  35%|###5      | 14/40 [00:03<00:07,  3.67it/s]
     94/499      4.32G    0.01655    0.01381   0.006286         69        640:  35%|###5      | 14/40 [00:04<00:07,  3.67it/s]
     94/499      4.32G    0.01655    0.01381   0.006286         69        640:  38%|###7      | 15/40 [00:04<00:07,  3.54it/s]
     94/499      4.32G    0.01663    0.01405   0.006126         94        640:  38%|###7      | 15/40 [00:04<00:07,  3.54it/s]
     94/499      4.32G    0.01663    0.01405   0.006126         94        640:  40%|####      | 16/40 [00:04<00:06,  3.68it/s]
     94/499      4.32G    0.01671    0.01415   0.006383         90        640:  40%|####      | 16/40 [00:04<00:06,  3.68it/s]
     94/499      4.32G    0.01671    0.01415   0.006383         90        640:  42%|####2     | 17/40 [00:04<00:06,  3.65it/s]
     94/499      4.32G    0.01678    0.01403   0.006638         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.65it/s]
     94/499      4.32G    0.01678    0.01403   0.006638         71        640:  45%|####5     | 18/40 [00:04<00:06,  3.57it/s]
     94/499      4.32G    0.01688    0.01405   0.006544         80        640:  45%|####5     | 18/40 [00:05<00:06,  3.57it/s]
     94/499      4.32G    0.01688    0.01405   0.006544         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     94/499      4.32G    0.01679    0.01398   0.006565         82        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
     94/499      4.32G    0.01679    0.01398   0.006565         82        640:  50%|#####     | 20/40 [00:05<00:05,  3.69it/s]
     94/499      4.32G     0.0168    0.01402   0.006427         80        640:  50%|#####     | 20/40 [00:05<00:05,  3.69it/s]
     94/499      4.32G     0.0168    0.01402   0.006427         80        640:  52%|#####2    | 21/40 [00:05<00:05,  3.57it/s]
     94/499      4.32G    0.01679     0.0141    0.00635         88        640:  52%|#####2    | 21/40 [00:06<00:05,  3.57it/s]
     94/499      4.32G    0.01679     0.0141    0.00635         88        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     94/499      4.32G    0.01674    0.01399   0.006248         67        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
     94/499      4.32G    0.01674    0.01399   0.006248         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     94/499      4.32G     0.0167    0.01392   0.006242         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     94/499      4.32G     0.0167    0.01392   0.006242         71        640:  60%|######    | 24/40 [00:06<00:04,  3.58it/s]
     94/499      4.32G    0.01671    0.01385   0.006081         69        640:  60%|######    | 24/40 [00:06<00:04,  3.58it/s]
     94/499      4.32G    0.01671    0.01385   0.006081         69        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
     94/499      4.32G    0.01676    0.01395   0.006064         87        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
     94/499      4.32G    0.01676    0.01395   0.006064         87        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     94/499      4.32G    0.01668    0.01379   0.005988         60        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
     94/499      4.32G    0.01668    0.01379   0.005988         60        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
     94/499      4.32G    0.01672    0.01374   0.006128         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
     94/499      4.32G    0.01672    0.01374   0.006128         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     94/499      4.32G    0.01676     0.0138   0.006186         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
     94/499      4.32G    0.01676     0.0138   0.006186         79        640:  72%|#######2  | 29/40 [00:07<00:02,  3.72it/s]
     94/499      4.32G    0.01678    0.01389   0.006144         88        640:  72%|#######2  | 29/40 [00:08<00:02,  3.72it/s]
     94/499      4.32G    0.01678    0.01389   0.006144         88        640:  75%|#######5  | 30/40 [00:08<00:02,  3.61it/s]
     94/499      4.32G     0.0168    0.01387     0.0061         70        640:  75%|#######5  | 30/40 [00:08<00:02,  3.61it/s]
     94/499      4.32G     0.0168    0.01387     0.0061         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     94/499      4.32G    0.01676    0.01384   0.006043         73        640:  78%|#######7  | 31/40 [00:08<00:02,  3.74it/s]
     94/499      4.32G    0.01676    0.01384   0.006043         73        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
     94/499      4.32G    0.01679    0.01381   0.006054         71        640:  80%|########  | 32/40 [00:09<00:02,  3.72it/s]
     94/499      4.32G    0.01679    0.01381   0.006054         71        640:  82%|########2 | 33/40 [00:09<00:01,  3.61it/s]
     94/499      4.32G    0.01671    0.01373   0.005995         66        640:  82%|########2 | 33/40 [00:09<00:01,  3.61it/s]
     94/499      4.32G    0.01671    0.01373   0.005995         66        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     94/499      4.32G    0.01667    0.01372   0.005917         81        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     94/499      4.32G    0.01667    0.01372   0.005917         81        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     94/499      4.32G    0.01665    0.01373   0.005985         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
     94/499      4.32G    0.01665    0.01373   0.005985         71        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
     94/499      4.32G    0.01669    0.01375   0.006013         75        640:  90%|######### | 36/40 [00:10<00:01,  3.60it/s]
     94/499      4.32G    0.01669    0.01375   0.006013         75        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     94/499      4.32G     0.0167    0.01367   0.006054         64        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     94/499      4.32G     0.0167    0.01367   0.006054         64        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
     94/499      4.32G    0.01674    0.01363   0.006048         65        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
     94/499      4.32G    0.01674    0.01363   0.006048         65        640:  98%|#########7| 39/40 [00:10<00:00,  3.65it/s]
     94/499      4.32G    0.01674    0.01369   0.005986         40        640:  98%|#########7| 39/40 [00:10<00:00,  3.65it/s]
     94/499      4.32G    0.01674    0.01369   0.005986         40        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]
     94/499      4.32G    0.01674    0.01369   0.005986         40        640: 100%|##########| 40/40 [00:10<00:00,  3.69it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.23it/s]
                   all        132        263      0.876      0.885       0.88      0.731

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     95/499      4.32G    0.01945    0.01448   0.006084         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     95/499      4.32G    0.01945    0.01448   0.006084         79        640:   2%|2         | 1/40 [00:00<00:10,  3.60it/s]
     95/499      4.32G    0.01843    0.01449   0.005287         80        640:   2%|2         | 1/40 [00:00<00:10,  3.60it/s]
     95/499      4.32G    0.01843    0.01449   0.005287         80        640:   5%|5         | 2/40 [00:00<00:11,  3.43it/s]
     95/499      4.32G    0.01825     0.0142   0.005581         83        640:   5%|5         | 2/40 [00:00<00:11,  3.43it/s]
     95/499      4.32G    0.01825     0.0142   0.005581         83        640:   8%|7         | 3/40 [00:00<00:10,  3.40it/s]
     95/499      4.32G     0.0177    0.01406   0.004865         79        640:   8%|7         | 3/40 [00:01<00:10,  3.40it/s]
     95/499      4.32G     0.0177    0.01406   0.004865         79        640:  10%|#         | 4/40 [00:01<00:10,  3.52it/s]
     95/499      4.32G    0.01775    0.01425   0.005843         80        640:  10%|#         | 4/40 [00:01<00:10,  3.52it/s]
     95/499      4.32G    0.01775    0.01425   0.005843         80        640:  12%|#2        | 5/40 [00:01<00:10,  3.48it/s]
     95/499      4.32G    0.01735    0.01375   0.006087         65        640:  12%|#2        | 5/40 [00:01<00:10,  3.48it/s]
     95/499      4.32G    0.01735    0.01375   0.006087         65        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
     95/499      4.32G    0.01699    0.01363   0.005986         83        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
     95/499      4.32G    0.01699    0.01363   0.005986         83        640:  18%|#7        | 7/40 [00:01<00:08,  3.68it/s]
     95/499      4.32G    0.01704    0.01344   0.006202         70        640:  18%|#7        | 7/40 [00:02<00:08,  3.68it/s]
     95/499      4.32G    0.01704    0.01344   0.006202         70        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     95/499      4.32G    0.01684    0.01334   0.005874         75        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
     95/499      4.32G    0.01684    0.01334   0.005874         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.68it/s]
     95/499      4.32G    0.01679    0.01322   0.005653         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.68it/s]
     95/499      4.32G    0.01679    0.01322   0.005653         68        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
     95/499      4.32G    0.01665    0.01288   0.005537         63        640:  25%|##5       | 10/40 [00:03<00:08,  3.71it/s]
     95/499      4.32G    0.01665    0.01288   0.005537         63        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     95/499      4.32G    0.01674    0.01289   0.005414         75        640:  28%|##7       | 11/40 [00:03<00:08,  3.61it/s]
     95/499      4.32G    0.01674    0.01289   0.005414         75        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     95/499      4.32G    0.01667    0.01286   0.005414         79        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
     95/499      4.32G    0.01667    0.01286   0.005414         79        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     95/499      4.32G    0.01662    0.01276   0.005528         68        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     95/499      4.32G    0.01662    0.01276   0.005528         68        640:  35%|###5      | 14/40 [00:03<00:07,  3.62it/s]
     95/499      4.32G    0.01664    0.01285   0.005833         72        640:  35%|###5      | 14/40 [00:04<00:07,  3.62it/s]
     95/499      4.32G    0.01664    0.01285   0.005833         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     95/499      4.32G    0.01664    0.01284   0.005739         69        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
     95/499      4.32G    0.01664    0.01284   0.005739         69        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     95/499      4.32G     0.0166    0.01273    0.00558         63        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
     95/499      4.32G     0.0166    0.01273    0.00558         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     95/499      4.32G    0.01661    0.01257   0.005721         54        640:  42%|####2     | 17/40 [00:04<00:06,  3.61it/s]
     95/499      4.32G    0.01661    0.01257   0.005721         54        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
     95/499      4.32G    0.01671    0.01248   0.005843         61        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
     95/499      4.32G    0.01671    0.01248   0.005843         61        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     95/499      4.32G    0.01687    0.01243   0.005788         63        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
     95/499      4.32G    0.01687    0.01243   0.005788         63        640:  50%|#####     | 20/40 [00:05<00:05,  3.62it/s]
     95/499      4.32G    0.01681     0.0125   0.005811         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.62it/s]
     95/499      4.32G    0.01681     0.0125   0.005811         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
     95/499      4.32G     0.0168    0.01255   0.005991         74        640:  52%|#####2    | 21/40 [00:06<00:05,  3.72it/s]
     95/499      4.32G     0.0168    0.01255   0.005991         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
     95/499      4.32G    0.01681    0.01268    0.00588         78        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
     95/499      4.32G    0.01681    0.01268    0.00588         78        640:  57%|#####7    | 23/40 [00:06<00:04,  3.64it/s]
     95/499      4.32G    0.01682    0.01277   0.005862         86        640:  57%|#####7    | 23/40 [00:06<00:04,  3.64it/s]
     95/499      4.32G    0.01682    0.01277   0.005862         86        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     95/499      4.32G    0.01679    0.01277   0.005872         67        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     95/499      4.32G    0.01679    0.01277   0.005872         67        640:  62%|######2   | 25/40 [00:06<00:04,  3.64it/s]
     95/499      4.32G    0.01696    0.01287   0.005824         76        640:  62%|######2   | 25/40 [00:07<00:04,  3.64it/s]
     95/499      4.32G    0.01696    0.01287   0.005824         76        640:  65%|######5   | 26/40 [00:07<00:03,  3.55it/s]
     95/499      4.32G    0.01698    0.01295   0.005769         85        640:  65%|######5   | 26/40 [00:07<00:03,  3.55it/s]
     95/499      4.32G    0.01698    0.01295   0.005769         85        640:  68%|######7   | 27/40 [00:07<00:03,  3.67it/s]
     95/499      4.32G    0.01694    0.01286   0.005718         60        640:  68%|######7   | 27/40 [00:07<00:03,  3.67it/s]
     95/499      4.32G    0.01694    0.01286   0.005718         60        640:  70%|#######   | 28/40 [00:07<00:03,  3.69it/s]
     95/499      4.32G    0.01705    0.01301   0.005745         80        640:  70%|#######   | 28/40 [00:07<00:03,  3.69it/s]
     95/499      4.32G    0.01705    0.01301   0.005745         80        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
     95/499      4.32G    0.01705     0.0131   0.005889         84        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
     95/499      4.32G    0.01705     0.0131   0.005889         84        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     95/499      4.32G     0.0171    0.01308   0.005923         60        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     95/499      4.32G     0.0171    0.01308   0.005923         60        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     95/499      4.32G    0.01712    0.01311   0.006051         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.72it/s]
     95/499      4.32G    0.01712    0.01311   0.006051         72        640:  80%|########  | 32/40 [00:08<00:02,  3.64it/s]
     95/499      4.32G    0.01713    0.01316      0.006         82        640:  80%|########  | 32/40 [00:09<00:02,  3.64it/s]
     95/499      4.32G    0.01713    0.01316      0.006         82        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     95/499      4.32G    0.01711     0.0132   0.006042         81        640:  82%|########2 | 33/40 [00:09<00:01,  3.73it/s]
     95/499      4.32G    0.01711     0.0132   0.006042         81        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     95/499      4.32G     0.0171     0.0131   0.005968         55        640:  85%|########5 | 34/40 [00:09<00:01,  3.74it/s]
     95/499      4.32G     0.0171     0.0131   0.005968         55        640:  88%|########7 | 35/40 [00:09<00:01,  3.63it/s]
     95/499      4.32G     0.0171    0.01314   0.005962         79        640:  88%|########7 | 35/40 [00:09<00:01,  3.63it/s]
     95/499      4.32G     0.0171    0.01314   0.005962         79        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
     95/499      4.32G    0.01709    0.01319   0.005892         78        640:  90%|######### | 36/40 [00:10<00:01,  3.72it/s]
     95/499      4.32G    0.01709    0.01319   0.005892         78        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     95/499      4.32G    0.01716    0.01326   0.005908         82        640:  92%|#########2| 37/40 [00:10<00:00,  3.73it/s]
     95/499      4.32G    0.01716    0.01326   0.005908         82        640:  95%|#########5| 38/40 [00:10<00:00,  3.68it/s]
     95/499      4.32G    0.01716     0.0133   0.005926         80        640:  95%|#########5| 38/40 [00:10<00:00,  3.68it/s]
     95/499      4.32G    0.01716     0.0133   0.005926         80        640:  98%|#########7| 39/40 [00:10<00:00,  3.82it/s]
     95/499      4.32G    0.01712    0.01332   0.005904         41        640:  98%|#########7| 39/40 [00:10<00:00,  3.82it/s]
     95/499      4.32G    0.01712    0.01332   0.005904         41        640: 100%|##########| 40/40 [00:10<00:00,  4.24it/s]
     95/499      4.32G    0.01712    0.01332   0.005904         41        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.45it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  3.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.10it/s]
                   all        132        263      0.875      0.868      0.879       0.71

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     96/499      4.32G    0.01641    0.01533   0.009817         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
     96/499      4.32G    0.01641    0.01533   0.009817         83        640:   2%|2         | 1/40 [00:00<00:10,  3.78it/s]
     96/499      4.32G    0.01584    0.01369   0.005841         75        640:   2%|2         | 1/40 [00:00<00:10,  3.78it/s]
     96/499      4.32G    0.01584    0.01369   0.005841         75        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     96/499      4.32G    0.01745    0.01452   0.007061         77        640:   5%|5         | 2/40 [00:00<00:09,  3.97it/s]
     96/499      4.32G    0.01745    0.01452   0.007061         77        640:   8%|7         | 3/40 [00:00<00:09,  3.79it/s]
     96/499      4.32G    0.01788    0.01428   0.006882         67        640:   8%|7         | 3/40 [00:01<00:09,  3.79it/s]
     96/499      4.32G    0.01788    0.01428   0.006882         67        640:  10%|#         | 4/40 [00:01<00:09,  3.62it/s]
     96/499      4.32G    0.01803    0.01447   0.007096         78        640:  10%|#         | 4/40 [00:01<00:09,  3.62it/s]
     96/499      4.32G    0.01803    0.01447   0.007096         78        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     96/499      4.32G      0.018     0.0149    0.00703         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     96/499      4.32G      0.018     0.0149    0.00703         80        640:  15%|#5        | 6/40 [00:01<00:09,  3.77it/s]
     96/499      4.32G     0.0181    0.01465   0.007199         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.77it/s]
     96/499      4.32G     0.0181    0.01465   0.007199         68        640:  18%|#7        | 7/40 [00:01<00:09,  3.63it/s]
     96/499      4.32G    0.01791    0.01446   0.006814         70        640:  18%|#7        | 7/40 [00:02<00:09,  3.63it/s]
     96/499      4.32G    0.01791    0.01446   0.006814         70        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     96/499      4.32G    0.01801    0.01424   0.007055         70        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     96/499      4.32G    0.01801    0.01424   0.007055         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.76it/s]
     96/499      4.32G    0.01804     0.0144   0.007512         82        640:  22%|##2       | 9/40 [00:02<00:08,  3.76it/s]
     96/499      4.32G    0.01804     0.0144   0.007512         82        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     96/499      4.32G    0.01796    0.01457   0.007514         84        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
     96/499      4.32G    0.01796    0.01457   0.007514         84        640:  28%|##7       | 11/40 [00:02<00:07,  3.77it/s]
     96/499      4.32G    0.01796    0.01464   0.007385         79        640:  28%|##7       | 11/40 [00:03<00:07,  3.77it/s]
     96/499      4.32G    0.01796    0.01464   0.007385         79        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     96/499      4.32G    0.01788    0.01459   0.007187         78        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
     96/499      4.32G    0.01788    0.01459   0.007187         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     96/499      4.32G    0.01806    0.01462   0.007161         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.61it/s]
     96/499      4.32G    0.01806    0.01462   0.007161         78        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
     96/499      4.32G    0.01802    0.01457   0.007031         71        640:  35%|###5      | 14/40 [00:04<00:06,  3.75it/s]
     96/499      4.32G    0.01802    0.01457   0.007031         71        640:  38%|###7      | 15/40 [00:04<00:06,  3.76it/s]
     96/499      4.32G    0.01816    0.01444   0.007055         58        640:  38%|###7      | 15/40 [00:04<00:06,  3.76it/s]
     96/499      4.32G    0.01816    0.01444   0.007055         58        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     96/499      4.32G    0.01824    0.01435    0.00694         62        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     96/499      4.32G    0.01824    0.01435    0.00694         62        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     96/499      4.32G    0.01817    0.01417   0.006895         62        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     96/499      4.32G    0.01817    0.01417   0.006895         62        640:  45%|####5     | 18/40 [00:04<00:05,  3.75it/s]
     96/499      4.32G    0.01815    0.01421   0.006667         84        640:  45%|####5     | 18/40 [00:05<00:05,  3.75it/s]
     96/499      4.32G    0.01815    0.01421   0.006667         84        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     96/499      4.32G    0.01805    0.01414   0.006857         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
     96/499      4.32G    0.01805    0.01414   0.006857         70        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     96/499      4.32G    0.01797    0.01427   0.007025         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.75it/s]
     96/499      4.32G    0.01797    0.01427   0.007025         87        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     96/499      4.32G    0.01798    0.01439   0.007121         88        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
     96/499      4.32G    0.01798    0.01439   0.007121         88        640:  55%|#####5    | 22/40 [00:05<00:04,  3.61it/s]
     96/499      4.32G    0.01817    0.01432   0.007109         58        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
     96/499      4.32G    0.01817    0.01432   0.007109         58        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     96/499      4.32G    0.01821    0.01432   0.007163         75        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
     96/499      4.32G    0.01821    0.01432   0.007163         75        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
     96/499      4.32G    0.01826    0.01425   0.007183         68        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
     96/499      4.32G    0.01826    0.01425   0.007183         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
     96/499      4.32G    0.01826    0.01423   0.007246         71        640:  62%|######2   | 25/40 [00:06<00:04,  3.61it/s]
     96/499      4.32G    0.01826    0.01423   0.007246         71        640:  65%|######5   | 26/40 [00:06<00:03,  3.75it/s]
     96/499      4.32G    0.01823    0.01419   0.007391         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.75it/s]
     96/499      4.32G    0.01823    0.01419   0.007391         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     96/499      4.32G    0.01819    0.01419   0.007226         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
     96/499      4.32G    0.01819    0.01419   0.007226         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.60it/s]
     96/499      4.32G    0.01813    0.01413   0.007389         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.60it/s]
     96/499      4.32G    0.01813    0.01413   0.007389         73        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
     96/499      4.32G    0.01814    0.01411   0.007305         68        640:  72%|#######2  | 29/40 [00:08<00:02,  3.73it/s]
     96/499      4.32G    0.01814    0.01411   0.007305         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     96/499      4.32G    0.01806    0.01412   0.007207         74        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
     96/499      4.32G    0.01806    0.01412   0.007207         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     96/499      4.32G    0.01805    0.01408   0.007293         70        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
     96/499      4.32G    0.01805    0.01408   0.007293         70        640:  80%|########  | 32/40 [00:08<00:02,  3.73it/s]
     96/499      4.32G    0.01807    0.01405    0.00716         64        640:  80%|########  | 32/40 [00:08<00:02,  3.73it/s]
     96/499      4.32G    0.01807    0.01405    0.00716         64        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
     96/499      4.32G    0.01807    0.01414   0.007047         87        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
     96/499      4.32G    0.01807    0.01414   0.007047         87        640:  85%|########5 | 34/40 [00:09<00:01,  3.59it/s]
     96/499      4.32G    0.01811    0.01409   0.006949         64        640:  85%|########5 | 34/40 [00:09<00:01,  3.59it/s]
     96/499      4.32G    0.01811    0.01409   0.006949         64        640:  88%|########7 | 35/40 [00:09<00:01,  3.69it/s]
     96/499      4.32G    0.01806    0.01407   0.006847         80        640:  88%|########7 | 35/40 [00:09<00:01,  3.69it/s]
     96/499      4.32G    0.01806    0.01407   0.006847         80        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
     96/499      4.32G    0.01807    0.01406   0.006752         74        640:  90%|######### | 36/40 [00:10<00:01,  3.71it/s]
     96/499      4.32G    0.01807    0.01406   0.006752         74        640:  92%|#########2| 37/40 [00:10<00:00,  3.63it/s]
     96/499      4.32G    0.01818    0.01405    0.00677         66        640:  92%|#########2| 37/40 [00:10<00:00,  3.63it/s]
     96/499      4.32G    0.01818    0.01405    0.00677         66        640:  95%|#########5| 38/40 [00:10<00:00,  3.83it/s]
     96/499      4.32G    0.01816    0.01404    0.00673         77        640:  95%|#########5| 38/40 [00:10<00:00,  3.83it/s]
     96/499      4.32G    0.01816    0.01404    0.00673         77        640:  98%|#########7| 39/40 [00:10<00:00,  4.14it/s]
     96/499      4.32G    0.01817    0.01395   0.006675         29        640:  98%|#########7| 39/40 [00:10<00:00,  4.14it/s]
     96/499      4.32G    0.01817    0.01395   0.006675         29        640: 100%|##########| 40/40 [00:10<00:00,  4.26it/s]
     96/499      4.32G    0.01817    0.01395   0.006675         29        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.95it/s]
                   all        132        263      0.893      0.858      0.905      0.735

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     97/499      4.32G    0.02024    0.01758   0.004377         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
     97/499      4.32G    0.02024    0.01758   0.004377         96        640:   2%|2         | 1/40 [00:00<00:08,  4.43it/s]
     97/499      4.32G    0.01898    0.01697   0.004137         94        640:   2%|2         | 1/40 [00:00<00:08,  4.43it/s]
     97/499      4.32G    0.01898    0.01697   0.004137         94        640:   5%|5         | 2/40 [00:00<00:09,  4.00it/s]
     97/499      4.32G    0.01882    0.01692   0.005134         87        640:   5%|5         | 2/40 [00:00<00:09,  4.00it/s]
     97/499      4.32G    0.01882    0.01692   0.005134         87        640:   8%|7         | 3/40 [00:00<00:09,  3.70it/s]
     97/499      4.32G    0.01787    0.01622   0.005041         77        640:   8%|7         | 3/40 [00:01<00:09,  3.70it/s]
     97/499      4.32G    0.01787    0.01622   0.005041         77        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     97/499      4.32G    0.01779    0.01612   0.005509         80        640:  10%|#         | 4/40 [00:01<00:09,  3.81it/s]
     97/499      4.32G    0.01779    0.01612   0.005509         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     97/499      4.32G    0.01771    0.01538   0.005882         67        640:  12%|#2        | 5/40 [00:01<00:09,  3.78it/s]
     97/499      4.32G    0.01771    0.01538   0.005882         67        640:  15%|#5        | 6/40 [00:01<00:09,  3.65it/s]
     97/499      4.32G    0.01785    0.01515   0.005908         70        640:  15%|#5        | 6/40 [00:01<00:09,  3.65it/s]
     97/499      4.32G    0.01785    0.01515   0.005908         70        640:  18%|#7        | 7/40 [00:01<00:08,  3.73it/s]
     97/499      4.32G    0.01813    0.01544   0.006072         94        640:  18%|#7        | 7/40 [00:02<00:08,  3.73it/s]
     97/499      4.32G    0.01813    0.01544   0.006072         94        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     97/499      4.32G    0.01817    0.01486   0.006135         62        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
     97/499      4.32G    0.01817    0.01486   0.006135         62        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     97/499      4.32G    0.01797    0.01463    0.00594         71        640:  22%|##2       | 9/40 [00:02<00:08,  3.63it/s]
     97/499      4.32G    0.01797    0.01463    0.00594         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     97/499      4.32G    0.01797    0.01464   0.005902         85        640:  25%|##5       | 10/40 [00:02<00:08,  3.74it/s]
     97/499      4.32G    0.01797    0.01464   0.005902         85        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
     97/499      4.32G     0.0179    0.01461   0.005826         76        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
     97/499      4.32G     0.0179    0.01461   0.005826         76        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
     97/499      4.32G     0.0178    0.01441   0.005997         63        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
     97/499      4.32G     0.0178    0.01441   0.005997         63        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     97/499      4.32G    0.01767    0.01409   0.006151         56        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
     97/499      4.32G    0.01767    0.01409   0.006151         56        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
     97/499      4.32G    0.01767      0.014   0.006355         68        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
     97/499      4.32G    0.01767      0.014   0.006355         68        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     97/499      4.32G    0.01786     0.0139   0.006261         61        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
     97/499      4.32G    0.01786     0.0139   0.006261         61        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     97/499      4.32G    0.01781    0.01377   0.006298         67        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
     97/499      4.32G    0.01781    0.01377   0.006298         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     97/499      4.32G    0.01788    0.01397   0.006488         83        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
     97/499      4.32G    0.01788    0.01397   0.006488         83        640:  45%|####5     | 18/40 [00:04<00:06,  3.60it/s]
     97/499      4.32G    0.01788    0.01411   0.006634         85        640:  45%|####5     | 18/40 [00:05<00:06,  3.60it/s]
     97/499      4.32G    0.01788    0.01411   0.006634         85        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     97/499      4.32G    0.01786    0.01402   0.006504         68        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
     97/499      4.32G    0.01786    0.01402   0.006504         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     97/499      4.32G     0.0178    0.01397    0.00667         70        640:  50%|#####     | 20/40 [00:05<00:05,  3.72it/s]
     97/499      4.32G     0.0178    0.01397    0.00667         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     97/499      4.32G    0.01774    0.01412   0.006598         94        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
     97/499      4.32G    0.01774    0.01412   0.006598         94        640:  55%|#####5    | 22/40 [00:05<00:04,  3.70it/s]
     97/499      4.32G    0.01758    0.01402   0.006548         69        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
     97/499      4.32G    0.01758    0.01402   0.006548         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     97/499      4.32G    0.01758    0.01401   0.006511         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     97/499      4.32G    0.01758    0.01401   0.006511         76        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     97/499      4.32G    0.01758    0.01398   0.006665         72        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
     97/499      4.32G    0.01758    0.01398   0.006665         72        640:  62%|######2   | 25/40 [00:06<00:04,  3.71it/s]
     97/499      4.32G    0.01757    0.01388   0.006731         57        640:  62%|######2   | 25/40 [00:07<00:04,  3.71it/s]
     97/499      4.32G    0.01757    0.01388   0.006731         57        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     97/499      4.32G    0.01766    0.01383   0.006637         74        640:  65%|######5   | 26/40 [00:07<00:03,  3.73it/s]
     97/499      4.32G    0.01766    0.01383   0.006637         74        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     97/499      4.32G    0.01767    0.01385   0.006617         81        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
     97/499      4.32G    0.01767    0.01385   0.006617         81        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     97/499      4.32G    0.01767    0.01382   0.006604         74        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
     97/499      4.32G    0.01767    0.01382   0.006604         74        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
     97/499      4.32G    0.01764    0.01381   0.006531         73        640:  72%|#######2  | 29/40 [00:08<00:02,  3.74it/s]
     97/499      4.32G    0.01764    0.01381   0.006531         73        640:  75%|#######5  | 30/40 [00:08<00:02,  3.63it/s]
     97/499      4.32G    0.01763    0.01378   0.006585         69        640:  75%|#######5  | 30/40 [00:08<00:02,  3.63it/s]
     97/499      4.32G    0.01763    0.01378   0.006585         69        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     97/499      4.32G    0.01761    0.01371   0.006545         67        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
     97/499      4.32G    0.01761    0.01371   0.006545         67        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     97/499      4.32G    0.01767    0.01373   0.006468         78        640:  80%|########  | 32/40 [00:08<00:02,  3.74it/s]
     97/499      4.32G    0.01767    0.01373   0.006468         78        640:  82%|########2 | 33/40 [00:08<00:01,  3.62it/s]
     97/499      4.32G    0.01769    0.01376    0.00639         68        640:  82%|########2 | 33/40 [00:09<00:01,  3.62it/s]
     97/499      4.32G    0.01769    0.01376    0.00639         68        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     97/499      4.32G    0.01766    0.01371   0.006271         70        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
     97/499      4.32G    0.01766    0.01371   0.006271         70        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     97/499      4.32G    0.01767    0.01368   0.006389         65        640:  88%|########7 | 35/40 [00:09<00:01,  3.76it/s]
     97/499      4.32G    0.01767    0.01368   0.006389         65        640:  90%|######### | 36/40 [00:09<00:01,  3.78it/s]
     97/499      4.32G    0.01765    0.01367   0.006425         66        640:  90%|######### | 36/40 [00:09<00:01,  3.78it/s]
     97/499      4.32G    0.01765    0.01367   0.006425         66        640:  92%|#########2| 37/40 [00:09<00:00,  4.15it/s]
     97/499      4.32G    0.01762    0.01361   0.006361         66        640:  92%|#########2| 37/40 [00:10<00:00,  4.15it/s]
     97/499      4.32G    0.01762    0.01361   0.006361         66        640:  95%|#########5| 38/40 [00:10<00:00,  4.46it/s]
     97/499      4.32G    0.01768    0.01368   0.006417         82        640:  95%|#########5| 38/40 [00:10<00:00,  4.46it/s]
     97/499      4.32G    0.01768    0.01368   0.006417         82        640:  98%|#########7| 39/40 [00:10<00:00,  4.56it/s]
     97/499      4.32G    0.01768    0.01369   0.006396         34        640:  98%|#########7| 39/40 [00:10<00:00,  4.56it/s]
     97/499      4.32G    0.01768    0.01369   0.006396         34        640: 100%|##########| 40/40 [00:10<00:00,  4.86it/s]
     97/499      4.32G    0.01768    0.01369   0.006396         34        640: 100%|##########| 40/40 [00:10<00:00,  3.83it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.39it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.68it/s]
                   all        132        263      0.814      0.875      0.888      0.714

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     98/499      4.32G    0.02074    0.01396   0.007069         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
     98/499      4.32G    0.02074    0.01396   0.007069         69        640:   2%|2         | 1/40 [00:00<00:10,  3.65it/s]
     98/499      4.32G    0.01939    0.01329   0.005918         66        640:   2%|2         | 1/40 [00:00<00:10,  3.65it/s]
     98/499      4.32G    0.01939    0.01329   0.005918         66        640:   5%|5         | 2/40 [00:00<00:11,  3.42it/s]
     98/499      4.32G     0.0191     0.0139   0.006044         84        640:   5%|5         | 2/40 [00:00<00:11,  3.42it/s]
     98/499      4.32G     0.0191     0.0139   0.006044         84        640:   8%|7         | 3/40 [00:00<00:09,  3.72it/s]
     98/499      4.32G    0.01944    0.01417   0.005854         78        640:   8%|7         | 3/40 [00:01<00:09,  3.72it/s]
     98/499      4.32G    0.01944    0.01417   0.005854         78        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
     98/499      4.32G      0.019    0.01342    0.00557         61        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
     98/499      4.32G      0.019    0.01342    0.00557         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.57it/s]
     98/499      4.32G    0.01881    0.01347   0.005394         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.57it/s]
     98/499      4.32G    0.01881    0.01347   0.005394         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     98/499      4.32G    0.01902    0.01358   0.005675         68        640:  15%|#5        | 6/40 [00:01<00:09,  3.71it/s]
     98/499      4.32G    0.01902    0.01358   0.005675         68        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
     98/499      4.32G    0.01896    0.01362   0.005801         73        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
     98/499      4.32G    0.01896    0.01362   0.005801         73        640:  20%|##        | 8/40 [00:02<00:08,  3.58it/s]
     98/499      4.32G     0.0187    0.01352   0.005618         68        640:  20%|##        | 8/40 [00:02<00:08,  3.58it/s]
     98/499      4.32G     0.0187    0.01352   0.005618         68        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     98/499      4.32G     0.0186    0.01359   0.005444         81        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
     98/499      4.32G     0.0186    0.01359   0.005444         81        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
     98/499      4.32G    0.01857    0.01366   0.005821         78        640:  25%|##5       | 10/40 [00:03<00:08,  3.73it/s]
     98/499      4.32G    0.01857    0.01366   0.005821         78        640:  28%|##7       | 11/40 [00:03<00:08,  3.45it/s]
     98/499      4.32G    0.01871    0.01373   0.005694         71        640:  28%|##7       | 11/40 [00:03<00:08,  3.45it/s]
     98/499      4.32G    0.01871    0.01373   0.005694         71        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
     98/499      4.32G    0.01875    0.01364   0.005578         60        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
     98/499      4.32G    0.01875    0.01364   0.005578         60        640:  32%|###2      | 13/40 [00:03<00:07,  3.66it/s]
     98/499      4.32G    0.01873    0.01374   0.005575         81        640:  32%|###2      | 13/40 [00:03<00:07,  3.66it/s]
     98/499      4.32G    0.01873    0.01374   0.005575         81        640:  35%|###5      | 14/40 [00:03<00:07,  3.54it/s]
     98/499      4.32G    0.01878     0.0137   0.005597         73        640:  35%|###5      | 14/40 [00:04<00:07,  3.54it/s]
     98/499      4.32G    0.01878     0.0137   0.005597         73        640:  38%|###7      | 15/40 [00:04<00:06,  3.68it/s]
     98/499      4.32G    0.01874    0.01354   0.005572         63        640:  38%|###7      | 15/40 [00:04<00:06,  3.68it/s]
     98/499      4.32G    0.01874    0.01354   0.005572         63        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     98/499      4.32G    0.01859    0.01348   0.005506         67        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
     98/499      4.32G    0.01859    0.01348   0.005506         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.57it/s]
     98/499      4.32G    0.01852     0.0135   0.005647         69        640:  42%|####2     | 17/40 [00:04<00:06,  3.57it/s]
     98/499      4.32G    0.01852     0.0135   0.005647         69        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
     98/499      4.32G    0.01843    0.01357   0.005646         79        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
     98/499      4.32G    0.01843    0.01357   0.005646         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
     98/499      4.32G    0.01839    0.01354   0.005937         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
     98/499      4.32G    0.01839    0.01354   0.005937         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
     98/499      4.32G     0.0183    0.01359   0.005998         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
     98/499      4.32G     0.0183    0.01359   0.005998         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     98/499      4.32G    0.01831    0.01359   0.006008         73        640:  52%|#####2    | 21/40 [00:06<00:05,  3.71it/s]
     98/499      4.32G    0.01831    0.01359   0.006008         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.64it/s]
     98/499      4.32G    0.01835    0.01363   0.005889         73        640:  55%|#####5    | 22/40 [00:06<00:04,  3.64it/s]
     98/499      4.32G    0.01835    0.01363   0.005889         73        640:  57%|#####7    | 23/40 [00:06<00:04,  3.52it/s]
     98/499      4.32G    0.01835    0.01374   0.005819         78        640:  57%|#####7    | 23/40 [00:06<00:04,  3.52it/s]
     98/499      4.32G    0.01835    0.01374   0.005819         78        640:  60%|######    | 24/40 [00:06<00:04,  3.68it/s]
     98/499      4.32G    0.01834    0.01369   0.005754         70        640:  60%|######    | 24/40 [00:06<00:04,  3.68it/s]
     98/499      4.32G    0.01834    0.01369   0.005754         70        640:  62%|######2   | 25/40 [00:06<00:04,  3.70it/s]
     98/499      4.32G    0.01829    0.01367   0.005919         68        640:  62%|######2   | 25/40 [00:07<00:04,  3.70it/s]
     98/499      4.32G    0.01829    0.01367   0.005919         68        640:  65%|######5   | 26/40 [00:07<00:03,  3.57it/s]
     98/499      4.32G    0.01832    0.01364   0.005878         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.57it/s]
     98/499      4.32G    0.01832    0.01364   0.005878         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.70it/s]
     98/499      4.32G    0.01825    0.01367   0.005924         78        640:  68%|######7   | 27/40 [00:07<00:03,  3.70it/s]
     98/499      4.32G    0.01825    0.01367   0.005924         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     98/499      4.32G    0.01825     0.0136   0.005823         60        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
     98/499      4.32G    0.01825     0.0136   0.005823         60        640:  72%|#######2  | 29/40 [00:07<00:03,  3.56it/s]
     98/499      4.32G    0.01829    0.01359   0.005878         77        640:  72%|#######2  | 29/40 [00:08<00:03,  3.56it/s]
     98/499      4.32G    0.01829    0.01359   0.005878         77        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     98/499      4.32G    0.01832    0.01354   0.005927         74        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
     98/499      4.32G    0.01832    0.01354   0.005927         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     98/499      4.32G     0.0183    0.01352   0.005864         68        640:  78%|#######7  | 31/40 [00:08<00:02,  3.71it/s]
     98/499      4.32G     0.0183    0.01352   0.005864         68        640:  80%|########  | 32/40 [00:08<00:02,  3.60it/s]
     98/499      4.32G    0.01834    0.01349   0.005874         66        640:  80%|########  | 32/40 [00:09<00:02,  3.60it/s]
     98/499      4.32G    0.01834    0.01349   0.005874         66        640:  82%|########2 | 33/40 [00:09<00:01,  3.69it/s]
     98/499      4.32G    0.01832    0.01349   0.005803         73        640:  82%|########2 | 33/40 [00:09<00:01,  3.69it/s]
     98/499      4.32G    0.01832    0.01349   0.005803         73        640:  85%|########5 | 34/40 [00:09<00:01,  3.75it/s]
     98/499      4.32G    0.01829    0.01349     0.0058         78        640:  85%|########5 | 34/40 [00:09<00:01,  3.75it/s]
     98/499      4.32G    0.01829    0.01349     0.0058         78        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     98/499      4.32G    0.01827     0.0135   0.005745         72        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
     98/499      4.32G    0.01827     0.0135   0.005745         72        640:  90%|######### | 36/40 [00:09<00:00,  4.09it/s]
     98/499      4.32G    0.01824    0.01342   0.005747         55        640:  90%|######### | 36/40 [00:09<00:00,  4.09it/s]
     98/499      4.32G    0.01824    0.01342   0.005747         55        640:  92%|#########2| 37/40 [00:09<00:00,  4.40it/s]
     98/499      4.32G    0.01826     0.0135   0.005734         89        640:  92%|#########2| 37/40 [00:10<00:00,  4.40it/s]
     98/499      4.32G    0.01826     0.0135   0.005734         89        640:  95%|#########5| 38/40 [00:10<00:00,  4.50it/s]
     98/499      4.32G    0.01819     0.0135   0.005649         76        640:  95%|#########5| 38/40 [00:10<00:00,  4.50it/s]
     98/499      4.32G    0.01819     0.0135   0.005649         76        640:  98%|#########7| 39/40 [00:10<00:00,  4.69it/s]
     98/499      4.32G    0.01815    0.01351   0.005694         41        640:  98%|#########7| 39/40 [00:10<00:00,  4.69it/s]
     98/499      4.32G    0.01815    0.01351   0.005694         41        640: 100%|##########| 40/40 [00:10<00:00,  4.89it/s]
     98/499      4.32G    0.01815    0.01351   0.005694         41        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.35it/s]
                   all        132        263      0.933       0.86      0.902      0.709

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     99/499      4.32G    0.01839    0.01537   0.006783         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
     99/499      4.32G    0.01839    0.01537   0.006783         83        640:   2%|2         | 1/40 [00:00<00:12,  3.20it/s]
     99/499      4.32G    0.01818     0.0136   0.006289         73        640:   2%|2         | 1/40 [00:00<00:12,  3.20it/s]
     99/499      4.32G    0.01818     0.0136   0.006289         73        640:   5%|5         | 2/40 [00:00<00:10,  3.54it/s]
     99/499      4.32G    0.01911    0.01366   0.007164         65        640:   5%|5         | 2/40 [00:00<00:10,  3.54it/s]
     99/499      4.32G    0.01911    0.01366   0.007164         65        640:   8%|7         | 3/40 [00:00<00:10,  3.64it/s]
     99/499      4.32G    0.01912    0.01411   0.006204         83        640:   8%|7         | 3/40 [00:01<00:10,  3.64it/s]
     99/499      4.32G    0.01912    0.01411   0.006204         83        640:  10%|#         | 4/40 [00:01<00:10,  3.50it/s]
     99/499      4.32G    0.01935     0.0145   0.006125         74        640:  10%|#         | 4/40 [00:01<00:10,  3.50it/s]
     99/499      4.32G    0.01935     0.0145   0.006125         74        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
     99/499      4.32G    0.01907    0.01407   0.006424         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
     99/499      4.32G    0.01907    0.01407   0.006424         65        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     99/499      4.32G    0.01934    0.01376   0.006338         63        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
     99/499      4.32G    0.01934    0.01376   0.006338         63        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
     99/499      4.32G    0.01909    0.01377   0.006115         74        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
     99/499      4.32G    0.01909    0.01377   0.006115         74        640:  20%|##        | 8/40 [00:02<00:08,  3.68it/s]
     99/499      4.32G    0.01866     0.0135   0.006003         73        640:  20%|##        | 8/40 [00:02<00:08,  3.68it/s]
     99/499      4.32G    0.01866     0.0135   0.006003         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     99/499      4.32G    0.01874    0.01383   0.006014         85        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
     99/499      4.32G    0.01874    0.01383   0.006014         85        640:  25%|##5       | 10/40 [00:02<00:08,  3.55it/s]
     99/499      4.32G    0.01875    0.01367   0.006472         61        640:  25%|##5       | 10/40 [00:03<00:08,  3.55it/s]
     99/499      4.32G    0.01875    0.01367   0.006472         61        640:  28%|##7       | 11/40 [00:03<00:07,  3.65it/s]
     99/499      4.32G    0.01857    0.01369   0.006479         72        640:  28%|##7       | 11/40 [00:03<00:07,  3.65it/s]
     99/499      4.32G    0.01857    0.01369   0.006479         72        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
     99/499      4.32G    0.01859    0.01385   0.006278         80        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
     99/499      4.32G    0.01859    0.01385   0.006278         80        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     99/499      4.32G    0.01859    0.01379   0.006115         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
     99/499      4.32G    0.01859    0.01379   0.006115         73        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
     99/499      4.32G    0.01858     0.0137   0.005954         72        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
     99/499      4.32G    0.01858     0.0137   0.005954         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     99/499      4.32G    0.01854    0.01375   0.005817         77        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
     99/499      4.32G    0.01854    0.01375   0.005817         77        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     99/499      4.32G    0.01853    0.01385   0.005827         82        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
     99/499      4.32G    0.01853    0.01385   0.005827         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     99/499      4.32G    0.01854    0.01383   0.005839         79        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
     99/499      4.32G    0.01854    0.01383   0.005839         79        640:  45%|####5     | 18/40 [00:04<00:06,  3.66it/s]
     99/499      4.32G    0.01859     0.0139   0.005984         80        640:  45%|####5     | 18/40 [00:05<00:06,  3.66it/s]
     99/499      4.32G    0.01859     0.0139   0.005984         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     99/499      4.32G    0.01863    0.01411   0.006033         93        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
     99/499      4.32G    0.01863    0.01411   0.006033         93        640:  50%|#####     | 20/40 [00:05<00:05,  3.67it/s]
     99/499      4.32G    0.01852    0.01415   0.005904         83        640:  50%|#####     | 20/40 [00:05<00:05,  3.67it/s]
     99/499      4.32G    0.01852    0.01415   0.005904         83        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
     99/499      4.32G    0.01853    0.01405   0.005942         62        640:  52%|#####2    | 21/40 [00:06<00:05,  3.71it/s]
     99/499      4.32G    0.01853    0.01405   0.005942         62        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
     99/499      4.32G     0.0185    0.01395   0.005901         68        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
     99/499      4.32G     0.0185    0.01395   0.005901         68        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     99/499      4.32G    0.01849    0.01399   0.005915         87        640:  57%|#####7    | 23/40 [00:06<00:04,  3.70it/s]
     99/499      4.32G    0.01849    0.01399   0.005915         87        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     99/499      4.32G    0.01839    0.01387   0.005801         68        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
     99/499      4.32G    0.01839    0.01387   0.005801         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.59it/s]
     99/499      4.32G    0.01837    0.01399   0.005691         96        640:  62%|######2   | 25/40 [00:07<00:04,  3.59it/s]
     99/499      4.32G    0.01837    0.01399   0.005691         96        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
     99/499      4.32G    0.01833    0.01396   0.005789         77        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
     99/499      4.32G    0.01833    0.01396   0.005789         77        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     99/499      4.32G    0.01835    0.01393   0.005757         66        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
     99/499      4.32G    0.01835    0.01393   0.005757         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     99/499      4.32G    0.01829    0.01394   0.005633         86        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
     99/499      4.32G    0.01829    0.01394   0.005633         86        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
     99/499      4.32G    0.01834    0.01389   0.005665         68        640:  72%|#######2  | 29/40 [00:08<00:02,  3.70it/s]
     99/499      4.32G    0.01834    0.01389   0.005665         68        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     99/499      4.32G    0.01831    0.01387   0.005645         75        640:  75%|#######5  | 30/40 [00:08<00:02,  3.72it/s]
     99/499      4.32G    0.01831    0.01387   0.005645         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.52it/s]
     99/499      4.32G    0.01831    0.01385   0.005684         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.52it/s]
     99/499      4.32G    0.01831    0.01385   0.005684         74        640:  80%|########  | 32/40 [00:08<00:02,  3.67it/s]
     99/499      4.32G     0.0184    0.01389   0.005669         72        640:  80%|########  | 32/40 [00:09<00:02,  3.67it/s]
     99/499      4.32G     0.0184    0.01389   0.005669         72        640:  82%|########2 | 33/40 [00:09<00:01,  3.82it/s]
     99/499      4.32G    0.01838    0.01385   0.005635         70        640:  82%|########2 | 33/40 [00:09<00:01,  3.82it/s]
     99/499      4.32G    0.01838    0.01385   0.005635         70        640:  85%|########5 | 34/40 [00:09<00:01,  4.06it/s]
     99/499      4.32G    0.01836     0.0138    0.00571         63        640:  85%|########5 | 34/40 [00:09<00:01,  4.06it/s]
     99/499      4.32G    0.01836     0.0138    0.00571         63        640:  88%|########7 | 35/40 [00:09<00:01,  4.39it/s]
     99/499      4.32G    0.01836    0.01378   0.005755         71        640:  88%|########7 | 35/40 [00:09<00:01,  4.39it/s]
     99/499      4.32G    0.01836    0.01378   0.005755         71        640:  90%|######### | 36/40 [00:09<00:00,  4.65it/s]
     99/499      4.32G    0.01835    0.01378   0.005888         77        640:  90%|######### | 36/40 [00:09<00:00,  4.65it/s]
     99/499      4.32G    0.01835    0.01378   0.005888         77        640:  92%|#########2| 37/40 [00:09<00:00,  4.69it/s]
     99/499      4.32G    0.01836    0.01375   0.005802         69        640:  92%|#########2| 37/40 [00:10<00:00,  4.69it/s]
     99/499      4.32G    0.01836    0.01375   0.005802         69        640:  95%|#########5| 38/40 [00:10<00:00,  4.78it/s]
     99/499      4.32G    0.01829    0.01367   0.005702         63        640:  95%|#########5| 38/40 [00:10<00:00,  4.78it/s]
     99/499      4.32G    0.01829    0.01367   0.005702         63        640:  98%|#########7| 39/40 [00:10<00:00,  4.92it/s]
     99/499      4.32G    0.01835    0.01372   0.005671         44        640:  98%|#########7| 39/40 [00:10<00:00,  4.92it/s]
     99/499      4.32G    0.01835    0.01372   0.005671         44        640: 100%|##########| 40/40 [00:10<00:00,  4.95it/s]
     99/499      4.32G    0.01835    0.01372   0.005671         44        640: 100%|##########| 40/40 [00:10<00:00,  3.85it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.16it/s]
                   all        132        263      0.891      0.876      0.884      0.723

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    100/499      4.32G    0.01825    0.01328   0.005614         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    100/499      4.32G    0.01825    0.01328   0.005614         74        640:   2%|2         | 1/40 [00:00<00:11,  3.51it/s]
    100/499      4.32G    0.01747    0.01141   0.004763         63        640:   2%|2         | 1/40 [00:00<00:11,  3.51it/s]
    100/499      4.32G    0.01747    0.01141   0.004763         63        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
    100/499      4.32G    0.01812    0.01206   0.004575         68        640:   5%|5         | 2/40 [00:00<00:10,  3.61it/s]
    100/499      4.32G    0.01812    0.01206   0.004575         68        640:   8%|7         | 3/40 [00:00<00:10,  3.53it/s]
    100/499      4.32G    0.01834    0.01292   0.004272         83        640:   8%|7         | 3/40 [00:01<00:10,  3.53it/s]
    100/499      4.32G    0.01834    0.01292   0.004272         83        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    100/499      4.32G    0.01893    0.01381   0.004489         86        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    100/499      4.32G    0.01893    0.01381   0.004489         86        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    100/499      4.32G    0.01882     0.0142   0.004508         87        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    100/499      4.32G    0.01882     0.0142   0.004508         87        640:  15%|#5        | 6/40 [00:01<00:09,  3.55it/s]
    100/499      4.32G    0.01901    0.01409   0.005159         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.55it/s]
    100/499      4.32G    0.01901    0.01409   0.005159         71        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
    100/499      4.32G     0.0187    0.01364   0.005275         57        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
    100/499      4.32G     0.0187    0.01364   0.005275         57        640:  20%|##        | 8/40 [00:02<00:08,  3.67it/s]
    100/499      4.32G    0.01858    0.01373   0.005264         76        640:  20%|##        | 8/40 [00:02<00:08,  3.67it/s]
    100/499      4.32G    0.01858    0.01373   0.005264         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.58it/s]
    100/499      4.32G    0.01845    0.01373   0.005317         71        640:  22%|##2       | 9/40 [00:02<00:08,  3.58it/s]
    100/499      4.32G    0.01845    0.01373   0.005317         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.72it/s]
    100/499      4.32G    0.01851    0.01377   0.005717         81        640:  25%|##5       | 10/40 [00:03<00:08,  3.72it/s]
    100/499      4.32G    0.01851    0.01377   0.005717         81        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
    100/499      4.32G    0.01849    0.01365   0.005713         65        640:  28%|##7       | 11/40 [00:03<00:07,  3.69it/s]
    100/499      4.32G    0.01849    0.01365   0.005713         65        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
    100/499      4.32G     0.0186     0.0136   0.006217         65        640:  30%|###       | 12/40 [00:03<00:07,  3.63it/s]
    100/499      4.32G     0.0186     0.0136   0.006217         65        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
    100/499      4.32G    0.01859    0.01368   0.006364         69        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
    100/499      4.32G    0.01859    0.01368   0.006364         69        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
    100/499      4.32G    0.01846    0.01353   0.006335         62        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
    100/499      4.32G    0.01846    0.01353   0.006335         62        640:  38%|###7      | 15/40 [00:04<00:06,  3.60it/s]
    100/499      4.32G    0.01849    0.01361   0.006343         88        640:  38%|###7      | 15/40 [00:04<00:06,  3.60it/s]
    100/499      4.32G    0.01849    0.01361   0.006343         88        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
    100/499      4.32G    0.01859    0.01346   0.006287         59        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
    100/499      4.32G    0.01859    0.01346   0.006287         59        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
    100/499      4.32G    0.01863    0.01337   0.006386         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.71it/s]
    100/499      4.32G    0.01863    0.01337   0.006386         63        640:  45%|####5     | 18/40 [00:04<00:06,  3.61it/s]
    100/499      4.32G    0.01864    0.01327   0.006262         66        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
    100/499      4.32G    0.01864    0.01327   0.006262         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
    100/499      4.32G    0.01868    0.01331   0.006402         78        640:  48%|####7     | 19/40 [00:05<00:05,  3.59it/s]
    100/499      4.32G    0.01868    0.01331   0.006402         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.64it/s]
    100/499      4.32G    0.01864    0.01334   0.006276         78        640:  50%|#####     | 20/40 [00:05<00:05,  3.64it/s]
    100/499      4.32G    0.01864    0.01334   0.006276         78        640:  52%|#####2    | 21/40 [00:05<00:05,  3.56it/s]
    100/499      4.32G     0.0186    0.01344   0.006241         95        640:  52%|#####2    | 21/40 [00:06<00:05,  3.56it/s]
    100/499      4.32G     0.0186    0.01344   0.006241         95        640:  55%|#####5    | 22/40 [00:06<00:04,  3.69it/s]
    100/499      4.32G    0.01857    0.01344   0.006045         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.69it/s]
    100/499      4.32G    0.01857    0.01344   0.006045         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.68it/s]
    100/499      4.32G    0.01856    0.01341   0.006145         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.68it/s]
    100/499      4.32G    0.01856    0.01341   0.006145         74        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    100/499      4.32G    0.01859    0.01341    0.00627         67        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    100/499      4.32G    0.01859    0.01341    0.00627         67        640:  62%|######2   | 25/40 [00:06<00:04,  3.74it/s]
    100/499      4.32G     0.0185    0.01341   0.006258         78        640:  62%|######2   | 25/40 [00:07<00:04,  3.74it/s]
    100/499      4.32G     0.0185    0.01341   0.006258         78        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
    100/499      4.32G    0.01846     0.0135   0.006293         86        640:  65%|######5   | 26/40 [00:07<00:03,  3.71it/s]
    100/499      4.32G    0.01846     0.0135   0.006293         86        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
    100/499      4.32G    0.01847    0.01349   0.006349         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.63it/s]
    100/499      4.32G    0.01847    0.01349   0.006349         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
    100/499      4.32G    0.01844    0.01355   0.006361         88        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
    100/499      4.32G    0.01844    0.01355   0.006361         88        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
    100/499      4.32G    0.01844    0.01359   0.006405         76        640:  72%|#######2  | 29/40 [00:08<00:02,  3.71it/s]
    100/499      4.32G    0.01844    0.01359   0.006405         76        640:  75%|#######5  | 30/40 [00:08<00:02,  3.64it/s]
    100/499      4.32G    0.01849    0.01365    0.00652         80        640:  75%|#######5  | 30/40 [00:08<00:02,  3.64it/s]
    100/499      4.32G    0.01849    0.01365    0.00652         80        640:  78%|#######7  | 31/40 [00:08<00:02,  3.86it/s]
    100/499      4.32G    0.01852    0.01371   0.006426         78        640:  78%|#######7  | 31/40 [00:08<00:02,  3.86it/s]
    100/499      4.32G    0.01852    0.01371   0.006426         78        640:  80%|########  | 32/40 [00:08<00:01,  4.21it/s]
    100/499      4.32G     0.0185    0.01372   0.006333         73        640:  80%|########  | 32/40 [00:08<00:01,  4.21it/s]
    100/499      4.32G     0.0185    0.01372   0.006333         73        640:  82%|########2 | 33/40 [00:08<00:01,  4.35it/s]
    100/499      4.32G    0.01849    0.01383   0.006283         92        640:  82%|########2 | 33/40 [00:09<00:01,  4.35it/s]
    100/499      4.32G    0.01849    0.01383   0.006283         92        640:  85%|########5 | 34/40 [00:09<00:01,  4.61it/s]
    100/499      4.32G    0.01851    0.01386   0.006238         78        640:  85%|########5 | 34/40 [00:09<00:01,  4.61it/s]
    100/499      4.32G    0.01851    0.01386   0.006238         78        640:  88%|########7 | 35/40 [00:09<00:01,  4.83it/s]
    100/499      4.32G    0.01855    0.01385   0.006273         75        640:  88%|########7 | 35/40 [00:09<00:01,  4.83it/s]
    100/499      4.32G    0.01855    0.01385   0.006273         75        640:  90%|######### | 36/40 [00:09<00:00,  4.81it/s]
    100/499      4.32G    0.01855    0.01377   0.006379         62        640:  90%|######### | 36/40 [00:09<00:00,  4.81it/s]
    100/499      4.32G    0.01855    0.01377   0.006379         62        640:  92%|#########2| 37/40 [00:09<00:00,  4.97it/s]
    100/499      4.32G    0.01853    0.01376   0.006401         72        640:  92%|#########2| 37/40 [00:09<00:00,  4.97it/s]
    100/499      4.32G    0.01853    0.01376   0.006401         72        640:  95%|#########5| 38/40 [00:09<00:00,  5.07it/s]
    100/499      4.32G    0.01849    0.01373   0.006337         70        640:  95%|#########5| 38/40 [00:09<00:00,  5.07it/s]
    100/499      4.32G    0.01849    0.01373   0.006337         70        640:  98%|#########7| 39/40 [00:09<00:00,  4.95it/s]
    100/499      4.32G     0.0186    0.01383   0.006277         42        640:  98%|#########7| 39/40 [00:10<00:00,  4.95it/s]
    100/499      4.32G     0.0186    0.01383   0.006277         42        640: 100%|##########| 40/40 [00:10<00:00,  5.13it/s]
    100/499      4.32G     0.0186    0.01383   0.006277         42        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.88it/s]
                   all        132        263      0.866      0.866      0.901      0.706

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    101/499      4.32G    0.01942    0.01126    0.01274         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
    101/499      4.32G    0.01942    0.01126    0.01274         58        640:   2%|2         | 1/40 [00:00<00:10,  3.63it/s]
    101/499      4.32G    0.02017    0.01305    0.01088         80        640:   2%|2         | 1/40 [00:00<00:10,  3.63it/s]
    101/499      4.32G    0.02017    0.01305    0.01088         80        640:   5%|5         | 2/40 [00:00<00:11,  3.43it/s]
    101/499      4.32G    0.01867    0.01284   0.008051         76        640:   5%|5         | 2/40 [00:00<00:11,  3.43it/s]
    101/499      4.32G    0.01867    0.01284   0.008051         76        640:   8%|7         | 3/40 [00:00<00:10,  3.68it/s]
    101/499      4.32G    0.01842    0.01239   0.008261         65        640:   8%|7         | 3/40 [00:01<00:10,  3.68it/s]
    101/499      4.32G    0.01842    0.01239   0.008261         65        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
    101/499      4.32G    0.01774    0.01201    0.00703         68        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
    101/499      4.32G    0.01774    0.01201    0.00703         68        640:  12%|#2        | 5/40 [00:01<00:10,  3.50it/s]
    101/499      4.32G    0.01756    0.01191   0.006669         66        640:  12%|#2        | 5/40 [00:01<00:10,  3.50it/s]
    101/499      4.32G    0.01756    0.01191   0.006669         66        640:  15%|#5        | 6/40 [00:01<00:09,  3.67it/s]
    101/499      4.32G    0.01758    0.01225   0.006415         78        640:  15%|#5        | 6/40 [00:01<00:09,  3.67it/s]
    101/499      4.32G    0.01758    0.01225   0.006415         78        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
    101/499      4.32G    0.01743     0.0125   0.006218         81        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
    101/499      4.32G    0.01743     0.0125   0.006218         81        640:  20%|##        | 8/40 [00:02<00:08,  3.56it/s]
    101/499      4.32G    0.01759    0.01275   0.006574         82        640:  20%|##        | 8/40 [00:02<00:08,  3.56it/s]
    101/499      4.32G    0.01759    0.01275   0.006574         82        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
    101/499      4.32G    0.01742    0.01294   0.006166         89        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
    101/499      4.32G    0.01742    0.01294   0.006166         89        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    101/499      4.32G    0.01758    0.01307   0.006061         76        640:  25%|##5       | 10/40 [00:03<00:08,  3.73it/s]
    101/499      4.32G    0.01758    0.01307   0.006061         76        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
    101/499      4.32G     0.0175    0.01296   0.005906         62        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
    101/499      4.32G     0.0175    0.01296   0.005906         62        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
    101/499      4.32G    0.01753    0.01302   0.006013         68        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
    101/499      4.32G    0.01753    0.01302   0.006013         68        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    101/499      4.32G    0.01747    0.01307   0.005864         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    101/499      4.32G    0.01747    0.01307   0.005864         78        640:  35%|###5      | 14/40 [00:03<00:07,  3.61it/s]
    101/499      4.32G    0.01746    0.01321   0.005895         87        640:  35%|###5      | 14/40 [00:04<00:07,  3.61it/s]
    101/499      4.32G    0.01746    0.01321   0.005895         87        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
    101/499      4.32G    0.01744    0.01295   0.006198         53        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
    101/499      4.32G    0.01744    0.01295   0.006198         53        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
    101/499      4.32G    0.01738     0.0128   0.006353         61        640:  40%|####      | 16/40 [00:04<00:06,  3.75it/s]
    101/499      4.32G    0.01738     0.0128   0.006353         61        640:  42%|####2     | 17/40 [00:04<00:06,  3.56it/s]
    101/499      4.32G    0.01729     0.0128   0.006519         70        640:  42%|####2     | 17/40 [00:04<00:06,  3.56it/s]
    101/499      4.32G    0.01729     0.0128   0.006519         70        640:  45%|####5     | 18/40 [00:04<00:05,  3.69it/s]
    101/499      4.32G    0.01734    0.01278   0.006517         70        640:  45%|####5     | 18/40 [00:05<00:05,  3.69it/s]
    101/499      4.32G    0.01734    0.01278   0.006517         70        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
    101/499      4.32G    0.01728    0.01283   0.006527         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
    101/499      4.32G    0.01728    0.01283   0.006527         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
    101/499      4.32G    0.01738    0.01313   0.006425         95        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
    101/499      4.32G    0.01738    0.01313   0.006425         95        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
    101/499      4.32G    0.01744    0.01322   0.006386         75        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
    101/499      4.32G    0.01744    0.01322   0.006386         75        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
    101/499      4.32G    0.01752    0.01321   0.006447         67        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
    101/499      4.32G    0.01752    0.01321   0.006447         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
    101/499      4.32G    0.01749    0.01331   0.006365         92        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
    101/499      4.32G    0.01749    0.01331   0.006365         92        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
    101/499      4.32G    0.01745    0.01326   0.006415         69        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
    101/499      4.32G    0.01745    0.01326   0.006415         69        640:  62%|######2   | 25/40 [00:06<00:03,  3.77it/s]
    101/499      4.32G    0.01746    0.01327   0.006375         73        640:  62%|######2   | 25/40 [00:07<00:03,  3.77it/s]
    101/499      4.32G    0.01746    0.01327   0.006375         73        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
    101/499      4.32G    0.01747    0.01327   0.006419         79        640:  65%|######5   | 26/40 [00:07<00:03,  3.62it/s]
    101/499      4.32G    0.01747    0.01327   0.006419         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
    101/499      4.32G    0.01742    0.01329   0.006272         85        640:  68%|######7   | 27/40 [00:07<00:03,  3.75it/s]
    101/499      4.32G    0.01742    0.01329   0.006272         85        640:  70%|#######   | 28/40 [00:07<00:03,  3.67it/s]
    101/499      4.32G    0.01743    0.01328   0.006251         74        640:  70%|#######   | 28/40 [00:07<00:03,  3.67it/s]
    101/499      4.32G    0.01743    0.01328   0.006251         74        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
    101/499      4.32G    0.01741    0.01325   0.006164         71        640:  72%|#######2  | 29/40 [00:08<00:02,  3.70it/s]
    101/499      4.32G    0.01741    0.01325   0.006164         71        640:  75%|#######5  | 30/40 [00:08<00:02,  4.07it/s]
    101/499      4.32G    0.01751    0.01336   0.006135         81        640:  75%|#######5  | 30/40 [00:08<00:02,  4.07it/s]
    101/499      4.32G    0.01751    0.01336   0.006135         81        640:  78%|#######7  | 31/40 [00:08<00:02,  4.37it/s]
    101/499      4.32G    0.01755    0.01337   0.006189         73        640:  78%|#######7  | 31/40 [00:08<00:02,  4.37it/s]
    101/499      4.32G    0.01755    0.01337   0.006189         73        640:  80%|########  | 32/40 [00:08<00:01,  4.45it/s]
    101/499      4.32G    0.01756    0.01338   0.006167         73        640:  80%|########  | 32/40 [00:08<00:01,  4.45it/s]
    101/499      4.32G    0.01756    0.01338   0.006167         73        640:  82%|########2 | 33/40 [00:08<00:01,  4.69it/s]
    101/499      4.32G    0.01751    0.01339   0.006041         82        640:  82%|########2 | 33/40 [00:08<00:01,  4.69it/s]
    101/499      4.32G    0.01751    0.01339   0.006041         82        640:  85%|########5 | 34/40 [00:08<00:01,  4.88it/s]
    101/499      4.32G    0.01746    0.01334   0.006084         65        640:  85%|########5 | 34/40 [00:09<00:01,  4.88it/s]
    101/499      4.32G    0.01746    0.01334   0.006084         65        640:  88%|########7 | 35/40 [00:09<00:01,  4.85it/s]
    101/499      4.32G    0.01744    0.01338   0.006017         85        640:  88%|########7 | 35/40 [00:09<00:01,  4.85it/s]
    101/499      4.32G    0.01744    0.01338   0.006017         85        640:  90%|######### | 36/40 [00:09<00:00,  5.01it/s]
    101/499      4.32G    0.01742    0.01335   0.005968         75        640:  90%|######### | 36/40 [00:09<00:00,  5.01it/s]
    101/499      4.32G    0.01742    0.01335   0.005968         75        640:  92%|#########2| 37/40 [00:09<00:00,  5.13it/s]
    101/499      4.32G    0.01742    0.01331     0.0059         68        640:  92%|#########2| 37/40 [00:09<00:00,  5.13it/s]
    101/499      4.32G    0.01742    0.01331     0.0059         68        640:  95%|#########5| 38/40 [00:09<00:00,  4.98it/s]
    101/499      4.32G    0.01741     0.0134   0.005927         98        640:  95%|#########5| 38/40 [00:09<00:00,  4.98it/s]
    101/499      4.32G    0.01741     0.0134   0.005927         98        640:  98%|#########7| 39/40 [00:09<00:00,  5.11it/s]
    101/499      4.32G    0.01741     0.0134   0.005902         41        640:  98%|#########7| 39/40 [00:10<00:00,  5.11it/s]
    101/499      4.32G    0.01741     0.0134   0.005902         41        640: 100%|##########| 40/40 [00:10<00:00,  5.27it/s]
    101/499      4.32G    0.01741     0.0134   0.005902         41        640: 100%|##########| 40/40 [00:10<00:00,  3.99it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.74it/s]
                   all        132        263      0.867      0.864      0.897      0.747

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    102/499      4.32G    0.01602    0.01415    0.00536         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    102/499      4.32G    0.01602    0.01415    0.00536         77        640:   2%|2         | 1/40 [00:00<00:11,  3.32it/s]
    102/499      4.32G     0.0158    0.01396   0.005188         78        640:   2%|2         | 1/40 [00:00<00:11,  3.32it/s]
    102/499      4.32G     0.0158    0.01396   0.005188         78        640:   5%|5         | 2/40 [00:00<00:11,  3.39it/s]
    102/499      4.32G      0.017    0.01321   0.006583         61        640:   5%|5         | 2/40 [00:00<00:11,  3.39it/s]
    102/499      4.32G      0.017    0.01321   0.006583         61        640:   8%|7         | 3/40 [00:00<00:10,  3.56it/s]
    102/499      4.32G    0.01692    0.01315   0.006118         72        640:   8%|7         | 3/40 [00:01<00:10,  3.56it/s]
    102/499      4.32G    0.01692    0.01315   0.006118         72        640:  10%|#         | 4/40 [00:01<00:10,  3.49it/s]
    102/499      4.32G    0.01706    0.01368   0.005378         88        640:  10%|#         | 4/40 [00:01<00:10,  3.49it/s]
    102/499      4.32G    0.01706    0.01368   0.005378         88        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
    102/499      4.32G    0.01716    0.01397   0.004879         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.65it/s]
    102/499      4.32G    0.01716    0.01397   0.004879         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
    102/499      4.32G    0.01707    0.01388   0.004757         84        640:  15%|#5        | 6/40 [00:01<00:09,  3.69it/s]
    102/499      4.32G    0.01707    0.01388   0.004757         84        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
    102/499      4.32G    0.01701    0.01394   0.005374         77        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
    102/499      4.32G    0.01701    0.01394   0.005374         77        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    102/499      4.32G    0.01682    0.01387    0.00577         80        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    102/499      4.32G    0.01682    0.01387    0.00577         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    102/499      4.32G    0.01676    0.01362    0.00563         57        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    102/499      4.32G    0.01676    0.01362    0.00563         57        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    102/499      4.32G    0.01675     0.0135   0.005747         68        640:  25%|##5       | 10/40 [00:03<00:08,  3.59it/s]
    102/499      4.32G    0.01675     0.0135   0.005747         68        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
    102/499      4.32G    0.01671    0.01364   0.005586         87        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
    102/499      4.32G    0.01671    0.01364   0.005586         87        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
    102/499      4.32G    0.01678     0.0137    0.00573         80        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
    102/499      4.32G    0.01678     0.0137    0.00573         80        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
    102/499      4.32G    0.01684    0.01361   0.005522         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.62it/s]
    102/499      4.32G    0.01684    0.01361   0.005522         71        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
    102/499      4.32G    0.01691    0.01364   0.005464         79        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
    102/499      4.32G    0.01691    0.01364   0.005464         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
    102/499      4.32G    0.01701    0.01356   0.005582         75        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
    102/499      4.32G    0.01701    0.01356   0.005582         75        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
    102/499      4.32G    0.01708    0.01368   0.005852         91        640:  40%|####      | 16/40 [00:04<00:06,  3.60it/s]
    102/499      4.32G    0.01708    0.01368   0.005852         91        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    102/499      4.32G    0.01701    0.01381   0.005723         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    102/499      4.32G    0.01701    0.01381   0.005723         84        640:  45%|####5     | 18/40 [00:04<00:05,  3.75it/s]
    102/499      4.32G    0.01685    0.01367   0.005639         67        640:  45%|####5     | 18/40 [00:05<00:05,  3.75it/s]
    102/499      4.32G    0.01685    0.01367   0.005639         67        640:  48%|####7     | 19/40 [00:05<00:05,  3.60it/s]
    102/499      4.32G    0.01693    0.01372   0.005636         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.60it/s]
    102/499      4.32G    0.01693    0.01372   0.005636         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    102/499      4.32G    0.01682    0.01376   0.005536         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    102/499      4.32G    0.01682    0.01376   0.005536         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
    102/499      4.32G    0.01679     0.0138   0.005453         86        640:  52%|#####2    | 21/40 [00:06<00:05,  3.73it/s]
    102/499      4.32G    0.01679     0.0138   0.005453         86        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
    102/499      4.32G     0.0167    0.01373   0.005405         75        640:  55%|#####5    | 22/40 [00:06<00:05,  3.59it/s]
    102/499      4.32G     0.0167    0.01373   0.005405         75        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    102/499      4.32G    0.01674    0.01375   0.005439         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    102/499      4.32G    0.01674    0.01375   0.005439         76        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
    102/499      4.32G    0.01683    0.01375   0.005503         77        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
    102/499      4.32G    0.01683    0.01375   0.005503         77        640:  62%|######2   | 25/40 [00:06<00:04,  3.66it/s]
    102/499      4.32G    0.01688    0.01382   0.005519         80        640:  62%|######2   | 25/40 [00:07<00:04,  3.66it/s]
    102/499      4.32G    0.01688    0.01382   0.005519         80        640:  65%|######5   | 26/40 [00:07<00:03,  3.86it/s]
    102/499      4.32G    0.01692    0.01387   0.005366         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.86it/s]
    102/499      4.32G    0.01692    0.01387   0.005366         82        640:  68%|######7   | 27/40 [00:07<00:03,  4.21it/s]
    102/499      4.32G    0.01691    0.01383   0.005351         73        640:  68%|######7   | 27/40 [00:07<00:03,  4.21it/s]
    102/499      4.32G    0.01691    0.01383   0.005351         73        640:  70%|#######   | 28/40 [00:07<00:02,  4.32it/s]
    102/499      4.32G    0.01694    0.01388   0.005461         76        640:  70%|#######   | 28/40 [00:07<00:02,  4.32it/s]
    102/499      4.32G    0.01694    0.01388   0.005461         76        640:  72%|#######2  | 29/40 [00:07<00:02,  4.59it/s]
    102/499      4.32G    0.01695    0.01381   0.005459         63        640:  72%|#######2  | 29/40 [00:07<00:02,  4.59it/s]
    102/499      4.32G    0.01695    0.01381   0.005459         63        640:  75%|#######5  | 30/40 [00:07<00:02,  4.80it/s]
    102/499      4.32G    0.01698    0.01385   0.005523         76        640:  75%|#######5  | 30/40 [00:08<00:02,  4.80it/s]
    102/499      4.32G    0.01698    0.01385   0.005523         76        640:  78%|#######7  | 31/40 [00:08<00:01,  4.78it/s]
    102/499      4.32G    0.01703    0.01389   0.005709         78        640:  78%|#######7  | 31/40 [00:08<00:01,  4.78it/s]
    102/499      4.32G    0.01703    0.01389   0.005709         78        640:  80%|########  | 32/40 [00:08<00:01,  4.95it/s]
    102/499      4.32G    0.01705    0.01392   0.005764         81        640:  80%|########  | 32/40 [00:08<00:01,  4.95it/s]
    102/499      4.32G    0.01705    0.01392   0.005764         81        640:  82%|########2 | 33/40 [00:08<00:01,  5.07it/s]
    102/499      4.32G    0.01703     0.0139    0.00572         79        640:  82%|########2 | 33/40 [00:08<00:01,  5.07it/s]
    102/499      4.32G    0.01703     0.0139    0.00572         79        640:  85%|########5 | 34/40 [00:08<00:01,  4.97it/s]
    102/499      4.32G    0.01706    0.01403   0.005677        106        640:  85%|########5 | 34/40 [00:08<00:01,  4.97it/s]
    102/499      4.32G    0.01706    0.01403   0.005677        106        640:  88%|########7 | 35/40 [00:08<00:00,  5.07it/s]
    102/499      4.32G    0.01704    0.01405   0.005543         89        640:  88%|########7 | 35/40 [00:08<00:00,  5.07it/s]
    102/499      4.32G    0.01704    0.01405   0.005543         89        640:  90%|######### | 36/40 [00:08<00:00,  5.20it/s]
    102/499      4.32G    0.01707    0.01402   0.005497         73        640:  90%|######### | 36/40 [00:09<00:00,  5.20it/s]
    102/499      4.32G    0.01707    0.01402   0.005497         73        640:  92%|#########2| 37/40 [00:09<00:00,  4.97it/s]
    102/499      4.32G    0.01705    0.01404   0.005464         82        640:  92%|#########2| 37/40 [00:09<00:00,  4.97it/s]
    102/499      4.32G    0.01705    0.01404   0.005464         82        640:  95%|#########5| 38/40 [00:09<00:00,  4.61it/s]
    102/499      4.32G    0.01703    0.01393   0.005423         62        640:  95%|#########5| 38/40 [00:09<00:00,  4.61it/s]
    102/499      4.32G    0.01703    0.01393   0.005423         62        640:  98%|#########7| 39/40 [00:09<00:00,  4.29it/s]
    102/499      4.32G    0.01699    0.01391   0.005422         37        640:  98%|#########7| 39/40 [00:10<00:00,  4.29it/s]
    102/499      4.32G    0.01699    0.01391   0.005422         37        640: 100%|##########| 40/40 [00:10<00:00,  4.02it/s]
    102/499      4.32G    0.01699    0.01391   0.005422         37        640: 100%|##########| 40/40 [00:10<00:00,  3.99it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.86it/s]
                   all        132        263      0.913      0.832      0.899       0.73

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    103/499      4.32G    0.01747    0.01005   0.008613         55        640:   0%|          | 0/40 [00:00<?, ?it/s]
    103/499      4.32G    0.01747    0.01005   0.008613         55        640:   2%|2         | 1/40 [00:00<00:08,  4.43it/s]
    103/499      4.32G     0.0183      0.012   0.005661         71        640:   2%|2         | 1/40 [00:00<00:08,  4.43it/s]
    103/499      4.32G     0.0183      0.012   0.005661         71        640:   5%|5         | 2/40 [00:00<00:09,  3.95it/s]
    103/499      4.32G      0.018    0.01177   0.006774         70        640:   5%|5         | 2/40 [00:00<00:09,  3.95it/s]
    103/499      4.32G      0.018    0.01177   0.006774         70        640:   8%|7         | 3/40 [00:00<00:10,  3.45it/s]
    103/499      4.32G    0.01756    0.01195   0.006126         74        640:   8%|7         | 3/40 [00:01<00:10,  3.45it/s]
    103/499      4.32G    0.01756    0.01195   0.006126         74        640:  10%|#         | 4/40 [00:01<00:09,  3.72it/s]
    103/499      4.32G    0.01715    0.01178   0.005616         66        640:  10%|#         | 4/40 [00:01<00:09,  3.72it/s]
    103/499      4.32G    0.01715    0.01178   0.005616         66        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    103/499      4.32G    0.01692    0.01209   0.005156         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    103/499      4.32G    0.01692    0.01209   0.005156         82        640:  15%|#5        | 6/40 [00:01<00:09,  3.57it/s]
    103/499      4.32G    0.01696    0.01217   0.005125         74        640:  15%|#5        | 6/40 [00:01<00:09,  3.57it/s]
    103/499      4.32G    0.01696    0.01217   0.005125         74        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
    103/499      4.32G     0.0168     0.0119   0.004708         60        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
    103/499      4.32G     0.0168     0.0119   0.004708         60        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
    103/499      4.32G    0.01675     0.0122    0.00436         88        640:  20%|##        | 8/40 [00:02<00:08,  3.70it/s]
    103/499      4.32G    0.01675     0.0122    0.00436         88        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
    103/499      4.32G    0.01698    0.01266   0.004383         91        640:  22%|##2       | 9/40 [00:02<00:08,  3.59it/s]
    103/499      4.32G    0.01698    0.01266   0.004383         91        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    103/499      4.32G    0.01709    0.01266   0.004553         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    103/499      4.32G    0.01709    0.01266   0.004553         74        640:  28%|##7       | 11/40 [00:02<00:07,  3.70it/s]
    103/499      4.32G    0.01712    0.01279   0.004524         86        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
    103/499      4.32G    0.01712    0.01279   0.004524         86        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
    103/499      4.32G    0.01714    0.01274   0.004365         70        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
    103/499      4.32G    0.01714    0.01274   0.004365         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
    103/499      4.32G      0.017    0.01256   0.004295         70        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
    103/499      4.32G      0.017    0.01256   0.004295         70        640:  35%|###5      | 14/40 [00:03<00:07,  3.69it/s]
    103/499      4.32G    0.01687    0.01254   0.004244         74        640:  35%|###5      | 14/40 [00:04<00:07,  3.69it/s]
    103/499      4.32G    0.01687    0.01254   0.004244         74        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
    103/499      4.32G    0.01674    0.01258   0.004095         86        640:  38%|###7      | 15/40 [00:04<00:06,  3.59it/s]
    103/499      4.32G    0.01674    0.01258   0.004095         86        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
    103/499      4.32G    0.01664    0.01254   0.004024         71        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
    103/499      4.32G    0.01664    0.01254   0.004024         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
    103/499      4.32G    0.01673     0.0126   0.004075         74        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
    103/499      4.32G    0.01673     0.0126   0.004075         74        640:  45%|####5     | 18/40 [00:04<00:06,  3.61it/s]
    103/499      4.32G    0.01668    0.01253   0.004035         61        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
    103/499      4.32G    0.01668    0.01253   0.004035         61        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
    103/499      4.32G    0.01656     0.0124   0.004146         62        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
    103/499      4.32G    0.01656     0.0124   0.004146         62        640:  50%|#####     | 20/40 [00:05<00:05,  3.69it/s]
    103/499      4.32G    0.01653    0.01241   0.004227         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.69it/s]
    103/499      4.32G    0.01653    0.01241   0.004227         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
    103/499      4.32G    0.01662    0.01255   0.004294         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
    103/499      4.32G    0.01662    0.01255   0.004294         81        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
    103/499      4.32G    0.01653    0.01245   0.004311         56        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
    103/499      4.32G    0.01653    0.01245   0.004311         56        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    103/499      4.32G    0.01657    0.01241   0.004361         70        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    103/499      4.32G    0.01657    0.01241   0.004361         70        640:  60%|######    | 24/40 [00:06<00:04,  3.66it/s]
    103/499      4.32G     0.0166    0.01262   0.004313        102        640:  60%|######    | 24/40 [00:06<00:04,  3.66it/s]
    103/499      4.32G     0.0166    0.01262   0.004313        102        640:  62%|######2   | 25/40 [00:06<00:03,  3.81it/s]
    103/499      4.32G    0.01667    0.01266   0.004331         76        640:  62%|######2   | 25/40 [00:06<00:03,  3.81it/s]
    103/499      4.32G    0.01667    0.01266   0.004331         76        640:  65%|######5   | 26/40 [00:06<00:03,  4.18it/s]
    103/499      4.32G    0.01669    0.01276   0.004407         75        640:  65%|######5   | 26/40 [00:07<00:03,  4.18it/s]
    103/499      4.32G    0.01669    0.01276   0.004407         75        640:  68%|######7   | 27/40 [00:07<00:03,  4.28it/s]
    103/499      4.32G    0.01662    0.01273   0.004429         78        640:  68%|######7   | 27/40 [00:07<00:03,  4.28it/s]
    103/499      4.32G    0.01662    0.01273   0.004429         78        640:  70%|#######   | 28/40 [00:07<00:02,  4.57it/s]
    103/499      4.32G    0.01666     0.0128   0.004582         76        640:  70%|#######   | 28/40 [00:07<00:02,  4.57it/s]
    103/499      4.32G    0.01666     0.0128   0.004582         76        640:  72%|#######2  | 29/40 [00:07<00:02,  4.74it/s]
    103/499      4.32G    0.01662    0.01289   0.004739        100        640:  72%|#######2  | 29/40 [00:07<00:02,  4.74it/s]
    103/499      4.32G    0.01662    0.01289   0.004739        100        640:  75%|#######5  | 30/40 [00:07<00:02,  4.75it/s]
    103/499      4.32G    0.01669    0.01293   0.004704         77        640:  75%|#######5  | 30/40 [00:07<00:02,  4.75it/s]
    103/499      4.32G    0.01669    0.01293   0.004704         77        640:  78%|#######7  | 31/40 [00:07<00:01,  4.91it/s]
    103/499      4.32G    0.01672    0.01293   0.004697         78        640:  78%|#######7  | 31/40 [00:08<00:01,  4.91it/s]
    103/499      4.32G    0.01672    0.01293   0.004697         78        640:  80%|########  | 32/40 [00:08<00:01,  5.00it/s]
    103/499      4.32G    0.01673    0.01291    0.00465         70        640:  80%|########  | 32/40 [00:08<00:01,  5.00it/s]
    103/499      4.32G    0.01673    0.01291    0.00465         70        640:  82%|########2 | 33/40 [00:08<00:01,  4.86it/s]
    103/499      4.32G    0.01674    0.01294   0.004627         78        640:  82%|########2 | 33/40 [00:08<00:01,  4.86it/s]
    103/499      4.32G    0.01674    0.01294   0.004627         78        640:  85%|########5 | 34/40 [00:08<00:01,  5.02it/s]
    103/499      4.32G    0.01671    0.01293   0.004533         78        640:  85%|########5 | 34/40 [00:08<00:01,  5.02it/s]
    103/499      4.32G    0.01671    0.01293   0.004533         78        640:  88%|########7 | 35/40 [00:08<00:00,  5.01it/s]
    103/499      4.32G    0.01666    0.01287    0.00455         66        640:  88%|########7 | 35/40 [00:09<00:00,  5.01it/s]
    103/499      4.32G    0.01666    0.01287    0.00455         66        640:  90%|######### | 36/40 [00:09<00:00,  4.32it/s]
    103/499      4.32G    0.01662     0.0128   0.004543         63        640:  90%|######### | 36/40 [00:09<00:00,  4.32it/s]
    103/499      4.32G    0.01662     0.0128   0.004543         63        640:  92%|#########2| 37/40 [00:09<00:00,  4.25it/s]
    103/499      4.32G    0.01661    0.01281   0.004581         78        640:  92%|#########2| 37/40 [00:09<00:00,  4.25it/s]
    103/499      4.32G    0.01661    0.01281   0.004581         78        640:  95%|#########5| 38/40 [00:09<00:00,  4.09it/s]
    103/499      4.32G    0.01664    0.01279    0.00459         64        640:  95%|#########5| 38/40 [00:09<00:00,  4.09it/s]
    103/499      4.32G    0.01664    0.01279    0.00459         64        640:  98%|#########7| 39/40 [00:09<00:00,  3.60it/s]
    103/499      4.32G    0.01662    0.01286   0.004711         49        640:  98%|#########7| 39/40 [00:10<00:00,  3.60it/s]
    103/499      4.32G    0.01662    0.01286   0.004711         49        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]
    103/499      4.32G    0.01662    0.01286   0.004711         49        640: 100%|##########| 40/40 [00:10<00:00,  3.95it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.82it/s]
                   all        132        263      0.906      0.846      0.891      0.691

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    104/499      4.32G    0.01506    0.01034   0.006214         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    104/499      4.32G    0.01506    0.01034   0.006214         68        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
    104/499      4.32G     0.0163    0.01276    0.00573         71        640:   2%|2         | 1/40 [00:00<00:08,  4.58it/s]
    104/499      4.32G     0.0163    0.01276    0.00573         71        640:   5%|5         | 2/40 [00:00<00:10,  3.79it/s]
    104/499      4.32G    0.01659    0.01262    0.00541         68        640:   5%|5         | 2/40 [00:00<00:10,  3.79it/s]
    104/499      4.32G    0.01659    0.01262    0.00541         68        640:   8%|7         | 3/40 [00:00<00:09,  3.90it/s]
    104/499      4.32G    0.01672    0.01355    0.00496         90        640:   8%|7         | 3/40 [00:01<00:09,  3.90it/s]
    104/499      4.32G    0.01672    0.01355    0.00496         90        640:  10%|#         | 4/40 [00:01<00:09,  3.85it/s]
    104/499      4.32G    0.01702    0.01325   0.005137         70        640:  10%|#         | 4/40 [00:01<00:09,  3.85it/s]
    104/499      4.32G    0.01702    0.01325   0.005137         70        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
    104/499      4.32G    0.01782     0.0134   0.005526         64        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
    104/499      4.32G    0.01782     0.0134   0.005526         64        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
    104/499      4.32G    0.01824    0.01316   0.005665         62        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
    104/499      4.32G    0.01824    0.01316   0.005665         62        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
    104/499      4.32G     0.0183    0.01311   0.006262         72        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
    104/499      4.32G     0.0183    0.01311   0.006262         72        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
    104/499      4.32G    0.01824    0.01318   0.006218         73        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
    104/499      4.32G    0.01824    0.01318   0.006218         73        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
    104/499      4.32G    0.01813    0.01326    0.00629         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.74it/s]
    104/499      4.32G    0.01813    0.01326    0.00629         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
    104/499      4.32G    0.01795    0.01316   0.005886         62        640:  25%|##5       | 10/40 [00:02<00:08,  3.75it/s]
    104/499      4.32G    0.01795    0.01316   0.005886         62        640:  28%|##7       | 11/40 [00:02<00:08,  3.60it/s]
    104/499      4.32G    0.01789    0.01333    0.00576         92        640:  28%|##7       | 11/40 [00:03<00:08,  3.60it/s]
    104/499      4.32G    0.01789    0.01333    0.00576         92        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
    104/499      4.32G    0.01779    0.01345   0.005953         81        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
    104/499      4.32G    0.01779    0.01345   0.005953         81        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    104/499      4.32G    0.01769    0.01362   0.005779         90        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    104/499      4.32G    0.01769    0.01362   0.005779         90        640:  35%|###5      | 14/40 [00:03<00:07,  3.62it/s]
    104/499      4.32G    0.01773    0.01356   0.005784         67        640:  35%|###5      | 14/40 [00:04<00:07,  3.62it/s]
    104/499      4.32G    0.01773    0.01356   0.005784         67        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    104/499      4.32G    0.01763    0.01357   0.005741         73        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    104/499      4.32G    0.01763    0.01357   0.005741         73        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    104/499      4.32G    0.01751    0.01349   0.005682         81        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    104/499      4.32G    0.01751    0.01349   0.005682         81        640:  42%|####2     | 17/40 [00:04<00:06,  3.58it/s]
    104/499      4.32G    0.01764    0.01349   0.005694         73        640:  42%|####2     | 17/40 [00:04<00:06,  3.58it/s]
    104/499      4.32G    0.01764    0.01349   0.005694         73        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
    104/499      4.32G    0.01758    0.01357   0.005886         68        640:  45%|####5     | 18/40 [00:05<00:05,  3.70it/s]
    104/499      4.32G    0.01758    0.01357   0.005886         68        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
    104/499      4.32G    0.01748     0.0134    0.00579         64        640:  48%|####7     | 19/40 [00:05<00:05,  3.73it/s]
    104/499      4.32G    0.01748     0.0134    0.00579         64        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
    104/499      4.32G    0.01744    0.01345   0.005775         91        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
    104/499      4.32G    0.01744    0.01345   0.005775         91        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
    104/499      4.32G    0.01747    0.01348   0.006001         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
    104/499      4.32G    0.01747    0.01348   0.006001         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.76it/s]
    104/499      4.32G     0.0174    0.01345   0.005961         82        640:  55%|#####5    | 22/40 [00:06<00:04,  3.76it/s]
    104/499      4.32G     0.0174    0.01345   0.005961         82        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    104/499      4.32G    0.01743    0.01342   0.006073         71        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    104/499      4.32G    0.01743    0.01342   0.006073         71        640:  60%|######    | 24/40 [00:06<00:03,  4.06it/s]
    104/499      4.32G    0.01738    0.01337   0.006202         73        640:  60%|######    | 24/40 [00:06<00:03,  4.06it/s]
    104/499      4.32G    0.01738    0.01337   0.006202         73        640:  62%|######2   | 25/40 [00:06<00:03,  4.38it/s]
    104/499      4.32G    0.01729    0.01345   0.006299         87        640:  62%|######2   | 25/40 [00:06<00:03,  4.38it/s]
    104/499      4.32G    0.01729    0.01345   0.006299         87        640:  65%|######5   | 26/40 [00:06<00:03,  4.41it/s]
    104/499      4.32G    0.01727    0.01334   0.006255         56        640:  65%|######5   | 26/40 [00:06<00:03,  4.41it/s]
    104/499      4.32G    0.01727    0.01334   0.006255         56        640:  68%|######7   | 27/40 [00:06<00:02,  4.66it/s]
    104/499      4.32G    0.01724    0.01331   0.006242         62        640:  68%|######7   | 27/40 [00:07<00:02,  4.66it/s]
    104/499      4.32G    0.01724    0.01331   0.006242         62        640:  70%|#######   | 28/40 [00:07<00:02,  4.66it/s]
    104/499      4.32G    0.01722    0.01325   0.006222         73        640:  70%|#######   | 28/40 [00:07<00:02,  4.66it/s]
    104/499      4.32G    0.01722    0.01325   0.006222         73        640:  72%|#######2  | 29/40 [00:07<00:02,  4.66it/s]
    104/499      4.32G    0.01724    0.01328    0.00608         77        640:  72%|#######2  | 29/40 [00:07<00:02,  4.66it/s]
    104/499      4.32G    0.01724    0.01328    0.00608         77        640:  75%|#######5  | 30/40 [00:07<00:02,  4.85it/s]
    104/499      4.32G    0.01726    0.01336   0.006247         88        640:  75%|#######5  | 30/40 [00:07<00:02,  4.85it/s]
    104/499      4.32G    0.01726    0.01336   0.006247         88        640:  78%|#######7  | 31/40 [00:07<00:01,  5.02it/s]
    104/499      4.32G    0.01724    0.01339   0.006222         78        640:  78%|#######7  | 31/40 [00:07<00:01,  5.02it/s]
    104/499      4.32G    0.01724    0.01339   0.006222         78        640:  80%|########  | 32/40 [00:07<00:01,  4.93it/s]
    104/499      4.32G    0.01719    0.01337   0.006241         68        640:  80%|########  | 32/40 [00:08<00:01,  4.93it/s]
    104/499      4.32G    0.01719    0.01337   0.006241         68        640:  82%|########2 | 33/40 [00:08<00:01,  4.97it/s]
    104/499      4.32G    0.01721    0.01349   0.006204         86        640:  82%|########2 | 33/40 [00:08<00:01,  4.97it/s]
    104/499      4.32G    0.01721    0.01349   0.006204         86        640:  85%|########5 | 34/40 [00:08<00:01,  4.53it/s]
    104/499      4.32G    0.01715    0.01346   0.006169         80        640:  85%|########5 | 34/40 [00:08<00:01,  4.53it/s]
    104/499      4.32G    0.01715    0.01346   0.006169         80        640:  88%|########7 | 35/40 [00:08<00:01,  4.12it/s]
    104/499      4.32G    0.01722    0.01354   0.006124         85        640:  88%|########7 | 35/40 [00:09<00:01,  4.12it/s]
    104/499      4.32G    0.01722    0.01354   0.006124         85        640:  90%|######### | 36/40 [00:09<00:00,  4.07it/s]
    104/499      4.32G    0.01723    0.01355   0.006094         87        640:  90%|######### | 36/40 [00:09<00:00,  4.07it/s]
    104/499      4.32G    0.01723    0.01355   0.006094         87        640:  92%|#########2| 37/40 [00:09<00:00,  3.98it/s]
    104/499      4.32G    0.01718     0.0135   0.006073         71        640:  92%|#########2| 37/40 [00:09<00:00,  3.98it/s]
    104/499      4.32G    0.01718     0.0135   0.006073         71        640:  95%|#########5| 38/40 [00:09<00:00,  3.78it/s]
    104/499      4.32G    0.01719    0.01357    0.00616         83        640:  95%|#########5| 38/40 [00:09<00:00,  3.78it/s]
    104/499      4.32G    0.01719    0.01357    0.00616         83        640:  98%|#########7| 39/40 [00:09<00:00,  3.84it/s]
    104/499      4.32G    0.01719    0.01351   0.006218         30        640:  98%|#########7| 39/40 [00:10<00:00,  3.84it/s]
    104/499      4.32G    0.01719    0.01351   0.006218         30        640: 100%|##########| 40/40 [00:10<00:00,  3.89it/s]
    104/499      4.32G    0.01719    0.01351   0.006218         30        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                   all        132        263      0.847      0.822      0.889      0.722

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    105/499      4.32G    0.01681      0.014   0.002409         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    105/499      4.32G    0.01681      0.014   0.002409         76        640:   2%|2         | 1/40 [00:00<00:08,  4.59it/s]
    105/499      4.32G    0.01715    0.01363   0.004681         79        640:   2%|2         | 1/40 [00:00<00:08,  4.59it/s]
    105/499      4.32G    0.01715    0.01363   0.004681         79        640:   5%|5         | 2/40 [00:00<00:08,  4.34it/s]
    105/499      4.32G    0.01726    0.01351   0.005487         77        640:   5%|5         | 2/40 [00:00<00:08,  4.34it/s]
    105/499      4.32G    0.01726    0.01351   0.005487         77        640:   8%|7         | 3/40 [00:00<00:09,  3.98it/s]
    105/499      4.32G    0.01731     0.0133   0.004778         73        640:   8%|7         | 3/40 [00:01<00:09,  3.98it/s]
    105/499      4.32G    0.01731     0.0133   0.004778         73        640:  10%|#         | 4/40 [00:01<00:09,  3.72it/s]
    105/499      4.32G    0.01675    0.01266   0.005015         58        640:  10%|#         | 4/40 [00:01<00:09,  3.72it/s]
    105/499      4.32G    0.01675    0.01266   0.005015         58        640:  12%|#2        | 5/40 [00:01<00:09,  3.85it/s]
    105/499      4.32G    0.01674    0.01303   0.006198         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.85it/s]
    105/499      4.32G    0.01674    0.01303   0.006198         82        640:  15%|#5        | 6/40 [00:01<00:09,  3.78it/s]
    105/499      4.32G    0.01665    0.01296   0.005969         75        640:  15%|#5        | 6/40 [00:01<00:09,  3.78it/s]
    105/499      4.32G    0.01665    0.01296   0.005969         75        640:  18%|#7        | 7/40 [00:01<00:09,  3.62it/s]
    105/499      4.32G    0.01692    0.01295   0.006575         75        640:  18%|#7        | 7/40 [00:02<00:09,  3.62it/s]
    105/499      4.32G    0.01692    0.01295   0.006575         75        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
    105/499      4.32G    0.01693    0.01327   0.006206         88        640:  20%|##        | 8/40 [00:02<00:08,  3.76it/s]
    105/499      4.32G    0.01693    0.01327   0.006206         88        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    105/499      4.32G    0.01688    0.01324   0.006352         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    105/499      4.32G    0.01688    0.01324   0.006352         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    105/499      4.32G    0.01686    0.01309   0.006341         65        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    105/499      4.32G    0.01686    0.01309   0.006341         65        640:  28%|##7       | 11/40 [00:02<00:07,  3.71it/s]
    105/499      4.32G    0.01669    0.01307   0.005996         80        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
    105/499      4.32G    0.01669    0.01307   0.005996         80        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
    105/499      4.32G    0.01645    0.01296   0.005761         71        640:  30%|###       | 12/40 [00:03<00:07,  3.69it/s]
    105/499      4.32G    0.01645    0.01296   0.005761         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.58it/s]
    105/499      4.32G    0.01653    0.01298   0.006006         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.58it/s]
    105/499      4.32G    0.01653    0.01298   0.006006         75        640:  35%|###5      | 14/40 [00:03<00:06,  3.72it/s]
    105/499      4.32G    0.01652      0.013   0.005906         76        640:  35%|###5      | 14/40 [00:04<00:06,  3.72it/s]
    105/499      4.32G    0.01652      0.013   0.005906         76        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    105/499      4.32G    0.01656    0.01295   0.005933         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    105/499      4.32G    0.01656    0.01295   0.005933         66        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
    105/499      4.32G    0.01667    0.01313   0.005901         87        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
    105/499      4.32G    0.01667    0.01313   0.005901         87        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    105/499      4.32G    0.01657      0.013   0.006191         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    105/499      4.32G    0.01657      0.013   0.006191         63        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
    105/499      4.32G    0.01666      0.013   0.006003         72        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
    105/499      4.32G    0.01666      0.013   0.006003         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
    105/499      4.32G    0.01654    0.01283   0.005905         63        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
    105/499      4.32G    0.01654    0.01283   0.005905         63        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
    105/499      4.32G     0.0165    0.01279   0.005829         65        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
    105/499      4.32G     0.0165    0.01279   0.005829         65        640:  52%|#####2    | 21/40 [00:05<00:05,  3.76it/s]
    105/499      4.32G    0.01648    0.01274   0.005868         74        640:  52%|#####2    | 21/40 [00:05<00:05,  3.76it/s]
    105/499      4.32G    0.01648    0.01274   0.005868         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.76it/s]
    105/499      4.32G    0.01658    0.01277    0.00589         78        640:  55%|#####5    | 22/40 [00:06<00:04,  3.76it/s]
    105/499      4.32G    0.01658    0.01277    0.00589         78        640:  57%|#####7    | 23/40 [00:06<00:04,  4.12it/s]
    105/499      4.32G    0.01674     0.0128   0.005946         65        640:  57%|#####7    | 23/40 [00:06<00:04,  4.12it/s]
    105/499      4.32G    0.01674     0.0128   0.005946         65        640:  60%|######    | 24/40 [00:06<00:03,  4.36it/s]
    105/499      4.32G    0.01673    0.01277   0.006138         69        640:  60%|######    | 24/40 [00:06<00:03,  4.36it/s]
    105/499      4.32G    0.01673    0.01277   0.006138         69        640:  62%|######2   | 25/40 [00:06<00:03,  4.47it/s]
    105/499      4.32G    0.01673    0.01279   0.006122         71        640:  62%|######2   | 25/40 [00:06<00:03,  4.47it/s]
    105/499      4.32G    0.01673    0.01279   0.006122         71        640:  65%|######5   | 26/40 [00:06<00:03,  4.56it/s]
    105/499      4.32G    0.01675    0.01274   0.006148         67        640:  65%|######5   | 26/40 [00:06<00:03,  4.56it/s]
    105/499      4.32G    0.01675    0.01274   0.006148         67        640:  68%|######7   | 27/40 [00:06<00:02,  4.74it/s]
    105/499      4.32G    0.01674    0.01265   0.006149         58        640:  68%|######7   | 27/40 [00:07<00:02,  4.74it/s]
    105/499      4.32G    0.01674    0.01265   0.006149         58        640:  70%|#######   | 28/40 [00:07<00:02,  4.74it/s]
    105/499      4.32G    0.01669    0.01262   0.006197         65        640:  70%|#######   | 28/40 [00:07<00:02,  4.74it/s]
    105/499      4.32G    0.01669    0.01262   0.006197         65        640:  72%|#######2  | 29/40 [00:07<00:02,  4.92it/s]
    105/499      4.32G     0.0167    0.01257    0.00611         55        640:  72%|#######2  | 29/40 [00:07<00:02,  4.92it/s]
    105/499      4.32G     0.0167    0.01257    0.00611         55        640:  75%|#######5  | 30/40 [00:07<00:01,  5.07it/s]
    105/499      4.32G    0.01673    0.01257   0.006056         70        640:  75%|#######5  | 30/40 [00:07<00:01,  5.07it/s]
    105/499      4.32G    0.01673    0.01257   0.006056         70        640:  78%|#######7  | 31/40 [00:07<00:01,  4.83it/s]
    105/499      4.32G    0.01672    0.01263   0.006125         86        640:  78%|#######7  | 31/40 [00:07<00:01,  4.83it/s]
    105/499      4.32G    0.01672    0.01263   0.006125         86        640:  80%|########  | 32/40 [00:07<00:01,  4.46it/s]
    105/499      4.32G    0.01673    0.01262    0.00611         77        640:  80%|########  | 32/40 [00:08<00:01,  4.46it/s]
    105/499      4.32G    0.01673    0.01262    0.00611         77        640:  82%|########2 | 33/40 [00:08<00:01,  4.19it/s]
    105/499      4.32G    0.01667     0.0126   0.006083         67        640:  82%|########2 | 33/40 [00:08<00:01,  4.19it/s]
    105/499      4.32G    0.01667     0.0126   0.006083         67        640:  85%|########5 | 34/40 [00:08<00:01,  3.89it/s]
    105/499      4.32G    0.01673     0.0126    0.00624         69        640:  85%|########5 | 34/40 [00:08<00:01,  3.89it/s]
    105/499      4.32G    0.01673     0.0126    0.00624         69        640:  88%|########7 | 35/40 [00:08<00:01,  3.92it/s]
    105/499      4.32G    0.01674    0.01266    0.00644         72        640:  88%|########7 | 35/40 [00:09<00:01,  3.92it/s]
    105/499      4.32G    0.01674    0.01266    0.00644         72        640:  90%|######### | 36/40 [00:09<00:01,  3.84it/s]
    105/499      4.32G    0.01674    0.01264   0.006396         74        640:  90%|######### | 36/40 [00:09<00:01,  3.84it/s]
    105/499      4.32G    0.01674    0.01264   0.006396         74        640:  92%|#########2| 37/40 [00:09<00:00,  3.70it/s]
    105/499      4.32G    0.01672    0.01263   0.006299         74        640:  92%|#########2| 37/40 [00:09<00:00,  3.70it/s]
    105/499      4.32G    0.01672    0.01263   0.006299         74        640:  95%|#########5| 38/40 [00:09<00:00,  3.82it/s]
    105/499      4.32G    0.01676    0.01267   0.006249         70        640:  95%|#########5| 38/40 [00:09<00:00,  3.82it/s]
    105/499      4.32G    0.01676    0.01267   0.006249         70        640:  98%|#########7| 39/40 [00:09<00:00,  3.76it/s]
    105/499      4.32G    0.01681    0.01274   0.006299         39        640:  98%|#########7| 39/40 [00:10<00:00,  3.76it/s]
    105/499      4.32G    0.01681    0.01274   0.006299         39        640: 100%|##########| 40/40 [00:10<00:00,  3.65it/s]
    105/499      4.32G    0.01681    0.01274   0.006299         39        640: 100%|##########| 40/40 [00:10<00:00,  3.94it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.75it/s]
                   all        132        263      0.847      0.889      0.902       0.74

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    106/499      4.32G    0.01744    0.01527   0.006117         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    106/499      4.32G    0.01744    0.01527   0.006117         77        640:   2%|2         | 1/40 [00:00<00:08,  4.63it/s]
    106/499      4.32G    0.01771    0.01469   0.006046         80        640:   2%|2         | 1/40 [00:00<00:08,  4.63it/s]
    106/499      4.32G    0.01771    0.01469   0.006046         80        640:   5%|5         | 2/40 [00:00<00:09,  4.08it/s]
    106/499      4.32G    0.01766    0.01585   0.005656        102        640:   5%|5         | 2/40 [00:00<00:09,  4.08it/s]
    106/499      4.32G    0.01766    0.01585   0.005656        102        640:   8%|7         | 3/40 [00:00<00:09,  3.72it/s]
    106/499      4.32G    0.01777     0.0152   0.005036         62        640:   8%|7         | 3/40 [00:01<00:09,  3.72it/s]
    106/499      4.32G    0.01777     0.0152   0.005036         62        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
    106/499      4.32G    0.01735    0.01537   0.005821         89        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
    106/499      4.32G    0.01735    0.01537   0.005821         89        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
    106/499      4.32G    0.01776    0.01566   0.006299         92        640:  12%|#2        | 5/40 [00:01<00:09,  3.76it/s]
    106/499      4.32G    0.01776    0.01566   0.006299         92        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
    106/499      4.32G    0.01753    0.01491   0.006204         55        640:  15%|#5        | 6/40 [00:01<00:09,  3.59it/s]
    106/499      4.32G    0.01753    0.01491   0.006204         55        640:  18%|#7        | 7/40 [00:01<00:08,  3.70it/s]
    106/499      4.32G    0.01757    0.01473   0.006245         73        640:  18%|#7        | 7/40 [00:02<00:08,  3.70it/s]
    106/499      4.32G    0.01757    0.01473   0.006245         73        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    106/499      4.32G    0.01748    0.01466   0.006003         81        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    106/499      4.32G    0.01748    0.01466   0.006003         81        640:  22%|##2       | 9/40 [00:02<00:08,  3.64it/s]
    106/499      4.32G    0.01736     0.0147   0.005911         80        640:  22%|##2       | 9/40 [00:02<00:08,  3.64it/s]
    106/499      4.32G    0.01736     0.0147   0.005911         80        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    106/499      4.32G     0.0174    0.01451   0.005666         71        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    106/499      4.32G     0.0174    0.01451   0.005666         71        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
    106/499      4.32G    0.01722    0.01458   0.005552         96        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
    106/499      4.32G    0.01722    0.01458   0.005552         96        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
    106/499      4.32G    0.01739    0.01457   0.005656         73        640:  30%|###       | 12/40 [00:03<00:07,  3.60it/s]
    106/499      4.32G    0.01739    0.01457   0.005656         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    106/499      4.32G    0.01725    0.01448   0.005484         84        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    106/499      4.32G    0.01725    0.01448   0.005484         84        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
    106/499      4.32G    0.01718    0.01443   0.005654         80        640:  35%|###5      | 14/40 [00:04<00:06,  3.74it/s]
    106/499      4.32G    0.01718    0.01443   0.005654         80        640:  38%|###7      | 15/40 [00:04<00:06,  3.63it/s]
    106/499      4.32G     0.0171    0.01445   0.005592         88        640:  38%|###7      | 15/40 [00:04<00:06,  3.63it/s]
    106/499      4.32G     0.0171    0.01445   0.005592         88        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
    106/499      4.32G    0.01713    0.01433   0.005447         63        640:  40%|####      | 16/40 [00:04<00:06,  3.72it/s]
    106/499      4.32G    0.01713    0.01433   0.005447         63        640:  42%|####2     | 17/40 [00:04<00:06,  3.77it/s]
    106/499      4.32G    0.01715    0.01436   0.005486         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.77it/s]
    106/499      4.32G    0.01715    0.01436   0.005486         84        640:  45%|####5     | 18/40 [00:04<00:05,  3.78it/s]
    106/499      4.32G    0.01709    0.01445    0.00549         87        640:  45%|####5     | 18/40 [00:05<00:05,  3.78it/s]
    106/499      4.32G    0.01709    0.01445    0.00549         87        640:  48%|####7     | 19/40 [00:05<00:05,  4.12it/s]
    106/499      4.32G    0.01705    0.01443   0.005663         77        640:  48%|####7     | 19/40 [00:05<00:05,  4.12it/s]
    106/499      4.32G    0.01705    0.01443   0.005663         77        640:  50%|#####     | 20/40 [00:05<00:04,  4.42it/s]
    106/499      4.32G    0.01697    0.01434   0.005651         82        640:  50%|#####     | 20/40 [00:05<00:04,  4.42it/s]
    106/499      4.32G    0.01697    0.01434   0.005651         82        640:  52%|#####2    | 21/40 [00:05<00:04,  4.46it/s]
    106/499      4.32G    0.01695    0.01431   0.005625         74        640:  52%|#####2    | 21/40 [00:05<00:04,  4.46it/s]
    106/499      4.32G    0.01695    0.01431   0.005625         74        640:  55%|#####5    | 22/40 [00:05<00:03,  4.64it/s]
    106/499      4.32G    0.01688    0.01425   0.005811         69        640:  55%|#####5    | 22/40 [00:05<00:03,  4.64it/s]
    106/499      4.32G    0.01688    0.01425   0.005811         69        640:  57%|#####7    | 23/40 [00:05<00:03,  4.75it/s]
    106/499      4.32G    0.01686    0.01422   0.005679         82        640:  57%|#####7    | 23/40 [00:06<00:03,  4.75it/s]
    106/499      4.32G    0.01686    0.01422   0.005679         82        640:  60%|######    | 24/40 [00:06<00:03,  4.71it/s]
    106/499      4.32G    0.01695    0.01421   0.005883         80        640:  60%|######    | 24/40 [00:06<00:03,  4.71it/s]
    106/499      4.32G    0.01695    0.01421   0.005883         80        640:  62%|######2   | 25/40 [00:06<00:03,  4.87it/s]
    106/499      4.32G    0.01697    0.01426   0.005782         83        640:  62%|######2   | 25/40 [00:06<00:03,  4.87it/s]
    106/499      4.32G    0.01697    0.01426   0.005782         83        640:  65%|######5   | 26/40 [00:06<00:02,  4.99it/s]
    106/499      4.32G    0.01696    0.01418   0.005616         71        640:  65%|######5   | 26/40 [00:06<00:02,  4.99it/s]
    106/499      4.32G    0.01696    0.01418   0.005616         71        640:  68%|######7   | 27/40 [00:06<00:02,  4.89it/s]
    106/499      4.32G    0.01695    0.01413   0.005664         69        640:  68%|######7   | 27/40 [00:06<00:02,  4.89it/s]
    106/499      4.32G    0.01695    0.01413   0.005664         69        640:  70%|#######   | 28/40 [00:06<00:02,  4.83it/s]
    106/499      4.32G    0.01701    0.01408   0.005788         58        640:  70%|#######   | 28/40 [00:07<00:02,  4.83it/s]
    106/499      4.32G    0.01701    0.01408   0.005788         58        640:  72%|#######2  | 29/40 [00:07<00:02,  4.45it/s]
    106/499      4.32G    0.01701    0.01399    0.00588         70        640:  72%|#######2  | 29/40 [00:07<00:02,  4.45it/s]
    106/499      4.32G    0.01701    0.01399    0.00588         70        640:  75%|#######5  | 30/40 [00:07<00:02,  4.05it/s]
    106/499      4.32G    0.01701    0.01402   0.005936         84        640:  75%|#######5  | 30/40 [00:07<00:02,  4.05it/s]
    106/499      4.32G    0.01701    0.01402   0.005936         84        640:  78%|#######7  | 31/40 [00:07<00:02,  4.07it/s]
    106/499      4.32G    0.01704    0.01405   0.005985         81        640:  78%|#######7  | 31/40 [00:07<00:02,  4.07it/s]
    106/499      4.32G    0.01704    0.01405   0.005985         81        640:  80%|########  | 32/40 [00:07<00:02,  3.92it/s]
    106/499      4.32G    0.01698    0.01396   0.005942         67        640:  80%|########  | 32/40 [00:08<00:02,  3.92it/s]
    106/499      4.32G    0.01698    0.01396   0.005942         67        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    106/499      4.32G    0.01699    0.01393   0.005992         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    106/499      4.32G    0.01699    0.01393   0.005992         70        640:  85%|########5 | 34/40 [00:08<00:01,  3.82it/s]
    106/499      4.32G    0.01704    0.01384   0.006118         59        640:  85%|########5 | 34/40 [00:08<00:01,  3.82it/s]
    106/499      4.32G    0.01704    0.01384   0.006118         59        640:  88%|########7 | 35/40 [00:08<00:01,  3.78it/s]
    106/499      4.32G    0.01702    0.01381   0.006139         71        640:  88%|########7 | 35/40 [00:09<00:01,  3.78it/s]
    106/499      4.32G    0.01702    0.01381   0.006139         71        640:  90%|######### | 36/40 [00:09<00:01,  3.64it/s]
    106/499      4.32G    0.01696    0.01376   0.006044         70        640:  90%|######### | 36/40 [00:09<00:01,  3.64it/s]
    106/499      4.32G    0.01696    0.01376   0.006044         70        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
    106/499      4.32G    0.01704    0.01375   0.005994         62        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
    106/499      4.32G    0.01704    0.01375   0.005994         62        640:  95%|#########5| 38/40 [00:09<00:00,  3.72it/s]
    106/499      4.32G    0.01701    0.01377   0.005949         84        640:  95%|#########5| 38/40 [00:09<00:00,  3.72it/s]
    106/499      4.32G    0.01701    0.01377   0.005949         84        640:  98%|#########7| 39/40 [00:09<00:00,  3.60it/s]
    106/499      4.32G      0.017    0.01386   0.005981         46        640:  98%|#########7| 39/40 [00:10<00:00,  3.60it/s]
    106/499      4.32G      0.017    0.01386   0.005981         46        640: 100%|##########| 40/40 [00:10<00:00,  3.79it/s]
    106/499      4.32G      0.017    0.01386   0.005981         46        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.75it/s]
                   all        132        263      0.863      0.883      0.889      0.716

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    107/499      4.32G      0.019     0.0136    0.00341         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    107/499      4.32G      0.019     0.0136    0.00341         69        640:   2%|2         | 1/40 [00:00<00:08,  4.46it/s]
    107/499      4.32G    0.01944    0.01482   0.007574         72        640:   2%|2         | 1/40 [00:00<00:08,  4.46it/s]
    107/499      4.32G    0.01944    0.01482   0.007574         72        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
    107/499      4.32G    0.01845    0.01379   0.007357         65        640:   5%|5         | 2/40 [00:00<00:10,  3.71it/s]
    107/499      4.32G    0.01845    0.01379   0.007357         65        640:   8%|7         | 3/40 [00:00<00:09,  3.93it/s]
    107/499      4.32G    0.01824     0.0141    0.00637         70        640:   8%|7         | 3/40 [00:01<00:09,  3.93it/s]
    107/499      4.32G    0.01824     0.0141    0.00637         70        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
    107/499      4.32G    0.01855    0.01403   0.006133         72        640:  10%|#         | 4/40 [00:01<00:09,  3.82it/s]
    107/499      4.32G    0.01855    0.01403   0.006133         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
    107/499      4.32G    0.01867    0.01356   0.006836         61        640:  12%|#2        | 5/40 [00:01<00:09,  3.64it/s]
    107/499      4.32G    0.01867    0.01356   0.006836         61        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
    107/499      4.32G    0.01826    0.01348   0.006284         74        640:  15%|#5        | 6/40 [00:01<00:08,  3.78it/s]
    107/499      4.32G    0.01826    0.01348   0.006284         74        640:  18%|#7        | 7/40 [00:01<00:09,  3.63it/s]
    107/499      4.32G    0.01805    0.01366    0.00595         83        640:  18%|#7        | 7/40 [00:02<00:09,  3.63it/s]
    107/499      4.32G    0.01805    0.01366    0.00595         83        640:  20%|##        | 8/40 [00:02<00:09,  3.52it/s]
    107/499      4.32G    0.01788    0.01352   0.006249         67        640:  20%|##        | 8/40 [00:02<00:09,  3.52it/s]
    107/499      4.32G    0.01788    0.01352   0.006249         67        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
    107/499      4.32G     0.0177    0.01354   0.006056         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
    107/499      4.32G     0.0177    0.01354   0.006056         72        640:  25%|##5       | 10/40 [00:02<00:08,  3.64it/s]
    107/499      4.32G    0.01766     0.0136   0.005988         76        640:  25%|##5       | 10/40 [00:03<00:08,  3.64it/s]
    107/499      4.32G    0.01766     0.0136   0.005988         76        640:  28%|##7       | 11/40 [00:03<00:08,  3.51it/s]
    107/499      4.32G    0.01757    0.01351   0.005662         68        640:  28%|##7       | 11/40 [00:03<00:08,  3.51it/s]
    107/499      4.32G    0.01757    0.01351   0.005662         68        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
    107/499      4.32G    0.01742    0.01324    0.00536         55        640:  30%|###       | 12/40 [00:03<00:07,  3.72it/s]
    107/499      4.32G    0.01742    0.01324    0.00536         55        640:  32%|###2      | 13/40 [00:03<00:07,  3.69it/s]
    107/499      4.32G    0.01736    0.01325   0.005356         73        640:  32%|###2      | 13/40 [00:03<00:07,  3.69it/s]
    107/499      4.32G    0.01736    0.01325   0.005356         73        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
    107/499      4.32G    0.01725    0.01313   0.005323         69        640:  35%|###5      | 14/40 [00:04<00:07,  3.60it/s]
    107/499      4.32G    0.01725    0.01313   0.005323         69        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
    107/499      4.32G    0.01724    0.01309   0.005273         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
    107/499      4.32G    0.01724    0.01309   0.005273         70        640:  40%|####      | 16/40 [00:04<00:06,  3.88it/s]
    107/499      4.32G    0.01723    0.01315   0.005501         81        640:  40%|####      | 16/40 [00:04<00:06,  3.88it/s]
    107/499      4.32G    0.01723    0.01315   0.005501         81        640:  42%|####2     | 17/40 [00:04<00:05,  4.03it/s]
    107/499      4.32G    0.01716    0.01314    0.00568         78        640:  42%|####2     | 17/40 [00:04<00:05,  4.03it/s]
    107/499      4.32G    0.01716    0.01314    0.00568         78        640:  45%|####5     | 18/40 [00:04<00:05,  4.26it/s]
    107/499      4.32G    0.01714    0.01333   0.005717         87        640:  45%|####5     | 18/40 [00:04<00:05,  4.26it/s]
    107/499      4.32G    0.01714    0.01333   0.005717         87        640:  48%|####7     | 19/40 [00:04<00:04,  4.51it/s]
    107/499      4.32G    0.01724    0.01339   0.005591         75        640:  48%|####7     | 19/40 [00:05<00:04,  4.51it/s]
    107/499      4.32G    0.01724    0.01339   0.005591         75        640:  50%|#####     | 20/40 [00:05<00:04,  4.43it/s]
    107/499      4.32G    0.01721    0.01331   0.005512         69        640:  50%|#####     | 20/40 [00:05<00:04,  4.43it/s]
    107/499      4.32G    0.01721    0.01331   0.005512         69        640:  52%|#####2    | 21/40 [00:05<00:04,  4.65it/s]
    107/499      4.32G    0.01729    0.01326   0.005449         67        640:  52%|#####2    | 21/40 [00:05<00:04,  4.65it/s]
    107/499      4.32G    0.01729    0.01326   0.005449         67        640:  55%|#####5    | 22/40 [00:05<00:03,  4.82it/s]
    107/499      4.32G    0.01736    0.01331   0.005518         70        640:  55%|#####5    | 22/40 [00:05<00:03,  4.82it/s]
    107/499      4.32G    0.01736    0.01331   0.005518         70        640:  57%|#####7    | 23/40 [00:05<00:03,  4.70it/s]
    107/499      4.32G    0.01736    0.01322   0.005426         63        640:  57%|#####7    | 23/40 [00:05<00:03,  4.70it/s]
    107/499      4.32G    0.01736    0.01322   0.005426         63        640:  60%|######    | 24/40 [00:05<00:03,  4.77it/s]
    107/499      4.32G     0.0174     0.0133   0.005465         86        640:  60%|######    | 24/40 [00:06<00:03,  4.77it/s]
    107/499      4.32G     0.0174     0.0133   0.005465         86        640:  62%|######2   | 25/40 [00:06<00:03,  4.47it/s]
    107/499      4.32G    0.01747    0.01336   0.005634         71        640:  62%|######2   | 25/40 [00:06<00:03,  4.47it/s]
    107/499      4.32G    0.01747    0.01336   0.005634         71        640:  65%|######5   | 26/40 [00:06<00:03,  4.06it/s]
    107/499      4.32G    0.01737    0.01325   0.005494         65        640:  65%|######5   | 26/40 [00:06<00:03,  4.06it/s]
    107/499      4.32G    0.01737    0.01325   0.005494         65        640:  68%|######7   | 27/40 [00:06<00:03,  4.04it/s]
    107/499      4.32G    0.01732    0.01327   0.005432         78        640:  68%|######7   | 27/40 [00:07<00:03,  4.04it/s]
    107/499      4.32G    0.01732    0.01327   0.005432         78        640:  70%|#######   | 28/40 [00:07<00:03,  3.94it/s]
    107/499      4.32G    0.01726     0.0132   0.005345         67        640:  70%|#######   | 28/40 [00:07<00:03,  3.94it/s]
    107/499      4.32G    0.01726     0.0132   0.005345         67        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
    107/499      4.32G    0.01723    0.01322   0.005338         75        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
    107/499      4.32G    0.01723    0.01322   0.005338         75        640:  75%|#######5  | 30/40 [00:07<00:02,  3.80it/s]
    107/499      4.32G    0.01721    0.01318   0.005281         73        640:  75%|#######5  | 30/40 [00:07<00:02,  3.80it/s]
    107/499      4.32G    0.01721    0.01318   0.005281         73        640:  78%|#######7  | 31/40 [00:07<00:02,  3.79it/s]
    107/499      4.32G    0.01716    0.01312   0.005406         64        640:  78%|#######7  | 31/40 [00:08<00:02,  3.79it/s]
    107/499      4.32G    0.01716    0.01312   0.005406         64        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
    107/499      4.32G    0.01718    0.01323   0.005368         96        640:  80%|########  | 32/40 [00:08<00:02,  3.63it/s]
    107/499      4.32G    0.01718    0.01323   0.005368         96        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
    107/499      4.32G     0.0172    0.01321   0.005409         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.75it/s]
    107/499      4.32G     0.0172    0.01321   0.005409         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
    107/499      4.32G     0.0172    0.01323   0.005521         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.76it/s]
    107/499      4.32G     0.0172    0.01323   0.005521         74        640:  88%|########7 | 35/40 [00:08<00:01,  3.66it/s]
    107/499      4.32G    0.01728    0.01315    0.00564         61        640:  88%|########7 | 35/40 [00:09<00:01,  3.66it/s]
    107/499      4.32G    0.01728    0.01315    0.00564         61        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
    107/499      4.32G    0.01728    0.01314   0.005683         80        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
    107/499      4.32G    0.01728    0.01314   0.005683         80        640:  92%|#########2| 37/40 [00:09<00:00,  3.72it/s]
    107/499      4.32G    0.01729    0.01317   0.005756         78        640:  92%|#########2| 37/40 [00:09<00:00,  3.72it/s]
    107/499      4.32G    0.01729    0.01317   0.005756         78        640:  95%|#########5| 38/40 [00:09<00:00,  3.62it/s]
    107/499      4.32G    0.01725    0.01313   0.005779         75        640:  95%|#########5| 38/40 [00:10<00:00,  3.62it/s]
    107/499      4.32G    0.01725    0.01313   0.005779         75        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
    107/499      4.32G    0.01721    0.01308   0.005824         32        640:  98%|#########7| 39/40 [00:10<00:00,  3.71it/s]
    107/499      4.32G    0.01721    0.01308   0.005824         32        640: 100%|##########| 40/40 [00:10<00:00,  3.78it/s]
    107/499      4.32G    0.01721    0.01308   0.005824         32        640: 100%|##########| 40/40 [00:10<00:00,  3.89it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.73it/s]
                   all        132        263      0.844      0.861      0.876      0.717

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    108/499      4.32G    0.01524    0.01316   0.001334         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    108/499      4.32G    0.01524    0.01316   0.001334         77        640:   2%|2         | 1/40 [00:00<00:11,  3.29it/s]
    108/499      4.32G    0.01644    0.01271   0.004721         67        640:   2%|2         | 1/40 [00:00<00:11,  3.29it/s]
    108/499      4.32G    0.01644    0.01271   0.004721         67        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
    108/499      4.32G    0.01764    0.01174   0.009818         53        640:   5%|5         | 2/40 [00:00<00:10,  3.64it/s]
    108/499      4.32G    0.01764    0.01174   0.009818         53        640:   8%|7         | 3/40 [00:00<00:10,  3.70it/s]
    108/499      4.32G      0.018    0.01291   0.008171         81        640:   8%|7         | 3/40 [00:01<00:10,  3.70it/s]
    108/499      4.32G      0.018    0.01291   0.008171         81        640:  10%|#         | 4/40 [00:01<00:10,  3.53it/s]
    108/499      4.32G    0.01802    0.01253   0.007449         64        640:  10%|#         | 4/40 [00:01<00:10,  3.53it/s]
    108/499      4.32G    0.01802    0.01253   0.007449         64        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    108/499      4.32G    0.01807     0.0128   0.007186         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    108/499      4.32G    0.01807     0.0128   0.007186         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
    108/499      4.32G    0.01797    0.01246   0.007696         63        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
    108/499      4.32G    0.01797    0.01246   0.007696         63        640:  18%|#7        | 7/40 [00:01<00:09,  3.59it/s]
    108/499      4.32G    0.01814    0.01267   0.007454         77        640:  18%|#7        | 7/40 [00:02<00:09,  3.59it/s]
    108/499      4.32G    0.01814    0.01267   0.007454         77        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
    108/499      4.32G    0.01822    0.01284   0.007626         70        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
    108/499      4.32G    0.01822    0.01284   0.007626         70        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
    108/499      4.32G    0.01802    0.01306   0.007304         94        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
    108/499      4.32G    0.01802    0.01306   0.007304         94        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
    108/499      4.32G    0.01792    0.01332   0.006943         88        640:  25%|##5       | 10/40 [00:02<00:08,  3.61it/s]
    108/499      4.32G    0.01792    0.01332   0.006943         88        640:  28%|##7       | 11/40 [00:02<00:07,  3.83it/s]
    108/499      4.32G    0.01778    0.01329   0.007019         77        640:  28%|##7       | 11/40 [00:03<00:07,  3.83it/s]
    108/499      4.32G    0.01778    0.01329   0.007019         77        640:  30%|###       | 12/40 [00:03<00:06,  4.18it/s]
    108/499      4.32G    0.01781    0.01327   0.007434         73        640:  30%|###       | 12/40 [00:03<00:06,  4.18it/s]
    108/499      4.32G    0.01781    0.01327   0.007434         73        640:  32%|###2      | 13/40 [00:03<00:06,  4.32it/s]
    108/499      4.32G    0.01789    0.01337   0.007356         76        640:  32%|###2      | 13/40 [00:03<00:06,  4.32it/s]
    108/499      4.32G    0.01789    0.01337   0.007356         76        640:  35%|###5      | 14/40 [00:03<00:05,  4.57it/s]
    108/499      4.32G    0.01789    0.01341   0.007293         79        640:  35%|###5      | 14/40 [00:03<00:05,  4.57it/s]
    108/499      4.32G    0.01789    0.01341   0.007293         79        640:  38%|###7      | 15/40 [00:03<00:05,  4.76it/s]
    108/499      4.32G    0.01782     0.0134   0.007209         75        640:  38%|###7      | 15/40 [00:03<00:05,  4.76it/s]
    108/499      4.32G    0.01782     0.0134   0.007209         75        640:  40%|####      | 16/40 [00:03<00:05,  4.73it/s]
    108/499      4.32G    0.01775    0.01371   0.007132        104        640:  40%|####      | 16/40 [00:04<00:05,  4.73it/s]
    108/499      4.32G    0.01775    0.01371   0.007132        104        640:  42%|####2     | 17/40 [00:04<00:04,  4.87it/s]
    108/499      4.32G    0.01778    0.01359   0.007182         60        640:  42%|####2     | 17/40 [00:04<00:04,  4.87it/s]
    108/499      4.32G    0.01778    0.01359   0.007182         60        640:  45%|####5     | 18/40 [00:04<00:04,  4.98it/s]
    108/499      4.32G    0.01785     0.0137   0.007247         69        640:  45%|####5     | 18/40 [00:04<00:04,  4.98it/s]
    108/499      4.32G    0.01785     0.0137   0.007247         69        640:  48%|####7     | 19/40 [00:04<00:04,  4.90it/s]
    108/499      4.32G    0.01783     0.0138   0.007041         82        640:  48%|####7     | 19/40 [00:04<00:04,  4.90it/s]
    108/499      4.32G    0.01783     0.0138   0.007041         82        640:  50%|#####     | 20/40 [00:04<00:03,  5.01it/s]
    108/499      4.32G    0.01794    0.01379   0.007035         77        640:  50%|#####     | 20/40 [00:04<00:03,  5.01it/s]
    108/499      4.32G    0.01794    0.01379   0.007035         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.00it/s]
    108/499      4.32G    0.01788    0.01369   0.007014         69        640:  52%|#####2    | 21/40 [00:05<00:03,  5.00it/s]
    108/499      4.32G    0.01788    0.01369   0.007014         69        640:  55%|#####5    | 22/40 [00:05<00:04,  4.38it/s]
    108/499      4.32G    0.01783    0.01372   0.006977         72        640:  55%|#####5    | 22/40 [00:05<00:04,  4.38it/s]
    108/499      4.32G    0.01783    0.01372   0.006977         72        640:  57%|#####7    | 23/40 [00:05<00:03,  4.25it/s]
    108/499      4.32G    0.01772     0.0137   0.006926         73        640:  57%|#####7    | 23/40 [00:05<00:03,  4.25it/s]
    108/499      4.32G    0.01772     0.0137   0.006926         73        640:  60%|######    | 24/40 [00:05<00:03,  4.08it/s]
    108/499      4.32G    0.01772    0.01369   0.006817         74        640:  60%|######    | 24/40 [00:06<00:03,  4.08it/s]
    108/499      4.32G    0.01772    0.01369   0.006817         74        640:  62%|######2   | 25/40 [00:06<00:03,  3.82it/s]
    108/499      4.32G    0.01768    0.01358   0.006774         62        640:  62%|######2   | 25/40 [00:06<00:03,  3.82it/s]
    108/499      4.32G    0.01768    0.01358   0.006774         62        640:  65%|######5   | 26/40 [00:06<00:03,  3.85it/s]
    108/499      4.32G    0.01768     0.0135   0.006729         64        640:  65%|######5   | 26/40 [00:06<00:03,  3.85it/s]
    108/499      4.32G    0.01768     0.0135   0.006729         64        640:  68%|######7   | 27/40 [00:06<00:03,  3.81it/s]
    108/499      4.32G    0.01769    0.01354   0.006632         75        640:  68%|######7   | 27/40 [00:06<00:03,  3.81it/s]
    108/499      4.32G    0.01769    0.01354   0.006632         75        640:  70%|#######   | 28/40 [00:06<00:03,  3.67it/s]
    108/499      4.32G    0.01767    0.01352   0.006638         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.67it/s]
    108/499      4.32G    0.01767    0.01352   0.006638         69        640:  72%|#######2  | 29/40 [00:07<00:02,  3.67it/s]
    108/499      4.32G    0.01764    0.01354   0.006525         83        640:  72%|#######2  | 29/40 [00:07<00:02,  3.67it/s]
    108/499      4.32G    0.01764    0.01354   0.006525         83        640:  75%|#######5  | 30/40 [00:07<00:02,  3.69it/s]
    108/499      4.32G    0.01759    0.01353   0.006411         79        640:  75%|#######5  | 30/40 [00:07<00:02,  3.69it/s]
    108/499      4.32G    0.01759    0.01353   0.006411         79        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
    108/499      4.32G    0.01768    0.01361   0.006436         83        640:  78%|#######7  | 31/40 [00:07<00:02,  3.60it/s]
    108/499      4.32G    0.01768    0.01361   0.006436         83        640:  80%|########  | 32/40 [00:07<00:02,  3.71it/s]
    108/499      4.32G    0.01765    0.01356    0.00646         71        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
    108/499      4.32G    0.01765    0.01356    0.00646         71        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
    108/499      4.32G    0.01762    0.01351   0.006457         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
    108/499      4.32G    0.01762    0.01351   0.006457         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.61it/s]
    108/499      4.32G    0.01762    0.01357   0.006417         84        640:  85%|########5 | 34/40 [00:08<00:01,  3.61it/s]
    108/499      4.32G    0.01762    0.01357   0.006417         84        640:  88%|########7 | 35/40 [00:08<00:01,  3.70it/s]
    108/499      4.32G    0.01771    0.01353   0.006511         58        640:  88%|########7 | 35/40 [00:09<00:01,  3.70it/s]
    108/499      4.32G    0.01771    0.01353   0.006511         58        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
    108/499      4.32G    0.01772    0.01345   0.006519         65        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
    108/499      4.32G    0.01772    0.01345   0.006519         65        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
    108/499      4.32G    0.01768    0.01349   0.006461         85        640:  92%|#########2| 37/40 [00:09<00:00,  3.61it/s]
    108/499      4.32G    0.01768    0.01349   0.006461         85        640:  95%|#########5| 38/40 [00:09<00:00,  3.70it/s]
    108/499      4.32G    0.01767    0.01348   0.006447         76        640:  95%|#########5| 38/40 [00:09<00:00,  3.70it/s]
    108/499      4.32G    0.01767    0.01348   0.006447         76        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
    108/499      4.32G    0.01775    0.01354    0.00634         34        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
    108/499      4.32G    0.01775    0.01354    0.00634         34        640: 100%|##########| 40/40 [00:10<00:00,  3.65it/s]
    108/499      4.32G    0.01775    0.01354    0.00634         34        640: 100%|##########| 40/40 [00:10<00:00,  3.94it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.01it/s]
                   all        132        263      0.829       0.81      0.839      0.693

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    109/499      4.32G    0.01663    0.01063   0.004793         62        640:   0%|          | 0/40 [00:00<?, ?it/s]
    109/499      4.32G    0.01663    0.01063   0.004793         62        640:   2%|2         | 1/40 [00:00<00:08,  4.44it/s]
    109/499      4.32G    0.01743     0.0134   0.005825         83        640:   2%|2         | 1/40 [00:00<00:08,  4.44it/s]
    109/499      4.32G    0.01743     0.0134   0.005825         83        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
    109/499      4.32G    0.01838    0.01317   0.005617         69        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
    109/499      4.32G    0.01838    0.01317   0.005617         69        640:   8%|7         | 3/40 [00:00<00:10,  3.68it/s]
    109/499      4.32G    0.01836    0.01338   0.006672         76        640:   8%|7         | 3/40 [00:01<00:10,  3.68it/s]
    109/499      4.32G    0.01836    0.01338   0.006672         76        640:  10%|#         | 4/40 [00:01<00:09,  3.83it/s]
    109/499      4.32G    0.01845     0.0135   0.006655         80        640:  10%|#         | 4/40 [00:01<00:09,  3.83it/s]
    109/499      4.32G    0.01845     0.0135   0.006655         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
    109/499      4.32G     0.0181    0.01317   0.006237         63        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
    109/499      4.32G     0.0181    0.01317   0.006237         63        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
    109/499      4.32G    0.01817    0.01353   0.005801         81        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
    109/499      4.32G    0.01817    0.01353   0.005801         81        640:  18%|#7        | 7/40 [00:01<00:08,  3.77it/s]
    109/499      4.32G    0.01799    0.01358   0.005746         80        640:  18%|#7        | 7/40 [00:02<00:08,  3.77it/s]
    109/499      4.32G    0.01799    0.01358   0.005746         80        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
    109/499      4.32G    0.01792    0.01376   0.005969         87        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
    109/499      4.32G    0.01792    0.01376   0.005969         87        640:  22%|##2       | 9/40 [00:02<00:08,  3.66it/s]
    109/499      4.32G    0.01786    0.01399   0.005853         86        640:  22%|##2       | 9/40 [00:02<00:08,  3.66it/s]
    109/499      4.32G    0.01786    0.01399   0.005853         86        640:  25%|##5       | 10/40 [00:02<00:07,  3.86it/s]
    109/499      4.32G    0.01784    0.01381   0.005513         65        640:  25%|##5       | 10/40 [00:02<00:07,  3.86it/s]
    109/499      4.32G    0.01784    0.01381   0.005513         65        640:  28%|##7       | 11/40 [00:02<00:06,  4.19it/s]
    109/499      4.32G    0.01792    0.01364   0.005346         67        640:  28%|##7       | 11/40 [00:03<00:06,  4.19it/s]
    109/499      4.32G    0.01792    0.01364   0.005346         67        640:  30%|###       | 12/40 [00:03<00:06,  4.33it/s]
    109/499      4.32G    0.01815    0.01354   0.005911         63        640:  30%|###       | 12/40 [00:03<00:06,  4.33it/s]
    109/499      4.32G    0.01815    0.01354   0.005911         63        640:  32%|###2      | 13/40 [00:03<00:05,  4.57it/s]
    109/499      4.32G     0.0184    0.01342   0.005657         61        640:  32%|###2      | 13/40 [00:03<00:05,  4.57it/s]
    109/499      4.32G     0.0184    0.01342   0.005657         61        640:  35%|###5      | 14/40 [00:03<00:05,  4.74it/s]
    109/499      4.32G    0.01851    0.01346   0.005688         70        640:  35%|###5      | 14/40 [00:03<00:05,  4.74it/s]
    109/499      4.32G    0.01851    0.01346   0.005688         70        640:  38%|###7      | 15/40 [00:03<00:05,  4.63it/s]
    109/499      4.32G    0.01849    0.01337   0.005501         69        640:  38%|###7      | 15/40 [00:03<00:05,  4.63it/s]
    109/499      4.32G    0.01849    0.01337   0.005501         69        640:  40%|####      | 16/40 [00:03<00:05,  4.55it/s]
    109/499      4.32G    0.01853    0.01334    0.00559         63        640:  40%|####      | 16/40 [00:04<00:05,  4.55it/s]
    109/499      4.32G    0.01853    0.01334    0.00559         63        640:  42%|####2     | 17/40 [00:04<00:04,  4.73it/s]
    109/499      4.32G    0.01852    0.01332   0.005723         74        640:  42%|####2     | 17/40 [00:04<00:04,  4.73it/s]
    109/499      4.32G    0.01852    0.01332   0.005723         74        640:  45%|####5     | 18/40 [00:04<00:04,  4.73it/s]
    109/499      4.32G    0.01833     0.0132   0.005636         65        640:  45%|####5     | 18/40 [00:04<00:04,  4.73it/s]
    109/499      4.32G    0.01833     0.0132   0.005636         65        640:  48%|####7     | 19/40 [00:04<00:04,  4.79it/s]
    109/499      4.32G    0.01833    0.01316   0.005579         68        640:  48%|####7     | 19/40 [00:04<00:04,  4.79it/s]
    109/499      4.32G    0.01833    0.01316   0.005579         68        640:  50%|#####     | 20/40 [00:04<00:04,  4.38it/s]
    109/499      4.32G    0.01829    0.01312   0.005442         71        640:  50%|#####     | 20/40 [00:05<00:04,  4.38it/s]
    109/499      4.32G    0.01829    0.01312   0.005442         71        640:  52%|#####2    | 21/40 [00:05<00:04,  4.03it/s]
    109/499      4.32G    0.01824    0.01303   0.005311         63        640:  52%|#####2    | 21/40 [00:05<00:04,  4.03it/s]
    109/499      4.32G    0.01824    0.01303   0.005311         63        640:  55%|#####5    | 22/40 [00:05<00:04,  4.02it/s]
    109/499      4.32G    0.01838    0.01307    0.00536         63        640:  55%|#####5    | 22/40 [00:05<00:04,  4.02it/s]
    109/499      4.32G    0.01838    0.01307    0.00536         63        640:  57%|#####7    | 23/40 [00:05<00:04,  3.94it/s]
    109/499      4.32G    0.01829    0.01304   0.005365         61        640:  57%|#####7    | 23/40 [00:05<00:04,  3.94it/s]
    109/499      4.32G    0.01829    0.01304   0.005365         61        640:  60%|######    | 24/40 [00:05<00:04,  3.77it/s]
    109/499      4.32G    0.01841    0.01302    0.00535         58        640:  60%|######    | 24/40 [00:06<00:04,  3.77it/s]
    109/499      4.32G    0.01841    0.01302    0.00535         58        640:  62%|######2   | 25/40 [00:06<00:03,  3.84it/s]
    109/499      4.32G    0.01846    0.01316   0.005384         85        640:  62%|######2   | 25/40 [00:06<00:03,  3.84it/s]
    109/499      4.32G    0.01846    0.01316   0.005384         85        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
    109/499      4.32G    0.01849    0.01314   0.005468         65        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
    109/499      4.32G    0.01849    0.01314   0.005468         65        640:  68%|######7   | 27/40 [00:06<00:03,  3.61it/s]
    109/499      4.32G    0.01837    0.01304   0.005387         62        640:  68%|######7   | 27/40 [00:06<00:03,  3.61it/s]
    109/499      4.32G    0.01837    0.01304   0.005387         62        640:  70%|#######   | 28/40 [00:06<00:03,  3.73it/s]
    109/499      4.32G    0.01839    0.01303   0.005342         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.73it/s]
    109/499      4.32G    0.01839    0.01303   0.005342         73        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
    109/499      4.32G    0.01843    0.01312   0.005281         77        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
    109/499      4.32G    0.01843    0.01312   0.005281         77        640:  75%|#######5  | 30/40 [00:07<00:02,  3.58it/s]
    109/499      4.32G    0.01842    0.01315   0.005344         76        640:  75%|#######5  | 30/40 [00:07<00:02,  3.58it/s]
    109/499      4.32G    0.01842    0.01315   0.005344         76        640:  78%|#######7  | 31/40 [00:07<00:02,  3.75it/s]
    109/499      4.32G    0.01837    0.01316   0.005459         67        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
    109/499      4.32G    0.01837    0.01316   0.005459         67        640:  80%|########  | 32/40 [00:08<00:02,  3.73it/s]
    109/499      4.32G    0.01838    0.01319   0.005431         84        640:  80%|########  | 32/40 [00:08<00:02,  3.73it/s]
    109/499      4.32G    0.01838    0.01319   0.005431         84        640:  82%|########2 | 33/40 [00:08<00:01,  3.62it/s]
    109/499      4.32G    0.01831    0.01315   0.005335         66        640:  82%|########2 | 33/40 [00:08<00:01,  3.62it/s]
    109/499      4.32G    0.01831    0.01315   0.005335         66        640:  85%|########5 | 34/40 [00:08<00:01,  3.73it/s]
    109/499      4.32G    0.01829    0.01319    0.00536         76        640:  85%|########5 | 34/40 [00:08<00:01,  3.73it/s]
    109/499      4.32G    0.01829    0.01319    0.00536         76        640:  88%|########7 | 35/40 [00:08<00:01,  3.69it/s]
    109/499      4.32G    0.01838     0.0132   0.005418         67        640:  88%|########7 | 35/40 [00:09<00:01,  3.69it/s]
    109/499      4.32G    0.01838     0.0132   0.005418         67        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
    109/499      4.32G    0.01837    0.01318   0.005351         72        640:  90%|######### | 36/40 [00:09<00:01,  3.60it/s]
    109/499      4.32G    0.01837    0.01318   0.005351         72        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
    109/499      4.32G     0.0183    0.01326   0.005287         87        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
    109/499      4.32G     0.0183    0.01326   0.005287         87        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
    109/499      4.32G    0.01828     0.0133    0.00527         79        640:  95%|#########5| 38/40 [00:09<00:00,  3.71it/s]
    109/499      4.32G    0.01828     0.0133    0.00527         79        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
    109/499      4.32G    0.01826    0.01336   0.005286         43        640:  98%|#########7| 39/40 [00:10<00:00,  3.62it/s]
    109/499      4.32G    0.01826    0.01336   0.005286         43        640: 100%|##########| 40/40 [00:10<00:00,  3.79it/s]
    109/499      4.32G    0.01826    0.01336   0.005286         43        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.43it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.71it/s]
                   all        132        263      0.785      0.876      0.855        0.7

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    110/499      4.32G    0.01938    0.01275   0.005951         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
    110/499      4.32G    0.01938    0.01275   0.005951         61        640:   2%|2         | 1/40 [00:00<00:09,  4.19it/s]
    110/499      4.32G    0.01834    0.01296    0.00481         73        640:   2%|2         | 1/40 [00:00<00:09,  4.19it/s]
    110/499      4.32G    0.01834    0.01296    0.00481         73        640:   5%|5         | 2/40 [00:00<00:10,  3.68it/s]
    110/499      4.32G    0.01778    0.01281   0.004863         64        640:   5%|5         | 2/40 [00:00<00:10,  3.68it/s]
    110/499      4.32G    0.01778    0.01281   0.004863         64        640:   8%|7         | 3/40 [00:00<00:09,  3.79it/s]
    110/499      4.32G    0.01835    0.01344   0.005081         76        640:   8%|7         | 3/40 [00:01<00:09,  3.79it/s]
    110/499      4.32G    0.01835    0.01344   0.005081         76        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
    110/499      4.32G    0.01872    0.01456   0.005268        108        640:  10%|#         | 4/40 [00:01<00:09,  3.80it/s]
    110/499      4.32G    0.01872    0.01456   0.005268        108        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
    110/499      4.32G    0.01845    0.01411   0.004817         65        640:  12%|#2        | 5/40 [00:01<00:09,  3.72it/s]
    110/499      4.32G    0.01845    0.01411   0.004817         65        640:  15%|#5        | 6/40 [00:01<00:08,  3.88it/s]
    110/499      4.32G     0.0183    0.01412   0.004581         75        640:  15%|#5        | 6/40 [00:01<00:08,  3.88it/s]
    110/499      4.32G     0.0183    0.01412   0.004581         75        640:  18%|#7        | 7/40 [00:01<00:07,  4.25it/s]
    110/499      4.32G    0.01798    0.01388   0.004615         62        640:  18%|#7        | 7/40 [00:01<00:07,  4.25it/s]
    110/499      4.32G    0.01798    0.01388   0.004615         62        640:  20%|##        | 8/40 [00:01<00:07,  4.38it/s]
    110/499      4.32G    0.01796    0.01351   0.004707         63        640:  20%|##        | 8/40 [00:02<00:07,  4.38it/s]
    110/499      4.32G    0.01796    0.01351   0.004707         63        640:  22%|##2       | 9/40 [00:02<00:06,  4.64it/s]
    110/499      4.32G    0.01814    0.01378   0.004877         83        640:  22%|##2       | 9/40 [00:02<00:06,  4.64it/s]
    110/499      4.32G    0.01814    0.01378   0.004877         83        640:  25%|##5       | 10/40 [00:02<00:06,  4.85it/s]
    110/499      4.32G    0.01814    0.01401   0.005292         87        640:  25%|##5       | 10/40 [00:02<00:06,  4.85it/s]
    110/499      4.32G    0.01814    0.01401   0.005292         87        640:  28%|##7       | 11/40 [00:02<00:06,  4.82it/s]
    110/499      4.32G    0.01818    0.01394   0.005168         73        640:  28%|##7       | 11/40 [00:02<00:06,  4.82it/s]
    110/499      4.32G    0.01818    0.01394   0.005168         73        640:  30%|###       | 12/40 [00:02<00:05,  4.96it/s]
    110/499      4.32G    0.01802    0.01389   0.005112         70        640:  30%|###       | 12/40 [00:02<00:05,  4.96it/s]
    110/499      4.32G    0.01802    0.01389   0.005112         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.04it/s]
    110/499      4.32G     0.0179    0.01373   0.005053         69        640:  32%|###2      | 13/40 [00:03<00:05,  5.04it/s]
    110/499      4.32G     0.0179    0.01373   0.005053         69        640:  35%|###5      | 14/40 [00:03<00:05,  4.94it/s]
    110/499      4.32G     0.0181    0.01371   0.005145         65        640:  35%|###5      | 14/40 [00:03<00:05,  4.94it/s]
    110/499      4.32G     0.0181    0.01371   0.005145         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.03it/s]
    110/499      4.32G    0.01815    0.01366   0.005058         62        640:  38%|###7      | 15/40 [00:03<00:04,  5.03it/s]
    110/499      4.32G    0.01815    0.01366   0.005058         62        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
    110/499      4.32G    0.01805    0.01369   0.004975         74        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
    110/499      4.32G    0.01805    0.01369   0.004975         74        640:  42%|####2     | 17/40 [00:03<00:04,  4.86it/s]
    110/499      4.32G    0.01794     0.0136   0.004759         78        640:  42%|####2     | 17/40 [00:03<00:04,  4.86it/s]
    110/499      4.32G    0.01794     0.0136   0.004759         78        640:  45%|####5     | 18/40 [00:03<00:04,  4.60it/s]
    110/499      4.32G    0.01799     0.0136   0.004712         68        640:  45%|####5     | 18/40 [00:04<00:04,  4.60it/s]
    110/499      4.32G    0.01799     0.0136   0.004712         68        640:  48%|####7     | 19/40 [00:04<00:04,  4.32it/s]
    110/499      4.32G    0.01792     0.0135   0.004806         62        640:  48%|####7     | 19/40 [00:04<00:04,  4.32it/s]
    110/499      4.32G    0.01792     0.0135   0.004806         62        640:  50%|#####     | 20/40 [00:04<00:05,  3.97it/s]
    110/499      4.32G    0.01797    0.01358   0.004786         80        640:  50%|#####     | 20/40 [00:04<00:05,  3.97it/s]
    110/499      4.32G    0.01797    0.01358   0.004786         80        640:  52%|#####2    | 21/40 [00:04<00:04,  3.98it/s]
    110/499      4.32G    0.01792    0.01351   0.004727         75        640:  52%|#####2    | 21/40 [00:05<00:04,  3.98it/s]
    110/499      4.32G    0.01792    0.01351   0.004727         75        640:  55%|#####5    | 22/40 [00:05<00:04,  3.91it/s]
    110/499      4.32G    0.01791    0.01353   0.004773         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.91it/s]
    110/499      4.32G    0.01791    0.01353   0.004773         74        640:  57%|#####7    | 23/40 [00:05<00:04,  3.74it/s]
    110/499      4.32G    0.01793    0.01352   0.004754         68        640:  57%|#####7    | 23/40 [00:05<00:04,  3.74it/s]
    110/499      4.32G    0.01793    0.01352   0.004754         68        640:  60%|######    | 24/40 [00:05<00:04,  3.81it/s]
    110/499      4.32G    0.01797    0.01355    0.00477         76        640:  60%|######    | 24/40 [00:05<00:04,  3.81it/s]
    110/499      4.32G    0.01797    0.01355    0.00477         76        640:  62%|######2   | 25/40 [00:05<00:03,  3.80it/s]
    110/499      4.32G    0.01794    0.01344   0.004737         66        640:  62%|######2   | 25/40 [00:06<00:03,  3.80it/s]
    110/499      4.32G    0.01794    0.01344   0.004737         66        640:  65%|######5   | 26/40 [00:06<00:03,  3.65it/s]
    110/499      4.32G    0.01786    0.01339   0.004679         71        640:  65%|######5   | 26/40 [00:06<00:03,  3.65it/s]
    110/499      4.32G    0.01786    0.01339   0.004679         71        640:  68%|######7   | 27/40 [00:06<00:03,  3.78it/s]
    110/499      4.32G     0.0179    0.01338   0.004717         65        640:  68%|######7   | 27/40 [00:06<00:03,  3.78it/s]
    110/499      4.32G     0.0179    0.01338   0.004717         65        640:  70%|#######   | 28/40 [00:06<00:03,  3.78it/s]
    110/499      4.32G    0.01795     0.0134   0.004752         70        640:  70%|#######   | 28/40 [00:06<00:03,  3.78it/s]
    110/499      4.32G    0.01795     0.0134   0.004752         70        640:  72%|#######2  | 29/40 [00:06<00:03,  3.64it/s]
    110/499      4.32G    0.01791    0.01348   0.004722         97        640:  72%|#######2  | 29/40 [00:07<00:03,  3.64it/s]
    110/499      4.32G    0.01791    0.01348   0.004722         97        640:  75%|#######5  | 30/40 [00:07<00:02,  3.74it/s]
    110/499      4.32G    0.01785    0.01344   0.004702         66        640:  75%|#######5  | 30/40 [00:07<00:02,  3.74it/s]
    110/499      4.32G    0.01785    0.01344   0.004702         66        640:  78%|#######7  | 31/40 [00:07<00:02,  3.75it/s]
    110/499      4.32G    0.01779     0.0134    0.00478         67        640:  78%|#######7  | 31/40 [00:07<00:02,  3.75it/s]
    110/499      4.32G    0.01779     0.0134    0.00478         67        640:  80%|########  | 32/40 [00:07<00:02,  3.61it/s]
    110/499      4.32G    0.01776    0.01344   0.004854         78        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
    110/499      4.32G    0.01776    0.01344   0.004854         78        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    110/499      4.32G    0.01778    0.01347     0.0048         82        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    110/499      4.32G    0.01778    0.01347     0.0048         82        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
    110/499      4.32G    0.01773    0.01341   0.004911         68        640:  85%|########5 | 34/40 [00:08<00:01,  3.74it/s]
    110/499      4.32G    0.01773    0.01341   0.004911         68        640:  88%|########7 | 35/40 [00:08<00:01,  3.61it/s]
    110/499      4.32G     0.0177    0.01344   0.004909         87        640:  88%|########7 | 35/40 [00:08<00:01,  3.61it/s]
    110/499      4.32G     0.0177    0.01344   0.004909         87        640:  90%|######### | 36/40 [00:08<00:01,  3.72it/s]
    110/499      4.32G    0.01768     0.0135   0.004971         85        640:  90%|######### | 36/40 [00:09<00:01,  3.72it/s]
    110/499      4.32G    0.01768     0.0135   0.004971         85        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
    110/499      4.32G    0.01767    0.01353   0.004902         78        640:  92%|#########2| 37/40 [00:09<00:00,  3.74it/s]
    110/499      4.32G    0.01767    0.01353   0.004902         78        640:  95%|#########5| 38/40 [00:09<00:00,  3.59it/s]
    110/499      4.32G    0.01765    0.01348   0.004865         67        640:  95%|#########5| 38/40 [00:09<00:00,  3.59it/s]
    110/499      4.32G    0.01765    0.01348   0.004865         67        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
    110/499      4.32G    0.01769    0.01346    0.00492         35        640:  98%|#########7| 39/40 [00:09<00:00,  3.72it/s]
    110/499      4.32G    0.01769    0.01346    0.00492         35        640: 100%|##########| 40/40 [00:09<00:00,  3.80it/s]
    110/499      4.32G    0.01769    0.01346    0.00492         35        640: 100%|##########| 40/40 [00:09<00:00,  4.03it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.97it/s]
                   all        132        263      0.869      0.865      0.892      0.723

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    111/499      4.32G    0.01691    0.01383   0.005634         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    111/499      4.32G    0.01691    0.01383   0.005634         81        640:   2%|2         | 1/40 [00:00<00:10,  3.78it/s]
    111/499      4.32G    0.01715    0.01319   0.007232         70        640:   2%|2         | 1/40 [00:00<00:10,  3.78it/s]
    111/499      4.32G    0.01715    0.01319   0.007232         70        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
    111/499      4.32G    0.01735    0.01275   0.006244         62        640:   5%|5         | 2/40 [00:00<00:09,  3.94it/s]
    111/499      4.32G    0.01735    0.01275   0.006244         62        640:   8%|7         | 3/40 [00:00<00:09,  3.88it/s]
    111/499      4.32G    0.01719    0.01315   0.006328         84        640:   8%|7         | 3/40 [00:01<00:09,  3.88it/s]
    111/499      4.32G    0.01719    0.01315   0.006328         84        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
    111/499      4.32G    0.01711    0.01257   0.007256         55        640:  10%|#         | 4/40 [00:01<00:09,  3.67it/s]
    111/499      4.32G    0.01711    0.01257   0.007256         55        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
    111/499      4.32G    0.01694    0.01273   0.006853         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.82it/s]
    111/499      4.32G    0.01694    0.01273   0.006853         80        640:  15%|#5        | 6/40 [00:01<00:08,  3.94it/s]
    111/499      4.32G    0.01685    0.01303   0.006278         88        640:  15%|#5        | 6/40 [00:01<00:08,  3.94it/s]
    111/499      4.32G    0.01685    0.01303   0.006278         88        640:  18%|#7        | 7/40 [00:01<00:07,  4.16it/s]
    111/499      4.32G    0.01677    0.01287   0.006076         67        640:  18%|#7        | 7/40 [00:01<00:07,  4.16it/s]
    111/499      4.32G    0.01677    0.01287   0.006076         67        640:  20%|##        | 8/40 [00:01<00:07,  4.46it/s]
    111/499      4.32G    0.01666     0.0129   0.006163         79        640:  20%|##        | 8/40 [00:02<00:07,  4.46it/s]
    111/499      4.32G    0.01666     0.0129   0.006163         79        640:  22%|##2       | 9/40 [00:02<00:06,  4.68it/s]
    111/499      4.32G    0.01689    0.01303   0.005769         76        640:  22%|##2       | 9/40 [00:02<00:06,  4.68it/s]
    111/499      4.32G    0.01689    0.01303   0.005769         76        640:  25%|##5       | 10/40 [00:02<00:06,  4.68it/s]
    111/499      4.32G    0.01674    0.01312   0.005586         93        640:  25%|##5       | 10/40 [00:02<00:06,  4.68it/s]
    111/499      4.32G    0.01674    0.01312   0.005586         93        640:  28%|##7       | 11/40 [00:02<00:06,  4.68it/s]
    111/499      4.32G    0.01689    0.01331    0.00549         77        640:  28%|##7       | 11/40 [00:02<00:06,  4.68it/s]
    111/499      4.32G    0.01689    0.01331    0.00549         77        640:  30%|###       | 12/40 [00:02<00:05,  4.86it/s]
    111/499      4.32G    0.01693    0.01343   0.005813         80        640:  30%|###       | 12/40 [00:02<00:05,  4.86it/s]
    111/499      4.32G    0.01693    0.01343   0.005813         80        640:  32%|###2      | 13/40 [00:02<00:05,  4.81it/s]
    111/499      4.32G    0.01702    0.01335   0.005872         68        640:  32%|###2      | 13/40 [00:03<00:05,  4.81it/s]
    111/499      4.32G    0.01702    0.01335   0.005872         68        640:  35%|###5      | 14/40 [00:03<00:05,  4.90it/s]
    111/499      4.32G    0.01695    0.01326   0.006026         66        640:  35%|###5      | 14/40 [00:03<00:05,  4.90it/s]
    111/499      4.32G    0.01695    0.01326   0.006026         66        640:  38%|###7      | 15/40 [00:03<00:04,  5.02it/s]
    111/499      4.32G    0.01696    0.01317   0.005903         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.02it/s]
    111/499      4.32G    0.01696    0.01317   0.005903         64        640:  40%|####      | 16/40 [00:03<00:05,  4.79it/s]
    111/499      4.32G    0.01697    0.01301   0.006034         60        640:  40%|####      | 16/40 [00:03<00:05,  4.79it/s]
    111/499      4.32G    0.01697    0.01301   0.006034         60        640:  42%|####2     | 17/40 [00:03<00:05,  4.52it/s]
    111/499      4.32G    0.01692    0.01297   0.005932         67        640:  42%|####2     | 17/40 [00:04<00:05,  4.52it/s]
    111/499      4.32G    0.01692    0.01297   0.005932         67        640:  45%|####5     | 18/40 [00:04<00:05,  4.22it/s]
    111/499      4.32G    0.01689    0.01297   0.005769         77        640:  45%|####5     | 18/40 [00:04<00:05,  4.22it/s]
    111/499      4.32G    0.01689    0.01297   0.005769         77        640:  48%|####7     | 19/40 [00:04<00:05,  3.94it/s]
    111/499      4.32G    0.01688    0.01296   0.005754         70        640:  48%|####7     | 19/40 [00:04<00:05,  3.94it/s]
    111/499      4.32G    0.01688    0.01296   0.005754         70        640:  50%|#####     | 20/40 [00:04<00:05,  3.99it/s]
    111/499      4.32G    0.01696    0.01297   0.005868         74        640:  50%|#####     | 20/40 [00:04<00:05,  3.99it/s]
    111/499      4.32G    0.01696    0.01297   0.005868         74        640:  52%|#####2    | 21/40 [00:04<00:04,  3.89it/s]
    111/499      4.32G    0.01704    0.01299   0.006023         74        640:  52%|#####2    | 21/40 [00:05<00:04,  3.89it/s]
    111/499      4.32G    0.01704    0.01299   0.006023         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
    111/499      4.32G    0.01697    0.01289   0.006064         62        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
    111/499      4.32G    0.01697    0.01289   0.006064         62        640:  57%|#####7    | 23/40 [00:05<00:04,  3.83it/s]
    111/499      4.32G    0.01698    0.01292   0.006244         83        640:  57%|#####7    | 23/40 [00:05<00:04,  3.83it/s]
    111/499      4.32G    0.01698    0.01292   0.006244         83        640:  60%|######    | 24/40 [00:05<00:04,  3.78it/s]
    111/499      4.32G    0.01691     0.0128   0.006152         64        640:  60%|######    | 24/40 [00:06<00:04,  3.78it/s]
    111/499      4.32G    0.01691     0.0128   0.006152         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.65it/s]
    111/499      4.32G    0.01692    0.01278   0.006114         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.65it/s]
    111/499      4.32G    0.01692    0.01278   0.006114         68        640:  65%|######5   | 26/40 [00:06<00:03,  3.77it/s]
    111/499      4.32G    0.01695    0.01282   0.006071         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.77it/s]
    111/499      4.32G    0.01695    0.01282   0.006071         78        640:  68%|######7   | 27/40 [00:06<00:03,  3.73it/s]
    111/499      4.32G    0.01699    0.01282   0.006134         62        640:  68%|######7   | 27/40 [00:06<00:03,  3.73it/s]
    111/499      4.32G    0.01699    0.01282   0.006134         62        640:  70%|#######   | 28/40 [00:06<00:03,  3.67it/s]
    111/499      4.32G    0.01706    0.01288   0.006203         72        640:  70%|#######   | 28/40 [00:07<00:03,  3.67it/s]
    111/499      4.32G    0.01706    0.01288   0.006203         72        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
    111/499      4.32G      0.017    0.01283    0.00622         65        640:  72%|#######2  | 29/40 [00:07<00:02,  3.76it/s]
    111/499      4.32G      0.017    0.01283    0.00622         65        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
    111/499      4.32G    0.01705    0.01302   0.006197        102        640:  75%|#######5  | 30/40 [00:07<00:02,  3.71it/s]
    111/499      4.32G    0.01705    0.01302   0.006197        102        640:  78%|#######7  | 31/40 [00:07<00:02,  3.62it/s]
    111/499      4.32G    0.01711    0.01309   0.006148         79        640:  78%|#######7  | 31/40 [00:07<00:02,  3.62it/s]
    111/499      4.32G    0.01711    0.01309   0.006148         79        640:  80%|########  | 32/40 [00:07<00:02,  3.73it/s]
    111/499      4.32G    0.01716    0.01317   0.006098         90        640:  80%|########  | 32/40 [00:08<00:02,  3.73it/s]
    111/499      4.32G    0.01716    0.01317   0.006098         90        640:  82%|########2 | 33/40 [00:08<00:01,  3.69it/s]
    111/499      4.32G    0.01726     0.0132   0.006022         73        640:  82%|########2 | 33/40 [00:08<00:01,  3.69it/s]
    111/499      4.32G    0.01726     0.0132   0.006022         73        640:  85%|########5 | 34/40 [00:08<00:01,  3.63it/s]
    111/499      4.32G    0.01733     0.0132   0.005977         65        640:  85%|########5 | 34/40 [00:08<00:01,  3.63it/s]
    111/499      4.32G    0.01733     0.0132   0.005977         65        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
    111/499      4.32G    0.01728    0.01318   0.005948         70        640:  88%|########7 | 35/40 [00:08<00:01,  3.76it/s]
    111/499      4.32G    0.01728    0.01318   0.005948         70        640:  90%|######### | 36/40 [00:08<00:01,  3.77it/s]
    111/499      4.32G    0.01722    0.01316   0.005887         70        640:  90%|######### | 36/40 [00:09<00:01,  3.77it/s]
    111/499      4.32G    0.01722    0.01316   0.005887         70        640:  92%|#########2| 37/40 [00:09<00:00,  3.55it/s]
    111/499      4.32G     0.0172    0.01319   0.005951         77        640:  92%|#########2| 37/40 [00:09<00:00,  3.55it/s]
    111/499      4.32G     0.0172    0.01319   0.005951         77        640:  95%|#########5| 38/40 [00:09<00:00,  3.70it/s]
    111/499      4.32G    0.01714    0.01318   0.005946         82        640:  95%|#########5| 38/40 [00:09<00:00,  3.70it/s]
    111/499      4.32G    0.01714    0.01318   0.005946         82        640:  98%|#########7| 39/40 [00:09<00:00,  3.69it/s]
    111/499      4.32G    0.01715    0.01338   0.006096         53        640:  98%|#########7| 39/40 [00:10<00:00,  3.69it/s]
    111/499      4.32G    0.01715    0.01338   0.006096         53        640: 100%|##########| 40/40 [00:10<00:00,  3.55it/s]
    111/499      4.32G    0.01715    0.01338   0.006096         53        640: 100%|##########| 40/40 [00:10<00:00,  3.96it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.43it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:02<00:00,  1.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.68it/s]
                   all        132        263      0.889      0.829      0.879      0.702

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    112/499      4.32G    0.01537    0.01536   0.006206         92        640:   0%|          | 0/40 [00:00<?, ?it/s]
    112/499      4.32G    0.01537    0.01536   0.006206         92        640:   2%|2         | 1/40 [00:00<00:10,  3.76it/s]
    112/499      4.32G     0.0155    0.01394    0.00803         66        640:   2%|2         | 1/40 [00:00<00:10,  3.76it/s]
    112/499      4.32G     0.0155    0.01394    0.00803         66        640:   5%|5         | 2/40 [00:00<00:09,  4.09it/s]
    112/499      4.32G    0.01613    0.01416   0.007838         81        640:   5%|5         | 2/40 [00:00<00:09,  4.09it/s]
    112/499      4.32G    0.01613    0.01416   0.007838         81        640:   8%|7         | 3/40 [00:00<00:08,  4.35it/s]
    112/499      4.32G    0.01686    0.01412   0.007413         70        640:   8%|7         | 3/40 [00:00<00:08,  4.35it/s]
    112/499      4.32G    0.01686    0.01412   0.007413         70        640:  10%|#         | 4/40 [00:00<00:07,  4.71it/s]
    112/499      4.32G    0.01695    0.01421    0.00698         82        640:  10%|#         | 4/40 [00:01<00:07,  4.71it/s]
    112/499      4.32G    0.01695    0.01421    0.00698         82        640:  12%|#2        | 5/40 [00:01<00:07,  4.74it/s]
    112/499      4.32G    0.01708    0.01382   0.006841         70        640:  12%|#2        | 5/40 [00:01<00:07,  4.74it/s]
    112/499      4.32G    0.01708    0.01382   0.006841         70        640:  15%|#5        | 6/40 [00:01<00:07,  4.71it/s]
    112/499      4.32G    0.01763    0.01432   0.006357         81        640:  15%|#5        | 6/40 [00:01<00:07,  4.71it/s]
    112/499      4.32G    0.01763    0.01432   0.006357         81        640:  18%|#7        | 7/40 [00:01<00:06,  4.86it/s]
    112/499      4.32G    0.01756    0.01481   0.006089        101        640:  18%|#7        | 7/40 [00:01<00:06,  4.86it/s]
    112/499      4.32G    0.01756    0.01481   0.006089        101        640:  20%|##        | 8/40 [00:01<00:06,  4.99it/s]
    112/499      4.32G    0.01757     0.0147   0.006165         73        640:  20%|##        | 8/40 [00:01<00:06,  4.99it/s]
    112/499      4.32G    0.01757     0.0147   0.006165         73        640:  22%|##2       | 9/40 [00:01<00:06,  4.81it/s]
    112/499      4.32G    0.01751    0.01471   0.005903         80        640:  22%|##2       | 9/40 [00:02<00:06,  4.81it/s]
    112/499      4.32G    0.01751    0.01471   0.005903         80        640:  25%|##5       | 10/40 [00:02<00:06,  4.88it/s]
    112/499      4.32G    0.01737    0.01475   0.005646         87        640:  25%|##5       | 10/40 [00:02<00:06,  4.88it/s]
    112/499      4.32G    0.01737    0.01475   0.005646         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.00it/s]
    112/499      4.32G    0.01751    0.01477    0.00571         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.00it/s]
    112/499      4.32G    0.01751    0.01477    0.00571         86        640:  30%|###       | 12/40 [00:02<00:05,  4.71it/s]
    112/499      4.32G    0.01748    0.01464   0.005544         80        640:  30%|###       | 12/40 [00:02<00:05,  4.71it/s]
    112/499      4.32G    0.01748    0.01464   0.005544         80        640:  32%|###2      | 13/40 [00:02<00:06,  4.41it/s]
    112/499      4.32G    0.01742    0.01455   0.005487         76        640:  32%|###2      | 13/40 [00:03<00:06,  4.41it/s]
    112/499      4.32G    0.01742    0.01455   0.005487         76        640:  35%|###5      | 14/40 [00:03<00:06,  4.20it/s]
    112/499      4.32G     0.0173    0.01441   0.005452         76        640:  35%|###5      | 14/40 [00:03<00:06,  4.20it/s]
    112/499      4.32G     0.0173    0.01441   0.005452         76        640:  38%|###7      | 15/40 [00:03<00:06,  3.91it/s]
    112/499      4.32G     0.0174    0.01439    0.00531         71        640:  38%|###7      | 15/40 [00:03<00:06,  3.91it/s]
    112/499      4.32G     0.0174    0.01439    0.00531         71        640:  40%|####      | 16/40 [00:03<00:06,  3.87it/s]
    112/499      4.32G    0.01736    0.01413   0.005177         54        640:  40%|####      | 16/40 [00:03<00:06,  3.87it/s]
    112/499      4.32G    0.01736    0.01413   0.005177         54        640:  42%|####2     | 17/40 [00:03<00:05,  3.84it/s]
    112/499      4.32G     0.0174    0.01405   0.005179         69        640:  42%|####2     | 17/40 [00:04<00:05,  3.84it/s]
    112/499      4.32G     0.0174    0.01405   0.005179         69        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
    112/499      4.32G    0.01738      0.014   0.005139         79        640:  45%|####5     | 18/40 [00:04<00:05,  3.70it/s]
    112/499      4.32G    0.01738      0.014   0.005139         79        640:  48%|####7     | 19/40 [00:04<00:05,  3.78it/s]
    112/499      4.32G    0.01736    0.01396   0.005209         63        640:  48%|####7     | 19/40 [00:04<00:05,  3.78it/s]
    112/499      4.32G    0.01736    0.01396   0.005209         63        640:  50%|#####     | 20/40 [00:04<00:05,  3.77it/s]
    112/499      4.32G    0.01722    0.01382   0.005751         60        640:  50%|#####     | 20/40 [00:05<00:05,  3.77it/s]
    112/499      4.32G    0.01722    0.01382   0.005751         60        640:  52%|#####2    | 21/40 [00:05<00:05,  3.64it/s]
    112/499      4.32G    0.01715    0.01379   0.005604         77        640:  52%|#####2    | 21/40 [00:05<00:05,  3.64it/s]
    112/499      4.32G    0.01715    0.01379   0.005604         77        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
    112/499      4.32G    0.01712    0.01364    0.00551         60        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
    112/499      4.32G    0.01712    0.01364    0.00551         60        640:  57%|#####7    | 23/40 [00:05<00:04,  3.72it/s]
    112/499      4.32G    0.01711    0.01364   0.005578         80        640:  57%|#####7    | 23/40 [00:05<00:04,  3.72it/s]
    112/499      4.32G    0.01711    0.01364   0.005578         80        640:  60%|######    | 24/40 [00:05<00:04,  3.61it/s]
    112/499      4.32G    0.01715    0.01375   0.005544         80        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    112/499      4.32G    0.01715    0.01375   0.005544         80        640:  62%|######2   | 25/40 [00:06<00:04,  3.71it/s]
    112/499      4.32G    0.01714    0.01369   0.005643         70        640:  62%|######2   | 25/40 [00:06<00:04,  3.71it/s]
    112/499      4.32G    0.01714    0.01369   0.005643         70        640:  65%|######5   | 26/40 [00:06<00:03,  3.72it/s]
    112/499      4.32G    0.01714    0.01372   0.005647         87        640:  65%|######5   | 26/40 [00:06<00:03,  3.72it/s]
    112/499      4.32G    0.01714    0.01372   0.005647         87        640:  68%|######7   | 27/40 [00:06<00:03,  3.60it/s]
    112/499      4.32G    0.01713     0.0136    0.00554         61        640:  68%|######7   | 27/40 [00:06<00:03,  3.60it/s]
    112/499      4.32G    0.01713     0.0136    0.00554         61        640:  70%|#######   | 28/40 [00:06<00:03,  3.69it/s]
    112/499      4.32G     0.0172    0.01352   0.005501         69        640:  70%|#######   | 28/40 [00:07<00:03,  3.69it/s]
    112/499      4.32G     0.0172    0.01352   0.005501         69        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
    112/499      4.32G    0.01723    0.01359   0.005476         85        640:  72%|#######2  | 29/40 [00:07<00:02,  3.71it/s]
    112/499      4.32G    0.01723    0.01359   0.005476         85        640:  75%|#######5  | 30/40 [00:07<00:02,  3.60it/s]
    112/499      4.32G    0.01723    0.01364   0.005548         76        640:  75%|#######5  | 30/40 [00:07<00:02,  3.60it/s]
    112/499      4.32G    0.01723    0.01364   0.005548         76        640:  78%|#######7  | 31/40 [00:07<00:02,  3.70it/s]
    112/499      4.32G    0.01724    0.01366   0.005627         73        640:  78%|#######7  | 31/40 [00:07<00:02,  3.70it/s]
    112/499      4.32G    0.01724    0.01366   0.005627         73        640:  80%|########  | 32/40 [00:07<00:02,  3.72it/s]
    112/499      4.32G    0.01722    0.01367   0.005536         79        640:  80%|########  | 32/40 [00:08<00:02,  3.72it/s]
    112/499      4.32G    0.01722    0.01367   0.005536         79        640:  82%|########2 | 33/40 [00:08<00:01,  3.61it/s]
    112/499      4.32G    0.01712    0.01358   0.005552         70        640:  82%|########2 | 33/40 [00:08<00:01,  3.61it/s]
    112/499      4.32G    0.01712    0.01358   0.005552         70        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
    112/499      4.32G    0.01711    0.01352    0.00558         66        640:  85%|########5 | 34/40 [00:08<00:01,  3.72it/s]
    112/499      4.32G    0.01711    0.01352    0.00558         66        640:  88%|########7 | 35/40 [00:08<00:01,  3.73it/s]
    112/499      4.32G    0.01713    0.01356   0.005607         80        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
    112/499      4.32G    0.01713    0.01356   0.005607         80        640:  90%|######### | 36/40 [00:09<00:01,  3.63it/s]
    112/499      4.32G    0.01715    0.01362   0.005606         93        640:  90%|######### | 36/40 [00:09<00:01,  3.63it/s]
    112/499      4.32G    0.01715    0.01362   0.005606         93        640:  92%|#########2| 37/40 [00:09<00:00,  3.72it/s]
    112/499      4.32G     0.0172    0.01359   0.005579         68        640:  92%|#########2| 37/40 [00:09<00:00,  3.72it/s]
    112/499      4.32G     0.0172    0.01359   0.005579         68        640:  95%|#########5| 38/40 [00:09<00:00,  3.72it/s]
    112/499      4.32G    0.01724    0.01365   0.005548         87        640:  95%|#########5| 38/40 [00:09<00:00,  3.72it/s]
    112/499      4.32G    0.01724    0.01365   0.005548         87        640:  98%|#########7| 39/40 [00:09<00:00,  3.62it/s]
    112/499      4.32G    0.01718     0.0137   0.005464         46        640:  98%|#########7| 39/40 [00:10<00:00,  3.62it/s]
    112/499      4.32G    0.01718     0.0137   0.005464         46        640: 100%|##########| 40/40 [00:10<00:00,  3.89it/s]
    112/499      4.32G    0.01718     0.0137   0.005464         46        640: 100%|##########| 40/40 [00:10<00:00,  3.95it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.87it/s]
                   all        132        263      0.934      0.818      0.876      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    113/499      4.32G    0.01776    0.01671   0.005863         97        640:   0%|          | 0/40 [00:00<?, ?it/s]
    113/499      4.32G    0.01776    0.01671   0.005863         97        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    113/499      4.32G    0.01566    0.01389   0.005014         67        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    113/499      4.32G    0.01566    0.01389   0.005014         67        640:   5%|5         | 2/40 [00:00<00:08,  4.74it/s]
    113/499      4.32G    0.01562    0.01255   0.005351         62        640:   5%|5         | 2/40 [00:00<00:08,  4.74it/s]
    113/499      4.32G    0.01562    0.01255   0.005351         62        640:   8%|7         | 3/40 [00:00<00:07,  4.98it/s]
    113/499      4.32G    0.01579    0.01278    0.00526         81        640:   8%|7         | 3/40 [00:00<00:07,  4.98it/s]
    113/499      4.32G    0.01579    0.01278    0.00526         81        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
    113/499      4.32G    0.01616    0.01305   0.005562         79        640:  10%|#         | 4/40 [00:01<00:07,  5.12it/s]
    113/499      4.32G    0.01616    0.01305   0.005562         79        640:  12%|#2        | 5/40 [00:01<00:07,  4.95it/s]
    113/499      4.32G    0.01581    0.01278   0.004939         72        640:  12%|#2        | 5/40 [00:01<00:07,  4.95it/s]
    113/499      4.32G    0.01581    0.01278   0.004939         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    113/499      4.32G    0.01589    0.01253   0.004631         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    113/499      4.32G    0.01589    0.01253   0.004631         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    113/499      4.32G    0.01601    0.01263   0.004783         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    113/499      4.32G    0.01601    0.01263   0.004783         77        640:  20%|##        | 8/40 [00:01<00:06,  5.05it/s]
    113/499      4.32G    0.01631    0.01262   0.004626         77        640:  20%|##        | 8/40 [00:01<00:06,  5.05it/s]
    113/499      4.32G    0.01631    0.01262   0.004626         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    113/499      4.32G    0.01658    0.01281   0.004579         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    113/499      4.32G    0.01658    0.01281   0.004579         77        640:  25%|##5       | 10/40 [00:01<00:06,  4.94it/s]
    113/499      4.32G    0.01662    0.01272   0.004534         68        640:  25%|##5       | 10/40 [00:02<00:06,  4.94it/s]
    113/499      4.32G    0.01662    0.01272   0.004534         68        640:  28%|##7       | 11/40 [00:02<00:06,  4.34it/s]
    113/499      4.32G    0.01658    0.01282   0.004511         74        640:  28%|##7       | 11/40 [00:02<00:06,  4.34it/s]
    113/499      4.32G    0.01658    0.01282   0.004511         74        640:  30%|###       | 12/40 [00:02<00:06,  4.26it/s]
    113/499      4.32G    0.01656    0.01302   0.004586         90        640:  30%|###       | 12/40 [00:02<00:06,  4.26it/s]
    113/499      4.32G    0.01656    0.01302   0.004586         90        640:  32%|###2      | 13/40 [00:02<00:06,  4.06it/s]
    113/499      4.32G    0.01651    0.01316   0.004371         86        640:  32%|###2      | 13/40 [00:03<00:06,  4.06it/s]
    113/499      4.32G    0.01651    0.01316   0.004371         86        640:  35%|###5      | 14/40 [00:03<00:06,  3.83it/s]
    113/499      4.32G    0.01653    0.01315   0.004367         67        640:  35%|###5      | 14/40 [00:03<00:06,  3.83it/s]
    113/499      4.32G    0.01653    0.01315   0.004367         67        640:  38%|###7      | 15/40 [00:03<00:06,  3.91it/s]
    113/499      4.32G    0.01651    0.01328   0.004361         93        640:  38%|###7      | 15/40 [00:03<00:06,  3.91it/s]
    113/499      4.32G    0.01651    0.01328   0.004361         93        640:  40%|####      | 16/40 [00:03<00:06,  3.84it/s]
    113/499      4.32G     0.0166    0.01335   0.004392         84        640:  40%|####      | 16/40 [00:03<00:06,  3.84it/s]
    113/499      4.32G     0.0166    0.01335   0.004392         84        640:  42%|####2     | 17/40 [00:03<00:06,  3.69it/s]
    113/499      4.32G    0.01651    0.01329   0.004399         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.69it/s]
    113/499      4.32G    0.01651    0.01329   0.004399         76        640:  45%|####5     | 18/40 [00:04<00:05,  3.80it/s]
    113/499      4.32G    0.01643    0.01311   0.004387         59        640:  45%|####5     | 18/40 [00:04<00:05,  3.80it/s]
    113/499      4.32G    0.01643    0.01311   0.004387         59        640:  48%|####7     | 19/40 [00:04<00:05,  3.75it/s]
    113/499      4.32G    0.01641    0.01309   0.004363         75        640:  48%|####7     | 19/40 [00:04<00:05,  3.75it/s]
    113/499      4.32G    0.01641    0.01309   0.004363         75        640:  50%|#####     | 20/40 [00:04<00:05,  3.64it/s]
    113/499      4.32G    0.01646    0.01307   0.004554         64        640:  50%|#####     | 20/40 [00:04<00:05,  3.64it/s]
    113/499      4.32G    0.01646    0.01307   0.004554         64        640:  52%|#####2    | 21/40 [00:04<00:05,  3.76it/s]
    113/499      4.32G    0.01651    0.01322   0.004692         84        640:  52%|#####2    | 21/40 [00:05<00:05,  3.76it/s]
    113/499      4.32G    0.01651    0.01322   0.004692         84        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
    113/499      4.32G    0.01647    0.01317   0.004658         74        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
    113/499      4.32G    0.01647    0.01317   0.004658         74        640:  57%|#####7    | 23/40 [00:05<00:04,  3.63it/s]
    113/499      4.32G    0.01652    0.01314   0.004749         73        640:  57%|#####7    | 23/40 [00:05<00:04,  3.63it/s]
    113/499      4.32G    0.01652    0.01314   0.004749         73        640:  60%|######    | 24/40 [00:05<00:04,  3.76it/s]
    113/499      4.32G    0.01651    0.01309   0.004773         69        640:  60%|######    | 24/40 [00:06<00:04,  3.76it/s]
    113/499      4.32G    0.01651    0.01309   0.004773         69        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
    113/499      4.32G    0.01657    0.01313   0.004765         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
    113/499      4.32G    0.01657    0.01313   0.004765         78        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
    113/499      4.32G    0.01657    0.01313   0.004662         80        640:  65%|######5   | 26/40 [00:06<00:03,  3.63it/s]
    113/499      4.32G    0.01657    0.01313   0.004662         80        640:  68%|######7   | 27/40 [00:06<00:03,  3.75it/s]
    113/499      4.32G    0.01657    0.01317   0.004733         73        640:  68%|######7   | 27/40 [00:06<00:03,  3.75it/s]
    113/499      4.32G    0.01657    0.01317   0.004733         73        640:  70%|#######   | 28/40 [00:06<00:03,  3.72it/s]
    113/499      4.32G    0.01656    0.01313   0.004721         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
    113/499      4.32G    0.01656    0.01313   0.004721         66        640:  72%|#######2  | 29/40 [00:07<00:03,  3.60it/s]
    113/499      4.32G    0.01652    0.01314   0.004644         75        640:  72%|#######2  | 29/40 [00:07<00:03,  3.60it/s]
    113/499      4.32G    0.01652    0.01314   0.004644         75        640:  75%|#######5  | 30/40 [00:07<00:02,  3.72it/s]
    113/499      4.32G    0.01664    0.01317     0.0046         74        640:  75%|#######5  | 30/40 [00:07<00:02,  3.72it/s]
    113/499      4.32G    0.01664    0.01317     0.0046         74        640:  78%|#######7  | 31/40 [00:07<00:02,  3.72it/s]
    113/499      4.32G    0.01665    0.01319   0.004697         80        640:  78%|#######7  | 31/40 [00:07<00:02,  3.72it/s]
    113/499      4.32G    0.01665    0.01319   0.004697         80        640:  80%|########  | 32/40 [00:07<00:02,  3.61it/s]
    113/499      4.32G    0.01667    0.01321   0.004669         76        640:  80%|########  | 32/40 [00:08<00:02,  3.61it/s]
    113/499      4.32G    0.01667    0.01321   0.004669         76        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    113/499      4.32G    0.01663     0.0132   0.004724         76        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    113/499      4.32G    0.01663     0.0132   0.004724         76        640:  85%|########5 | 34/40 [00:08<00:01,  3.70it/s]
    113/499      4.32G    0.01661    0.01317   0.004794         74        640:  85%|########5 | 34/40 [00:08<00:01,  3.70it/s]
    113/499      4.32G    0.01661    0.01317   0.004794         74        640:  88%|########7 | 35/40 [00:08<00:01,  3.59it/s]
    113/499      4.32G     0.0167    0.01323   0.004872         82        640:  88%|########7 | 35/40 [00:09<00:01,  3.59it/s]
    113/499      4.32G     0.0167    0.01323   0.004872         82        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
    113/499      4.32G    0.01669    0.01327   0.004882         88        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
    113/499      4.32G    0.01669    0.01327   0.004882         88        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
    113/499      4.32G    0.01676    0.01333   0.004896         78        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
    113/499      4.32G    0.01676    0.01333   0.004896         78        640:  95%|#########5| 38/40 [00:09<00:00,  3.61it/s]
    113/499      4.32G    0.01675    0.01331   0.004968         78        640:  95%|#########5| 38/40 [00:09<00:00,  3.61it/s]
    113/499      4.32G    0.01675    0.01331   0.004968         78        640:  98%|#########7| 39/40 [00:09<00:00,  3.75it/s]
    113/499      4.32G    0.01676    0.01344    0.00494         50        640:  98%|#########7| 39/40 [00:10<00:00,  3.75it/s]
    113/499      4.32G    0.01676    0.01344    0.00494         50        640: 100%|##########| 40/40 [00:10<00:00,  3.90it/s]
    113/499      4.32G    0.01676    0.01344    0.00494         50        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.93it/s]
                   all        132        263      0.807      0.884      0.862      0.715

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    114/499      4.32G    0.01567     0.0135   0.004102         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    114/499      4.32G    0.01567     0.0135   0.004102         75        640:   2%|2         | 1/40 [00:00<00:08,  4.71it/s]
    114/499      4.32G    0.01722     0.0133   0.005532         64        640:   2%|2         | 1/40 [00:00<00:08,  4.71it/s]
    114/499      4.32G    0.01722     0.0133   0.005532         64        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    114/499      4.32G    0.01777     0.0131    0.00589         70        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    114/499      4.32G    0.01777     0.0131    0.00589         70        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    114/499      4.32G    0.01783    0.01337   0.005377         76        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    114/499      4.32G    0.01783    0.01337   0.005377         76        640:  10%|#         | 4/40 [00:00<00:07,  5.00it/s]
    114/499      4.32G    0.01771    0.01401   0.004679         91        640:  10%|#         | 4/40 [00:00<00:07,  5.00it/s]
    114/499      4.32G    0.01771    0.01401   0.004679         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
    114/499      4.32G    0.01786    0.01389   0.005094         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
    114/499      4.32G    0.01786    0.01389   0.005094         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    114/499      4.32G     0.0179    0.01397   0.005364         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    114/499      4.32G     0.0179    0.01397   0.005364         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.07it/s]
    114/499      4.32G    0.01765    0.01354   0.005447         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.07it/s]
    114/499      4.32G    0.01765    0.01354   0.005447         65        640:  20%|##        | 8/40 [00:01<00:06,  5.06it/s]
    114/499      4.32G    0.01731    0.01346    0.00564         80        640:  20%|##        | 8/40 [00:01<00:06,  5.06it/s]
    114/499      4.32G    0.01731    0.01346    0.00564         80        640:  22%|##2       | 9/40 [00:01<00:06,  4.57it/s]
    114/499      4.32G     0.0171    0.01344   0.005703         76        640:  22%|##2       | 9/40 [00:02<00:06,  4.57it/s]
    114/499      4.32G     0.0171    0.01344   0.005703         76        640:  25%|##5       | 10/40 [00:02<00:07,  4.05it/s]
    114/499      4.32G    0.01694    0.01336   0.005359         78        640:  25%|##5       | 10/40 [00:02<00:07,  4.05it/s]
    114/499      4.32G    0.01694    0.01336   0.005359         78        640:  28%|##7       | 11/40 [00:02<00:07,  4.08it/s]
    114/499      4.32G    0.01702    0.01339   0.005561         80        640:  28%|##7       | 11/40 [00:02<00:07,  4.08it/s]
    114/499      4.32G    0.01702    0.01339   0.005561         80        640:  30%|###       | 12/40 [00:02<00:07,  3.98it/s]
    114/499      4.32G    0.01695    0.01327   0.005832         73        640:  30%|###       | 12/40 [00:02<00:07,  3.98it/s]
    114/499      4.32G    0.01695    0.01327   0.005832         73        640:  32%|###2      | 13/40 [00:02<00:07,  3.77it/s]
    114/499      4.32G    0.01691    0.01338   0.005576         84        640:  32%|###2      | 13/40 [00:03<00:07,  3.77it/s]
    114/499      4.32G    0.01691    0.01338   0.005576         84        640:  35%|###5      | 14/40 [00:03<00:06,  3.86it/s]
    114/499      4.32G    0.01692    0.01327   0.005379         65        640:  35%|###5      | 14/40 [00:03<00:06,  3.86it/s]
    114/499      4.32G    0.01692    0.01327   0.005379         65        640:  38%|###7      | 15/40 [00:03<00:06,  3.83it/s]
    114/499      4.32G    0.01709    0.01321   0.005296         63        640:  38%|###7      | 15/40 [00:03<00:06,  3.83it/s]
    114/499      4.32G    0.01709    0.01321   0.005296         63        640:  40%|####      | 16/40 [00:03<00:06,  3.67it/s]
    114/499      4.32G    0.01711    0.01322   0.005276         74        640:  40%|####      | 16/40 [00:04<00:06,  3.67it/s]
    114/499      4.32G    0.01711    0.01322   0.005276         74        640:  42%|####2     | 17/40 [00:04<00:06,  3.77it/s]
    114/499      4.32G    0.01715    0.01319   0.005156         67        640:  42%|####2     | 17/40 [00:04<00:06,  3.77it/s]
    114/499      4.32G    0.01715    0.01319   0.005156         67        640:  45%|####5     | 18/40 [00:04<00:05,  3.76it/s]
    114/499      4.32G    0.01717    0.01311   0.005024         65        640:  45%|####5     | 18/40 [00:04<00:05,  3.76it/s]
    114/499      4.32G    0.01717    0.01311   0.005024         65        640:  48%|####7     | 19/40 [00:04<00:05,  3.63it/s]
    114/499      4.32G    0.01709    0.01306   0.004987         75        640:  48%|####7     | 19/40 [00:04<00:05,  3.63it/s]
    114/499      4.32G    0.01709    0.01306   0.004987         75        640:  50%|#####     | 20/40 [00:04<00:05,  3.73it/s]
    114/499      4.32G    0.01707    0.01306   0.004983         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    114/499      4.32G    0.01707    0.01306   0.004983         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
    114/499      4.32G    0.01707    0.01312    0.00517         80        640:  52%|#####2    | 21/40 [00:05<00:05,  3.75it/s]
    114/499      4.32G    0.01707    0.01312    0.00517         80        640:  55%|#####5    | 22/40 [00:05<00:05,  3.58it/s]
    114/499      4.32G    0.01711    0.01318   0.005182         83        640:  55%|#####5    | 22/40 [00:05<00:05,  3.58it/s]
    114/499      4.32G    0.01711    0.01318   0.005182         83        640:  57%|#####7    | 23/40 [00:05<00:04,  3.72it/s]
    114/499      4.32G    0.01715    0.01324   0.005264         81        640:  57%|#####7    | 23/40 [00:05<00:04,  3.72it/s]
    114/499      4.32G    0.01715    0.01324   0.005264         81        640:  60%|######    | 24/40 [00:05<00:04,  3.72it/s]
    114/499      4.32G    0.01701    0.01323   0.005126         78        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
    114/499      4.32G    0.01701    0.01323   0.005126         78        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
    114/499      4.32G    0.01703    0.01328   0.005165         76        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
    114/499      4.32G    0.01703    0.01328   0.005165         76        640:  65%|######5   | 26/40 [00:06<00:03,  3.73it/s]
    114/499      4.32G    0.01707    0.01339   0.005203         87        640:  65%|######5   | 26/40 [00:06<00:03,  3.73it/s]
    114/499      4.32G    0.01707    0.01339   0.005203         87        640:  68%|######7   | 27/40 [00:06<00:03,  3.73it/s]
    114/499      4.32G    0.01705    0.01333   0.005133         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.73it/s]
    114/499      4.32G    0.01705    0.01333   0.005133         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.59it/s]
    114/499      4.32G    0.01708    0.01331   0.005055         66        640:  70%|#######   | 28/40 [00:07<00:03,  3.59it/s]
    114/499      4.32G    0.01708    0.01331   0.005055         66        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
    114/499      4.32G    0.01703    0.01326   0.005048         77        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
    114/499      4.32G    0.01703    0.01326   0.005048         77        640:  75%|#######5  | 30/40 [00:07<00:02,  3.75it/s]
    114/499      4.32G    0.01703    0.01324   0.005089         68        640:  75%|#######5  | 30/40 [00:07<00:02,  3.75it/s]
    114/499      4.32G    0.01703    0.01324   0.005089         68        640:  78%|#######7  | 31/40 [00:07<00:02,  3.53it/s]
    114/499      4.32G    0.01696    0.01317   0.005154         76        640:  78%|#######7  | 31/40 [00:08<00:02,  3.53it/s]
    114/499      4.32G    0.01696    0.01317   0.005154         76        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
    114/499      4.32G    0.01702    0.01321   0.005094         78        640:  80%|########  | 32/40 [00:08<00:02,  3.69it/s]
    114/499      4.32G    0.01702    0.01321   0.005094         78        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
    114/499      4.32G      0.017    0.01311   0.005147         53        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
    114/499      4.32G      0.017    0.01311   0.005147         53        640:  85%|########5 | 34/40 [00:08<00:01,  3.59it/s]
    114/499      4.32G    0.01698     0.0132   0.005216         94        640:  85%|########5 | 34/40 [00:08<00:01,  3.59it/s]
    114/499      4.32G    0.01698     0.0132   0.005216         94        640:  88%|########7 | 35/40 [00:08<00:01,  3.73it/s]
    114/499      4.32G    0.01695    0.01323   0.005131         84        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
    114/499      4.32G    0.01695    0.01323   0.005131         84        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
    114/499      4.32G    0.01699    0.01326   0.005143         72        640:  90%|######### | 36/40 [00:09<00:01,  3.74it/s]
    114/499      4.32G    0.01699    0.01326   0.005143         72        640:  92%|#########2| 37/40 [00:09<00:00,  3.62it/s]
    114/499      4.32G    0.01694    0.01323   0.005106         78        640:  92%|#########2| 37/40 [00:09<00:00,  3.62it/s]
    114/499      4.32G    0.01694    0.01323   0.005106         78        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
    114/499      4.32G    0.01693    0.01313   0.005162         50        640:  95%|#########5| 38/40 [00:09<00:00,  3.73it/s]
    114/499      4.32G    0.01693    0.01313   0.005162         50        640:  98%|#########7| 39/40 [00:09<00:00,  3.73it/s]
    114/499      4.32G    0.01692    0.01311   0.005345         36        640:  98%|#########7| 39/40 [00:10<00:00,  3.73it/s]
    114/499      4.32G    0.01692    0.01311   0.005345         36        640: 100%|##########| 40/40 [00:10<00:00,  3.76it/s]
    114/499      4.32G    0.01692    0.01311   0.005345         36        640: 100%|##########| 40/40 [00:10<00:00,  3.90it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.15it/s]
                   all        132        263      0.867      0.868      0.874      0.721

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    115/499      4.32G    0.01731    0.01324   0.008415         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    115/499      4.32G    0.01731    0.01324   0.008415         71        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    115/499      4.32G    0.01704    0.01479   0.008221         93        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    115/499      4.32G    0.01704    0.01479   0.008221         93        640:   5%|5         | 2/40 [00:00<00:07,  5.40it/s]
    115/499      4.32G    0.01681    0.01425   0.006684         71        640:   5%|5         | 2/40 [00:00<00:07,  5.40it/s]
    115/499      4.32G    0.01681    0.01425   0.006684         71        640:   8%|7         | 3/40 [00:00<00:07,  5.09it/s]
    115/499      4.32G    0.01658    0.01393   0.006105         82        640:   8%|7         | 3/40 [00:00<00:07,  5.09it/s]
    115/499      4.32G    0.01658    0.01393   0.006105         82        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    115/499      4.32G    0.01683    0.01393   0.005823         76        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    115/499      4.32G    0.01683    0.01393   0.005823         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
    115/499      4.32G    0.01685    0.01365   0.005129         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
    115/499      4.32G    0.01685    0.01365   0.005129         69        640:  15%|#5        | 6/40 [00:01<00:07,  4.33it/s]
    115/499      4.32G    0.01718     0.0139   0.005386         86        640:  15%|#5        | 6/40 [00:01<00:07,  4.33it/s]
    115/499      4.32G    0.01718     0.0139   0.005386         86        640:  18%|#7        | 7/40 [00:01<00:07,  4.22it/s]
    115/499      4.32G    0.01696    0.01365    0.00518         73        640:  18%|#7        | 7/40 [00:01<00:07,  4.22it/s]
    115/499      4.32G    0.01696    0.01365    0.00518         73        640:  20%|##        | 8/40 [00:01<00:07,  4.05it/s]
    115/499      4.32G    0.01687    0.01399   0.005168         98        640:  20%|##        | 8/40 [00:02<00:07,  4.05it/s]
    115/499      4.32G    0.01687    0.01399   0.005168         98        640:  22%|##2       | 9/40 [00:02<00:08,  3.80it/s]
    115/499      4.32G    0.01689    0.01409   0.005171         85        640:  22%|##2       | 9/40 [00:02<00:08,  3.80it/s]
    115/499      4.32G    0.01689    0.01409   0.005171         85        640:  25%|##5       | 10/40 [00:02<00:07,  3.84it/s]
    115/499      4.32G    0.01707    0.01421   0.005309         78        640:  25%|##5       | 10/40 [00:02<00:07,  3.84it/s]
    115/499      4.32G    0.01707    0.01421   0.005309         78        640:  28%|##7       | 11/40 [00:02<00:07,  3.79it/s]
    115/499      4.32G    0.01679     0.0141   0.005352         77        640:  28%|##7       | 11/40 [00:02<00:07,  3.79it/s]
    115/499      4.32G    0.01679     0.0141   0.005352         77        640:  30%|###       | 12/40 [00:02<00:07,  3.64it/s]
    115/499      4.32G    0.01671    0.01407   0.005271         84        640:  30%|###       | 12/40 [00:03<00:07,  3.64it/s]
    115/499      4.32G    0.01671    0.01407   0.005271         84        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    115/499      4.32G    0.01674     0.0143   0.005067         91        640:  32%|###2      | 13/40 [00:03<00:07,  3.74it/s]
    115/499      4.32G    0.01674     0.0143   0.005067         91        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
    115/499      4.32G    0.01663    0.01418   0.005055         71        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
    115/499      4.32G    0.01663    0.01418   0.005055         71        640:  38%|###7      | 15/40 [00:03<00:06,  3.60it/s]
    115/499      4.32G    0.01664    0.01411    0.00515         67        640:  38%|###7      | 15/40 [00:03<00:06,  3.60it/s]
    115/499      4.32G    0.01664    0.01411    0.00515         67        640:  40%|####      | 16/40 [00:03<00:06,  3.73it/s]
    115/499      4.32G    0.01659    0.01413   0.005097         84        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    115/499      4.32G    0.01659    0.01413   0.005097         84        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
    115/499      4.32G    0.01653    0.01407   0.004997         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
    115/499      4.32G    0.01653    0.01407   0.004997         82        640:  45%|####5     | 18/40 [00:04<00:06,  3.62it/s]
    115/499      4.32G    0.01638    0.01394   0.004893         73        640:  45%|####5     | 18/40 [00:04<00:06,  3.62it/s]
    115/499      4.32G    0.01638    0.01394   0.004893         73        640:  48%|####7     | 19/40 [00:04<00:05,  3.71it/s]
    115/499      4.32G    0.01634    0.01394   0.004758         85        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
    115/499      4.32G    0.01634    0.01394   0.004758         85        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
    115/499      4.32G    0.01641    0.01391    0.00472         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
    115/499      4.32G    0.01641    0.01391    0.00472         72        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
    115/499      4.32G     0.0165    0.01399   0.004782         83        640:  52%|#####2    | 21/40 [00:05<00:05,  3.60it/s]
    115/499      4.32G     0.0165    0.01399   0.004782         83        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
    115/499      4.32G    0.01648    0.01401   0.004715         82        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
    115/499      4.32G    0.01648    0.01401   0.004715         82        640:  57%|#####7    | 23/40 [00:05<00:04,  3.73it/s]
    115/499      4.32G    0.01647    0.01395   0.004709         83        640:  57%|#####7    | 23/40 [00:06<00:04,  3.73it/s]
    115/499      4.32G    0.01647    0.01395   0.004709         83        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    115/499      4.32G    0.01646    0.01382   0.004653         62        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    115/499      4.32G    0.01646    0.01382   0.004653         62        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
    115/499      4.32G    0.01646    0.01379   0.004679         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
    115/499      4.32G    0.01646    0.01379   0.004679         81        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
    115/499      4.32G    0.01639    0.01382   0.004766         91        640:  65%|######5   | 26/40 [00:06<00:03,  3.74it/s]
    115/499      4.32G    0.01639    0.01382   0.004766         91        640:  68%|######7   | 27/40 [00:06<00:03,  3.60it/s]
    115/499      4.32G    0.01637    0.01385   0.004799         83        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
    115/499      4.32G    0.01637    0.01385   0.004799         83        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
    115/499      4.32G    0.01629    0.01376   0.004779         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
    115/499      4.32G    0.01629    0.01376   0.004779         73        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
    115/499      4.32G     0.0163    0.01368   0.004776         68        640:  72%|#######2  | 29/40 [00:07<00:02,  3.73it/s]
    115/499      4.32G     0.0163    0.01368   0.004776         68        640:  75%|#######5  | 30/40 [00:07<00:02,  3.47it/s]
    115/499      4.32G    0.01631    0.01358   0.004835         66        640:  75%|#######5  | 30/40 [00:08<00:02,  3.47it/s]
    115/499      4.32G    0.01631    0.01358   0.004835         66        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
    115/499      4.32G    0.01631    0.01359   0.004835         77        640:  78%|#######7  | 31/40 [00:08<00:02,  3.62it/s]
    115/499      4.32G    0.01631    0.01359   0.004835         77        640:  80%|########  | 32/40 [00:08<00:02,  3.68it/s]
    115/499      4.32G    0.01633    0.01365   0.004871         82        640:  80%|########  | 32/40 [00:08<00:02,  3.68it/s]
    115/499      4.32G    0.01633    0.01365   0.004871         82        640:  82%|########2 | 33/40 [00:08<00:01,  3.57it/s]
    115/499      4.32G    0.01632    0.01366   0.004931         88        640:  82%|########2 | 33/40 [00:08<00:01,  3.57it/s]
    115/499      4.32G    0.01632    0.01366   0.004931         88        640:  85%|########5 | 34/40 [00:08<00:01,  3.69it/s]
    115/499      4.32G    0.01627    0.01364   0.004966         82        640:  85%|########5 | 34/40 [00:09<00:01,  3.69it/s]
    115/499      4.32G    0.01627    0.01364   0.004966         82        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
    115/499      4.32G    0.01625    0.01371   0.004904         95        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
    115/499      4.32G    0.01625    0.01371   0.004904         95        640:  90%|######### | 36/40 [00:09<00:01,  3.58it/s]
    115/499      4.32G    0.01625    0.01373   0.004913         82        640:  90%|######### | 36/40 [00:09<00:01,  3.58it/s]
    115/499      4.32G    0.01625    0.01373   0.004913         82        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
    115/499      4.32G    0.01623    0.01369   0.004846         74        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
    115/499      4.32G    0.01623    0.01369   0.004846         74        640:  95%|#########5| 38/40 [00:09<00:00,  3.72it/s]
    115/499      4.32G    0.01624    0.01369   0.004861         80        640:  95%|#########5| 38/40 [00:10<00:00,  3.72it/s]
    115/499      4.32G    0.01624    0.01369   0.004861         80        640:  98%|#########7| 39/40 [00:10<00:00,  3.52it/s]
    115/499      4.32G    0.01623    0.01361   0.004836         26        640:  98%|#########7| 39/40 [00:10<00:00,  3.52it/s]
    115/499      4.32G    0.01623    0.01361   0.004836         26        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]
    115/499      4.32G    0.01623    0.01361   0.004836         26        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:02,  1.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.37it/s]
                   all        132        263      0.838      0.872      0.884      0.725

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    116/499      4.32G    0.01663     0.0147   0.007567         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    116/499      4.32G    0.01663     0.0147   0.007567         87        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    116/499      4.32G    0.01653    0.01394   0.007402         82        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    116/499      4.32G    0.01653    0.01394   0.007402         82        640:   5%|5         | 2/40 [00:00<00:09,  4.11it/s]
    116/499      4.32G    0.01607    0.01447   0.006639         81        640:   5%|5         | 2/40 [00:00<00:09,  4.11it/s]
    116/499      4.32G    0.01607    0.01447   0.006639         81        640:   8%|7         | 3/40 [00:00<00:09,  3.84it/s]
    116/499      4.32G    0.01668    0.01431   0.007135         76        640:   8%|7         | 3/40 [00:01<00:09,  3.84it/s]
    116/499      4.32G    0.01668    0.01431   0.007135         76        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    116/499      4.32G    0.01644    0.01401   0.006269         67        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    116/499      4.32G    0.01644    0.01401   0.006269         67        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
    116/499      4.32G    0.01621    0.01372   0.005612         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.63it/s]
    116/499      4.32G    0.01621    0.01372   0.005612         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
    116/499      4.32G    0.01607    0.01414   0.005124         88        640:  15%|#5        | 6/40 [00:01<00:09,  3.60it/s]
    116/499      4.32G    0.01607    0.01414   0.005124         88        640:  18%|#7        | 7/40 [00:01<00:09,  3.58it/s]
    116/499      4.32G    0.01614    0.01376   0.004911         65        640:  18%|#7        | 7/40 [00:02<00:09,  3.58it/s]
    116/499      4.32G    0.01614    0.01376   0.004911         65        640:  20%|##        | 8/40 [00:02<00:08,  3.86it/s]
    116/499      4.32G    0.01605     0.0137   0.004983         82        640:  20%|##        | 8/40 [00:02<00:08,  3.86it/s]
    116/499      4.32G    0.01605     0.0137   0.004983         82        640:  22%|##2       | 9/40 [00:02<00:07,  3.96it/s]
    116/499      4.32G    0.01625     0.0134   0.005122         59        640:  22%|##2       | 9/40 [00:02<00:07,  3.96it/s]
    116/499      4.32G    0.01625     0.0134   0.005122         59        640:  25%|##5       | 10/40 [00:02<00:07,  3.89it/s]
    116/499      4.32G     0.0161    0.01349   0.004836         91        640:  25%|##5       | 10/40 [00:02<00:07,  3.89it/s]
    116/499      4.32G     0.0161    0.01349   0.004836         91        640:  28%|##7       | 11/40 [00:02<00:07,  3.70it/s]
    116/499      4.32G    0.01613    0.01353   0.004962         85        640:  28%|##7       | 11/40 [00:03<00:07,  3.70it/s]
    116/499      4.32G    0.01613    0.01353   0.004962         85        640:  30%|###       | 12/40 [00:03<00:07,  3.78it/s]
    116/499      4.32G     0.0163    0.01375   0.005046         76        640:  30%|###       | 12/40 [00:03<00:07,  3.78it/s]
    116/499      4.32G     0.0163    0.01375   0.005046         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.78it/s]
    116/499      4.32G    0.01628    0.01375   0.005077         78        640:  32%|###2      | 13/40 [00:03<00:07,  3.78it/s]
    116/499      4.32G    0.01628    0.01375   0.005077         78        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
    116/499      4.32G    0.01617    0.01349   0.004933         67        640:  35%|###5      | 14/40 [00:03<00:07,  3.65it/s]
    116/499      4.32G    0.01617    0.01349   0.004933         67        640:  38%|###7      | 15/40 [00:03<00:06,  3.74it/s]
    116/499      4.32G    0.01624    0.01359    0.00503         91        640:  38%|###7      | 15/40 [00:04<00:06,  3.74it/s]
    116/499      4.32G    0.01624    0.01359    0.00503         91        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
    116/499      4.32G    0.01633    0.01343   0.005205         57        640:  40%|####      | 16/40 [00:04<00:06,  3.74it/s]
    116/499      4.32G    0.01633    0.01343   0.005205         57        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
    116/499      4.32G    0.01626    0.01334    0.00499         66        640:  42%|####2     | 17/40 [00:04<00:06,  3.60it/s]
    116/499      4.32G    0.01626    0.01334    0.00499         66        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
    116/499      4.32G    0.01629    0.01328   0.004976         76        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
    116/499      4.32G    0.01629    0.01328   0.004976         76        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
    116/499      4.32G    0.01627    0.01328   0.004824         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.70it/s]
    116/499      4.32G    0.01627    0.01328   0.004824         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
    116/499      4.32G     0.0163     0.0133   0.004723         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.57it/s]
    116/499      4.32G     0.0163     0.0133   0.004723         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
    116/499      4.32G    0.01648    0.01332   0.004799         65        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
    116/499      4.32G    0.01648    0.01332   0.004799         65        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
    116/499      4.32G     0.0164    0.01326   0.004714         63        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
    116/499      4.32G     0.0164    0.01326   0.004714         63        640:  57%|#####7    | 23/40 [00:06<00:04,  3.56it/s]
    116/499      4.32G    0.01643    0.01337   0.004745         98        640:  57%|#####7    | 23/40 [00:06<00:04,  3.56it/s]
    116/499      4.32G    0.01643    0.01337   0.004745         98        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
    116/499      4.32G    0.01652    0.01337   0.004704         73        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
    116/499      4.32G    0.01652    0.01337   0.004704         73        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
    116/499      4.32G    0.01659    0.01331   0.004764         65        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
    116/499      4.32G    0.01659    0.01331   0.004764         65        640:  65%|######5   | 26/40 [00:06<00:03,  3.61it/s]
    116/499      4.32G    0.01649    0.01318   0.004826         59        640:  65%|######5   | 26/40 [00:07<00:03,  3.61it/s]
    116/499      4.32G    0.01649    0.01318   0.004826         59        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
    116/499      4.32G    0.01639    0.01307   0.004781         68        640:  68%|######7   | 27/40 [00:07<00:03,  3.60it/s]
    116/499      4.32G    0.01639    0.01307   0.004781         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
    116/499      4.32G    0.01631    0.01306   0.004787         84        640:  70%|#######   | 28/40 [00:07<00:03,  3.63it/s]
    116/499      4.32G    0.01631    0.01306   0.004787         84        640:  72%|#######2  | 29/40 [00:07<00:03,  3.51it/s]
    116/499      4.32G    0.01631    0.01294    0.00474         56        640:  72%|#######2  | 29/40 [00:08<00:03,  3.51it/s]
    116/499      4.32G    0.01631    0.01294    0.00474         56        640:  75%|#######5  | 30/40 [00:08<00:02,  3.66it/s]
    116/499      4.32G    0.01626     0.0129    0.00478         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.66it/s]
    116/499      4.32G    0.01626     0.0129    0.00478         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.70it/s]
    116/499      4.32G    0.01631    0.01297   0.004865         80        640:  78%|#######7  | 31/40 [00:08<00:02,  3.70it/s]
    116/499      4.32G    0.01631    0.01297   0.004865         80        640:  80%|########  | 32/40 [00:08<00:02,  3.58it/s]
    116/499      4.32G    0.01628    0.01301   0.004871         93        640:  80%|########  | 32/40 [00:08<00:02,  3.58it/s]
    116/499      4.32G    0.01628    0.01301   0.004871         93        640:  82%|########2 | 33/40 [00:08<00:01,  3.69it/s]
    116/499      4.32G     0.0163    0.01299   0.004854         69        640:  82%|########2 | 33/40 [00:09<00:01,  3.69it/s]
    116/499      4.32G     0.0163    0.01299   0.004854         69        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
    116/499      4.32G    0.01632    0.01295   0.004822         63        640:  85%|########5 | 34/40 [00:09<00:01,  3.72it/s]
    116/499      4.32G    0.01632    0.01295   0.004822         63        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
    116/499      4.32G    0.01638    0.01304   0.004773         83        640:  88%|########7 | 35/40 [00:09<00:01,  3.60it/s]
    116/499      4.32G    0.01638    0.01304   0.004773         83        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
    116/499      4.32G    0.01639    0.01312    0.00475         81        640:  90%|######### | 36/40 [00:09<00:01,  3.70it/s]
    116/499      4.32G    0.01639    0.01312    0.00475         81        640:  92%|#########2| 37/40 [00:09<00:00,  3.71it/s]
    116/499      4.32G    0.01644     0.0131   0.004771         73        640:  92%|#########2| 37/40 [00:10<00:00,  3.71it/s]
    116/499      4.32G    0.01644     0.0131   0.004771         73        640:  95%|#########5| 38/40 [00:10<00:00,  3.57it/s]
    116/499      4.32G    0.01639    0.01308    0.00476         70        640:  95%|#########5| 38/40 [00:10<00:00,  3.57it/s]
    116/499      4.32G    0.01639    0.01308    0.00476         70        640:  98%|#########7| 39/40 [00:10<00:00,  3.69it/s]
    116/499      4.32G    0.01638    0.01308   0.004721         39        640:  98%|#########7| 39/40 [00:10<00:00,  3.69it/s]
    116/499      4.32G    0.01638    0.01308   0.004721         39        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]
    116/499      4.32G    0.01638    0.01308   0.004721         39        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.45it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.80it/s]
                   all        132        263      0.878      0.839      0.883      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    117/499      4.32G    0.01767    0.01475   0.009069         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    117/499      4.32G    0.01767    0.01475   0.009069         80        640:   2%|2         | 1/40 [00:00<00:12,  3.21it/s]
    117/499      4.32G    0.01732    0.01454   0.008611         87        640:   2%|2         | 1/40 [00:00<00:12,  3.21it/s]
    117/499      4.32G    0.01732    0.01454   0.008611         87        640:   5%|5         | 2/40 [00:00<00:10,  3.62it/s]
    117/499      4.32G    0.01745    0.01425   0.007018         74        640:   5%|5         | 2/40 [00:00<00:10,  3.62it/s]
    117/499      4.32G    0.01745    0.01425   0.007018         74        640:   8%|7         | 3/40 [00:00<00:10,  3.68it/s]
    117/499      4.32G    0.01741    0.01431   0.006948         79        640:   8%|7         | 3/40 [00:01<00:10,  3.68it/s]
    117/499      4.32G    0.01741    0.01431   0.006948         79        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
    117/499      4.32G    0.01725    0.01406   0.005999         77        640:  10%|#         | 4/40 [00:01<00:10,  3.56it/s]
    117/499      4.32G    0.01725    0.01406   0.005999         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    117/499      4.32G    0.01703    0.01394   0.006576         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.70it/s]
    117/499      4.32G    0.01703    0.01394   0.006576         80        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
    117/499      4.32G    0.01691    0.01358   0.006811         71        640:  15%|#5        | 6/40 [00:01<00:09,  3.72it/s]
    117/499      4.32G    0.01691    0.01358   0.006811         71        640:  18%|#7        | 7/40 [00:01<00:09,  3.60it/s]
    117/499      4.32G    0.01675    0.01371    0.00632         87        640:  18%|#7        | 7/40 [00:02<00:09,  3.60it/s]
    117/499      4.32G    0.01675    0.01371    0.00632         87        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    117/499      4.32G    0.01682    0.01371   0.006021         72        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    117/499      4.32G    0.01682    0.01371   0.006021         72        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    117/499      4.32G    0.01674    0.01364   0.005842         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    117/499      4.32G    0.01674    0.01364   0.005842         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.62it/s]
    117/499      4.32G    0.01679    0.01354   0.006036         66        640:  25%|##5       | 10/40 [00:03<00:08,  3.62it/s]
    117/499      4.32G    0.01679    0.01354   0.006036         66        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
    117/499      4.32G    0.01676    0.01345   0.005691         75        640:  28%|##7       | 11/40 [00:03<00:07,  3.72it/s]
    117/499      4.32G    0.01676    0.01345   0.005691         75        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
    117/499      4.32G    0.01665    0.01314   0.005821         63        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
    117/499      4.32G    0.01665    0.01314   0.005821         63        640:  32%|###2      | 13/40 [00:03<00:07,  3.64it/s]
    117/499      4.32G    0.01681    0.01317   0.005918         69        640:  32%|###2      | 13/40 [00:03<00:07,  3.64it/s]
    117/499      4.32G    0.01681    0.01317   0.005918         69        640:  35%|###5      | 14/40 [00:03<00:07,  3.71it/s]
    117/499      4.32G    0.01688    0.01316   0.005925         64        640:  35%|###5      | 14/40 [00:04<00:07,  3.71it/s]
    117/499      4.32G    0.01688    0.01316   0.005925         64        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
    117/499      4.32G    0.01685    0.01333   0.006076         79        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
    117/499      4.32G    0.01685    0.01333   0.006076         79        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
    117/499      4.32G     0.0169    0.01324   0.005997         66        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
    117/499      4.32G     0.0169    0.01324   0.005997         66        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    117/499      4.32G    0.01688    0.01319    0.00589         79        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    117/499      4.32G    0.01688    0.01319    0.00589         79        640:  45%|####5     | 18/40 [00:04<00:05,  3.74it/s]
    117/499      4.32G    0.01683    0.01323   0.005739         79        640:  45%|####5     | 18/40 [00:05<00:05,  3.74it/s]
    117/499      4.32G    0.01683    0.01323   0.005739         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
    117/499      4.32G    0.01681    0.01326   0.005579         76        640:  48%|####7     | 19/40 [00:05<00:05,  3.63it/s]
    117/499      4.32G    0.01681    0.01326   0.005579         76        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    117/499      4.32G    0.01676    0.01334   0.005491         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    117/499      4.32G    0.01676    0.01334   0.005491         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
    117/499      4.32G    0.01678    0.01344   0.005413         87        640:  52%|#####2    | 21/40 [00:05<00:05,  3.74it/s]
    117/499      4.32G    0.01678    0.01344   0.005413         87        640:  55%|#####5    | 22/40 [00:05<00:04,  3.63it/s]
    117/499      4.32G    0.01676    0.01334   0.005283         64        640:  55%|#####5    | 22/40 [00:06<00:04,  3.63it/s]
    117/499      4.32G    0.01676    0.01334   0.005283         64        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    117/499      4.32G    0.01668    0.01325   0.005152         69        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    117/499      4.32G    0.01668    0.01325   0.005152         69        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
    117/499      4.32G    0.01668    0.01328   0.005387         75        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
    117/499      4.32G    0.01668    0.01328   0.005387         75        640:  62%|######2   | 25/40 [00:06<00:04,  3.63it/s]
    117/499      4.32G    0.01671    0.01331   0.005483         78        640:  62%|######2   | 25/40 [00:07<00:04,  3.63it/s]
    117/499      4.32G    0.01671    0.01331   0.005483         78        640:  65%|######5   | 26/40 [00:07<00:03,  3.64it/s]
    117/499      4.32G    0.01674    0.01335   0.005524         84        640:  65%|######5   | 26/40 [00:07<00:03,  3.64it/s]
    117/499      4.32G    0.01674    0.01335   0.005524         84        640:  68%|######7   | 27/40 [00:07<00:03,  3.67it/s]
    117/499      4.32G    0.01675    0.01339   0.005523         76        640:  68%|######7   | 27/40 [00:07<00:03,  3.67it/s]
    117/499      4.32G    0.01675    0.01339   0.005523         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.60it/s]
    117/499      4.32G    0.01668    0.01332   0.005499         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.60it/s]
    117/499      4.32G    0.01668    0.01332   0.005499         70        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
    117/499      4.32G    0.01672    0.01332   0.005651         72        640:  72%|#######2  | 29/40 [00:08<00:02,  3.70it/s]
    117/499      4.32G    0.01672    0.01332   0.005651         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
    117/499      4.32G     0.0167    0.01333   0.005669         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.71it/s]
    117/499      4.32G     0.0167    0.01333   0.005669         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
    117/499      4.32G    0.01676    0.01335   0.005762         77        640:  78%|#######7  | 31/40 [00:08<00:02,  3.60it/s]
    117/499      4.32G    0.01676    0.01335   0.005762         77        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
    117/499      4.32G    0.01671    0.01339   0.005715         86        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
    117/499      4.32G    0.01671    0.01339   0.005715         86        640:  82%|########2 | 33/40 [00:08<00:01,  3.74it/s]
    117/499      4.32G    0.01668    0.01345   0.005792         85        640:  82%|########2 | 33/40 [00:09<00:01,  3.74it/s]
    117/499      4.32G    0.01668    0.01345   0.005792         85        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
    117/499      4.32G    0.01671    0.01347    0.00584         74        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
    117/499      4.32G    0.01671    0.01347    0.00584         74        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
    117/499      4.32G    0.01671    0.01349   0.005872         83        640:  88%|########7 | 35/40 [00:09<00:01,  3.71it/s]
    117/499      4.32G    0.01671    0.01349   0.005872         83        640:  90%|######### | 36/40 [00:09<00:01,  3.73it/s]
    117/499      4.32G    0.01674    0.01345   0.005828         76        640:  90%|######### | 36/40 [00:10<00:01,  3.73it/s]
    117/499      4.32G    0.01674    0.01345   0.005828         76        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
    117/499      4.32G    0.01673    0.01351   0.005754         90        640:  92%|#########2| 37/40 [00:10<00:00,  3.61it/s]
    117/499      4.32G    0.01673    0.01351   0.005754         90        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
    117/499      4.32G    0.01671    0.01348   0.005738         72        640:  95%|#########5| 38/40 [00:10<00:00,  3.71it/s]
    117/499      4.32G    0.01671    0.01348   0.005738         72        640:  98%|#########7| 39/40 [00:10<00:00,  3.77it/s]
    117/499      4.32G    0.01663    0.01345   0.005669         38        640:  98%|#########7| 39/40 [00:10<00:00,  3.77it/s]
    117/499      4.32G    0.01663    0.01345   0.005669         38        640: 100%|##########| 40/40 [00:10<00:00,  3.91it/s]
    117/499      4.32G    0.01663    0.01345   0.005669         38        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.22it/s]
                   all        132        263      0.868      0.833      0.869      0.732

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    118/499      4.32G    0.01692    0.01516   0.004788         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    118/499      4.32G    0.01692    0.01516   0.004788         78        640:   2%|2         | 1/40 [00:00<00:08,  4.55it/s]
    118/499      4.32G    0.01675    0.01424   0.006597         81        640:   2%|2         | 1/40 [00:00<00:08,  4.55it/s]
    118/499      4.32G    0.01675    0.01424   0.006597         81        640:   5%|5         | 2/40 [00:00<00:09,  4.05it/s]
    118/499      4.32G    0.01628    0.01365   0.005999         84        640:   5%|5         | 2/40 [00:00<00:09,  4.05it/s]
    118/499      4.32G    0.01628    0.01365   0.005999         84        640:   8%|7         | 3/40 [00:00<00:10,  3.67it/s]
    118/499      4.32G    0.01663    0.01312   0.007573         64        640:   8%|7         | 3/40 [00:01<00:10,  3.67it/s]
    118/499      4.32G    0.01663    0.01312   0.007573         64        640:  10%|#         | 4/40 [00:01<00:09,  3.79it/s]
    118/499      4.32G    0.01628    0.01285    0.00659         73        640:  10%|#         | 4/40 [00:01<00:09,  3.79it/s]
    118/499      4.32G    0.01628    0.01285    0.00659         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.79it/s]
    118/499      4.32G    0.01647    0.01306   0.006134         78        640:  12%|#2        | 5/40 [00:01<00:09,  3.79it/s]
    118/499      4.32G    0.01647    0.01306   0.006134         78        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
    118/499      4.32G    0.01647    0.01305   0.006371         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.64it/s]
    118/499      4.32G    0.01647    0.01305   0.006371         72        640:  18%|#7        | 7/40 [00:01<00:08,  3.75it/s]
    118/499      4.32G    0.01685    0.01293   0.006443         62        640:  18%|#7        | 7/40 [00:02<00:08,  3.75it/s]
    118/499      4.32G    0.01685    0.01293   0.006443         62        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
    118/499      4.32G    0.01688    0.01343   0.006458         92        640:  20%|##        | 8/40 [00:02<00:08,  3.75it/s]
    118/499      4.32G    0.01688    0.01343   0.006458         92        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
    118/499      4.32G    0.01674    0.01339   0.006222         75        640:  22%|##2       | 9/40 [00:02<00:08,  3.61it/s]
    118/499      4.32G    0.01674    0.01339   0.006222         75        640:  25%|##5       | 10/40 [00:02<00:08,  3.69it/s]
    118/499      4.32G    0.01681    0.01357   0.006146         91        640:  25%|##5       | 10/40 [00:02<00:08,  3.69it/s]
    118/499      4.32G    0.01681    0.01357   0.006146         91        640:  28%|##7       | 11/40 [00:02<00:07,  3.73it/s]
    118/499      4.32G    0.01684    0.01335   0.006066         60        640:  28%|##7       | 11/40 [00:03<00:07,  3.73it/s]
    118/499      4.32G    0.01684    0.01335   0.006066         60        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
    118/499      4.32G    0.01696    0.01358   0.006237         96        640:  30%|###       | 12/40 [00:03<00:07,  3.62it/s]
    118/499      4.32G    0.01696    0.01358   0.006237         96        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
    118/499      4.32G    0.01707    0.01359   0.006462         75        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
    118/499      4.32G    0.01707    0.01359   0.006462         75        640:  35%|###5      | 14/40 [00:03<00:06,  3.73it/s]
    118/499      4.32G    0.01712    0.01357   0.006544         69        640:  35%|###5      | 14/40 [00:04<00:06,  3.73it/s]
    118/499      4.32G    0.01712    0.01357   0.006544         69        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
    118/499      4.32G    0.01706    0.01361   0.006347         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.62it/s]
    118/499      4.32G    0.01706    0.01361   0.006347         82        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
    118/499      4.32G    0.01716    0.01365   0.006285         76        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
    118/499      4.32G    0.01716    0.01365   0.006285         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
    118/499      4.32G    0.01715    0.01366   0.006145         76        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
    118/499      4.32G    0.01715    0.01366   0.006145         76        640:  45%|####5     | 18/40 [00:04<00:06,  3.59it/s]
    118/499      4.32G    0.01711    0.01358   0.006211         67        640:  45%|####5     | 18/40 [00:05<00:06,  3.59it/s]
    118/499      4.32G    0.01711    0.01358   0.006211         67        640:  48%|####7     | 19/40 [00:05<00:05,  3.69it/s]
    118/499      4.32G    0.01709    0.01344   0.005989         66        640:  48%|####7     | 19/40 [00:05<00:05,  3.69it/s]
    118/499      4.32G    0.01709    0.01344   0.005989         66        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
    118/499      4.32G    0.01714    0.01332    0.00594         55        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
    118/499      4.32G    0.01714    0.01332    0.00594         55        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
    118/499      4.32G    0.01712     0.0133   0.005879         71        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
    118/499      4.32G    0.01712     0.0133   0.005879         71        640:  55%|#####5    | 22/40 [00:05<00:04,  3.71it/s]
    118/499      4.32G    0.01719    0.01331   0.005896         72        640:  55%|#####5    | 22/40 [00:06<00:04,  3.71it/s]
    118/499      4.32G    0.01719    0.01331   0.005896         72        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    118/499      4.32G    0.01724    0.01322   0.005816         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    118/499      4.32G    0.01724    0.01322   0.005816         65        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
    118/499      4.32G    0.01719    0.01328   0.005739         81        640:  60%|######    | 24/40 [00:06<00:04,  3.62it/s]
    118/499      4.32G    0.01719    0.01328   0.005739         81        640:  62%|######2   | 25/40 [00:06<00:04,  3.65it/s]
    118/499      4.32G    0.01715    0.01327   0.005693         76        640:  62%|######2   | 25/40 [00:07<00:04,  3.65it/s]
    118/499      4.32G    0.01715    0.01327   0.005693         76        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
    118/499      4.32G    0.01713    0.01323   0.005628         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.69it/s]
    118/499      4.32G    0.01713    0.01323   0.005628         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.58it/s]
    118/499      4.32G    0.01711    0.01331   0.005601         87        640:  68%|######7   | 27/40 [00:07<00:03,  3.58it/s]
    118/499      4.32G    0.01711    0.01331   0.005601         87        640:  70%|#######   | 28/40 [00:07<00:03,  3.68it/s]
    118/499      4.32G    0.01709    0.01326   0.005519         70        640:  70%|#######   | 28/40 [00:07<00:03,  3.68it/s]
    118/499      4.32G    0.01709    0.01326   0.005519         70        640:  72%|#######2  | 29/40 [00:07<00:02,  3.69it/s]
    118/499      4.32G    0.01718    0.01329   0.005575         72        640:  72%|#######2  | 29/40 [00:08<00:02,  3.69it/s]
    118/499      4.32G    0.01718    0.01329   0.005575         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.57it/s]
    118/499      4.32G    0.01716    0.01333   0.005497         80        640:  75%|#######5  | 30/40 [00:08<00:02,  3.57it/s]
    118/499      4.32G    0.01716    0.01333   0.005497         80        640:  78%|#######7  | 31/40 [00:08<00:02,  3.68it/s]
    118/499      4.32G    0.01717    0.01333   0.005483         66        640:  78%|#######7  | 31/40 [00:08<00:02,  3.68it/s]
    118/499      4.32G    0.01717    0.01333   0.005483         66        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
    118/499      4.32G     0.0172    0.01335   0.005521         74        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
    118/499      4.32G     0.0172    0.01335   0.005521         74        640:  82%|########2 | 33/40 [00:08<00:01,  3.61it/s]
    118/499      4.32G    0.01712     0.0133   0.005601         66        640:  82%|########2 | 33/40 [00:09<00:01,  3.61it/s]
    118/499      4.32G    0.01712     0.0133   0.005601         66        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
    118/499      4.32G    0.01712     0.0133   0.005592         76        640:  85%|########5 | 34/40 [00:09<00:01,  3.71it/s]
    118/499      4.32G    0.01712     0.0133   0.005592         76        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
    118/499      4.32G    0.01707    0.01344    0.00548        107        640:  88%|########7 | 35/40 [00:09<00:01,  3.73it/s]
    118/499      4.32G    0.01707    0.01344    0.00548        107        640:  90%|######### | 36/40 [00:09<00:01,  3.48it/s]
    118/499      4.32G    0.01704    0.01348   0.005505         94        640:  90%|######### | 36/40 [00:10<00:01,  3.48it/s]
    118/499      4.32G    0.01704    0.01348   0.005505         94        640:  92%|#########2| 37/40 [00:10<00:00,  3.62it/s]
    118/499      4.32G    0.01705    0.01344   0.005473         74        640:  92%|#########2| 37/40 [00:10<00:00,  3.62it/s]
    118/499      4.32G    0.01705    0.01344   0.005473         74        640:  95%|#########5| 38/40 [00:10<00:00,  3.66it/s]
    118/499      4.32G    0.01706    0.01344   0.005462         75        640:  95%|#########5| 38/40 [00:10<00:00,  3.66it/s]
    118/499      4.32G    0.01706    0.01344   0.005462         75        640:  98%|#########7| 39/40 [00:10<00:00,  3.63it/s]
    118/499      4.32G      0.017     0.0134   0.005365         35        640:  98%|#########7| 39/40 [00:10<00:00,  3.63it/s]
    118/499      4.32G      0.017     0.0134   0.005365         35        640: 100%|##########| 40/40 [00:10<00:00,  3.97it/s]
    118/499      4.32G      0.017     0.0134   0.005365         35        640: 100%|##########| 40/40 [00:10<00:00,  3.70it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.20it/s]
                   all        132        263       0.85      0.877      0.874      0.712

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    119/499      4.32G      0.016    0.01109   0.008345         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    119/499      4.32G      0.016    0.01109   0.008345         64        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
    119/499      4.32G    0.01691     0.0125   0.005376         75        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
    119/499      4.32G    0.01691     0.0125   0.005376         75        640:   5%|5         | 2/40 [00:00<00:10,  3.58it/s]
    119/499      4.32G    0.01628    0.01248   0.004901         72        640:   5%|5         | 2/40 [00:00<00:10,  3.58it/s]
    119/499      4.32G    0.01628    0.01248   0.004901         72        640:   8%|7         | 3/40 [00:00<00:09,  3.77it/s]
    119/499      4.32G    0.01639    0.01308   0.004231         82        640:   8%|7         | 3/40 [00:01<00:09,  3.77it/s]
    119/499      4.32G    0.01639    0.01308   0.004231         82        640:  10%|#         | 4/40 [00:01<00:09,  3.77it/s]
    119/499      4.32G    0.01667     0.0131   0.004357         80        640:  10%|#         | 4/40 [00:01<00:09,  3.77it/s]
    119/499      4.32G    0.01667     0.0131   0.004357         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.61it/s]
    119/499      4.32G    0.01661    0.01303   0.004919         77        640:  12%|#2        | 5/40 [00:01<00:09,  3.61it/s]
    119/499      4.32G    0.01661    0.01303   0.004919         77        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
    119/499      4.32G    0.01662    0.01301   0.004791         65        640:  15%|#5        | 6/40 [00:01<00:09,  3.74it/s]
    119/499      4.32G    0.01662    0.01301   0.004791         65        640:  18%|#7        | 7/40 [00:01<00:08,  3.71it/s]
    119/499      4.32G      0.017    0.01335    0.00569         77        640:  18%|#7        | 7/40 [00:02<00:08,  3.71it/s]
    119/499      4.32G      0.017    0.01335    0.00569         77        640:  20%|##        | 8/40 [00:02<00:08,  3.57it/s]
    119/499      4.32G    0.01707    0.01357   0.005517         79        640:  20%|##        | 8/40 [00:02<00:08,  3.57it/s]
    119/499      4.32G    0.01707    0.01357   0.005517         79        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
    119/499      4.32G    0.01695    0.01341   0.005804         67        640:  22%|##2       | 9/40 [00:02<00:08,  3.72it/s]
    119/499      4.32G    0.01695    0.01341   0.005804         67        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    119/499      4.32G    0.01688    0.01341   0.005535         79        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    119/499      4.32G    0.01688    0.01341   0.005535         79        640:  28%|##7       | 11/40 [00:02<00:08,  3.62it/s]
    119/499      4.32G    0.01681    0.01333   0.005743         77        640:  28%|##7       | 11/40 [00:03<00:08,  3.62it/s]
    119/499      4.32G    0.01681    0.01333   0.005743         77        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
    119/499      4.32G    0.01682    0.01321   0.005781         71        640:  30%|###       | 12/40 [00:03<00:07,  3.73it/s]
    119/499      4.32G    0.01682    0.01321   0.005781         71        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
    119/499      4.32G    0.01673    0.01322   0.005638         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
    119/499      4.32G    0.01673    0.01322   0.005638         76        640:  35%|###5      | 14/40 [00:03<00:07,  3.59it/s]
    119/499      4.32G     0.0167    0.01325   0.005579         74        640:  35%|###5      | 14/40 [00:04<00:07,  3.59it/s]
    119/499      4.32G     0.0167    0.01325   0.005579         74        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
    119/499      4.32G    0.01659    0.01318   0.005633         71        640:  38%|###7      | 15/40 [00:04<00:06,  3.73it/s]
    119/499      4.32G    0.01659    0.01318   0.005633         71        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    119/499      4.32G    0.01654    0.01332   0.005604        100        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    119/499      4.32G    0.01654    0.01332   0.005604        100        640:  42%|####2     | 17/40 [00:04<00:06,  3.59it/s]
    119/499      4.32G    0.01657    0.01322   0.005735         64        640:  42%|####2     | 17/40 [00:04<00:06,  3.59it/s]
    119/499      4.32G    0.01657    0.01322   0.005735         64        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
    119/499      4.32G    0.01656    0.01332   0.005788         95        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
    119/499      4.32G    0.01656    0.01332   0.005788         95        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
    119/499      4.32G    0.01651    0.01324   0.005751         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.75it/s]
    119/499      4.32G    0.01651    0.01324   0.005751         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
    119/499      4.32G    0.01649    0.01316   0.005552         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.59it/s]
    119/499      4.32G    0.01649    0.01316   0.005552         71        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
    119/499      4.32G    0.01645    0.01319   0.005439         95        640:  52%|#####2    | 21/40 [00:05<00:05,  3.72it/s]
    119/499      4.32G    0.01645    0.01319   0.005439         95        640:  55%|#####5    | 22/40 [00:05<00:04,  3.73it/s]
    119/499      4.32G    0.01653    0.01326   0.005408         76        640:  55%|#####5    | 22/40 [00:06<00:04,  3.73it/s]
    119/499      4.32G    0.01653    0.01326   0.005408         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
    119/499      4.32G    0.01646    0.01329   0.005304         82        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
    119/499      4.32G    0.01646    0.01329   0.005304         82        640:  60%|######    | 24/40 [00:06<00:04,  3.66it/s]
    119/499      4.32G    0.01636    0.01322   0.005291         68        640:  60%|######    | 24/40 [00:06<00:04,  3.66it/s]
    119/499      4.32G    0.01636    0.01322   0.005291         68        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
    119/499      4.32G    0.01626    0.01316   0.005321         72        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
    119/499      4.32G    0.01626    0.01316   0.005321         72        640:  65%|######5   | 26/40 [00:07<00:03,  3.60it/s]
    119/499      4.32G    0.01629    0.01311   0.005449         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.60it/s]
    119/499      4.32G    0.01629    0.01311   0.005449         67        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
    119/499      4.32G    0.01629    0.01306   0.005434         73        640:  68%|######7   | 27/40 [00:07<00:03,  3.74it/s]
    119/499      4.32G    0.01629    0.01306   0.005434         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
    119/499      4.32G    0.01637    0.01305   0.005561         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.74it/s]
    119/499      4.32G    0.01637    0.01305   0.005561         71        640:  72%|#######2  | 29/40 [00:07<00:03,  3.61it/s]
    119/499      4.32G    0.01628    0.01301   0.005549         72        640:  72%|#######2  | 29/40 [00:08<00:03,  3.61it/s]
    119/499      4.32G    0.01628    0.01301   0.005549         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
    119/499      4.32G    0.01628    0.01304   0.005551         82        640:  75%|#######5  | 30/40 [00:08<00:02,  3.74it/s]
    119/499      4.32G    0.01628    0.01304   0.005551         82        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
    119/499      4.32G    0.01633    0.01305   0.005499         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.75it/s]
    119/499      4.32G    0.01633    0.01305   0.005499         74        640:  80%|########  | 32/40 [00:08<00:02,  3.59it/s]
    119/499      4.32G    0.01632    0.01314   0.005451         86        640:  80%|########  | 32/40 [00:08<00:02,  3.59it/s]
    119/499      4.32G    0.01632    0.01314   0.005451         86        640:  82%|########2 | 33/40 [00:08<00:01,  3.71it/s]
    119/499      4.32G    0.01636    0.01303   0.005449         56        640:  82%|########2 | 33/40 [00:09<00:01,  3.71it/s]
    119/499      4.32G    0.01636    0.01303   0.005449         56        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
    119/499      4.32G    0.01639    0.01302   0.005651         65        640:  85%|########5 | 34/40 [00:09<00:01,  3.73it/s]
    119/499      4.32G    0.01639    0.01302   0.005651         65        640:  88%|########7 | 35/40 [00:09<00:01,  3.58it/s]
    119/499      4.32G    0.01637    0.01301   0.005572         80        640:  88%|########7 | 35/40 [00:09<00:01,  3.58it/s]
    119/499      4.32G    0.01637    0.01301   0.005572         80        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
    119/499      4.32G    0.01641    0.01299   0.005535         70        640:  90%|######### | 36/40 [00:10<00:01,  3.71it/s]
    119/499      4.32G    0.01641    0.01299   0.005535         70        640:  92%|#########2| 37/40 [00:10<00:00,  3.72it/s]
    119/499      4.32G    0.01639    0.01296   0.005505         71        640:  92%|#########2| 37/40 [00:10<00:00,  3.72it/s]
    119/499      4.32G    0.01639    0.01296   0.005505         71        640:  95%|#########5| 38/40 [00:10<00:00,  3.64it/s]
    119/499      4.32G    0.01635    0.01294   0.005557         64        640:  95%|#########5| 38/40 [00:10<00:00,  3.64it/s]
    119/499      4.32G    0.01635    0.01294   0.005557         64        640:  98%|#########7| 39/40 [00:10<00:00,  3.85it/s]
    119/499      4.32G    0.01636    0.01289   0.005578         30        640:  98%|#########7| 39/40 [00:10<00:00,  3.85it/s]
    119/499      4.32G    0.01636    0.01289   0.005578         30        640: 100%|##########| 40/40 [00:10<00:00,  4.22it/s]
    119/499      4.32G    0.01636    0.01289   0.005578         30        640: 100%|##########| 40/40 [00:10<00:00,  3.73it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.04it/s]
                   all        132        263      0.809      0.835      0.855        0.7

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    120/499      4.32G    0.01211    0.01041   0.002513         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    120/499      4.32G    0.01211    0.01041   0.002513         69        640:   2%|2         | 1/40 [00:00<00:10,  3.55it/s]
    120/499      4.32G    0.01438    0.01153   0.003041         86        640:   2%|2         | 1/40 [00:00<00:10,  3.55it/s]
    120/499      4.32G    0.01438    0.01153   0.003041         86        640:   5%|5         | 2/40 [00:00<00:09,  3.82it/s]
    120/499      4.32G    0.01523    0.01197   0.004643         68        640:   5%|5         | 2/40 [00:00<00:09,  3.82it/s]
    120/499      4.32G    0.01523    0.01197   0.004643         68        640:   8%|7         | 3/40 [00:00<00:09,  3.75it/s]
    120/499      4.32G    0.01568     0.0125   0.005817         79        640:   8%|7         | 3/40 [00:01<00:09,  3.75it/s]
    120/499      4.32G    0.01568     0.0125   0.005817         79        640:  10%|#         | 4/40 [00:01<00:09,  3.61it/s]
    120/499      4.32G    0.01556    0.01291   0.005214         84        640:  10%|#         | 4/40 [00:01<00:09,  3.61it/s]
    120/499      4.32G    0.01556    0.01291   0.005214         84        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
    120/499      4.32G    0.01594    0.01323   0.005602         72        640:  12%|#2        | 5/40 [00:01<00:09,  3.73it/s]
    120/499      4.32G    0.01594    0.01323   0.005602         72        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
    120/499      4.32G    0.01621    0.01329   0.005438         70        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
    120/499      4.32G    0.01621    0.01329   0.005438         70        640:  18%|#7        | 7/40 [00:01<00:09,  3.56it/s]
    120/499      4.32G    0.01605    0.01296   0.005677         62        640:  18%|#7        | 7/40 [00:02<00:09,  3.56it/s]
    120/499      4.32G    0.01605    0.01296   0.005677         62        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
    120/499      4.32G    0.01601    0.01273   0.005515         65        640:  20%|##        | 8/40 [00:02<00:08,  3.71it/s]
    120/499      4.32G    0.01601    0.01273   0.005515         65        640:  22%|##2       | 9/40 [00:02<00:08,  3.68it/s]
    120/499      4.32G    0.01585    0.01257   0.005101         69        640:  22%|##2       | 9/40 [00:02<00:08,  3.68it/s]
    120/499      4.32G    0.01585    0.01257   0.005101         69        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    120/499      4.32G    0.01575    0.01267   0.004974         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    120/499      4.32G    0.01575    0.01267   0.004974         78        640:  28%|##7       | 11/40 [00:02<00:07,  3.74it/s]
    120/499      4.32G    0.01584    0.01264   0.004946         71        640:  28%|##7       | 11/40 [00:03<00:07,  3.74it/s]
    120/499      4.32G    0.01584    0.01264   0.004946         71        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
    120/499      4.32G    0.01581    0.01268   0.004773         82        640:  30%|###       | 12/40 [00:03<00:07,  3.71it/s]
    120/499      4.32G    0.01581    0.01268   0.004773         82        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
    120/499      4.32G    0.01573    0.01273   0.004612         88        640:  32%|###2      | 13/40 [00:03<00:07,  3.60it/s]
    120/499      4.32G    0.01573    0.01273   0.004612         88        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
    120/499      4.32G    0.01571     0.0127   0.004682         83        640:  35%|###5      | 14/40 [00:04<00:06,  3.74it/s]
    120/499      4.32G    0.01571     0.0127   0.004682         83        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    120/499      4.32G    0.01561    0.01289   0.004577        104        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    120/499      4.32G    0.01561    0.01289   0.004577        104        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
    120/499      4.32G    0.01559    0.01289   0.004581         75        640:  40%|####      | 16/40 [00:04<00:06,  3.61it/s]
    120/499      4.32G    0.01559    0.01289   0.004581         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    120/499      4.32G    0.01561    0.01308   0.004512         85        640:  42%|####2     | 17/40 [00:04<00:06,  3.73it/s]
    120/499      4.32G    0.01561    0.01308   0.004512         85        640:  45%|####5     | 18/40 [00:04<00:05,  3.72it/s]
    120/499      4.32G    0.01556      0.013    0.00465         69        640:  45%|####5     | 18/40 [00:05<00:05,  3.72it/s]
    120/499      4.32G    0.01556      0.013    0.00465         69        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
    120/499      4.32G    0.01551     0.0129   0.004571         68        640:  48%|####7     | 19/40 [00:05<00:05,  3.58it/s]
    120/499      4.32G    0.01551     0.0129   0.004571         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
    120/499      4.32G    0.01548     0.0128   0.004644         68        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
    120/499      4.32G    0.01548     0.0128   0.004644         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
    120/499      4.32G     0.0154    0.01279   0.004812         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.70it/s]
    120/499      4.32G     0.0154    0.01279   0.004812         81        640:  55%|#####5    | 22/40 [00:05<00:04,  3.61it/s]
    120/499      4.32G    0.01541    0.01272   0.004808         74        640:  55%|#####5    | 22/40 [00:06<00:04,  3.61it/s]
    120/499      4.32G    0.01541    0.01272   0.004808         74        640:  57%|#####7    | 23/40 [00:06<00:04,  3.75it/s]
    120/499      4.32G    0.01542    0.01273   0.004928         68        640:  57%|#####7    | 23/40 [00:06<00:04,  3.75it/s]
    120/499      4.32G    0.01542    0.01273   0.004928         68        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
    120/499      4.32G    0.01542    0.01284   0.004916         90        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
    120/499      4.32G    0.01542    0.01284   0.004916         90        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
    120/499      4.32G    0.01539    0.01272    0.00497         63        640:  62%|######2   | 25/40 [00:07<00:04,  3.62it/s]
    120/499      4.32G    0.01539    0.01272    0.00497         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
    120/499      4.32G    0.01542    0.01279   0.005046         89        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
    120/499      4.32G    0.01542    0.01279   0.005046         89        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
    120/499      4.32G    0.01545    0.01274   0.005077         62        640:  68%|######7   | 27/40 [00:07<00:03,  3.72it/s]
    120/499      4.32G    0.01545    0.01274   0.005077         62        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
    120/499      4.32G    0.01551    0.01278   0.005126         80        640:  70%|#######   | 28/40 [00:07<00:03,  3.62it/s]
    120/499      4.32G    0.01551    0.01278   0.005126         80        640:  72%|#######2  | 29/40 [00:07<00:02,  3.74it/s]
    120/499      4.32G    0.01553    0.01275   0.005068         72        640:  72%|#######2  | 29/40 [00:08<00:02,  3.74it/s]
    120/499      4.32G    0.01553    0.01275   0.005068         72        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
    120/499      4.32G    0.01549    0.01274   0.005104         74        640:  75%|#######5  | 30/40 [00:08<00:02,  3.70it/s]
    120/499      4.32G    0.01549    0.01274   0.005104         74        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
    120/499      4.32G    0.01551    0.01269   0.005413         65        640:  78%|#######7  | 31/40 [00:08<00:02,  3.61it/s]
    120/499      4.32G    0.01551    0.01269   0.005413         65        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
    120/499      4.32G    0.01554    0.01269   0.005536         71        640:  80%|########  | 32/40 [00:08<00:02,  3.75it/s]
    120/499      4.32G    0.01554    0.01269   0.005536         71        640:  82%|########2 | 33/40 [00:08<00:01,  3.72it/s]
    120/499      4.32G    0.01561    0.01277   0.005581         86        640:  82%|########2 | 33/40 [00:09<00:01,  3.72it/s]
    120/499      4.32G    0.01561    0.01277   0.005581         86        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
    120/499      4.32G    0.01559     0.0128   0.005476         79        640:  85%|########5 | 34/40 [00:09<00:01,  3.63it/s]
    120/499      4.32G    0.01559     0.0128   0.005476         79        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
    120/499      4.32G    0.01557    0.01284   0.005537         79        640:  88%|########7 | 35/40 [00:09<00:01,  3.74it/s]
    120/499      4.32G    0.01557    0.01284   0.005537         79        640:  90%|######### | 36/40 [00:09<00:01,  3.71it/s]
    120/499      4.32G    0.01562    0.01288   0.005529         80        640:  90%|######### | 36/40 [00:10<00:01,  3.71it/s]
    120/499      4.32G    0.01562    0.01288   0.005529         80        640:  92%|#########2| 37/40 [00:10<00:00,  3.67it/s]
    120/499      4.32G    0.01562    0.01285    0.00546         76        640:  92%|#########2| 37/40 [00:10<00:00,  3.67it/s]
    120/499      4.32G    0.01562    0.01285    0.00546         76        640:  95%|#########5| 38/40 [00:10<00:00,  3.87it/s]
    120/499      4.32G    0.01559    0.01286   0.005476         81        640:  95%|#########5| 38/40 [00:10<00:00,  3.87it/s]
    120/499      4.32G    0.01559    0.01286   0.005476         81        640:  98%|#########7| 39/40 [00:10<00:00,  4.21it/s]
    120/499      4.32G    0.01566    0.01278   0.005472         29        640:  98%|#########7| 39/40 [00:10<00:00,  4.21it/s]
    120/499      4.32G    0.01566    0.01278   0.005472         29        640: 100%|##########| 40/40 [00:10<00:00,  4.36it/s]
    120/499      4.32G    0.01566    0.01278   0.005472         29        640: 100%|##########| 40/40 [00:10<00:00,  3.75it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.53it/s]
                   all        132        263      0.853      0.823      0.858      0.715

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    121/499      4.32G     0.0149    0.01446   0.002094         90        640:   0%|          | 0/40 [00:00<?, ?it/s]
    121/499      4.32G     0.0149    0.01446   0.002094         90        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
    121/499      4.32G    0.01431    0.01325   0.002905         79        640:   2%|2         | 1/40 [00:00<00:11,  3.54it/s]
    121/499      4.32G    0.01431    0.01325   0.002905         79        640:   5%|5         | 2/40 [00:00<00:10,  3.60it/s]
    121/499      4.32G    0.01441    0.01241   0.003218         69        640:   5%|5         | 2/40 [00:00<00:10,  3.60it/s]
    121/499      4.32G    0.01441    0.01241   0.003218         69        640:   8%|7         | 3/40 [00:00<00:10,  3.47it/s]
    121/499      4.32G    0.01491    0.01246    0.00345         72        640:   8%|7         | 3/40 [00:01<00:10,  3.47it/s]
    121/499      4.32G    0.01491    0.01246    0.00345         72        640:  10%|#         | 4/40 [00:01<00:09,  3.68it/s]
    121/499      4.32G    0.01513    0.01265   0.003491         79        640:  10%|#         | 4/40 [00:01<00:09,  3.68it/s]
    121/499      4.32G    0.01513    0.01265   0.003491         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
    121/499      4.32G     0.0152    0.01271   0.005149         73        640:  12%|#2        | 5/40 [00:01<00:09,  3.69it/s]
    121/499      4.32G     0.0152    0.01271   0.005149         73        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
    121/499      4.32G    0.01528     0.0128   0.005625         80        640:  15%|#5        | 6/40 [00:01<00:09,  3.58it/s]
    121/499      4.32G    0.01528     0.0128   0.005625         80        640:  18%|#7        | 7/40 [00:01<00:08,  3.73it/s]
    121/499      4.32G    0.01565    0.01279   0.005347         70        640:  18%|#7        | 7/40 [00:02<00:08,  3.73it/s]
    121/499      4.32G    0.01565    0.01279   0.005347         70        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    121/499      4.32G    0.01568    0.01272   0.005233         78        640:  20%|##        | 8/40 [00:02<00:08,  3.72it/s]
    121/499      4.32G    0.01568    0.01272   0.005233         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
    121/499      4.32G    0.01571    0.01272   0.004896         76        640:  22%|##2       | 9/40 [00:02<00:08,  3.60it/s]
    121/499      4.32G    0.01571    0.01272   0.004896         76        640:  25%|##5       | 10/40 [00:02<00:08,  3.73it/s]
    121/499      4.32G    0.01566    0.01268   0.005048         67        640:  25%|##5       | 10/40 [00:03<00:08,  3.73it/s]
    121/499      4.32G    0.01566    0.01268   0.005048         67        640:  28%|##7       | 11/40 [00:03<00:07,  3.68it/s]
    121/499      4.32G    0.01581    0.01282   0.005181         79        640:  28%|##7       | 11/40 [00:03<00:07,  3.68it/s]
    121/499      4.32G    0.01581    0.01282   0.005181         79        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
    121/499      4.32G    0.01588    0.01268   0.005297         65        640:  30%|###       | 12/40 [00:03<00:07,  3.58it/s]
    121/499      4.32G    0.01588    0.01268   0.005297         65        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
    121/499      4.32G    0.01584    0.01275    0.00538         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.72it/s]
    121/499      4.32G    0.01584    0.01275    0.00538         76        640:  35%|###5      | 14/40 [00:03<00:07,  3.70it/s]
    121/499      4.32G    0.01583    0.01277   0.005238         83        640:  35%|###5      | 14/40 [00:04<00:07,  3.70it/s]
    121/499      4.32G    0.01583    0.01277   0.005238         83        640:  38%|###7      | 15/40 [00:04<00:06,  3.58it/s]
    121/499      4.32G    0.01581    0.01271    0.00525         66        640:  38%|###7      | 15/40 [00:04<00:06,  3.58it/s]
    121/499      4.32G    0.01581    0.01271    0.00525         66        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
    121/499      4.32G    0.01602    0.01279   0.005129         68        640:  40%|####      | 16/40 [00:04<00:06,  3.71it/s]
    121/499      4.32G    0.01602    0.01279   0.005129         68        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
    121/499      4.32G    0.01605    0.01279   0.005112         77        640:  42%|####2     | 17/40 [00:04<00:06,  3.70it/s]
    121/499      4.32G    0.01605    0.01279   0.005112         77        640:  45%|####5     | 18/40 [00:04<00:06,  3.59it/s]
    121/499      4.32G    0.01605    0.01284   0.005097         88        640:  45%|####5     | 18/40 [00:05<00:06,  3.59it/s]
    121/499      4.32G    0.01605    0.01284   0.005097         88        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
    121/499      4.32G    0.01614    0.01289   0.005105         74        640:  48%|####7     | 19/40 [00:05<00:05,  3.72it/s]
    121/499      4.32G    0.01614    0.01289   0.005105         74        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
    121/499      4.32G    0.01613    0.01289   0.005043         71        640:  50%|#####     | 20/40 [00:05<00:05,  3.71it/s]
    121/499      4.32G    0.01613    0.01289   0.005043         71        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
    121/499      4.32G    0.01616    0.01283   0.004976         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.61it/s]
    121/499      4.32G    0.01616    0.01283   0.004976         68        640:  55%|#####5    | 22/40 [00:05<00:04,  3.74it/s]
    121/499      4.32G    0.01623    0.01307   0.004972         96        640:  55%|#####5    | 22/40 [00:06<00:04,  3.74it/s]
    121/499      4.32G    0.01623    0.01307   0.004972         96        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
    121/499      4.32G     0.0162    0.01312   0.004899         79        640:  57%|#####7    | 23/40 [00:06<00:04,  3.71it/s]
    121/499      4.32G     0.0162    0.01312   0.004899         79        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
    121/499      4.32G    0.01619    0.01313   0.005044         77        640:  60%|######    | 24/40 [00:06<00:04,  3.60it/s]
    121/499      4.32G    0.01619    0.01313   0.005044         77        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
    121/499      4.32G    0.01613    0.01313   0.004986         73        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
    121/499      4.32G    0.01613    0.01313   0.004986         73        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
    121/499      4.32G    0.01611    0.01298   0.004927         60        640:  65%|######5   | 26/40 [00:07<00:03,  3.70it/s]
    121/499      4.32G    0.01611    0.01298   0.004927         60        640:  68%|######7   | 27/40 [00:07<00:03,  3.56it/s]
    121/499      4.32G    0.01605      0.013   0.005164         79        640:  68%|######7   | 27/40 [00:07<00:03,  3.56it/s]
    121/499      4.32G    0.01605      0.013   0.005164         79        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
    121/499      4.32G    0.01608    0.01304   0.005243         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.71it/s]
    121/499      4.32G    0.01608    0.01304   0.005243         71        640:  72%|#######2  | 29/40 [00:07<00:02,  3.70it/s]
    121/499      4.32G    0.01605      0.013   0.005208         65        640:  72%|#######2  | 29/40 [00:08<00:02,  3.70it/s]
    121/499      4.32G    0.01605      0.013   0.005208         65        640:  75%|#######5  | 30/40 [00:08<00:02,  3.59it/s]
    121/499      4.32G    0.01606    0.01301   0.005144         75        640:  75%|#######5  | 30/40 [00:08<00:02,  3.59it/s]
    121/499      4.32G    0.01606    0.01301   0.005144         75        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
    121/499      4.32G    0.01605    0.01294   0.005148         68        640:  78%|#######7  | 31/40 [00:08<00:02,  3.73it/s]
    121/499      4.32G    0.01605    0.01294   0.005148         68        640:  80%|########  | 32/40 [00:08<00:02,  3.71it/s]
    121/499      4.32G    0.01605    0.01297   0.005207         88        640:  80%|########  | 32/40 [00:09<00:02,  3.71it/s]
    121/499      4.32G    0.01605    0.01297   0.005207         88        640:  82%|########2 | 33/40 [00:09<00:01,  3.61it/s]
    121/499      4.32G    0.01603    0.01299   0.005166         75        640:  82%|########2 | 33/40 [00:09<00:01,  3.61it/s]
    121/499      4.32G    0.01603    0.01299   0.005166         75        640:  85%|########5 | 34/40 [00:09<00:01,  3.77it/s]
    121/499      4.32G    0.01599    0.01296   0.005111         75        640:  85%|########5 | 34/40 [00:09<00:01,  3.77it/s]
    121/499      4.32G    0.01599    0.01296   0.005111         75        640:  88%|########7 | 35/40 [00:09<00:01,  3.86it/s]
    121/499      4.32G    0.01602    0.01293   0.005114         68        640:  88%|########7 | 35/40 [00:09<00:01,  3.86it/s]
    121/499      4.32G    0.01602    0.01293   0.005114         68        640:  90%|######### | 36/40 [00:09<00:00,  4.09it/s]
    121/499      4.32G    0.01605    0.01296   0.005048         77        640:  90%|######### | 36/40 [00:09<00:00,  4.09it/s]
    121/499      4.32G    0.01605    0.01296   0.005048         77        640:  92%|#########2| 37/40 [00:09<00:00,  4.23it/s]
    121/499      4.32G    0.01606    0.01304   0.005051         82        640:  92%|#########2| 37/40 [00:10<00:00,  4.23it/s]
    121/499      4.32G    0.01606    0.01304   0.005051         82        640:  95%|#########5| 38/40 [00:10<00:00,  4.49it/s]
    121/499      4.32G    0.01608    0.01302   0.005008         73        640:  95%|#########5| 38/40 [00:10<00:00,  4.49it/s]
    121/499      4.32G    0.01608    0.01302   0.005008         73        640:  98%|#########7| 39/40 [00:10<00:00,  4.44it/s]
    121/499      4.32G    0.01613      0.013   0.004918         35        640:  98%|#########7| 39/40 [00:10<00:00,  4.44it/s]
    121/499      4.32G    0.01613      0.013   0.004918         35        640: 100%|##########| 40/40 [00:10<00:00,  4.71it/s]
    121/499      4.32G    0.01613      0.013   0.004918         35        640: 100%|##########| 40/40 [00:10<00:00,  3.80it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:01,  1.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.07it/s]
                   all        132        263      0.887      0.856      0.898       0.74

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    122/499      4.32G    0.01687    0.01016    0.01384         62        640:   0%|          | 0/40 [00:00<?, ?it/s]
    122/499      4.32G    0.01687    0.01016    0.01384         62        640:   2%|2         | 1/40 [00:00<00:10,  3.56it/s]
    122/499      4.32G    0.01695    0.01118   0.008778         70        640:   2%|2         | 1/40 [00:00<00:10,  3.56it/s]
    122/499      4.32G    0.01695    0.01118   0.008778         70        640:   5%|5         | 2/40 [00:00<00:11,  3.42it/s]
    122/499      4.32G    0.01758    0.01189    0.01012         67        640:   5%|5         | 2/40 [00:00<00:11,  3.42it/s]
    122/499      4.32G    0.01758    0.01189    0.01012         67        640:   8%|7         | 3/40 [00:00<00:10,  3.66it/s]
    122/499      4.32G     0.0172    0.01204   0.008288         71        640:   8%|7         | 3/40 [00:01<00:10,  3.66it/s]
    122/499      4.32G     0.0172    0.01204   0.008288         71        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
    122/499      4.32G    0.01705    0.01238   0.007548         79        640:  10%|#         | 4/40 [00:01<00:09,  3.69it/s]
    122/499      4.32G    0.01705    0.01238   0.007548         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
    122/499      4.32G    0.01688    0.01252   0.006951         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.58it/s]
    122/499      4.32G    0.01688    0.01252   0.006951         82        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
    122/499      4.32G    0.01676    0.01228    0.00711         67        640:  15%|#5        | 6/40 [00:01<00:09,  3.70it/s]
    122/499      4.32G    0.01676    0.01228    0.00711         67        640:  18%|#7        | 7/40 [00:01<00:08,  3.72it/s]
    122/499      4.32G    0.01663    0.01242   0.007352         77        640:  18%|#7        | 7/40 [00:02<00:08,  3.72it/s]
    122/499      4.32G    0.01663    0.01242   0.007352         77        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
    122/499      4.32G    0.01665    0.01241   0.007207         62        640:  20%|##        | 8/40 [00:02<00:08,  3.63it/s]
    122/499      4.32G    0.01665    0.01241   0.007207         62        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
    122/499      4.32G     0.0167    0.01219   0.006804         54        640:  22%|##2       | 9/40 [00:02<00:08,  3.69it/s]
    122/499      4.32G     0.0167    0.01219   0.006804         54        640:  25%|##5       | 10/40 [00:02<00:08,  3.69it/s]
    122/499      4.32G     0.0169    0.01251   0.006421         79        640:  25%|##5       | 10/40 [00:03<00:08,  3.69it/s]
    122/499      4.32G     0.0169    0.01251   0.006421         79        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
    122/499      4.32G    0.01709    0.01251   0.006389         76        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
    122/499      4.32G    0.01709    0.01251   0.006389         76        640:  30%|###       | 12/40 [00:03<00:07,  3.68it/s]
    122/499      4.32G    0.01712    0.01262   0.006135         76        640:  30%|###       | 12/40 [00:03<00:07,  3.68it/s]
    122/499      4.32G    0.01712    0.01262   0.006135         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
    122/499      4.32G    0.01701    0.01263   0.005918         80        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
    122/499      4.32G    0.01701    0.01263   0.005918         80        640:  35%|###5      | 14/40 [00:03<00:07,  3.60it/s]
    122/499      4.32G    0.01698    0.01276   0.005873         84        640:  35%|###5      | 14/40 [00:04<00:07,  3.60it/s]
    122/499      4.32G    0.01698    0.01276   0.005873         84        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    122/499      4.32G    0.01691    0.01271   0.005702         74        640:  38%|###7      | 15/40 [00:04<00:06,  3.71it/s]
    122/499      4.32G    0.01691    0.01271   0.005702         74        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    122/499      4.32G      0.017    0.01299   0.005646         93        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    122/499      4.32G      0.017    0.01299   0.005646         93        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
    122/499      4.32G    0.01707    0.01286    0.00549         62        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
    122/499      4.32G    0.01707    0.01286    0.00549         62        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
    122/499      4.32G    0.01713    0.01288   0.005757         80        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
    122/499      4.32G    0.01713    0.01288   0.005757         80        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
    122/499      4.32G    0.01726    0.01317   0.005949         87        640:  48%|####7     | 19/40 [00:05<00:05,  3.74it/s]
    122/499      4.32G    0.01726    0.01317   0.005949         87        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
    122/499      4.32G    0.01734    0.01313   0.005885         70        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
    122/499      4.32G    0.01734    0.01313   0.005885         70        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
    122/499      4.32G    0.01724    0.01304   0.005897         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.69it/s]
    122/499      4.32G    0.01724    0.01304   0.005897         68        640:  55%|#####5    | 22/40 [00:05<00:04,  3.70it/s]
    122/499      4.32G     0.0173    0.01295   0.005994         56        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
    122/499      4.32G     0.0173    0.01295   0.005994         56        640:  57%|#####7    | 23/40 [00:06<00:04,  3.61it/s]
    122/499      4.32G    0.01727    0.01292   0.005939         72        640:  57%|#####7    | 23/40 [00:06<00:04,  3.61it/s]
    122/499      4.32G    0.01727    0.01292   0.005939         72        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
    122/499      4.32G    0.01714    0.01291   0.006039         75        640:  60%|######    | 24/40 [00:06<00:04,  3.70it/s]
    122/499      4.32G    0.01714    0.01291   0.006039         75        640:  62%|######2   | 25/40 [00:06<00:04,  3.73it/s]
    122/499      4.32G    0.01714    0.01293   0.006011         72        640:  62%|######2   | 25/40 [00:07<00:04,  3.73it/s]
    122/499      4.32G    0.01714    0.01293   0.006011         72        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
    122/499      4.32G    0.01723    0.01289   0.006128         70        640:  65%|######5   | 26/40 [00:07<00:03,  3.58it/s]
    122/499      4.32G    0.01723    0.01289   0.006128         70        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
    122/499      4.32G     0.0172    0.01292    0.00619         76        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
    122/499      4.32G     0.0172    0.01292    0.00619         76        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
    122/499      4.32G    0.01728     0.0129   0.006109         68        640:  70%|#######   | 28/40 [00:07<00:03,  3.72it/s]
    122/499      4.32G    0.01728     0.0129   0.006109         68        640:  72%|#######2  | 29/40 [00:07<00:03,  3.63it/s]
    122/499      4.32G    0.01735    0.01289   0.006216         63        640:  72%|#######2  | 29/40 [00:08<00:03,  3.63it/s]
    122/499      4.32G    0.01735    0.01289   0.006216         63        640:  75%|#######5  | 30/40 [00:08<00:02,  3.75it/s]
    122/499      4.32G    0.01736    0.01307   0.006114        104        640:  75%|#######5  | 30/40 [00:08<00:02,  3.75it/s]
    122/499      4.32G    0.01736    0.01307   0.006114        104        640:  78%|#######7  | 31/40 [00:08<00:02,  3.86it/s]
    122/499      4.32G    0.01732      0.013    0.00602         72        640:  78%|#######7  | 31/40 [00:08<00:02,  3.86it/s]
    122/499      4.32G    0.01732      0.013    0.00602         72        640:  80%|########  | 32/40 [00:08<00:01,  4.04it/s]
    122/499      4.32G    0.01731    0.01297   0.006067         70        640:  80%|########  | 32/40 [00:08<00:01,  4.04it/s]
    122/499      4.32G    0.01731    0.01297   0.006067         70        640:  82%|########2 | 33/40 [00:08<00:01,  4.37it/s]
    122/499      4.32G    0.01729    0.01296   0.006021         69        640:  82%|########2 | 33/40 [00:08<00:01,  4.37it/s]
    122/499      4.32G    0.01729    0.01296   0.006021         69        640:  85%|########5 | 34/40 [00:08<00:01,  4.63it/s]
    122/499      4.32G     0.0173    0.01303   0.005999         90        640:  85%|########5 | 34/40 [00:09<00:01,  4.63it/s]
    122/499      4.32G     0.0173    0.01303   0.005999         90        640:  88%|########7 | 35/40 [00:09<00:01,  4.65it/s]
    122/499      4.32G    0.01725    0.01297   0.005924         62        640:  88%|########7 | 35/40 [00:09<00:01,  4.65it/s]
    122/499      4.32G    0.01725    0.01297   0.005924         62        640:  90%|######### | 36/40 [00:09<00:00,  4.67it/s]
    122/499      4.32G    0.01721    0.01293   0.006004         66        640:  90%|######### | 36/40 [00:09<00:00,  4.67it/s]
    122/499      4.32G    0.01721    0.01293   0.006004         66        640:  92%|#########2| 37/40 [00:09<00:00,  4.85it/s]
    122/499      4.32G     0.0172     0.0129   0.006018         72        640:  92%|#########2| 37/40 [00:09<00:00,  4.85it/s]
    122/499      4.32G     0.0172     0.0129   0.006018         72        640:  95%|#########5| 38/40 [00:09<00:00,  4.80it/s]
    122/499      4.32G    0.01719    0.01292    0.00596         82        640:  95%|#########5| 38/40 [00:10<00:00,  4.80it/s]
    122/499      4.32G    0.01719    0.01292    0.00596         82        640:  98%|#########7| 39/40 [00:10<00:00,  4.93it/s]
    122/499      4.32G    0.01712    0.01288   0.005934         33        640:  98%|#########7| 39/40 [00:10<00:00,  4.93it/s]
    122/499      4.32G    0.01712    0.01288   0.005934         33        640: 100%|##########| 40/40 [00:10<00:00,  5.15it/s]
    122/499      4.32G    0.01712    0.01288   0.005934         33        640: 100%|##########| 40/40 [00:10<00:00,  3.93it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.85it/s]
                   all        132        263      0.899      0.876      0.914      0.733

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    123/499      4.32G    0.01626    0.01634   0.001426         95        640:   0%|          | 0/40 [00:00<?, ?it/s]
    123/499      4.32G    0.01626    0.01634   0.001426         95        640:   2%|2         | 1/40 [00:00<00:09,  3.90it/s]
    123/499      4.32G    0.01652     0.0155   0.004671         74        640:   2%|2         | 1/40 [00:00<00:09,  3.90it/s]
    123/499      4.32G    0.01652     0.0155   0.004671         74        640:   5%|5         | 2/40 [00:00<00:09,  4.03it/s]
    123/499      4.32G    0.01657    0.01382   0.005204         58        640:   5%|5         | 2/40 [00:00<00:09,  4.03it/s]
    123/499      4.32G    0.01657    0.01382   0.005204         58        640:   8%|7         | 3/40 [00:00<00:09,  3.85it/s]
    123/499      4.32G    0.01682    0.01328   0.004987         69        640:   8%|7         | 3/40 [00:01<00:09,  3.85it/s]
    123/499      4.32G    0.01682    0.01328   0.004987         69        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
    123/499      4.32G    0.01683    0.01346   0.005701         82        640:  10%|#         | 4/40 [00:01<00:09,  3.65it/s]
    123/499      4.32G    0.01683    0.01346   0.005701         82        640:  12%|#2        | 5/40 [00:01<00:09,  3.80it/s]
    123/499      4.32G     0.0168    0.01378    0.00573         90        640:  12%|#2        | 5/40 [00:01<00:09,  3.80it/s]
    123/499      4.32G     0.0168    0.01378    0.00573         90        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
    123/499      4.32G    0.01687    0.01336   0.005704         62        640:  15%|#5        | 6/40 [00:01<00:09,  3.76it/s]
    123/499      4.32G    0.01687    0.01336   0.005704         62        640:  18%|#7        | 7/40 [00:01<00:09,  3.60it/s]
    123/499      4.32G    0.01692    0.01337   0.005428         74        640:  18%|#7        | 7/40 [00:02<00:09,  3.60it/s]
    123/499      4.32G    0.01692    0.01337   0.005428         74        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
    123/499      4.32G    0.01678    0.01333   0.005289         77        640:  20%|##        | 8/40 [00:02<00:08,  3.74it/s]
    123/499      4.32G    0.01678    0.01333   0.005289         77        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
    123/499      4.32G    0.01687    0.01353   0.005324         84        640:  22%|##2       | 9/40 [00:02<00:08,  3.71it/s]
    123/499      4.32G    0.01687    0.01353   0.005324         84        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    123/499      4.32G    0.01675    0.01353   0.005534         84        640:  25%|##5       | 10/40 [00:02<00:08,  3.59it/s]
    123/499      4.32G    0.01675    0.01353   0.005534         84        640:  28%|##7       | 11/40 [00:02<00:07,  3.76it/s]
    123/499      4.32G    0.01682    0.01346   0.005488         72        640:  28%|##7       | 11/40 [00:03<00:07,  3.76it/s]
    123/499      4.32G    0.01682    0.01346   0.005488         72        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
    123/499      4.32G    0.01683    0.01341   0.005644         67        640:  30%|###       | 12/40 [00:03<00:07,  3.74it/s]
    123/499      4.32G    0.01683    0.01341   0.005644         67        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
    123/499      4.32G    0.01668    0.01346   0.005474         82        640:  32%|###2      | 13/40 [00:03<00:07,  3.63it/s]
    123/499      4.32G    0.01668    0.01346   0.005474         82        640:  35%|###5      | 14/40 [00:03<00:06,  3.75it/s]
    123/499      4.32G    0.01669    0.01371   0.005386         94        640:  35%|###5      | 14/40 [00:04<00:06,  3.75it/s]
    123/499      4.32G    0.01669    0.01371   0.005386         94        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
    123/499      4.32G    0.01666    0.01365   0.005246         82        640:  38%|###7      | 15/40 [00:04<00:06,  3.72it/s]
    123/499      4.32G    0.01666    0.01365   0.005246         82        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
    123/499      4.32G    0.01659    0.01358   0.005085         75        640:  40%|####      | 16/40 [00:04<00:06,  3.62it/s]
    123/499      4.32G    0.01659    0.01358   0.005085         75        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
    123/499      4.32G    0.01671    0.01373   0.005174         88        640:  42%|####2     | 17/40 [00:04<00:06,  3.74it/s]
    123/499      4.32G    0.01671    0.01373   0.005174         88        640:  45%|####5     | 18/40 [00:04<00:05,  3.71it/s]
    123/499      4.32G    0.01674    0.01369   0.005098         77        640:  45%|####5     | 18/40 [00:05<00:05,  3.71it/s]
    123/499      4.32G    0.01674    0.01369   0.005098         77        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
    123/499      4.32G    0.01668     0.0136   0.005055         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.61it/s]
    123/499      4.32G    0.01668     0.0136   0.005055         72        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
    123/499      4.32G    0.01662     0.0135    0.00492         63        640:  50%|#####     | 20/40 [00:05<00:05,  3.74it/s]
    123/499      4.32G    0.01662     0.0135    0.00492         63        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
    123/499      4.32G    0.01664    0.01348   0.004896         68        640:  52%|#####2    | 21/40 [00:05<00:05,  3.71it/s]
    123/499      4.32G    0.01664    0.01348   0.004896         68        640:  55%|#####5    | 22/40 [00:05<00:05,  3.60it/s]
    123/499      4.32G    0.01663     0.0134   0.004904         54        640:  55%|#####5    | 22/40 [00:06<00:05,  3.60it/s]
    123/499      4.32G    0.01663     0.0134   0.004904         54        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
    123/499      4.32G    0.01664    0.01327   0.004902         65        640:  57%|#####7    | 23/40 [00:06<00:04,  3.74it/s]
    123/499      4.32G    0.01664    0.01327   0.004902         65        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
    123/499      4.32G    0.01673    0.01335   0.004834         87        640:  60%|######    | 24/40 [00:06<00:04,  3.72it/s]
    123/499      4.32G    0.01673    0.01335   0.004834         87        640:  62%|######2   | 25/40 [00:06<00:04,  3.62it/s]
    123/499      4.32G    0.01678     0.0132   0.004776         57        640:  62%|######2   | 25/40 [00:07<00:04,  3.62it/s]
    123/499      4.32G    0.01678     0.0132   0.004776         57        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
    123/499      4.32G    0.01677    0.01315   0.004806         74        640:  65%|######5   | 26/40 [00:07<00:03,  3.74it/s]
    123/499      4.32G    0.01677    0.01315   0.004806         74        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
    123/499      4.32G    0.01665    0.01306   0.004873         71        640:  68%|######7   | 27/40 [00:07<00:03,  3.71it/s]
    123/499      4.32G    0.01665    0.01306   0.004873         71        640:  70%|#######   | 28/40 [00:07<00:03,  3.66it/s]
    123/499      4.32G    0.01664    0.01316   0.004807         87        640:  70%|#######   | 28/40 [00:07<00:03,  3.66it/s]
    123/499      4.32G    0.01664    0.01316   0.004807         87        640:  72%|#######2  | 29/40 [00:07<00:02,  3.84it/s]
    123/499      4.32G    0.01662     0.0132   0.004828         77        640:  72%|#######2  | 29/40 [00:07<00:02,  3.84it/s]
    123/499      4.32G    0.01662     0.0132   0.004828         77        640:  75%|#######5  | 30/40 [00:07<00:02,  4.15it/s]
    123/499      4.32G    0.01665    0.01321   0.004738         75        640:  75%|#######5  | 30/40 [00:08<00:02,  4.15it/s]
    123/499      4.32G    0.01665    0.01321   0.004738         75        640:  78%|#######7  | 31/40 [00:08<00:02,  4.32it/s]
    123/499      4.32G    0.01669    0.01319   0.004752         74        640:  78%|#######7  | 31/40 [00:08<00:02,  4.32it/s]
    123/499      4.32G    0.01669    0.01319   0.004752         74        640:  80%|########  | 32/40 [00:08<00:01,  4.58it/s]
    123/499      4.32G    0.01666    0.01311    0.00469         59        640:  80%|########  | 32/40 [00:08<00:01,  4.58it/s]
    123/499      4.32G    0.01666    0.01311    0.00469         59        640:  82%|########2 | 33/40 [00:08<00:01,  4.79it/s]
    123/499      4.32G    0.01666    0.01308   0.004934         79        640:  82%|########2 | 33/40 [00:08<00:01,  4.79it/s]
    123/499      4.32G    0.01666    0.01308   0.004934         79        640:  85%|########5 | 34/40 [00:08<00:01,  4.77it/s]
    123/499      4.32G    0.01669    0.01312   0.005104         76        640:  85%|########5 | 34/40 [00:08<00:01,  4.77it/s]
    123/499      4.32G    0.01669    0.01312   0.005104         76        640:  88%|########7 | 35/40 [00:08<00:01,  4.91it/s]
    123/499      4.32G     0.0167     0.0131   0.005078         74        640:  88%|########7 | 35/40 [00:09<00:01,  4.91it/s]
    123/499      4.32G     0.0167     0.0131   0.005078         74        640:  90%|######### | 36/40 [00:09<00:00,  5.03it/s]
    123/499      4.32G    0.01669    0.01309   0.005066         78        640:  90%|######### | 36/40 [00:09<00:00,  5.03it/s]
    123/499      4.32G    0.01669    0.01309   0.005066         78        640:  92%|#########2| 37/40 [00:09<00:00,  4.91it/s]
    123/499      4.32G     0.0167    0.01303   0.005105         65        640:  92%|#########2| 37/40 [00:09<00:00,  4.91it/s]
    123/499      4.32G     0.0167    0.01303   0.005105         65        640:  95%|#########5| 38/40 [00:09<00:00,  4.98it/s]
    123/499      4.32G    0.01669    0.01301   0.005109         75        640:  95%|#########5| 38/40 [00:09<00:00,  4.98it/s]
    123/499      4.32G    0.01669    0.01301   0.005109         75        640:  98%|#########7| 39/40 [00:09<00:00,  5.11it/s]
    123/499      4.32G    0.01666    0.01308   0.005002         42        640:  98%|#########7| 39/40 [00:09<00:00,  5.11it/s]
    123/499      4.32G    0.01666    0.01308   0.005002         42        640: 100%|##########| 40/40 [00:09<00:00,  4.95it/s]
    123/499      4.32G    0.01666    0.01308   0.005002         42        640: 100%|##########| 40/40 [00:09<00:00,  4.01it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  2.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.82it/s]
                   all        132        263      0.891      0.867      0.896      0.746

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    124/499      4.32G    0.01696    0.01123    0.01259         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    124/499      4.32G    0.01696    0.01123    0.01259         68        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
    124/499      4.32G    0.01688    0.01337   0.008679         88        640:   2%|2         | 1/40 [00:00<00:09,  4.00it/s]
    124/499      4.32G    0.01688    0.01337   0.008679         88        640:   5%|5         | 2/40 [00:00<00:09,  3.85it/s]
    124/499      4.32G    0.01711    0.01286   0.007956         66        640:   5%|5         | 2/40 [00:00<00:09,  3.85it/s]
    124/499      4.32G    0.01711    0.01286   0.007956         66        640:   8%|7         | 3/40 [00:00<00:10,  3.64it/s]
    124/499      4.32G    0.01713    0.01256   0.006564         65        640:   8%|7         | 3/40 [00:01<00:10,  3.64it/s]
    124/499      4.32G    0.01713    0.01256   0.006564         65        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    124/499      4.32G    0.01697    0.01241    0.00697         69        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    124/499      4.32G    0.01697    0.01241    0.00697         69        640:  12%|#2        | 5/40 [00:01<00:09,  3.75it/s]
    124/499      4.32G    0.01701    0.01248   0.006642         79        640:  12%|#2        | 5/40 [00:01<00:09,  3.75it/s]
    124/499      4.32G    0.01701    0.01248   0.006642         79        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
    124/499      4.32G      0.017    0.01279    0.00659         92        640:  15%|#5        | 6/40 [00:01<00:09,  3.62it/s]
    124/499      4.32G      0.017    0.01279    0.00659         92        640:  18%|#7        | 7/40 [00:01<00:08,  3.72it/s]
    124/499      4.32G     0.0171    0.01259   0.006535         60        640:  18%|#7        | 7/40 [00:02<00:08,  3.72it/s]
    124/499      4.32G     0.0171    0.01259   0.006535         60        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
    124/499      4.32G    0.01737    0.01261   0.006162         67        640:  20%|##        | 8/40 [00:02<00:08,  3.73it/s]
    124/499      4.32G    0.01737    0.01261   0.006162         67        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
    124/499      4.32G    0.01767     0.0129   0.006052         78        640:  22%|##2       | 9/40 [00:02<00:08,  3.62it/s]
    124/499      4.32G    0.01767     0.0129   0.006052         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
    124/499      4.32G    0.01779    0.01298   0.005934         78        640:  25%|##5       | 10/40 [00:02<00:08,  3.70it/s]
    124/499      4.32G    0.01779    0.01298   0.005934         78        640:  28%|##7       | 11/40 [00:02<00:07,  3.71it/s]
    124/499      4.32G    0.01774    0.01318   0.006367         82        640:  28%|##7       | 11/40 [00:03<00:07,  3.71it/s]
    124/499      4.32G    0.01774    0.01318   0.006367         82        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
    124/499      4.32G    0.01761    0.01318   0.006161         76        640:  30%|###       | 12/40 [00:03<00:07,  3.61it/s]
    124/499      4.32G    0.01761    0.01318   0.006161         76        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
    124/499      4.32G     0.0175    0.01326   0.006136         77        640:  32%|###2      | 13/40 [00:03<00:07,  3.71it/s]
    124/499      4.32G     0.0175    0.01326   0.006136         77        640:  35%|###5      | 14/40 [00:03<00:06,  3.74it/s]
    124/499      4.32G     0.0174    0.01326   0.005889         81        640:  35%|###5      | 14/40 [00:04<00:06,  3.74it/s]
    124/499      4.32G     0.0174    0.01326   0.005889         81        640:  38%|###7      | 15/40 [00:04<00:06,  3.63it/s]
    124/499      4.32G     0.0174    0.01319   0.005783         70        640:  38%|###7      | 15/40 [00:04<00:06,  3.63it/s]
    124/499      4.32G     0.0174    0.01319   0.005783         70        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    124/499      4.32G     0.0174    0.01323   0.005758         74        640:  40%|####      | 16/40 [00:04<00:06,  3.73it/s]
    124/499      4.32G     0.0174    0.01323   0.005758         74        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
    124/499      4.32G     0.0174    0.01317   0.005692         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.72it/s]
    124/499      4.32G     0.0174    0.01317   0.005692         71        640:  45%|####5     | 18/40 [00:04<00:06,  3.61it/s]
    124/499      4.32G    0.01739    0.01309   0.005654         72        640:  45%|####5     | 18/40 [00:05<00:06,  3.61it/s]
    124/499      4.32G    0.01739    0.01309   0.005654         72        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
    124/499      4.32G    0.01734    0.01311   0.005513         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
    124/499      4.32G    0.01734    0.01311   0.005513         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    124/499      4.32G    0.01725     0.0131   0.005321         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.73it/s]
    124/499      4.32G    0.01725     0.0131   0.005321         79        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
    124/499      4.32G    0.01732    0.01316   0.005721         67        640:  52%|#####2    | 21/40 [00:05<00:05,  3.62it/s]
    124/499      4.32G    0.01732    0.01316   0.005721         67        640:  55%|#####5    | 22/40 [00:05<00:04,  3.72it/s]
    124/499      4.32G    0.01733    0.01322   0.005642         81        640:  55%|#####5    | 22/40 [00:06<00:04,  3.72it/s]
    124/499      4.32G    0.01733    0.01322   0.005642         81        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    124/499      4.32G    0.01727    0.01316    0.00565         72        640:  57%|#####7    | 23/40 [00:06<00:04,  3.72it/s]
    124/499      4.32G    0.01727    0.01316    0.00565         72        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    124/499      4.32G     0.0172    0.01305   0.005521         64        640:  60%|######    | 24/40 [00:06<00:04,  3.61it/s]
    124/499      4.32G     0.0172    0.01305   0.005521         64        640:  62%|######2   | 25/40 [00:06<00:04,  3.72it/s]
    124/499      4.32G    0.01718    0.01313   0.005468         82        640:  62%|######2   | 25/40 [00:07<00:04,  3.72it/s]
    124/499      4.32G    0.01718    0.01313   0.005468         82        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
    124/499      4.32G    0.01729    0.01317   0.005406         77        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
    124/499      4.32G    0.01729    0.01317   0.005406         77        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
    124/499      4.32G    0.01729    0.01316   0.005411         77        640:  68%|######7   | 27/40 [00:07<00:03,  3.64it/s]
    124/499      4.32G    0.01729    0.01316   0.005411         77        640:  70%|#######   | 28/40 [00:07<00:03,  3.81it/s]
    124/499      4.32G    0.01731    0.01318   0.005472         73        640:  70%|#######   | 28/40 [00:07<00:03,  3.81it/s]
    124/499      4.32G    0.01731    0.01318   0.005472         73        640:  72%|#######2  | 29/40 [00:07<00:02,  4.17it/s]
    124/499      4.32G    0.01724    0.01313   0.005414         67        640:  72%|#######2  | 29/40 [00:07<00:02,  4.17it/s]
    124/499      4.32G    0.01724    0.01313   0.005414         67        640:  75%|#######5  | 30/40 [00:07<00:02,  4.31it/s]
    124/499      4.32G    0.01723    0.01324   0.005413         89        640:  75%|#######5  | 30/40 [00:08<00:02,  4.31it/s]
    124/499      4.32G    0.01723    0.01324   0.005413         89        640:  78%|#######7  | 31/40 [00:08<00:01,  4.57it/s]
    124/499      4.32G    0.01722    0.01321   0.005439         66        640:  78%|#######7  | 31/40 [00:08<00:01,  4.57it/s]
    124/499      4.32G    0.01722    0.01321   0.005439         66        640:  80%|########  | 32/40 [00:08<00:01,  4.79it/s]
    124/499      4.32G    0.01715     0.0131   0.005388         65        640:  80%|########  | 32/40 [00:08<00:01,  4.79it/s]
    124/499      4.32G    0.01715     0.0131   0.005388         65        640:  82%|########2 | 33/40 [00:08<00:01,  4.74it/s]
    124/499      4.32G    0.01713    0.01309   0.005298         71        640:  82%|########2 | 33/40 [00:08<00:01,  4.74it/s]
    124/499      4.32G    0.01713    0.01309   0.005298         71        640:  85%|########5 | 34/40 [00:08<00:01,  4.89it/s]
    124/499      4.32G    0.01711    0.01318   0.005271         92        640:  85%|########5 | 34/40 [00:08<00:01,  4.89it/s]
    124/499      4.32G    0.01711    0.01318   0.005271         92        640:  88%|########7 | 35/40 [00:08<00:00,  5.03it/s]
    124/499      4.32G    0.01714    0.01318    0.00541         75        640:  88%|########7 | 35/40 [00:09<00:00,  5.03it/s]
    124/499      4.32G    0.01714    0.01318    0.00541         75        640:  90%|######### | 36/40 [00:09<00:00,  4.96it/s]
    124/499      4.32G    0.01716    0.01319   0.005487         66        640:  90%|######### | 36/40 [00:09<00:00,  4.96it/s]
    124/499      4.32G    0.01716    0.01319   0.005487         66        640:  92%|#########2| 37/40 [00:09<00:00,  5.06it/s]
    124/499      4.32G    0.01713    0.01318   0.005446         74        640:  92%|#########2| 37/40 [00:09<00:00,  5.06it/s]
    124/499      4.32G    0.01713    0.01318   0.005446         74        640:  95%|#########5| 38/40 [00:09<00:00,  5.02it/s]
    124/499      4.32G     0.0171    0.01313    0.00538         66        640:  95%|#########5| 38/40 [00:09<00:00,  5.02it/s]
    124/499      4.32G     0.0171    0.01313    0.00538         66        640:  98%|#########7| 39/40 [00:09<00:00,  4.37it/s]
    124/499      4.32G    0.01702    0.01311   0.005335         36        640:  98%|#########7| 39/40 [00:10<00:00,  4.37it/s]
    124/499      4.32G    0.01702    0.01311   0.005335         36        640: 100%|##########| 40/40 [00:10<00:00,  4.36it/s]
    124/499      4.32G    0.01702    0.01311   0.005335         36        640: 100%|##########| 40/40 [00:10<00:00,  3.98it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  1.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:01<00:01,  1.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  1.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:02<00:00,  1.81it/s]
                   all        132        263       0.88      0.856      0.874      0.723

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    125/499      4.32G    0.01636    0.01251    0.00285         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    125/499      4.32G    0.01636    0.01251    0.00285         72        640:   2%|2         | 1/40 [00:00<00:09,  3.95it/s]
    125/499      4.32G    0.01552    0.01276   0.002268         71        640:   2%|2         | 1/40 [00:00<00:09,  3.95it/s]
    125/499      4.32G    0.01552    0.01276   0.002268         71        640:   5%|5         | 2/40 [00:00<00:10,  3.55it/s]
    125/499      4.32G    0.01587    0.01242   0.003408         73        640:   5%|5         | 2/40 [00:00<00:10,  3.55it/s]
    125/499      4.32G    0.01587    0.01242   0.003408         73        640:   8%|7         | 3/40 [00:00<00:09,  3.81it/s]
    125/499      4.32G    0.01588    0.01239   0.004295         69        640:   8%|7         | 3/40 [00:01<00:09,  3.81it/s]
    125/499      4.32G    0.01588    0.01239   0.004295         69        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    125/499      4.32G    0.01616    0.01297   0.004968         80        640:  10%|#         | 4/40 [00:01<00:09,  3.73it/s]
    125/499      4.32G    0.01616    0.01297   0.004968         80        640:  12%|#2        | 5/40 [00:01<00:09,  3.60it/s]
    125/499      4.32G     0.0163    0.01315   0.005462         84        640:  12%|#2        | 5/40 [00:01<00:09,  3.60it/s]
    125/499      4.32G     0.0163    0.01315   0.005462         84        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
    125/499      4.32G    0.01631    0.01338   0.005988         81        640:  15%|#5        | 6/40 [00:01<00:09,  3.75it/s]
    125/499      4.32G    0.01631    0.01338   0.005988         81        640:  18%|#7        | 7/40 [00:01<00:08,  3.74it/s]
    125/499      4.32G    0.01653     0.0132   0.006404         64        640:  18%|#7        | 7/40 [00:02<00:08,  3.74it/s]
    125/499      4.32G    0.01653     0.0132   0.006404         64        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
    125/499      4.32G    0.01628    0.01303   0.006668         71        640:  20%|##        | 8/40 [00:02<00:08,  3.61it/s]
    125/499      4.32G    0.01628    0.01303   0.006668         71        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    125/499      4.32G    0.01617    0.01288   0.006121         74        640:  22%|##2       | 9/40 [00:02<00:08,  3.73it/s]
    125/499      4.32G    0.01617    0.01288   0.006121         74        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
    125/499      4.32G    0.01642    0.01268   0.006026         64        640:  25%|##5       | 10/40 [00:02<00:08,  3.71it/s]
    125/499      4.32G    0.01642    0.01268   0.006026         64        640:  28%|##7       | 11/40 [00:02<00:08,  3.59it/s]
    125/499      4.32G    0.01637    0.01271   0.005768         78        640:  28%|##7       | 11/40 [00:03<00:08,  3.59it/s]
    125/499      4.32G    0.01637    0.01271   0.005768         78        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
    125/499      4.32G    0.01633    0.01286   0.005558         85        640:  30%|###       | 12/40 [00:03<00:07,  3.75it/s]
    125/499      4.32G    0.01633    0.01286   0.005558         85        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
    125/499      4.32G    0.01635    0.01308   0.005717         88        640:  32%|###2      | 13/40 [00:03<00:07,  3.73it/s]
    125/499      4.32G    0.01635    0.01308   0.005717         88        640:  35%|###5      | 14/40 [00:03<00:07,  3.62it/s]
    125/499      4.32G    0.01623    0.01295   0.005555         72        640:  35%|###5      | 14/40 [00:04<00:07,  3.62it/s]
    125/499      4.32G    0.01623    0.01295   0.005555         72        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
    125/499      4.32G     0.0162     0.0131   0.005402         91        640:  38%|###7      | 15/40 [00:04<00:06,  3.75it/s]
    125/499      4.32G     0.0162     0.0131   0.005402         91        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
    125/499      4.32G    0.01623    0.01304   0.005466         71        640:  40%|####      | 16/40 [00:04<00:06,  3.70it/s]
    125/499      4.32G    0.01623    0.01304   0.005466         71        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
    125/499      4.32G    0.01639    0.01321   0.005599         82        640:  42%|####2     | 17/40 [00:04<00:06,  3.62it/s]
    125/499      4.32G    0.01639    0.01321   0.005599         82        640:  45%|####5     | 18/40 [00:04<00:05,  3.73it/s]
    125/499      4.32G    0.01632    0.01325   0.005483         81        640:  45%|####5     | 18/40 [00:05<00:05,  3.73it/s]
    125/499      4.32G    0.01632    0.01325   0.005483         81        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
    125/499      4.32G    0.01632    0.01326   0.005444         79        640:  48%|####7     | 19/40 [00:05<00:05,  3.71it/s]
    125/499      4.32G    0.01632    0.01326   0.005444         79        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
    125/499      4.32G    0.01629    0.01326   0.005316         81        640:  50%|#####     | 20/40 [00:05<00:05,  3.63it/s]
    125/499      4.32G    0.01629    0.01326   0.005316         81        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
    125/499      4.32G    0.01642    0.01317    0.00544         61        640:  52%|#####2    | 21/40 [00:05<00:05,  3.73it/s]
    125/499      4.32G    0.01642    0.01317    0.00544         61        640:  55%|#####5    | 22/40 [00:05<00:04,  3.70it/s]
    125/499      4.32G    0.01647    0.01321   0.005297         76        640:  55%|#####5    | 22/40 [00:06<00:04,  3.70it/s]
    125/499      4.32G    0.01647    0.01321   0.005297         76        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
    125/499      4.32G    0.01648    0.01314   0.005136         67        640:  57%|#####7    | 23/40 [00:06<00:04,  3.60it/s]
    125/499      4.32G    0.01648    0.01314   0.005136         67        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
    125/499      4.32G    0.01644    0.01311   0.005015         76        640:  60%|######    | 24/40 [00:06<00:04,  3.74it/s]
    125/499      4.32G    0.01644    0.01311   0.005015         76        640:  62%|######2   | 25/40 [00:06<00:03,  3.76it/s]
    125/499      4.32G     0.0164      0.013   0.005029         63        640:  62%|######2   | 25/40 [00:07<00:03,  3.76it/s]
    125/499      4.32G     0.0164      0.013   0.005029         63        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
    125/499      4.32G    0.01636    0.01295   0.005012         67        640:  65%|######5   | 26/40 [00:07<00:03,  3.72it/s]
    125/499      4.32G    0.01636    0.01295   0.005012         67        640:  68%|######7   | 27/40 [00:07<00:03,  4.08it/s]
    125/499      4.32G    0.01636    0.01287   0.004966         73        640:  68%|######7   | 27/40 [00:07<00:03,  4.08it/s]
    125/499      4.32G    0.01636    0.01287   0.004966         73        640:  70%|#######   | 28/40 [00:07<00:02,  4.39it/s]
    125/499      4.32G    0.01637    0.01287   0.005084         67        640:  70%|#######   | 28/40 [00:07<00:02,  4.39it/s]
    125/499      4.32G    0.01637    0.01287   0.005084         67        640:  72%|#######2  | 29/40 [00:07<00:02,  4.43it/s]
    125/499      4.32G    0.01634    0.01285   0.004992         81        640:  72%|#######2  | 29/40 [00:07<00:02,  4.43it/s]
    125/499      4.32G    0.01634    0.01285   0.004992         81        640:  75%|#######5  | 30/40 [00:07<00:02,  4.68it/s]
    125/499      4.32G    0.01638    0.01281   0.005044         66        640:  75%|#######5  | 30/40 [00:08<00:02,  4.68it/s]
    125/499      4.32G    0.01638    0.01281   0.005044         66        640:  78%|#######7  | 31/40 [00:08<00:01,  4.73it/s]
    125/499      4.32G    0.01637    0.01281   0.005004         76        640:  78%|#######7  | 31/40 [00:08<00:01,  4.73it/s]
    125/499      4.32G    0.01637    0.01281   0.005004         76        640:  80%|########  | 32/40 [00:08<00:01,  4.71it/s]
    125/499      4.32G    0.01631    0.01276   0.004989         56        640:  80%|########  | 32/40 [00:08<00:01,  4.71it/s]
    125/499      4.32G    0.01631    0.01276   0.004989         56        640:  82%|########2 | 33/40 [00:08<00:01,  4.90it/s]
    125/499      4.32G    0.01634    0.01266    0.00499         60        640:  82%|########2 | 33/40 [00:08<00:01,  4.90it/s]
    125/499      4.32G    0.01634    0.01266    0.00499         60        640:  85%|########5 | 34/40 [00:08<00:01,  5.00it/s]
    125/499      4.32G    0.01636    0.01261   0.004925         67        640:  85%|########5 | 34/40 [00:08<00:01,  5.00it/s]
    125/499      4.32G    0.01636    0.01261   0.004925         67        640:  88%|########7 | 35/40 [00:08<00:01,  4.96it/s]
    125/499      4.32G    0.01634    0.01265   0.004856         82        640:  88%|########7 | 35/40 [00:09<00:01,  4.96it/s]
    125/499      4.32G    0.01634    0.01265   0.004856         82        640:  90%|######### | 36/40 [00:09<00:00,  5.08it/s]
    125/499      4.32G    0.01628    0.01267   0.004869         84        640:  90%|######### | 36/40 [00:09<00:00,  5.08it/s]
    125/499      4.32G    0.01628    0.01267   0.004869         84        640:  92%|#########2| 37/40 [00:09<00:00,  5.20it/s]
    125/499      4.32G    0.01626    0.01272   0.004859         87        640:  92%|#########2| 37/40 [00:09<00:00,  5.20it/s]
    125/499      4.32G    0.01626    0.01272   0.004859         87        640:  95%|#########5| 38/40 [00:09<00:00,  5.10it/s]
    125/499      4.32G    0.01624     0.0128   0.004873         94        640:  95%|#########5| 38/40 [00:09<00:00,  5.10it/s]
    125/499      4.32G    0.01624     0.0128   0.004873         94        640:  98%|#########7| 39/40 [00:09<00:00,  5.08it/s]
    125/499      4.32G    0.01627    0.01286   0.004858         38        640:  98%|#########7| 39/40 [00:09<00:00,  5.08it/s]
    125/499      4.32G    0.01627    0.01286   0.004858         38        640: 100%|##########| 40/40 [00:09<00:00,  5.25it/s]
    125/499      4.32G    0.01627    0.01286   0.004858         38        640: 100%|##########| 40/40 [00:09<00:00,  4.10it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.26it/s]
                   all        132        263      0.854      0.882      0.895      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    126/499      4.32G    0.01708    0.01358   0.006299         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    126/499      4.32G    0.01708    0.01358   0.006299         81        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    126/499      4.32G    0.01834    0.01402   0.006772         78        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    126/499      4.32G    0.01834    0.01402   0.006772         78        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    126/499      4.32G    0.01814     0.0142   0.006164         84        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    126/499      4.32G    0.01814     0.0142   0.006164         84        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    126/499      4.32G    0.01772     0.0138   0.006087         73        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    126/499      4.32G    0.01772     0.0138   0.006087         73        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    126/499      4.32G    0.01785    0.01428   0.006028         89        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    126/499      4.32G    0.01785    0.01428   0.006028         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    126/499      4.32G    0.01753    0.01391     0.0055         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    126/499      4.32G    0.01753    0.01391     0.0055         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    126/499      4.32G    0.01744     0.0136   0.005089         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    126/499      4.32G    0.01744     0.0136   0.005089         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    126/499      4.32G    0.01715    0.01356   0.004741         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    126/499      4.32G    0.01715    0.01356   0.004741         83        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    126/499      4.32G    0.01692    0.01377   0.005145         81        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    126/499      4.32G    0.01692    0.01377   0.005145         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    126/499      4.32G    0.01692    0.01375   0.005058         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    126/499      4.32G    0.01692    0.01375   0.005058         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    126/499      4.32G    0.01691    0.01373   0.005192         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    126/499      4.32G    0.01691    0.01373   0.005192         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    126/499      4.32G    0.01692    0.01372   0.005409         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    126/499      4.32G    0.01692    0.01372   0.005409         78        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    126/499      4.32G     0.0168    0.01355   0.005226         67        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    126/499      4.32G     0.0168    0.01355   0.005226         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    126/499      4.32G    0.01707    0.01351   0.005729         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    126/499      4.32G    0.01707    0.01351   0.005729         60        640:  35%|###5      | 14/40 [00:02<00:05,  5.00it/s]
    126/499      4.32G    0.01698     0.0133    0.00555         62        640:  35%|###5      | 14/40 [00:02<00:05,  5.00it/s]
    126/499      4.32G    0.01698     0.0133    0.00555         62        640:  38%|###7      | 15/40 [00:02<00:05,  4.92it/s]
    126/499      4.32G    0.01684    0.01328   0.005428         91        640:  38%|###7      | 15/40 [00:03<00:05,  4.92it/s]
    126/499      4.32G    0.01684    0.01328   0.005428         91        640:  40%|####      | 16/40 [00:03<00:05,  4.76it/s]
    126/499      4.32G    0.01675    0.01322    0.00553         76        640:  40%|####      | 16/40 [00:03<00:05,  4.76it/s]
    126/499      4.32G    0.01675    0.01322    0.00553         76        640:  42%|####2     | 17/40 [00:03<00:04,  4.90it/s]
    126/499      4.32G    0.01683    0.01312   0.005694         65        640:  42%|####2     | 17/40 [00:03<00:04,  4.90it/s]
    126/499      4.32G    0.01683    0.01312   0.005694         65        640:  45%|####5     | 18/40 [00:03<00:04,  4.66it/s]
    126/499      4.32G    0.01676    0.01306   0.005693         76        640:  45%|####5     | 18/40 [00:03<00:04,  4.66it/s]
    126/499      4.32G    0.01676    0.01306   0.005693         76        640:  48%|####7     | 19/40 [00:03<00:05,  4.17it/s]
    126/499      4.32G    0.01668    0.01301   0.005759         74        640:  48%|####7     | 19/40 [00:04<00:05,  4.17it/s]
    126/499      4.32G    0.01668    0.01301   0.005759         74        640:  50%|#####     | 20/40 [00:04<00:04,  4.10it/s]
    126/499      4.32G    0.01656    0.01295   0.005892         73        640:  50%|#####     | 20/40 [00:04<00:04,  4.10it/s]
    126/499      4.32G    0.01656    0.01295   0.005892         73        640:  52%|#####2    | 21/40 [00:04<00:04,  4.08it/s]
    126/499      4.32G    0.01672    0.01298    0.00596         61        640:  52%|#####2    | 21/40 [00:04<00:04,  4.08it/s]
    126/499      4.32G    0.01672    0.01298    0.00596         61        640:  55%|#####5    | 22/40 [00:04<00:04,  3.81it/s]
    126/499      4.32G    0.01677    0.01307   0.005851         84        640:  55%|#####5    | 22/40 [00:04<00:04,  3.81it/s]
    126/499      4.32G    0.01677    0.01307   0.005851         84        640:  57%|#####7    | 23/40 [00:04<00:04,  4.06it/s]
    126/499      4.32G    0.01672    0.01303    0.00587         76        640:  57%|#####7    | 23/40 [00:05<00:04,  4.06it/s]
    126/499      4.32G    0.01672    0.01303    0.00587         76        640:  60%|######    | 24/40 [00:05<00:03,  4.36it/s]
    126/499      4.32G    0.01672     0.0131   0.005877         85        640:  60%|######    | 24/40 [00:05<00:03,  4.36it/s]
    126/499      4.32G    0.01672     0.0131   0.005877         85        640:  62%|######2   | 25/40 [00:05<00:03,  4.45it/s]
    126/499      4.32G    0.01679    0.01313   0.005807         70        640:  62%|######2   | 25/40 [00:05<00:03,  4.45it/s]
    126/499      4.32G    0.01679    0.01313   0.005807         70        640:  65%|######5   | 26/40 [00:05<00:03,  4.66it/s]
    126/499      4.32G    0.01681    0.01313   0.005679         68        640:  65%|######5   | 26/40 [00:05<00:03,  4.66it/s]
    126/499      4.32G    0.01681    0.01313   0.005679         68        640:  68%|######7   | 27/40 [00:05<00:02,  4.73it/s]
    126/499      4.32G    0.01681    0.01306   0.005649         65        640:  68%|######7   | 27/40 [00:05<00:02,  4.73it/s]
    126/499      4.32G    0.01681    0.01306   0.005649         65        640:  70%|#######   | 28/40 [00:05<00:02,  4.75it/s]
    126/499      4.32G    0.01681    0.01306   0.005633         66        640:  70%|#######   | 28/40 [00:06<00:02,  4.75it/s]
    126/499      4.32G    0.01681    0.01306   0.005633         66        640:  72%|#######2  | 29/40 [00:06<00:02,  4.92it/s]
    126/499      4.32G    0.01676    0.01305   0.005719         72        640:  72%|#######2  | 29/40 [00:06<00:02,  4.92it/s]
    126/499      4.32G    0.01676    0.01305   0.005719         72        640:  75%|#######5  | 30/40 [00:06<00:01,  5.02it/s]
    126/499      4.32G    0.01683    0.01304   0.005778         68        640:  75%|#######5  | 30/40 [00:06<00:01,  5.02it/s]
    126/499      4.32G    0.01683    0.01304   0.005778         68        640:  78%|#######7  | 31/40 [00:06<00:01,  4.94it/s]
    126/499      4.32G    0.01682      0.013   0.005681         70        640:  78%|#######7  | 31/40 [00:06<00:01,  4.94it/s]
    126/499      4.32G    0.01682      0.013   0.005681         70        640:  80%|########  | 32/40 [00:06<00:01,  5.09it/s]
    126/499      4.32G     0.0168    0.01298   0.005615         66        640:  80%|########  | 32/40 [00:06<00:01,  5.09it/s]
    126/499      4.32G     0.0168    0.01298   0.005615         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    126/499      4.32G    0.01675    0.01294   0.005526         72        640:  82%|########2 | 33/40 [00:07<00:01,  5.20it/s]
    126/499      4.32G    0.01675    0.01294   0.005526         72        640:  85%|########5 | 34/40 [00:07<00:01,  5.02it/s]
    126/499      4.32G    0.01672    0.01298   0.005459         82        640:  85%|########5 | 34/40 [00:07<00:01,  5.02it/s]
    126/499      4.32G    0.01672    0.01298   0.005459         82        640:  88%|########7 | 35/40 [00:07<00:00,  5.14it/s]
    126/499      4.32G    0.01669    0.01296   0.005432         68        640:  88%|########7 | 35/40 [00:07<00:00,  5.14it/s]
    126/499      4.32G    0.01669    0.01296   0.005432         68        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    126/499      4.32G    0.01666    0.01291   0.005405         65        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    126/499      4.32G    0.01666    0.01291   0.005405         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    126/499      4.32G    0.01665    0.01287   0.005382         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    126/499      4.32G    0.01665    0.01287   0.005382         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    126/499      4.32G    0.01662    0.01285     0.0053         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    126/499      4.32G    0.01662    0.01285     0.0053         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    126/499      4.32G    0.01664    0.01279   0.005303         32        640:  98%|#########7| 39/40 [00:08<00:00,  5.28it/s]
    126/499      4.32G    0.01664    0.01279   0.005303         32        640: 100%|##########| 40/40 [00:08<00:00,  5.26it/s]
    126/499      4.32G    0.01664    0.01279   0.005303         32        640: 100%|##########| 40/40 [00:08<00:00,  4.90it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.903      0.854       0.88      0.728

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    127/499      4.32G    0.01616    0.01118   0.004132         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    127/499      4.32G    0.01616    0.01118   0.004132         64        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
    127/499      4.32G    0.01624    0.01184   0.003857         70        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
    127/499      4.32G    0.01624    0.01184   0.003857         70        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    127/499      4.32G    0.01594    0.01262   0.003387         81        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    127/499      4.32G    0.01594    0.01262   0.003387         81        640:   8%|7         | 3/40 [00:00<00:07,  5.11it/s]
    127/499      4.32G    0.01562    0.01248   0.003595         70        640:   8%|7         | 3/40 [00:00<00:07,  5.11it/s]
    127/499      4.32G    0.01562    0.01248   0.003595         70        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    127/499      4.32G    0.01582    0.01248   0.003389         67        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    127/499      4.32G    0.01582    0.01248   0.003389         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    127/499      4.32G    0.01556     0.0125   0.003476         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    127/499      4.32G    0.01556     0.0125   0.003476         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    127/499      4.32G    0.01563    0.01266   0.004222         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    127/499      4.32G    0.01563    0.01266   0.004222         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    127/499      4.32G    0.01572    0.01283   0.004971         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    127/499      4.32G    0.01572    0.01283   0.004971         80        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    127/499      4.32G    0.01554    0.01274   0.004869         68        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    127/499      4.32G    0.01554    0.01274   0.004869         68        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    127/499      4.32G    0.01541     0.0127   0.005189         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    127/499      4.32G    0.01541     0.0127   0.005189         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    127/499      4.32G    0.01542    0.01267   0.005257         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    127/499      4.32G    0.01542    0.01267   0.005257         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    127/499      4.32G    0.01545    0.01263   0.005168         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    127/499      4.32G    0.01545    0.01263   0.005168         70        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    127/499      4.32G    0.01538    0.01257   0.005194         73        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    127/499      4.32G    0.01538    0.01257   0.005194         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    127/499      4.32G    0.01543     0.0126   0.005299         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    127/499      4.32G    0.01543     0.0126   0.005299         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    127/499      4.32G    0.01542    0.01254   0.005114         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    127/499      4.32G    0.01542    0.01254   0.005114         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.09it/s]
    127/499      4.32G    0.01542    0.01248   0.005021         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.09it/s]
    127/499      4.32G    0.01542    0.01248   0.005021         72        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    127/499      4.32G    0.01546    0.01246   0.005305         71        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    127/499      4.32G    0.01546    0.01246   0.005305         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    127/499      4.32G    0.01552    0.01249   0.005219         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    127/499      4.32G    0.01552    0.01249   0.005219         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    127/499      4.32G    0.01555    0.01267   0.005126         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    127/499      4.32G    0.01555    0.01267   0.005126         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    127/499      4.32G    0.01549    0.01263   0.005109         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    127/499      4.32G    0.01549    0.01263   0.005109         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    127/499      4.32G    0.01544    0.01267   0.005089         76        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
    127/499      4.32G    0.01544    0.01267   0.005089         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    127/499      4.32G    0.01547    0.01262   0.005151         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    127/499      4.32G    0.01547    0.01262   0.005151         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    127/499      4.32G     0.0155    0.01261   0.005138         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    127/499      4.32G     0.0155    0.01261   0.005138         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    127/499      4.32G    0.01551    0.01267   0.005098         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    127/499      4.32G    0.01551    0.01267   0.005098         76        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    127/499      4.32G    0.01547    0.01263   0.005125         64        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    127/499      4.32G    0.01547    0.01263   0.005125         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    127/499      4.32G    0.01555    0.01268   0.005521         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    127/499      4.32G    0.01555    0.01268   0.005521         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    127/499      4.32G    0.01558    0.01263   0.005468         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    127/499      4.32G    0.01558    0.01263   0.005468         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    127/499      4.32G    0.01565    0.01269   0.005393         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    127/499      4.32G    0.01565    0.01269   0.005393         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    127/499      4.32G    0.01569    0.01274   0.005341         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    127/499      4.32G    0.01569    0.01274   0.005341         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    127/499      4.32G    0.01563    0.01276   0.005285         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    127/499      4.32G    0.01563    0.01276   0.005285         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.08it/s]
    127/499      4.32G    0.01569    0.01283   0.005334         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.08it/s]
    127/499      4.32G    0.01569    0.01283   0.005334         86        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    127/499      4.32G    0.01573    0.01287   0.005342         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    127/499      4.32G    0.01573    0.01287   0.005342         78        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    127/499      4.32G    0.01567    0.01278    0.00531         58        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    127/499      4.32G    0.01567    0.01278    0.00531         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    127/499      4.32G     0.0157    0.01291   0.005465        100        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    127/499      4.32G     0.0157    0.01291   0.005465        100        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    127/499      4.32G    0.01575    0.01298   0.005496         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    127/499      4.32G    0.01575    0.01298   0.005496         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    127/499      4.32G    0.01574    0.01294   0.005492         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    127/499      4.32G    0.01574    0.01294   0.005492         65        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    127/499      4.32G    0.01576    0.01289   0.005479         68        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    127/499      4.32G    0.01576    0.01289   0.005479         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    127/499      4.32G    0.01578    0.01284   0.005692         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    127/499      4.32G    0.01578    0.01284   0.005692         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    127/499      4.32G    0.01579    0.01287   0.005676         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    127/499      4.32G    0.01579    0.01287   0.005676         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    127/499      4.32G    0.01581    0.01283   0.005834         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    127/499      4.32G    0.01581    0.01283   0.005834         30        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    127/499      4.32G    0.01581    0.01283   0.005834         30        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.894      0.864      0.904      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    128/499      4.32G    0.01792    0.01486   0.003796         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    128/499      4.32G    0.01792    0.01486   0.003796         74        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
    128/499      4.32G    0.01656    0.01455   0.002918         85        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
    128/499      4.32G    0.01656    0.01455   0.002918         85        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    128/499      4.32G    0.01625    0.01377   0.003871         80        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    128/499      4.32G    0.01625    0.01377   0.003871         80        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    128/499      4.32G    0.01611    0.01375   0.004566         80        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    128/499      4.32G    0.01611    0.01375   0.004566         80        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    128/499      4.32G    0.01609    0.01355   0.005001         77        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    128/499      4.32G    0.01609    0.01355   0.005001         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    128/499      4.32G    0.01606    0.01367   0.005071         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    128/499      4.32G    0.01606    0.01367   0.005071         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    128/499      4.32G    0.01586    0.01334   0.004642         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    128/499      4.32G    0.01586    0.01334   0.004642         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    128/499      4.32G    0.01626    0.01331   0.004994         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    128/499      4.32G    0.01626    0.01331   0.004994         65        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    128/499      4.32G    0.01602    0.01321   0.004938         80        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    128/499      4.32G    0.01602    0.01321   0.004938         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    128/499      4.32G    0.01603    0.01351   0.004958         94        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    128/499      4.32G    0.01603    0.01351   0.004958         94        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    128/499      4.32G    0.01596    0.01317   0.004838         59        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    128/499      4.32G    0.01596    0.01317   0.004838         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    128/499      4.32G    0.01602    0.01311    0.00505         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    128/499      4.32G    0.01602    0.01311    0.00505         58        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    128/499      4.32G    0.01607    0.01316   0.005635         73        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    128/499      4.32G    0.01607    0.01316   0.005635         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    128/499      4.32G    0.01621    0.01319   0.006203         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    128/499      4.32G    0.01621    0.01319   0.006203         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    128/499      4.32G    0.01621     0.0132   0.006377         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    128/499      4.32G    0.01621     0.0132   0.006377         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    128/499      4.32G    0.01627    0.01336   0.006364         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    128/499      4.32G    0.01627    0.01336   0.006364         82        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    128/499      4.32G    0.01645    0.01346   0.006403         80        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    128/499      4.32G    0.01645    0.01346   0.006403         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    128/499      4.32G     0.0165    0.01344   0.006156         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    128/499      4.32G     0.0165    0.01344   0.006156         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    128/499      4.32G    0.01647    0.01342   0.006207         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    128/499      4.32G    0.01647    0.01342   0.006207         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    128/499      4.32G    0.01643    0.01331   0.006338         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    128/499      4.32G    0.01643    0.01331   0.006338         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    128/499      4.32G    0.01639    0.01333   0.006313         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    128/499      4.32G    0.01639    0.01333   0.006313         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    128/499      4.32G    0.01633    0.01333   0.006124         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    128/499      4.32G    0.01633    0.01333   0.006124         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    128/499      4.32G    0.01632    0.01346   0.006045         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    128/499      4.32G    0.01632    0.01346   0.006045         90        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    128/499      4.32G    0.01631    0.01327   0.005905         52        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    128/499      4.32G    0.01631    0.01327   0.005905         52        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    128/499      4.32G    0.01634    0.01332   0.005747         79        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    128/499      4.32G    0.01634    0.01332   0.005747         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    128/499      4.32G     0.0164    0.01321   0.005821         59        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    128/499      4.32G     0.0164    0.01321   0.005821         59        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    128/499      4.32G    0.01627    0.01319   0.005734         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    128/499      4.32G    0.01627    0.01319   0.005734         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    128/499      4.32G    0.01627    0.01323   0.005724         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    128/499      4.32G    0.01627    0.01323   0.005724         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    128/499      4.32G    0.01625    0.01329   0.005678         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    128/499      4.32G    0.01625    0.01329   0.005678         94        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    128/499      4.32G    0.01623    0.01326   0.005794         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    128/499      4.32G    0.01623    0.01326   0.005794         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    128/499      4.32G    0.01618    0.01328   0.005774         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    128/499      4.32G    0.01618    0.01328   0.005774         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    128/499      4.32G    0.01618    0.01332   0.005741         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    128/499      4.32G    0.01618    0.01332   0.005741         89        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    128/499      4.32G    0.01619    0.01338   0.005714         88        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    128/499      4.32G    0.01619    0.01338   0.005714         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    128/499      4.32G     0.0162     0.0134   0.005853         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    128/499      4.32G     0.0162     0.0134   0.005853         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    128/499      4.32G    0.01621    0.01337   0.005881         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    128/499      4.32G    0.01621    0.01337   0.005881         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    128/499      4.32G    0.01619    0.01334   0.005825         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    128/499      4.32G    0.01619    0.01334   0.005825         79        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    128/499      4.32G     0.0162    0.01332   0.005989         72        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    128/499      4.32G     0.0162    0.01332   0.005989         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.34it/s]
    128/499      4.32G    0.01626    0.01329   0.006036         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    128/499      4.32G    0.01626    0.01329   0.006036         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    128/499      4.32G     0.0162    0.01322    0.00603         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    128/499      4.32G     0.0162    0.01322    0.00603         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    128/499      4.32G    0.01612    0.01316   0.005924         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    128/499      4.32G    0.01612    0.01316   0.005924         40        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    128/499      4.32G    0.01612    0.01316   0.005924         40        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.833      0.875       0.89      0.736

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    129/499      4.32G    0.01429    0.01495   0.005403         95        640:   0%|          | 0/40 [00:00<?, ?it/s]
    129/499      4.32G    0.01429    0.01495   0.005403         95        640:   2%|2         | 1/40 [00:00<00:08,  4.82it/s]
    129/499      4.32G    0.01457    0.01293   0.004823         73        640:   2%|2         | 1/40 [00:00<00:08,  4.82it/s]
    129/499      4.32G    0.01457    0.01293   0.004823         73        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    129/499      4.32G    0.01548     0.0133   0.005025         81        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    129/499      4.32G    0.01548     0.0133   0.005025         81        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    129/499      4.32G    0.01627    0.01374   0.007707         66        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    129/499      4.32G    0.01627    0.01374   0.007707         66        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    129/499      4.32G    0.01601      0.014   0.006963         86        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    129/499      4.32G    0.01601      0.014   0.006963         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    129/499      4.32G     0.0159    0.01374   0.006584         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    129/499      4.32G     0.0159    0.01374   0.006584         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    129/499      4.32G    0.01592    0.01358   0.006233         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    129/499      4.32G    0.01592    0.01358   0.006233         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    129/499      4.32G    0.01602     0.0134   0.006331         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    129/499      4.32G    0.01602     0.0134   0.006331         69        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    129/499      4.32G    0.01605    0.01369   0.005984         90        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    129/499      4.32G    0.01605    0.01369   0.005984         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    129/499      4.32G    0.01605    0.01339   0.006124         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    129/499      4.32G    0.01605    0.01339   0.006124         58        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    129/499      4.32G    0.01644    0.01335   0.006332         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    129/499      4.32G    0.01644    0.01335   0.006332         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    129/499      4.32G    0.01638    0.01324   0.006108         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    129/499      4.32G    0.01638    0.01324   0.006108         73        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    129/499      4.32G    0.01631    0.01297   0.006088         55        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    129/499      4.32G    0.01631    0.01297   0.006088         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    129/499      4.32G    0.01618    0.01286   0.005876         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    129/499      4.32G    0.01618    0.01286   0.005876         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    129/499      4.32G    0.01611    0.01291   0.005695         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    129/499      4.32G    0.01611    0.01291   0.005695         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    129/499      4.32G     0.0161    0.01281   0.005858         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    129/499      4.32G     0.0161    0.01281   0.005858         63        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    129/499      4.32G    0.01605    0.01295   0.005734         91        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    129/499      4.32G    0.01605    0.01295   0.005734         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    129/499      4.32G    0.01618    0.01292   0.006124         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    129/499      4.32G    0.01618    0.01292   0.006124         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    129/499      4.32G     0.0162    0.01305   0.006049         90        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    129/499      4.32G     0.0162    0.01305   0.006049         90        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    129/499      4.32G    0.01648    0.01312   0.005965         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    129/499      4.32G    0.01648    0.01312   0.005965         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    129/499      4.32G    0.01641    0.01296   0.005847         56        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    129/499      4.32G    0.01641    0.01296   0.005847         56        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    129/499      4.32G    0.01645    0.01293   0.005832         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    129/499      4.32G    0.01645    0.01293   0.005832         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    129/499      4.32G     0.0165    0.01282   0.005765         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    129/499      4.32G     0.0165    0.01282   0.005765         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    129/499      4.32G    0.01655    0.01284   0.005847         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    129/499      4.32G    0.01655    0.01284   0.005847         71        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    129/499      4.32G    0.01657    0.01286   0.005838         75        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    129/499      4.32G    0.01657    0.01286   0.005838         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    129/499      4.32G    0.01652    0.01282   0.005688         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    129/499      4.32G    0.01652    0.01282   0.005688         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    129/499      4.32G     0.0165    0.01286   0.005622         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    129/499      4.32G     0.0165    0.01286   0.005622         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    129/499      4.32G    0.01645    0.01281   0.005596         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    129/499      4.32G    0.01645    0.01281   0.005596         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    129/499      4.32G    0.01643    0.01288   0.005702         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    129/499      4.32G    0.01643    0.01288   0.005702         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    129/499      4.32G    0.01634    0.01283   0.005618         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    129/499      4.32G    0.01634    0.01283   0.005618         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    129/499      4.32G    0.01632    0.01284   0.005566         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    129/499      4.32G    0.01632    0.01284   0.005566         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    129/499      4.32G    0.01635    0.01283   0.005638         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    129/499      4.32G    0.01635    0.01283   0.005638         72        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    129/499      4.32G    0.01642    0.01284   0.005704         73        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    129/499      4.32G    0.01642    0.01284   0.005704         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    129/499      4.32G    0.01637     0.0128   0.005626         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    129/499      4.32G    0.01637     0.0128   0.005626         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    129/499      4.32G    0.01638    0.01282   0.005603         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    129/499      4.32G    0.01638    0.01282   0.005603         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    129/499      4.32G     0.0164    0.01281   0.005609         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    129/499      4.32G     0.0164    0.01281   0.005609         75        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    129/499      4.32G    0.01639    0.01278   0.005657         71        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    129/499      4.32G    0.01639    0.01278   0.005657         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.07it/s]
    129/499      4.32G    0.01639    0.01291   0.005723         94        640:  92%|#########2| 37/40 [00:07<00:00,  5.07it/s]
    129/499      4.32G    0.01639    0.01291   0.005723         94        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    129/499      4.32G    0.01638    0.01296    0.00563         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    129/499      4.32G    0.01638    0.01296    0.00563         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    129/499      4.32G    0.01636    0.01309   0.005618         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    129/499      4.32G    0.01636    0.01309   0.005618         59        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    129/499      4.32G    0.01636    0.01309   0.005618         59        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.834      0.881       0.88      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    130/499      4.32G      0.016    0.01566   0.005279         92        640:   0%|          | 0/40 [00:00<?, ?it/s]
    130/499      4.32G      0.016    0.01566   0.005279         92        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    130/499      4.32G    0.01621    0.01532   0.005471         78        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    130/499      4.32G    0.01621    0.01532   0.005471         78        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    130/499      4.32G    0.01638    0.01517   0.004588         79        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    130/499      4.32G    0.01638    0.01517   0.004588         79        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    130/499      4.32G    0.01608    0.01498   0.005061         82        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    130/499      4.32G    0.01608    0.01498   0.005061         82        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    130/499      4.32G    0.01643    0.01489   0.005659         74        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    130/499      4.32G    0.01643    0.01489   0.005659         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.44it/s]
    130/499      4.32G    0.01633     0.0143   0.005564         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.44it/s]
    130/499      4.32G    0.01633     0.0143   0.005564         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    130/499      4.32G    0.01603    0.01364   0.005546         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    130/499      4.32G    0.01603    0.01364   0.005546         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    130/499      4.32G    0.01613     0.0135   0.005586         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    130/499      4.32G    0.01613     0.0135   0.005586         66        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    130/499      4.32G    0.01602    0.01345   0.005783         75        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    130/499      4.32G    0.01602    0.01345   0.005783         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    130/499      4.32G    0.01603    0.01336    0.00576         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    130/499      4.32G    0.01603    0.01336    0.00576         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    130/499      4.32G    0.01604    0.01328   0.005643         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    130/499      4.32G    0.01604    0.01328   0.005643         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    130/499      4.32G    0.01642    0.01319   0.005546         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    130/499      4.32G    0.01642    0.01319   0.005546         65        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    130/499      4.32G     0.0164    0.01332   0.005417         93        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    130/499      4.32G     0.0164    0.01332   0.005417         93        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    130/499      4.32G    0.01641    0.01329   0.005355         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    130/499      4.32G    0.01641    0.01329   0.005355         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    130/499      4.32G    0.01648    0.01333   0.005601         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    130/499      4.32G    0.01648    0.01333   0.005601         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    130/499      4.32G    0.01653    0.01342   0.005474         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    130/499      4.32G    0.01653    0.01342   0.005474         70        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    130/499      4.32G     0.0165    0.01339   0.005327         72        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    130/499      4.32G     0.0165    0.01339   0.005327         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    130/499      4.32G    0.01649    0.01349   0.005294         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    130/499      4.32G    0.01649    0.01349   0.005294         93        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    130/499      4.32G    0.01648    0.01351   0.005296         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    130/499      4.32G    0.01648    0.01351   0.005296         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    130/499      4.32G    0.01651    0.01347   0.005226         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    130/499      4.32G    0.01651    0.01347   0.005226         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    130/499      4.32G    0.01651    0.01348   0.005159         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    130/499      4.32G    0.01651    0.01348   0.005159         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    130/499      4.32G    0.01652     0.0136    0.00513         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    130/499      4.32G    0.01652     0.0136    0.00513         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    130/499      4.32G    0.01654     0.0137   0.005074         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    130/499      4.32G    0.01654     0.0137   0.005074         90        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    130/499      4.32G    0.01646    0.01369   0.004926         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    130/499      4.32G    0.01646    0.01369   0.004926         83        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    130/499      4.32G    0.01647    0.01368   0.005001         77        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    130/499      4.32G    0.01647    0.01368   0.005001         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    130/499      4.32G    0.01658     0.0136   0.005207         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    130/499      4.32G    0.01658     0.0136   0.005207         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.40it/s]
    130/499      4.32G    0.01655    0.01356     0.0052         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.40it/s]
    130/499      4.32G    0.01655    0.01356     0.0052         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    130/499      4.32G    0.01656    0.01358   0.005187         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    130/499      4.32G    0.01656    0.01358   0.005187         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    130/499      4.32G     0.0166     0.0137   0.005305         93        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    130/499      4.32G     0.0166     0.0137   0.005305         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    130/499      4.32G    0.01665    0.01361   0.005241         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    130/499      4.32G    0.01665    0.01361   0.005241         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    130/499      4.32G    0.01663     0.0135    0.00513         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    130/499      4.32G    0.01663     0.0135    0.00513         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    130/499      4.32G    0.01666    0.01351   0.005121         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    130/499      4.32G    0.01666    0.01351   0.005121         79        640:  80%|########  | 32/40 [00:06<00:01,  5.39it/s]
    130/499      4.32G    0.01667    0.01351   0.005079         75        640:  80%|########  | 32/40 [00:06<00:01,  5.39it/s]
    130/499      4.32G    0.01667    0.01351   0.005079         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    130/499      4.32G    0.01665    0.01346   0.005106         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    130/499      4.32G    0.01665    0.01346   0.005106         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    130/499      4.32G    0.01666    0.01345   0.005071         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    130/499      4.32G    0.01666    0.01345   0.005071         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
    130/499      4.32G    0.01666    0.01338   0.005007         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
    130/499      4.32G    0.01666    0.01338   0.005007         70        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    130/499      4.32G    0.01664    0.01335   0.005006         76        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    130/499      4.32G    0.01664    0.01335   0.005006         76        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    130/499      4.32G    0.01658    0.01333   0.005128         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    130/499      4.32G    0.01658    0.01333   0.005128         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    130/499      4.32G     0.0167     0.0133   0.005122         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    130/499      4.32G     0.0167     0.0133   0.005122         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    130/499      4.32G    0.01669    0.01326   0.005144         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    130/499      4.32G    0.01669    0.01326   0.005144         38        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    130/499      4.32G    0.01669    0.01326   0.005144         38        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263       0.87      0.834      0.876      0.738

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    131/499      4.32G     0.0159    0.01038   0.007263         59        640:   0%|          | 0/40 [00:00<?, ?it/s]
    131/499      4.32G     0.0159    0.01038   0.007263         59        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
    131/499      4.32G    0.01617    0.01138    0.00573         64        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
    131/499      4.32G    0.01617    0.01138    0.00573         64        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
    131/499      4.32G    0.01729    0.01165   0.004482         58        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
    131/499      4.32G    0.01729    0.01165   0.004482         58        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    131/499      4.32G    0.01707    0.01185   0.005328         66        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    131/499      4.32G    0.01707    0.01185   0.005328         66        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    131/499      4.32G    0.01724    0.01222   0.005028         72        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    131/499      4.32G    0.01724    0.01222   0.005028         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    131/499      4.32G    0.01718    0.01194   0.005021         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    131/499      4.32G    0.01718    0.01194   0.005021         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    131/499      4.32G    0.01689    0.01202   0.005164         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    131/499      4.32G    0.01689    0.01202   0.005164         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    131/499      4.32G    0.01692    0.01258   0.005458         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    131/499      4.32G    0.01692    0.01258   0.005458         89        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    131/499      4.32G    0.01675    0.01292   0.005738         90        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    131/499      4.32G    0.01675    0.01292   0.005738         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    131/499      4.32G    0.01663    0.01289   0.005621         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    131/499      4.32G    0.01663    0.01289   0.005621         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    131/499      4.32G    0.01655    0.01294   0.005379         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    131/499      4.32G    0.01655    0.01294   0.005379         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    131/499      4.32G     0.0165    0.01283   0.005291         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    131/499      4.32G     0.0165    0.01283   0.005291         71        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    131/499      4.32G    0.01647    0.01288   0.005331         82        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    131/499      4.32G    0.01647    0.01288   0.005331         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    131/499      4.32G    0.01634    0.01289   0.005202         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    131/499      4.32G    0.01634    0.01289   0.005202         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    131/499      4.32G    0.01626    0.01296   0.005064         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    131/499      4.32G    0.01626    0.01296   0.005064         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    131/499      4.32G    0.01618    0.01279   0.004965         55        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    131/499      4.32G    0.01618    0.01279   0.004965         55        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    131/499      4.32G    0.01622     0.0129    0.00485         82        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    131/499      4.32G    0.01622     0.0129    0.00485         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    131/499      4.32G    0.01623    0.01282   0.004932         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    131/499      4.32G    0.01623    0.01282   0.004932         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    131/499      4.32G    0.01625    0.01284   0.004939         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    131/499      4.32G    0.01625    0.01284   0.004939         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    131/499      4.32G     0.0162    0.01289   0.004968         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    131/499      4.32G     0.0162    0.01289   0.004968         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    131/499      4.32G    0.01618    0.01292   0.004965         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    131/499      4.32G    0.01618    0.01292   0.004965         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    131/499      4.32G    0.01631    0.01274   0.005003         50        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    131/499      4.32G    0.01631    0.01274   0.005003         50        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    131/499      4.32G    0.01613    0.01259   0.004858         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    131/499      4.32G    0.01613    0.01259   0.004858         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    131/499      4.32G    0.01604    0.01251   0.004775         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    131/499      4.32G    0.01604    0.01251   0.004775         69        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    131/499      4.32G    0.01599    0.01251   0.004682         84        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    131/499      4.32G    0.01599    0.01251   0.004682         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    131/499      4.32G    0.01604    0.01256   0.004713         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    131/499      4.32G    0.01604    0.01256   0.004713         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    131/499      4.32G    0.01613    0.01251   0.004596         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    131/499      4.32G    0.01613    0.01251   0.004596         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    131/499      4.32G    0.01615    0.01245   0.004533         55        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    131/499      4.32G    0.01615    0.01245   0.004533         55        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    131/499      4.32G    0.01618    0.01246   0.004523         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    131/499      4.32G    0.01618    0.01246   0.004523         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    131/499      4.32G    0.01623    0.01241   0.004783         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    131/499      4.32G    0.01623    0.01241   0.004783         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    131/499      4.32G    0.01625    0.01246   0.004749         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    131/499      4.32G    0.01625    0.01246   0.004749         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    131/499      4.32G    0.01624    0.01247   0.004723         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    131/499      4.32G    0.01624    0.01247   0.004723         70        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    131/499      4.32G    0.01621    0.01255   0.004644         93        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    131/499      4.32G    0.01621    0.01255   0.004644         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    131/499      4.32G    0.01626    0.01256   0.004677         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    131/499      4.32G    0.01626    0.01256   0.004677         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    131/499      4.32G    0.01623    0.01251   0.004699         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    131/499      4.32G    0.01623    0.01251   0.004699         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    131/499      4.32G    0.01623     0.0125   0.004708         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    131/499      4.32G    0.01623     0.0125   0.004708         73        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    131/499      4.32G    0.01624    0.01253   0.004825         74        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    131/499      4.32G    0.01624    0.01253   0.004825         74        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    131/499      4.32G    0.01624    0.01259   0.004871         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    131/499      4.32G    0.01624    0.01259   0.004871         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    131/499      4.32G    0.01623    0.01266   0.004847         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    131/499      4.32G    0.01623    0.01266   0.004847         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    131/499      4.32G     0.0162    0.01267   0.004896         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    131/499      4.32G     0.0162    0.01267   0.004896         35        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    131/499      4.32G     0.0162    0.01267   0.004896         35        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263       0.88      0.865      0.896      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    132/499      4.32G    0.01553    0.01019   0.004312         57        640:   0%|          | 0/40 [00:00<?, ?it/s]
    132/499      4.32G    0.01553    0.01019   0.004312         57        640:   2%|2         | 1/40 [00:00<00:08,  4.77it/s]
    132/499      4.32G     0.0173    0.01184   0.004892         67        640:   2%|2         | 1/40 [00:00<00:08,  4.77it/s]
    132/499      4.32G     0.0173    0.01184   0.004892         67        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    132/499      4.32G    0.01702    0.01166   0.004775         68        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    132/499      4.32G    0.01702    0.01166   0.004775         68        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    132/499      4.32G    0.01752    0.01238   0.005436         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    132/499      4.32G    0.01752    0.01238   0.005436         84        640:  10%|#         | 4/40 [00:00<00:06,  5.14it/s]
    132/499      4.32G    0.01721    0.01308   0.005261         91        640:  10%|#         | 4/40 [00:00<00:06,  5.14it/s]
    132/499      4.32G    0.01721    0.01308   0.005261         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    132/499      4.32G    0.01709    0.01327   0.005166         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    132/499      4.32G    0.01709    0.01327   0.005166         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    132/499      4.32G    0.01687    0.01314   0.005089         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    132/499      4.32G    0.01687    0.01314   0.005089         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    132/499      4.32G    0.01657    0.01344   0.004949         96        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    132/499      4.32G    0.01657    0.01344   0.004949         96        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    132/499      4.32G    0.01667     0.0135   0.004885         85        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    132/499      4.32G    0.01667     0.0135   0.004885         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    132/499      4.32G    0.01661    0.01325   0.004979         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    132/499      4.32G    0.01661    0.01325   0.004979         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    132/499      4.32G    0.01654     0.0133   0.004743         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    132/499      4.32G    0.01654     0.0133   0.004743         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    132/499      4.32G     0.0164    0.01314   0.004593         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    132/499      4.32G     0.0164    0.01314   0.004593         72        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    132/499      4.32G    0.01656    0.01316   0.004487         67        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    132/499      4.32G    0.01656    0.01316   0.004487         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    132/499      4.32G    0.01663    0.01323   0.004453         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    132/499      4.32G    0.01663    0.01323   0.004453         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    132/499      4.32G    0.01674    0.01339   0.004624         99        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    132/499      4.32G    0.01674    0.01339   0.004624         99        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    132/499      4.32G    0.01669    0.01339   0.004557         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    132/499      4.32G    0.01669    0.01339   0.004557         76        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    132/499      4.32G    0.01655    0.01341   0.004389         83        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    132/499      4.32G    0.01655    0.01341   0.004389         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    132/499      4.32G    0.01653     0.0133   0.004848         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    132/499      4.32G    0.01653     0.0133   0.004848         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    132/499      4.32G    0.01647    0.01332    0.00491         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    132/499      4.32G    0.01647    0.01332    0.00491         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
    132/499      4.32G     0.0164     0.0132   0.004919         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
    132/499      4.32G     0.0164     0.0132   0.004919         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    132/499      4.32G    0.01643    0.01312   0.004892         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    132/499      4.32G    0.01643    0.01312   0.004892         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    132/499      4.32G     0.0164    0.01317   0.004993         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    132/499      4.32G     0.0164    0.01317   0.004993         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    132/499      4.32G    0.01639     0.0132   0.005115         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    132/499      4.32G    0.01639     0.0132   0.005115         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    132/499      4.32G    0.01632    0.01302   0.005109         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    132/499      4.32G    0.01632    0.01302   0.005109         54        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    132/499      4.32G    0.01634    0.01295   0.005065         64        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    132/499      4.32G    0.01634    0.01295   0.005065         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    132/499      4.32G    0.01642    0.01302   0.005142         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    132/499      4.32G    0.01642    0.01302   0.005142         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    132/499      4.32G     0.0164    0.01291     0.0052         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    132/499      4.32G     0.0164    0.01291     0.0052         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    132/499      4.32G    0.01639    0.01293   0.005211         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    132/499      4.32G    0.01639    0.01293   0.005211         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    132/499      4.32G    0.01636    0.01293   0.005268         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    132/499      4.32G    0.01636    0.01293   0.005268         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    132/499      4.32G    0.01629    0.01289   0.005186         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    132/499      4.32G    0.01629    0.01289   0.005186         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    132/499      4.32G    0.01628    0.01277   0.005109         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    132/499      4.32G    0.01628    0.01277   0.005109         59        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    132/499      4.32G    0.01626     0.0128   0.005049         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    132/499      4.32G    0.01626     0.0128   0.005049         76        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    132/499      4.32G    0.01622    0.01282   0.005001         75        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    132/499      4.32G    0.01622    0.01282   0.005001         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    132/499      4.32G     0.0163    0.01277   0.005085         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    132/499      4.32G     0.0163    0.01277   0.005085         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    132/499      4.32G    0.01633    0.01271   0.005021         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    132/499      4.32G    0.01633    0.01271   0.005021         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    132/499      4.32G    0.01637    0.01271   0.004949         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    132/499      4.32G    0.01637    0.01271   0.004949         73        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    132/499      4.32G    0.01635    0.01267   0.004878         65        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    132/499      4.32G    0.01635    0.01267   0.004878         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    132/499      4.32G    0.01629    0.01261   0.004858         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    132/499      4.32G    0.01629    0.01261   0.004858         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    132/499      4.32G    0.01635     0.0126    0.00485         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    132/499      4.32G    0.01635     0.0126    0.00485         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    132/499      4.32G    0.01644     0.0127   0.005085         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    132/499      4.32G    0.01644     0.0127   0.005085         40        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    132/499      4.32G    0.01644     0.0127   0.005085         40        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.897      0.853      0.889      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    133/499      4.32G    0.01633    0.01498   0.004742         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    133/499      4.32G    0.01633    0.01498   0.004742         85        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    133/499      4.32G    0.01684    0.01264   0.004219         56        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    133/499      4.32G    0.01684    0.01264   0.004219         56        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    133/499      4.32G    0.01638    0.01187   0.005684         65        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    133/499      4.32G    0.01638    0.01187   0.005684         65        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    133/499      4.32G     0.0167      0.012   0.005328         67        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    133/499      4.32G     0.0167      0.012   0.005328         67        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    133/499      4.32G     0.0167    0.01246   0.006277         77        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    133/499      4.32G     0.0167    0.01246   0.006277         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    133/499      4.32G     0.0168    0.01299   0.005596         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    133/499      4.32G     0.0168    0.01299   0.005596         80        640:  15%|#5        | 6/40 [00:01<00:06,  4.90it/s]
    133/499      4.32G     0.0166    0.01331    0.00518         81        640:  15%|#5        | 6/40 [00:01<00:06,  4.90it/s]
    133/499      4.32G     0.0166    0.01331    0.00518         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.04it/s]
    133/499      4.32G    0.01668    0.01359   0.005205         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.04it/s]
    133/499      4.32G    0.01668    0.01359   0.005205         83        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    133/499      4.32G    0.01654    0.01344   0.005017         77        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    133/499      4.32G    0.01654    0.01344   0.005017         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.06it/s]
    133/499      4.32G    0.01632    0.01328   0.004716         74        640:  22%|##2       | 9/40 [00:01<00:06,  5.06it/s]
    133/499      4.32G    0.01632    0.01328   0.004716         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    133/499      4.32G    0.01617    0.01342   0.004521         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    133/499      4.32G    0.01617    0.01342   0.004521         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    133/499      4.32G    0.01603    0.01317   0.004662         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    133/499      4.32G    0.01603    0.01317   0.004662         65        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    133/499      4.32G    0.01616    0.01322   0.004673         79        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    133/499      4.32G    0.01616    0.01322   0.004673         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    133/499      4.32G    0.01623    0.01316   0.004569         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    133/499      4.32G    0.01623    0.01316   0.004569         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    133/499      4.32G    0.01624    0.01316    0.00462         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    133/499      4.32G    0.01624    0.01316    0.00462         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    133/499      4.32G    0.01628    0.01349   0.004605         98        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    133/499      4.32G    0.01628    0.01349   0.004605         98        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    133/499      4.32G    0.01621    0.01346   0.004448         81        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    133/499      4.32G    0.01621    0.01346   0.004448         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    133/499      4.32G    0.01624    0.01333   0.004438         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    133/499      4.32G    0.01624    0.01333   0.004438         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    133/499      4.32G    0.01624    0.01326   0.004413         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    133/499      4.32G    0.01624    0.01326   0.004413         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    133/499      4.32G    0.01635    0.01323   0.004294         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    133/499      4.32G    0.01635    0.01323   0.004294         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    133/499      4.32G    0.01644    0.01328   0.004238         84        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
    133/499      4.32G    0.01644    0.01328   0.004238         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    133/499      4.32G    0.01648    0.01323    0.00427         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    133/499      4.32G    0.01648    0.01323    0.00427         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    133/499      4.32G    0.01645    0.01319   0.004194         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    133/499      4.32G    0.01645    0.01319   0.004194         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    133/499      4.32G    0.01643     0.0132   0.004219         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    133/499      4.32G    0.01643     0.0132   0.004219         78        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
    133/499      4.32G    0.01642    0.01314   0.004287         69        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
    133/499      4.32G    0.01642    0.01314   0.004287         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    133/499      4.32G    0.01645    0.01311   0.004155         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    133/499      4.32G    0.01645    0.01311   0.004155         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    133/499      4.32G    0.01639    0.01306   0.004159         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    133/499      4.32G    0.01639    0.01306   0.004159         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    133/499      4.32G    0.01642    0.01308   0.004207         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    133/499      4.32G    0.01642    0.01308   0.004207         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    133/499      4.32G    0.01649    0.01307   0.004562         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    133/499      4.32G    0.01649    0.01307   0.004562         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    133/499      4.32G    0.01655    0.01316   0.004615         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    133/499      4.32G    0.01655    0.01316   0.004615         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    133/499      4.32G    0.01658    0.01319   0.004639         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    133/499      4.32G    0.01658    0.01319   0.004639         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    133/499      4.32G    0.01654    0.01316    0.00455         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    133/499      4.32G    0.01654    0.01316    0.00455         79        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    133/499      4.32G    0.01657    0.01313   0.004463         63        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    133/499      4.32G    0.01657    0.01313   0.004463         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    133/499      4.32G    0.01657    0.01318    0.00456         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    133/499      4.32G    0.01657    0.01318    0.00456         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    133/499      4.32G    0.01663    0.01312   0.004537         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    133/499      4.32G    0.01663    0.01312   0.004537         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    133/499      4.32G    0.01662    0.01315   0.004634         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    133/499      4.32G    0.01662    0.01315   0.004634         85        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    133/499      4.32G    0.01663    0.01317   0.004747         81        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    133/499      4.32G    0.01663    0.01317   0.004747         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    133/499      4.32G    0.01664    0.01316   0.004871         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    133/499      4.32G    0.01664    0.01316   0.004871         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    133/499      4.32G    0.01664    0.01311    0.00488         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    133/499      4.32G    0.01664    0.01311    0.00488         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    133/499      4.32G    0.01668    0.01318   0.004968         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    133/499      4.32G    0.01668    0.01318   0.004968         45        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    133/499      4.32G    0.01668    0.01318   0.004968         45        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.887      0.822      0.858      0.719

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    134/499      4.32G    0.01737     0.0133    0.00676         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    134/499      4.32G    0.01737     0.0133    0.00676         75        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    134/499      4.32G     0.0163    0.01173   0.003957         68        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    134/499      4.32G     0.0163    0.01173   0.003957         68        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    134/499      4.32G    0.01671    0.01222   0.004613         81        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    134/499      4.32G    0.01671    0.01222   0.004613         81        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    134/499      4.32G    0.01678    0.01152    0.00512         63        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    134/499      4.32G    0.01678    0.01152    0.00512         63        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    134/499      4.32G    0.01643    0.01192   0.004791         64        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    134/499      4.32G    0.01643    0.01192   0.004791         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    134/499      4.32G    0.01648      0.012   0.006131         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    134/499      4.32G    0.01648      0.012   0.006131         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    134/499      4.32G    0.01609    0.01181   0.005949         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    134/499      4.32G    0.01609    0.01181   0.005949         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    134/499      4.32G     0.0161      0.012   0.005988         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    134/499      4.32G     0.0161      0.012   0.005988         78        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    134/499      4.32G    0.01617    0.01206   0.005795         76        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    134/499      4.32G    0.01617    0.01206   0.005795         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    134/499      4.32G     0.0163    0.01227   0.005981         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    134/499      4.32G     0.0163    0.01227   0.005981         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    134/499      4.32G    0.01644    0.01224   0.006002         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    134/499      4.32G    0.01644    0.01224   0.006002         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    134/499      4.32G    0.01649    0.01226   0.005944         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    134/499      4.32G    0.01649    0.01226   0.005944         71        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    134/499      4.32G    0.01648    0.01235   0.005893         74        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    134/499      4.32G    0.01648    0.01235   0.005893         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    134/499      4.32G    0.01656    0.01242   0.005883         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    134/499      4.32G    0.01656    0.01242   0.005883         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    134/499      4.32G     0.0166    0.01252   0.005762         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    134/499      4.32G     0.0166    0.01252   0.005762         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    134/499      4.32G    0.01645    0.01255   0.005706         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    134/499      4.32G    0.01645    0.01255   0.005706         77        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    134/499      4.32G    0.01638    0.01251   0.005676         75        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    134/499      4.32G    0.01638    0.01251   0.005676         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    134/499      4.32G     0.0164    0.01261   0.005822         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    134/499      4.32G     0.0164    0.01261   0.005822         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    134/499      4.32G    0.01639    0.01244   0.005675         56        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    134/499      4.32G    0.01639    0.01244   0.005675         56        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    134/499      4.32G    0.01634    0.01233    0.00553         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    134/499      4.32G    0.01634    0.01233    0.00553         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    134/499      4.32G    0.01631    0.01247   0.005471         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    134/499      4.32G    0.01631    0.01247   0.005471         92        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    134/499      4.32G    0.01626    0.01246   0.005416         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    134/499      4.32G    0.01626    0.01246   0.005416         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    134/499      4.32G    0.01629    0.01245   0.005385         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    134/499      4.32G    0.01629    0.01245   0.005385         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    134/499      4.32G    0.01631    0.01245   0.005361         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    134/499      4.32G    0.01631    0.01245   0.005361         70        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    134/499      4.32G    0.01632    0.01248   0.005322         75        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    134/499      4.32G    0.01632    0.01248   0.005322         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    134/499      4.32G     0.0164    0.01244   0.005632         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    134/499      4.32G     0.0164    0.01244   0.005632         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    134/499      4.32G    0.01633    0.01237   0.005614         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    134/499      4.32G    0.01633    0.01237   0.005614         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    134/499      4.32G    0.01629     0.0123   0.005687         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    134/499      4.32G    0.01629     0.0123   0.005687         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    134/499      4.32G     0.0163    0.01225   0.005637         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    134/499      4.32G     0.0163    0.01225   0.005637         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    134/499      4.32G    0.01633    0.01233   0.005596         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    134/499      4.32G    0.01633    0.01233   0.005596         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    134/499      4.32G     0.0163    0.01232   0.005494         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    134/499      4.32G     0.0163    0.01232   0.005494         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    134/499      4.32G    0.01631    0.01233   0.005478         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    134/499      4.32G    0.01631    0.01233   0.005478         77        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    134/499      4.32G    0.01632    0.01242   0.005461         82        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    134/499      4.32G    0.01632    0.01242   0.005461         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    134/499      4.32G    0.01638    0.01256   0.005424         99        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    134/499      4.32G    0.01638    0.01256   0.005424         99        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    134/499      4.32G    0.01638    0.01252   0.005383         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    134/499      4.32G    0.01638    0.01252   0.005383         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    134/499      4.32G    0.01633    0.01254   0.005377         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    134/499      4.32G    0.01633    0.01254   0.005377         76        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    134/499      4.32G    0.01632     0.0125    0.00545         68        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    134/499      4.32G    0.01632     0.0125    0.00545         68        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
    134/499      4.32G    0.01634     0.0126    0.00539         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    134/499      4.32G    0.01634     0.0126    0.00539         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    134/499      4.32G    0.01639    0.01266    0.00545         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    134/499      4.32G    0.01639    0.01266    0.00545         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    134/499      4.32G     0.0164    0.01265   0.005425         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    134/499      4.32G     0.0164    0.01265   0.005425         32        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    134/499      4.32G     0.0164    0.01265   0.005425         32        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.925      0.804      0.882      0.737

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    135/499      4.32G    0.01726    0.01451   0.007143         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    135/499      4.32G    0.01726    0.01451   0.007143         72        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    135/499      4.32G    0.01694    0.01456   0.005165         90        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    135/499      4.32G    0.01694    0.01456   0.005165         90        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    135/499      4.32G    0.01731    0.01405   0.005875         75        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    135/499      4.32G    0.01731    0.01405   0.005875         75        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    135/499      4.32G    0.01701    0.01425   0.005669         91        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    135/499      4.32G    0.01701    0.01425   0.005669         91        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    135/499      4.32G    0.01649     0.0139   0.006242         79        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    135/499      4.32G    0.01649     0.0139   0.006242         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    135/499      4.32G    0.01664    0.01409   0.006336         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    135/499      4.32G    0.01664    0.01409   0.006336         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    135/499      4.32G    0.01682    0.01455   0.005913         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    135/499      4.32G    0.01682    0.01455   0.005913         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    135/499      4.32G      0.017    0.01392   0.005922         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    135/499      4.32G      0.017    0.01392   0.005922         57        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    135/499      4.32G    0.01675    0.01342   0.005566         57        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    135/499      4.32G    0.01675    0.01342   0.005566         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.43it/s]
    135/499      4.32G    0.01689    0.01344   0.005624         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.43it/s]
    135/499      4.32G    0.01689    0.01344   0.005624         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    135/499      4.32G    0.01682    0.01349   0.005295         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    135/499      4.32G    0.01682    0.01349   0.005295         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    135/499      4.32G    0.01676    0.01361   0.005189         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    135/499      4.32G    0.01676    0.01361   0.005189         88        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    135/499      4.32G    0.01668     0.0135   0.005329         70        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    135/499      4.32G    0.01668     0.0135   0.005329         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    135/499      4.32G    0.01665    0.01363   0.005336         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    135/499      4.32G    0.01665    0.01363   0.005336         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    135/499      4.32G    0.01649    0.01355   0.005104         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    135/499      4.32G    0.01649    0.01355   0.005104         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    135/499      4.32G    0.01635    0.01366   0.005488         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    135/499      4.32G    0.01635    0.01366   0.005488         86        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    135/499      4.32G    0.01629    0.01358   0.005529         76        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    135/499      4.32G    0.01629    0.01358   0.005529         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    135/499      4.32G    0.01634    0.01357   0.005406         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    135/499      4.32G    0.01634    0.01357   0.005406         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    135/499      4.32G    0.01622    0.01347   0.005346         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    135/499      4.32G    0.01622    0.01347   0.005346         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    135/499      4.32G    0.01635    0.01338   0.005433         63        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    135/499      4.32G    0.01635    0.01338   0.005433         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    135/499      4.32G    0.01651    0.01334   0.005447         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    135/499      4.32G    0.01651    0.01334   0.005447         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    135/499      4.32G    0.01653    0.01348   0.005291         96        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    135/499      4.32G    0.01653    0.01348   0.005291         96        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    135/499      4.32G    0.01644    0.01353    0.00521         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    135/499      4.32G    0.01644    0.01353    0.00521         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    135/499      4.32G    0.01642    0.01352   0.005233         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    135/499      4.32G    0.01642    0.01352   0.005233         79        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    135/499      4.32G    0.01642    0.01344   0.005437         66        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    135/499      4.32G    0.01642    0.01344   0.005437         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    135/499      4.32G     0.0165    0.01344   0.005413         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    135/499      4.32G     0.0165    0.01344   0.005413         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    135/499      4.32G    0.01648    0.01344   0.005431         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    135/499      4.32G    0.01648    0.01344   0.005431         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    135/499      4.32G     0.0165    0.01337   0.005415         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    135/499      4.32G     0.0165    0.01337   0.005415         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    135/499      4.32G    0.01646    0.01343   0.005375         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    135/499      4.32G    0.01646    0.01343   0.005375         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    135/499      4.32G    0.01638    0.01334    0.00532         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    135/499      4.32G    0.01638    0.01334    0.00532         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.41it/s]
    135/499      4.32G    0.01638    0.01343   0.005308         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.41it/s]
    135/499      4.32G    0.01638    0.01343   0.005308         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    135/499      4.32G    0.01631     0.0135   0.005221         95        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    135/499      4.32G    0.01631     0.0135   0.005221         95        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    135/499      4.32G    0.01632    0.01353   0.005218         85        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    135/499      4.32G    0.01632    0.01353   0.005218         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    135/499      4.32G    0.01627    0.01351   0.005381         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    135/499      4.32G    0.01627    0.01351   0.005381         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    135/499      4.32G    0.01627    0.01355   0.005546         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    135/499      4.32G    0.01627    0.01355   0.005546         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    135/499      4.32G    0.01623    0.01347   0.005565         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    135/499      4.32G    0.01623    0.01347   0.005565         69        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    135/499      4.32G    0.01626    0.01344   0.005638         72        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    135/499      4.32G    0.01626    0.01344   0.005638         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    135/499      4.32G    0.01625    0.01341   0.005727         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    135/499      4.32G    0.01625    0.01341   0.005727         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    135/499      4.32G    0.01625    0.01343   0.005701         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    135/499      4.32G    0.01625    0.01343   0.005701         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    135/499      4.32G    0.01625    0.01341   0.005705         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    135/499      4.32G    0.01625    0.01341   0.005705         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    135/499      4.32G    0.01625    0.01341   0.005705         38        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.883      0.851      0.869       0.73

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    136/499      4.32G    0.01736     0.0159   0.006169         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
    136/499      4.32G    0.01736     0.0159   0.006169         88        640:   2%|2         | 1/40 [00:00<00:07,  5.10it/s]
    136/499      4.32G    0.01618    0.01488   0.005777         84        640:   2%|2         | 1/40 [00:00<00:07,  5.10it/s]
    136/499      4.32G    0.01618    0.01488   0.005777         84        640:   5%|5         | 2/40 [00:00<00:07,  5.36it/s]
    136/499      4.32G     0.0155    0.01367   0.004708         78        640:   5%|5         | 2/40 [00:00<00:07,  5.36it/s]
    136/499      4.32G     0.0155    0.01367   0.004708         78        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
    136/499      4.32G    0.01539    0.01353   0.004323         69        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
    136/499      4.32G    0.01539    0.01353   0.004323         69        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    136/499      4.32G     0.0153    0.01333   0.004355         75        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    136/499      4.32G     0.0153    0.01333   0.004355         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    136/499      4.32G     0.0158    0.01335   0.004598         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    136/499      4.32G     0.0158    0.01335   0.004598         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    136/499      4.32G    0.01595    0.01329   0.004481         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    136/499      4.32G    0.01595    0.01329   0.004481         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    136/499      4.32G    0.01588    0.01314   0.004246         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    136/499      4.32G    0.01588    0.01314   0.004246         78        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    136/499      4.32G    0.01596    0.01291    0.00501         61        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    136/499      4.32G    0.01596    0.01291    0.00501         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    136/499      4.32G    0.01581      0.013    0.00476         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    136/499      4.32G    0.01581      0.013    0.00476         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    136/499      4.32G    0.01585     0.0132   0.004887         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    136/499      4.32G    0.01585     0.0132   0.004887         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.40it/s]
    136/499      4.32G    0.01606    0.01323   0.004769         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.40it/s]
    136/499      4.32G    0.01606    0.01323   0.004769         78        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    136/499      4.32G    0.01595    0.01316     0.0046         84        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    136/499      4.32G    0.01595    0.01316     0.0046         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    136/499      4.32G    0.01584      0.013   0.004514         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    136/499      4.32G    0.01584      0.013   0.004514         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.42it/s]
    136/499      4.32G    0.01582    0.01305   0.004447         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.42it/s]
    136/499      4.32G    0.01582    0.01305   0.004447         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    136/499      4.32G    0.01583    0.01304   0.004585         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    136/499      4.32G    0.01583    0.01304   0.004585         78        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    136/499      4.32G    0.01596    0.01318   0.004983         81        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    136/499      4.32G    0.01596    0.01318   0.004983         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    136/499      4.32G    0.01593    0.01308   0.005001         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    136/499      4.32G    0.01593    0.01308   0.005001         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    136/499      4.32G    0.01593    0.01299     0.0049         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    136/499      4.32G    0.01593    0.01299     0.0049         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    136/499      4.32G    0.01591    0.01281   0.004738         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    136/499      4.32G    0.01591    0.01281   0.004738         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    136/499      4.32G    0.01602    0.01277    0.00482         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    136/499      4.32G    0.01602    0.01277    0.00482         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    136/499      4.32G    0.01605    0.01278   0.004794         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    136/499      4.32G    0.01605    0.01278   0.004794         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    136/499      4.32G    0.01608    0.01277   0.004673         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    136/499      4.32G    0.01608    0.01277   0.004673         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    136/499      4.32G    0.01607    0.01269   0.004634         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    136/499      4.32G    0.01607    0.01269   0.004634         61        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    136/499      4.32G    0.01596     0.0126   0.004623         65        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    136/499      4.32G    0.01596     0.0126   0.004623         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    136/499      4.32G    0.01601    0.01267   0.004699         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    136/499      4.32G    0.01601    0.01267   0.004699         84        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    136/499      4.32G    0.01599    0.01271   0.004776         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    136/499      4.32G    0.01599    0.01271   0.004776         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    136/499      4.32G    0.01598    0.01266   0.004844         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    136/499      4.32G    0.01598    0.01266   0.004844         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    136/499      4.32G      0.016    0.01262    0.00478         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    136/499      4.32G      0.016    0.01262    0.00478         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    136/499      4.32G    0.01601     0.0126   0.004698         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    136/499      4.32G    0.01601     0.0126   0.004698         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    136/499      4.32G      0.016    0.01258   0.004756         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    136/499      4.32G      0.016    0.01258   0.004756         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    136/499      4.32G    0.01605    0.01253   0.004699         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    136/499      4.32G    0.01605    0.01253   0.004699         66        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
    136/499      4.32G    0.01611     0.0127   0.004771        109        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
    136/499      4.32G    0.01611     0.0127   0.004771        109        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    136/499      4.32G    0.01607    0.01277   0.004725         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    136/499      4.32G    0.01607    0.01277   0.004725         95        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    136/499      4.32G    0.01601    0.01271   0.004688         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    136/499      4.32G    0.01601    0.01271   0.004688         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    136/499      4.32G      0.016     0.0127   0.004611         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    136/499      4.32G      0.016     0.0127   0.004611         77        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    136/499      4.32G    0.01606    0.01265   0.004756         56        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    136/499      4.32G    0.01606    0.01265   0.004756         56        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
    136/499      4.32G    0.01608    0.01258   0.004828         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    136/499      4.32G    0.01608    0.01258   0.004828         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    136/499      4.32G    0.01611    0.01267   0.004872         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    136/499      4.32G    0.01611    0.01267   0.004872         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    136/499      4.32G    0.01605    0.01266   0.004801         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    136/499      4.32G    0.01605    0.01266   0.004801         42        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    136/499      4.32G    0.01605    0.01266   0.004801         42        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.827      0.855      0.853      0.714

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    137/499      4.32G    0.01649    0.01415   0.004929         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    137/499      4.32G    0.01649    0.01415   0.004929         85        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    137/499      4.32G    0.01642    0.01427   0.005226         76        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    137/499      4.32G    0.01642    0.01427   0.005226         76        640:   5%|5         | 2/40 [00:00<00:07,  5.04it/s]
    137/499      4.32G    0.01662    0.01298   0.005779         65        640:   5%|5         | 2/40 [00:00<00:07,  5.04it/s]
    137/499      4.32G    0.01662    0.01298   0.005779         65        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    137/499      4.32G     0.0168    0.01256   0.006247         74        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    137/499      4.32G     0.0168    0.01256   0.006247         74        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    137/499      4.32G    0.01683    0.01187   0.007846         53        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    137/499      4.32G    0.01683    0.01187   0.007846         53        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    137/499      4.32G    0.01662    0.01188   0.006884         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    137/499      4.32G    0.01662    0.01188   0.006884         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    137/499      4.32G     0.0166    0.01252   0.006703         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    137/499      4.32G     0.0166    0.01252   0.006703         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    137/499      4.32G    0.01663    0.01273   0.006254         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    137/499      4.32G    0.01663    0.01273   0.006254         73        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    137/499      4.32G    0.01657    0.01283    0.00601         81        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    137/499      4.32G    0.01657    0.01283    0.00601         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    137/499      4.32G    0.01664    0.01307   0.006081         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    137/499      4.32G    0.01664    0.01307   0.006081         91        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    137/499      4.32G    0.01675    0.01306   0.006068         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    137/499      4.32G    0.01675    0.01306   0.006068         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    137/499      4.32G    0.01682    0.01308   0.006286         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    137/499      4.32G    0.01682    0.01308   0.006286         85        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    137/499      4.32G    0.01664    0.01313   0.005953         73        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    137/499      4.32G    0.01664    0.01313   0.005953         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    137/499      4.32G    0.01661    0.01302    0.00584         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    137/499      4.32G    0.01661    0.01302    0.00584         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    137/499      4.32G    0.01642    0.01294    0.00579         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    137/499      4.32G    0.01642    0.01294    0.00579         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    137/499      4.32G    0.01641    0.01296   0.005731         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    137/499      4.32G    0.01641    0.01296   0.005731         78        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    137/499      4.32G    0.01639    0.01302   0.005636         80        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    137/499      4.32G    0.01639    0.01302   0.005636         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    137/499      4.32G    0.01635    0.01292   0.005425         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    137/499      4.32G    0.01635    0.01292   0.005425         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    137/499      4.32G    0.01627    0.01312   0.005419        102        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    137/499      4.32G    0.01627    0.01312   0.005419        102        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    137/499      4.32G     0.0163    0.01322   0.005392         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    137/499      4.32G     0.0163    0.01322   0.005392         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    137/499      4.32G    0.01628    0.01331   0.005447         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    137/499      4.32G    0.01628    0.01331   0.005447         89        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    137/499      4.32G    0.01621    0.01332   0.005321         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    137/499      4.32G    0.01621    0.01332   0.005321         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    137/499      4.32G    0.01614     0.0134   0.005183         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    137/499      4.32G    0.01614     0.0134   0.005183         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    137/499      4.32G    0.01615    0.01331   0.005174         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    137/499      4.32G    0.01615    0.01331   0.005174         68        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    137/499      4.32G    0.01615    0.01338   0.005165         86        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    137/499      4.32G    0.01615    0.01338   0.005165         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    137/499      4.32G    0.01615    0.01331   0.005118         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    137/499      4.32G    0.01615    0.01331   0.005118         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    137/499      4.32G    0.01628    0.01335   0.005183         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    137/499      4.32G    0.01628    0.01335   0.005183         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    137/499      4.32G    0.01627    0.01346   0.005184         92        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    137/499      4.32G    0.01627    0.01346   0.005184         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    137/499      4.32G    0.01624    0.01347   0.005125         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    137/499      4.32G    0.01624    0.01347   0.005125         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    137/499      4.32G    0.01623    0.01341   0.005107         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    137/499      4.32G    0.01623    0.01341   0.005107         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    137/499      4.32G    0.01619    0.01341   0.005094         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    137/499      4.32G    0.01619    0.01341   0.005094         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    137/499      4.32G    0.01621     0.0134   0.005167         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    137/499      4.32G    0.01621     0.0134   0.005167         72        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    137/499      4.32G     0.0162     0.0133   0.005256         57        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    137/499      4.32G     0.0162     0.0133   0.005256         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    137/499      4.32G    0.01611    0.01326   0.005175         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    137/499      4.32G    0.01611    0.01326   0.005175         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    137/499      4.32G    0.01606    0.01325   0.005259         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    137/499      4.32G    0.01606    0.01325   0.005259         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    137/499      4.32G    0.01604    0.01331   0.005202         94        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    137/499      4.32G    0.01604    0.01331   0.005202         94        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    137/499      4.32G    0.01609    0.01333   0.005115         76        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    137/499      4.32G    0.01609    0.01333   0.005115         76        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    137/499      4.32G     0.0161     0.0133   0.005038         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    137/499      4.32G     0.0161     0.0133   0.005038         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    137/499      4.32G    0.01609     0.0133   0.005033         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    137/499      4.32G    0.01609     0.0133   0.005033         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    137/499      4.32G    0.01606    0.01326   0.005017         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    137/499      4.32G    0.01606    0.01326   0.005017         38        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    137/499      4.32G    0.01606    0.01326   0.005017         38        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.882      0.848      0.889      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    138/499      4.32G    0.01322    0.01256   0.002812         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    138/499      4.32G    0.01322    0.01256   0.002812         80        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    138/499      4.32G    0.01532      0.014   0.004027         87        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    138/499      4.32G    0.01532      0.014   0.004027         87        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    138/499      4.32G    0.01484    0.01372   0.003625         74        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    138/499      4.32G    0.01484    0.01372   0.003625         74        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    138/499      4.32G    0.01495    0.01353   0.003662         85        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    138/499      4.32G    0.01495    0.01353   0.003662         85        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    138/499      4.32G    0.01581    0.01355   0.004431         70        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    138/499      4.32G    0.01581    0.01355   0.004431         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    138/499      4.32G     0.0155    0.01309   0.004289         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    138/499      4.32G     0.0155    0.01309   0.004289         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    138/499      4.32G    0.01574    0.01321   0.004087         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    138/499      4.32G    0.01574    0.01321   0.004087         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    138/499      4.32G     0.0158    0.01332   0.003827         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    138/499      4.32G     0.0158    0.01332   0.003827         85        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    138/499      4.32G    0.01569    0.01317   0.003552         64        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    138/499      4.32G    0.01569    0.01317   0.003552         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    138/499      4.32G    0.01572    0.01314    0.00371         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    138/499      4.32G    0.01572    0.01314    0.00371         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    138/499      4.32G    0.01571    0.01304   0.003705         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    138/499      4.32G    0.01571    0.01304   0.003705         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    138/499      4.32G    0.01575      0.013    0.00375         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    138/499      4.32G    0.01575      0.013    0.00375         75        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    138/499      4.32G    0.01588    0.01307   0.003947         79        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    138/499      4.32G    0.01588    0.01307   0.003947         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    138/499      4.32G     0.0158    0.01289   0.003723         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    138/499      4.32G     0.0158    0.01289   0.003723         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    138/499      4.32G     0.0158    0.01288   0.003666         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    138/499      4.32G     0.0158    0.01288   0.003666         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    138/499      4.32G    0.01583     0.0129   0.003642         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    138/499      4.32G    0.01583     0.0129   0.003642         76        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    138/499      4.32G     0.0159    0.01302   0.003702         84        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    138/499      4.32G     0.0159    0.01302   0.003702         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    138/499      4.32G    0.01585    0.01313   0.003667         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    138/499      4.32G    0.01585    0.01313   0.003667         89        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    138/499      4.32G    0.01584    0.01318   0.003648         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    138/499      4.32G    0.01584    0.01318   0.003648         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    138/499      4.32G    0.01592    0.01311   0.003902         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    138/499      4.32G    0.01592    0.01311   0.003902         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    138/499      4.32G    0.01589    0.01305   0.003879         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    138/499      4.32G    0.01589    0.01305   0.003879         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    138/499      4.32G    0.01585    0.01292   0.004185         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    138/499      4.32G    0.01585    0.01292   0.004185         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    138/499      4.32G     0.0158     0.0129   0.004114         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    138/499      4.32G     0.0158     0.0129   0.004114         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    138/499      4.32G    0.01576    0.01289   0.004264         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    138/499      4.32G    0.01576    0.01289   0.004264         80        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    138/499      4.32G    0.01589    0.01285   0.004421         69        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    138/499      4.32G    0.01589    0.01285   0.004421         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    138/499      4.32G    0.01586    0.01289   0.004345         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    138/499      4.32G    0.01586    0.01289   0.004345         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    138/499      4.32G    0.01583    0.01289   0.004242         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    138/499      4.32G    0.01583    0.01289   0.004242         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
    138/499      4.32G     0.0158    0.01279   0.004208         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
    138/499      4.32G     0.0158    0.01279   0.004208         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    138/499      4.32G    0.01583    0.01279   0.004248         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    138/499      4.32G    0.01583    0.01279   0.004248         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    138/499      4.32G    0.01585    0.01287   0.004292         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    138/499      4.32G    0.01585    0.01287   0.004292         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    138/499      4.32G    0.01588    0.01286   0.004318         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    138/499      4.32G    0.01588    0.01286   0.004318         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    138/499      4.32G    0.01588    0.01283   0.004338         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    138/499      4.32G    0.01588    0.01283   0.004338         64        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    138/499      4.32G    0.01584    0.01277   0.004338         64        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    138/499      4.32G    0.01584    0.01277   0.004338         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    138/499      4.32G    0.01583    0.01284   0.004344         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    138/499      4.32G    0.01583    0.01284   0.004344         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    138/499      4.32G     0.0158    0.01288   0.004273         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    138/499      4.32G     0.0158    0.01288   0.004273         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    138/499      4.32G    0.01576    0.01283   0.004319         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    138/499      4.32G    0.01576    0.01283   0.004319         65        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    138/499      4.32G    0.01574     0.0128   0.004396         71        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    138/499      4.32G    0.01574     0.0128   0.004396         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.18it/s]
    138/499      4.32G    0.01571    0.01281   0.004337         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    138/499      4.32G    0.01571    0.01281   0.004337         88        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    138/499      4.32G    0.01576    0.01278   0.004326         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    138/499      4.32G    0.01576    0.01278   0.004326         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    138/499      4.32G    0.01573    0.01278   0.004483         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    138/499      4.32G    0.01573    0.01278   0.004483         40        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    138/499      4.32G    0.01573    0.01278   0.004483         40        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.893      0.892      0.897      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    139/499      4.32G    0.01703    0.01539   0.008695         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
    139/499      4.32G    0.01703    0.01539   0.008695         88        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    139/499      4.32G    0.01589    0.01415   0.007328         79        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    139/499      4.32G    0.01589    0.01415   0.007328         79        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    139/499      4.32G    0.01602    0.01455   0.006042         82        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    139/499      4.32G    0.01602    0.01455   0.006042         82        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    139/499      4.32G    0.01629    0.01403   0.006026         77        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    139/499      4.32G    0.01629    0.01403   0.006026         77        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    139/499      4.32G    0.01613    0.01385   0.005413         82        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    139/499      4.32G    0.01613    0.01385   0.005413         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    139/499      4.32G    0.01594    0.01357   0.005101         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    139/499      4.32G    0.01594    0.01357   0.005101         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    139/499      4.32G    0.01563    0.01313   0.004925         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    139/499      4.32G    0.01563    0.01313   0.004925         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    139/499      4.32G    0.01564    0.01309   0.004735         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    139/499      4.32G    0.01564    0.01309   0.004735         76        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    139/499      4.32G     0.0156    0.01299   0.004411         80        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    139/499      4.32G     0.0156    0.01299   0.004411         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    139/499      4.32G    0.01554     0.0129   0.004312         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    139/499      4.32G    0.01554     0.0129   0.004312         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    139/499      4.32G     0.0155    0.01294   0.004143         83        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    139/499      4.32G     0.0155    0.01294   0.004143         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    139/499      4.32G    0.01558      0.013   0.004225         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    139/499      4.32G    0.01558      0.013   0.004225         79        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    139/499      4.32G    0.01561    0.01304   0.004238         81        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    139/499      4.32G    0.01561    0.01304   0.004238         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    139/499      4.32G    0.01557     0.0131   0.004154         93        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    139/499      4.32G    0.01557     0.0131   0.004154         93        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    139/499      4.32G    0.01558    0.01311   0.004261         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    139/499      4.32G    0.01558    0.01311   0.004261         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    139/499      4.32G    0.01547      0.013   0.004151         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    139/499      4.32G    0.01547      0.013   0.004151         72        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    139/499      4.32G    0.01547    0.01303   0.004057         79        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    139/499      4.32G    0.01547    0.01303   0.004057         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    139/499      4.32G    0.01537    0.01296   0.003981         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    139/499      4.32G    0.01537    0.01296   0.003981         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    139/499      4.32G    0.01533    0.01276    0.00419         49        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    139/499      4.32G    0.01533    0.01276    0.00419         49        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    139/499      4.32G    0.01533    0.01275   0.004135         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    139/499      4.32G    0.01533    0.01275   0.004135         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    139/499      4.32G    0.01531    0.01264   0.004144         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    139/499      4.32G    0.01531    0.01264   0.004144         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    139/499      4.32G    0.01534    0.01269    0.00426         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    139/499      4.32G    0.01534    0.01269    0.00426         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    139/499      4.32G    0.01533    0.01263   0.004457         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    139/499      4.32G    0.01533    0.01263   0.004457         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    139/499      4.32G     0.0152     0.0125   0.004341         55        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    139/499      4.32G     0.0152     0.0125   0.004341         55        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    139/499      4.32G     0.0153    0.01251   0.004303         76        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    139/499      4.32G     0.0153    0.01251   0.004303         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    139/499      4.32G    0.01528    0.01253   0.004279         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    139/499      4.32G    0.01528    0.01253   0.004279         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    139/499      4.32G    0.01532    0.01251   0.004213         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    139/499      4.32G    0.01532    0.01251   0.004213         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    139/499      4.32G    0.01539    0.01252   0.004218         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    139/499      4.32G    0.01539    0.01252   0.004218         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    139/499      4.32G    0.01543    0.01257   0.004236         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    139/499      4.32G    0.01543    0.01257   0.004236         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    139/499      4.32G    0.01535     0.0126   0.004195         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    139/499      4.32G    0.01535     0.0126   0.004195         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    139/499      4.32G    0.01543    0.01257   0.004149         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    139/499      4.32G    0.01543    0.01257   0.004149         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    139/499      4.32G    0.01547    0.01254   0.004079         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    139/499      4.32G    0.01547    0.01254   0.004079         62        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    139/499      4.32G    0.01548    0.01247   0.004047         59        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    139/499      4.32G    0.01548    0.01247   0.004047         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    139/499      4.32G    0.01552    0.01242   0.004025         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    139/499      4.32G    0.01552    0.01242   0.004025         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    139/499      4.32G    0.01556    0.01245   0.004101         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    139/499      4.32G    0.01556    0.01245   0.004101         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    139/499      4.32G    0.01555    0.01246   0.004136         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    139/499      4.32G    0.01555    0.01246   0.004136         81        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    139/499      4.32G    0.01553    0.01247   0.004099         78        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    139/499      4.32G    0.01553    0.01247   0.004099         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    139/499      4.32G    0.01557    0.01249   0.004174         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    139/499      4.32G    0.01557    0.01249   0.004174         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    139/499      4.32G    0.01554    0.01247   0.004186         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    139/499      4.32G    0.01554    0.01247   0.004186         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.12it/s]
    139/499      4.32G    0.01549    0.01237   0.004146         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.12it/s]
    139/499      4.32G    0.01549    0.01237   0.004146         31        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    139/499      4.32G    0.01549    0.01237   0.004146         31        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.848      0.847      0.856      0.734

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    140/499      4.32G    0.01481    0.01566   0.003465         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    140/499      4.32G    0.01481    0.01566   0.003465         85        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    140/499      4.32G    0.01594    0.01454   0.004468         77        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    140/499      4.32G    0.01594    0.01454   0.004468         77        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    140/499      4.32G    0.01612    0.01347   0.004412         72        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    140/499      4.32G    0.01612    0.01347   0.004412         72        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    140/499      4.32G    0.01614    0.01332    0.00452         80        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    140/499      4.32G    0.01614    0.01332    0.00452         80        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    140/499      4.32G    0.01598    0.01358   0.004445         88        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    140/499      4.32G    0.01598    0.01358   0.004445         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    140/499      4.32G    0.01588    0.01383   0.004784         90        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    140/499      4.32G    0.01588    0.01383   0.004784         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    140/499      4.32G    0.01563    0.01344   0.004935         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    140/499      4.32G    0.01563    0.01344   0.004935         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    140/499      4.32G    0.01542    0.01305   0.004713         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    140/499      4.32G    0.01542    0.01305   0.004713         69        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    140/499      4.32G    0.01567     0.0129   0.005112         64        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    140/499      4.32G    0.01567     0.0129   0.005112         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    140/499      4.32G    0.01558    0.01279   0.005168         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    140/499      4.32G    0.01558    0.01279   0.005168         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    140/499      4.32G    0.01561     0.0129   0.005292         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    140/499      4.32G    0.01561     0.0129   0.005292         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    140/499      4.32G    0.01558    0.01268   0.005247         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    140/499      4.32G    0.01558    0.01268   0.005247         65        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    140/499      4.32G    0.01562    0.01289   0.005266         87        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    140/499      4.32G    0.01562    0.01289   0.005266         87        640:  32%|###2      | 13/40 [00:02<00:04,  5.40it/s]
    140/499      4.32G    0.01553    0.01284   0.005342         78        640:  32%|###2      | 13/40 [00:02<00:04,  5.40it/s]
    140/499      4.32G    0.01553    0.01284   0.005342         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    140/499      4.32G    0.01546    0.01268   0.005093         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    140/499      4.32G    0.01546    0.01268   0.005093         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    140/499      4.32G    0.01545    0.01281    0.00514         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    140/499      4.32G    0.01545    0.01281    0.00514         83        640:  40%|####      | 16/40 [00:02<00:04,  5.40it/s]
    140/499      4.32G    0.01554    0.01287    0.00535         78        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    140/499      4.32G    0.01554    0.01287    0.00535         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    140/499      4.32G    0.01551    0.01278   0.005224         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    140/499      4.32G    0.01551    0.01278   0.005224         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    140/499      4.32G    0.01559    0.01282   0.005228         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    140/499      4.32G    0.01559    0.01282   0.005228         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    140/499      4.32G    0.01569    0.01288   0.005251         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    140/499      4.32G    0.01569    0.01288   0.005251         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    140/499      4.32G    0.01567     0.0129   0.005318         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    140/499      4.32G    0.01567     0.0129   0.005318         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    140/499      4.32G    0.01578    0.01281   0.005185         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    140/499      4.32G    0.01578    0.01281   0.005185         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    140/499      4.32G    0.01573    0.01284   0.005049         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    140/499      4.32G    0.01573    0.01284   0.005049         91        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    140/499      4.32G    0.01566    0.01272   0.004892         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    140/499      4.32G    0.01566    0.01272   0.004892         67        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    140/499      4.32G    0.01566    0.01282   0.004871         96        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    140/499      4.32G    0.01566    0.01282   0.004871         96        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    140/499      4.32G    0.01566    0.01285   0.004985         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    140/499      4.32G    0.01566    0.01285   0.004985         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    140/499      4.32G    0.01558    0.01283    0.00491         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    140/499      4.32G    0.01558    0.01283    0.00491         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    140/499      4.32G    0.01559    0.01275   0.004984         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    140/499      4.32G    0.01559    0.01275   0.004984         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    140/499      4.32G    0.01553    0.01261   0.004873         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    140/499      4.32G    0.01553    0.01261   0.004873         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    140/499      4.32G    0.01549    0.01261   0.004824         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    140/499      4.32G    0.01549    0.01261   0.004824         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    140/499      4.32G    0.01547    0.01259   0.004896         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    140/499      4.32G    0.01547    0.01259   0.004896         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    140/499      4.32G     0.0155    0.01257    0.00487         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    140/499      4.32G     0.0155    0.01257    0.00487         68        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    140/499      4.32G    0.01548    0.01256   0.004837         74        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    140/499      4.32G    0.01548    0.01256   0.004837         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    140/499      4.32G    0.01546    0.01262   0.004935         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    140/499      4.32G    0.01546    0.01262   0.004935         93        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    140/499      4.32G    0.01554    0.01258   0.004879         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    140/499      4.32G    0.01554    0.01258   0.004879         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    140/499      4.32G    0.01552    0.01255   0.004819         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    140/499      4.32G    0.01552    0.01255   0.004819         76        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    140/499      4.32G    0.01549    0.01254   0.004779         75        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    140/499      4.32G    0.01549    0.01254   0.004779         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
    140/499      4.32G     0.0155    0.01253   0.004826         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    140/499      4.32G     0.0155    0.01253   0.004826         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    140/499      4.32G    0.01551    0.01247   0.004755         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    140/499      4.32G    0.01551    0.01247   0.004755         60        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    140/499      4.32G    0.01548     0.0125   0.004759         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    140/499      4.32G    0.01548     0.0125   0.004759         45        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    140/499      4.32G    0.01548     0.0125   0.004759         45        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.816      0.836      0.851      0.716

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    141/499      4.32G    0.01491    0.01101   0.003555         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    141/499      4.32G    0.01491    0.01101   0.003555         71        640:   2%|2         | 1/40 [00:00<00:07,  5.02it/s]
    141/499      4.32G    0.01619    0.01272   0.004921         83        640:   2%|2         | 1/40 [00:00<00:07,  5.02it/s]
    141/499      4.32G    0.01619    0.01272   0.004921         83        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    141/499      4.32G    0.01639    0.01256   0.004851         74        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    141/499      4.32G    0.01639    0.01256   0.004851         74        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
    141/499      4.32G     0.0167    0.01358   0.004525         91        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
    141/499      4.32G     0.0167    0.01358   0.004525         91        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    141/499      4.32G    0.01641    0.01308   0.004401         66        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    141/499      4.32G    0.01641    0.01308   0.004401         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    141/499      4.32G    0.01684    0.01319   0.004669         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    141/499      4.32G    0.01684    0.01319   0.004669         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    141/499      4.32G    0.01679    0.01353   0.004486         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    141/499      4.32G    0.01679    0.01353   0.004486         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    141/499      4.32G    0.01653     0.0133   0.004195         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    141/499      4.32G    0.01653     0.0133   0.004195         70        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    141/499      4.32G    0.01626    0.01339   0.004135         86        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    141/499      4.32G    0.01626    0.01339   0.004135         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    141/499      4.32G    0.01632    0.01337   0.004211         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    141/499      4.32G    0.01632    0.01337   0.004211         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    141/499      4.32G    0.01636     0.0133   0.004265         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    141/499      4.32G    0.01636     0.0133   0.004265         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    141/499      4.32G    0.01645    0.01297   0.004259         46        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    141/499      4.32G    0.01645    0.01297   0.004259         46        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    141/499      4.32G    0.01635    0.01286   0.004231         71        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    141/499      4.32G    0.01635    0.01286   0.004231         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    141/499      4.32G    0.01622    0.01267   0.004259         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    141/499      4.32G    0.01622    0.01267   0.004259         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    141/499      4.32G    0.01624    0.01263   0.004533         59        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    141/499      4.32G    0.01624    0.01263   0.004533         59        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    141/499      4.32G    0.01612    0.01273   0.004395         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    141/499      4.32G    0.01612    0.01273   0.004395         88        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    141/499      4.32G    0.01613    0.01277   0.004323         79        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    141/499      4.32G    0.01613    0.01277   0.004323         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    141/499      4.32G    0.01608    0.01288   0.004243         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    141/499      4.32G    0.01608    0.01288   0.004243         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    141/499      4.32G    0.01604    0.01273   0.004106         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    141/499      4.32G    0.01604    0.01273   0.004106         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    141/499      4.32G    0.01598    0.01278   0.004235         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    141/499      4.32G    0.01598    0.01278   0.004235         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    141/499      4.32G    0.01594    0.01275   0.004226         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    141/499      4.32G    0.01594    0.01275   0.004226         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    141/499      4.32G    0.01587    0.01273   0.004079         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    141/499      4.32G    0.01587    0.01273   0.004079         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    141/499      4.32G    0.01585    0.01272   0.004288         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    141/499      4.32G    0.01585    0.01272   0.004288         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    141/499      4.32G    0.01592    0.01279   0.004575         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    141/499      4.32G    0.01592    0.01279   0.004575         79        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    141/499      4.32G    0.01583    0.01291   0.004448         98        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    141/499      4.32G    0.01583    0.01291   0.004448         98        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    141/499      4.32G    0.01583    0.01286    0.00439         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    141/499      4.32G    0.01583    0.01286    0.00439         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    141/499      4.32G    0.01581    0.01275   0.004376         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    141/499      4.32G    0.01581    0.01275   0.004376         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    141/499      4.32G     0.0158     0.0128   0.004265         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    141/499      4.32G     0.0158     0.0128   0.004265         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    141/499      4.32G     0.0158    0.01278   0.004281         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    141/499      4.32G     0.0158    0.01278   0.004281         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    141/499      4.32G    0.01583    0.01293   0.004202         96        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    141/499      4.32G    0.01583    0.01293   0.004202         96        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    141/499      4.32G    0.01578    0.01294   0.004214         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    141/499      4.32G    0.01578    0.01294   0.004214         92        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    141/499      4.32G    0.01575    0.01289   0.004268         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    141/499      4.32G    0.01575    0.01289   0.004268         66        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    141/499      4.32G    0.01571    0.01276   0.004232         60        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    141/499      4.32G    0.01571    0.01276   0.004232         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    141/499      4.32G    0.01573    0.01277   0.004304         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    141/499      4.32G    0.01573    0.01277   0.004304         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    141/499      4.32G     0.0157    0.01273   0.004314         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    141/499      4.32G     0.0157    0.01273   0.004314         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    141/499      4.32G    0.01573    0.01276    0.00443         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    141/499      4.32G    0.01573    0.01276    0.00443         74        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    141/499      4.32G    0.01579     0.0128   0.004515         81        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    141/499      4.32G    0.01579     0.0128   0.004515         81        640:  92%|#########2| 37/40 [00:06<00:00,  5.21it/s]
    141/499      4.32G    0.01575    0.01275   0.004479         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    141/499      4.32G    0.01575    0.01275   0.004479         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    141/499      4.32G    0.01571    0.01273   0.004389         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    141/499      4.32G    0.01571    0.01273   0.004389         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    141/499      4.32G    0.01572    0.01271   0.004335         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    141/499      4.32G    0.01572    0.01271   0.004335         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    141/499      4.32G    0.01572    0.01271   0.004335         36        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.874      0.877      0.879      0.738

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    142/499      4.32G    0.01465    0.01173   0.001688         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    142/499      4.32G    0.01465    0.01173   0.001688         77        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    142/499      4.32G    0.01425    0.01177   0.002414         74        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    142/499      4.32G    0.01425    0.01177   0.002414         74        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    142/499      4.32G    0.01455    0.01209   0.002716         77        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    142/499      4.32G    0.01455    0.01209   0.002716         77        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    142/499      4.32G    0.01505    0.01187   0.003505         65        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    142/499      4.32G    0.01505    0.01187   0.003505         65        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    142/499      4.32G    0.01522    0.01217   0.003199         82        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    142/499      4.32G    0.01522    0.01217   0.003199         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    142/499      4.32G    0.01549    0.01223   0.003332         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    142/499      4.32G    0.01549    0.01223   0.003332         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    142/499      4.32G    0.01554    0.01255   0.003479         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    142/499      4.32G    0.01554    0.01255   0.003479         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    142/499      4.32G    0.01563    0.01285   0.003307         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    142/499      4.32G    0.01563    0.01285   0.003307         82        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    142/499      4.32G    0.01575     0.0133   0.003461         94        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    142/499      4.32G    0.01575     0.0133   0.003461         94        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    142/499      4.32G     0.0159     0.0135    0.00347         92        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    142/499      4.32G     0.0159     0.0135    0.00347         92        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    142/499      4.32G    0.01598    0.01347   0.003404         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    142/499      4.32G    0.01598    0.01347   0.003404         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    142/499      4.32G    0.01583    0.01336   0.003535         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    142/499      4.32G    0.01583    0.01336   0.003535         79        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    142/499      4.32G    0.01585    0.01353   0.003707         86        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    142/499      4.32G    0.01585    0.01353   0.003707         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    142/499      4.32G    0.01581    0.01344   0.003521         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    142/499      4.32G    0.01581    0.01344   0.003521         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    142/499      4.32G    0.01569    0.01332   0.003551         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    142/499      4.32G    0.01569    0.01332   0.003551         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    142/499      4.32G    0.01577    0.01327   0.003618         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    142/499      4.32G    0.01577    0.01327   0.003618         73        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    142/499      4.32G    0.01591    0.01335   0.003764         81        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    142/499      4.32G    0.01591    0.01335   0.003764         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    142/499      4.32G    0.01598     0.0135   0.003796         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    142/499      4.32G    0.01598     0.0135   0.003796         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    142/499      4.32G    0.01606    0.01358   0.003782         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    142/499      4.32G    0.01606    0.01358   0.003782         86        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    142/499      4.32G    0.01615    0.01359    0.00376         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    142/499      4.32G    0.01615    0.01359    0.00376         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    142/499      4.32G    0.01607    0.01345   0.003719         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    142/499      4.32G    0.01607    0.01345   0.003719         66        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
    142/499      4.32G    0.01608    0.01341   0.003808         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    142/499      4.32G    0.01608    0.01341   0.003808         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    142/499      4.32G      0.016    0.01331   0.003722         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    142/499      4.32G      0.016    0.01331   0.003722         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    142/499      4.32G    0.01605    0.01332   0.003782         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    142/499      4.32G    0.01605    0.01332   0.003782         73        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    142/499      4.32G    0.01607     0.0134   0.003841         77        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    142/499      4.32G    0.01607     0.0134   0.003841         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    142/499      4.32G    0.01616     0.0134   0.004173         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    142/499      4.32G    0.01616     0.0134   0.004173         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    142/499      4.32G    0.01611    0.01345   0.004118         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    142/499      4.32G    0.01611    0.01345   0.004118         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    142/499      4.32G    0.01622    0.01352   0.004122         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    142/499      4.32G    0.01622    0.01352   0.004122         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    142/499      4.32G    0.01623    0.01351   0.004069         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    142/499      4.32G    0.01623    0.01351   0.004069         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    142/499      4.32G    0.01621    0.01345    0.00406         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    142/499      4.32G    0.01621    0.01345    0.00406         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.16it/s]
    142/499      4.32G    0.01627    0.01348   0.004294         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.16it/s]
    142/499      4.32G    0.01627    0.01348   0.004294         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    142/499      4.32G    0.01627    0.01356   0.004268         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    142/499      4.32G    0.01627    0.01356   0.004268         89        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    142/499      4.32G    0.01628    0.01355   0.004282         75        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    142/499      4.32G    0.01628    0.01355   0.004282         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    142/499      4.32G    0.01632    0.01357   0.004271         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    142/499      4.32G    0.01632    0.01357   0.004271         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    142/499      4.32G    0.01634    0.01363   0.004233         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    142/499      4.32G    0.01634    0.01363   0.004233         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    142/499      4.32G    0.01634    0.01359   0.004195         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    142/499      4.32G    0.01634    0.01359   0.004195         71        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    142/499      4.32G    0.01631    0.01354   0.004151         72        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
    142/499      4.32G    0.01631    0.01354   0.004151         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    142/499      4.32G    0.01632     0.0135   0.004135         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    142/499      4.32G    0.01632     0.0135   0.004135         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    142/499      4.32G    0.01632    0.01352   0.004203         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    142/499      4.32G    0.01632    0.01352   0.004203         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    142/499      4.32G     0.0163    0.01348   0.004167         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    142/499      4.32G     0.0163    0.01348   0.004167         37        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    142/499      4.32G     0.0163    0.01348   0.004167         37        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.909      0.873      0.899      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    143/499      4.32G    0.01586    0.01086   0.005115         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
    143/499      4.32G    0.01586    0.01086   0.005115         61        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    143/499      4.32G    0.01579    0.01077   0.003103         59        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    143/499      4.32G    0.01579    0.01077   0.003103         59        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    143/499      4.32G    0.01547    0.01157   0.004074         84        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    143/499      4.32G    0.01547    0.01157   0.004074         84        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    143/499      4.32G    0.01554    0.01108   0.004219         60        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    143/499      4.32G    0.01554    0.01108   0.004219         60        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    143/499      4.32G    0.01594    0.01129   0.003995         65        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    143/499      4.32G    0.01594    0.01129   0.003995         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    143/499      4.32G    0.01562    0.01171   0.003773         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    143/499      4.32G    0.01562    0.01171   0.003773         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    143/499      4.32G     0.0156    0.01168    0.00384         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    143/499      4.32G     0.0156    0.01168    0.00384         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    143/499      4.32G    0.01557    0.01194    0.00383         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    143/499      4.32G    0.01557    0.01194    0.00383         91        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    143/499      4.32G    0.01533    0.01165   0.003944         64        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    143/499      4.32G    0.01533    0.01165   0.003944         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    143/499      4.32G    0.01536    0.01168   0.004677         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    143/499      4.32G    0.01536    0.01168   0.004677         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    143/499      4.32G    0.01542    0.01185    0.00445         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    143/499      4.32G    0.01542    0.01185    0.00445         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    143/499      4.32G    0.01538    0.01177   0.004256         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    143/499      4.32G    0.01538    0.01177   0.004256         76        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    143/499      4.32G    0.01535    0.01166   0.004129         67        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    143/499      4.32G    0.01535    0.01166   0.004129         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    143/499      4.32G    0.01542    0.01166   0.004178         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    143/499      4.32G    0.01542    0.01166   0.004178         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    143/499      4.32G    0.01543    0.01178   0.004113         91        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    143/499      4.32G    0.01543    0.01178   0.004113         91        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    143/499      4.32G    0.01549    0.01189   0.004104         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    143/499      4.32G    0.01549    0.01189   0.004104         77        640:  40%|####      | 16/40 [00:02<00:04,  5.38it/s]
    143/499      4.32G    0.01547    0.01205   0.004194         87        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    143/499      4.32G    0.01547    0.01205   0.004194         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    143/499      4.32G    0.01545    0.01207    0.00429         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    143/499      4.32G    0.01545    0.01207    0.00429         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    143/499      4.32G    0.01541    0.01205     0.0043         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    143/499      4.32G    0.01541    0.01205     0.0043         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
    143/499      4.32G    0.01534    0.01196   0.004215         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
    143/499      4.32G    0.01534    0.01196   0.004215         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    143/499      4.32G    0.01531    0.01203   0.004137         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    143/499      4.32G    0.01531    0.01203   0.004137         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    143/499      4.32G    0.01525    0.01213   0.004083         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    143/499      4.32G    0.01525    0.01213   0.004083         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    143/499      4.32G    0.01522    0.01219   0.003972         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    143/499      4.32G    0.01522    0.01219   0.003972         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    143/499      4.32G    0.01519    0.01233   0.003939         96        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    143/499      4.32G    0.01519    0.01233   0.003939         96        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    143/499      4.32G    0.01525    0.01232   0.003961         65        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    143/499      4.32G    0.01525    0.01232   0.003961         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    143/499      4.32G     0.0152    0.01231   0.004045         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    143/499      4.32G     0.0152    0.01231   0.004045         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    143/499      4.32G    0.01515    0.01234    0.00393         93        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    143/499      4.32G    0.01515    0.01234    0.00393         93        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    143/499      4.32G    0.01525    0.01236   0.004088         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    143/499      4.32G    0.01525    0.01236   0.004088         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
    143/499      4.32G    0.01526    0.01234   0.004012         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
    143/499      4.32G    0.01526    0.01234   0.004012         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    143/499      4.32G    0.01519    0.01228   0.003899         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    143/499      4.32G    0.01519    0.01228   0.003899         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    143/499      4.32G     0.0152    0.01222   0.003856         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    143/499      4.32G     0.0152    0.01222   0.003856         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    143/499      4.32G    0.01518     0.0122   0.003816         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    143/499      4.32G    0.01518     0.0122   0.003816         75        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    143/499      4.32G    0.01522    0.01226   0.003836         79        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    143/499      4.32G    0.01522    0.01226   0.003836         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    143/499      4.32G    0.01525    0.01228    0.00394         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    143/499      4.32G    0.01525    0.01228    0.00394         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    143/499      4.32G    0.01523    0.01236   0.003904         90        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    143/499      4.32G    0.01523    0.01236   0.003904         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    143/499      4.32G    0.01528    0.01235    0.00392         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    143/499      4.32G    0.01528    0.01235    0.00392         77        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    143/499      4.32G     0.0152     0.0123   0.003903         76        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    143/499      4.32G     0.0152     0.0123   0.003903         76        640:  92%|#########2| 37/40 [00:06<00:00,  5.34it/s]
    143/499      4.32G    0.01516    0.01229   0.003841         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    143/499      4.32G    0.01516    0.01229   0.003841         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    143/499      4.32G    0.01516    0.01235   0.003848         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    143/499      4.32G    0.01516    0.01235   0.003848         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    143/499      4.32G    0.01518    0.01236     0.0038         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    143/499      4.32G    0.01518    0.01236     0.0038         31        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    143/499      4.32G    0.01518    0.01236     0.0038         31        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.853      0.852      0.866      0.733

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    144/499      4.32G    0.01487    0.01224   0.002052         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    144/499      4.32G    0.01487    0.01224   0.002052         67        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    144/499      4.32G    0.01507    0.01273   0.003002         74        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    144/499      4.32G    0.01507    0.01273   0.003002         74        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    144/499      4.32G    0.01522    0.01221   0.002724         65        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    144/499      4.32G    0.01522    0.01221   0.002724         65        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    144/499      4.32G    0.01548     0.0124   0.002424         76        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    144/499      4.32G    0.01548     0.0124   0.002424         76        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    144/499      4.32G    0.01551    0.01195   0.002471         63        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    144/499      4.32G    0.01551    0.01195   0.002471         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    144/499      4.32G    0.01595    0.01213   0.002765         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    144/499      4.32G    0.01595    0.01213   0.002765         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    144/499      4.32G    0.01562    0.01197   0.002672         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    144/499      4.32G    0.01562    0.01197   0.002672         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    144/499      4.32G    0.01565    0.01179   0.002927         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    144/499      4.32G    0.01565    0.01179   0.002927         66        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    144/499      4.32G    0.01558    0.01185   0.002794         80        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    144/499      4.32G    0.01558    0.01185   0.002794         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    144/499      4.32G    0.01549    0.01197   0.002922         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    144/499      4.32G    0.01549    0.01197   0.002922         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    144/499      4.32G    0.01527    0.01191    0.00311         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    144/499      4.32G    0.01527    0.01191    0.00311         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    144/499      4.32G    0.01503     0.0121   0.003001         95        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    144/499      4.32G    0.01503     0.0121   0.003001         95        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    144/499      4.32G    0.01495      0.012   0.002925         64        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    144/499      4.32G    0.01495      0.012   0.002925         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    144/499      4.32G      0.015    0.01209   0.002839         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    144/499      4.32G      0.015    0.01209   0.002839         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    144/499      4.32G    0.01507    0.01209   0.002896         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    144/499      4.32G    0.01507    0.01209   0.002896         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    144/499      4.32G    0.01519    0.01226   0.003044         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    144/499      4.32G    0.01519    0.01226   0.003044         83        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    144/499      4.32G    0.01513    0.01234    0.00305         80        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    144/499      4.32G    0.01513    0.01234    0.00305         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    144/499      4.32G    0.01514    0.01221   0.003146         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    144/499      4.32G    0.01514    0.01221   0.003146         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    144/499      4.32G    0.01523    0.01222   0.003354         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    144/499      4.32G    0.01523    0.01222   0.003354         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    144/499      4.32G    0.01521    0.01218    0.00335         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    144/499      4.32G    0.01521    0.01218    0.00335         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    144/499      4.32G    0.01518    0.01219   0.003272         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    144/499      4.32G    0.01518    0.01219   0.003272         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    144/499      4.32G     0.0151    0.01218   0.003451         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    144/499      4.32G     0.0151    0.01218   0.003451         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    144/499      4.32G    0.01519    0.01225   0.003363         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    144/499      4.32G    0.01519    0.01225   0.003363         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    144/499      4.32G    0.01516     0.0123   0.003319         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    144/499      4.32G    0.01516     0.0123   0.003319         82        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    144/499      4.32G    0.01511    0.01232   0.003332         85        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    144/499      4.32G    0.01511    0.01232   0.003332         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    144/499      4.32G    0.01521    0.01232   0.003343         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    144/499      4.32G    0.01521    0.01232   0.003343         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    144/499      4.32G    0.01534     0.0123   0.003349         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    144/499      4.32G    0.01534     0.0123   0.003349         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    144/499      4.32G    0.01534    0.01229   0.003393         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    144/499      4.32G    0.01534    0.01229   0.003393         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    144/499      4.32G    0.01534    0.01226   0.003339         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    144/499      4.32G    0.01534    0.01226   0.003339         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    144/499      4.32G    0.01527    0.01227   0.003391         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    144/499      4.32G    0.01527    0.01227   0.003391         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    144/499      4.32G    0.01522    0.01227    0.00338         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    144/499      4.32G    0.01522    0.01227    0.00338         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    144/499      4.32G    0.01519     0.0122   0.003638         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    144/499      4.32G    0.01519     0.0122   0.003638         64        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    144/499      4.32G    0.01518    0.01215   0.003598         58        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    144/499      4.32G    0.01518    0.01215   0.003598         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    144/499      4.32G    0.01514    0.01215   0.003557         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    144/499      4.32G    0.01514    0.01215   0.003557         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    144/499      4.32G    0.01512    0.01211   0.003695         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    144/499      4.32G    0.01512    0.01211   0.003695         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    144/499      4.32G    0.01515    0.01215   0.003859         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    144/499      4.32G    0.01515    0.01215   0.003859         84        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    144/499      4.32G    0.01518     0.0121   0.003826         64        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    144/499      4.32G    0.01518     0.0121   0.003826         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.19it/s]
    144/499      4.32G    0.01517    0.01206   0.003812         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    144/499      4.32G    0.01517    0.01206   0.003812         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    144/499      4.32G    0.01519    0.01208     0.0038         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    144/499      4.32G    0.01519    0.01208     0.0038         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    144/499      4.32G    0.01517    0.01208   0.003838         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    144/499      4.32G    0.01517    0.01208   0.003838         40        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    144/499      4.32G    0.01517    0.01208   0.003838         40        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.862       0.86      0.869      0.733

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    145/499      4.32G    0.01587    0.01286   0.005488         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    145/499      4.32G    0.01587    0.01286   0.005488         77        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    145/499      4.32G    0.01627    0.01335   0.006336         81        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    145/499      4.32G    0.01627    0.01335   0.006336         81        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    145/499      4.32G    0.01584    0.01284   0.006313         66        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    145/499      4.32G    0.01584    0.01284   0.006313         66        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    145/499      4.32G    0.01559    0.01244   0.005958         69        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    145/499      4.32G    0.01559    0.01244   0.005958         69        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    145/499      4.32G    0.01554    0.01199   0.005527         64        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    145/499      4.32G    0.01554    0.01199   0.005527         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.43it/s]
    145/499      4.32G    0.01557    0.01227   0.005466         92        640:  12%|#2        | 5/40 [00:01<00:06,  5.43it/s]
    145/499      4.32G    0.01557    0.01227   0.005466         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    145/499      4.32G    0.01549    0.01247   0.004911         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    145/499      4.32G    0.01549    0.01247   0.004911         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    145/499      4.32G    0.01529     0.0122   0.004836         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    145/499      4.32G    0.01529     0.0122   0.004836         67        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    145/499      4.32G     0.0152    0.01196   0.004443         63        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    145/499      4.32G     0.0152    0.01196   0.004443         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    145/499      4.32G    0.01532    0.01211   0.004297         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    145/499      4.32G    0.01532    0.01211   0.004297         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    145/499      4.32G    0.01527    0.01207   0.004501         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    145/499      4.32G    0.01527    0.01207   0.004501         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    145/499      4.32G    0.01538    0.01222   0.004318         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    145/499      4.32G    0.01538    0.01222   0.004318         87        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    145/499      4.32G    0.01556    0.01228   0.004399         65        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    145/499      4.32G    0.01556    0.01228   0.004399         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    145/499      4.32G    0.01566     0.0123   0.004333         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    145/499      4.32G    0.01566     0.0123   0.004333         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    145/499      4.32G    0.01585    0.01268   0.004346        105        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    145/499      4.32G    0.01585    0.01268   0.004346        105        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    145/499      4.32G    0.01588    0.01274   0.004155         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    145/499      4.32G    0.01588    0.01274   0.004155         81        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    145/499      4.32G    0.01587     0.0125   0.004187         54        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    145/499      4.32G    0.01587     0.0125   0.004187         54        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    145/499      4.32G     0.0159    0.01255   0.004244         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    145/499      4.32G     0.0159    0.01255   0.004244         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    145/499      4.32G    0.01595     0.0127   0.004215         90        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    145/499      4.32G    0.01595     0.0127   0.004215         90        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    145/499      4.32G    0.01594    0.01277   0.004114         91        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    145/499      4.32G    0.01594    0.01277   0.004114         91        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    145/499      4.32G    0.01592    0.01263   0.004071         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    145/499      4.32G    0.01592    0.01263   0.004071         63        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    145/499      4.32G    0.01588    0.01251   0.004138         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    145/499      4.32G    0.01588    0.01251   0.004138         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    145/499      4.32G    0.01585    0.01239   0.004087         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    145/499      4.32G    0.01585    0.01239   0.004087         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    145/499      4.32G    0.01576    0.01232    0.00396         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    145/499      4.32G    0.01576    0.01232    0.00396         66        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    145/499      4.32G    0.01567    0.01231   0.003986         79        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    145/499      4.32G    0.01567    0.01231   0.003986         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    145/499      4.32G    0.01566     0.0123   0.004052         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    145/499      4.32G    0.01566     0.0123   0.004052         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    145/499      4.32G    0.01571    0.01232   0.004047         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    145/499      4.32G    0.01571    0.01232   0.004047         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    145/499      4.32G    0.01571    0.01233   0.004028         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    145/499      4.32G    0.01571    0.01233   0.004028         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    145/499      4.32G    0.01574     0.0123   0.004064         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    145/499      4.32G    0.01574     0.0123   0.004064         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    145/499      4.32G    0.01576    0.01234   0.004045         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    145/499      4.32G    0.01576    0.01234   0.004045         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    145/499      4.32G    0.01577    0.01235   0.004025         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    145/499      4.32G    0.01577    0.01235   0.004025         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    145/499      4.32G    0.01572     0.0123    0.00406         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    145/499      4.32G    0.01572     0.0123    0.00406         74        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    145/499      4.32G    0.01571     0.0123   0.004095         71        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    145/499      4.32G    0.01571     0.0123   0.004095         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    145/499      4.32G    0.01574     0.0123   0.004228         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    145/499      4.32G    0.01574     0.0123   0.004228         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    145/499      4.32G    0.01573    0.01232   0.004362         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    145/499      4.32G    0.01573    0.01232   0.004362         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    145/499      4.32G     0.0157    0.01235    0.00444         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    145/499      4.32G     0.0157    0.01235    0.00444         85        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    145/499      4.32G    0.01569    0.01233   0.004367         72        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    145/499      4.32G    0.01569    0.01233   0.004367         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    145/499      4.32G    0.01569    0.01229   0.004434         56        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    145/499      4.32G    0.01569    0.01229   0.004434         56        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    145/499      4.32G    0.01568    0.01225   0.004424         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    145/499      4.32G    0.01568    0.01225   0.004424         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    145/499      4.32G    0.01577    0.01224   0.004435         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    145/499      4.32G    0.01577    0.01224   0.004435         35        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    145/499      4.32G    0.01577    0.01224   0.004435         35        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.831      0.885      0.889       0.74

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    146/499      4.32G      0.015     0.0135   0.002364         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    146/499      4.32G      0.015     0.0135   0.002364         87        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    146/499      4.32G    0.01559    0.01324   0.002148         79        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    146/499      4.32G    0.01559    0.01324   0.002148         79        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    146/499      4.32G     0.0162    0.01384   0.003284         86        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    146/499      4.32G     0.0162    0.01384   0.003284         86        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    146/499      4.32G    0.01604     0.0143   0.002945         87        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    146/499      4.32G    0.01604     0.0143   0.002945         87        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    146/499      4.32G    0.01621    0.01382   0.003588         72        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    146/499      4.32G    0.01621    0.01382   0.003588         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    146/499      4.32G    0.01634    0.01373   0.004324         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    146/499      4.32G    0.01634    0.01373   0.004324         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    146/499      4.32G    0.01639    0.01324   0.004517         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    146/499      4.32G    0.01639    0.01324   0.004517         58        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    146/499      4.32G    0.01599    0.01308   0.004094         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    146/499      4.32G    0.01599    0.01308   0.004094         77        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    146/499      4.32G    0.01603    0.01285   0.003979         66        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    146/499      4.32G    0.01603    0.01285   0.003979         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    146/499      4.32G    0.01597    0.01261    0.00397         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    146/499      4.32G    0.01597    0.01261    0.00397         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    146/499      4.32G    0.01582     0.0124   0.004238         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    146/499      4.32G    0.01582     0.0124   0.004238         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    146/499      4.32G     0.0158    0.01246   0.004061         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    146/499      4.32G     0.0158    0.01246   0.004061         72        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    146/499      4.32G     0.0159    0.01261    0.00404         86        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    146/499      4.32G     0.0159    0.01261    0.00404         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    146/499      4.32G    0.01599    0.01295   0.004333         94        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    146/499      4.32G    0.01599    0.01295   0.004333         94        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    146/499      4.32G    0.01592    0.01282   0.004245         62        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    146/499      4.32G    0.01592    0.01282   0.004245         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    146/499      4.32G    0.01583    0.01258   0.004071         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    146/499      4.32G    0.01583    0.01258   0.004071         58        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    146/499      4.32G    0.01578    0.01246   0.004147         61        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    146/499      4.32G    0.01578    0.01246   0.004147         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
    146/499      4.32G    0.01591    0.01245   0.004447         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
    146/499      4.32G    0.01591    0.01245   0.004447         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    146/499      4.32G    0.01581    0.01233   0.004374         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    146/499      4.32G    0.01581    0.01233   0.004374         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    146/499      4.32G    0.01579    0.01227   0.004403         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    146/499      4.32G    0.01579    0.01227   0.004403         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    146/499      4.32G    0.01578    0.01226   0.004443         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    146/499      4.32G    0.01578    0.01226   0.004443         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    146/499      4.32G    0.01575    0.01222   0.004396         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    146/499      4.32G    0.01575    0.01222   0.004396         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    146/499      4.32G    0.01578    0.01221   0.004506         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    146/499      4.32G    0.01578    0.01221   0.004506         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    146/499      4.32G    0.01587    0.01223   0.004471         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    146/499      4.32G    0.01587    0.01223   0.004471         78        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    146/499      4.32G    0.01591    0.01227    0.00437         75        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    146/499      4.32G    0.01591    0.01227    0.00437         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    146/499      4.32G    0.01595    0.01229   0.004507         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    146/499      4.32G    0.01595    0.01229   0.004507         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    146/499      4.32G     0.0159    0.01229    0.00446         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    146/499      4.32G     0.0159    0.01229    0.00446         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    146/499      4.32G    0.01592    0.01229   0.004465         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    146/499      4.32G    0.01592    0.01229   0.004465         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    146/499      4.32G    0.01594    0.01229   0.004574         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    146/499      4.32G    0.01594    0.01229   0.004574         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    146/499      4.32G    0.01592    0.01231   0.004534         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    146/499      4.32G    0.01592    0.01231   0.004534         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    146/499      4.32G    0.01588    0.01227   0.004473         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    146/499      4.32G    0.01588    0.01227   0.004473         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    146/499      4.32G    0.01585    0.01228   0.004433         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    146/499      4.32G    0.01585    0.01228   0.004433         78        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    146/499      4.32G    0.01584    0.01226   0.004393         74        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    146/499      4.32G    0.01584    0.01226   0.004393         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    146/499      4.32G    0.01578    0.01218    0.00439         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    146/499      4.32G    0.01578    0.01218    0.00439         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    146/499      4.32G    0.01574    0.01221   0.004522         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    146/499      4.32G    0.01574    0.01221   0.004522         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    146/499      4.32G    0.01568    0.01208   0.004635         53        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    146/499      4.32G    0.01568    0.01208   0.004635         53        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    146/499      4.32G    0.01567    0.01211   0.004587         82        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    146/499      4.32G    0.01567    0.01211   0.004587         82        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    146/499      4.32G    0.01561    0.01203   0.004549         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    146/499      4.32G    0.01561    0.01203   0.004549         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    146/499      4.32G    0.01564    0.01199   0.004603         58        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    146/499      4.32G    0.01564    0.01199   0.004603         58        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    146/499      4.32G    0.01576    0.01204   0.004615         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    146/499      4.32G    0.01576    0.01204   0.004615         38        640: 100%|##########| 40/40 [00:07<00:00,  5.47it/s]
    146/499      4.32G    0.01576    0.01204   0.004615         38        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.863       0.86      0.885      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    147/499      4.32G    0.01498   0.009718   0.006576         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
    147/499      4.32G    0.01498   0.009718   0.006576         65        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    147/499      4.32G    0.01804    0.01257   0.007978         83        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    147/499      4.32G    0.01804    0.01257   0.007978         83        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    147/499      4.32G     0.0179    0.01266   0.006476         70        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    147/499      4.32G     0.0179    0.01266   0.006476         70        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    147/499      4.32G     0.0179    0.01318   0.005715         84        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    147/499      4.32G     0.0179    0.01318   0.005715         84        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    147/499      4.32G    0.01751    0.01293   0.005338         66        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    147/499      4.32G    0.01751    0.01293   0.005338         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    147/499      4.32G    0.01762    0.01259   0.004835         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    147/499      4.32G    0.01762    0.01259   0.004835         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    147/499      4.32G    0.01768    0.01284   0.004637         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    147/499      4.32G    0.01768    0.01284   0.004637         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    147/499      4.32G    0.01759    0.01279   0.004791         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    147/499      4.32G    0.01759    0.01279   0.004791         66        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    147/499      4.32G    0.01735    0.01285   0.004722         89        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    147/499      4.32G    0.01735    0.01285   0.004722         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    147/499      4.32G    0.01711    0.01259   0.004603         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    147/499      4.32G    0.01711    0.01259   0.004603         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    147/499      4.32G    0.01709    0.01275   0.004565         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    147/499      4.32G    0.01709    0.01275   0.004565         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    147/499      4.32G    0.01722    0.01283   0.004963         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    147/499      4.32G    0.01722    0.01283   0.004963         74        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    147/499      4.32G    0.01712    0.01296   0.004668         89        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    147/499      4.32G    0.01712    0.01296   0.004668         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    147/499      4.32G      0.017    0.01311   0.004801         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    147/499      4.32G      0.017    0.01311   0.004801         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    147/499      4.32G    0.01708    0.01322   0.004753         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    147/499      4.32G    0.01708    0.01322   0.004753         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    147/499      4.32G    0.01698    0.01322   0.004844         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    147/499      4.32G    0.01698    0.01322   0.004844         75        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    147/499      4.32G    0.01713    0.01297   0.004789         50        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    147/499      4.32G    0.01713    0.01297   0.004789         50        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    147/499      4.32G    0.01712    0.01294   0.004675         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    147/499      4.32G    0.01712    0.01294   0.004675         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    147/499      4.32G     0.0171     0.0129   0.004503         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    147/499      4.32G     0.0171     0.0129   0.004503         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    147/499      4.32G    0.01704    0.01291   0.004529         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    147/499      4.32G    0.01704    0.01291   0.004529         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    147/499      4.32G    0.01715    0.01305   0.004849         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    147/499      4.32G    0.01715    0.01305   0.004849         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    147/499      4.32G    0.01704      0.013   0.004749         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    147/499      4.32G    0.01704      0.013   0.004749         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    147/499      4.32G    0.01698    0.01297   0.004933         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    147/499      4.32G    0.01698    0.01297   0.004933         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    147/499      4.32G    0.01696     0.0129   0.004797         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    147/499      4.32G    0.01696     0.0129   0.004797         67        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    147/499      4.32G    0.01695    0.01299   0.004724         80        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    147/499      4.32G    0.01695    0.01299   0.004724         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    147/499      4.32G     0.0169    0.01303   0.004679         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    147/499      4.32G     0.0169    0.01303   0.004679         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    147/499      4.32G    0.01686    0.01307   0.004748         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    147/499      4.32G    0.01686    0.01307   0.004748         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    147/499      4.32G    0.01683    0.01306   0.004897         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    147/499      4.32G    0.01683    0.01306   0.004897         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    147/499      4.32G    0.01676      0.013   0.004824         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    147/499      4.32G    0.01676      0.013   0.004824         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    147/499      4.32G    0.01668    0.01294   0.004753         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    147/499      4.32G    0.01668    0.01294   0.004753         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    147/499      4.32G    0.01664    0.01294   0.004707         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    147/499      4.32G    0.01664    0.01294   0.004707         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    147/499      4.32G    0.01663    0.01301   0.004742         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    147/499      4.32G    0.01663    0.01301   0.004742         79        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    147/499      4.32G    0.01664    0.01297    0.00467         72        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    147/499      4.32G    0.01664    0.01297    0.00467         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    147/499      4.32G    0.01657    0.01292   0.004619         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    147/499      4.32G    0.01657    0.01292   0.004619         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    147/499      4.32G    0.01651     0.0128   0.004628         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    147/499      4.32G    0.01651     0.0128   0.004628         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    147/499      4.32G    0.01647    0.01285   0.004587         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    147/499      4.32G    0.01647    0.01285   0.004587         90        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    147/499      4.32G    0.01645    0.01282    0.00454         70        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    147/499      4.32G    0.01645    0.01282    0.00454         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    147/499      4.32G     0.0164     0.0128   0.004501         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    147/499      4.32G     0.0164     0.0128   0.004501         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    147/499      4.32G    0.01639    0.01277   0.004444         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    147/499      4.32G    0.01639    0.01277   0.004444         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    147/499      4.32G    0.01648    0.01283    0.00449         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    147/499      4.32G    0.01648    0.01283    0.00449         42        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    147/499      4.32G    0.01648    0.01283    0.00449         42        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.832      0.865      0.873      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    148/499      4.32G    0.01647    0.01235   0.006459         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
    148/499      4.32G    0.01647    0.01235   0.006459         63        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    148/499      4.32G    0.01663    0.01266   0.004669         79        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    148/499      4.32G    0.01663    0.01266   0.004669         79        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    148/499      4.32G    0.01644    0.01153   0.005078         60        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    148/499      4.32G    0.01644    0.01153   0.005078         60        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    148/499      4.32G    0.01623     0.0129   0.004896         87        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    148/499      4.32G    0.01623     0.0129   0.004896         87        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    148/499      4.32G     0.0163    0.01272   0.004431         76        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    148/499      4.32G     0.0163    0.01272   0.004431         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    148/499      4.32G     0.0163    0.01285   0.004258         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    148/499      4.32G     0.0163    0.01285   0.004258         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    148/499      4.32G     0.0161    0.01271   0.004204         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    148/499      4.32G     0.0161    0.01271   0.004204         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    148/499      4.32G    0.01576    0.01288   0.004114         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    148/499      4.32G    0.01576    0.01288   0.004114         84        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    148/499      4.32G    0.01569    0.01273   0.004001         78        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    148/499      4.32G    0.01569    0.01273   0.004001         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    148/499      4.32G    0.01554    0.01248   0.004244         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    148/499      4.32G    0.01554    0.01248   0.004244         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    148/499      4.32G    0.01571    0.01258   0.004284         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    148/499      4.32G    0.01571    0.01258   0.004284         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    148/499      4.32G    0.01584    0.01289   0.004538         95        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    148/499      4.32G    0.01584    0.01289   0.004538         95        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    148/499      4.32G     0.0158    0.01295   0.004581         81        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    148/499      4.32G     0.0158    0.01295   0.004581         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    148/499      4.32G    0.01576    0.01274   0.004586         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    148/499      4.32G    0.01576    0.01274   0.004586         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    148/499      4.32G     0.0157     0.0127   0.004391         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    148/499      4.32G     0.0157     0.0127   0.004391         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    148/499      4.32G    0.01564    0.01245   0.004407         56        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    148/499      4.32G    0.01564    0.01245   0.004407         56        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    148/499      4.32G     0.0156    0.01251   0.004264         85        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    148/499      4.32G     0.0156    0.01251   0.004264         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    148/499      4.32G    0.01553     0.0125   0.004222         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    148/499      4.32G    0.01553     0.0125   0.004222         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    148/499      4.32G    0.01554    0.01261   0.004205         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    148/499      4.32G    0.01554    0.01261   0.004205         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    148/499      4.32G     0.0155    0.01252   0.004159         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    148/499      4.32G     0.0155    0.01252   0.004159         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    148/499      4.32G    0.01546    0.01241   0.004077         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    148/499      4.32G    0.01546    0.01241   0.004077         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    148/499      4.32G    0.01543    0.01242   0.004147         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    148/499      4.32G    0.01543    0.01242   0.004147         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    148/499      4.32G     0.0155    0.01248   0.004082         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    148/499      4.32G     0.0155    0.01248   0.004082         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    148/499      4.32G     0.0156    0.01253   0.004064         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    148/499      4.32G     0.0156    0.01253   0.004064         74        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    148/499      4.32G    0.01556    0.01252   0.004059         82        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    148/499      4.32G    0.01556    0.01252   0.004059         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    148/499      4.32G    0.01557    0.01258   0.003985         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    148/499      4.32G    0.01557    0.01258   0.003985         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    148/499      4.32G    0.01552    0.01254   0.003952         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    148/499      4.32G    0.01552    0.01254   0.003952         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    148/499      4.32G    0.01568    0.01249   0.004001         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    148/499      4.32G    0.01568    0.01249   0.004001         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    148/499      4.32G    0.01572    0.01245   0.004021         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    148/499      4.32G    0.01572    0.01245   0.004021         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    148/499      4.32G    0.01572    0.01243   0.004108         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    148/499      4.32G    0.01572    0.01243   0.004108         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    148/499      4.32G    0.01574    0.01249   0.004226         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    148/499      4.32G    0.01574    0.01249   0.004226         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    148/499      4.32G     0.0158    0.01258   0.004248         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    148/499      4.32G     0.0158    0.01258   0.004248         82        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    148/499      4.32G    0.01581    0.01253   0.004209         61        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    148/499      4.32G    0.01581    0.01253   0.004209         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    148/499      4.32G    0.01579    0.01255    0.00425         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    148/499      4.32G    0.01579    0.01255    0.00425         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    148/499      4.32G    0.01579    0.01257   0.004233         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    148/499      4.32G    0.01579    0.01257   0.004233         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    148/499      4.32G    0.01584    0.01264   0.004335         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    148/499      4.32G    0.01584    0.01264   0.004335         73        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    148/499      4.32G    0.01582    0.01265   0.004296         74        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    148/499      4.32G    0.01582    0.01265   0.004296         74        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    148/499      4.32G    0.01575    0.01258   0.004233         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    148/499      4.32G    0.01575    0.01258   0.004233         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    148/499      4.32G    0.01576    0.01257   0.004217         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    148/499      4.32G    0.01576    0.01257   0.004217         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    148/499      4.32G    0.01571    0.01262   0.004222         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    148/499      4.32G    0.01571    0.01262   0.004222         46        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    148/499      4.32G    0.01571    0.01262   0.004222         46        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.864      0.838      0.886      0.739

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    149/499      4.32G    0.01414    0.01293    0.00154         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
    149/499      4.32G    0.01414    0.01293    0.00154         84        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    149/499      4.32G    0.01535    0.01263   0.002726         71        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    149/499      4.32G    0.01535    0.01263   0.002726         71        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    149/499      4.32G    0.01484    0.01276   0.002689         84        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    149/499      4.32G    0.01484    0.01276   0.002689         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    149/499      4.32G    0.01528    0.01345   0.003367         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    149/499      4.32G    0.01528    0.01345   0.003367         84        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    149/499      4.32G    0.01541    0.01328   0.003568         65        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    149/499      4.32G    0.01541    0.01328   0.003568         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    149/499      4.32G     0.0155     0.0127   0.003328         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    149/499      4.32G     0.0155     0.0127   0.003328         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    149/499      4.32G    0.01569     0.0126   0.003374         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    149/499      4.32G    0.01569     0.0126   0.003374         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    149/499      4.32G    0.01578    0.01223   0.003359         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    149/499      4.32G    0.01578    0.01223   0.003359         64        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    149/499      4.32G    0.01546    0.01209   0.003226         72        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    149/499      4.32G    0.01546    0.01209   0.003226         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    149/499      4.32G    0.01533     0.0122    0.00317         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    149/499      4.32G    0.01533     0.0122    0.00317         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    149/499      4.32G    0.01534    0.01225   0.003104         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    149/499      4.32G    0.01534    0.01225   0.003104         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    149/499      4.32G    0.01517    0.01215   0.003043         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    149/499      4.32G    0.01517    0.01215   0.003043         64        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    149/499      4.32G    0.01513    0.01203   0.003217         74        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    149/499      4.32G    0.01513    0.01203   0.003217         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    149/499      4.32G    0.01509    0.01187   0.003294         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    149/499      4.32G    0.01509    0.01187   0.003294         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    149/499      4.32G    0.01516    0.01195   0.003202         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    149/499      4.32G    0.01516    0.01195   0.003202         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    149/499      4.32G     0.0152      0.012   0.003281         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    149/499      4.32G     0.0152      0.012   0.003281         74        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    149/499      4.32G    0.01521     0.0121   0.003263         82        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    149/499      4.32G    0.01521     0.0121   0.003263         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    149/499      4.32G    0.01515    0.01217   0.003244         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    149/499      4.32G    0.01515    0.01217   0.003244         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    149/499      4.32G    0.01517    0.01216    0.00334         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    149/499      4.32G    0.01517    0.01216    0.00334         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    149/499      4.32G    0.01519    0.01241   0.003363         90        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    149/499      4.32G    0.01519    0.01241   0.003363         90        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    149/499      4.32G    0.01511    0.01231   0.003352         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    149/499      4.32G    0.01511    0.01231   0.003352         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    149/499      4.32G    0.01517    0.01236   0.003284         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    149/499      4.32G    0.01517    0.01236   0.003284         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    149/499      4.32G    0.01525    0.01246   0.003427         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    149/499      4.32G    0.01525    0.01246   0.003427         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    149/499      4.32G    0.01519    0.01248   0.003508         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    149/499      4.32G    0.01519    0.01248   0.003508         72        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    149/499      4.32G    0.01516    0.01251    0.00355         80        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    149/499      4.32G    0.01516    0.01251    0.00355         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    149/499      4.32G    0.01506    0.01248   0.003485         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    149/499      4.32G    0.01506    0.01248   0.003485         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    149/499      4.32G    0.01512    0.01254   0.003483         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    149/499      4.32G    0.01512    0.01254   0.003483         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    149/499      4.32G    0.01504     0.0125   0.003486         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    149/499      4.32G    0.01504     0.0125   0.003486         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    149/499      4.32G    0.01509    0.01261   0.003509         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    149/499      4.32G    0.01509    0.01261   0.003509         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    149/499      4.32G    0.01496    0.01245   0.003496         54        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    149/499      4.32G    0.01496    0.01245   0.003496         54        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    149/499      4.32G    0.01496    0.01244   0.003453         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    149/499      4.32G    0.01496    0.01244   0.003453         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    149/499      4.32G    0.01499    0.01248   0.003459         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    149/499      4.32G    0.01499    0.01248   0.003459         84        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    149/499      4.32G      0.015    0.01242    0.00345         61        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    149/499      4.32G      0.015    0.01242    0.00345         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    149/499      4.32G    0.01505     0.0124   0.003429         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    149/499      4.32G    0.01505     0.0124   0.003429         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
    149/499      4.32G    0.01501    0.01235   0.003356         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
    149/499      4.32G    0.01501    0.01235   0.003356         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    149/499      4.32G    0.01509    0.01236   0.003373         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    149/499      4.32G    0.01509    0.01236   0.003373         67        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    149/499      4.32G    0.01506    0.01235   0.003357         71        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    149/499      4.32G    0.01506    0.01235   0.003357         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.39it/s]
    149/499      4.32G    0.01509    0.01238   0.003387         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    149/499      4.32G    0.01509    0.01238   0.003387         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    149/499      4.32G    0.01511    0.01241   0.003412         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    149/499      4.32G    0.01511    0.01241   0.003412         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    149/499      4.32G    0.01516    0.01236   0.003414         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    149/499      4.32G    0.01516    0.01236   0.003414         31        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    149/499      4.32G    0.01516    0.01236   0.003414         31        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263       0.86       0.88      0.876      0.741

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    150/499      4.32G    0.01422    0.01289   0.004302         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    150/499      4.32G    0.01422    0.01289   0.004302         81        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    150/499      4.32G    0.01418    0.01118   0.002796         65        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    150/499      4.32G    0.01418    0.01118   0.002796         65        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    150/499      4.32G    0.01477    0.01195   0.003409         79        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    150/499      4.32G    0.01477    0.01195   0.003409         79        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    150/499      4.32G    0.01476    0.01198   0.003335         77        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    150/499      4.32G    0.01476    0.01198   0.003335         77        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    150/499      4.32G    0.01463    0.01275   0.003009         89        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    150/499      4.32G    0.01463    0.01275   0.003009         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    150/499      4.32G    0.01475    0.01284   0.003162         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    150/499      4.32G    0.01475    0.01284   0.003162         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    150/499      4.32G    0.01484    0.01289   0.003352         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    150/499      4.32G    0.01484    0.01289   0.003352         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    150/499      4.32G    0.01477    0.01267   0.003567         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    150/499      4.32G    0.01477    0.01267   0.003567         70        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    150/499      4.32G    0.01475    0.01284   0.003472         90        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    150/499      4.32G    0.01475    0.01284   0.003472         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    150/499      4.32G    0.01464    0.01302   0.003595         95        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    150/499      4.32G    0.01464    0.01302   0.003595         95        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    150/499      4.32G     0.0149    0.01298   0.003779         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    150/499      4.32G     0.0149    0.01298   0.003779         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    150/499      4.32G     0.0149    0.01274   0.003894         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    150/499      4.32G     0.0149    0.01274   0.003894         59        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    150/499      4.32G    0.01483    0.01274   0.003841         84        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    150/499      4.32G    0.01483    0.01274   0.003841         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    150/499      4.32G    0.01494    0.01282   0.003761         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    150/499      4.32G    0.01494    0.01282   0.003761         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    150/499      4.32G    0.01495    0.01271    0.00379         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    150/499      4.32G    0.01495    0.01271    0.00379         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    150/499      4.32G    0.01502    0.01268   0.003772         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    150/499      4.32G    0.01502    0.01268   0.003772         76        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    150/499      4.32G    0.01493    0.01247   0.003826         63        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    150/499      4.32G    0.01493    0.01247   0.003826         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    150/499      4.32G    0.01492    0.01249   0.003729         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    150/499      4.32G    0.01492    0.01249   0.003729         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    150/499      4.32G    0.01503    0.01263   0.003875         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    150/499      4.32G    0.01503    0.01263   0.003875         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    150/499      4.32G    0.01489    0.01255   0.003784         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    150/499      4.32G    0.01489    0.01255   0.003784         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    150/499      4.32G    0.01498    0.01259   0.003907         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    150/499      4.32G    0.01498    0.01259   0.003907         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    150/499      4.32G    0.01492    0.01247   0.003922         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    150/499      4.32G    0.01492    0.01247   0.003922         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    150/499      4.32G    0.01501    0.01249   0.004011         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    150/499      4.32G    0.01501    0.01249   0.004011         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    150/499      4.32G    0.01501    0.01251   0.004043         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    150/499      4.32G    0.01501    0.01251   0.004043         80        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    150/499      4.32G    0.01503    0.01259   0.004177         95        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    150/499      4.32G    0.01503    0.01259   0.004177         95        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    150/499      4.32G    0.01504    0.01258   0.004197         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    150/499      4.32G    0.01504    0.01258   0.004197         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    150/499      4.32G    0.01502    0.01256   0.004168         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    150/499      4.32G    0.01502    0.01256   0.004168         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    150/499      4.32G    0.01497    0.01249   0.004218         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    150/499      4.32G    0.01497    0.01249   0.004218         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    150/499      4.32G    0.01492    0.01249    0.00421         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    150/499      4.32G    0.01492    0.01249    0.00421         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    150/499      4.32G    0.01491    0.01256     0.0042         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    150/499      4.32G    0.01491    0.01256     0.0042         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    150/499      4.32G    0.01484    0.01262     0.0042        101        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    150/499      4.32G    0.01484    0.01262     0.0042        101        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    150/499      4.32G    0.01488    0.01263   0.004216         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    150/499      4.32G    0.01488    0.01263   0.004216         72        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    150/499      4.32G    0.01487    0.01257   0.004145         68        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    150/499      4.32G    0.01487    0.01257   0.004145         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    150/499      4.32G    0.01484    0.01253    0.00415         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    150/499      4.32G    0.01484    0.01253    0.00415         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    150/499      4.32G    0.01485    0.01253   0.004136         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    150/499      4.32G    0.01485    0.01253   0.004136         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    150/499      4.32G     0.0149     0.0125    0.00418         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    150/499      4.32G     0.0149     0.0125    0.00418         69        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    150/499      4.32G    0.01491    0.01247   0.004179         74        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    150/499      4.32G    0.01491    0.01247   0.004179         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    150/499      4.32G    0.01489    0.01247   0.004147         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    150/499      4.32G    0.01489    0.01247   0.004147         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    150/499      4.32G    0.01493     0.0125   0.004212         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    150/499      4.32G    0.01493     0.0125   0.004212         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    150/499      4.32G    0.01502    0.01255   0.004296         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    150/499      4.32G    0.01502    0.01255   0.004296         39        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    150/499      4.32G    0.01502    0.01255   0.004296         39        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.849      0.878      0.872      0.731

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    151/499      4.32G    0.01504    0.01261    0.00485         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
    151/499      4.32G    0.01504    0.01261    0.00485         79        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    151/499      4.32G    0.01461    0.01228   0.005849         74        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    151/499      4.32G    0.01461    0.01228   0.005849         74        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    151/499      4.32G    0.01452    0.01266    0.00481         82        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    151/499      4.32G    0.01452    0.01266    0.00481         82        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    151/499      4.32G    0.01465    0.01206   0.004203         66        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    151/499      4.32G    0.01465    0.01206   0.004203         66        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    151/499      4.32G    0.01449    0.01298   0.003948        107        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    151/499      4.32G    0.01449    0.01298   0.003948        107        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
    151/499      4.32G    0.01437    0.01289   0.003816         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
    151/499      4.32G    0.01437    0.01289   0.003816         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    151/499      4.32G    0.01509    0.01276   0.004862         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    151/499      4.32G    0.01509    0.01276   0.004862         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    151/499      4.32G    0.01507    0.01274   0.005675         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    151/499      4.32G    0.01507    0.01274   0.005675         76        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    151/499      4.32G    0.01514    0.01258   0.005596         74        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    151/499      4.32G    0.01514    0.01258   0.005596         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    151/499      4.32G    0.01513    0.01244    0.00533         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    151/499      4.32G    0.01513    0.01244    0.00533         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    151/499      4.32G    0.01496    0.01236   0.005003         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    151/499      4.32G    0.01496    0.01236   0.005003         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    151/499      4.32G    0.01499    0.01212   0.005027         53        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    151/499      4.32G    0.01499    0.01212   0.005027         53        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    151/499      4.32G    0.01493    0.01217   0.004944         73        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    151/499      4.32G    0.01493    0.01217   0.004944         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    151/499      4.32G    0.01501    0.01203   0.005201         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    151/499      4.32G    0.01501    0.01203   0.005201         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    151/499      4.32G    0.01497    0.01194    0.00505         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    151/499      4.32G    0.01497    0.01194    0.00505         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    151/499      4.32G    0.01506    0.01208   0.004938         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    151/499      4.32G    0.01506    0.01208   0.004938         70        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    151/499      4.32G      0.015    0.01201   0.004815         68        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    151/499      4.32G      0.015    0.01201   0.004815         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    151/499      4.32G    0.01487    0.01191   0.004868         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    151/499      4.32G    0.01487    0.01191   0.004868         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    151/499      4.32G    0.01496    0.01194   0.004785         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    151/499      4.32G    0.01496    0.01194   0.004785         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    151/499      4.32G      0.015    0.01207     0.0047         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    151/499      4.32G      0.015    0.01207     0.0047         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    151/499      4.32G    0.01501    0.01208   0.004561         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    151/499      4.32G    0.01501    0.01208   0.004561         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    151/499      4.32G    0.01505     0.0121   0.004543         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    151/499      4.32G    0.01505     0.0121   0.004543         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    151/499      4.32G    0.01509    0.01217   0.004484         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    151/499      4.32G    0.01509    0.01217   0.004484         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    151/499      4.32G    0.01511    0.01221   0.004533         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    151/499      4.32G    0.01511    0.01221   0.004533         75        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    151/499      4.32G    0.01522    0.01224   0.004645         68        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    151/499      4.32G    0.01522    0.01224   0.004645         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    151/499      4.32G    0.01528    0.01231   0.004771         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    151/499      4.32G    0.01528    0.01231   0.004771         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    151/499      4.32G    0.01526    0.01232   0.004681         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    151/499      4.32G    0.01526    0.01232   0.004681         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    151/499      4.32G     0.0153    0.01229   0.004627         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    151/499      4.32G     0.0153    0.01229   0.004627         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    151/499      4.32G    0.01535    0.01236   0.004592         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    151/499      4.32G    0.01535    0.01236   0.004592         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    151/499      4.32G    0.01539    0.01232   0.004576         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    151/499      4.32G    0.01539    0.01232   0.004576         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    151/499      4.32G    0.01545     0.0123   0.004589         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    151/499      4.32G    0.01545     0.0123   0.004589         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    151/499      4.32G    0.01545    0.01235    0.00448         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    151/499      4.32G    0.01545    0.01235    0.00448         81        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    151/499      4.32G     0.0154     0.0123    0.00445         72        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    151/499      4.32G     0.0154     0.0123    0.00445         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    151/499      4.32G    0.01538    0.01233   0.004424         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    151/499      4.32G    0.01538    0.01233   0.004424         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    151/499      4.32G    0.01535    0.01238   0.004411         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    151/499      4.32G    0.01535    0.01238   0.004411         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    151/499      4.32G    0.01533    0.01235   0.004487         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    151/499      4.32G    0.01533    0.01235   0.004487         70        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    151/499      4.32G    0.01535    0.01236   0.004464         75        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    151/499      4.32G    0.01535    0.01236   0.004464         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    151/499      4.32G     0.0154    0.01247   0.004448         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    151/499      4.32G     0.0154    0.01247   0.004448         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    151/499      4.32G     0.0154    0.01246   0.004423         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    151/499      4.32G     0.0154    0.01246   0.004423         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    151/499      4.32G    0.01533     0.0124   0.004356         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    151/499      4.32G    0.01533     0.0124   0.004356         38        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    151/499      4.32G    0.01533     0.0124   0.004356         38        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.835      0.862      0.859      0.713

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    152/499      4.32G    0.01488    0.01496   0.003337         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    152/499      4.32G    0.01488    0.01496   0.003337         89        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    152/499      4.32G    0.01612    0.01409   0.005395         77        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    152/499      4.32G    0.01612    0.01409   0.005395         77        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    152/499      4.32G    0.01628    0.01332   0.005365         69        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    152/499      4.32G    0.01628    0.01332   0.005365         69        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    152/499      4.32G    0.01606    0.01289   0.004769         75        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    152/499      4.32G    0.01606    0.01289   0.004769         75        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    152/499      4.32G    0.01602    0.01252   0.005067         68        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    152/499      4.32G    0.01602    0.01252   0.005067         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.09it/s]
    152/499      4.32G    0.01591    0.01252   0.004794         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.09it/s]
    152/499      4.32G    0.01591    0.01252   0.004794         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    152/499      4.32G    0.01589    0.01261   0.004718         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    152/499      4.32G    0.01589    0.01261   0.004718         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    152/499      4.32G    0.01574    0.01228   0.004531         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    152/499      4.32G    0.01574    0.01228   0.004531         70        640:  20%|##        | 8/40 [00:01<00:06,  5.06it/s]
    152/499      4.32G    0.01582    0.01238   0.004546         76        640:  20%|##        | 8/40 [00:01<00:06,  5.06it/s]
    152/499      4.32G    0.01582    0.01238   0.004546         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    152/499      4.32G    0.01583    0.01259    0.00469         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    152/499      4.32G    0.01583    0.01259    0.00469         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    152/499      4.32G    0.01576    0.01238   0.004478         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    152/499      4.32G    0.01576    0.01238   0.004478         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    152/499      4.32G    0.01577    0.01246   0.004345         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    152/499      4.32G    0.01577    0.01246   0.004345         74        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    152/499      4.32G    0.01565    0.01224   0.004195         60        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    152/499      4.32G    0.01565    0.01224   0.004195         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    152/499      4.32G    0.01561    0.01225    0.00415         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    152/499      4.32G    0.01561    0.01225    0.00415         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    152/499      4.32G    0.01561    0.01219   0.004239         61        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    152/499      4.32G    0.01561    0.01219   0.004239         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    152/499      4.32G    0.01549    0.01228   0.004185         90        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    152/499      4.32G    0.01549    0.01228   0.004185         90        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    152/499      4.32G    0.01557    0.01224   0.004252         61        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    152/499      4.32G    0.01557    0.01224   0.004252         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    152/499      4.32G    0.01568    0.01228   0.004221         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    152/499      4.32G    0.01568    0.01228   0.004221         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    152/499      4.32G    0.01572     0.0123   0.004425         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    152/499      4.32G    0.01572     0.0123   0.004425         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    152/499      4.32G    0.01573    0.01233   0.004332         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    152/499      4.32G    0.01573    0.01233   0.004332         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    152/499      4.32G    0.01567     0.0123   0.004274         74        640:  50%|#####     | 20/40 [00:04<00:03,  5.23it/s]
    152/499      4.32G    0.01567     0.0123   0.004274         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    152/499      4.32G    0.01567    0.01232   0.004196         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    152/499      4.32G    0.01567    0.01232   0.004196         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    152/499      4.32G     0.0157    0.01237   0.004358         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    152/499      4.32G     0.0157    0.01237   0.004358         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    152/499      4.32G    0.01566    0.01235   0.004359         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    152/499      4.32G    0.01566    0.01235   0.004359         74        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    152/499      4.32G    0.01564    0.01245   0.004324         92        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    152/499      4.32G    0.01564    0.01245   0.004324         92        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    152/499      4.32G     0.0156    0.01245   0.004315         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    152/499      4.32G     0.0156    0.01245   0.004315         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    152/499      4.32G    0.01562    0.01242     0.0042         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    152/499      4.32G    0.01562    0.01242     0.0042         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    152/499      4.32G    0.01559    0.01237   0.004122         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    152/499      4.32G    0.01559    0.01237   0.004122         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    152/499      4.32G    0.01563    0.01232   0.004072         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    152/499      4.32G    0.01563    0.01232   0.004072         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    152/499      4.32G    0.01562    0.01234   0.004065         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    152/499      4.32G    0.01562    0.01234   0.004065         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    152/499      4.32G    0.01561    0.01234   0.004031         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    152/499      4.32G    0.01561    0.01234   0.004031         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    152/499      4.32G     0.0156    0.01241   0.003989         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    152/499      4.32G     0.0156    0.01241   0.003989         91        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    152/499      4.32G     0.0156    0.01239    0.00392         71        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    152/499      4.32G     0.0156    0.01239    0.00392         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    152/499      4.32G    0.01568    0.01246   0.003994         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    152/499      4.32G    0.01568    0.01246   0.003994         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    152/499      4.32G    0.01574    0.01251   0.004185         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    152/499      4.32G    0.01574    0.01251   0.004185         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    152/499      4.32G    0.01574     0.0124   0.004182         49        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    152/499      4.32G    0.01574     0.0124   0.004182         49        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    152/499      4.32G    0.01572    0.01236   0.004173         63        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    152/499      4.32G    0.01572    0.01236   0.004173         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    152/499      4.32G    0.01569    0.01233   0.004203         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    152/499      4.32G    0.01569    0.01233   0.004203         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    152/499      4.32G    0.01569    0.01226     0.0042         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    152/499      4.32G    0.01569    0.01226     0.0042         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    152/499      4.32G    0.01569    0.01226    0.00415         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    152/499      4.32G    0.01569    0.01226    0.00415         39        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    152/499      4.32G    0.01569    0.01226    0.00415         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.881      0.837      0.868      0.718

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    153/499      4.32G    0.01484    0.01198   0.003016         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    153/499      4.32G    0.01484    0.01198   0.003016         76        640:   2%|2         | 1/40 [00:00<00:08,  4.80it/s]
    153/499      4.32G    0.01536    0.01318   0.002492         87        640:   2%|2         | 1/40 [00:00<00:08,  4.80it/s]
    153/499      4.32G    0.01536    0.01318   0.002492         87        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    153/499      4.32G    0.01536    0.01251   0.003189         74        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    153/499      4.32G    0.01536    0.01251   0.003189         74        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    153/499      4.32G    0.01611    0.01289   0.003523         76        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    153/499      4.32G    0.01611    0.01289   0.003523         76        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    153/499      4.32G    0.01623    0.01284   0.003612         81        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    153/499      4.32G    0.01623    0.01284   0.003612         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    153/499      4.32G    0.01608    0.01269   0.003867         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    153/499      4.32G    0.01608    0.01269   0.003867         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    153/499      4.32G    0.01608    0.01256   0.003533         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    153/499      4.32G    0.01608    0.01256   0.003533         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    153/499      4.32G    0.01639    0.01285   0.003763         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    153/499      4.32G    0.01639    0.01285   0.003763         81        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    153/499      4.32G    0.01615    0.01307   0.003733         81        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    153/499      4.32G    0.01615    0.01307   0.003733         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    153/499      4.32G    0.01621    0.01316   0.004117         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    153/499      4.32G    0.01621    0.01316   0.004117         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    153/499      4.32G    0.01621    0.01308   0.004289         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    153/499      4.32G    0.01621    0.01308   0.004289         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    153/499      4.32G    0.01634    0.01304   0.004208         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    153/499      4.32G    0.01634    0.01304   0.004208         71        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    153/499      4.32G     0.0163    0.01315   0.004097         84        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    153/499      4.32G     0.0163    0.01315   0.004097         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    153/499      4.32G    0.01626    0.01307   0.004015         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    153/499      4.32G    0.01626    0.01307   0.004015         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    153/499      4.32G    0.01619    0.01291   0.004434         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    153/499      4.32G    0.01619    0.01291   0.004434         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    153/499      4.32G    0.01617    0.01292   0.004518         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    153/499      4.32G    0.01617    0.01292   0.004518         78        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    153/499      4.32G    0.01615    0.01294   0.004362         76        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    153/499      4.32G    0.01615    0.01294   0.004362         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    153/499      4.32G    0.01617    0.01292   0.004347         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    153/499      4.32G    0.01617    0.01292   0.004347         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    153/499      4.32G    0.01625    0.01309   0.004312         98        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    153/499      4.32G    0.01625    0.01309   0.004312         98        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    153/499      4.32G    0.01617    0.01308   0.004249         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    153/499      4.32G    0.01617    0.01308   0.004249         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    153/499      4.32G    0.01625    0.01317   0.004323         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    153/499      4.32G    0.01625    0.01317   0.004323         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    153/499      4.32G    0.01634    0.01323   0.004327         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    153/499      4.32G    0.01634    0.01323   0.004327         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    153/499      4.32G    0.01623    0.01314   0.004615         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    153/499      4.32G    0.01623    0.01314   0.004615         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    153/499      4.32G    0.01612    0.01311   0.004602         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    153/499      4.32G    0.01612    0.01311   0.004602         76        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    153/499      4.32G    0.01611    0.01311   0.004657         77        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    153/499      4.32G    0.01611    0.01311   0.004657         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    153/499      4.32G    0.01615    0.01323   0.004698         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    153/499      4.32G    0.01615    0.01323   0.004698         93        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    153/499      4.32G    0.01609     0.0132   0.004643         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    153/499      4.32G    0.01609     0.0132   0.004643         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    153/499      4.32G    0.01604    0.01303   0.004702         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    153/499      4.32G    0.01604    0.01303   0.004702         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    153/499      4.32G    0.01604    0.01287   0.004693         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    153/499      4.32G    0.01604    0.01287   0.004693         57        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    153/499      4.32G      0.016    0.01282   0.004718         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    153/499      4.32G      0.016    0.01282   0.004718         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    153/499      4.32G    0.01604    0.01282   0.004815         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    153/499      4.32G    0.01604    0.01282   0.004815         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    153/499      4.32G    0.01606    0.01293    0.00483         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    153/499      4.32G    0.01606    0.01293    0.00483         91        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    153/499      4.32G      0.016     0.0129   0.004779         81        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    153/499      4.32G      0.016     0.0129   0.004779         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    153/499      4.32G      0.016     0.0129   0.004734         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    153/499      4.32G      0.016     0.0129   0.004734         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    153/499      4.32G    0.01602    0.01291   0.004698         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    153/499      4.32G    0.01602    0.01291   0.004698         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    153/499      4.32G    0.01605    0.01284   0.004613         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    153/499      4.32G    0.01605    0.01284   0.004613         66        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    153/499      4.32G    0.01604    0.01276   0.004593         57        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    153/499      4.32G    0.01604    0.01276   0.004593         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    153/499      4.32G    0.01598    0.01279   0.004504         97        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    153/499      4.32G    0.01598    0.01279   0.004504         97        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    153/499      4.32G    0.01595    0.01285   0.004532         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    153/499      4.32G    0.01595    0.01285   0.004532         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    153/499      4.32G    0.01589    0.01292   0.004498         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    153/499      4.32G    0.01589    0.01292   0.004498         46        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    153/499      4.32G    0.01589    0.01292   0.004498         46        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263       0.91      0.854      0.885      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    154/499      4.32G    0.01823    0.01535   0.003121         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    154/499      4.32G    0.01823    0.01535   0.003121         89        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    154/499      4.32G    0.01622     0.0148   0.003218         90        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    154/499      4.32G    0.01622     0.0148   0.003218         90        640:   5%|5         | 2/40 [00:00<00:06,  5.45it/s]
    154/499      4.32G    0.01602     0.0132   0.002878         65        640:   5%|5         | 2/40 [00:00<00:06,  5.45it/s]
    154/499      4.32G    0.01602     0.0132   0.002878         65        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    154/499      4.32G    0.01601    0.01335   0.003688         70        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    154/499      4.32G    0.01601    0.01335   0.003688         70        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    154/499      4.32G     0.0162    0.01232   0.004273         50        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    154/499      4.32G     0.0162    0.01232   0.004273         50        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    154/499      4.32G    0.01616    0.01258   0.004225         84        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    154/499      4.32G    0.01616    0.01258   0.004225         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    154/499      4.32G    0.01623    0.01322   0.004435         96        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    154/499      4.32G    0.01623    0.01322   0.004435         96        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    154/499      4.32G    0.01624    0.01295   0.004255         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    154/499      4.32G    0.01624    0.01295   0.004255         62        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    154/499      4.32G    0.01619    0.01321   0.004214         91        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    154/499      4.32G    0.01619    0.01321   0.004214         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    154/499      4.32G    0.01609    0.01298   0.004668         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    154/499      4.32G    0.01609    0.01298   0.004668         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    154/499      4.32G    0.01596    0.01294   0.004598         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    154/499      4.32G    0.01596    0.01294   0.004598         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    154/499      4.32G      0.016      0.013   0.004857         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    154/499      4.32G      0.016      0.013   0.004857         79        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    154/499      4.32G    0.01608    0.01279   0.004757         63        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    154/499      4.32G    0.01608    0.01279   0.004757         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    154/499      4.32G     0.0161    0.01281   0.004607         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    154/499      4.32G     0.0161    0.01281   0.004607         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    154/499      4.32G    0.01602    0.01273    0.00452         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    154/499      4.32G    0.01602    0.01273    0.00452         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
    154/499      4.32G    0.01598    0.01291   0.004541         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
    154/499      4.32G    0.01598    0.01291   0.004541         88        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    154/499      4.32G    0.01579    0.01296   0.004604         79        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    154/499      4.32G    0.01579    0.01296   0.004604         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    154/499      4.32G    0.01581    0.01308   0.004599         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    154/499      4.32G    0.01581    0.01308   0.004599         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    154/499      4.32G    0.01583    0.01314   0.004673         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    154/499      4.32G    0.01583    0.01314   0.004673         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    154/499      4.32G    0.01586    0.01308   0.004544         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    154/499      4.32G    0.01586    0.01308   0.004544         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    154/499      4.32G    0.01587    0.01308    0.00461         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    154/499      4.32G    0.01587    0.01308    0.00461         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    154/499      4.32G     0.0158    0.01296   0.004649         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    154/499      4.32G     0.0158    0.01296   0.004649         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    154/499      4.32G    0.01572    0.01292   0.004614         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    154/499      4.32G    0.01572    0.01292   0.004614         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    154/499      4.32G    0.01568    0.01288   0.004647         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    154/499      4.32G    0.01568    0.01288   0.004647         78        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    154/499      4.32G    0.01564    0.01286    0.00463         69        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    154/499      4.32G    0.01564    0.01286    0.00463         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    154/499      4.32G    0.01572    0.01292   0.004679         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    154/499      4.32G    0.01572    0.01292   0.004679         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    154/499      4.32G    0.01573    0.01282   0.004657         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    154/499      4.32G    0.01573    0.01282   0.004657         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    154/499      4.32G     0.0157    0.01269   0.004599         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    154/499      4.32G     0.0157    0.01269   0.004599         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    154/499      4.32G    0.01563    0.01262   0.004676         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    154/499      4.32G    0.01563    0.01262   0.004676         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    154/499      4.32G    0.01568    0.01265   0.004765         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    154/499      4.32G    0.01568    0.01265   0.004765         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    154/499      4.32G    0.01572    0.01275   0.004716         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    154/499      4.32G    0.01572    0.01275   0.004716         91        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    154/499      4.32G    0.01572    0.01287   0.004689         95        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    154/499      4.32G    0.01572    0.01287   0.004689         95        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    154/499      4.32G    0.01566    0.01284   0.004638         73        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    154/499      4.32G    0.01566    0.01284   0.004638         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    154/499      4.32G    0.01567    0.01289    0.00454         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    154/499      4.32G    0.01567    0.01289    0.00454         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    154/499      4.32G    0.01566    0.01289   0.004478         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    154/499      4.32G    0.01566    0.01289   0.004478         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    154/499      4.32G    0.01564     0.0129   0.004508         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    154/499      4.32G    0.01564     0.0129   0.004508         88        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    154/499      4.32G    0.01562    0.01289   0.004532         79        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    154/499      4.32G    0.01562    0.01289   0.004532         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    154/499      4.32G    0.01556    0.01281   0.004561         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    154/499      4.32G    0.01556    0.01281   0.004561         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    154/499      4.32G    0.01558    0.01277   0.004495         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    154/499      4.32G    0.01558    0.01277   0.004495         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    154/499      4.32G    0.01551    0.01273   0.004444         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    154/499      4.32G    0.01551    0.01273   0.004444         33        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    154/499      4.32G    0.01551    0.01273   0.004444         33        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263       0.89      0.854      0.878       0.74

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    155/499      4.32G    0.01914    0.01326   0.003222         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    155/499      4.32G    0.01914    0.01326   0.003222         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    155/499      4.32G    0.01721    0.01369    0.00356         88        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    155/499      4.32G    0.01721    0.01369    0.00356         88        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    155/499      4.32G    0.01651    0.01333    0.00372         87        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    155/499      4.32G    0.01651    0.01333    0.00372         87        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    155/499      4.32G    0.01586    0.01307   0.003489         80        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    155/499      4.32G    0.01586    0.01307   0.003489         80        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    155/499      4.32G    0.01596    0.01231   0.004501         47        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    155/499      4.32G    0.01596    0.01231   0.004501         47        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    155/499      4.32G    0.01612     0.0123   0.004624         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    155/499      4.32G    0.01612     0.0123   0.004624         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    155/499      4.32G    0.01626    0.01221   0.004194         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    155/499      4.32G    0.01626    0.01221   0.004194         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    155/499      4.32G     0.0162    0.01206   0.003908         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    155/499      4.32G     0.0162    0.01206   0.003908         64        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    155/499      4.32G    0.01597     0.0118   0.003956         59        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    155/499      4.32G    0.01597     0.0118   0.003956         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    155/499      4.32G    0.01595    0.01194    0.00419         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    155/499      4.32G    0.01595    0.01194    0.00419         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    155/499      4.32G    0.01598      0.012   0.004239         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    155/499      4.32G    0.01598      0.012   0.004239         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    155/499      4.32G    0.01591    0.01188   0.003979         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    155/499      4.32G    0.01591    0.01188   0.003979         65        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    155/499      4.32G    0.01574    0.01197   0.003816         83        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    155/499      4.32G    0.01574    0.01197   0.003816         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    155/499      4.32G    0.01566    0.01203   0.003872         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    155/499      4.32G    0.01566    0.01203   0.003872         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    155/499      4.32G     0.0157    0.01209   0.003861         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    155/499      4.32G     0.0157    0.01209   0.003861         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    155/499      4.32G    0.01585    0.01234   0.004191         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    155/499      4.32G    0.01585    0.01234   0.004191         77        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    155/499      4.32G    0.01578    0.01235   0.004133         73        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    155/499      4.32G    0.01578    0.01235   0.004133         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    155/499      4.32G    0.01567    0.01234   0.003931         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    155/499      4.32G    0.01567    0.01234   0.003931         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    155/499      4.32G    0.01571    0.01239   0.003925         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    155/499      4.32G    0.01571    0.01239   0.003925         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    155/499      4.32G    0.01577    0.01249    0.00387         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    155/499      4.32G    0.01577    0.01249    0.00387         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    155/499      4.32G    0.01569    0.01254   0.003735         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    155/499      4.32G    0.01569    0.01254   0.003735         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    155/499      4.32G    0.01559    0.01253   0.003856         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    155/499      4.32G    0.01559    0.01253   0.003856         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    155/499      4.32G    0.01554    0.01249   0.003791         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    155/499      4.32G    0.01554    0.01249   0.003791         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    155/499      4.32G    0.01546    0.01239   0.003907         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    155/499      4.32G    0.01546    0.01239   0.003907         64        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    155/499      4.32G    0.01542    0.01236    0.00398         67        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    155/499      4.32G    0.01542    0.01236    0.00398         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    155/499      4.32G    0.01539    0.01233   0.003985         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    155/499      4.32G    0.01539    0.01233   0.003985         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    155/499      4.32G    0.01545    0.01228   0.004159         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    155/499      4.32G    0.01545    0.01228   0.004159         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    155/499      4.32G    0.01544    0.01214   0.004065         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    155/499      4.32G    0.01544    0.01214   0.004065         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.41it/s]
    155/499      4.32G     0.0154    0.01216   0.003954         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.41it/s]
    155/499      4.32G     0.0154    0.01216   0.003954         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    155/499      4.32G    0.01538    0.01214   0.003949         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    155/499      4.32G    0.01538    0.01214   0.003949         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    155/499      4.32G    0.01539    0.01218   0.003905         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    155/499      4.32G    0.01539    0.01218   0.003905         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    155/499      4.32G    0.01535    0.01211   0.003922         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    155/499      4.32G    0.01535    0.01211   0.003922         67        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    155/499      4.32G    0.01537    0.01213   0.003927         74        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    155/499      4.32G    0.01537    0.01213   0.003927         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    155/499      4.32G    0.01535    0.01212   0.003848         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    155/499      4.32G    0.01535    0.01212   0.003848         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    155/499      4.32G     0.0153    0.01206   0.003824         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    155/499      4.32G     0.0153    0.01206   0.003824         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    155/499      4.32G    0.01529    0.01201   0.003869         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    155/499      4.32G    0.01529    0.01201   0.003869         61        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    155/499      4.32G     0.0153    0.01196   0.003953         63        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    155/499      4.32G     0.0153    0.01196   0.003953         63        640:  92%|#########2| 37/40 [00:06<00:00,  5.37it/s]
    155/499      4.32G    0.01528      0.012   0.003937         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
    155/499      4.32G    0.01528      0.012   0.003937         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    155/499      4.32G     0.0153    0.01201   0.003894         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    155/499      4.32G     0.0153    0.01201   0.003894         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    155/499      4.32G    0.01536    0.01205   0.003889         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    155/499      4.32G    0.01536    0.01205   0.003889         39        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    155/499      4.32G    0.01536    0.01205   0.003889         39        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.877      0.871      0.889      0.734

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    156/499      4.32G    0.01501    0.01318   0.005812         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    156/499      4.32G    0.01501    0.01318   0.005812         78        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    156/499      4.32G    0.01647    0.01313     0.0032         73        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    156/499      4.32G    0.01647    0.01313     0.0032         73        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    156/499      4.32G    0.01668    0.01259   0.003057         65        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    156/499      4.32G    0.01668    0.01259   0.003057         65        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    156/499      4.32G    0.01635    0.01248   0.002951         77        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    156/499      4.32G    0.01635    0.01248   0.002951         77        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    156/499      4.32G    0.01718    0.01242   0.003122         59        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    156/499      4.32G    0.01718    0.01242   0.003122         59        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    156/499      4.32G    0.01682    0.01253   0.003594         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    156/499      4.32G    0.01682    0.01253   0.003594         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    156/499      4.32G    0.01675     0.0125   0.003252         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    156/499      4.32G    0.01675     0.0125   0.003252         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    156/499      4.32G    0.01668    0.01277   0.003388         95        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    156/499      4.32G    0.01668    0.01277   0.003388         95        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    156/499      4.32G    0.01675    0.01245   0.003417         56        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    156/499      4.32G    0.01675    0.01245   0.003417         56        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    156/499      4.32G    0.01658    0.01241   0.003548         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    156/499      4.32G    0.01658    0.01241   0.003548         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    156/499      4.32G    0.01659     0.0124   0.003526         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    156/499      4.32G    0.01659     0.0124   0.003526         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    156/499      4.32G    0.01641     0.0123   0.003775         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    156/499      4.32G    0.01641     0.0123   0.003775         69        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    156/499      4.32G    0.01633    0.01237   0.003798         87        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    156/499      4.32G    0.01633    0.01237   0.003798         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    156/499      4.32G    0.01616    0.01244   0.003902         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    156/499      4.32G    0.01616    0.01244   0.003902         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    156/499      4.32G    0.01619    0.01247   0.003742         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    156/499      4.32G    0.01619    0.01247   0.003742         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    156/499      4.32G    0.01611    0.01255   0.003675         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    156/499      4.32G    0.01611    0.01255   0.003675         84        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    156/499      4.32G    0.01609    0.01247   0.003729         72        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    156/499      4.32G    0.01609    0.01247   0.003729         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    156/499      4.32G    0.01605    0.01247   0.003816         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    156/499      4.32G    0.01605    0.01247   0.003816         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    156/499      4.32G     0.0161    0.01257   0.003866         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    156/499      4.32G     0.0161    0.01257   0.003866         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    156/499      4.32G    0.01609    0.01259   0.004001         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    156/499      4.32G    0.01609    0.01259   0.004001         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    156/499      4.32G    0.01599    0.01259   0.003938         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    156/499      4.32G    0.01599    0.01259   0.003938         83        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    156/499      4.32G    0.01605    0.01259   0.003977         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    156/499      4.32G    0.01605    0.01259   0.003977         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    156/499      4.32G    0.01609    0.01251   0.004093         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    156/499      4.32G    0.01609    0.01251   0.004093         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    156/499      4.32G    0.01603    0.01251   0.004014         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    156/499      4.32G    0.01603    0.01251   0.004014         79        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    156/499      4.32G      0.016     0.0125   0.004068         74        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    156/499      4.32G      0.016     0.0125   0.004068         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    156/499      4.32G    0.01593    0.01251   0.004043         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    156/499      4.32G    0.01593    0.01251   0.004043         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    156/499      4.32G    0.01598    0.01259   0.004015         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    156/499      4.32G    0.01598    0.01259   0.004015         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    156/499      4.32G    0.01593    0.01253   0.003901         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    156/499      4.32G    0.01593    0.01253   0.003901         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    156/499      4.32G     0.0159    0.01254   0.003854         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    156/499      4.32G     0.0159    0.01254   0.003854         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    156/499      4.32G    0.01581    0.01255   0.003848         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    156/499      4.32G    0.01581    0.01255   0.003848         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    156/499      4.32G    0.01574    0.01246   0.003896         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    156/499      4.32G    0.01574    0.01246   0.003896         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    156/499      4.32G    0.01571    0.01244   0.003977         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    156/499      4.32G    0.01571    0.01244   0.003977         81        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    156/499      4.32G    0.01564     0.0124   0.004066         66        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    156/499      4.32G    0.01564     0.0124   0.004066         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    156/499      4.32G    0.01558    0.01233      0.004         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    156/499      4.32G    0.01558    0.01233      0.004         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    156/499      4.32G    0.01561    0.01238   0.004064         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    156/499      4.32G    0.01561    0.01238   0.004064         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    156/499      4.32G    0.01566    0.01231   0.004253         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    156/499      4.32G    0.01566    0.01231   0.004253         60        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    156/499      4.32G    0.01564    0.01231   0.004278         79        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    156/499      4.32G    0.01564    0.01231   0.004278         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    156/499      4.32G    0.01563    0.01231   0.004276         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    156/499      4.32G    0.01563    0.01231   0.004276         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    156/499      4.32G    0.01562    0.01231   0.004334         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    156/499      4.32G    0.01562    0.01231   0.004334         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    156/499      4.32G    0.01559    0.01227   0.004338         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    156/499      4.32G    0.01559    0.01227   0.004338         32        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    156/499      4.32G    0.01559    0.01227   0.004338         32        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.912      0.874      0.905      0.744

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    157/499      4.32G    0.01449    0.01387   0.005819         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    157/499      4.32G    0.01449    0.01387   0.005819         87        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
    157/499      4.32G    0.01356    0.01323   0.003692         79        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
    157/499      4.32G    0.01356    0.01323   0.003692         79        640:   5%|5         | 2/40 [00:00<00:06,  5.43it/s]
    157/499      4.32G    0.01392    0.01264   0.003065         67        640:   5%|5         | 2/40 [00:00<00:06,  5.43it/s]
    157/499      4.32G    0.01392    0.01264   0.003065         67        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
    157/499      4.32G    0.01424    0.01228    0.00372         67        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
    157/499      4.32G    0.01424    0.01228    0.00372         67        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    157/499      4.32G    0.01419    0.01214   0.003976         74        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    157/499      4.32G    0.01419    0.01214   0.003976         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    157/499      4.32G    0.01433     0.0118   0.004054         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    157/499      4.32G    0.01433     0.0118   0.004054         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    157/499      4.32G     0.0146     0.0119   0.004134         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    157/499      4.32G     0.0146     0.0119   0.004134         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    157/499      4.32G    0.01454     0.0118    0.00404         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    157/499      4.32G    0.01454     0.0118    0.00404         73        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    157/499      4.32G    0.01464    0.01166   0.004386         60        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    157/499      4.32G    0.01464    0.01166   0.004386         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    157/499      4.32G    0.01462    0.01158   0.004767         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    157/499      4.32G    0.01462    0.01158   0.004767         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    157/499      4.32G     0.0148    0.01184   0.004552         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    157/499      4.32G     0.0148    0.01184   0.004552         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    157/499      4.32G    0.01475    0.01184   0.004304         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    157/499      4.32G    0.01475    0.01184   0.004304         76        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    157/499      4.32G    0.01485    0.01168   0.004875         54        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    157/499      4.32G    0.01485    0.01168   0.004875         54        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    157/499      4.32G    0.01487    0.01154   0.004766         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    157/499      4.32G    0.01487    0.01154   0.004766         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    157/499      4.32G    0.01489    0.01163   0.004713         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    157/499      4.32G    0.01489    0.01163   0.004713         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    157/499      4.32G      0.015    0.01163   0.004873         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    157/499      4.32G      0.015    0.01163   0.004873         71        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    157/499      4.32G    0.01507    0.01185    0.00503         97        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    157/499      4.32G    0.01507    0.01185    0.00503         97        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    157/499      4.32G      0.015    0.01187   0.004832         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    157/499      4.32G      0.015    0.01187   0.004832         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    157/499      4.32G    0.01524    0.01193   0.004812         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    157/499      4.32G    0.01524    0.01193   0.004812         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    157/499      4.32G    0.01531    0.01207   0.004841         89        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    157/499      4.32G    0.01531    0.01207   0.004841         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    157/499      4.32G    0.01535    0.01201   0.004674         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    157/499      4.32G    0.01535    0.01201   0.004674         66        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    157/499      4.32G    0.01531    0.01194   0.004574         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    157/499      4.32G    0.01531    0.01194   0.004574         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    157/499      4.32G    0.01529    0.01183   0.004571         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    157/499      4.32G    0.01529    0.01183   0.004571         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    157/499      4.32G    0.01528    0.01188   0.004542         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    157/499      4.32G    0.01528    0.01188   0.004542         79        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    157/499      4.32G    0.01524    0.01192   0.004442         84        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    157/499      4.32G    0.01524    0.01192   0.004442         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    157/499      4.32G    0.01525    0.01195   0.004441         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    157/499      4.32G    0.01525    0.01195   0.004441         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    157/499      4.32G    0.01522    0.01201   0.004325         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    157/499      4.32G    0.01522    0.01201   0.004325         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    157/499      4.32G    0.01521    0.01192   0.004454         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    157/499      4.32G    0.01521    0.01192   0.004454         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    157/499      4.32G    0.01525    0.01191   0.004359         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    157/499      4.32G    0.01525    0.01191   0.004359         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    157/499      4.32G    0.01525    0.01193   0.004306         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    157/499      4.32G    0.01525    0.01193   0.004306         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    157/499      4.32G    0.01523    0.01194    0.00428         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    157/499      4.32G    0.01523    0.01194    0.00428         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    157/499      4.32G    0.01527    0.01194   0.004248         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    157/499      4.32G    0.01527    0.01194   0.004248         73        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    157/499      4.32G    0.01526    0.01197   0.004246         75        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    157/499      4.32G    0.01526    0.01197   0.004246         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    157/499      4.32G    0.01524    0.01201   0.004348         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    157/499      4.32G    0.01524    0.01201   0.004348         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    157/499      4.32G     0.0153    0.01208   0.004312         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    157/499      4.32G     0.0153    0.01208   0.004312         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    157/499      4.32G    0.01529    0.01215   0.004285         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    157/499      4.32G    0.01529    0.01215   0.004285         86        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
    157/499      4.32G    0.01525    0.01214   0.004244         77        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
    157/499      4.32G    0.01525    0.01214   0.004244         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    157/499      4.32G    0.01525    0.01212   0.004181         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    157/499      4.32G    0.01525    0.01212   0.004181         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    157/499      4.32G    0.01525    0.01214   0.004171         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    157/499      4.32G    0.01525    0.01214   0.004171         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    157/499      4.32G    0.01521    0.01211   0.004115         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    157/499      4.32G    0.01521    0.01211   0.004115         39        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    157/499      4.32G    0.01521    0.01211   0.004115         39        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.24it/s]
                   all        132        263      0.913       0.86      0.908      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    158/499      4.32G    0.01559    0.01283   0.003778         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    158/499      4.32G    0.01559    0.01283   0.003778         72        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    158/499      4.32G    0.01497    0.01225   0.005055         76        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    158/499      4.32G    0.01497    0.01225   0.005055         76        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    158/499      4.32G    0.01479    0.01179   0.004679         64        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    158/499      4.32G    0.01479    0.01179   0.004679         64        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    158/499      4.32G    0.01432     0.0115   0.003923         69        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    158/499      4.32G    0.01432     0.0115   0.003923         69        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    158/499      4.32G     0.0144    0.01207   0.003356         90        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    158/499      4.32G     0.0144    0.01207   0.003356         90        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    158/499      4.32G    0.01451    0.01228   0.003448         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    158/499      4.32G    0.01451    0.01228   0.003448         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    158/499      4.32G    0.01451    0.01203   0.003152         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    158/499      4.32G    0.01451    0.01203   0.003152         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.43it/s]
    158/499      4.32G    0.01452    0.01231   0.003209         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.43it/s]
    158/499      4.32G    0.01452    0.01231   0.003209         86        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    158/499      4.32G    0.01456    0.01218   0.003737         66        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    158/499      4.32G    0.01456    0.01218   0.003737         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    158/499      4.32G     0.0145    0.01204   0.003787         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    158/499      4.32G     0.0145    0.01204   0.003787         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    158/499      4.32G    0.01469    0.01206   0.003821         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    158/499      4.32G    0.01469    0.01206   0.003821         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    158/499      4.32G    0.01469    0.01196   0.004176         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    158/499      4.32G    0.01469    0.01196   0.004176         67        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    158/499      4.32G    0.01453    0.01195   0.004269         85        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    158/499      4.32G    0.01453    0.01195   0.004269         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    158/499      4.32G    0.01439    0.01185   0.004474         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    158/499      4.32G    0.01439    0.01185   0.004474         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    158/499      4.32G    0.01448    0.01187   0.004464         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    158/499      4.32G    0.01448    0.01187   0.004464         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    158/499      4.32G    0.01449    0.01187   0.004411         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    158/499      4.32G    0.01449    0.01187   0.004411         78        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    158/499      4.32G     0.0146    0.01202   0.004273         81        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    158/499      4.32G     0.0146    0.01202   0.004273         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    158/499      4.32G    0.01458    0.01196   0.004453         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    158/499      4.32G    0.01458    0.01196   0.004453         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    158/499      4.32G    0.01462    0.01192   0.004506         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    158/499      4.32G    0.01462    0.01192   0.004506         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    158/499      4.32G    0.01463    0.01203   0.004431         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    158/499      4.32G    0.01463    0.01203   0.004431         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    158/499      4.32G     0.0146    0.01206   0.004368         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    158/499      4.32G     0.0146    0.01206   0.004368         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    158/499      4.32G    0.01466    0.01213   0.004365         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    158/499      4.32G    0.01466    0.01213   0.004365         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    158/499      4.32G    0.01466    0.01222   0.004601         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    158/499      4.32G    0.01466    0.01222   0.004601         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    158/499      4.32G    0.01465    0.01222   0.004583         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    158/499      4.32G    0.01465    0.01222   0.004583         73        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    158/499      4.32G    0.01468    0.01216   0.004634         69        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    158/499      4.32G    0.01468    0.01216   0.004634         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    158/499      4.32G    0.01472    0.01226   0.004594         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    158/499      4.32G    0.01472    0.01226   0.004594         84        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    158/499      4.32G    0.01475    0.01225   0.004628         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    158/499      4.32G    0.01475    0.01225   0.004628         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    158/499      4.32G    0.01475    0.01227   0.004615         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    158/499      4.32G    0.01475    0.01227   0.004615         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    158/499      4.32G    0.01466    0.01221   0.004594         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    158/499      4.32G    0.01466    0.01221   0.004594         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    158/499      4.32G    0.01473    0.01229   0.004627         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    158/499      4.32G    0.01473    0.01229   0.004627         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    158/499      4.32G    0.01472     0.0122   0.004553         54        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    158/499      4.32G    0.01472     0.0122   0.004553         54        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    158/499      4.32G    0.01476    0.01219   0.004573         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    158/499      4.32G    0.01476    0.01219   0.004573         75        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    158/499      4.32G    0.01479    0.01221   0.004551         85        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    158/499      4.32G    0.01479    0.01221   0.004551         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    158/499      4.32G    0.01477    0.01227   0.004479         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    158/499      4.32G    0.01477    0.01227   0.004479         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    158/499      4.32G    0.01484    0.01227    0.00454         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    158/499      4.32G    0.01484    0.01227    0.00454         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    158/499      4.32G    0.01489    0.01234   0.004605         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    158/499      4.32G    0.01489    0.01234   0.004605         82        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    158/499      4.32G    0.01488    0.01231   0.004532         77        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    158/499      4.32G    0.01488    0.01231   0.004532         77        640:  92%|#########2| 37/40 [00:06<00:00,  5.35it/s]
    158/499      4.32G    0.01487    0.01235   0.004486         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    158/499      4.32G    0.01487    0.01235   0.004486         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    158/499      4.32G    0.01488    0.01239   0.004503         88        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    158/499      4.32G    0.01488    0.01239   0.004503         88        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    158/499      4.32G    0.01492    0.01247   0.004485         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    158/499      4.32G    0.01492    0.01247   0.004485         43        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    158/499      4.32G    0.01492    0.01247   0.004485         43        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.884      0.885      0.904      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    159/499      4.32G    0.01664     0.0133   0.003155         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    159/499      4.32G    0.01664     0.0133   0.003155         81        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    159/499      4.32G    0.01596    0.01303   0.002914         73        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    159/499      4.32G    0.01596    0.01303   0.002914         73        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
    159/499      4.32G    0.01591    0.01255   0.003899         76        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
    159/499      4.32G    0.01591    0.01255   0.003899         76        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
    159/499      4.32G    0.01566    0.01229   0.004497         65        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
    159/499      4.32G    0.01566    0.01229   0.004497         65        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    159/499      4.32G    0.01604    0.01227   0.003938         65        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    159/499      4.32G    0.01604    0.01227   0.003938         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
    159/499      4.32G    0.01575    0.01225   0.003587         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
    159/499      4.32G    0.01575    0.01225   0.003587         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.44it/s]
    159/499      4.32G    0.01604    0.01211   0.003829         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.44it/s]
    159/499      4.32G    0.01604    0.01211   0.003829         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    159/499      4.32G    0.01615    0.01231   0.004153         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    159/499      4.32G    0.01615    0.01231   0.004153         79        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    159/499      4.32G     0.0161    0.01264   0.004015         91        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    159/499      4.32G     0.0161    0.01264   0.004015         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    159/499      4.32G    0.01607     0.0126   0.003937         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    159/499      4.32G    0.01607     0.0126   0.003937         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    159/499      4.32G    0.01599    0.01268   0.004094         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    159/499      4.32G    0.01599    0.01268   0.004094         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    159/499      4.32G    0.01593    0.01253   0.004098         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    159/499      4.32G    0.01593    0.01253   0.004098         65        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    159/499      4.32G    0.01586    0.01243   0.004181         66        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    159/499      4.32G    0.01586    0.01243   0.004181         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    159/499      4.32G     0.0158    0.01214   0.004113         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    159/499      4.32G     0.0158    0.01214   0.004113         56        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    159/499      4.32G     0.0156     0.0124   0.003937        103        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    159/499      4.32G     0.0156     0.0124   0.003937        103        640:  38%|###7      | 15/40 [00:02<00:04,  5.44it/s]
    159/499      4.32G     0.0155    0.01235   0.003795         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.44it/s]
    159/499      4.32G     0.0155    0.01235   0.003795         69        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    159/499      4.32G    0.01546     0.0122   0.003834         59        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    159/499      4.32G    0.01546     0.0122   0.003834         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    159/499      4.32G    0.01525    0.01206   0.003728         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    159/499      4.32G    0.01525    0.01206   0.003728         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    159/499      4.32G    0.01521      0.012   0.003699         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    159/499      4.32G    0.01521      0.012   0.003699         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    159/499      4.32G    0.01524    0.01208   0.003678         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    159/499      4.32G    0.01524    0.01208   0.003678         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    159/499      4.32G     0.0152    0.01211   0.003579         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    159/499      4.32G     0.0152    0.01211   0.003579         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.42it/s]
    159/499      4.32G    0.01515    0.01222    0.00356         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.42it/s]
    159/499      4.32G    0.01515    0.01222    0.00356         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    159/499      4.32G    0.01512    0.01215   0.003477         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    159/499      4.32G    0.01512    0.01215   0.003477         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    159/499      4.32G    0.01518    0.01208   0.003592         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    159/499      4.32G    0.01518    0.01208   0.003592         63        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    159/499      4.32G    0.01517      0.012   0.003503         73        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    159/499      4.32G    0.01517      0.012   0.003503         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    159/499      4.32G    0.01519    0.01197   0.003436         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    159/499      4.32G    0.01519    0.01197   0.003436         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    159/499      4.32G    0.01514      0.012   0.003339         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    159/499      4.32G    0.01514      0.012   0.003339         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    159/499      4.32G    0.01513    0.01192   0.003279         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    159/499      4.32G    0.01513    0.01192   0.003279         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    159/499      4.32G    0.01511    0.01201   0.003358         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    159/499      4.32G    0.01511    0.01201   0.003358         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    159/499      4.32G    0.01511    0.01196   0.003281         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    159/499      4.32G    0.01511    0.01196   0.003281         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    159/499      4.32G    0.01518    0.01198   0.003405         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    159/499      4.32G    0.01518    0.01198   0.003405         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    159/499      4.32G    0.01523    0.01196   0.003432         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    159/499      4.32G    0.01523    0.01196   0.003432         68        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    159/499      4.32G     0.0152    0.01195   0.003402         82        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    159/499      4.32G     0.0152    0.01195   0.003402         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    159/499      4.32G    0.01515    0.01186   0.003382         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    159/499      4.32G    0.01515    0.01186   0.003382         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    159/499      4.32G     0.0152    0.01187   0.003512         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    159/499      4.32G     0.0152    0.01187   0.003512         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    159/499      4.32G    0.01518    0.01185   0.003488         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    159/499      4.32G    0.01518    0.01185   0.003488         66        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    159/499      4.32G    0.01518    0.01182   0.003456         68        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    159/499      4.32G    0.01518    0.01182   0.003456         68        640:  92%|#########2| 37/40 [00:06<00:00,  5.21it/s]
    159/499      4.32G    0.01519    0.01185   0.003439         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    159/499      4.32G    0.01519    0.01185   0.003439         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    159/499      4.32G    0.01515    0.01188   0.003501         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    159/499      4.32G    0.01515    0.01188   0.003501         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
    159/499      4.32G    0.01513     0.0119   0.003523         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
    159/499      4.32G    0.01513     0.0119   0.003523         39        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    159/499      4.32G    0.01513     0.0119   0.003523         39        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.43it/s]
                   all        132        263      0.875      0.852      0.856      0.718

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    160/499      4.32G    0.01591    0.01307   0.004227         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    160/499      4.32G    0.01591    0.01307   0.004227         77        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    160/499      4.32G    0.01704    0.01174   0.004425         54        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    160/499      4.32G    0.01704    0.01174   0.004425         54        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
    160/499      4.32G    0.01615    0.01171   0.004044         73        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
    160/499      4.32G    0.01615    0.01171   0.004044         73        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    160/499      4.32G    0.01596    0.01215   0.003605         86        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    160/499      4.32G    0.01596    0.01215   0.003605         86        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    160/499      4.32G    0.01562    0.01225    0.00366         74        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    160/499      4.32G    0.01562    0.01225    0.00366         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.47it/s]
    160/499      4.32G    0.01573    0.01225   0.003734         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.47it/s]
    160/499      4.32G    0.01573    0.01225   0.003734         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    160/499      4.32G    0.01541    0.01195    0.00347         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    160/499      4.32G    0.01541    0.01195    0.00347         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    160/499      4.32G    0.01547    0.01211   0.003524         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    160/499      4.32G    0.01547    0.01211   0.003524         69        640:  20%|##        | 8/40 [00:01<00:05,  5.43it/s]
    160/499      4.32G    0.01539    0.01211   0.003371         69        640:  20%|##        | 8/40 [00:01<00:05,  5.43it/s]
    160/499      4.32G    0.01539    0.01211   0.003371         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    160/499      4.32G    0.01537    0.01213   0.003512         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    160/499      4.32G    0.01537    0.01213   0.003512         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    160/499      4.32G    0.01527    0.01204   0.003413         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    160/499      4.32G    0.01527    0.01204   0.003413         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    160/499      4.32G    0.01538    0.01204   0.003317         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    160/499      4.32G    0.01538    0.01204   0.003317         74        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    160/499      4.32G    0.01525    0.01196   0.003691         75        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    160/499      4.32G    0.01525    0.01196   0.003691         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    160/499      4.32G    0.01529    0.01196   0.003584         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    160/499      4.32G    0.01529    0.01196   0.003584         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    160/499      4.32G    0.01527    0.01193   0.003489         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    160/499      4.32G    0.01527    0.01193   0.003489         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    160/499      4.32G    0.01523    0.01194   0.003546         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    160/499      4.32G    0.01523    0.01194   0.003546         82        640:  40%|####      | 16/40 [00:02<00:04,  5.35it/s]
    160/499      4.32G     0.0151    0.01185   0.003533         72        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    160/499      4.32G     0.0151    0.01185   0.003533         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    160/499      4.32G    0.01518    0.01178   0.003481         54        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    160/499      4.32G    0.01518    0.01178   0.003481         54        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    160/499      4.32G    0.01518    0.01192    0.00346         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    160/499      4.32G    0.01518    0.01192    0.00346         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    160/499      4.32G    0.01512    0.01188   0.003458         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    160/499      4.32G    0.01512    0.01188   0.003458         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    160/499      4.32G    0.01508     0.0119   0.003494         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    160/499      4.32G    0.01508     0.0119   0.003494         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    160/499      4.32G    0.01523    0.01193   0.003407         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    160/499      4.32G    0.01523    0.01193   0.003407         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    160/499      4.32G    0.01527    0.01196   0.003487         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    160/499      4.32G    0.01527    0.01196   0.003487         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    160/499      4.32G    0.01532    0.01196   0.003421         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    160/499      4.32G    0.01532    0.01196   0.003421         59        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    160/499      4.32G    0.01531    0.01196   0.003483         74        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    160/499      4.32G    0.01531    0.01196   0.003483         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    160/499      4.32G    0.01528    0.01196   0.003508         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    160/499      4.32G    0.01528    0.01196   0.003508         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    160/499      4.32G    0.01518    0.01186   0.003542         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    160/499      4.32G    0.01518    0.01186   0.003542         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    160/499      4.32G    0.01516     0.0118   0.003571         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    160/499      4.32G    0.01516     0.0118   0.003571         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    160/499      4.32G    0.01511    0.01183   0.003795         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    160/499      4.32G    0.01511    0.01183   0.003795         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    160/499      4.32G    0.01513    0.01185   0.003737         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    160/499      4.32G    0.01513    0.01185   0.003737         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    160/499      4.32G    0.01505    0.01179   0.003779         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    160/499      4.32G    0.01505    0.01179   0.003779         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    160/499      4.32G    0.01505    0.01185   0.003729         88        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    160/499      4.32G    0.01505    0.01185   0.003729         88        640:  80%|########  | 32/40 [00:05<00:01,  5.36it/s]
    160/499      4.32G    0.01505    0.01187   0.003653         84        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    160/499      4.32G    0.01505    0.01187   0.003653         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    160/499      4.32G    0.01502    0.01181    0.00357         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    160/499      4.32G    0.01502    0.01181    0.00357         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    160/499      4.32G    0.01505    0.01184   0.003627         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    160/499      4.32G    0.01505    0.01184   0.003627         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    160/499      4.32G    0.01509    0.01189   0.003708         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    160/499      4.32G    0.01509    0.01189   0.003708         71        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    160/499      4.32G    0.01507    0.01192    0.00366         81        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    160/499      4.32G    0.01507    0.01192    0.00366         81        640:  92%|#########2| 37/40 [00:06<00:00,  5.31it/s]
    160/499      4.32G     0.0151    0.01206   0.003784         92        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    160/499      4.32G     0.0151    0.01206   0.003784         92        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
    160/499      4.32G    0.01503    0.01195   0.003791         53        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
    160/499      4.32G    0.01503    0.01195   0.003791         53        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    160/499      4.32G    0.01502    0.01191   0.003729         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    160/499      4.32G    0.01502    0.01191   0.003729         34        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    160/499      4.32G    0.01502    0.01191   0.003729         34        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.851      0.837      0.849      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    161/499      4.32G    0.01289    0.01143   0.002996         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    161/499      4.32G    0.01289    0.01143   0.002996         81        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    161/499      4.32G    0.01381    0.01181   0.004742         70        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    161/499      4.32G    0.01381    0.01181   0.004742         70        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    161/499      4.32G    0.01434    0.01176   0.004639         66        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    161/499      4.32G    0.01434    0.01176   0.004639         66        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    161/499      4.32G    0.01408    0.01205     0.0041         80        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    161/499      4.32G    0.01408    0.01205     0.0041         80        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    161/499      4.32G    0.01435    0.01154   0.003815         62        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    161/499      4.32G    0.01435    0.01154   0.003815         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    161/499      4.32G    0.01448    0.01169   0.003763         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    161/499      4.32G    0.01448    0.01169   0.003763         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    161/499      4.32G    0.01477    0.01118   0.004056         52        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    161/499      4.32G    0.01477    0.01118   0.004056         52        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    161/499      4.32G     0.0147    0.01141   0.003791         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    161/499      4.32G     0.0147    0.01141   0.003791         84        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    161/499      4.32G    0.01461    0.01144   0.003754         80        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    161/499      4.32G    0.01461    0.01144   0.003754         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    161/499      4.32G    0.01447    0.01143   0.003739         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    161/499      4.32G    0.01447    0.01143   0.003739         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    161/499      4.32G    0.01439    0.01142   0.003976         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    161/499      4.32G    0.01439    0.01142   0.003976         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    161/499      4.32G    0.01446     0.0114   0.003877         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    161/499      4.32G    0.01446     0.0114   0.003877         65        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    161/499      4.32G    0.01475    0.01164   0.004155         75        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    161/499      4.32G    0.01475    0.01164   0.004155         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    161/499      4.32G    0.01469    0.01167   0.004368         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    161/499      4.32G    0.01469    0.01167   0.004368         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    161/499      4.32G     0.0147    0.01194   0.004175         94        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    161/499      4.32G     0.0147    0.01194   0.004175         94        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    161/499      4.32G    0.01471    0.01183   0.004108         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    161/499      4.32G    0.01471    0.01183   0.004108         65        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    161/499      4.32G    0.01469    0.01179   0.004067         70        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    161/499      4.32G    0.01469    0.01179   0.004067         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    161/499      4.32G    0.01474    0.01186   0.004049         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    161/499      4.32G    0.01474    0.01186   0.004049         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    161/499      4.32G    0.01475     0.0119   0.003985         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    161/499      4.32G    0.01475     0.0119   0.003985         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    161/499      4.32G    0.01478    0.01196   0.004026         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    161/499      4.32G    0.01478    0.01196   0.004026         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    161/499      4.32G    0.01478    0.01204   0.004037         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    161/499      4.32G    0.01478    0.01204   0.004037         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    161/499      4.32G    0.01487    0.01213   0.003951         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    161/499      4.32G    0.01487    0.01213   0.003951         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    161/499      4.32G    0.01497    0.01209   0.003995         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    161/499      4.32G    0.01497    0.01209   0.003995         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    161/499      4.32G    0.01498    0.01208   0.003937         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    161/499      4.32G    0.01498    0.01208   0.003937         73        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    161/499      4.32G      0.015    0.01206   0.003866         78        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    161/499      4.32G      0.015    0.01206   0.003866         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    161/499      4.32G    0.01494    0.01197   0.003842         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    161/499      4.32G    0.01494    0.01197   0.003842         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    161/499      4.32G      0.015    0.01205   0.003857         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    161/499      4.32G      0.015    0.01205   0.003857         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    161/499      4.32G      0.015    0.01206   0.003831         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    161/499      4.32G      0.015    0.01206   0.003831         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    161/499      4.32G    0.01495    0.01199   0.003732         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    161/499      4.32G    0.01495    0.01199   0.003732         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    161/499      4.32G    0.01492    0.01205   0.003674         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    161/499      4.32G    0.01492    0.01205   0.003674         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    161/499      4.32G    0.01495    0.01209   0.003802         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    161/499      4.32G    0.01495    0.01209   0.003802         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    161/499      4.32G    0.01502    0.01212   0.003955         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    161/499      4.32G    0.01502    0.01212   0.003955         76        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    161/499      4.32G    0.01499     0.0121   0.004037         63        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    161/499      4.32G    0.01499     0.0121   0.004037         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    161/499      4.32G    0.01497    0.01203   0.004026         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    161/499      4.32G    0.01497    0.01203   0.004026         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    161/499      4.32G    0.01495    0.01203   0.004034         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    161/499      4.32G    0.01495    0.01203   0.004034         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    161/499      4.32G    0.01489    0.01202   0.004079         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    161/499      4.32G    0.01489    0.01202   0.004079         79        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    161/499      4.32G    0.01487    0.01203   0.004041         79        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    161/499      4.32G    0.01487    0.01203   0.004041         79        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
    161/499      4.32G    0.01487    0.01209   0.004073         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    161/499      4.32G    0.01487    0.01209   0.004073         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    161/499      4.32G    0.01489    0.01212   0.004016         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    161/499      4.32G    0.01489    0.01212   0.004016         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    161/499      4.32G    0.01491    0.01215   0.003945         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    161/499      4.32G    0.01491    0.01215   0.003945         41        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    161/499      4.32G    0.01491    0.01215   0.003945         41        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.34it/s]
                   all        132        263      0.883      0.861      0.885      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    162/499      4.32G     0.0131    0.01179   0.001587         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    162/499      4.32G     0.0131    0.01179   0.001587         74        640:   2%|2         | 1/40 [00:00<00:08,  4.79it/s]
    162/499      4.32G    0.01392    0.01177   0.001919         77        640:   2%|2         | 1/40 [00:00<00:08,  4.79it/s]
    162/499      4.32G    0.01392    0.01177   0.001919         77        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    162/499      4.32G    0.01426     0.0118   0.002029         77        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    162/499      4.32G    0.01426     0.0118   0.002029         77        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    162/499      4.32G    0.01495    0.01223   0.002114         84        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    162/499      4.32G    0.01495    0.01223   0.002114         84        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    162/499      4.32G    0.01533    0.01218   0.002365         73        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    162/499      4.32G    0.01533    0.01218   0.002365         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    162/499      4.32G    0.01509    0.01189   0.002664         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    162/499      4.32G    0.01509    0.01189   0.002664         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    162/499      4.32G    0.01522    0.01198   0.003143         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    162/499      4.32G    0.01522    0.01198   0.003143         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    162/499      4.32G    0.01512    0.01194    0.00292         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    162/499      4.32G    0.01512    0.01194    0.00292         74        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    162/499      4.32G    0.01525    0.01198   0.002977         70        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    162/499      4.32G    0.01525    0.01198   0.002977         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    162/499      4.32G    0.01514    0.01186    0.00278         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    162/499      4.32G    0.01514    0.01186    0.00278         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    162/499      4.32G    0.01512    0.01161   0.002929         59        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    162/499      4.32G    0.01512    0.01161   0.002929         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    162/499      4.32G    0.01517    0.01166   0.002945         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    162/499      4.32G    0.01517    0.01166   0.002945         70        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    162/499      4.32G     0.0152    0.01152   0.003134         59        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    162/499      4.32G     0.0152    0.01152   0.003134         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    162/499      4.32G    0.01518    0.01152   0.003209         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    162/499      4.32G    0.01518    0.01152   0.003209         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    162/499      4.32G    0.01515    0.01167   0.003289         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    162/499      4.32G    0.01515    0.01167   0.003289         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    162/499      4.32G    0.01521    0.01169   0.003283         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    162/499      4.32G    0.01521    0.01169   0.003283         69        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    162/499      4.32G     0.0152    0.01178   0.003187         73        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    162/499      4.32G     0.0152    0.01178   0.003187         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    162/499      4.32G    0.01517    0.01179   0.003124         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    162/499      4.32G    0.01517    0.01179   0.003124         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    162/499      4.32G    0.01522    0.01194   0.003205         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    162/499      4.32G    0.01522    0.01194   0.003205         91        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    162/499      4.32G     0.0152    0.01197   0.003219         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    162/499      4.32G     0.0152    0.01197   0.003219         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    162/499      4.32G    0.01516    0.01199   0.003207         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    162/499      4.32G    0.01516    0.01199   0.003207         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    162/499      4.32G    0.01519    0.01214   0.003315         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    162/499      4.32G    0.01519    0.01214   0.003315         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    162/499      4.32G    0.01516    0.01225   0.003366         98        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    162/499      4.32G    0.01516    0.01225   0.003366         98        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    162/499      4.32G    0.01508    0.01228   0.003299         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    162/499      4.32G    0.01508    0.01228   0.003299         86        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    162/499      4.32G    0.01503    0.01229   0.003288         85        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    162/499      4.32G    0.01503    0.01229   0.003288         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    162/499      4.32G      0.015    0.01231   0.003241         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    162/499      4.32G      0.015    0.01231   0.003241         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    162/499      4.32G    0.01505     0.0124   0.003292         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    162/499      4.32G    0.01505     0.0124   0.003292         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    162/499      4.32G    0.01508    0.01238    0.00325         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    162/499      4.32G    0.01508    0.01238    0.00325         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    162/499      4.32G    0.01504    0.01233   0.003376         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    162/499      4.32G    0.01504    0.01233   0.003376         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    162/499      4.32G    0.01502    0.01228   0.003367         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    162/499      4.32G    0.01502    0.01228   0.003367         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    162/499      4.32G    0.01506    0.01221   0.003309         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    162/499      4.32G    0.01506    0.01221   0.003309         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    162/499      4.32G    0.01504    0.01221   0.003256         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    162/499      4.32G    0.01504    0.01221   0.003256         71        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    162/499      4.32G    0.01502    0.01223   0.003272         82        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    162/499      4.32G    0.01502    0.01223   0.003272         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    162/499      4.32G    0.01498    0.01211   0.003272         50        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    162/499      4.32G    0.01498    0.01211   0.003272         50        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    162/499      4.32G    0.01499    0.01205   0.003264         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    162/499      4.32G    0.01499    0.01205   0.003264         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    162/499      4.32G    0.01498    0.01208   0.003272         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    162/499      4.32G    0.01498    0.01208   0.003272         81        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    162/499      4.32G      0.015    0.01208   0.003319         79        640:  90%|######### | 36/40 [00:07<00:00,  5.37it/s]
    162/499      4.32G      0.015    0.01208   0.003319         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    162/499      4.32G      0.015     0.0121    0.00327         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    162/499      4.32G      0.015     0.0121    0.00327         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    162/499      4.32G    0.01499    0.01213   0.003273         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    162/499      4.32G    0.01499    0.01213   0.003273         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    162/499      4.32G    0.01501    0.01223    0.00325         52        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    162/499      4.32G    0.01501    0.01223    0.00325         52        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    162/499      4.32G    0.01501    0.01223    0.00325         52        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.863      0.865      0.877      0.736

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    163/499      4.32G    0.01539    0.01215   0.001272         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    163/499      4.32G    0.01539    0.01215   0.001272         78        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    163/499      4.32G    0.01436    0.01223   0.001185         76        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    163/499      4.32G    0.01436    0.01223   0.001185         76        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    163/499      4.32G    0.01435    0.01219   0.001784         79        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    163/499      4.32G    0.01435    0.01219   0.001784         79        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    163/499      4.32G    0.01439    0.01221    0.00223         71        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    163/499      4.32G    0.01439    0.01221    0.00223         71        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    163/499      4.32G    0.01468    0.01245   0.002609         74        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    163/499      4.32G    0.01468    0.01245   0.002609         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    163/499      4.32G    0.01488    0.01226   0.002911         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    163/499      4.32G    0.01488    0.01226   0.002911         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    163/499      4.32G    0.01479    0.01259    0.00272         93        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    163/499      4.32G    0.01479    0.01259    0.00272         93        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    163/499      4.32G    0.01461    0.01236   0.002651         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    163/499      4.32G    0.01461    0.01236   0.002651         71        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    163/499      4.32G    0.01472    0.01243   0.003049         84        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    163/499      4.32G    0.01472    0.01243   0.003049         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    163/499      4.32G     0.0148    0.01253   0.003211         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    163/499      4.32G     0.0148    0.01253   0.003211         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    163/499      4.32G     0.0149     0.0126   0.003058         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    163/499      4.32G     0.0149     0.0126   0.003058         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    163/499      4.32G    0.01494    0.01277   0.003423         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    163/499      4.32G    0.01494    0.01277   0.003423         86        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    163/499      4.32G    0.01489    0.01268   0.003615         75        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    163/499      4.32G    0.01489    0.01268   0.003615         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    163/499      4.32G    0.01493    0.01253   0.003468         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    163/499      4.32G    0.01493    0.01253   0.003468         55        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    163/499      4.32G    0.01484    0.01266   0.003464         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    163/499      4.32G    0.01484    0.01266   0.003464         89        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    163/499      4.32G    0.01473    0.01256   0.003319         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    163/499      4.32G    0.01473    0.01256   0.003319         75        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    163/499      4.32G    0.01486    0.01261   0.003228         83        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    163/499      4.32G    0.01486    0.01261   0.003228         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    163/499      4.32G    0.01487     0.0126   0.003296         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    163/499      4.32G    0.01487     0.0126   0.003296         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    163/499      4.32G    0.01478    0.01255   0.003272         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    163/499      4.32G    0.01478    0.01255   0.003272         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    163/499      4.32G    0.01488    0.01255   0.003423         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    163/499      4.32G    0.01488    0.01255   0.003423         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    163/499      4.32G    0.01483    0.01247   0.003346         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    163/499      4.32G    0.01483    0.01247   0.003346         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    163/499      4.32G    0.01493    0.01252   0.003383         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    163/499      4.32G    0.01493    0.01252   0.003383         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    163/499      4.32G    0.01492    0.01251   0.003458         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    163/499      4.32G    0.01492    0.01251   0.003458         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    163/499      4.32G     0.0149    0.01243   0.003431         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    163/499      4.32G     0.0149    0.01243   0.003431         77        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    163/499      4.32G    0.01491    0.01237   0.003476         62        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    163/499      4.32G    0.01491    0.01237   0.003476         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    163/499      4.32G    0.01488    0.01235   0.003386         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    163/499      4.32G    0.01488    0.01235   0.003386         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    163/499      4.32G    0.01487    0.01236   0.003435         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    163/499      4.32G    0.01487    0.01236   0.003435         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    163/499      4.32G    0.01481    0.01233   0.003428         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    163/499      4.32G    0.01481    0.01233   0.003428         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    163/499      4.32G    0.01486    0.01236   0.003606         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    163/499      4.32G    0.01486    0.01236   0.003606         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    163/499      4.32G    0.01492    0.01227   0.003595         55        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    163/499      4.32G    0.01492    0.01227   0.003595         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    163/499      4.32G    0.01493    0.01215   0.003667         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    163/499      4.32G    0.01493    0.01215   0.003667         60        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
    163/499      4.32G    0.01488    0.01208   0.003808         65        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
    163/499      4.32G    0.01488    0.01208   0.003808         65        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    163/499      4.32G    0.01491      0.012   0.003914         58        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    163/499      4.32G    0.01491      0.012   0.003914         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    163/499      4.32G    0.01489    0.01196   0.003862         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    163/499      4.32G    0.01489    0.01196   0.003862         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    163/499      4.32G     0.0149    0.01192   0.003832         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    163/499      4.32G     0.0149    0.01192   0.003832         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    163/499      4.32G    0.01491    0.01188   0.003778         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    163/499      4.32G    0.01491    0.01188   0.003778         72        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    163/499      4.32G    0.01491    0.01186   0.003711         73        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    163/499      4.32G    0.01491    0.01186   0.003711         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    163/499      4.32G    0.01491    0.01181   0.003715         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    163/499      4.32G    0.01491    0.01181   0.003715         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    163/499      4.32G    0.01491    0.01181   0.003672         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    163/499      4.32G    0.01491    0.01181   0.003672         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    163/499      4.32G    0.01489    0.01173   0.003652         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    163/499      4.32G    0.01489    0.01173   0.003652         29        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    163/499      4.32G    0.01489    0.01173   0.003652         29        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.881      0.811      0.853      0.725

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    164/499      4.32G    0.01381    0.01144   0.003456         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    164/499      4.32G    0.01381    0.01144   0.003456         73        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    164/499      4.32G    0.01422    0.01261   0.004416         88        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    164/499      4.32G    0.01422    0.01261   0.004416         88        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    164/499      4.32G    0.01446    0.01217   0.005622         68        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    164/499      4.32G    0.01446    0.01217   0.005622         68        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    164/499      4.32G    0.01538    0.01289    0.00507         94        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    164/499      4.32G    0.01538    0.01289    0.00507         94        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    164/499      4.32G    0.01559    0.01349   0.005069        100        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    164/499      4.32G    0.01559    0.01349   0.005069        100        640:  12%|#2        | 5/40 [00:00<00:06,  5.03it/s]
    164/499      4.32G    0.01574      0.013   0.005277         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.03it/s]
    164/499      4.32G    0.01574      0.013   0.005277         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    164/499      4.32G    0.01564    0.01269   0.004764         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    164/499      4.32G    0.01564    0.01269   0.004764         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    164/499      4.32G    0.01538     0.0124   0.004593         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    164/499      4.32G    0.01538     0.0124   0.004593         68        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
    164/499      4.32G    0.01532    0.01236    0.00447         80        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
    164/499      4.32G    0.01532    0.01236    0.00447         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    164/499      4.32G    0.01522    0.01216   0.004484         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    164/499      4.32G    0.01522    0.01216   0.004484         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    164/499      4.32G    0.01508    0.01181   0.004544         57        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    164/499      4.32G    0.01508    0.01181   0.004544         57        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    164/499      4.32G    0.01495    0.01166   0.004543         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    164/499      4.32G    0.01495    0.01166   0.004543         65        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    164/499      4.32G     0.0149    0.01156   0.004613         59        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    164/499      4.32G     0.0149    0.01156   0.004613         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    164/499      4.32G    0.01484    0.01146   0.004407         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    164/499      4.32G    0.01484    0.01146   0.004407         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    164/499      4.32G    0.01493    0.01145    0.00432         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    164/499      4.32G    0.01493    0.01145    0.00432         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    164/499      4.32G    0.01498     0.0115   0.004169         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    164/499      4.32G    0.01498     0.0115   0.004169         80        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    164/499      4.32G    0.01498     0.0115   0.003973         71        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    164/499      4.32G    0.01498     0.0115   0.003973         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    164/499      4.32G    0.01503    0.01138   0.004022         56        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    164/499      4.32G    0.01503    0.01138   0.004022         56        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    164/499      4.32G    0.01505    0.01145   0.004046         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    164/499      4.32G    0.01505    0.01145   0.004046         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    164/499      4.32G    0.01501    0.01144   0.004026         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    164/499      4.32G    0.01501    0.01144   0.004026         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    164/499      4.32G    0.01504    0.01145   0.004067         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    164/499      4.32G    0.01504    0.01145   0.004067         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    164/499      4.32G    0.01502    0.01149   0.004001         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    164/499      4.32G    0.01502    0.01149   0.004001         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    164/499      4.32G      0.015    0.01162   0.003949         92        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    164/499      4.32G      0.015    0.01162   0.003949         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    164/499      4.32G    0.01514    0.01169   0.003963         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    164/499      4.32G    0.01514    0.01169   0.003963         73        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    164/499      4.32G    0.01509    0.01167   0.003959         74        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    164/499      4.32G    0.01509    0.01167   0.003959         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    164/499      4.32G    0.01515    0.01184   0.003873         91        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    164/499      4.32G    0.01515    0.01184   0.003873         91        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    164/499      4.32G    0.01508    0.01183   0.003904         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    164/499      4.32G    0.01508    0.01183   0.003904         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    164/499      4.32G    0.01509     0.0118   0.003903         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    164/499      4.32G    0.01509     0.0118   0.003903         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    164/499      4.32G    0.01509    0.01176   0.003858         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    164/499      4.32G    0.01509    0.01176   0.003858         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    164/499      4.32G    0.01511    0.01174   0.004039         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    164/499      4.32G    0.01511    0.01174   0.004039         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    164/499      4.32G     0.0151    0.01169   0.004111         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    164/499      4.32G     0.0151    0.01169   0.004111         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    164/499      4.32G    0.01504    0.01163   0.004109         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    164/499      4.32G    0.01504    0.01163   0.004109         67        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    164/499      4.32G    0.01506    0.01163   0.004144         69        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    164/499      4.32G    0.01506    0.01163   0.004144         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    164/499      4.32G    0.01512    0.01168   0.004161         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    164/499      4.32G    0.01512    0.01168   0.004161         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    164/499      4.32G    0.01512    0.01164   0.004133         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    164/499      4.32G    0.01512    0.01164   0.004133         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    164/499      4.32G    0.01507    0.01155   0.004195         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    164/499      4.32G    0.01507    0.01155   0.004195         57        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    164/499      4.32G    0.01502    0.01156   0.004188         80        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    164/499      4.32G    0.01502    0.01156   0.004188         80        640:  92%|#########2| 37/40 [00:06<00:00,  5.35it/s]
    164/499      4.32G    0.01503    0.01153   0.004116         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    164/499      4.32G    0.01503    0.01153   0.004116         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    164/499      4.32G    0.01503    0.01151   0.004098         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    164/499      4.32G    0.01503    0.01151   0.004098         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    164/499      4.32G    0.01504    0.01148   0.004027         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    164/499      4.32G    0.01504    0.01148   0.004027         29        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    164/499      4.32G    0.01504    0.01148   0.004027         29        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.855      0.879      0.899      0.757

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    165/499      4.32G    0.01551     0.0133   0.005942         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    165/499      4.32G    0.01551     0.0133   0.005942         83        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    165/499      4.32G    0.01608    0.01324   0.005384         74        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    165/499      4.32G    0.01608    0.01324   0.005384         74        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    165/499      4.32G    0.01607    0.01311   0.004392         71        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    165/499      4.32G    0.01607    0.01311   0.004392         71        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    165/499      4.32G    0.01638    0.01274   0.003864         70        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    165/499      4.32G    0.01638    0.01274   0.003864         70        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    165/499      4.32G    0.01621     0.0123   0.004243         66        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    165/499      4.32G    0.01621     0.0123   0.004243         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    165/499      4.32G    0.01625    0.01218   0.004321         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    165/499      4.32G    0.01625    0.01218   0.004321         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    165/499      4.32G    0.01584    0.01208   0.004171         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    165/499      4.32G    0.01584    0.01208   0.004171         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    165/499      4.32G    0.01559    0.01231   0.004082         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    165/499      4.32G    0.01559    0.01231   0.004082         81        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    165/499      4.32G    0.01541    0.01215   0.004365         74        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    165/499      4.32G    0.01541    0.01215   0.004365         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    165/499      4.32G    0.01581    0.01249   0.004347         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    165/499      4.32G    0.01581    0.01249   0.004347         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    165/499      4.32G    0.01574    0.01231   0.004262         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    165/499      4.32G    0.01574    0.01231   0.004262         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    165/499      4.32G    0.01566    0.01233   0.004494         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    165/499      4.32G    0.01566    0.01233   0.004494         77        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    165/499      4.32G    0.01566    0.01232   0.004536         74        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    165/499      4.32G    0.01566    0.01232   0.004536         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    165/499      4.32G    0.01564    0.01247   0.004368         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    165/499      4.32G    0.01564    0.01247   0.004368         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    165/499      4.32G    0.01566    0.01247   0.004271         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    165/499      4.32G    0.01566    0.01247   0.004271         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    165/499      4.32G    0.01558    0.01237     0.0042         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    165/499      4.32G    0.01558    0.01237     0.0042         71        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    165/499      4.32G    0.01567    0.01228   0.004246         67        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    165/499      4.32G    0.01567    0.01228   0.004246         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    165/499      4.32G    0.01566    0.01234   0.004219         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    165/499      4.32G    0.01566    0.01234   0.004219         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    165/499      4.32G    0.01552    0.01236   0.004312         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    165/499      4.32G    0.01552    0.01236   0.004312         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    165/499      4.32G    0.01543    0.01237   0.004183         89        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    165/499      4.32G    0.01543    0.01237   0.004183         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    165/499      4.32G    0.01547     0.0124   0.004233         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    165/499      4.32G    0.01547     0.0124   0.004233         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    165/499      4.32G    0.01539    0.01227   0.004211         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    165/499      4.32G    0.01539    0.01227   0.004211         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    165/499      4.32G    0.01532    0.01228   0.004157         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    165/499      4.32G    0.01532    0.01228   0.004157         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    165/499      4.32G     0.0153    0.01229   0.004209         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    165/499      4.32G     0.0153    0.01229   0.004209         83        640:  60%|######    | 24/40 [00:04<00:02,  5.41it/s]
    165/499      4.32G    0.01527    0.01221   0.004198         72        640:  60%|######    | 24/40 [00:04<00:02,  5.41it/s]
    165/499      4.32G    0.01527    0.01221   0.004198         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    165/499      4.32G    0.01522    0.01221   0.004167         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    165/499      4.32G    0.01522    0.01221   0.004167         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    165/499      4.32G    0.01519    0.01218   0.004058         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    165/499      4.32G    0.01519    0.01218   0.004058         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    165/499      4.32G    0.01518    0.01221   0.004126         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    165/499      4.32G    0.01518    0.01221   0.004126         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    165/499      4.32G    0.01515    0.01216   0.004106         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    165/499      4.32G    0.01515    0.01216   0.004106         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    165/499      4.32G    0.01514    0.01217   0.004094         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    165/499      4.32G    0.01514    0.01217   0.004094         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    165/499      4.32G    0.01511    0.01216   0.004098         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    165/499      4.32G    0.01511    0.01216   0.004098         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    165/499      4.32G    0.01513    0.01224   0.004116         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    165/499      4.32G    0.01513    0.01224   0.004116         83        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    165/499      4.32G     0.0152    0.01233   0.004134         82        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    165/499      4.32G     0.0152    0.01233   0.004134         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    165/499      4.32G    0.01527    0.01236    0.00409         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    165/499      4.32G    0.01527    0.01236    0.00409         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    165/499      4.32G    0.01531    0.01231   0.004087         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    165/499      4.32G    0.01531    0.01231   0.004087         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    165/499      4.32G    0.01535    0.01251   0.004094        102        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    165/499      4.32G    0.01535    0.01251   0.004094        102        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    165/499      4.32G    0.01538    0.01246   0.004022         64        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    165/499      4.32G    0.01538    0.01246   0.004022         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.17it/s]
    165/499      4.32G    0.01533    0.01247   0.003976         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    165/499      4.32G    0.01533    0.01247   0.003976         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    165/499      4.32G    0.01533    0.01244   0.003927         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    165/499      4.32G    0.01533    0.01244   0.003927         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    165/499      4.32G    0.01533    0.01241   0.003943         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    165/499      4.32G    0.01533    0.01241   0.003943         32        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    165/499      4.32G    0.01533    0.01241   0.003943         32        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.854      0.864      0.876      0.759

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    166/499      4.32G    0.01429    0.01096    0.00238         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    166/499      4.32G    0.01429    0.01096    0.00238         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    166/499      4.32G    0.01513     0.0129   0.003682         89        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    166/499      4.32G    0.01513     0.0129   0.003682         89        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    166/499      4.32G    0.01458    0.01228   0.002763         83        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    166/499      4.32G    0.01458    0.01228   0.002763         83        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    166/499      4.32G    0.01482    0.01211   0.002844         79        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    166/499      4.32G    0.01482    0.01211   0.002844         79        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    166/499      4.32G    0.01484    0.01236   0.002593         82        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    166/499      4.32G    0.01484    0.01236   0.002593         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    166/499      4.32G    0.01487    0.01221   0.002495         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    166/499      4.32G    0.01487    0.01221   0.002495         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    166/499      4.32G    0.01496    0.01186   0.002468         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    166/499      4.32G    0.01496    0.01186   0.002468         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    166/499      4.32G    0.01516    0.01153   0.002879         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    166/499      4.32G    0.01516    0.01153   0.002879         59        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    166/499      4.32G    0.01527    0.01164    0.00335         72        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    166/499      4.32G    0.01527    0.01164    0.00335         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
    166/499      4.32G    0.01518     0.0115   0.003205         75        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
    166/499      4.32G    0.01518     0.0115   0.003205         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    166/499      4.32G    0.01516    0.01137   0.003509         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    166/499      4.32G    0.01516    0.01137   0.003509         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    166/499      4.32G    0.01502    0.01146   0.003319         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    166/499      4.32G    0.01502    0.01146   0.003319         75        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    166/499      4.32G     0.0149    0.01134   0.003242         67        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    166/499      4.32G     0.0149    0.01134   0.003242         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    166/499      4.32G    0.01485    0.01143   0.003476         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    166/499      4.32G    0.01485    0.01143   0.003476         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    166/499      4.32G    0.01474    0.01145   0.003463         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    166/499      4.32G    0.01474    0.01145   0.003463         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    166/499      4.32G    0.01474    0.01134   0.003423         51        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    166/499      4.32G    0.01474    0.01134   0.003423         51        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    166/499      4.32G     0.0148    0.01134   0.003281         60        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    166/499      4.32G     0.0148    0.01134   0.003281         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    166/499      4.32G    0.01486    0.01135   0.003771         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    166/499      4.32G    0.01486    0.01135   0.003771         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    166/499      4.32G    0.01491     0.0113   0.003771         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    166/499      4.32G    0.01491     0.0113   0.003771         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    166/499      4.32G    0.01491    0.01145   0.003661         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    166/499      4.32G    0.01491    0.01145   0.003661         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    166/499      4.32G    0.01487    0.01143   0.003672         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    166/499      4.32G    0.01487    0.01143   0.003672         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    166/499      4.32G    0.01495     0.0116   0.003647         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    166/499      4.32G    0.01495     0.0116   0.003647         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    166/499      4.32G    0.01491    0.01163   0.003543         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    166/499      4.32G    0.01491    0.01163   0.003543         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    166/499      4.32G    0.01491    0.01172   0.003651         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    166/499      4.32G    0.01491    0.01172   0.003651         83        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    166/499      4.32G    0.01484     0.0117   0.003714         79        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    166/499      4.32G    0.01484     0.0117   0.003714         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    166/499      4.32G    0.01487    0.01169   0.003944         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    166/499      4.32G    0.01487    0.01169   0.003944         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    166/499      4.32G    0.01485    0.01176   0.004004         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    166/499      4.32G    0.01485    0.01176   0.004004         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    166/499      4.32G    0.01485    0.01172   0.004009         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    166/499      4.32G    0.01485    0.01172   0.004009         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    166/499      4.32G     0.0149    0.01167   0.003967         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    166/499      4.32G     0.0149    0.01167   0.003967         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    166/499      4.32G    0.01489     0.0116   0.003906         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    166/499      4.32G    0.01489     0.0116   0.003906         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    166/499      4.32G    0.01495    0.01166   0.003943         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    166/499      4.32G    0.01495    0.01166   0.003943         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    166/499      4.32G    0.01504    0.01178   0.004005         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    166/499      4.32G    0.01504    0.01178   0.004005         91        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    166/499      4.32G    0.01503    0.01177   0.003944         83        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    166/499      4.32G    0.01503    0.01177   0.003944         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    166/499      4.32G    0.01512    0.01173    0.00399         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    166/499      4.32G    0.01512    0.01173    0.00399         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    166/499      4.32G     0.0151    0.01177   0.003969         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    166/499      4.32G     0.0151    0.01177   0.003969         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    166/499      4.32G    0.01508    0.01183   0.003992         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    166/499      4.32G    0.01508    0.01183   0.003992         88        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    166/499      4.32G     0.0151    0.01181   0.003958         75        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    166/499      4.32G     0.0151    0.01181   0.003958         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.31it/s]
    166/499      4.32G    0.01513    0.01183   0.003948         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    166/499      4.32G    0.01513    0.01183   0.003948         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    166/499      4.32G    0.01514    0.01184    0.00403         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    166/499      4.32G    0.01514    0.01184    0.00403         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    166/499      4.32G    0.01523    0.01201   0.004008         53        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    166/499      4.32G    0.01523    0.01201   0.004008         53        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    166/499      4.32G    0.01523    0.01201   0.004008         53        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.862       0.86      0.867      0.736

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    167/499      4.32G    0.01536    0.01352   0.002868         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    167/499      4.32G    0.01536    0.01352   0.002868         81        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    167/499      4.32G    0.01529    0.01294   0.004921         80        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    167/499      4.32G    0.01529    0.01294   0.004921         80        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    167/499      4.32G    0.01507    0.01187   0.003811         68        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    167/499      4.32G    0.01507    0.01187   0.003811         68        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    167/499      4.32G    0.01508     0.0121   0.004857         81        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    167/499      4.32G    0.01508     0.0121   0.004857         81        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    167/499      4.32G    0.01503    0.01192   0.004523         68        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    167/499      4.32G    0.01503    0.01192   0.004523         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    167/499      4.32G    0.01444     0.0121   0.004178         94        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    167/499      4.32G    0.01444     0.0121   0.004178         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    167/499      4.32G    0.01419    0.01184   0.003741         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    167/499      4.32G    0.01419    0.01184   0.003741         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    167/499      4.32G     0.0144    0.01179   0.004066         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    167/499      4.32G     0.0144    0.01179   0.004066         74        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    167/499      4.32G    0.01433    0.01159   0.003823         72        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    167/499      4.32G    0.01433    0.01159   0.003823         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    167/499      4.32G    0.01447    0.01155   0.003905         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    167/499      4.32G    0.01447    0.01155   0.003905         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    167/499      4.32G    0.01481    0.01167    0.00396         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    167/499      4.32G    0.01481    0.01167    0.00396         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    167/499      4.32G    0.01477    0.01175   0.003837         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    167/499      4.32G    0.01477    0.01175   0.003837         79        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    167/499      4.32G    0.01476    0.01162   0.003797         59        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    167/499      4.32G    0.01476    0.01162   0.003797         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    167/499      4.32G     0.0147    0.01164   0.003797         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    167/499      4.32G     0.0147    0.01164   0.003797         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    167/499      4.32G    0.01466     0.0117   0.003772         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    167/499      4.32G    0.01466     0.0117   0.003772         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    167/499      4.32G    0.01463    0.01171   0.003616         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    167/499      4.32G    0.01463    0.01171   0.003616         73        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    167/499      4.32G    0.01452    0.01167    0.00362         71        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    167/499      4.32G    0.01452    0.01167    0.00362         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    167/499      4.32G    0.01452    0.01174   0.003644         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    167/499      4.32G    0.01452    0.01174   0.003644         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    167/499      4.32G    0.01447    0.01175   0.003665         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    167/499      4.32G    0.01447    0.01175   0.003665         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    167/499      4.32G    0.01443     0.0118   0.003671         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    167/499      4.32G    0.01443     0.0118   0.003671         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    167/499      4.32G    0.01441    0.01178   0.003574         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    167/499      4.32G    0.01441    0.01178   0.003574         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    167/499      4.32G    0.01444    0.01196   0.003686         97        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    167/499      4.32G    0.01444    0.01196   0.003686         97        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    167/499      4.32G     0.0145    0.01195   0.003806         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    167/499      4.32G     0.0145    0.01195   0.003806         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    167/499      4.32G     0.0145    0.01183   0.003845         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    167/499      4.32G     0.0145    0.01183   0.003845         64        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    167/499      4.32G    0.01444    0.01173   0.003856         68        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    167/499      4.32G    0.01444    0.01173   0.003856         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    167/499      4.32G    0.01446    0.01193   0.003824         94        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    167/499      4.32G    0.01446    0.01193   0.003824         94        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    167/499      4.32G    0.01441    0.01179   0.003734         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    167/499      4.32G    0.01441    0.01179   0.003734         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    167/499      4.32G    0.01445    0.01179   0.003748         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    167/499      4.32G    0.01445    0.01179   0.003748         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    167/499      4.32G    0.01439    0.01174   0.003738         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    167/499      4.32G    0.01439    0.01174   0.003738         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    167/499      4.32G    0.01437    0.01172   0.003798         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    167/499      4.32G    0.01437    0.01172   0.003798         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    167/499      4.32G     0.0144    0.01174   0.003747         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    167/499      4.32G     0.0144    0.01174   0.003747         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    167/499      4.32G     0.0144    0.01174   0.003729         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    167/499      4.32G     0.0144    0.01174   0.003729         70        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    167/499      4.32G     0.0144    0.01174   0.003721         68        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    167/499      4.32G     0.0144    0.01174   0.003721         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    167/499      4.32G    0.01444    0.01176   0.003826         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    167/499      4.32G    0.01444    0.01176   0.003826         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    167/499      4.32G    0.01439    0.01172   0.003764         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    167/499      4.32G    0.01439    0.01172   0.003764         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    167/499      4.32G    0.01438    0.01171   0.003711         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    167/499      4.32G    0.01438    0.01171   0.003711         72        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    167/499      4.32G     0.0144    0.01169   0.003689         72        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    167/499      4.32G     0.0144    0.01169   0.003689         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.37it/s]
    167/499      4.32G     0.0144    0.01167   0.003704         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
    167/499      4.32G     0.0144    0.01167   0.003704         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    167/499      4.32G    0.01438    0.01166   0.003693         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    167/499      4.32G    0.01438    0.01166   0.003693         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    167/499      4.32G     0.0144    0.01165   0.003647         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    167/499      4.32G     0.0144    0.01165   0.003647         36        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    167/499      4.32G     0.0144    0.01165   0.003647         36        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.805      0.872      0.873      0.741

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    168/499      4.32G    0.01653    0.01024   0.008365         56        640:   0%|          | 0/40 [00:00<?, ?it/s]
    168/499      4.32G    0.01653    0.01024   0.008365         56        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    168/499      4.32G    0.01523   0.009992   0.005048         62        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    168/499      4.32G    0.01523   0.009992   0.005048         62        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    168/499      4.32G    0.01543    0.01065   0.004479         67        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    168/499      4.32G    0.01543    0.01065   0.004479         67        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    168/499      4.32G    0.01586    0.01144   0.004343         72        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    168/499      4.32G    0.01586    0.01144   0.004343         72        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    168/499      4.32G    0.01595     0.0118   0.004208         81        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    168/499      4.32G    0.01595     0.0118   0.004208         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    168/499      4.32G    0.01589    0.01165   0.003825         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    168/499      4.32G    0.01589    0.01165   0.003825         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    168/499      4.32G    0.01583    0.01212   0.003777         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    168/499      4.32G    0.01583    0.01212   0.003777         94        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    168/499      4.32G    0.01587    0.01222   0.003634         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    168/499      4.32G    0.01587    0.01222   0.003634         68        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    168/499      4.32G    0.01564    0.01195   0.003578         63        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    168/499      4.32G    0.01564    0.01195   0.003578         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    168/499      4.32G    0.01554    0.01195   0.003777         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    168/499      4.32G    0.01554    0.01195   0.003777         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    168/499      4.32G    0.01541    0.01177   0.003667         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    168/499      4.32G    0.01541    0.01177   0.003667         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    168/499      4.32G    0.01533    0.01168   0.003587         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    168/499      4.32G    0.01533    0.01168   0.003587         70        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    168/499      4.32G    0.01528    0.01162   0.003572         68        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    168/499      4.32G    0.01528    0.01162   0.003572         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    168/499      4.32G    0.01521    0.01146   0.003569         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    168/499      4.32G    0.01521    0.01146   0.003569         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    168/499      4.32G    0.01525    0.01153   0.003502         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    168/499      4.32G    0.01525    0.01153   0.003502         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    168/499      4.32G    0.01532     0.0116   0.003524         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    168/499      4.32G    0.01532     0.0116   0.003524         81        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    168/499      4.32G    0.01529    0.01164   0.003469         86        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    168/499      4.32G    0.01529    0.01164   0.003469         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    168/499      4.32G    0.01535    0.01174    0.00347         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    168/499      4.32G    0.01535    0.01174    0.00347         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    168/499      4.32G    0.01534    0.01181   0.003503         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    168/499      4.32G    0.01534    0.01181   0.003503         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    168/499      4.32G    0.01539    0.01201   0.003409         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    168/499      4.32G    0.01539    0.01201   0.003409         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    168/499      4.32G    0.01543    0.01208   0.003547         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    168/499      4.32G    0.01543    0.01208   0.003547         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    168/499      4.32G     0.0154    0.01198    0.00375         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    168/499      4.32G     0.0154    0.01198    0.00375         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    168/499      4.32G    0.01538    0.01186   0.003725         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    168/499      4.32G    0.01538    0.01186   0.003725         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    168/499      4.32G    0.01543    0.01184    0.00364         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    168/499      4.32G    0.01543    0.01184    0.00364         61        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    168/499      4.32G    0.01533    0.01184   0.003714         69        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    168/499      4.32G    0.01533    0.01184   0.003714         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    168/499      4.32G    0.01533    0.01183   0.003659         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    168/499      4.32G    0.01533    0.01183   0.003659         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    168/499      4.32G    0.01528    0.01194   0.003618         92        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    168/499      4.32G    0.01528    0.01194   0.003618         92        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    168/499      4.32G    0.01524    0.01184    0.00363         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    168/499      4.32G    0.01524    0.01184    0.00363         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    168/499      4.32G    0.01519    0.01182   0.003569         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    168/499      4.32G    0.01519    0.01182   0.003569         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    168/499      4.32G    0.01513    0.01185   0.003633         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    168/499      4.32G    0.01513    0.01185   0.003633         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
    168/499      4.32G    0.01512    0.01187   0.003579         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
    168/499      4.32G    0.01512    0.01187   0.003579         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    168/499      4.32G    0.01516    0.01198   0.003704         97        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    168/499      4.32G    0.01516    0.01198   0.003704         97        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    168/499      4.32G     0.0152    0.01203   0.003685         78        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    168/499      4.32G     0.0152    0.01203   0.003685         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    168/499      4.32G    0.01517    0.01205   0.003605         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    168/499      4.32G    0.01517    0.01205   0.003605         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    168/499      4.32G    0.01516    0.01198   0.003671         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    168/499      4.32G    0.01516    0.01198   0.003671         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    168/499      4.32G    0.01521    0.01201   0.003728         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    168/499      4.32G    0.01521    0.01201   0.003728         67        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    168/499      4.32G    0.01522    0.01203   0.003747         79        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    168/499      4.32G    0.01522    0.01203   0.003747         79        640:  92%|#########2| 37/40 [00:06<00:00,  5.18it/s]
    168/499      4.32G    0.01521    0.01204   0.003764         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    168/499      4.32G    0.01521    0.01204   0.003764         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    168/499      4.32G    0.01519    0.01204   0.003738         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    168/499      4.32G    0.01519    0.01204   0.003738         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    168/499      4.32G    0.01522    0.01212   0.003736         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    168/499      4.32G    0.01522    0.01212   0.003736         44        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    168/499      4.32G    0.01522    0.01212   0.003736         44        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.873      0.859      0.871      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    169/499      4.32G    0.01682    0.01211   0.004296         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    169/499      4.32G    0.01682    0.01211   0.004296         68        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    169/499      4.32G    0.01557    0.01181    0.00345         74        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    169/499      4.32G    0.01557    0.01181    0.00345         74        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    169/499      4.32G     0.0149     0.0121   0.005342         76        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    169/499      4.32G     0.0149     0.0121   0.005342         76        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    169/499      4.32G    0.01497    0.01153   0.004971         66        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    169/499      4.32G    0.01497    0.01153   0.004971         66        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    169/499      4.32G    0.01491    0.01209   0.004718         88        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    169/499      4.32G    0.01491    0.01209   0.004718         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    169/499      4.32G    0.01534    0.01232   0.004481         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    169/499      4.32G    0.01534    0.01232   0.004481         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    169/499      4.32G    0.01538    0.01247   0.004268         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    169/499      4.32G    0.01538    0.01247   0.004268         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    169/499      4.32G    0.01542    0.01216   0.003966         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    169/499      4.32G    0.01542    0.01216   0.003966         70        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    169/499      4.32G    0.01543    0.01215   0.003821         79        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    169/499      4.32G    0.01543    0.01215   0.003821         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    169/499      4.32G    0.01532    0.01219   0.003663         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    169/499      4.32G    0.01532    0.01219   0.003663         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    169/499      4.32G     0.0153    0.01216   0.003466         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    169/499      4.32G     0.0153    0.01216   0.003466         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    169/499      4.32G    0.01514    0.01201   0.003322         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    169/499      4.32G    0.01514    0.01201   0.003322         63        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    169/499      4.32G    0.01501    0.01189   0.003157         68        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    169/499      4.32G    0.01501    0.01189   0.003157         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    169/499      4.32G    0.01494    0.01175   0.003105         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    169/499      4.32G    0.01494    0.01175   0.003105         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    169/499      4.32G    0.01501    0.01152   0.003211         50        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    169/499      4.32G    0.01501    0.01152   0.003211         50        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    169/499      4.32G    0.01503    0.01144   0.003481         59        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    169/499      4.32G    0.01503    0.01144   0.003481         59        640:  40%|####      | 16/40 [00:02<00:04,  5.35it/s]
    169/499      4.32G    0.01502    0.01151   0.003444         78        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    169/499      4.32G    0.01502    0.01151   0.003444         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.42it/s]
    169/499      4.32G    0.01494    0.01154   0.003466         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.42it/s]
    169/499      4.32G    0.01494    0.01154   0.003466         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    169/499      4.32G    0.01495    0.01155   0.003398         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    169/499      4.32G    0.01495    0.01155   0.003398         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    169/499      4.32G    0.01497    0.01157   0.003386         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    169/499      4.32G    0.01497    0.01157   0.003386         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    169/499      4.32G    0.01489    0.01158   0.003335         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    169/499      4.32G    0.01489    0.01158   0.003335         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    169/499      4.32G    0.01491    0.01155   0.003379         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    169/499      4.32G    0.01491    0.01155   0.003379         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    169/499      4.32G    0.01482    0.01156   0.003288         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    169/499      4.32G    0.01482    0.01156   0.003288         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    169/499      4.32G    0.01475    0.01153   0.003313         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    169/499      4.32G    0.01475    0.01153   0.003313         65        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    169/499      4.32G    0.01469    0.01154    0.00342         85        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    169/499      4.32G    0.01469    0.01154    0.00342         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    169/499      4.32G    0.01471    0.01157   0.003422         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    169/499      4.32G    0.01471    0.01157   0.003422         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    169/499      4.32G    0.01465    0.01151   0.003322         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    169/499      4.32G    0.01465    0.01151   0.003322         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    169/499      4.32G    0.01464    0.01145   0.003278         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    169/499      4.32G    0.01464    0.01145   0.003278         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    169/499      4.32G    0.01461    0.01147   0.003228         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    169/499      4.32G    0.01461    0.01147   0.003228         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    169/499      4.32G    0.01465    0.01154   0.003216         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    169/499      4.32G    0.01465    0.01154   0.003216         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    169/499      4.32G    0.01467    0.01149   0.003215         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    169/499      4.32G    0.01467    0.01149   0.003215         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    169/499      4.32G     0.0146    0.01138   0.003171         56        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    169/499      4.32G     0.0146    0.01138   0.003171         56        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    169/499      4.32G    0.01452    0.01131    0.00317         59        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    169/499      4.32G    0.01452    0.01131    0.00317         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    169/499      4.32G    0.01448     0.0113   0.003148         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    169/499      4.32G    0.01448     0.0113   0.003148         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    169/499      4.32G    0.01446    0.01126   0.003129         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    169/499      4.32G    0.01446    0.01126   0.003129         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    169/499      4.32G    0.01454    0.01131   0.003258         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    169/499      4.32G    0.01454    0.01131   0.003258         74        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
    169/499      4.32G    0.01455    0.01132   0.003233         73        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
    169/499      4.32G    0.01455    0.01132   0.003233         73        640:  92%|#########2| 37/40 [00:06<00:00,  5.23it/s]
    169/499      4.32G    0.01457     0.0113   0.003253         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    169/499      4.32G    0.01457     0.0113   0.003253         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    169/499      4.32G     0.0146    0.01131   0.003325         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    169/499      4.32G     0.0146    0.01131   0.003325         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    169/499      4.32G    0.01458    0.01139   0.003392         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    169/499      4.32G    0.01458    0.01139   0.003392         42        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    169/499      4.32G    0.01458    0.01139   0.003392         42        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263       0.91      0.848      0.892      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    170/499      4.32G     0.0145    0.01103    0.00214         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    170/499      4.32G     0.0145    0.01103    0.00214         71        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    170/499      4.32G    0.01535    0.01189   0.002603         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    170/499      4.32G    0.01535    0.01189   0.002603         75        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    170/499      4.32G    0.01482    0.01224   0.002643         90        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    170/499      4.32G    0.01482    0.01224   0.002643         90        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    170/499      4.32G    0.01485    0.01327   0.003043        102        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    170/499      4.32G    0.01485    0.01327   0.003043        102        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    170/499      4.32G    0.01471    0.01261   0.002955         72        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    170/499      4.32G    0.01471    0.01261   0.002955         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    170/499      4.32G    0.01511    0.01245   0.003117         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    170/499      4.32G    0.01511    0.01245   0.003117         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    170/499      4.32G    0.01479    0.01168   0.003634         53        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    170/499      4.32G    0.01479    0.01168   0.003634         53        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    170/499      4.32G    0.01465    0.01213   0.003595        102        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    170/499      4.32G    0.01465    0.01213   0.003595        102        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    170/499      4.32G     0.0145    0.01196   0.003285         74        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    170/499      4.32G     0.0145    0.01196   0.003285         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    170/499      4.32G    0.01449    0.01202    0.00328         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    170/499      4.32G    0.01449    0.01202    0.00328         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    170/499      4.32G    0.01452    0.01206   0.003277         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    170/499      4.32G    0.01452    0.01206   0.003277         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    170/499      4.32G    0.01457    0.01201   0.003071         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    170/499      4.32G    0.01457    0.01201   0.003071         75        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    170/499      4.32G     0.0145    0.01199   0.003193         66        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    170/499      4.32G     0.0145    0.01199   0.003193         66        640:  32%|###2      | 13/40 [00:02<00:04,  5.41it/s]
    170/499      4.32G    0.01449    0.01182   0.003378         69        640:  32%|###2      | 13/40 [00:02<00:04,  5.41it/s]
    170/499      4.32G    0.01449    0.01182   0.003378         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    170/499      4.32G    0.01454    0.01194   0.003645         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    170/499      4.32G    0.01454    0.01194   0.003645         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    170/499      4.32G    0.01448    0.01175   0.003728         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    170/499      4.32G    0.01448    0.01175   0.003728         64        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    170/499      4.32G     0.0145    0.01171   0.003723         69        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    170/499      4.32G     0.0145    0.01171   0.003723         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    170/499      4.32G    0.01446    0.01165   0.003756         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    170/499      4.32G    0.01446    0.01165   0.003756         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    170/499      4.32G    0.01447    0.01181   0.003827        100        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    170/499      4.32G    0.01447    0.01181   0.003827        100        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    170/499      4.32G     0.0144    0.01182   0.003821         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    170/499      4.32G     0.0144    0.01182   0.003821         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    170/499      4.32G    0.01443    0.01185   0.003711         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    170/499      4.32G    0.01443    0.01185   0.003711         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    170/499      4.32G    0.01448    0.01182   0.003709         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    170/499      4.32G    0.01448    0.01182   0.003709         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    170/499      4.32G     0.0145     0.0117   0.003665         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    170/499      4.32G     0.0145     0.0117   0.003665         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    170/499      4.32G    0.01452    0.01183    0.00376         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    170/499      4.32G    0.01452    0.01183    0.00376         75        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    170/499      4.32G    0.01456    0.01194   0.003937         84        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    170/499      4.32G    0.01456    0.01194   0.003937         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    170/499      4.32G    0.01449    0.01197   0.003816         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    170/499      4.32G    0.01449    0.01197   0.003816         88        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    170/499      4.32G    0.01453    0.01203   0.003881         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    170/499      4.32G    0.01453    0.01203   0.003881         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    170/499      4.32G    0.01453      0.012   0.004022         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    170/499      4.32G    0.01453      0.012   0.004022         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    170/499      4.32G    0.01458    0.01207   0.004044         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    170/499      4.32G    0.01458    0.01207   0.004044         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    170/499      4.32G    0.01456      0.012   0.004155         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    170/499      4.32G    0.01456      0.012   0.004155         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    170/499      4.32G    0.01461    0.01214   0.004127        101        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    170/499      4.32G    0.01461    0.01214   0.004127        101        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    170/499      4.32G    0.01462    0.01213    0.00413         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    170/499      4.32G    0.01462    0.01213    0.00413         77        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    170/499      4.32G    0.01455    0.01208   0.004107         72        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    170/499      4.32G    0.01455    0.01208   0.004107         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    170/499      4.32G    0.01453    0.01209   0.004107         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    170/499      4.32G    0.01453    0.01209   0.004107         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    170/499      4.32G     0.0145    0.01207   0.004067         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    170/499      4.32G     0.0145    0.01207   0.004067         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    170/499      4.32G    0.01449    0.01202   0.004111         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    170/499      4.32G    0.01449    0.01202   0.004111         64        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    170/499      4.32G    0.01448    0.01198   0.004034         66        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    170/499      4.32G    0.01448    0.01198   0.004034         66        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    170/499      4.32G    0.01457    0.01206   0.004122         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    170/499      4.32G    0.01457    0.01206   0.004122         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    170/499      4.32G    0.01455    0.01209   0.004144         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    170/499      4.32G    0.01455    0.01209   0.004144         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    170/499      4.32G     0.0146    0.01207   0.004075         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    170/499      4.32G     0.0146    0.01207   0.004075         33        640: 100%|##########| 40/40 [00:07<00:00,  5.47it/s]
    170/499      4.32G     0.0146    0.01207   0.004075         33        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.879      0.881      0.896      0.747

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    171/499      4.32G    0.01429     0.0147    0.00287         99        640:   0%|          | 0/40 [00:00<?, ?it/s]
    171/499      4.32G    0.01429     0.0147    0.00287         99        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
    171/499      4.32G    0.01391    0.01298   0.003062         80        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
    171/499      4.32G    0.01391    0.01298   0.003062         80        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    171/499      4.32G    0.01431    0.01379   0.002886         99        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    171/499      4.32G    0.01431    0.01379   0.002886         99        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    171/499      4.32G    0.01411    0.01359    0.00261         79        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    171/499      4.32G    0.01411    0.01359    0.00261         79        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    171/499      4.32G    0.01407    0.01263   0.002468         61        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    171/499      4.32G    0.01407    0.01263   0.002468         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    171/499      4.32G     0.0141    0.01219   0.002482         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    171/499      4.32G     0.0141    0.01219   0.002482         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    171/499      4.32G    0.01411    0.01239   0.002402         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    171/499      4.32G    0.01411    0.01239   0.002402         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    171/499      4.32G    0.01426    0.01231   0.002356         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    171/499      4.32G    0.01426    0.01231   0.002356         76        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    171/499      4.32G    0.01454    0.01257   0.002569         89        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    171/499      4.32G    0.01454    0.01257   0.002569         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    171/499      4.32G    0.01464    0.01248   0.002505         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    171/499      4.32G    0.01464    0.01248   0.002505         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    171/499      4.32G    0.01459    0.01237   0.002504         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    171/499      4.32G    0.01459    0.01237   0.002504         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    171/499      4.32G    0.01484    0.01275   0.002652        102        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    171/499      4.32G    0.01484    0.01275   0.002652        102        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    171/499      4.32G    0.01487    0.01256   0.002764         72        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    171/499      4.32G    0.01487    0.01256   0.002764         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
    171/499      4.32G    0.01493    0.01251   0.002917         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
    171/499      4.32G    0.01493    0.01251   0.002917         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    171/499      4.32G    0.01502    0.01262   0.003163         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    171/499      4.32G    0.01502    0.01262   0.003163         86        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    171/499      4.32G    0.01497    0.01256   0.003183         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    171/499      4.32G    0.01497    0.01256   0.003183         75        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    171/499      4.32G    0.01503    0.01257   0.003103         80        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    171/499      4.32G    0.01503    0.01257   0.003103         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    171/499      4.32G    0.01503    0.01249   0.003106         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    171/499      4.32G    0.01503    0.01249   0.003106         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    171/499      4.32G    0.01494     0.0124   0.003323         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    171/499      4.32G    0.01494     0.0124   0.003323         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    171/499      4.32G    0.01492    0.01233   0.003461         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    171/499      4.32G    0.01492    0.01233   0.003461         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    171/499      4.32G    0.01489    0.01223    0.00335         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    171/499      4.32G    0.01489    0.01223    0.00335         66        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    171/499      4.32G    0.01487    0.01223   0.003287         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    171/499      4.32G    0.01487    0.01223   0.003287         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    171/499      4.32G    0.01487    0.01217   0.003258         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    171/499      4.32G    0.01487    0.01217   0.003258         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    171/499      4.32G    0.01495    0.01215   0.003295         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    171/499      4.32G    0.01495    0.01215   0.003295         70        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    171/499      4.32G    0.01493    0.01213   0.003236         75        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    171/499      4.32G    0.01493    0.01213   0.003236         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    171/499      4.32G    0.01496     0.0121    0.00336         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    171/499      4.32G    0.01496     0.0121    0.00336         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    171/499      4.32G    0.01491    0.01211   0.003368         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    171/499      4.32G    0.01491    0.01211   0.003368         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    171/499      4.32G    0.01491    0.01205   0.003358         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    171/499      4.32G    0.01491    0.01205   0.003358         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    171/499      4.32G    0.01489    0.01203   0.003396         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    171/499      4.32G    0.01489    0.01203   0.003396         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    171/499      4.32G    0.01485    0.01204   0.003407         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    171/499      4.32G    0.01485    0.01204   0.003407         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    171/499      4.32G     0.0149    0.01199   0.003412         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    171/499      4.32G     0.0149    0.01199   0.003412         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    171/499      4.32G    0.01487      0.012   0.003436         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    171/499      4.32G    0.01487      0.012   0.003436         82        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    171/499      4.32G    0.01484      0.012   0.003501         86        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    171/499      4.32G    0.01484      0.012   0.003501         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    171/499      4.32G    0.01485      0.012   0.003519         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    171/499      4.32G    0.01485      0.012   0.003519         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    171/499      4.32G    0.01484    0.01202   0.003551         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    171/499      4.32G    0.01484    0.01202   0.003551         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    171/499      4.32G     0.0148    0.01201   0.003547         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    171/499      4.32G     0.0148    0.01201   0.003547         75        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    171/499      4.32G    0.01485    0.01202   0.003615         80        640:  90%|######### | 36/40 [00:07<00:00,  5.36it/s]
    171/499      4.32G    0.01485    0.01202   0.003615         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    171/499      4.32G    0.01483    0.01201   0.003644         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    171/499      4.32G    0.01483    0.01201   0.003644         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    171/499      4.32G    0.01478    0.01202   0.003673         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    171/499      4.32G    0.01478    0.01202   0.003673         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    171/499      4.32G     0.0148     0.0122   0.003664         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    171/499      4.32G     0.0148     0.0122   0.003664         57        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    171/499      4.32G     0.0148     0.0122   0.003664         57        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263       0.88      0.836      0.881       0.74

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    172/499      4.32G     0.0163    0.01129   0.005418         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    172/499      4.32G     0.0163    0.01129   0.005418         66        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    172/499      4.32G    0.01639    0.01159   0.005671         70        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    172/499      4.32G    0.01639    0.01159   0.005671         70        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    172/499      4.32G    0.01646    0.01208   0.004848         83        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    172/499      4.32G    0.01646    0.01208   0.004848         83        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    172/499      4.32G    0.01656    0.01218   0.005843         72        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    172/499      4.32G    0.01656    0.01218   0.005843         72        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    172/499      4.32G    0.01662    0.01269    0.00594         85        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    172/499      4.32G    0.01662    0.01269    0.00594         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.43it/s]
    172/499      4.32G    0.01644    0.01241   0.005441         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.43it/s]
    172/499      4.32G    0.01644    0.01241   0.005441         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    172/499      4.32G    0.01635    0.01241   0.005364         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    172/499      4.32G    0.01635    0.01241   0.005364         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    172/499      4.32G    0.01611    0.01238    0.00494         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    172/499      4.32G    0.01611    0.01238    0.00494         73        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    172/499      4.32G    0.01598    0.01224   0.004605         68        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    172/499      4.32G    0.01598    0.01224   0.004605         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    172/499      4.32G    0.01585    0.01202   0.004345         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    172/499      4.32G    0.01585    0.01202   0.004345         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    172/499      4.32G    0.01567    0.01216   0.004119         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    172/499      4.32G    0.01567    0.01216   0.004119         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    172/499      4.32G    0.01574    0.01209   0.004418         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    172/499      4.32G    0.01574    0.01209   0.004418         69        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    172/499      4.32G    0.01575    0.01225   0.004345         84        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    172/499      4.32G    0.01575    0.01225   0.004345         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    172/499      4.32G    0.01569    0.01241   0.004241         94        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    172/499      4.32G    0.01569    0.01241   0.004241         94        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    172/499      4.32G    0.01569    0.01263   0.004195         95        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    172/499      4.32G    0.01569    0.01263   0.004195         95        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    172/499      4.32G    0.01552    0.01238   0.004424         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    172/499      4.32G    0.01552    0.01238   0.004424         58        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    172/499      4.32G    0.01542    0.01236   0.004364         79        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    172/499      4.32G    0.01542    0.01236   0.004364         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    172/499      4.32G    0.01552     0.0125   0.004393         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    172/499      4.32G    0.01552     0.0125   0.004393         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    172/499      4.32G    0.01548    0.01262   0.004508         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    172/499      4.32G    0.01548    0.01262   0.004508         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    172/499      4.32G     0.0154     0.0126   0.004386         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    172/499      4.32G     0.0154     0.0126   0.004386         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    172/499      4.32G    0.01539    0.01268   0.004349         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    172/499      4.32G    0.01539    0.01268   0.004349         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    172/499      4.32G    0.01533    0.01261    0.00431         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    172/499      4.32G    0.01533    0.01261    0.00431         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    172/499      4.32G    0.01533    0.01266   0.004212         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    172/499      4.32G    0.01533    0.01266   0.004212         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    172/499      4.32G    0.01531    0.01264   0.004118         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    172/499      4.32G    0.01531    0.01264   0.004118         76        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    172/499      4.32G    0.01532    0.01255   0.004061         68        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    172/499      4.32G    0.01532    0.01255   0.004061         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    172/499      4.32G    0.01533    0.01245   0.004205         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    172/499      4.32G    0.01533    0.01245   0.004205         58        640:  65%|######5   | 26/40 [00:04<00:02,  5.41it/s]
    172/499      4.32G    0.01533    0.01239    0.00429         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.41it/s]
    172/499      4.32G    0.01533    0.01239    0.00429         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    172/499      4.32G    0.01533    0.01246   0.004359         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    172/499      4.32G    0.01533    0.01246   0.004359         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    172/499      4.32G    0.01532    0.01248   0.004296         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    172/499      4.32G    0.01532    0.01248   0.004296         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    172/499      4.32G    0.01529    0.01237   0.004215         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    172/499      4.32G    0.01529    0.01237   0.004215         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    172/499      4.32G    0.01527    0.01225   0.004196         53        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    172/499      4.32G    0.01527    0.01225   0.004196         53        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    172/499      4.32G    0.01524    0.01226   0.004127         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    172/499      4.32G    0.01524    0.01226   0.004127         82        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    172/499      4.32G    0.01518    0.01222   0.004119         77        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    172/499      4.32G    0.01518    0.01222   0.004119         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    172/499      4.32G    0.01517    0.01223   0.004125         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    172/499      4.32G    0.01517    0.01223   0.004125         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    172/499      4.32G    0.01515    0.01226   0.004118         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    172/499      4.32G    0.01515    0.01226   0.004118         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    172/499      4.32G    0.01513    0.01223   0.004158         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    172/499      4.32G    0.01513    0.01223   0.004158         71        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
    172/499      4.32G    0.01516     0.0122    0.00434         71        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
    172/499      4.32G    0.01516     0.0122    0.00434         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.22it/s]
    172/499      4.32G    0.01511    0.01215   0.004283         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
    172/499      4.32G    0.01511    0.01215   0.004283         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    172/499      4.32G    0.01514    0.01219   0.004325         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    172/499      4.32G    0.01514    0.01219   0.004325         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    172/499      4.32G    0.01519    0.01218   0.004344         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    172/499      4.32G    0.01519    0.01218   0.004344         36        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    172/499      4.32G    0.01519    0.01218   0.004344         36        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.876      0.874      0.885      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    173/499      4.32G    0.01432    0.01177   0.001386         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    173/499      4.32G    0.01432    0.01177   0.001386         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    173/499      4.32G    0.01425    0.01142   0.002146         70        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    173/499      4.32G    0.01425    0.01142   0.002146         70        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    173/499      4.32G    0.01417    0.01139   0.001885         82        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    173/499      4.32G    0.01417    0.01139   0.001885         82        640:   8%|7         | 3/40 [00:00<00:07,  5.29it/s]
    173/499      4.32G     0.0137    0.01114    0.00204         75        640:   8%|7         | 3/40 [00:00<00:07,  5.29it/s]
    173/499      4.32G     0.0137    0.01114    0.00204         75        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    173/499      4.32G    0.01367     0.0111   0.001916         72        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    173/499      4.32G    0.01367     0.0111   0.001916         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    173/499      4.32G    0.01351    0.01117    0.00221         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    173/499      4.32G    0.01351    0.01117    0.00221         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    173/499      4.32G    0.01355    0.01128   0.002255         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    173/499      4.32G    0.01355    0.01128   0.002255         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    173/499      4.32G    0.01383    0.01184   0.002822         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    173/499      4.32G    0.01383    0.01184   0.002822         91        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    173/499      4.32G    0.01391    0.01204   0.003004         85        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    173/499      4.32G    0.01391    0.01204   0.003004         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    173/499      4.32G    0.01398    0.01206   0.002951         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    173/499      4.32G    0.01398    0.01206   0.002951         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    173/499      4.32G    0.01413      0.012   0.003616         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    173/499      4.32G    0.01413      0.012   0.003616         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    173/499      4.32G    0.01402    0.01192    0.00378         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    173/499      4.32G    0.01402    0.01192    0.00378         77        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    173/499      4.32G      0.014    0.01195   0.003732         71        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    173/499      4.32G      0.014    0.01195   0.003732         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    173/499      4.32G    0.01423    0.01195   0.003808         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    173/499      4.32G    0.01423    0.01195   0.003808         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    173/499      4.32G     0.0142    0.01187    0.00394         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    173/499      4.32G     0.0142    0.01187    0.00394         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    173/499      4.32G    0.01421    0.01186   0.003981         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    173/499      4.32G    0.01421    0.01186   0.003981         68        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    173/499      4.32G    0.01416    0.01176   0.003995         62        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    173/499      4.32G    0.01416    0.01176   0.003995         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    173/499      4.32G    0.01417    0.01173   0.003919         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    173/499      4.32G    0.01417    0.01173   0.003919         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    173/499      4.32G    0.01406    0.01175   0.003872         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    173/499      4.32G    0.01406    0.01175   0.003872         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    173/499      4.32G    0.01416    0.01184   0.003883         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    173/499      4.32G    0.01416    0.01184   0.003883         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    173/499      4.32G    0.01423    0.01179   0.003879         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    173/499      4.32G    0.01423    0.01179   0.003879         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    173/499      4.32G    0.01426    0.01185   0.003936         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    173/499      4.32G    0.01426    0.01185   0.003936         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    173/499      4.32G    0.01422    0.01179   0.003858         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    173/499      4.32G    0.01422    0.01179   0.003858         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    173/499      4.32G     0.0142    0.01171   0.003839         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    173/499      4.32G     0.0142    0.01171   0.003839         61        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    173/499      4.32G    0.01419    0.01176   0.003817         75        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    173/499      4.32G    0.01419    0.01176   0.003817         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.43it/s]
    173/499      4.32G    0.01418    0.01186    0.00374         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.43it/s]
    173/499      4.32G    0.01418    0.01186    0.00374         86        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    173/499      4.32G    0.01416    0.01184   0.003661         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    173/499      4.32G    0.01416    0.01184   0.003661         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    173/499      4.32G    0.01418    0.01185   0.003634         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    173/499      4.32G    0.01418    0.01185   0.003634         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
    173/499      4.32G    0.01418     0.0118   0.003615         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
    173/499      4.32G    0.01418     0.0118   0.003615         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    173/499      4.32G    0.01431    0.01182   0.003602         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    173/499      4.32G    0.01431    0.01182   0.003602         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    173/499      4.32G    0.01432    0.01181   0.003611         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    173/499      4.32G    0.01432    0.01181   0.003611         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    173/499      4.32G    0.01435    0.01181   0.003633         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    173/499      4.32G    0.01435    0.01181   0.003633         69        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    173/499      4.32G    0.01436    0.01179   0.003579         71        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    173/499      4.32G    0.01436    0.01179   0.003579         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    173/499      4.32G    0.01438    0.01183   0.003582         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    173/499      4.32G    0.01438    0.01183   0.003582         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    173/499      4.32G    0.01434    0.01175   0.003591         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    173/499      4.32G    0.01434    0.01175   0.003591         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
    173/499      4.32G    0.01432    0.01175   0.003698         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
    173/499      4.32G    0.01432    0.01175   0.003698         77        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    173/499      4.32G    0.01432    0.01177   0.003658         84        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    173/499      4.32G    0.01432    0.01177   0.003658         84        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    173/499      4.32G    0.01432    0.01175   0.003624         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    173/499      4.32G    0.01432    0.01175   0.003624         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    173/499      4.32G     0.0143    0.01179   0.003593         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    173/499      4.32G     0.0143    0.01179   0.003593         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    173/499      4.32G    0.01441     0.0117    0.00377         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    173/499      4.32G    0.01441     0.0117    0.00377         28        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    173/499      4.32G    0.01441     0.0117    0.00377         28        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.845      0.844      0.861      0.732

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    174/499      4.32G    0.01438    0.01182   0.006496         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    174/499      4.32G    0.01438    0.01182   0.006496         77        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    174/499      4.32G    0.01547    0.01122   0.006147         68        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    174/499      4.32G    0.01547    0.01122   0.006147         68        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    174/499      4.32G    0.01506    0.01156   0.006258         80        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    174/499      4.32G    0.01506    0.01156   0.006258         80        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    174/499      4.32G    0.01518    0.01094   0.007005         56        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    174/499      4.32G    0.01518    0.01094   0.007005         56        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    174/499      4.32G    0.01507    0.01092   0.006611         64        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    174/499      4.32G    0.01507    0.01092   0.006611         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    174/499      4.32G    0.01467    0.01105   0.006004         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    174/499      4.32G    0.01467    0.01105   0.006004         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    174/499      4.32G    0.01462    0.01124   0.005284         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    174/499      4.32G    0.01462    0.01124   0.005284         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    174/499      4.32G    0.01466    0.01145      0.005         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    174/499      4.32G    0.01466    0.01145      0.005         82        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    174/499      4.32G    0.01456    0.01154   0.004803         81        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    174/499      4.32G    0.01456    0.01154   0.004803         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    174/499      4.32G    0.01456    0.01142    0.00458         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    174/499      4.32G    0.01456    0.01142    0.00458         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    174/499      4.32G    0.01455    0.01148   0.004455         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    174/499      4.32G    0.01455    0.01148   0.004455         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    174/499      4.32G    0.01454    0.01155   0.004342         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    174/499      4.32G    0.01454    0.01155   0.004342         74        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
    174/499      4.32G    0.01457    0.01165   0.004394         82        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
    174/499      4.32G    0.01457    0.01165   0.004394         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    174/499      4.32G    0.01452    0.01193   0.004227         91        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    174/499      4.32G    0.01452    0.01193   0.004227         91        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    174/499      4.32G    0.01446    0.01181   0.004057         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    174/499      4.32G    0.01446    0.01181   0.004057         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.42it/s]
    174/499      4.32G    0.01447    0.01181   0.003969         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.42it/s]
    174/499      4.32G    0.01447    0.01181   0.003969         81        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    174/499      4.32G    0.01451    0.01188   0.004052         90        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    174/499      4.32G    0.01451    0.01188   0.004052         90        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    174/499      4.32G    0.01457    0.01186   0.003928         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    174/499      4.32G    0.01457    0.01186   0.003928         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
    174/499      4.32G     0.0146    0.01205   0.003948         94        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
    174/499      4.32G     0.0146    0.01205   0.003948         94        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    174/499      4.32G    0.01458    0.01203   0.003898         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    174/499      4.32G    0.01458    0.01203   0.003898         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    174/499      4.32G    0.01464    0.01206   0.003814         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    174/499      4.32G    0.01464    0.01206   0.003814         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    174/499      4.32G     0.0146    0.01204   0.004036         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    174/499      4.32G     0.0146    0.01204   0.004036         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    174/499      4.32G    0.01462    0.01209   0.004005         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    174/499      4.32G    0.01462    0.01209   0.004005         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    174/499      4.32G    0.01455    0.01213   0.003888         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    174/499      4.32G    0.01455    0.01213   0.003888         85        640:  60%|######    | 24/40 [00:04<00:02,  5.41it/s]
    174/499      4.32G    0.01455    0.01219   0.003827         84        640:  60%|######    | 24/40 [00:04<00:02,  5.41it/s]
    174/499      4.32G    0.01455    0.01219   0.003827         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    174/499      4.32G    0.01453    0.01211   0.003827         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    174/499      4.32G    0.01453    0.01211   0.003827         58        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    174/499      4.32G    0.01452    0.01212   0.003798         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    174/499      4.32G    0.01452    0.01212   0.003798         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    174/499      4.32G    0.01452    0.01214   0.003915         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    174/499      4.32G    0.01452    0.01214   0.003915         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    174/499      4.32G     0.0145    0.01214   0.003851         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    174/499      4.32G     0.0145    0.01214   0.003851         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    174/499      4.32G    0.01447    0.01216   0.003781         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    174/499      4.32G    0.01447    0.01216   0.003781         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.39it/s]
    174/499      4.32G    0.01441    0.01216    0.00373         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.39it/s]
    174/499      4.32G    0.01441    0.01216    0.00373         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    174/499      4.32G    0.01439    0.01212   0.003708         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    174/499      4.32G    0.01439    0.01212   0.003708         72        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    174/499      4.32G    0.01444    0.01214   0.003639         69        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    174/499      4.32G    0.01444    0.01214   0.003639         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
    174/499      4.32G    0.01442     0.0121   0.003601         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
    174/499      4.32G    0.01442     0.0121   0.003601         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    174/499      4.32G    0.01442    0.01202   0.003601         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    174/499      4.32G    0.01442    0.01202   0.003601         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    174/499      4.32G    0.01438    0.01199   0.003565         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    174/499      4.32G    0.01438    0.01199   0.003565         80        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    174/499      4.32G    0.01439    0.01202   0.003573         76        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    174/499      4.32G    0.01439    0.01202   0.003573         76        640:  92%|#########2| 37/40 [00:06<00:00,  5.21it/s]
    174/499      4.32G    0.01442    0.01202   0.003512         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    174/499      4.32G    0.01442    0.01202   0.003512         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    174/499      4.32G    0.01443    0.01199    0.00359         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    174/499      4.32G    0.01443    0.01199    0.00359         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.38it/s]
    174/499      4.32G    0.01446      0.012   0.003611         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.38it/s]
    174/499      4.32G    0.01446      0.012   0.003611         38        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    174/499      4.32G    0.01446      0.012   0.003611         38        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.869      0.867      0.873      0.735

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    175/499      4.32G    0.01339    0.01174   0.003873         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    175/499      4.32G    0.01339    0.01174   0.003873         80        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    175/499      4.32G      0.014    0.01194   0.003384         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    175/499      4.32G      0.014    0.01194   0.003384         71        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    175/499      4.32G    0.01353    0.01216   0.003561         78        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    175/499      4.32G    0.01353    0.01216   0.003561         78        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    175/499      4.32G    0.01379    0.01198    0.00449         65        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    175/499      4.32G    0.01379    0.01198    0.00449         65        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    175/499      4.32G    0.01407    0.01197   0.003837         79        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    175/499      4.32G    0.01407    0.01197   0.003837         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    175/499      4.32G    0.01403    0.01163   0.003718         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    175/499      4.32G    0.01403    0.01163   0.003718         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    175/499      4.32G    0.01381    0.01155   0.003371         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    175/499      4.32G    0.01381    0.01155   0.003371         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    175/499      4.32G     0.0139    0.01142   0.003793         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    175/499      4.32G     0.0139    0.01142   0.003793         65        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    175/499      4.32G    0.01378    0.01182   0.003514         99        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    175/499      4.32G    0.01378    0.01182   0.003514         99        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    175/499      4.32G    0.01378      0.012   0.003474         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    175/499      4.32G    0.01378      0.012   0.003474         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    175/499      4.32G    0.01375    0.01205   0.003335         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    175/499      4.32G    0.01375    0.01205   0.003335         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    175/499      4.32G    0.01373    0.01207   0.003225         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    175/499      4.32G    0.01373    0.01207   0.003225         75        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    175/499      4.32G    0.01378    0.01189   0.003352         67        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    175/499      4.32G    0.01378    0.01189   0.003352         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    175/499      4.32G    0.01376    0.01179   0.003213         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    175/499      4.32G    0.01376    0.01179   0.003213         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    175/499      4.32G    0.01387    0.01171    0.00317         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    175/499      4.32G    0.01387    0.01171    0.00317         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    175/499      4.32G     0.0138    0.01161   0.003168         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    175/499      4.32G     0.0138    0.01161   0.003168         77        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    175/499      4.32G    0.01375    0.01153   0.003144         74        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    175/499      4.32G    0.01375    0.01153   0.003144         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    175/499      4.32G    0.01368    0.01147   0.003087         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    175/499      4.32G    0.01368    0.01147   0.003087         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    175/499      4.32G    0.01374     0.0115   0.003171         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    175/499      4.32G    0.01374     0.0115   0.003171         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    175/499      4.32G    0.01365    0.01142    0.00337         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    175/499      4.32G    0.01365    0.01142    0.00337         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    175/499      4.32G    0.01362     0.0114    0.00338         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    175/499      4.32G    0.01362     0.0114    0.00338         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    175/499      4.32G    0.01365    0.01143   0.003478         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    175/499      4.32G    0.01365    0.01143   0.003478         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    175/499      4.32G    0.01374    0.01146   0.003405         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    175/499      4.32G    0.01374    0.01146   0.003405         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    175/499      4.32G    0.01372     0.0114   0.003294         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    175/499      4.32G    0.01372     0.0114   0.003294         70        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    175/499      4.32G    0.01378     0.0114   0.003225         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    175/499      4.32G    0.01378     0.0114   0.003225         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    175/499      4.32G    0.01377     0.0115   0.003179         94        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    175/499      4.32G    0.01377     0.0115   0.003179         94        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
    175/499      4.32G    0.01377     0.0115   0.003167         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
    175/499      4.32G    0.01377     0.0115   0.003167         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    175/499      4.32G    0.01376    0.01147   0.003105         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    175/499      4.32G    0.01376    0.01147   0.003105         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    175/499      4.32G    0.01381    0.01146    0.00309         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    175/499      4.32G    0.01381    0.01146    0.00309         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    175/499      4.32G    0.01382    0.01141   0.003158         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    175/499      4.32G    0.01382    0.01141   0.003158         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    175/499      4.32G    0.01384    0.01136   0.003149         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    175/499      4.32G    0.01384    0.01136   0.003149         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    175/499      4.32G    0.01378    0.01132   0.003074         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    175/499      4.32G    0.01378    0.01132   0.003074         74        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    175/499      4.32G    0.01376     0.0113    0.00306         72        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    175/499      4.32G    0.01376     0.0113    0.00306         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    175/499      4.32G     0.0138     0.0113   0.003075         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    175/499      4.32G     0.0138     0.0113   0.003075         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    175/499      4.32G    0.01386    0.01133   0.003123         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    175/499      4.32G    0.01386    0.01133   0.003123         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    175/499      4.32G    0.01389    0.01135   0.003169         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    175/499      4.32G    0.01389    0.01135   0.003169         75        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    175/499      4.32G    0.01389     0.0113    0.00318         61        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    175/499      4.32G    0.01389     0.0113    0.00318         61        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    175/499      4.32G    0.01394    0.01127   0.003176         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    175/499      4.32G    0.01394    0.01127   0.003176         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    175/499      4.32G      0.014    0.01134    0.00324         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    175/499      4.32G      0.014    0.01134    0.00324         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    175/499      4.32G    0.01397    0.01139   0.003336         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    175/499      4.32G    0.01397    0.01139   0.003336         46        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    175/499      4.32G    0.01397    0.01139   0.003336         46        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.896      0.905      0.919      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    176/499      4.32G    0.01373    0.01138   0.001323         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
    176/499      4.32G    0.01373    0.01138   0.001323         70        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    176/499      4.32G    0.01439    0.01108   0.002108         73        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    176/499      4.32G    0.01439    0.01108   0.002108         73        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    176/499      4.32G    0.01417    0.01177   0.001942         91        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    176/499      4.32G    0.01417    0.01177   0.001942         91        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    176/499      4.32G    0.01454    0.01178   0.002463         78        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    176/499      4.32G    0.01454    0.01178   0.002463         78        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    176/499      4.32G    0.01479    0.01156   0.002727         66        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    176/499      4.32G    0.01479    0.01156   0.002727         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    176/499      4.32G     0.0146    0.01129    0.00313         61        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    176/499      4.32G     0.0146    0.01129    0.00313         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    176/499      4.32G    0.01459    0.01138   0.003803         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    176/499      4.32G    0.01459    0.01138   0.003803         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    176/499      4.32G    0.01445    0.01161   0.003873         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    176/499      4.32G    0.01445    0.01161   0.003873         87        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    176/499      4.32G    0.01454    0.01158   0.004105         68        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    176/499      4.32G    0.01454    0.01158   0.004105         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    176/499      4.32G    0.01461    0.01157   0.004384         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    176/499      4.32G    0.01461    0.01157   0.004384         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    176/499      4.32G    0.01468    0.01207    0.00434        106        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    176/499      4.32G    0.01468    0.01207    0.00434        106        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    176/499      4.32G    0.01473    0.01229   0.004468         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    176/499      4.32G    0.01473    0.01229   0.004468         85        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    176/499      4.32G    0.01459     0.0121   0.004363         70        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    176/499      4.32G    0.01459     0.0121   0.004363         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    176/499      4.32G    0.01454    0.01203   0.004604         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    176/499      4.32G    0.01454    0.01203   0.004604         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    176/499      4.32G    0.01442    0.01203    0.00454         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    176/499      4.32G    0.01442    0.01203    0.00454         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    176/499      4.32G     0.0145     0.0119   0.004589         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    176/499      4.32G     0.0145     0.0119   0.004589         64        640:  40%|####      | 16/40 [00:02<00:04,  5.37it/s]
    176/499      4.32G    0.01452    0.01188   0.004463         79        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    176/499      4.32G    0.01452    0.01188   0.004463         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    176/499      4.32G    0.01455    0.01176   0.004338         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    176/499      4.32G    0.01455    0.01176   0.004338         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    176/499      4.32G    0.01456    0.01165   0.004295         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    176/499      4.32G    0.01456    0.01165   0.004295         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    176/499      4.32G    0.01458    0.01151   0.004276         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    176/499      4.32G    0.01458    0.01151   0.004276         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    176/499      4.32G    0.01455    0.01152    0.00423         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    176/499      4.32G    0.01455    0.01152    0.00423         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    176/499      4.32G    0.01449    0.01153   0.004272         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    176/499      4.32G    0.01449    0.01153   0.004272         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    176/499      4.32G    0.01446    0.01155   0.004289         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    176/499      4.32G    0.01446    0.01155   0.004289         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    176/499      4.32G    0.01442    0.01144    0.00421         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    176/499      4.32G    0.01442    0.01144    0.00421         63        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    176/499      4.32G    0.01452    0.01142    0.00421         69        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    176/499      4.32G    0.01452    0.01142    0.00421         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    176/499      4.32G    0.01454     0.0115   0.004168         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    176/499      4.32G    0.01454     0.0115   0.004168         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    176/499      4.32G    0.01461    0.01155   0.004179         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    176/499      4.32G    0.01461    0.01155   0.004179         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    176/499      4.32G    0.01464    0.01155   0.004152         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    176/499      4.32G    0.01464    0.01155   0.004152         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    176/499      4.32G    0.01461    0.01149    0.00418         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    176/499      4.32G    0.01461    0.01149    0.00418         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    176/499      4.32G    0.01457    0.01145   0.004079         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    176/499      4.32G    0.01457    0.01145   0.004079         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    176/499      4.32G    0.01466    0.01151   0.004106         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    176/499      4.32G    0.01466    0.01151   0.004106         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    176/499      4.32G    0.01469    0.01147    0.00409         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    176/499      4.32G    0.01469    0.01147    0.00409         71        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    176/499      4.32G    0.01472    0.01153   0.004056         77        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    176/499      4.32G    0.01472    0.01153   0.004056         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    176/499      4.32G    0.01477    0.01154   0.004008         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    176/499      4.32G    0.01477    0.01154   0.004008         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    176/499      4.32G    0.01476    0.01154   0.004036         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    176/499      4.32G    0.01476    0.01154   0.004036         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    176/499      4.32G    0.01473    0.01157   0.004154         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    176/499      4.32G    0.01473    0.01157   0.004154         80        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    176/499      4.32G    0.01469    0.01163   0.004234         87        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    176/499      4.32G    0.01469    0.01163   0.004234         87        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    176/499      4.32G    0.01467    0.01165   0.004242         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    176/499      4.32G    0.01467    0.01165   0.004242         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    176/499      4.32G    0.01467    0.01166   0.004193         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    176/499      4.32G    0.01467    0.01166   0.004193         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    176/499      4.32G    0.01469    0.01161   0.004178         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    176/499      4.32G    0.01469    0.01161   0.004178         32        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    176/499      4.32G    0.01469    0.01161   0.004178         32        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.834      0.887      0.887      0.756

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    177/499      4.32G     0.0155    0.01559   0.006553         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    177/499      4.32G     0.0155    0.01559   0.006553         85        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    177/499      4.32G    0.01504     0.0155   0.004158         97        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    177/499      4.32G    0.01504     0.0155   0.004158         97        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    177/499      4.32G    0.01525    0.01465   0.003461         79        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    177/499      4.32G    0.01525    0.01465   0.003461         79        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    177/499      4.32G    0.01503    0.01402   0.003499         75        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    177/499      4.32G    0.01503    0.01402   0.003499         75        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    177/499      4.32G    0.01521    0.01352   0.003014         75        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    177/499      4.32G    0.01521    0.01352   0.003014         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    177/499      4.32G    0.01515    0.01287   0.002685         59        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    177/499      4.32G    0.01515    0.01287   0.002685         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    177/499      4.32G    0.01514    0.01306   0.002557         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    177/499      4.32G    0.01514    0.01306   0.002557         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
    177/499      4.32G    0.01522    0.01321   0.003415         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
    177/499      4.32G    0.01522    0.01321   0.003415         76        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    177/499      4.32G    0.01525    0.01279   0.003324         59        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    177/499      4.32G    0.01525    0.01279   0.003324         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    177/499      4.32G    0.01497    0.01259   0.003178         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    177/499      4.32G    0.01497    0.01259   0.003178         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    177/499      4.32G    0.01492    0.01239    0.00297         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    177/499      4.32G    0.01492    0.01239    0.00297         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    177/499      4.32G    0.01485    0.01211   0.002929         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    177/499      4.32G    0.01485    0.01211   0.002929         59        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    177/499      4.32G     0.0148    0.01206   0.002926         76        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    177/499      4.32G     0.0148    0.01206   0.002926         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    177/499      4.32G    0.01468    0.01206   0.003018         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    177/499      4.32G    0.01468    0.01206   0.003018         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    177/499      4.32G    0.01475    0.01205   0.002979         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    177/499      4.32G    0.01475    0.01205   0.002979         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    177/499      4.32G    0.01475    0.01195   0.003093         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    177/499      4.32G    0.01475    0.01195   0.003093         64        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    177/499      4.32G    0.01477    0.01192   0.003128         79        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    177/499      4.32G    0.01477    0.01192   0.003128         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    177/499      4.32G    0.01481    0.01201   0.003178         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    177/499      4.32G    0.01481    0.01201   0.003178         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    177/499      4.32G     0.0148    0.01199   0.003222         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    177/499      4.32G     0.0148    0.01199   0.003222         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    177/499      4.32G    0.01487    0.01192   0.003442         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    177/499      4.32G    0.01487    0.01192   0.003442         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    177/499      4.32G    0.01484     0.0118   0.003651         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    177/499      4.32G    0.01484     0.0118   0.003651         60        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    177/499      4.32G    0.01482    0.01174   0.003593         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    177/499      4.32G    0.01482    0.01174   0.003593         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    177/499      4.32G    0.01486    0.01182   0.003548         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    177/499      4.32G    0.01486    0.01182   0.003548         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    177/499      4.32G    0.01491     0.0119   0.003525         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    177/499      4.32G    0.01491     0.0119   0.003525         82        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    177/499      4.32G    0.01488    0.01185   0.003516         62        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    177/499      4.32G    0.01488    0.01185   0.003516         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    177/499      4.32G    0.01493     0.0118   0.003689         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    177/499      4.32G    0.01493     0.0118   0.003689         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    177/499      4.32G    0.01493    0.01176   0.003777         62        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    177/499      4.32G    0.01493    0.01176   0.003777         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    177/499      4.32G    0.01494    0.01186   0.003849         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    177/499      4.32G    0.01494    0.01186   0.003849         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    177/499      4.32G    0.01489    0.01191   0.003808         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    177/499      4.32G    0.01489    0.01191   0.003808         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    177/499      4.32G    0.01494    0.01187   0.003771         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    177/499      4.32G    0.01494    0.01187   0.003771         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    177/499      4.32G    0.01493    0.01189   0.003719         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    177/499      4.32G    0.01493    0.01189   0.003719         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    177/499      4.32G    0.01494    0.01184   0.003748         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    177/499      4.32G    0.01494    0.01184   0.003748         67        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    177/499      4.32G    0.01492    0.01177   0.003731         57        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    177/499      4.32G    0.01492    0.01177   0.003731         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    177/499      4.32G    0.01484    0.01173   0.003663         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    177/499      4.32G    0.01484    0.01173   0.003663         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    177/499      4.32G    0.01489    0.01171   0.003674         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    177/499      4.32G    0.01489    0.01171   0.003674         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    177/499      4.32G    0.01483    0.01179   0.003725        106        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    177/499      4.32G    0.01483    0.01179   0.003725        106        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    177/499      4.32G    0.01482    0.01181   0.003778         79        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    177/499      4.32G    0.01482    0.01181   0.003778         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    177/499      4.32G    0.01484    0.01177   0.003728         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    177/499      4.32G    0.01484    0.01177   0.003728         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    177/499      4.32G    0.01481     0.0117   0.003697         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    177/499      4.32G    0.01481     0.0117   0.003697         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    177/499      4.32G    0.01486    0.01166   0.003669         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    177/499      4.32G    0.01486    0.01166   0.003669         33        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    177/499      4.32G    0.01486    0.01166   0.003669         33        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.931      0.824      0.874      0.729

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    178/499      4.32G    0.01545    0.01326   0.003606         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    178/499      4.32G    0.01545    0.01326   0.003606         82        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    178/499      4.32G    0.01467    0.01221   0.003405         77        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    178/499      4.32G    0.01467    0.01221   0.003405         77        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    178/499      4.32G    0.01513    0.01259   0.002981         84        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    178/499      4.32G    0.01513    0.01259   0.002981         84        640:   8%|7         | 3/40 [00:00<00:07,  5.04it/s]
    178/499      4.32G    0.01463    0.01253   0.003235         73        640:   8%|7         | 3/40 [00:00<00:07,  5.04it/s]
    178/499      4.32G    0.01463    0.01253   0.003235         73        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    178/499      4.32G    0.01472     0.0121   0.003049         64        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    178/499      4.32G    0.01472     0.0121   0.003049         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    178/499      4.32G    0.01476    0.01217   0.003183         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    178/499      4.32G    0.01476    0.01217   0.003183         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    178/499      4.32G    0.01493    0.01201   0.003049         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    178/499      4.32G    0.01493    0.01201   0.003049         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    178/499      4.32G     0.0148    0.01183   0.002977         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    178/499      4.32G     0.0148    0.01183   0.002977         64        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    178/499      4.32G    0.01501    0.01204   0.003385         86        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    178/499      4.32G    0.01501    0.01204   0.003385         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    178/499      4.32G    0.01498    0.01192   0.003545         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    178/499      4.32G    0.01498    0.01192   0.003545         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    178/499      4.32G    0.01486    0.01194   0.003546         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    178/499      4.32G    0.01486    0.01194   0.003546         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    178/499      4.32G    0.01501    0.01203   0.003613         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    178/499      4.32G    0.01501    0.01203   0.003613         74        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    178/499      4.32G    0.01506    0.01218   0.003494         80        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    178/499      4.32G    0.01506    0.01218   0.003494         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    178/499      4.32G    0.01495     0.0122   0.003697         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    178/499      4.32G    0.01495     0.0122   0.003697         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    178/499      4.32G    0.01484    0.01214   0.003734         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    178/499      4.32G    0.01484    0.01214   0.003734         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    178/499      4.32G    0.01487    0.01225   0.003926         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    178/499      4.32G    0.01487    0.01225   0.003926         84        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    178/499      4.32G    0.01495    0.01221   0.004026         74        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    178/499      4.32G    0.01495    0.01221   0.004026         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    178/499      4.32G    0.01486     0.0122   0.004009         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    178/499      4.32G    0.01486     0.0122   0.004009         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    178/499      4.32G    0.01472    0.01207   0.003951         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    178/499      4.32G    0.01472    0.01207   0.003951         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    178/499      4.32G    0.01474    0.01225   0.003993         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    178/499      4.32G    0.01474    0.01225   0.003993         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    178/499      4.32G    0.01464    0.01213   0.003882         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    178/499      4.32G    0.01464    0.01213   0.003882         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    178/499      4.32G    0.01471    0.01212   0.003982         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    178/499      4.32G    0.01471    0.01212   0.003982         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    178/499      4.32G    0.01469    0.01212   0.003924         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    178/499      4.32G    0.01469    0.01212   0.003924         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    178/499      4.32G    0.01467    0.01211   0.003991         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    178/499      4.32G    0.01467    0.01211   0.003991         74        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    178/499      4.32G    0.01473    0.01204   0.004209         58        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    178/499      4.32G    0.01473    0.01204   0.004209         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    178/499      4.32G     0.0147    0.01198   0.004145         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    178/499      4.32G     0.0147    0.01198   0.004145         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    178/499      4.32G    0.01463    0.01194   0.004087         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    178/499      4.32G    0.01463    0.01194   0.004087         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    178/499      4.32G    0.01472     0.0119   0.004043         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    178/499      4.32G    0.01472     0.0119   0.004043         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    178/499      4.32G    0.01468    0.01192   0.004055         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    178/499      4.32G    0.01468    0.01192   0.004055         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.39it/s]
    178/499      4.32G    0.01472    0.01193   0.004029         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.39it/s]
    178/499      4.32G    0.01472    0.01193   0.004029         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    178/499      4.32G    0.01475    0.01194   0.004146         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    178/499      4.32G    0.01475    0.01194   0.004146         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    178/499      4.32G     0.0148    0.01201   0.004289         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    178/499      4.32G     0.0148    0.01201   0.004289         75        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    178/499      4.32G    0.01476    0.01195   0.004262         66        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    178/499      4.32G    0.01476    0.01195   0.004262         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    178/499      4.32G    0.01468    0.01201   0.004299         91        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    178/499      4.32G    0.01468    0.01201   0.004299         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    178/499      4.32G    0.01465    0.01201   0.004303         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    178/499      4.32G    0.01465    0.01201   0.004303         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    178/499      4.32G    0.01469    0.01204   0.004431         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    178/499      4.32G    0.01469    0.01204   0.004431         72        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    178/499      4.32G     0.0147    0.01201   0.004416         70        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    178/499      4.32G     0.0147    0.01201   0.004416         70        640:  92%|#########2| 37/40 [00:06<00:00,  5.25it/s]
    178/499      4.32G     0.0147    0.01199   0.004408         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    178/499      4.32G     0.0147    0.01199   0.004408         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    178/499      4.32G    0.01468    0.01199   0.004359         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    178/499      4.32G    0.01468    0.01199   0.004359         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    178/499      4.32G    0.01465      0.012   0.004328         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    178/499      4.32G    0.01465      0.012   0.004328         46        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    178/499      4.32G    0.01465      0.012   0.004328         46        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.933      0.817      0.868      0.718

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    179/499      4.32G    0.01422    0.01336   0.002778         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    179/499      4.32G    0.01422    0.01336   0.002778         81        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    179/499      4.32G     0.0142    0.01237   0.003001         72        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    179/499      4.32G     0.0142    0.01237   0.003001         72        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    179/499      4.32G    0.01444    0.01262   0.003359         84        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    179/499      4.32G    0.01444    0.01262   0.003359         84        640:   8%|7         | 3/40 [00:00<00:07,  5.29it/s]
    179/499      4.32G    0.01434    0.01203    0.00283         72        640:   8%|7         | 3/40 [00:00<00:07,  5.29it/s]
    179/499      4.32G    0.01434    0.01203    0.00283         72        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    179/499      4.32G    0.01437     0.0118   0.002476         67        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    179/499      4.32G    0.01437     0.0118   0.002476         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    179/499      4.32G    0.01429    0.01146   0.003155         58        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    179/499      4.32G    0.01429    0.01146   0.003155         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    179/499      4.32G    0.01449    0.01203   0.003234         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    179/499      4.32G    0.01449    0.01203   0.003234         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    179/499      4.32G    0.01458    0.01248   0.003219         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    179/499      4.32G    0.01458    0.01248   0.003219         87        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    179/499      4.32G    0.01445    0.01241    0.00324         74        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    179/499      4.32G    0.01445    0.01241    0.00324         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    179/499      4.32G    0.01458    0.01253   0.003298         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    179/499      4.32G    0.01458    0.01253   0.003298         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    179/499      4.32G    0.01458    0.01247   0.003545         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    179/499      4.32G    0.01458    0.01247   0.003545         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    179/499      4.32G    0.01443    0.01253   0.003525         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    179/499      4.32G    0.01443    0.01253   0.003525         90        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    179/499      4.32G     0.0147    0.01255   0.003784         67        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    179/499      4.32G     0.0147    0.01255   0.003784         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    179/499      4.32G    0.01476    0.01249   0.003623         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    179/499      4.32G    0.01476    0.01249   0.003623         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    179/499      4.32G    0.01478    0.01249   0.003548         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    179/499      4.32G    0.01478    0.01249   0.003548         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    179/499      4.32G    0.01475    0.01251   0.003485         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    179/499      4.32G    0.01475    0.01251   0.003485         78        640:  40%|####      | 16/40 [00:02<00:04,  5.38it/s]
    179/499      4.32G    0.01475    0.01257   0.003471         86        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    179/499      4.32G    0.01475    0.01257   0.003471         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    179/499      4.32G    0.01476    0.01241   0.003498         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    179/499      4.32G    0.01476    0.01241   0.003498         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    179/499      4.32G    0.01465    0.01241   0.003359         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    179/499      4.32G    0.01465    0.01241   0.003359         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    179/499      4.32G     0.0146    0.01231   0.003397         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    179/499      4.32G     0.0146    0.01231   0.003397         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    179/499      4.32G    0.01458    0.01239   0.003334         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    179/499      4.32G    0.01458    0.01239   0.003334         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    179/499      4.32G    0.01459    0.01237   0.003466         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    179/499      4.32G    0.01459    0.01237   0.003466         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    179/499      4.32G    0.01459    0.01225   0.003577         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    179/499      4.32G    0.01459    0.01225   0.003577         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    179/499      4.32G    0.01449    0.01216   0.003599         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    179/499      4.32G    0.01449    0.01216   0.003599         68        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    179/499      4.32G    0.01451    0.01203   0.003531         51        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    179/499      4.32G    0.01451    0.01203   0.003531         51        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    179/499      4.32G    0.01451    0.01194    0.00353         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    179/499      4.32G    0.01451    0.01194    0.00353         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    179/499      4.32G    0.01451    0.01193   0.003547         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    179/499      4.32G    0.01451    0.01193   0.003547         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    179/499      4.32G    0.01456     0.0119   0.003555         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    179/499      4.32G    0.01456     0.0119   0.003555         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
    179/499      4.32G    0.01451    0.01193   0.003487         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
    179/499      4.32G    0.01451    0.01193   0.003487         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    179/499      4.32G    0.01453    0.01197   0.003459         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    179/499      4.32G    0.01453    0.01197   0.003459         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    179/499      4.32G    0.01452    0.01209   0.003426        105        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    179/499      4.32G    0.01452    0.01209   0.003426        105        640:  78%|#######7  | 31/40 [00:05<00:01,  5.39it/s]
    179/499      4.32G    0.01455    0.01205    0.00346         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.39it/s]
    179/499      4.32G    0.01455    0.01205    0.00346         68        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    179/499      4.32G    0.01455    0.01206   0.003397         76        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    179/499      4.32G    0.01455    0.01206   0.003397         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    179/499      4.32G    0.01461    0.01204   0.003501         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    179/499      4.32G    0.01461    0.01204   0.003501         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
    179/499      4.32G     0.0146    0.01199   0.003493         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
    179/499      4.32G     0.0146    0.01199   0.003493         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    179/499      4.32G    0.01459    0.01195   0.003444         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    179/499      4.32G    0.01459    0.01195   0.003444         65        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    179/499      4.32G    0.01462    0.01207   0.003399         94        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    179/499      4.32G    0.01462    0.01207   0.003399         94        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    179/499      4.32G    0.01459    0.01205   0.003397         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    179/499      4.32G    0.01459    0.01205   0.003397         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    179/499      4.32G    0.01459    0.01203   0.003355         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    179/499      4.32G    0.01459    0.01203   0.003355         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    179/499      4.32G    0.01466    0.01201     0.0034         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    179/499      4.32G    0.01466    0.01201     0.0034         32        640: 100%|##########| 40/40 [00:07<00:00,  5.49it/s]
    179/499      4.32G    0.01466    0.01201     0.0034         32        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.861      0.883      0.882      0.739

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    180/499      4.32G    0.01635    0.01372   0.002476         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    180/499      4.32G    0.01635    0.01372   0.002476         81        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    180/499      4.32G    0.01775    0.01253   0.004468         70        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    180/499      4.32G    0.01775    0.01253   0.004468         70        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    180/499      4.32G    0.01658    0.01334   0.004082         85        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    180/499      4.32G    0.01658    0.01334   0.004082         85        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    180/499      4.32G    0.01635    0.01355   0.004245         88        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    180/499      4.32G    0.01635    0.01355   0.004245         88        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    180/499      4.32G    0.01602    0.01316   0.004439         69        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    180/499      4.32G    0.01602    0.01316   0.004439         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    180/499      4.32G     0.0161    0.01276   0.004288         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    180/499      4.32G     0.0161    0.01276   0.004288         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    180/499      4.32G    0.01599    0.01274   0.003941         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    180/499      4.32G    0.01599    0.01274   0.003941         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    180/499      4.32G    0.01576    0.01233   0.003777         56        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    180/499      4.32G    0.01576    0.01233   0.003777         56        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    180/499      4.32G    0.01574    0.01218   0.003955         71        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    180/499      4.32G    0.01574    0.01218   0.003955         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    180/499      4.32G    0.01581    0.01217   0.004086         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    180/499      4.32G    0.01581    0.01217   0.004086         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    180/499      4.32G    0.01567     0.0122   0.003878         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    180/499      4.32G    0.01567     0.0122   0.003878         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    180/499      4.32G    0.01561    0.01195   0.003855         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    180/499      4.32G    0.01561    0.01195   0.003855         62        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    180/499      4.32G    0.01548    0.01202   0.003931         88        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    180/499      4.32G    0.01548    0.01202   0.003931         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    180/499      4.32G    0.01556    0.01201   0.003742         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    180/499      4.32G    0.01556    0.01201   0.003742         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    180/499      4.32G    0.01542    0.01188   0.003636         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    180/499      4.32G    0.01542    0.01188   0.003636         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    180/499      4.32G    0.01529    0.01172   0.003722         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    180/499      4.32G    0.01529    0.01172   0.003722         65        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    180/499      4.32G    0.01521    0.01177   0.003613         84        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    180/499      4.32G    0.01521    0.01177   0.003613         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    180/499      4.32G    0.01515     0.0118   0.003535         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    180/499      4.32G    0.01515     0.0118   0.003535         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    180/499      4.32G    0.01503    0.01171   0.003484         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    180/499      4.32G    0.01503    0.01171   0.003484         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    180/499      4.32G    0.01495    0.01169   0.003551         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    180/499      4.32G    0.01495    0.01169   0.003551         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    180/499      4.32G     0.0149    0.01176   0.003577         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    180/499      4.32G     0.0149    0.01176   0.003577         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.41it/s]
    180/499      4.32G    0.01485    0.01175   0.003594         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.41it/s]
    180/499      4.32G    0.01485    0.01175   0.003594         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    180/499      4.32G    0.01483    0.01165   0.003726         53        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    180/499      4.32G    0.01483    0.01165   0.003726         53        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    180/499      4.32G    0.01487    0.01166   0.003663         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    180/499      4.32G    0.01487    0.01166   0.003663         81        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    180/499      4.32G    0.01481    0.01162   0.003666         71        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    180/499      4.32G    0.01481    0.01162   0.003666         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    180/499      4.32G    0.01489    0.01176   0.003678         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    180/499      4.32G    0.01489    0.01176   0.003678         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    180/499      4.32G    0.01487    0.01186   0.003681         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    180/499      4.32G    0.01487    0.01186   0.003681         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
    180/499      4.32G    0.01485    0.01178    0.00367         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
    180/499      4.32G    0.01485    0.01178    0.00367         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    180/499      4.32G    0.01477    0.01168   0.003627         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    180/499      4.32G    0.01477    0.01168   0.003627         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    180/499      4.32G    0.01479    0.01178   0.003662         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    180/499      4.32G    0.01479    0.01178   0.003662         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
    180/499      4.32G     0.0148    0.01171   0.003716         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
    180/499      4.32G     0.0148    0.01171   0.003716         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    180/499      4.32G    0.01473    0.01162   0.003739         61        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    180/499      4.32G    0.01473    0.01162   0.003739         61        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    180/499      4.32G    0.01475    0.01155   0.003785         63        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    180/499      4.32G    0.01475    0.01155   0.003785         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    180/499      4.32G    0.01475    0.01151   0.003721         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    180/499      4.32G    0.01475    0.01151   0.003721         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    180/499      4.32G    0.01473    0.01152    0.00366         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    180/499      4.32G    0.01473    0.01152    0.00366         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    180/499      4.32G    0.01472    0.01156   0.003612         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    180/499      4.32G    0.01472    0.01156   0.003612         81        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    180/499      4.32G    0.01471    0.01156   0.003592         77        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    180/499      4.32G    0.01471    0.01156   0.003592         77        640:  92%|#########2| 37/40 [00:06<00:00,  5.21it/s]
    180/499      4.32G    0.01466    0.01153   0.003582         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    180/499      4.32G    0.01466    0.01153   0.003582         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    180/499      4.32G    0.01467    0.01161    0.00363         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    180/499      4.32G    0.01467    0.01161    0.00363         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    180/499      4.32G     0.0147    0.01162   0.003665         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    180/499      4.32G     0.0147    0.01162   0.003665         36        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    180/499      4.32G     0.0147    0.01162   0.003665         36        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.868      0.833      0.873      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    181/499      4.32G    0.01641     0.0116   0.005262         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    181/499      4.32G    0.01641     0.0116   0.005262         64        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    181/499      4.32G    0.01517    0.01148   0.003344         76        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    181/499      4.32G    0.01517    0.01148   0.003344         76        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    181/499      4.32G    0.01638    0.01332   0.004109         91        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    181/499      4.32G    0.01638    0.01332   0.004109         91        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    181/499      4.32G    0.01598    0.01305   0.004262         73        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    181/499      4.32G    0.01598    0.01305   0.004262         73        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    181/499      4.32G    0.01537    0.01265   0.003904         75        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    181/499      4.32G    0.01537    0.01265   0.003904         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    181/499      4.32G    0.01558    0.01246   0.003829         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    181/499      4.32G    0.01558    0.01246   0.003829         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    181/499      4.32G    0.01553    0.01255   0.003562         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    181/499      4.32G    0.01553    0.01255   0.003562         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    181/499      4.32G    0.01549    0.01214   0.003808         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    181/499      4.32G    0.01549    0.01214   0.003808         60        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    181/499      4.32G    0.01531    0.01227   0.003596         83        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    181/499      4.32G    0.01531    0.01227   0.003596         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    181/499      4.32G    0.01512    0.01214   0.003564         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    181/499      4.32G    0.01512    0.01214   0.003564         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
    181/499      4.32G    0.01517     0.0121   0.003631         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
    181/499      4.32G    0.01517     0.0121   0.003631         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.13it/s]
    181/499      4.32G    0.01506    0.01199   0.003549         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.13it/s]
    181/499      4.32G    0.01506    0.01199   0.003549         75        640:  30%|###       | 12/40 [00:02<00:05,  5.06it/s]
    181/499      4.32G    0.01521    0.01172   0.003492         52        640:  30%|###       | 12/40 [00:02<00:05,  5.06it/s]
    181/499      4.32G    0.01521    0.01172   0.003492         52        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    181/499      4.32G    0.01534     0.0118   0.004056         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    181/499      4.32G    0.01534     0.0118   0.004056         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    181/499      4.32G    0.01534    0.01184   0.004082         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    181/499      4.32G    0.01534    0.01184   0.004082         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
    181/499      4.32G    0.01538    0.01186    0.00412         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
    181/499      4.32G    0.01538    0.01186    0.00412         74        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    181/499      4.32G    0.01525    0.01201   0.004022         96        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    181/499      4.32G    0.01525    0.01201   0.004022         96        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    181/499      4.32G     0.0152    0.01193   0.003864         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    181/499      4.32G     0.0152    0.01193   0.003864         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    181/499      4.32G    0.01522    0.01196   0.003783         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    181/499      4.32G    0.01522    0.01196   0.003783         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    181/499      4.32G     0.0151    0.01187   0.003786         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    181/499      4.32G     0.0151    0.01187   0.003786         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    181/499      4.32G    0.01515    0.01186   0.003885         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    181/499      4.32G    0.01515    0.01186   0.003885         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    181/499      4.32G    0.01523    0.01192   0.004005         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    181/499      4.32G    0.01523    0.01192   0.004005         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    181/499      4.32G     0.0152     0.0119   0.003963         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    181/499      4.32G     0.0152     0.0119   0.003963         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    181/499      4.32G    0.01518    0.01192   0.004024         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    181/499      4.32G    0.01518    0.01192   0.004024         72        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    181/499      4.32G    0.01513    0.01187   0.003911         64        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    181/499      4.32G    0.01513    0.01187   0.003911         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    181/499      4.32G    0.01516    0.01192   0.003907         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    181/499      4.32G    0.01516    0.01192   0.003907         88        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    181/499      4.32G    0.01513    0.01188   0.003835         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    181/499      4.32G    0.01513    0.01188   0.003835         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    181/499      4.32G    0.01507    0.01178   0.003787         57        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    181/499      4.32G    0.01507    0.01178   0.003787         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    181/499      4.32G    0.01498    0.01175   0.003698         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    181/499      4.32G    0.01498    0.01175   0.003698         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    181/499      4.32G    0.01492    0.01179   0.003752         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    181/499      4.32G    0.01492    0.01179   0.003752         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    181/499      4.32G    0.01496     0.0118    0.00379         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    181/499      4.32G    0.01496     0.0118    0.00379         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    181/499      4.32G    0.01499    0.01174    0.00376         60        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    181/499      4.32G    0.01499    0.01174    0.00376         60        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    181/499      4.32G    0.01499    0.01174   0.003697         72        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    181/499      4.32G    0.01499    0.01174   0.003697         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    181/499      4.32G    0.01501    0.01172   0.003795         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    181/499      4.32G    0.01501    0.01172   0.003795         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    181/499      4.32G      0.015    0.01178   0.003728         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    181/499      4.32G      0.015    0.01178   0.003728         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    181/499      4.32G    0.01498    0.01178   0.003685         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    181/499      4.32G    0.01498    0.01178   0.003685         73        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    181/499      4.32G    0.01495    0.01181   0.003668         88        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    181/499      4.32G    0.01495    0.01181   0.003668         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    181/499      4.32G    0.01499    0.01183   0.003674         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    181/499      4.32G    0.01499    0.01183   0.003674         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    181/499      4.32G    0.01498    0.01179   0.003767         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    181/499      4.32G    0.01498    0.01179   0.003767         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    181/499      4.32G    0.01497    0.01174   0.003695         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    181/499      4.32G    0.01497    0.01174   0.003695         31        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    181/499      4.32G    0.01497    0.01174   0.003695         31        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.817      0.929      0.897      0.753

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    182/499      4.32G    0.01639     0.0125   0.000923         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
    182/499      4.32G    0.01639     0.0125   0.000923         79        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    182/499      4.32G    0.01602    0.01371    0.00326         83        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    182/499      4.32G    0.01602    0.01371    0.00326         83        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    182/499      4.32G    0.01612    0.01389   0.003647         87        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    182/499      4.32G    0.01612    0.01389   0.003647         87        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    182/499      4.32G    0.01548    0.01326   0.003469         75        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    182/499      4.32G    0.01548    0.01326   0.003469         75        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    182/499      4.32G    0.01539    0.01354   0.003949         94        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    182/499      4.32G    0.01539    0.01354   0.003949         94        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    182/499      4.32G    0.01508     0.0133   0.003798         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    182/499      4.32G    0.01508     0.0133   0.003798         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    182/499      4.32G    0.01492    0.01331   0.003565         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    182/499      4.32G    0.01492    0.01331   0.003565         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    182/499      4.32G    0.01477    0.01334   0.003443         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    182/499      4.32G    0.01477    0.01334   0.003443         87        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    182/499      4.32G    0.01448    0.01278   0.003218         61        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    182/499      4.32G    0.01448    0.01278   0.003218         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    182/499      4.32G    0.01468    0.01228   0.003019         55        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    182/499      4.32G    0.01468    0.01228   0.003019         55        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    182/499      4.32G    0.01476    0.01207    0.00296         58        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    182/499      4.32G    0.01476    0.01207    0.00296         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    182/499      4.32G    0.01498    0.01232   0.002848         96        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    182/499      4.32G    0.01498    0.01232   0.002848         96        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    182/499      4.32G    0.01499    0.01249   0.002727         81        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    182/499      4.32G    0.01499    0.01249   0.002727         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    182/499      4.32G    0.01502    0.01233   0.002966         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    182/499      4.32G    0.01502    0.01233   0.002966         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    182/499      4.32G    0.01503    0.01219   0.002968         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    182/499      4.32G    0.01503    0.01219   0.002968         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    182/499      4.32G    0.01512    0.01224   0.002907         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    182/499      4.32G    0.01512    0.01224   0.002907         76        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    182/499      4.32G    0.01505    0.01212   0.002929         62        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    182/499      4.32G    0.01505    0.01212   0.002929         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    182/499      4.32G    0.01515    0.01203   0.003015         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    182/499      4.32G    0.01515    0.01203   0.003015         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    182/499      4.32G    0.01516    0.01189   0.003057         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    182/499      4.32G    0.01516    0.01189   0.003057         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    182/499      4.32G    0.01525    0.01188   0.003192         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    182/499      4.32G    0.01525    0.01188   0.003192         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    182/499      4.32G    0.01523    0.01188   0.003137         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    182/499      4.32G    0.01523    0.01188   0.003137         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    182/499      4.32G    0.01537    0.01185   0.003428         60        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    182/499      4.32G    0.01537    0.01185   0.003428         60        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    182/499      4.32G    0.01533    0.01184   0.003406         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    182/499      4.32G    0.01533    0.01184   0.003406         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    182/499      4.32G    0.01529    0.01171   0.003325         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    182/499      4.32G    0.01529    0.01171   0.003325         54        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    182/499      4.32G    0.01529     0.0118   0.003248         89        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    182/499      4.32G    0.01529     0.0118   0.003248         89        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    182/499      4.32G    0.01535    0.01186   0.003298         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    182/499      4.32G    0.01535    0.01186   0.003298         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    182/499      4.32G    0.01525    0.01177   0.003206         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    182/499      4.32G    0.01525    0.01177   0.003206         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    182/499      4.32G    0.01531    0.01177   0.003349         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    182/499      4.32G    0.01531    0.01177   0.003349         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
    182/499      4.32G    0.01528    0.01184   0.003378         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
    182/499      4.32G    0.01528    0.01184   0.003378         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    182/499      4.32G    0.01529    0.01184   0.003424         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    182/499      4.32G    0.01529    0.01184   0.003424         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    182/499      4.32G    0.01524    0.01178   0.003338         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    182/499      4.32G    0.01524    0.01178   0.003338         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.39it/s]
    182/499      4.32G    0.01517    0.01173   0.003453         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.39it/s]
    182/499      4.32G    0.01517    0.01173   0.003453         69        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    182/499      4.32G    0.01519    0.01176    0.00342         77        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    182/499      4.32G    0.01519    0.01176    0.00342         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    182/499      4.32G    0.01514    0.01177   0.003367         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    182/499      4.32G    0.01514    0.01177   0.003367         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    182/499      4.32G    0.01517    0.01181   0.003375         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    182/499      4.32G    0.01517    0.01181   0.003375         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    182/499      4.32G    0.01512     0.0118   0.003313         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    182/499      4.32G    0.01512     0.0118   0.003313         70        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    182/499      4.32G    0.01515    0.01181   0.003421         80        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    182/499      4.32G    0.01515    0.01181   0.003421         80        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    182/499      4.32G     0.0151    0.01179   0.003375         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    182/499      4.32G     0.0151    0.01179   0.003375         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    182/499      4.32G    0.01506    0.01178   0.003431         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    182/499      4.32G    0.01506    0.01178   0.003431         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    182/499      4.32G    0.01509    0.01177   0.003384         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    182/499      4.32G    0.01509    0.01177   0.003384         31        640: 100%|##########| 40/40 [00:07<00:00,  5.47it/s]
    182/499      4.32G    0.01509    0.01177   0.003384         31        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.888      0.824      0.868      0.734

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    183/499      4.32G    0.01465    0.01146    0.00664         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    183/499      4.32G    0.01465    0.01146    0.00664         73        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    183/499      4.32G    0.01405   0.009728   0.005407         62        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    183/499      4.32G    0.01405   0.009728   0.005407         62        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    183/499      4.32G    0.01511    0.01072   0.004428         74        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    183/499      4.32G    0.01511    0.01072   0.004428         74        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    183/499      4.32G    0.01545    0.01163   0.005108         81        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    183/499      4.32G    0.01545    0.01163   0.005108         81        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    183/499      4.32G     0.0153    0.01205   0.005239         90        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    183/499      4.32G     0.0153    0.01205   0.005239         90        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    183/499      4.32G    0.01558    0.01187   0.004985         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    183/499      4.32G    0.01558    0.01187   0.004985         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    183/499      4.32G    0.01565     0.0125    0.00529         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    183/499      4.32G    0.01565     0.0125    0.00529         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    183/499      4.32G     0.0153    0.01255   0.004875         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    183/499      4.32G     0.0153    0.01255   0.004875         85        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    183/499      4.32G    0.01514    0.01241   0.004493         73        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    183/499      4.32G    0.01514    0.01241   0.004493         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    183/499      4.32G    0.01499    0.01232   0.004345         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    183/499      4.32G    0.01499    0.01232   0.004345         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    183/499      4.32G      0.015    0.01246   0.004276         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    183/499      4.32G      0.015    0.01246   0.004276         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    183/499      4.32G    0.01478    0.01244   0.004077         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    183/499      4.32G    0.01478    0.01244   0.004077         85        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    183/499      4.32G    0.01463    0.01222   0.003815         61        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    183/499      4.32G    0.01463    0.01222   0.003815         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    183/499      4.32G    0.01471    0.01204   0.003735         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    183/499      4.32G    0.01471    0.01204   0.003735         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    183/499      4.32G    0.01468    0.01203   0.003845         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    183/499      4.32G    0.01468    0.01203   0.003845         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    183/499      4.32G    0.01477    0.01211    0.00383         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    183/499      4.32G    0.01477    0.01211    0.00383         84        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    183/499      4.32G    0.01477    0.01208   0.004016         71        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    183/499      4.32G    0.01477    0.01208   0.004016         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    183/499      4.32G    0.01483    0.01212    0.00421         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    183/499      4.32G    0.01483    0.01212    0.00421         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    183/499      4.32G    0.01484    0.01207   0.004297         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    183/499      4.32G    0.01484    0.01207   0.004297         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    183/499      4.32G    0.01488    0.01198   0.004336         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    183/499      4.32G    0.01488    0.01198   0.004336         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    183/499      4.32G    0.01491    0.01188   0.004406         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    183/499      4.32G    0.01491    0.01188   0.004406         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    183/499      4.32G    0.01498    0.01182   0.004381         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    183/499      4.32G    0.01498    0.01182   0.004381         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    183/499      4.32G    0.01494     0.0117   0.004329         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    183/499      4.32G    0.01494     0.0117   0.004329         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    183/499      4.32G     0.0149    0.01163   0.004289         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    183/499      4.32G     0.0149    0.01163   0.004289         74        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    183/499      4.32G    0.01492    0.01171   0.004293         78        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    183/499      4.32G    0.01492    0.01171   0.004293         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    183/499      4.32G    0.01492    0.01171   0.004236         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    183/499      4.32G    0.01492    0.01171   0.004236         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    183/499      4.32G    0.01495    0.01183   0.004274         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    183/499      4.32G    0.01495    0.01183   0.004274         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    183/499      4.32G     0.0149    0.01182   0.004158         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    183/499      4.32G     0.0149    0.01182   0.004158         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    183/499      4.32G    0.01491    0.01183   0.004138         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    183/499      4.32G    0.01491    0.01183   0.004138         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    183/499      4.32G    0.01494    0.01188   0.004202         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    183/499      4.32G    0.01494    0.01188   0.004202         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    183/499      4.32G    0.01495    0.01179   0.004183         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    183/499      4.32G    0.01495    0.01179   0.004183         55        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    183/499      4.32G     0.0149    0.01182   0.004218         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    183/499      4.32G     0.0149    0.01182   0.004218         79        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    183/499      4.32G    0.01492    0.01177   0.004211         72        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    183/499      4.32G    0.01492    0.01177   0.004211         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    183/499      4.32G    0.01489    0.01173   0.004145         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    183/499      4.32G    0.01489    0.01173   0.004145         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    183/499      4.32G    0.01491    0.01171   0.004115         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    183/499      4.32G    0.01491    0.01171   0.004115         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    183/499      4.32G     0.0149    0.01167   0.004072         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    183/499      4.32G     0.0149    0.01167   0.004072         71        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    183/499      4.32G     0.0149    0.01163   0.004138         68        640:  90%|######### | 36/40 [00:07<00:00,  5.36it/s]
    183/499      4.32G     0.0149    0.01163   0.004138         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    183/499      4.32G    0.01487    0.01166   0.004136         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    183/499      4.32G    0.01487    0.01166   0.004136         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    183/499      4.32G    0.01486    0.01159   0.004101         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    183/499      4.32G    0.01486    0.01159   0.004101         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    183/499      4.32G    0.01485     0.0116   0.004042         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    183/499      4.32G    0.01485     0.0116   0.004042         41        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    183/499      4.32G    0.01485     0.0116   0.004042         41        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263        0.9      0.846      0.868      0.733

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    184/499      4.32G    0.01407    0.01219    0.00438         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    184/499      4.32G    0.01407    0.01219    0.00438         76        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    184/499      4.32G     0.0151     0.0133   0.005103         91        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    184/499      4.32G     0.0151     0.0133   0.005103         91        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    184/499      4.32G    0.01495    0.01265   0.004216         78        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    184/499      4.32G    0.01495    0.01265   0.004216         78        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    184/499      4.32G    0.01548    0.01267   0.004206         83        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    184/499      4.32G    0.01548    0.01267   0.004206         83        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    184/499      4.32G    0.01517      0.012   0.003486         72        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    184/499      4.32G    0.01517      0.012   0.003486         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    184/499      4.32G    0.01531    0.01217   0.003194         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    184/499      4.32G    0.01531    0.01217   0.003194         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    184/499      4.32G     0.0153    0.01215   0.003194         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    184/499      4.32G     0.0153    0.01215   0.003194         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    184/499      4.32G    0.01523    0.01198   0.003116         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    184/499      4.32G    0.01523    0.01198   0.003116         71        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    184/499      4.32G    0.01518    0.01191   0.002938         65        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    184/499      4.32G    0.01518    0.01191   0.002938         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    184/499      4.32G    0.01505    0.01192     0.0033         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    184/499      4.32G    0.01505    0.01192     0.0033         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    184/499      4.32G    0.01498    0.01183   0.003283         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    184/499      4.32G    0.01498    0.01183   0.003283         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    184/499      4.32G    0.01488    0.01182   0.003155         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    184/499      4.32G    0.01488    0.01182   0.003155         78        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    184/499      4.32G    0.01484    0.01165   0.003314         59        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    184/499      4.32G    0.01484    0.01165   0.003314         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    184/499      4.32G    0.01484    0.01149   0.003364         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    184/499      4.32G    0.01484    0.01149   0.003364         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    184/499      4.32G    0.01481    0.01144   0.003362         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    184/499      4.32G    0.01481    0.01144   0.003362         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    184/499      4.32G    0.01479    0.01151   0.003335         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    184/499      4.32G    0.01479    0.01151   0.003335         83        640:  40%|####      | 16/40 [00:02<00:04,  5.35it/s]
    184/499      4.32G     0.0149    0.01166   0.003296         84        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    184/499      4.32G     0.0149    0.01166   0.003296         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    184/499      4.32G    0.01479    0.01158   0.003169         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    184/499      4.32G    0.01479    0.01158   0.003169         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    184/499      4.32G    0.01484    0.01162    0.00317         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    184/499      4.32G    0.01484    0.01162    0.00317         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    184/499      4.32G    0.01483    0.01162   0.003106         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    184/499      4.32G    0.01483    0.01162   0.003106         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    184/499      4.32G    0.01491    0.01163   0.003104         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    184/499      4.32G    0.01491    0.01163   0.003104         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    184/499      4.32G    0.01491    0.01157   0.003091         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    184/499      4.32G    0.01491    0.01157   0.003091         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    184/499      4.32G    0.01491    0.01157   0.003291         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    184/499      4.32G    0.01491    0.01157   0.003291         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    184/499      4.32G    0.01492     0.0116   0.003204         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    184/499      4.32G    0.01492     0.0116   0.003204         73        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    184/499      4.32G    0.01498    0.01164   0.003223         84        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    184/499      4.32G    0.01498    0.01164   0.003223         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    184/499      4.32G    0.01495    0.01159   0.003247         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    184/499      4.32G    0.01495    0.01159   0.003247         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
    184/499      4.32G    0.01484    0.01148   0.003405         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
    184/499      4.32G    0.01484    0.01148   0.003405         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    184/499      4.32G    0.01485    0.01151   0.003403         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    184/499      4.32G    0.01485    0.01151   0.003403         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    184/499      4.32G    0.01477    0.01145   0.003312         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    184/499      4.32G    0.01477    0.01145   0.003312         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    184/499      4.32G    0.01484    0.01146   0.003316         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    184/499      4.32G    0.01484    0.01146   0.003316         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    184/499      4.32G    0.01481    0.01146   0.003295         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    184/499      4.32G    0.01481    0.01146   0.003295         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    184/499      4.32G     0.0148    0.01143   0.003336         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    184/499      4.32G     0.0148    0.01143   0.003336         65        640:  80%|########  | 32/40 [00:05<00:01,  5.39it/s]
    184/499      4.32G    0.01489    0.01139   0.003399         61        640:  80%|########  | 32/40 [00:06<00:01,  5.39it/s]
    184/499      4.32G    0.01489    0.01139   0.003399         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    184/499      4.32G    0.01493    0.01144   0.003385         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    184/499      4.32G    0.01493    0.01144   0.003385         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    184/499      4.32G    0.01494    0.01139   0.003314         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    184/499      4.32G    0.01494    0.01139   0.003314         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
    184/499      4.32G     0.0149     0.0114   0.003308         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
    184/499      4.32G     0.0149     0.0114   0.003308         80        640:  90%|######### | 36/40 [00:06<00:00,  4.70it/s]
    184/499      4.32G    0.01499    0.01143   0.003387         73        640:  90%|######### | 36/40 [00:07<00:00,  4.70it/s]
    184/499      4.32G    0.01499    0.01143   0.003387         73        640:  92%|#########2| 37/40 [00:07<00:00,  4.93it/s]
    184/499      4.32G    0.01496    0.01141   0.003375         70        640:  92%|#########2| 37/40 [00:07<00:00,  4.93it/s]
    184/499      4.32G    0.01496    0.01141   0.003375         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
    184/499      4.32G    0.01496    0.01146   0.003381         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
    184/499      4.32G    0.01496    0.01146   0.003381         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.03it/s]
    184/499      4.32G    0.01493    0.01151   0.003322         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.03it/s]
    184/499      4.32G    0.01493    0.01151   0.003322         44        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    184/499      4.32G    0.01493    0.01151   0.003322         44        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.896       0.84      0.882      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    185/499      4.32G    0.01529     0.0117   0.004756         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    185/499      4.32G    0.01529     0.0117   0.004756         78        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    185/499      4.32G    0.01554    0.01113    0.00335         73        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    185/499      4.32G    0.01554    0.01113    0.00335         73        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    185/499      4.32G    0.01556    0.01163   0.004374         75        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    185/499      4.32G    0.01556    0.01163   0.004374         75        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    185/499      4.32G    0.01543    0.01108   0.004656         63        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    185/499      4.32G    0.01543    0.01108   0.004656         63        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
    185/499      4.32G    0.01509    0.01097   0.003956         65        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
    185/499      4.32G    0.01509    0.01097   0.003956         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    185/499      4.32G    0.01517     0.0109   0.003544         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    185/499      4.32G    0.01517     0.0109   0.003544         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    185/499      4.32G    0.01502    0.01053   0.003343         57        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    185/499      4.32G    0.01502    0.01053   0.003343         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    185/499      4.32G     0.0148    0.01039   0.003303         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    185/499      4.32G     0.0148    0.01039   0.003303         70        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    185/499      4.32G    0.01467    0.01031   0.003174         68        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    185/499      4.32G    0.01467    0.01031   0.003174         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    185/499      4.32G    0.01482    0.01046   0.003119         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    185/499      4.32G    0.01482    0.01046   0.003119         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    185/499      4.32G    0.01489    0.01035   0.003299         55        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    185/499      4.32G    0.01489    0.01035   0.003299         55        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    185/499      4.32G    0.01491    0.01071   0.003459         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    185/499      4.32G    0.01491    0.01071   0.003459         93        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    185/499      4.32G    0.01489    0.01081   0.003541         80        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    185/499      4.32G    0.01489    0.01081   0.003541         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    185/499      4.32G    0.01492    0.01087   0.003645         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    185/499      4.32G    0.01492    0.01087   0.003645         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    185/499      4.32G    0.01489    0.01113    0.00377         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    185/499      4.32G    0.01489    0.01113    0.00377         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    185/499      4.32G    0.01479    0.01122   0.003711         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    185/499      4.32G    0.01479    0.01122   0.003711         82        640:  40%|####      | 16/40 [00:02<00:04,  5.40it/s]
    185/499      4.32G    0.01475    0.01138   0.003642         89        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    185/499      4.32G    0.01475    0.01138   0.003642         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    185/499      4.32G    0.01464    0.01132   0.003527         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    185/499      4.32G    0.01464    0.01132   0.003527         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    185/499      4.32G    0.01458    0.01136   0.003479         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    185/499      4.32G    0.01458    0.01136   0.003479         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    185/499      4.32G    0.01452    0.01118   0.003473         46        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    185/499      4.32G    0.01452    0.01118   0.003473         46        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    185/499      4.32G    0.01454    0.01119   0.003418         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    185/499      4.32G    0.01454    0.01119   0.003418         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    185/499      4.32G     0.0145    0.01116   0.003405         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    185/499      4.32G     0.0145    0.01116   0.003405         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    185/499      4.32G     0.0145    0.01139    0.00332        105        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    185/499      4.32G     0.0145    0.01139    0.00332        105        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    185/499      4.32G    0.01448    0.01136   0.003414         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    185/499      4.32G    0.01448    0.01136   0.003414         66        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    185/499      4.32G    0.01455    0.01139    0.00339         76        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    185/499      4.32G    0.01455    0.01139    0.00339         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    185/499      4.32G    0.01454    0.01141   0.003342         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    185/499      4.32G    0.01454    0.01141   0.003342         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    185/499      4.32G    0.01452    0.01138    0.00326         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    185/499      4.32G    0.01452    0.01138    0.00326         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    185/499      4.32G     0.0144    0.01136   0.003361         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    185/499      4.32G     0.0144    0.01136   0.003361         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    185/499      4.32G    0.01437    0.01138   0.003368         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    185/499      4.32G    0.01437    0.01138   0.003368         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    185/499      4.32G    0.01434    0.01131   0.003315         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    185/499      4.32G    0.01434    0.01131   0.003315         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    185/499      4.32G    0.01431     0.0113   0.003512         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    185/499      4.32G    0.01431     0.0113   0.003512         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
    185/499      4.32G    0.01435    0.01133   0.003483         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
    185/499      4.32G    0.01435    0.01133   0.003483         72        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    185/499      4.32G    0.01433    0.01132   0.003432         77        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    185/499      4.32G    0.01433    0.01132   0.003432         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    185/499      4.32G    0.01436    0.01126   0.003476         54        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    185/499      4.32G    0.01436    0.01126   0.003476         54        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    185/499      4.32G    0.01434    0.01124   0.003549         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    185/499      4.32G    0.01434    0.01124   0.003549         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    185/499      4.32G    0.01431    0.01125   0.003591         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    185/499      4.32G    0.01431    0.01125   0.003591         74        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    185/499      4.32G     0.0143    0.01117   0.003568         66        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    185/499      4.32G     0.0143    0.01117   0.003568         66        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    185/499      4.32G    0.01435    0.01123   0.003553         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    185/499      4.32G    0.01435    0.01123   0.003553         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    185/499      4.32G    0.01438    0.01124   0.003517         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    185/499      4.32G    0.01438    0.01124   0.003517         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    185/499      4.32G    0.01442    0.01128   0.003554         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    185/499      4.32G    0.01442    0.01128   0.003554         34        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    185/499      4.32G    0.01442    0.01128   0.003554         34        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.857      0.837      0.878      0.737

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    186/499      4.32G    0.01525     0.0168   0.005023        106        640:   0%|          | 0/40 [00:00<?, ?it/s]
    186/499      4.32G    0.01525     0.0168   0.005023        106        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    186/499      4.32G    0.01585    0.01393   0.003437         59        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    186/499      4.32G    0.01585    0.01393   0.003437         59        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    186/499      4.32G    0.01617    0.01407   0.004062         84        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    186/499      4.32G    0.01617    0.01407   0.004062         84        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    186/499      4.32G    0.01582    0.01328   0.004185         70        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    186/499      4.32G    0.01582    0.01328   0.004185         70        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    186/499      4.32G    0.01553    0.01345   0.003752         93        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    186/499      4.32G    0.01553    0.01345   0.003752         93        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    186/499      4.32G    0.01519    0.01301   0.004031         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    186/499      4.32G    0.01519    0.01301   0.004031         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    186/499      4.32G    0.01518    0.01317   0.003672         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    186/499      4.32G    0.01518    0.01317   0.003672         92        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    186/499      4.32G    0.01537    0.01322   0.004434         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    186/499      4.32G    0.01537    0.01322   0.004434         84        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    186/499      4.32G    0.01528    0.01275   0.004129         53        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    186/499      4.32G    0.01528    0.01275   0.004129         53        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    186/499      4.32G     0.0153    0.01284   0.004268         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    186/499      4.32G     0.0153    0.01284   0.004268         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
    186/499      4.32G    0.01541    0.01291   0.004223         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
    186/499      4.32G    0.01541    0.01291   0.004223         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    186/499      4.32G    0.01511    0.01279   0.004027         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    186/499      4.32G    0.01511    0.01279   0.004027         75        640:  30%|###       | 12/40 [00:02<00:05,  5.42it/s]
    186/499      4.32G    0.01512    0.01275   0.004377         73        640:  30%|###       | 12/40 [00:02<00:05,  5.42it/s]
    186/499      4.32G    0.01512    0.01275   0.004377         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    186/499      4.32G     0.0151     0.0128   0.004309         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    186/499      4.32G     0.0151     0.0128   0.004309         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    186/499      4.32G     0.0151    0.01287   0.004433         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    186/499      4.32G     0.0151    0.01287   0.004433         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.42it/s]
    186/499      4.32G    0.01502    0.01255   0.004393         55        640:  38%|###7      | 15/40 [00:03<00:04,  5.42it/s]
    186/499      4.32G    0.01502    0.01255   0.004393         55        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    186/499      4.32G    0.01499    0.01255   0.004213         80        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    186/499      4.32G    0.01499    0.01255   0.004213         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    186/499      4.32G    0.01497    0.01243   0.004247         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    186/499      4.32G    0.01497    0.01243   0.004247         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    186/499      4.32G    0.01503    0.01242   0.004222         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    186/499      4.32G    0.01503    0.01242   0.004222         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    186/499      4.32G    0.01489     0.0123   0.004102         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    186/499      4.32G    0.01489     0.0123   0.004102         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    186/499      4.32G    0.01481    0.01225   0.004087         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    186/499      4.32G    0.01481    0.01225   0.004087         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    186/499      4.32G    0.01482    0.01222   0.004137         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    186/499      4.32G    0.01482    0.01222   0.004137         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    186/499      4.32G    0.01481    0.01226    0.00427         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    186/499      4.32G    0.01481    0.01226    0.00427         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    186/499      4.32G    0.01481    0.01222   0.004284         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    186/499      4.32G    0.01481    0.01222   0.004284         68        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    186/499      4.32G    0.01482    0.01215   0.004202         60        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    186/499      4.32G    0.01482    0.01215   0.004202         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    186/499      4.32G    0.01481    0.01213   0.004112         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    186/499      4.32G    0.01481    0.01213   0.004112         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    186/499      4.32G    0.01484    0.01219   0.004061         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    186/499      4.32G    0.01484    0.01219   0.004061         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    186/499      4.32G    0.01483    0.01222   0.004084         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    186/499      4.32G    0.01483    0.01222   0.004084         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    186/499      4.32G    0.01478    0.01218   0.004115         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    186/499      4.32G    0.01478    0.01218   0.004115         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    186/499      4.32G    0.01479    0.01225   0.004117         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    186/499      4.32G    0.01479    0.01225   0.004117         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    186/499      4.32G    0.01476    0.01222   0.004159         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    186/499      4.32G    0.01476    0.01222   0.004159         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    186/499      4.32G    0.01479    0.01221   0.004124         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    186/499      4.32G    0.01479    0.01221   0.004124         76        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    186/499      4.32G    0.01476    0.01213     0.0041         64        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    186/499      4.32G    0.01476    0.01213     0.0041         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    186/499      4.32G    0.01475    0.01211   0.004102         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    186/499      4.32G    0.01475    0.01211   0.004102         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    186/499      4.32G    0.01475     0.0121   0.004118         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    186/499      4.32G    0.01475     0.0121   0.004118         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    186/499      4.32G    0.01475    0.01207   0.004126         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    186/499      4.32G    0.01475    0.01207   0.004126         74        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    186/499      4.32G    0.01477    0.01206   0.004161         72        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    186/499      4.32G    0.01477    0.01206   0.004161         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.19it/s]
    186/499      4.32G    0.01471    0.01199   0.004113         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    186/499      4.32G    0.01471    0.01199   0.004113         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    186/499      4.32G    0.01467    0.01193   0.004035         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    186/499      4.32G    0.01467    0.01193   0.004035         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    186/499      4.32G    0.01467    0.01187   0.003986         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    186/499      4.32G    0.01467    0.01187   0.003986         34        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    186/499      4.32G    0.01467    0.01187   0.003986         34        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.826      0.892        0.9      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    187/499      4.32G    0.01544   0.009621   0.001423         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    187/499      4.32G    0.01544   0.009621   0.001423         69        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    187/499      4.32G    0.01481   0.009643   0.001569         70        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    187/499      4.32G    0.01481   0.009643   0.001569         70        640:   5%|5         | 2/40 [00:00<00:06,  5.52it/s]
    187/499      4.32G    0.01532    0.01106   0.001853         89        640:   5%|5         | 2/40 [00:00<00:06,  5.52it/s]
    187/499      4.32G    0.01532    0.01106   0.001853         89        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    187/499      4.32G    0.01484     0.0107   0.001762         64        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    187/499      4.32G    0.01484     0.0107   0.001762         64        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    187/499      4.32G    0.01443    0.01082   0.002263         82        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    187/499      4.32G    0.01443    0.01082   0.002263         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    187/499      4.32G    0.01438    0.01056   0.002517         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    187/499      4.32G    0.01438    0.01056   0.002517         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    187/499      4.32G     0.0144    0.01076     0.0025         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    187/499      4.32G     0.0144    0.01076     0.0025         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    187/499      4.32G    0.01449     0.0108   0.003353         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    187/499      4.32G    0.01449     0.0108   0.003353         71        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    187/499      4.32G    0.01433    0.01062   0.003118         68        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    187/499      4.32G    0.01433    0.01062   0.003118         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    187/499      4.32G    0.01438    0.01045   0.003233         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    187/499      4.32G    0.01438    0.01045   0.003233         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    187/499      4.32G    0.01442    0.01069   0.003364         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    187/499      4.32G    0.01442    0.01069   0.003364         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    187/499      4.32G    0.01445    0.01083   0.003286         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    187/499      4.32G    0.01445    0.01083   0.003286         72        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    187/499      4.32G    0.01448    0.01082   0.003297         69        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    187/499      4.32G    0.01448    0.01082   0.003297         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    187/499      4.32G     0.0145    0.01085   0.003204         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    187/499      4.32G     0.0145    0.01085   0.003204         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    187/499      4.32G    0.01454    0.01085   0.003223         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    187/499      4.32G    0.01454    0.01085   0.003223         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    187/499      4.32G     0.0145    0.01098   0.003198         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    187/499      4.32G     0.0145    0.01098   0.003198         79        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    187/499      4.32G    0.01447    0.01116   0.003187         92        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    187/499      4.32G    0.01447    0.01116   0.003187         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    187/499      4.32G    0.01444    0.01133   0.003223         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    187/499      4.32G    0.01444    0.01133   0.003223         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    187/499      4.32G    0.01451    0.01121   0.003272         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    187/499      4.32G    0.01451    0.01121   0.003272         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    187/499      4.32G     0.0145    0.01127   0.003192         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    187/499      4.32G     0.0145    0.01127   0.003192         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    187/499      4.32G    0.01445     0.0112   0.003194         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    187/499      4.32G    0.01445     0.0112   0.003194         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    187/499      4.32G    0.01435    0.01123   0.003105         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    187/499      4.32G    0.01435    0.01123   0.003105         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    187/499      4.32G    0.01429    0.01122   0.003057         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    187/499      4.32G    0.01429    0.01122   0.003057         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    187/499      4.32G    0.01425    0.01119   0.003165         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    187/499      4.32G    0.01425    0.01119   0.003165         74        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    187/499      4.32G    0.01422    0.01122   0.003117         77        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    187/499      4.32G    0.01422    0.01122   0.003117         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    187/499      4.32G    0.01422    0.01113   0.003036         53        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    187/499      4.32G    0.01422    0.01113   0.003036         53        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    187/499      4.32G    0.01421    0.01119   0.003142         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    187/499      4.32G    0.01421    0.01119   0.003142         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    187/499      4.32G    0.01428    0.01124   0.003206         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    187/499      4.32G    0.01428    0.01124   0.003206         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    187/499      4.32G    0.01431     0.0112     0.0033         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    187/499      4.32G    0.01431     0.0112     0.0033         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    187/499      4.32G    0.01433    0.01122   0.003364         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    187/499      4.32G    0.01433    0.01122   0.003364         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    187/499      4.32G    0.01431    0.01123   0.003296         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    187/499      4.32G    0.01431    0.01123   0.003296         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    187/499      4.32G    0.01437     0.0113    0.00338         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    187/499      4.32G    0.01437     0.0113    0.00338         78        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    187/499      4.32G     0.0144    0.01128    0.00335         63        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    187/499      4.32G     0.0144    0.01128    0.00335         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    187/499      4.32G    0.01441    0.01135   0.003329         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    187/499      4.32G    0.01441    0.01135   0.003329         95        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    187/499      4.32G    0.01437    0.01128   0.003488         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    187/499      4.32G    0.01437    0.01128   0.003488         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    187/499      4.32G    0.01443    0.01128   0.003633         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    187/499      4.32G    0.01443    0.01128   0.003633         70        640:  90%|######### | 36/40 [00:06<00:00,  5.11it/s]
    187/499      4.32G    0.01445     0.0114   0.003617         95        640:  90%|######### | 36/40 [00:07<00:00,  5.11it/s]
    187/499      4.32G    0.01445     0.0114   0.003617         95        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    187/499      4.32G    0.01445    0.01139   0.003626         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    187/499      4.32G    0.01445    0.01139   0.003626         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    187/499      4.32G    0.01451    0.01143   0.003613         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    187/499      4.32G    0.01451    0.01143   0.003613         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    187/499      4.32G    0.01446    0.01137   0.003561         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    187/499      4.32G    0.01446    0.01137   0.003561         33        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    187/499      4.32G    0.01446    0.01137   0.003561         33        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.919      0.834      0.883      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    188/499      4.32G    0.01474    0.01311   0.004867         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    188/499      4.32G    0.01474    0.01311   0.004867         76        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    188/499      4.32G    0.01427     0.0117   0.003694         64        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    188/499      4.32G    0.01427     0.0117   0.003694         64        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    188/499      4.32G    0.01358    0.01105    0.00282         77        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    188/499      4.32G    0.01358    0.01105    0.00282         77        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    188/499      4.32G     0.0138    0.01059   0.003162         59        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    188/499      4.32G     0.0138    0.01059   0.003162         59        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    188/499      4.32G    0.01406    0.01094   0.002848         81        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    188/499      4.32G    0.01406    0.01094   0.002848         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    188/499      4.32G    0.01408    0.01103    0.00258         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    188/499      4.32G    0.01408    0.01103    0.00258         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    188/499      4.32G    0.01432    0.01098   0.002622         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    188/499      4.32G    0.01432    0.01098   0.002622         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    188/499      4.32G    0.01417    0.01118   0.002828         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    188/499      4.32G    0.01417    0.01118   0.002828         91        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    188/499      4.32G    0.01415    0.01106   0.002895         55        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    188/499      4.32G    0.01415    0.01106   0.002895         55        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    188/499      4.32G    0.01419    0.01125   0.002866         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    188/499      4.32G    0.01419    0.01125   0.002866         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    188/499      4.32G    0.01434     0.0113   0.003238         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    188/499      4.32G    0.01434     0.0113   0.003238         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    188/499      4.32G    0.01436    0.01137   0.003129         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    188/499      4.32G    0.01436    0.01137   0.003129         79        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    188/499      4.32G    0.01437    0.01152   0.003121         81        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    188/499      4.32G    0.01437    0.01152   0.003121         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    188/499      4.32G    0.01435    0.01156    0.00298         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    188/499      4.32G    0.01435    0.01156    0.00298         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    188/499      4.32G    0.01442    0.01161   0.003021         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    188/499      4.32G    0.01442    0.01161   0.003021         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    188/499      4.32G     0.0145    0.01164   0.003184         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    188/499      4.32G     0.0145    0.01164   0.003184         73        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    188/499      4.32G     0.0145     0.0117   0.003181         79        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    188/499      4.32G     0.0145     0.0117   0.003181         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    188/499      4.32G     0.0145    0.01171   0.003333         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    188/499      4.32G     0.0145    0.01171   0.003333         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    188/499      4.32G    0.01447    0.01159   0.003459         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    188/499      4.32G    0.01447    0.01159   0.003459         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    188/499      4.32G    0.01449     0.0116   0.003507         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    188/499      4.32G    0.01449     0.0116   0.003507         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    188/499      4.32G    0.01454    0.01165   0.003541         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    188/499      4.32G    0.01454    0.01165   0.003541         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    188/499      4.32G    0.01448    0.01158    0.00374         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    188/499      4.32G    0.01448    0.01158    0.00374         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    188/499      4.32G    0.01448    0.01163   0.003784         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    188/499      4.32G    0.01448    0.01163   0.003784         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    188/499      4.32G    0.01447    0.01156   0.003744         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    188/499      4.32G    0.01447    0.01156   0.003744         69        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    188/499      4.32G    0.01451    0.01156   0.003733         73        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    188/499      4.32G    0.01451    0.01156   0.003733         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    188/499      4.32G    0.01458    0.01155   0.003755         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    188/499      4.32G    0.01458    0.01155   0.003755         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    188/499      4.32G    0.01453    0.01151   0.003711         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    188/499      4.32G    0.01453    0.01151   0.003711         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    188/499      4.32G    0.01447    0.01147   0.003741         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    188/499      4.32G    0.01447    0.01147   0.003741         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    188/499      4.32G    0.01447    0.01146   0.003685         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    188/499      4.32G    0.01447    0.01146   0.003685         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    188/499      4.32G    0.01442    0.01147   0.003606         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    188/499      4.32G    0.01442    0.01147   0.003606         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    188/499      4.32G    0.01439    0.01142   0.003562         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    188/499      4.32G    0.01439    0.01142   0.003562         57        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    188/499      4.32G    0.01444    0.01143    0.00353         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    188/499      4.32G    0.01444    0.01143    0.00353         75        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    188/499      4.32G    0.01447    0.01148   0.003623         82        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    188/499      4.32G    0.01447    0.01148   0.003623         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    188/499      4.32G    0.01448    0.01149   0.003773         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    188/499      4.32G    0.01448    0.01149   0.003773         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    188/499      4.32G    0.01451    0.01147   0.003848         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    188/499      4.32G    0.01451    0.01147   0.003848         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    188/499      4.32G    0.01456     0.0115   0.003826         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    188/499      4.32G    0.01456     0.0115   0.003826         72        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    188/499      4.32G    0.01455    0.01152   0.003825         78        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    188/499      4.32G    0.01455    0.01152   0.003825         78        640:  92%|#########2| 37/40 [00:06<00:00,  5.35it/s]
    188/499      4.32G    0.01453    0.01149   0.003812         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    188/499      4.32G    0.01453    0.01149   0.003812         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    188/499      4.32G    0.01452     0.0115   0.003919         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    188/499      4.32G    0.01452     0.0115   0.003919         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    188/499      4.32G    0.01454    0.01159    0.00388         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    188/499      4.32G    0.01454    0.01159    0.00388         44        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    188/499      4.32G    0.01454    0.01159    0.00388         44        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.862      0.844      0.884      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    189/499      4.32G    0.01373    0.01042   0.002998         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
    189/499      4.32G    0.01373    0.01042   0.002998         65        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    189/499      4.32G     0.0155     0.0123   0.004987         71        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    189/499      4.32G     0.0155     0.0123   0.004987         71        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    189/499      4.32G    0.01518    0.01166     0.0053         66        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    189/499      4.32G    0.01518    0.01166     0.0053         66        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    189/499      4.32G    0.01509    0.01188   0.004459         86        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    189/499      4.32G    0.01509    0.01188   0.004459         86        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    189/499      4.32G     0.0147    0.01213   0.004288         84        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    189/499      4.32G     0.0147    0.01213   0.004288         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    189/499      4.32G    0.01502    0.01205   0.004547         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    189/499      4.32G    0.01502    0.01205   0.004547         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    189/499      4.32G    0.01469    0.01178   0.004354         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    189/499      4.32G    0.01469    0.01178   0.004354         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    189/499      4.32G    0.01478    0.01185   0.004005         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    189/499      4.32G    0.01478    0.01185   0.004005         66        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    189/499      4.32G    0.01486    0.01184   0.003925         68        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    189/499      4.32G    0.01486    0.01184   0.003925         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    189/499      4.32G    0.01487     0.0117   0.004316         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    189/499      4.32G    0.01487     0.0117   0.004316         62        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    189/499      4.32G    0.01478    0.01177   0.004194         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    189/499      4.32G    0.01478    0.01177   0.004194         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    189/499      4.32G    0.01489    0.01178   0.004204         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    189/499      4.32G    0.01489    0.01178   0.004204         78        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    189/499      4.32G    0.01476     0.0116   0.004203         58        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    189/499      4.32G    0.01476     0.0116   0.004203         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    189/499      4.32G    0.01474    0.01163   0.004271         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    189/499      4.32G    0.01474    0.01163   0.004271         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    189/499      4.32G    0.01461    0.01174   0.004265         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    189/499      4.32G    0.01461    0.01174   0.004265         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.40it/s]
    189/499      4.32G    0.01456     0.0118   0.004229         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.40it/s]
    189/499      4.32G    0.01456     0.0118   0.004229         82        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    189/499      4.32G    0.01456    0.01159   0.004146         53        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    189/499      4.32G    0.01456    0.01159   0.004146         53        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    189/499      4.32G    0.01457    0.01167   0.004146         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    189/499      4.32G    0.01457    0.01167   0.004146         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    189/499      4.32G    0.01444    0.01154   0.004031         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    189/499      4.32G    0.01444    0.01154   0.004031         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    189/499      4.32G    0.01439     0.0116   0.003951         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    189/499      4.32G    0.01439     0.0116   0.003951         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    189/499      4.32G    0.01439    0.01154   0.004077         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    189/499      4.32G    0.01439    0.01154   0.004077         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.41it/s]
    189/499      4.32G    0.01441    0.01152   0.004398         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.41it/s]
    189/499      4.32G    0.01441    0.01152   0.004398         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    189/499      4.32G    0.01439    0.01157    0.00438         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    189/499      4.32G    0.01439    0.01157    0.00438         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    189/499      4.32G     0.0144    0.01158    0.00431         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    189/499      4.32G     0.0144    0.01158    0.00431         79        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    189/499      4.32G    0.01438    0.01148   0.004183         66        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    189/499      4.32G    0.01438    0.01148   0.004183         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    189/499      4.32G    0.01442    0.01147   0.004094         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    189/499      4.32G    0.01442    0.01147   0.004094         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    189/499      4.32G    0.01448    0.01147   0.004019         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    189/499      4.32G    0.01448    0.01147   0.004019         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    189/499      4.32G    0.01448    0.01143   0.003993         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    189/499      4.32G    0.01448    0.01143   0.003993         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    189/499      4.32G    0.01457    0.01142   0.004113         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    189/499      4.32G    0.01457    0.01142   0.004113         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    189/499      4.32G    0.01455    0.01143   0.004067         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    189/499      4.32G    0.01455    0.01143   0.004067         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    189/499      4.32G    0.01449    0.01136   0.003977         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    189/499      4.32G    0.01449    0.01136   0.003977         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    189/499      4.32G    0.01448    0.01141   0.003987         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    189/499      4.32G    0.01448    0.01141   0.003987         86        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    189/499      4.32G    0.01447    0.01142    0.00403         67        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    189/499      4.32G    0.01447    0.01142    0.00403         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    189/499      4.32G    0.01442    0.01133   0.004049         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    189/499      4.32G    0.01442    0.01133   0.004049         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    189/499      4.32G    0.01447    0.01139   0.004093         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    189/499      4.32G    0.01447    0.01139   0.004093         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    189/499      4.32G    0.01446    0.01136   0.004006         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    189/499      4.32G    0.01446    0.01136   0.004006         67        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    189/499      4.32G    0.01443    0.01137   0.004039         75        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    189/499      4.32G    0.01443    0.01137   0.004039         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.22it/s]
    189/499      4.32G    0.01444     0.0114   0.004075         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
    189/499      4.32G    0.01444     0.0114   0.004075         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    189/499      4.32G    0.01441    0.01139    0.00412         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    189/499      4.32G    0.01441    0.01139    0.00412         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    189/499      4.32G    0.01441    0.01135   0.004084         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    189/499      4.32G    0.01441    0.01135   0.004084         35        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    189/499      4.32G    0.01441    0.01135   0.004084         35        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263        0.9      0.876      0.897      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    190/499      4.32G    0.01411   0.008277   0.001846         59        640:   0%|          | 0/40 [00:00<?, ?it/s]
    190/499      4.32G    0.01411   0.008277   0.001846         59        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    190/499      4.32G    0.01474   0.009519   0.002608         68        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    190/499      4.32G    0.01474   0.009519   0.002608         68        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    190/499      4.32G    0.01479    0.01074   0.002908         82        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    190/499      4.32G    0.01479    0.01074   0.002908         82        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    190/499      4.32G     0.0147    0.01093   0.003329         72        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    190/499      4.32G     0.0147    0.01093   0.003329         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    190/499      4.32G     0.0143    0.01099   0.002983         78        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    190/499      4.32G     0.0143    0.01099   0.002983         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    190/499      4.32G    0.01402    0.01108   0.002924         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    190/499      4.32G    0.01402    0.01108   0.002924         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    190/499      4.32G    0.01429    0.01093   0.003011         57        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    190/499      4.32G    0.01429    0.01093   0.003011         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    190/499      4.32G    0.01404    0.01063   0.003742         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    190/499      4.32G    0.01404    0.01063   0.003742         62        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    190/499      4.32G    0.01409     0.0105   0.003609         62        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    190/499      4.32G    0.01409     0.0105   0.003609         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    190/499      4.32G    0.01413    0.01053   0.003579         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    190/499      4.32G    0.01413    0.01053   0.003579         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    190/499      4.32G    0.01421    0.01059    0.00382         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    190/499      4.32G    0.01421    0.01059    0.00382         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    190/499      4.32G    0.01434    0.01071   0.003859         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    190/499      4.32G    0.01434    0.01071   0.003859         79        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    190/499      4.32G    0.01439     0.0108   0.004137         75        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    190/499      4.32G    0.01439     0.0108   0.004137         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    190/499      4.32G    0.01434    0.01096   0.003972         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    190/499      4.32G    0.01434    0.01096   0.003972         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    190/499      4.32G    0.01434    0.01109     0.0041         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    190/499      4.32G    0.01434    0.01109     0.0041         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    190/499      4.32G    0.01432    0.01104   0.004427         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    190/499      4.32G    0.01432    0.01104   0.004427         64        640:  40%|####      | 16/40 [00:02<00:04,  5.35it/s]
    190/499      4.32G    0.01448    0.01125   0.004298         83        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    190/499      4.32G    0.01448    0.01125   0.004298         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    190/499      4.32G    0.01447     0.0115   0.004229        104        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    190/499      4.32G    0.01447     0.0115   0.004229        104        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    190/499      4.32G    0.01445    0.01139   0.004111         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    190/499      4.32G    0.01445    0.01139   0.004111         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    190/499      4.32G    0.01439    0.01128   0.003936         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    190/499      4.32G    0.01439    0.01128   0.003936         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    190/499      4.32G    0.01436    0.01127   0.003828         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    190/499      4.32G    0.01436    0.01127   0.003828         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    190/499      4.32G    0.01431    0.01122   0.003811         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    190/499      4.32G    0.01431    0.01122   0.003811         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    190/499      4.32G    0.01435    0.01126   0.003865         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    190/499      4.32G    0.01435    0.01126   0.003865         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    190/499      4.32G    0.01429    0.01131   0.003812         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    190/499      4.32G    0.01429    0.01131   0.003812         77        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    190/499      4.32G    0.01435    0.01132   0.003883         76        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    190/499      4.32G    0.01435    0.01132   0.003883         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    190/499      4.32G    0.01433    0.01132   0.003808         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    190/499      4.32G    0.01433    0.01132   0.003808         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
    190/499      4.32G    0.01439    0.01136   0.003864         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
    190/499      4.32G    0.01439    0.01136   0.003864         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    190/499      4.32G    0.01439     0.0114   0.003883         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    190/499      4.32G    0.01439     0.0114   0.003883         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    190/499      4.32G    0.01441    0.01139   0.003882         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    190/499      4.32G    0.01441    0.01139   0.003882         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    190/499      4.32G    0.01438    0.01139   0.003919         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    190/499      4.32G    0.01438    0.01139   0.003919         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    190/499      4.32G    0.01441    0.01142   0.003951         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    190/499      4.32G    0.01441    0.01142   0.003951         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    190/499      4.32G    0.01439    0.01146   0.004053         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    190/499      4.32G    0.01439    0.01146   0.004053         82        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    190/499      4.32G    0.01442    0.01148   0.004056         76        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    190/499      4.32G    0.01442    0.01148   0.004056         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    190/499      4.32G    0.01441    0.01143   0.004257         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    190/499      4.32G    0.01441    0.01143   0.004257         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    190/499      4.32G    0.01443    0.01146   0.004298         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    190/499      4.32G    0.01443    0.01146   0.004298         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    190/499      4.32G    0.01443    0.01135   0.004364         54        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    190/499      4.32G    0.01443    0.01135   0.004364         54        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    190/499      4.32G    0.01438    0.01131   0.004326         67        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    190/499      4.32G    0.01438    0.01131   0.004326         67        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    190/499      4.32G    0.01431    0.01132   0.004233         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    190/499      4.32G    0.01431    0.01132   0.004233         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    190/499      4.32G     0.0143    0.01127   0.004387         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    190/499      4.32G     0.0143    0.01127   0.004387         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    190/499      4.32G    0.01434    0.01129   0.004394         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    190/499      4.32G    0.01434    0.01129   0.004394         41        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    190/499      4.32G    0.01434    0.01129   0.004394         41        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.887      0.883      0.897      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    191/499      4.32G    0.01299    0.01284    0.00639         86        640:   0%|          | 0/40 [00:00<?, ?it/s]
    191/499      4.32G    0.01299    0.01284    0.00639         86        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    191/499      4.32G    0.01376    0.01198   0.006348         74        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    191/499      4.32G    0.01376    0.01198   0.006348         74        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    191/499      4.32G    0.01431    0.01216   0.007095         67        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    191/499      4.32G    0.01431    0.01216   0.007095         67        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    191/499      4.32G    0.01437    0.01177   0.006185         74        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    191/499      4.32G    0.01437    0.01177   0.006185         74        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    191/499      4.32G    0.01379    0.01168   0.005228         77        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    191/499      4.32G    0.01379    0.01168   0.005228         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    191/499      4.32G    0.01378    0.01124   0.005006         59        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    191/499      4.32G    0.01378    0.01124   0.005006         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    191/499      4.32G    0.01391    0.01121   0.004727         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    191/499      4.32G    0.01391    0.01121   0.004727         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    191/499      4.32G    0.01425    0.01145   0.004586         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    191/499      4.32G    0.01425    0.01145   0.004586         75        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    191/499      4.32G    0.01407    0.01147   0.004723         71        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    191/499      4.32G    0.01407    0.01147   0.004723         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    191/499      4.32G    0.01412    0.01155   0.004644         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    191/499      4.32G    0.01412    0.01155   0.004644         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    191/499      4.32G    0.01418    0.01159   0.004526         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    191/499      4.32G    0.01418    0.01159   0.004526         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    191/499      4.32G    0.01433    0.01162   0.004903         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    191/499      4.32G    0.01433    0.01162   0.004903         65        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    191/499      4.32G    0.01454    0.01175   0.005047         75        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    191/499      4.32G    0.01454    0.01175   0.005047         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    191/499      4.32G    0.01456    0.01164   0.005089         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    191/499      4.32G    0.01456    0.01164   0.005089         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    191/499      4.32G    0.01464    0.01178   0.004992         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    191/499      4.32G    0.01464    0.01178   0.004992         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    191/499      4.32G    0.01456    0.01176   0.004871         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    191/499      4.32G    0.01456    0.01176   0.004871         80        640:  40%|####      | 16/40 [00:02<00:04,  5.39it/s]
    191/499      4.32G     0.0145    0.01171   0.004918         65        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    191/499      4.32G     0.0145    0.01171   0.004918         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    191/499      4.32G    0.01454    0.01174   0.004821         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    191/499      4.32G    0.01454    0.01174   0.004821         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    191/499      4.32G    0.01446    0.01173   0.004767         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    191/499      4.32G    0.01446    0.01173   0.004767         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    191/499      4.32G    0.01448     0.0118   0.004949         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    191/499      4.32G    0.01448     0.0118   0.004949         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    191/499      4.32G    0.01449    0.01171   0.004963         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    191/499      4.32G    0.01449    0.01171   0.004963         61        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    191/499      4.32G     0.0145    0.01175   0.005075         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    191/499      4.32G     0.0145    0.01175   0.005075         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    191/499      4.32G    0.01452    0.01177   0.005222         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    191/499      4.32G    0.01452    0.01177   0.005222         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    191/499      4.32G    0.01455    0.01169   0.005279         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    191/499      4.32G    0.01455    0.01169   0.005279         60        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    191/499      4.32G     0.0146    0.01161   0.005347         54        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    191/499      4.32G     0.0146    0.01161   0.005347         54        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    191/499      4.32G    0.01459    0.01151    0.00529         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    191/499      4.32G    0.01459    0.01151    0.00529         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    191/499      4.32G    0.01459    0.01154   0.005181         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    191/499      4.32G    0.01459    0.01154   0.005181         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    191/499      4.32G    0.01455    0.01145   0.005125         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    191/499      4.32G    0.01455    0.01145   0.005125         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    191/499      4.32G    0.01448     0.0114   0.005091         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    191/499      4.32G    0.01448     0.0114   0.005091         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    191/499      4.32G    0.01449    0.01147   0.005104         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    191/499      4.32G    0.01449    0.01147   0.005104         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    191/499      4.32G    0.01451    0.01143   0.005152         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    191/499      4.32G    0.01451    0.01143   0.005152         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.37it/s]
    191/499      4.32G    0.01452     0.0115   0.005098         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.37it/s]
    191/499      4.32G    0.01452     0.0115   0.005098         83        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    191/499      4.32G    0.01454    0.01161   0.005088         95        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    191/499      4.32G    0.01454    0.01161   0.005088         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    191/499      4.32G    0.01449    0.01163   0.005069         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    191/499      4.32G    0.01449    0.01163   0.005069         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    191/499      4.32G    0.01449    0.01165   0.005029         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    191/499      4.32G    0.01449    0.01165   0.005029         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    191/499      4.32G    0.01448    0.01165   0.004981         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    191/499      4.32G    0.01448    0.01165   0.004981         75        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    191/499      4.32G    0.01449     0.0116   0.004934         65        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    191/499      4.32G    0.01449     0.0116   0.004934         65        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    191/499      4.32G    0.01446    0.01156   0.004837         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    191/499      4.32G    0.01446    0.01156   0.004837         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    191/499      4.32G     0.0145    0.01154   0.004797         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    191/499      4.32G     0.0145    0.01154   0.004797         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    191/499      4.32G    0.01444    0.01154   0.004804         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    191/499      4.32G    0.01444    0.01154   0.004804         39        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    191/499      4.32G    0.01444    0.01154   0.004804         39        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.914      0.839      0.885      0.745

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    192/499      4.32G    0.01402    0.01464   0.002888        105        640:   0%|          | 0/40 [00:00<?, ?it/s]
    192/499      4.32G    0.01402    0.01464   0.002888        105        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    192/499      4.32G    0.01398    0.01479    0.00377         94        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    192/499      4.32G    0.01398    0.01479    0.00377         94        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    192/499      4.32G    0.01376    0.01326   0.003674         63        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    192/499      4.32G    0.01376    0.01326   0.003674         63        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    192/499      4.32G    0.01381    0.01267   0.003339         72        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    192/499      4.32G    0.01381    0.01267   0.003339         72        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    192/499      4.32G    0.01359    0.01192    0.00303         53        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    192/499      4.32G    0.01359    0.01192    0.00303         53        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    192/499      4.32G    0.01367    0.01171    0.00291         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    192/499      4.32G    0.01367    0.01171    0.00291         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    192/499      4.32G    0.01385    0.01143   0.003369         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    192/499      4.32G    0.01385    0.01143   0.003369         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    192/499      4.32G    0.01393     0.0113   0.003334         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    192/499      4.32G    0.01393     0.0113   0.003334         69        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    192/499      4.32G    0.01377    0.01112   0.003268         64        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    192/499      4.32G    0.01377    0.01112   0.003268         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    192/499      4.32G    0.01413    0.01116   0.003396         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    192/499      4.32G    0.01413    0.01116   0.003396         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    192/499      4.32G    0.01439    0.01126    0.00349         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    192/499      4.32G    0.01439    0.01126    0.00349         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    192/499      4.32G    0.01433    0.01104    0.00345         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    192/499      4.32G    0.01433    0.01104    0.00345         58        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    192/499      4.32G    0.01435    0.01122   0.003425         83        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    192/499      4.32G    0.01435    0.01122   0.003425         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    192/499      4.32G    0.01447    0.01135   0.003585         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    192/499      4.32G    0.01447    0.01135   0.003585         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    192/499      4.32G    0.01437    0.01142   0.003453         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    192/499      4.32G    0.01437    0.01142   0.003453         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    192/499      4.32G    0.01421    0.01125   0.003542         60        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    192/499      4.32G    0.01421    0.01125   0.003542         60        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    192/499      4.32G    0.01432    0.01137    0.00352         75        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    192/499      4.32G    0.01432    0.01137    0.00352         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    192/499      4.32G    0.01443    0.01147    0.00377         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    192/499      4.32G    0.01443    0.01147    0.00377         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.41it/s]
    192/499      4.32G    0.01446    0.01152   0.003838         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.41it/s]
    192/499      4.32G    0.01446    0.01152   0.003838         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    192/499      4.32G    0.01434    0.01146   0.003757         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    192/499      4.32G    0.01434    0.01146   0.003757         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    192/499      4.32G    0.01449    0.01149   0.003848         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    192/499      4.32G    0.01449    0.01149   0.003848         62        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    192/499      4.32G    0.01456    0.01162   0.003831         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    192/499      4.32G    0.01456    0.01162   0.003831         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    192/499      4.32G     0.0146    0.01172   0.003857         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    192/499      4.32G     0.0146    0.01172   0.003857         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    192/499      4.32G    0.01462    0.01173   0.003783         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    192/499      4.32G    0.01462    0.01173   0.003783         87        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    192/499      4.32G    0.01468    0.01179   0.003856         86        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    192/499      4.32G    0.01468    0.01179   0.003856         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    192/499      4.32G    0.01473    0.01181   0.003875         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    192/499      4.32G    0.01473    0.01181   0.003875         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    192/499      4.32G    0.01469    0.01179   0.003949         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    192/499      4.32G    0.01469    0.01179   0.003949         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    192/499      4.32G    0.01463    0.01175   0.003921         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    192/499      4.32G    0.01463    0.01175   0.003921         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    192/499      4.32G    0.01459    0.01175   0.003903         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    192/499      4.32G    0.01459    0.01175   0.003903         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    192/499      4.32G     0.0146    0.01168   0.003983         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    192/499      4.32G     0.0146    0.01168   0.003983         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    192/499      4.32G    0.01463    0.01171   0.003943         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    192/499      4.32G    0.01463    0.01171   0.003943         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    192/499      4.32G    0.01465    0.01171   0.003958         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    192/499      4.32G    0.01465    0.01171   0.003958         67        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    192/499      4.32G    0.01476    0.01168   0.004225         56        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    192/499      4.32G    0.01476    0.01168   0.004225         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    192/499      4.32G    0.01473    0.01168   0.004136         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    192/499      4.32G    0.01473    0.01168   0.004136         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    192/499      4.32G    0.01471    0.01174   0.004068         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    192/499      4.32G    0.01471    0.01174   0.004068         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    192/499      4.32G    0.01471    0.01172   0.004066         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    192/499      4.32G    0.01471    0.01172   0.004066         72        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    192/499      4.32G     0.0147    0.01165   0.004038         62        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    192/499      4.32G     0.0147    0.01165   0.004038         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    192/499      4.32G    0.01471    0.01166   0.004028         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    192/499      4.32G    0.01471    0.01166   0.004028         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    192/499      4.32G    0.01482    0.01163   0.003989         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    192/499      4.32G    0.01482    0.01163   0.003989         61        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    192/499      4.32G    0.01485    0.01172   0.003927         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    192/499      4.32G    0.01485    0.01172   0.003927         46        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    192/499      4.32G    0.01485    0.01172   0.003927         46        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.889      0.847      0.874      0.731

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    193/499      4.32G    0.01644    0.01282   0.001956         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    193/499      4.32G    0.01644    0.01282   0.001956         80        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
    193/499      4.32G    0.01616    0.01234    0.00414         68        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
    193/499      4.32G    0.01616    0.01234    0.00414         68        640:   5%|5         | 2/40 [00:00<00:06,  5.43it/s]
    193/499      4.32G    0.01616    0.01242   0.004942         73        640:   5%|5         | 2/40 [00:00<00:06,  5.43it/s]
    193/499      4.32G    0.01616    0.01242   0.004942         73        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    193/499      4.32G    0.01585    0.01183      0.004         70        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    193/499      4.32G    0.01585    0.01183      0.004         70        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    193/499      4.32G    0.01588    0.01208   0.004021         65        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    193/499      4.32G    0.01588    0.01208   0.004021         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    193/499      4.32G    0.01566    0.01214    0.00387         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    193/499      4.32G    0.01566    0.01214    0.00387         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    193/499      4.32G    0.01552    0.01209   0.003969         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    193/499      4.32G    0.01552    0.01209   0.003969         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    193/499      4.32G    0.01538    0.01196   0.003769         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    193/499      4.32G    0.01538    0.01196   0.003769         65        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    193/499      4.32G    0.01534    0.01204   0.003708         77        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    193/499      4.32G    0.01534    0.01204   0.003708         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    193/499      4.32G     0.0154    0.01179   0.004099         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    193/499      4.32G     0.0154    0.01179   0.004099         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    193/499      4.32G     0.0154    0.01184   0.003919         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    193/499      4.32G     0.0154    0.01184   0.003919         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    193/499      4.32G    0.01523    0.01169   0.004423         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    193/499      4.32G    0.01523    0.01169   0.004423         58        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    193/499      4.32G    0.01518    0.01159     0.0046         65        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    193/499      4.32G    0.01518    0.01159     0.0046         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    193/499      4.32G    0.01519    0.01149   0.004622         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    193/499      4.32G    0.01519    0.01149   0.004622         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    193/499      4.32G    0.01521    0.01151   0.004571         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    193/499      4.32G    0.01521    0.01151   0.004571         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    193/499      4.32G    0.01514    0.01148   0.004387         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    193/499      4.32G    0.01514    0.01148   0.004387         69        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    193/499      4.32G    0.01504    0.01152   0.004172         79        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    193/499      4.32G    0.01504    0.01152   0.004172         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    193/499      4.32G    0.01499    0.01158   0.004182         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    193/499      4.32G    0.01499    0.01158   0.004182         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    193/499      4.32G     0.0149    0.01152   0.004062         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    193/499      4.32G     0.0149    0.01152   0.004062         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    193/499      4.32G    0.01495    0.01155   0.004174         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    193/499      4.32G    0.01495    0.01155   0.004174         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    193/499      4.32G    0.01491    0.01159   0.004092         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    193/499      4.32G    0.01491    0.01159   0.004092         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    193/499      4.32G     0.0149    0.01161   0.004059         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    193/499      4.32G     0.0149    0.01161   0.004059         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    193/499      4.32G    0.01486     0.0116   0.004219         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    193/499      4.32G    0.01486     0.0116   0.004219         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    193/499      4.32G    0.01489    0.01149   0.004099         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    193/499      4.32G    0.01489    0.01149   0.004099         59        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    193/499      4.32G    0.01486    0.01151   0.003996         80        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    193/499      4.32G    0.01486    0.01151   0.003996         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    193/499      4.32G     0.0149    0.01153   0.003955         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    193/499      4.32G     0.0149    0.01153   0.003955         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    193/499      4.32G    0.01483    0.01152   0.003874         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    193/499      4.32G    0.01483    0.01152   0.003874         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    193/499      4.32G    0.01486    0.01164   0.003899         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    193/499      4.32G    0.01486    0.01164   0.003899         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    193/499      4.32G    0.01488    0.01171   0.003841         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    193/499      4.32G    0.01488    0.01171   0.003841         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    193/499      4.32G    0.01483     0.0117   0.003769         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    193/499      4.32G    0.01483     0.0117   0.003769         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    193/499      4.32G    0.01484    0.01176   0.003708         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    193/499      4.32G    0.01484    0.01176   0.003708         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    193/499      4.32G    0.01483    0.01179    0.00368         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    193/499      4.32G    0.01483    0.01179    0.00368         74        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    193/499      4.32G    0.01486    0.01181   0.003691         79        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    193/499      4.32G    0.01486    0.01181   0.003691         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    193/499      4.32G     0.0149    0.01186   0.003841         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    193/499      4.32G     0.0149    0.01186   0.003841         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    193/499      4.32G    0.01495    0.01194   0.003887         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    193/499      4.32G    0.01495    0.01194   0.003887         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    193/499      4.32G    0.01496    0.01198   0.003876         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    193/499      4.32G    0.01496    0.01198   0.003876         81        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    193/499      4.32G    0.01492    0.01194   0.003923         66        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    193/499      4.32G    0.01492    0.01194   0.003923         66        640:  92%|#########2| 37/40 [00:06<00:00,  5.27it/s]
    193/499      4.32G    0.01486    0.01192   0.003859         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    193/499      4.32G    0.01486    0.01192   0.003859         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    193/499      4.32G    0.01483    0.01196   0.003818         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    193/499      4.32G    0.01483    0.01196   0.003818         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    193/499      4.32G    0.01476     0.0119   0.003811         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    193/499      4.32G    0.01476     0.0119   0.003811         33        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    193/499      4.32G    0.01476     0.0119   0.003811         33        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.874      0.767      0.828       0.69

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    194/499      4.32G    0.01424    0.01209   0.001474         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    194/499      4.32G    0.01424    0.01209   0.001474         82        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    194/499      4.32G    0.01632    0.01248   0.003303         66        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    194/499      4.32G    0.01632    0.01248   0.003303         66        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    194/499      4.32G    0.01605    0.01229   0.004057         76        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    194/499      4.32G    0.01605    0.01229   0.004057         76        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    194/499      4.32G    0.01629    0.01268   0.003747         84        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    194/499      4.32G    0.01629    0.01268   0.003747         84        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
    194/499      4.32G    0.01612    0.01241   0.003533         66        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
    194/499      4.32G    0.01612    0.01241   0.003533         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    194/499      4.32G    0.01557    0.01254   0.003263         89        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    194/499      4.32G    0.01557    0.01254   0.003263         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    194/499      4.32G    0.01553    0.01239   0.003215         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    194/499      4.32G    0.01553    0.01239   0.003215         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    194/499      4.32G    0.01566     0.0124   0.003385         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    194/499      4.32G    0.01566     0.0124   0.003385         79        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    194/499      4.32G    0.01546    0.01236   0.003103         75        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    194/499      4.32G    0.01546    0.01236   0.003103         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    194/499      4.32G    0.01555    0.01223    0.00301         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    194/499      4.32G    0.01555    0.01223    0.00301         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    194/499      4.32G    0.01523    0.01198   0.003032         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    194/499      4.32G    0.01523    0.01198   0.003032         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    194/499      4.32G    0.01519    0.01188   0.003216         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    194/499      4.32G    0.01519    0.01188   0.003216         68        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    194/499      4.32G    0.01515     0.0119   0.003566         72        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    194/499      4.32G    0.01515     0.0119   0.003566         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    194/499      4.32G    0.01532    0.01191   0.003735         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    194/499      4.32G    0.01532    0.01191   0.003735         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    194/499      4.32G    0.01538    0.01201   0.003708         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    194/499      4.32G    0.01538    0.01201   0.003708         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    194/499      4.32G    0.01532    0.01188    0.00355         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    194/499      4.32G    0.01532    0.01188    0.00355         67        640:  40%|####      | 16/40 [00:02<00:04,  5.41it/s]
    194/499      4.32G    0.01525    0.01192   0.003504         80        640:  40%|####      | 16/40 [00:03<00:04,  5.41it/s]
    194/499      4.32G    0.01525    0.01192   0.003504         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    194/499      4.32G    0.01514    0.01186   0.003625         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    194/499      4.32G    0.01514    0.01186   0.003625         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    194/499      4.32G    0.01504    0.01189   0.003624         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    194/499      4.32G    0.01504    0.01189   0.003624         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    194/499      4.32G    0.01491    0.01179   0.003606         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    194/499      4.32G    0.01491    0.01179   0.003606         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    194/499      4.32G    0.01489    0.01182   0.003713         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    194/499      4.32G    0.01489    0.01182   0.003713         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    194/499      4.32G    0.01487    0.01178   0.003669         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    194/499      4.32G    0.01487    0.01178   0.003669         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    194/499      4.32G    0.01484    0.01172   0.003751         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    194/499      4.32G    0.01484    0.01172   0.003751         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    194/499      4.32G    0.01485    0.01156   0.003993         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    194/499      4.32G    0.01485    0.01156   0.003993         54        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    194/499      4.32G    0.01481     0.0117   0.003884         90        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    194/499      4.32G    0.01481     0.0117   0.003884         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    194/499      4.32G    0.01474    0.01167   0.003798         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    194/499      4.32G    0.01474    0.01167   0.003798         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    194/499      4.32G    0.01478    0.01176   0.003718         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    194/499      4.32G    0.01478    0.01176   0.003718         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    194/499      4.32G     0.0148    0.01174   0.003665         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    194/499      4.32G     0.0148    0.01174   0.003665         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    194/499      4.32G    0.01472    0.01167   0.003599         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    194/499      4.32G    0.01472    0.01167   0.003599         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    194/499      4.32G     0.0147    0.01176   0.003606         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    194/499      4.32G     0.0147    0.01176   0.003606         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    194/499      4.32G    0.01473    0.01178   0.003667         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    194/499      4.32G    0.01473    0.01178   0.003667         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    194/499      4.32G    0.01466    0.01176   0.003639         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    194/499      4.32G    0.01466    0.01176   0.003639         80        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    194/499      4.32G     0.0147    0.01173   0.003645         63        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    194/499      4.32G     0.0147    0.01173   0.003645         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    194/499      4.32G    0.01473     0.0117    0.00362         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    194/499      4.32G    0.01473     0.0117    0.00362         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    194/499      4.32G    0.01462    0.01168   0.003581         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    194/499      4.32G    0.01462    0.01168   0.003581         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    194/499      4.32G    0.01456    0.01168   0.003598         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    194/499      4.32G    0.01456    0.01168   0.003598         78        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    194/499      4.32G     0.0146    0.01168   0.003609         71        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    194/499      4.32G     0.0146    0.01168   0.003609         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
    194/499      4.32G    0.01458    0.01165   0.003588         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    194/499      4.32G    0.01458    0.01165   0.003588         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    194/499      4.32G    0.01455    0.01165   0.003513         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    194/499      4.32G    0.01455    0.01165   0.003513         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    194/499      4.32G     0.0145    0.01164   0.003546         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    194/499      4.32G     0.0145    0.01164   0.003546         34        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    194/499      4.32G     0.0145    0.01164   0.003546         34        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.842      0.851       0.89      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    195/499      4.32G    0.01459    0.01002   0.003429         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    195/499      4.32G    0.01459    0.01002   0.003429         66        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    195/499      4.32G    0.01436    0.01177   0.003555         81        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    195/499      4.32G    0.01436    0.01177   0.003555         81        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    195/499      4.32G    0.01485    0.01216   0.003429         78        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    195/499      4.32G    0.01485    0.01216   0.003429         78        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    195/499      4.32G     0.0147    0.01214   0.002876         81        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    195/499      4.32G     0.0147    0.01214   0.002876         81        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    195/499      4.32G    0.01442    0.01192   0.003278         76        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    195/499      4.32G    0.01442    0.01192   0.003278         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    195/499      4.32G    0.01444    0.01172   0.003063         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    195/499      4.32G    0.01444    0.01172   0.003063         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    195/499      4.32G    0.01445    0.01181   0.003036         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    195/499      4.32G    0.01445    0.01181   0.003036         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    195/499      4.32G    0.01447    0.01165   0.003234         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    195/499      4.32G    0.01447    0.01165   0.003234         62        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    195/499      4.32G    0.01453     0.0117     0.0032         72        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    195/499      4.32G    0.01453     0.0117     0.0032         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    195/499      4.32G    0.01444    0.01158   0.003045         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    195/499      4.32G    0.01444    0.01158   0.003045         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    195/499      4.32G    0.01453    0.01187   0.003233         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    195/499      4.32G    0.01453    0.01187   0.003233         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    195/499      4.32G    0.01457    0.01182    0.00321         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    195/499      4.32G    0.01457    0.01182    0.00321         74        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    195/499      4.32G     0.0145    0.01177   0.003025         71        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    195/499      4.32G     0.0145    0.01177   0.003025         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    195/499      4.32G    0.01446     0.0117   0.003032         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    195/499      4.32G    0.01446     0.0117   0.003032         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    195/499      4.32G    0.01449    0.01157   0.002954         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    195/499      4.32G    0.01449    0.01157   0.002954         60        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    195/499      4.32G    0.01447    0.01147   0.002867         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    195/499      4.32G    0.01447    0.01147   0.002867         64        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    195/499      4.32G    0.01437    0.01139   0.002818         69        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    195/499      4.32G    0.01437    0.01139   0.002818         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    195/499      4.32G    0.01438    0.01129   0.002885         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    195/499      4.32G    0.01438    0.01129   0.002885         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    195/499      4.32G    0.01437    0.01131   0.002855         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    195/499      4.32G    0.01437    0.01131   0.002855         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    195/499      4.32G    0.01437    0.01138   0.002776         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    195/499      4.32G    0.01437    0.01138   0.002776         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    195/499      4.32G    0.01429     0.0112   0.002825         57        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    195/499      4.32G    0.01429     0.0112   0.002825         57        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    195/499      4.32G    0.01434    0.01128   0.002972         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    195/499      4.32G    0.01434    0.01128   0.002972         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    195/499      4.32G    0.01433    0.01136   0.002956         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    195/499      4.32G    0.01433    0.01136   0.002956         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    195/499      4.32G    0.01433    0.01136   0.002908         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    195/499      4.32G    0.01433    0.01136   0.002908         76        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    195/499      4.32G    0.01442    0.01137   0.002965         71        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    195/499      4.32G    0.01442    0.01137   0.002965         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    195/499      4.32G    0.01443    0.01145   0.002891         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    195/499      4.32G    0.01443    0.01145   0.002891         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    195/499      4.32G    0.01442    0.01151   0.002933         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    195/499      4.32G    0.01442    0.01151   0.002933         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    195/499      4.32G    0.01439    0.01151   0.003033         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    195/499      4.32G    0.01439    0.01151   0.003033         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    195/499      4.32G    0.01436    0.01151   0.003137         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    195/499      4.32G    0.01436    0.01151   0.003137         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    195/499      4.32G    0.01435    0.01144   0.003187         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    195/499      4.32G    0.01435    0.01144   0.003187         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    195/499      4.32G    0.01449    0.01145   0.003357         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    195/499      4.32G    0.01449    0.01145   0.003357         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    195/499      4.32G    0.01449    0.01145   0.003307         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    195/499      4.32G    0.01449    0.01145   0.003307         76        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    195/499      4.32G    0.01444    0.01143   0.003257         84        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    195/499      4.32G    0.01444    0.01143   0.003257         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    195/499      4.32G    0.01451    0.01143   0.003242         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    195/499      4.32G    0.01451    0.01143   0.003242         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    195/499      4.32G    0.01448    0.01142   0.003223         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    195/499      4.32G    0.01448    0.01142   0.003223         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    195/499      4.32G    0.01447    0.01141     0.0033         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    195/499      4.32G    0.01447    0.01141     0.0033         71        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    195/499      4.32G     0.0145    0.01136   0.003273         63        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    195/499      4.32G     0.0145    0.01136   0.003273         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    195/499      4.32G    0.01452     0.0113   0.003314         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    195/499      4.32G    0.01452     0.0113   0.003314         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    195/499      4.32G    0.01455    0.01139   0.003338         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    195/499      4.32G    0.01455    0.01139   0.003338         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    195/499      4.32G    0.01462    0.01136    0.00343         24        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    195/499      4.32G    0.01462    0.01136    0.00343         24        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    195/499      4.32G    0.01462    0.01136    0.00343         24        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.873      0.865      0.877      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    196/499      4.32G    0.01592    0.01159   0.003911         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    196/499      4.32G    0.01592    0.01159   0.003911         76        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    196/499      4.32G    0.01594    0.01218   0.004615         81        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    196/499      4.32G    0.01594    0.01218   0.004615         81        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    196/499      4.32G    0.01555    0.01126     0.0036         63        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    196/499      4.32G    0.01555    0.01126     0.0036         63        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    196/499      4.32G    0.01537     0.0104   0.004907         49        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    196/499      4.32G    0.01537     0.0104   0.004907         49        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    196/499      4.32G    0.01557    0.01037   0.004863         63        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    196/499      4.32G    0.01557    0.01037   0.004863         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    196/499      4.32G    0.01538    0.01028   0.004555         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    196/499      4.32G    0.01538    0.01028   0.004555         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    196/499      4.32G    0.01508    0.01073   0.004536         99        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    196/499      4.32G    0.01508    0.01073   0.004536         99        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    196/499      4.32G    0.01526    0.01089    0.00464         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    196/499      4.32G    0.01526    0.01089    0.00464         73        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    196/499      4.32G    0.01531    0.01109   0.004589         70        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    196/499      4.32G    0.01531    0.01109   0.004589         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    196/499      4.32G    0.01537    0.01133   0.004335         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    196/499      4.32G    0.01537    0.01133   0.004335         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    196/499      4.32G    0.01531    0.01126   0.004504         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    196/499      4.32G    0.01531    0.01126   0.004504         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.40it/s]
    196/499      4.32G    0.01528    0.01135   0.004597         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.40it/s]
    196/499      4.32G    0.01528    0.01135   0.004597         82        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    196/499      4.32G    0.01517    0.01121   0.004307         62        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    196/499      4.32G    0.01517    0.01121   0.004307         62        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    196/499      4.32G    0.01499    0.01121   0.004162         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    196/499      4.32G    0.01499    0.01121   0.004162         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    196/499      4.32G    0.01506    0.01125   0.004026         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    196/499      4.32G    0.01506    0.01125   0.004026         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    196/499      4.32G    0.01506    0.01123   0.004305         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    196/499      4.32G    0.01506    0.01123   0.004305         68        640:  40%|####      | 16/40 [00:02<00:04,  5.34it/s]
    196/499      4.32G    0.01509    0.01119   0.004474         64        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    196/499      4.32G    0.01509    0.01119   0.004474         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    196/499      4.32G    0.01504     0.0112    0.00455         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    196/499      4.32G    0.01504     0.0112    0.00455         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    196/499      4.32G    0.01496    0.01108    0.00445         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    196/499      4.32G    0.01496    0.01108    0.00445         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    196/499      4.32G    0.01492    0.01102   0.004406         56        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    196/499      4.32G    0.01492    0.01102   0.004406         56        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    196/499      4.32G    0.01492    0.01099   0.004313         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
    196/499      4.32G    0.01492    0.01099   0.004313         60        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    196/499      4.32G    0.01488    0.01093   0.004317         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    196/499      4.32G    0.01488    0.01093   0.004317         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    196/499      4.32G    0.01505    0.01103   0.004401         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    196/499      4.32G    0.01505    0.01103   0.004401         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.43it/s]
    196/499      4.32G      0.015    0.01103   0.004307         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.43it/s]
    196/499      4.32G      0.015    0.01103   0.004307         80        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    196/499      4.32G    0.01502      0.011   0.004334         61        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    196/499      4.32G    0.01502      0.011   0.004334         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    196/499      4.32G    0.01496     0.0111   0.004342         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    196/499      4.32G    0.01496     0.0111   0.004342         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    196/499      4.32G    0.01499    0.01121   0.004303         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    196/499      4.32G    0.01499    0.01121   0.004303         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    196/499      4.32G    0.01495    0.01117    0.00432         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    196/499      4.32G    0.01495    0.01117    0.00432         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    196/499      4.32G    0.01494    0.01129   0.004407         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    196/499      4.32G    0.01494    0.01129   0.004407         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    196/499      4.32G    0.01495    0.01127   0.004409         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    196/499      4.32G    0.01495    0.01127   0.004409         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    196/499      4.32G    0.01493    0.01125   0.004319         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    196/499      4.32G    0.01493    0.01125   0.004319         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    196/499      4.32G    0.01493    0.01124   0.004272         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    196/499      4.32G    0.01493    0.01124   0.004272         69        640:  80%|########  | 32/40 [00:05<00:01,  5.37it/s]
    196/499      4.32G     0.0149    0.01123   0.004209         64        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    196/499      4.32G     0.0149    0.01123   0.004209         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    196/499      4.32G    0.01495    0.01127   0.004216         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    196/499      4.32G    0.01495    0.01127   0.004216         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    196/499      4.32G    0.01494    0.01131   0.004168         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    196/499      4.32G    0.01494    0.01131   0.004168         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    196/499      4.32G    0.01497    0.01132    0.00415         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    196/499      4.32G    0.01497    0.01132    0.00415         73        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    196/499      4.32G    0.01496     0.0114   0.004113         94        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    196/499      4.32G    0.01496     0.0114   0.004113         94        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
    196/499      4.32G    0.01499     0.0114   0.004144         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    196/499      4.32G    0.01499     0.0114   0.004144         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    196/499      4.32G    0.01497    0.01136   0.004105         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    196/499      4.32G    0.01497    0.01136   0.004105         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    196/499      4.32G    0.01501    0.01142   0.004037         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    196/499      4.32G    0.01501    0.01142   0.004037         41        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    196/499      4.32G    0.01501    0.01142   0.004037         41        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.809      0.898      0.875      0.732

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    197/499      4.32G    0.01482    0.01523   0.002819         97        640:   0%|          | 0/40 [00:00<?, ?it/s]
    197/499      4.32G    0.01482    0.01523   0.002819         97        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
    197/499      4.32G    0.01545    0.01426   0.003918         80        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
    197/499      4.32G    0.01545    0.01426   0.003918         80        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
    197/499      4.32G    0.01467    0.01314   0.004296         79        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
    197/499      4.32G    0.01467    0.01314   0.004296         79        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    197/499      4.32G    0.01509     0.0127   0.003826         62        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    197/499      4.32G    0.01509     0.0127   0.003826         62        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    197/499      4.32G    0.01486    0.01262   0.004188         84        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    197/499      4.32G    0.01486    0.01262   0.004188         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    197/499      4.32G      0.015    0.01288   0.004528         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    197/499      4.32G      0.015    0.01288   0.004528         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    197/499      4.32G    0.01522    0.01247   0.004586         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    197/499      4.32G    0.01522    0.01247   0.004586         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    197/499      4.32G    0.01514    0.01241   0.004216         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    197/499      4.32G    0.01514    0.01241   0.004216         79        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    197/499      4.32G    0.01533    0.01212   0.004208         57        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    197/499      4.32G    0.01533    0.01212   0.004208         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    197/499      4.32G    0.01523    0.01198   0.004086         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    197/499      4.32G    0.01523    0.01198   0.004086         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    197/499      4.32G    0.01523    0.01195   0.004057         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    197/499      4.32G    0.01523    0.01195   0.004057         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    197/499      4.32G    0.01522    0.01217   0.004017         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    197/499      4.32G    0.01522    0.01217   0.004017         89        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    197/499      4.32G    0.01515    0.01213   0.003838         79        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    197/499      4.32G    0.01515    0.01213   0.003838         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    197/499      4.32G    0.01499    0.01188   0.003996         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    197/499      4.32G    0.01499    0.01188   0.003996         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    197/499      4.32G    0.01492    0.01172   0.004158         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    197/499      4.32G    0.01492    0.01172   0.004158         63        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    197/499      4.32G    0.01486    0.01185   0.004018         93        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    197/499      4.32G    0.01486    0.01185   0.004018         93        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    197/499      4.32G    0.01488    0.01191   0.004003         83        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    197/499      4.32G    0.01488    0.01191   0.004003         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    197/499      4.32G    0.01489     0.0119   0.004176         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    197/499      4.32G    0.01489     0.0119   0.004176         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    197/499      4.32G    0.01487    0.01179   0.004042         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    197/499      4.32G    0.01487    0.01179   0.004042         60        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    197/499      4.32G    0.01488    0.01186   0.004129         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    197/499      4.32G    0.01488    0.01186   0.004129         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    197/499      4.32G     0.0149    0.01193   0.004012         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    197/499      4.32G     0.0149    0.01193   0.004012         88        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    197/499      4.32G    0.01489    0.01192   0.003909         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    197/499      4.32G    0.01489    0.01192   0.003909         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    197/499      4.32G    0.01487    0.01199   0.003891         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    197/499      4.32G    0.01487    0.01199   0.003891         91        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    197/499      4.32G    0.01483      0.012   0.003834         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    197/499      4.32G    0.01483      0.012   0.003834         74        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    197/499      4.32G    0.01497    0.01211   0.003788         81        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    197/499      4.32G    0.01497    0.01211   0.003788         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    197/499      4.32G    0.01497    0.01216   0.003746         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    197/499      4.32G    0.01497    0.01216   0.003746         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    197/499      4.32G    0.01488    0.01208   0.003782         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    197/499      4.32G    0.01488    0.01208   0.003782         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    197/499      4.32G    0.01483    0.01201   0.003725         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    197/499      4.32G    0.01483    0.01201   0.003725         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    197/499      4.32G    0.01487    0.01207   0.003702         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    197/499      4.32G    0.01487    0.01207   0.003702         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    197/499      4.32G    0.01487    0.01212   0.003642         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    197/499      4.32G    0.01487    0.01212   0.003642         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    197/499      4.32G    0.01486    0.01207   0.003681         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    197/499      4.32G    0.01486    0.01207   0.003681         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    197/499      4.32G    0.01481    0.01202   0.003612         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    197/499      4.32G    0.01481    0.01202   0.003612         78        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    197/499      4.32G    0.01479    0.01206   0.003553         87        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    197/499      4.32G    0.01479    0.01206   0.003553         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    197/499      4.32G    0.01475    0.01207   0.003477         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    197/499      4.32G    0.01475    0.01207   0.003477         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    197/499      4.32G    0.01475    0.01208    0.00346         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    197/499      4.32G    0.01475    0.01208    0.00346         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    197/499      4.32G    0.01471     0.0121   0.003416         89        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    197/499      4.32G    0.01471     0.0121   0.003416         89        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    197/499      4.32G    0.01471    0.01218   0.003369         90        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    197/499      4.32G    0.01471    0.01218   0.003369         90        640:  92%|#########2| 37/40 [00:06<00:00,  5.38it/s]
    197/499      4.32G    0.01479    0.01226    0.00348         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.38it/s]
    197/499      4.32G    0.01479    0.01226    0.00348         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    197/499      4.32G    0.01482    0.01226   0.003508         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    197/499      4.32G    0.01482    0.01226   0.003508         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    197/499      4.32G     0.0149    0.01221   0.003469         26        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    197/499      4.32G     0.0149    0.01221   0.003469         26        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    197/499      4.32G     0.0149    0.01221   0.003469         26        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.827      0.884      0.871      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    198/499      4.32G    0.01673   0.009419   0.004066         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
    198/499      4.32G    0.01673   0.009419   0.004066         63        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    198/499      4.32G    0.01619    0.01111   0.002868         79        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    198/499      4.32G    0.01619    0.01111   0.002868         79        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    198/499      4.32G    0.01682    0.01156   0.004841         64        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    198/499      4.32G    0.01682    0.01156   0.004841         64        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    198/499      4.32G     0.0166    0.01197   0.005216         76        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    198/499      4.32G     0.0166    0.01197   0.005216         76        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    198/499      4.32G    0.01603    0.01188   0.004591         70        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    198/499      4.32G    0.01603    0.01188   0.004591         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    198/499      4.32G    0.01586    0.01193   0.004154         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    198/499      4.32G    0.01586    0.01193   0.004154         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    198/499      4.32G    0.01572    0.01205   0.004362         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    198/499      4.32G    0.01572    0.01205   0.004362         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    198/499      4.32G     0.0158    0.01246   0.004205         96        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    198/499      4.32G     0.0158    0.01246   0.004205         96        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    198/499      4.32G    0.01562    0.01238   0.004049         72        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    198/499      4.32G    0.01562    0.01238   0.004049         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    198/499      4.32G    0.01548     0.0121   0.004358         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    198/499      4.32G    0.01548     0.0121   0.004358         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    198/499      4.32G    0.01549    0.01233   0.004337         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    198/499      4.32G    0.01549    0.01233   0.004337         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    198/499      4.32G    0.01537    0.01222    0.00434         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    198/499      4.32G    0.01537    0.01222    0.00434         76        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    198/499      4.32G    0.01536    0.01198   0.004295         55        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    198/499      4.32G    0.01536    0.01198   0.004295         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    198/499      4.32G    0.01533    0.01191    0.00406         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    198/499      4.32G    0.01533    0.01191    0.00406         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    198/499      4.32G    0.01526    0.01194    0.00415         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    198/499      4.32G    0.01526    0.01194    0.00415         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    198/499      4.32G    0.01529    0.01207   0.004245         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    198/499      4.32G    0.01529    0.01207   0.004245         87        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    198/499      4.32G    0.01515    0.01195   0.004277         67        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    198/499      4.32G    0.01515    0.01195   0.004277         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    198/499      4.32G    0.01512      0.012   0.004185         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    198/499      4.32G    0.01512      0.012   0.004185         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    198/499      4.32G    0.01519    0.01202   0.004082         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    198/499      4.32G    0.01519    0.01202   0.004082         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    198/499      4.32G    0.01518    0.01194   0.004095         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    198/499      4.32G    0.01518    0.01194   0.004095         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    198/499      4.32G    0.01507    0.01188   0.003963         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    198/499      4.32G    0.01507    0.01188   0.003963         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    198/499      4.32G    0.01504    0.01194   0.003908         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    198/499      4.32G    0.01504    0.01194   0.003908         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    198/499      4.32G      0.015    0.01189   0.003881         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    198/499      4.32G      0.015    0.01189   0.003881         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    198/499      4.32G    0.01502    0.01181   0.003871         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    198/499      4.32G    0.01502    0.01181   0.003871         65        640:  60%|######    | 24/40 [00:04<00:02,  5.42it/s]
    198/499      4.32G    0.01495     0.0118    0.00385         83        640:  60%|######    | 24/40 [00:04<00:02,  5.42it/s]
    198/499      4.32G    0.01495     0.0118    0.00385         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    198/499      4.32G    0.01497    0.01175   0.003897         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    198/499      4.32G    0.01497    0.01175   0.003897         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    198/499      4.32G    0.01491    0.01184   0.003854         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    198/499      4.32G    0.01491    0.01184   0.003854         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    198/499      4.32G     0.0149    0.01186   0.003801         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    198/499      4.32G     0.0149    0.01186   0.003801         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    198/499      4.32G    0.01485    0.01191   0.003828         88        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    198/499      4.32G    0.01485    0.01191   0.003828         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    198/499      4.32G    0.01478    0.01182   0.003862         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    198/499      4.32G    0.01478    0.01182   0.003862         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    198/499      4.32G    0.01476    0.01186   0.003804         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    198/499      4.32G    0.01476    0.01186   0.003804         90        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    198/499      4.32G     0.0148    0.01182   0.003762         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    198/499      4.32G     0.0148    0.01182   0.003762         62        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    198/499      4.32G    0.01479    0.01183   0.003788         79        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    198/499      4.32G    0.01479    0.01183   0.003788         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    198/499      4.32G    0.01478    0.01184    0.00382         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    198/499      4.32G    0.01478    0.01184    0.00382         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.11it/s]
    198/499      4.32G    0.01486    0.01184   0.003867         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.11it/s]
    198/499      4.32G    0.01486    0.01184   0.003867         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    198/499      4.32G    0.01491    0.01186   0.003833         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    198/499      4.32G    0.01491    0.01186   0.003833         83        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    198/499      4.32G    0.01489    0.01178   0.003814         60        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    198/499      4.32G    0.01489    0.01178   0.003814         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    198/499      4.32G    0.01488    0.01181   0.003771         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    198/499      4.32G    0.01488    0.01181   0.003771         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    198/499      4.32G    0.01484     0.0118   0.003745         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    198/499      4.32G    0.01484     0.0118   0.003745         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    198/499      4.32G    0.01484    0.01183   0.003757         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    198/499      4.32G    0.01484    0.01183   0.003757         42        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    198/499      4.32G    0.01484    0.01183   0.003757         42        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.858      0.859       0.89      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    199/499      4.32G     0.0166    0.01187   0.002361         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    199/499      4.32G     0.0166    0.01187   0.002361         73        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    199/499      4.32G    0.01556    0.01148   0.003125         69        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    199/499      4.32G    0.01556    0.01148   0.003125         69        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    199/499      4.32G    0.01548    0.01165   0.003605         74        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    199/499      4.32G    0.01548    0.01165   0.003605         74        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    199/499      4.32G     0.0151    0.01182   0.003169         79        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    199/499      4.32G     0.0151    0.01182   0.003169         79        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    199/499      4.32G    0.01546    0.01157   0.003079         70        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    199/499      4.32G    0.01546    0.01157   0.003079         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    199/499      4.32G    0.01521    0.01138   0.002806         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    199/499      4.32G    0.01521    0.01138   0.002806         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    199/499      4.32G    0.01513    0.01129   0.002816         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    199/499      4.32G    0.01513    0.01129   0.002816         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    199/499      4.32G    0.01518    0.01122   0.002617         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    199/499      4.32G    0.01518    0.01122   0.002617         72        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    199/499      4.32G    0.01527    0.01149   0.002475         74        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    199/499      4.32G    0.01527    0.01149   0.002475         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    199/499      4.32G    0.01514    0.01153    0.00256         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    199/499      4.32G    0.01514    0.01153    0.00256         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    199/499      4.32G    0.01502    0.01129   0.002664         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    199/499      4.32G    0.01502    0.01129   0.002664         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.40it/s]
    199/499      4.32G    0.01492    0.01141    0.00274         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.40it/s]
    199/499      4.32G    0.01492    0.01141    0.00274         91        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    199/499      4.32G    0.01486    0.01157   0.002994         83        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    199/499      4.32G    0.01486    0.01157   0.002994         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    199/499      4.32G    0.01483    0.01149   0.003145         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    199/499      4.32G    0.01483    0.01149   0.003145         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    199/499      4.32G    0.01474    0.01166   0.003082         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    199/499      4.32G    0.01474    0.01166   0.003082         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    199/499      4.32G    0.01473    0.01164   0.003116         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    199/499      4.32G    0.01473    0.01164   0.003116         70        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    199/499      4.32G    0.01461    0.01153   0.003006         66        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    199/499      4.32G    0.01461    0.01153   0.003006         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    199/499      4.32G    0.01451    0.01148   0.002997         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    199/499      4.32G    0.01451    0.01148   0.002997         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    199/499      4.32G    0.01465    0.01144     0.0032         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    199/499      4.32G    0.01465    0.01144     0.0032         60        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    199/499      4.32G    0.01458    0.01154   0.003064         90        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    199/499      4.32G    0.01458    0.01154   0.003064         90        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    199/499      4.32G    0.01461    0.01144   0.003325         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    199/499      4.32G    0.01461    0.01144   0.003325         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    199/499      4.32G    0.01473    0.01153   0.003292         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    199/499      4.32G    0.01473    0.01153   0.003292         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    199/499      4.32G    0.01479    0.01161   0.003266         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    199/499      4.32G    0.01479    0.01161   0.003266         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    199/499      4.32G    0.01481    0.01156   0.003252         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    199/499      4.32G    0.01481    0.01156   0.003252         67        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    199/499      4.32G    0.01483    0.01159   0.003356         87        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    199/499      4.32G    0.01483    0.01159   0.003356         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    199/499      4.32G    0.01484    0.01156   0.003491         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    199/499      4.32G    0.01484    0.01156   0.003491         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    199/499      4.32G    0.01479    0.01146   0.003455         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    199/499      4.32G    0.01479    0.01146   0.003455         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    199/499      4.32G    0.01477    0.01145   0.003375         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    199/499      4.32G    0.01477    0.01145   0.003375         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    199/499      4.32G    0.01472    0.01136   0.003295         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    199/499      4.32G    0.01472    0.01136   0.003295         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    199/499      4.32G    0.01468    0.01133   0.003253         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    199/499      4.32G    0.01468    0.01133   0.003253         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    199/499      4.32G    0.01468    0.01135    0.00318         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    199/499      4.32G    0.01468    0.01135    0.00318         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    199/499      4.32G    0.01471    0.01142   0.003165         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    199/499      4.32G    0.01471    0.01142   0.003165         84        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    199/499      4.32G     0.0147    0.01138    0.00313         64        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    199/499      4.32G     0.0147    0.01138    0.00313         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    199/499      4.32G    0.01469    0.01135   0.003095         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    199/499      4.32G    0.01469    0.01135   0.003095         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    199/499      4.32G    0.01462     0.0113   0.003041         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    199/499      4.32G    0.01462     0.0113   0.003041         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
    199/499      4.32G    0.01457    0.01129   0.003092         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
    199/499      4.32G    0.01457    0.01129   0.003092         77        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    199/499      4.32G    0.01459    0.01125    0.00322         56        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    199/499      4.32G    0.01459    0.01125    0.00322         56        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
    199/499      4.32G    0.01458    0.01124   0.003335         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    199/499      4.32G    0.01458    0.01124   0.003335         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    199/499      4.32G    0.01456    0.01127   0.003358         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    199/499      4.32G    0.01456    0.01127   0.003358         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    199/499      4.32G    0.01459    0.01129   0.003362         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    199/499      4.32G    0.01459    0.01129   0.003362         35        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    199/499      4.32G    0.01459    0.01129   0.003362         35        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.896      0.839      0.878      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    200/499      4.32G    0.01252    0.01283   0.006652         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    200/499      4.32G    0.01252    0.01283   0.006652         87        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    200/499      4.32G    0.01371    0.01299   0.004491         78        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    200/499      4.32G    0.01371    0.01299   0.004491         78        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    200/499      4.32G    0.01404    0.01281   0.004285         82        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    200/499      4.32G    0.01404    0.01281   0.004285         82        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    200/499      4.32G    0.01426    0.01218   0.004471         64        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    200/499      4.32G    0.01426    0.01218   0.004471         64        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    200/499      4.32G    0.01398    0.01112   0.003994         46        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    200/499      4.32G    0.01398    0.01112   0.003994         46        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    200/499      4.32G    0.01411    0.01095   0.003792         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    200/499      4.32G    0.01411    0.01095   0.003792         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    200/499      4.32G    0.01405    0.01117   0.003746         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    200/499      4.32G    0.01405    0.01117   0.003746         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    200/499      4.32G    0.01395    0.01095   0.003593         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    200/499      4.32G    0.01395    0.01095   0.003593         68        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    200/499      4.32G    0.01401    0.01096   0.003463         69        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    200/499      4.32G    0.01401    0.01096   0.003463         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    200/499      4.32G    0.01383    0.01072   0.003629         56        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    200/499      4.32G    0.01383    0.01072   0.003629         56        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    200/499      4.32G    0.01406    0.01094   0.003631         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    200/499      4.32G    0.01406    0.01094   0.003631         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    200/499      4.32G    0.01399    0.01086   0.003568         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    200/499      4.32G    0.01399    0.01086   0.003568         68        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    200/499      4.32G    0.01395    0.01073   0.003854         59        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    200/499      4.32G    0.01395    0.01073   0.003854         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    200/499      4.32G    0.01397    0.01071   0.003623         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    200/499      4.32G    0.01397    0.01071   0.003623         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    200/499      4.32G    0.01394    0.01083   0.003533         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    200/499      4.32G    0.01394    0.01083   0.003533         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    200/499      4.32G     0.0138    0.01063   0.003652         56        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    200/499      4.32G     0.0138    0.01063   0.003652         56        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    200/499      4.32G    0.01381    0.01063   0.003724         71        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    200/499      4.32G    0.01381    0.01063   0.003724         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    200/499      4.32G    0.01379    0.01072   0.003595         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    200/499      4.32G    0.01379    0.01072   0.003595         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    200/499      4.32G    0.01387    0.01097   0.003604         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    200/499      4.32G    0.01387    0.01097   0.003604         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    200/499      4.32G    0.01392    0.01109   0.003644         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    200/499      4.32G    0.01392    0.01109   0.003644         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    200/499      4.32G    0.01406    0.01126   0.003879         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    200/499      4.32G    0.01406    0.01126   0.003879         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    200/499      4.32G    0.01419    0.01121   0.004088         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    200/499      4.32G    0.01419    0.01121   0.004088         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    200/499      4.32G    0.01415    0.01125    0.00397         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    200/499      4.32G    0.01415    0.01125    0.00397         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.13it/s]
    200/499      4.32G    0.01414    0.01133   0.003914         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.13it/s]
    200/499      4.32G    0.01414    0.01133   0.003914         87        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    200/499      4.32G    0.01412    0.01121   0.003911         60        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    200/499      4.32G    0.01412    0.01121   0.003911         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    200/499      4.32G    0.01411    0.01125   0.003851         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    200/499      4.32G    0.01411    0.01125   0.003851         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
    200/499      4.32G     0.0141    0.01121   0.003919         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
    200/499      4.32G     0.0141    0.01121   0.003919         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    200/499      4.32G    0.01401    0.01121   0.003883         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    200/499      4.32G    0.01401    0.01121   0.003883         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    200/499      4.32G    0.01403    0.01119    0.00387         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    200/499      4.32G    0.01403    0.01119    0.00387         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    200/499      4.32G    0.01404    0.01121   0.003918         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    200/499      4.32G    0.01404    0.01121   0.003918         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    200/499      4.32G    0.01403    0.01112   0.003989         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    200/499      4.32G    0.01403    0.01112   0.003989         60        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    200/499      4.32G    0.01406    0.01112   0.003992         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    200/499      4.32G    0.01406    0.01112   0.003992         70        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
    200/499      4.32G    0.01408    0.01112    0.00392         63        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
    200/499      4.32G    0.01408    0.01112    0.00392         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    200/499      4.32G    0.01406    0.01111   0.003966         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    200/499      4.32G    0.01406    0.01111   0.003966         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    200/499      4.32G    0.01406     0.0111   0.004019         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    200/499      4.32G    0.01406     0.0111   0.004019         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    200/499      4.32G    0.01411    0.01116   0.004107         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    200/499      4.32G    0.01411    0.01116   0.004107         77        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    200/499      4.32G    0.01412    0.01119   0.004089         72        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    200/499      4.32G    0.01412    0.01119   0.004089         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    200/499      4.32G    0.01412    0.01117   0.004071         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    200/499      4.32G    0.01412    0.01117   0.004071         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    200/499      4.32G    0.01409    0.01123   0.004126         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    200/499      4.32G    0.01409    0.01123   0.004126         89        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    200/499      4.32G    0.01411    0.01121   0.004084         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    200/499      4.32G    0.01411    0.01121   0.004084         36        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    200/499      4.32G    0.01411    0.01121   0.004084         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.896      0.854      0.888      0.758

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    201/499      4.32G    0.01319   0.009644   0.005764         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    201/499      4.32G    0.01319   0.009644   0.005764         64        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    201/499      4.32G    0.01436   0.009771    0.00578         57        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    201/499      4.32G    0.01436   0.009771    0.00578         57        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    201/499      4.32G    0.01554    0.01002   0.005099         62        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    201/499      4.32G    0.01554    0.01002   0.005099         62        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    201/499      4.32G    0.01573    0.01042   0.005079         64        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    201/499      4.32G    0.01573    0.01042   0.005079         64        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    201/499      4.32G    0.01516    0.01001   0.005608         65        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    201/499      4.32G    0.01516    0.01001   0.005608         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    201/499      4.32G    0.01495    0.01026   0.006538         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    201/499      4.32G    0.01495    0.01026   0.006538         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    201/499      4.32G    0.01475    0.01034   0.005896         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    201/499      4.32G    0.01475    0.01034   0.005896         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    201/499      4.32G    0.01477    0.01065   0.005578         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    201/499      4.32G    0.01477    0.01065   0.005578         83        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    201/499      4.32G    0.01492    0.01048   0.005547         59        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    201/499      4.32G    0.01492    0.01048   0.005547         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    201/499      4.32G    0.01493    0.01082   0.005478         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    201/499      4.32G    0.01493    0.01082   0.005478         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    201/499      4.32G    0.01495    0.01078   0.005263         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    201/499      4.32G    0.01495    0.01078   0.005263         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    201/499      4.32G    0.01489    0.01084   0.004932         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    201/499      4.32G    0.01489    0.01084   0.004932         65        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    201/499      4.32G    0.01493    0.01112   0.004739         86        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    201/499      4.32G    0.01493    0.01112   0.004739         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    201/499      4.32G    0.01487    0.01131   0.004562         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    201/499      4.32G    0.01487    0.01131   0.004562         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    201/499      4.32G    0.01483    0.01124   0.004547         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    201/499      4.32G    0.01483    0.01124   0.004547         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    201/499      4.32G    0.01484    0.01129   0.004429         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    201/499      4.32G    0.01484    0.01129   0.004429         72        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    201/499      4.32G    0.01471    0.01126   0.004274         69        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    201/499      4.32G    0.01471    0.01126   0.004274         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    201/499      4.32G    0.01461    0.01124   0.004187         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    201/499      4.32G    0.01461    0.01124   0.004187         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    201/499      4.32G    0.01449    0.01105   0.004092         53        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    201/499      4.32G    0.01449    0.01105   0.004092         53        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    201/499      4.32G     0.0145    0.01114   0.004176         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    201/499      4.32G     0.0145    0.01114   0.004176         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    201/499      4.32G    0.01445    0.01117   0.004135         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    201/499      4.32G    0.01445    0.01117   0.004135         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    201/499      4.32G    0.01442    0.01132   0.004176         89        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    201/499      4.32G    0.01442    0.01132   0.004176         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    201/499      4.32G    0.01438    0.01125    0.00411         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    201/499      4.32G    0.01438    0.01125    0.00411         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    201/499      4.32G    0.01438    0.01118    0.00411         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    201/499      4.32G    0.01438    0.01118    0.00411         70        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    201/499      4.32G    0.01437    0.01136   0.004056         97        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    201/499      4.32G    0.01437    0.01136   0.004056         97        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    201/499      4.32G    0.01432    0.01131   0.003996         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    201/499      4.32G    0.01432    0.01131   0.003996         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    201/499      4.32G    0.01429    0.01124    0.00394         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    201/499      4.32G    0.01429    0.01124    0.00394         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    201/499      4.32G    0.01429    0.01132   0.003879         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    201/499      4.32G    0.01429    0.01132   0.003879         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    201/499      4.32G    0.01431    0.01135   0.003871         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    201/499      4.32G    0.01431    0.01135   0.003871         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    201/499      4.32G    0.01434    0.01139   0.003859         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    201/499      4.32G    0.01434    0.01139   0.003859         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    201/499      4.32G    0.01441    0.01142   0.003978         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    201/499      4.32G    0.01441    0.01142   0.003978         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    201/499      4.32G    0.01439    0.01147   0.004052         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    201/499      4.32G    0.01439    0.01147   0.004052         81        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    201/499      4.32G    0.01444    0.01152   0.003988         91        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    201/499      4.32G    0.01444    0.01152   0.003988         91        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    201/499      4.32G    0.01444    0.01156   0.003988         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    201/499      4.32G    0.01444    0.01156   0.003988         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    201/499      4.32G    0.01443     0.0116   0.003972         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    201/499      4.32G    0.01443     0.0116   0.003972         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    201/499      4.32G    0.01438    0.01162   0.003997         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    201/499      4.32G    0.01438    0.01162   0.003997         78        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    201/499      4.32G    0.01439    0.01165   0.003935         87        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    201/499      4.32G    0.01439    0.01165   0.003935         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    201/499      4.32G    0.01439    0.01169   0.004007         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    201/499      4.32G    0.01439    0.01169   0.004007         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    201/499      4.32G    0.01442    0.01175   0.003943         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    201/499      4.32G    0.01442    0.01175   0.003943         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    201/499      4.32G    0.01436    0.01176   0.003977         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    201/499      4.32G    0.01436    0.01176   0.003977         39        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    201/499      4.32G    0.01436    0.01176   0.003977         39        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.876       0.81      0.875      0.745

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    202/499      4.32G    0.01291    0.01064   0.005764         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    202/499      4.32G    0.01291    0.01064   0.005764         68        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    202/499      4.32G    0.01391    0.01229   0.005335         91        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    202/499      4.32G    0.01391    0.01229   0.005335         91        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    202/499      4.32G    0.01369    0.01113   0.004573         63        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    202/499      4.32G    0.01369    0.01113   0.004573         63        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    202/499      4.32G    0.01397    0.01118   0.004522         81        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    202/499      4.32G    0.01397    0.01118   0.004522         81        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    202/499      4.32G    0.01433    0.01119   0.005007         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    202/499      4.32G    0.01433    0.01119   0.005007         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
    202/499      4.32G     0.0141     0.0112   0.004765         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
    202/499      4.32G     0.0141     0.0112   0.004765         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    202/499      4.32G    0.01422    0.01109   0.004414         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    202/499      4.32G    0.01422    0.01109   0.004414         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    202/499      4.32G    0.01432    0.01125   0.004472         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    202/499      4.32G    0.01432    0.01125   0.004472         77        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    202/499      4.32G    0.01414    0.01121    0.00411         72        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    202/499      4.32G    0.01414    0.01121    0.00411         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    202/499      4.32G    0.01432    0.01142   0.004211         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    202/499      4.32G    0.01432    0.01142   0.004211         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    202/499      4.32G    0.01437    0.01155   0.003966         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    202/499      4.32G    0.01437    0.01155   0.003966         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    202/499      4.32G    0.01443    0.01146   0.003794         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    202/499      4.32G    0.01443    0.01146   0.003794         60        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    202/499      4.32G    0.01464     0.0113   0.003964         57        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    202/499      4.32G    0.01464     0.0113   0.003964         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    202/499      4.32G    0.01481    0.01138   0.003904         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    202/499      4.32G    0.01481    0.01138   0.003904         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    202/499      4.32G    0.01483    0.01159   0.003804         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    202/499      4.32G    0.01483    0.01159   0.003804         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    202/499      4.32G    0.01484    0.01147   0.003779         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    202/499      4.32G    0.01484    0.01147   0.003779         64        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    202/499      4.32G    0.01473    0.01149   0.003745         76        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    202/499      4.32G    0.01473    0.01149   0.003745         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    202/499      4.32G    0.01473    0.01162   0.003758         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    202/499      4.32G    0.01473    0.01162   0.003758         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    202/499      4.32G    0.01468    0.01154   0.003809         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    202/499      4.32G    0.01468    0.01154   0.003809         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    202/499      4.32G    0.01457    0.01143    0.00372         58        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    202/499      4.32G    0.01457    0.01143    0.00372         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    202/499      4.32G    0.01464     0.0115      0.004         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    202/499      4.32G    0.01464     0.0115      0.004         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    202/499      4.32G    0.01461    0.01158   0.004297         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    202/499      4.32G    0.01461    0.01158   0.004297         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    202/499      4.32G     0.0146    0.01155   0.004315         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    202/499      4.32G     0.0146    0.01155   0.004315         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    202/499      4.32G    0.01454    0.01156   0.004311         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    202/499      4.32G    0.01454    0.01156   0.004311         79        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    202/499      4.32G    0.01448    0.01153   0.004416         74        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    202/499      4.32G    0.01448    0.01153   0.004416         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    202/499      4.32G    0.01454    0.01143   0.004373         57        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    202/499      4.32G    0.01454    0.01143   0.004373         57        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    202/499      4.32G    0.01453     0.0114   0.004298         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    202/499      4.32G    0.01453     0.0114   0.004298         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    202/499      4.32G    0.01452    0.01141   0.004272         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    202/499      4.32G    0.01452    0.01141   0.004272         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    202/499      4.32G    0.01449    0.01147   0.004243         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    202/499      4.32G    0.01449    0.01147   0.004243         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    202/499      4.32G    0.01451    0.01141   0.004219         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    202/499      4.32G    0.01451    0.01141   0.004219         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    202/499      4.32G     0.0145    0.01144   0.004175         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    202/499      4.32G     0.0145    0.01144   0.004175         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    202/499      4.32G    0.01451    0.01143   0.004172         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    202/499      4.32G    0.01451    0.01143   0.004172         72        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    202/499      4.32G     0.0145    0.01148   0.004144         84        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    202/499      4.32G     0.0145    0.01148   0.004144         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    202/499      4.32G    0.01445    0.01141   0.004054         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    202/499      4.32G    0.01445    0.01141   0.004054         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    202/499      4.32G    0.01444    0.01145    0.00399         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    202/499      4.32G    0.01444    0.01145    0.00399         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    202/499      4.32G    0.01444    0.01146   0.003935         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    202/499      4.32G    0.01444    0.01146   0.003935         74        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    202/499      4.32G     0.0144    0.01146   0.003879         84        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    202/499      4.32G     0.0144    0.01146   0.003879         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    202/499      4.32G    0.01443    0.01156   0.003874         96        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    202/499      4.32G    0.01443    0.01156   0.003874         96        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    202/499      4.32G    0.01445    0.01157   0.003855         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    202/499      4.32G    0.01445    0.01157   0.003855         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.11it/s]
    202/499      4.32G    0.01444    0.01157   0.003813         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.11it/s]
    202/499      4.32G    0.01444    0.01157   0.003813         38        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    202/499      4.32G    0.01444    0.01157   0.003813         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.854      0.901      0.892      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    203/499      4.32G    0.01549    0.01374   0.002866         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    203/499      4.32G    0.01549    0.01374   0.002866         85        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    203/499      4.32G    0.01532     0.0125   0.003266         71        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    203/499      4.32G    0.01532     0.0125   0.003266         71        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    203/499      4.32G    0.01478    0.01238   0.003923         80        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    203/499      4.32G    0.01478    0.01238   0.003923         80        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    203/499      4.32G    0.01488    0.01227   0.003594         73        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    203/499      4.32G    0.01488    0.01227   0.003594         73        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    203/499      4.32G    0.01477    0.01241   0.003759         86        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    203/499      4.32G    0.01477    0.01241   0.003759         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    203/499      4.32G    0.01442     0.0121   0.004328         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    203/499      4.32G    0.01442     0.0121   0.004328         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    203/499      4.32G    0.01423    0.01191   0.003889         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    203/499      4.32G    0.01423    0.01191   0.003889         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    203/499      4.32G    0.01433    0.01169   0.004084         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    203/499      4.32G    0.01433    0.01169   0.004084         61        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    203/499      4.32G    0.01413    0.01145   0.004098         70        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    203/499      4.32G    0.01413    0.01145   0.004098         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    203/499      4.32G    0.01414    0.01151   0.004295         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    203/499      4.32G    0.01414    0.01151   0.004295         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    203/499      4.32G    0.01416    0.01133   0.004703         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    203/499      4.32G    0.01416    0.01133   0.004703         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    203/499      4.32G    0.01406     0.0113   0.005158         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    203/499      4.32G    0.01406     0.0113   0.005158         75        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    203/499      4.32G    0.01397    0.01125   0.004847         74        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    203/499      4.32G    0.01397    0.01125   0.004847         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    203/499      4.32G     0.0141    0.01131   0.005003         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    203/499      4.32G     0.0141    0.01131   0.005003         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    203/499      4.32G    0.01419    0.01131   0.004905         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    203/499      4.32G    0.01419    0.01131   0.004905         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    203/499      4.32G    0.01417    0.01133   0.004905         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    203/499      4.32G    0.01417    0.01133   0.004905         81        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    203/499      4.32G    0.01416    0.01153   0.004832         96        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    203/499      4.32G    0.01416    0.01153   0.004832         96        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    203/499      4.32G    0.01413    0.01137   0.004622         58        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    203/499      4.32G    0.01413    0.01137   0.004622         58        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    203/499      4.32G    0.01415    0.01149   0.004456         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    203/499      4.32G    0.01415    0.01149   0.004456         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    203/499      4.32G    0.01422    0.01155   0.004432         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    203/499      4.32G    0.01422    0.01155   0.004432         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    203/499      4.32G    0.01418    0.01156   0.004377         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    203/499      4.32G    0.01418    0.01156   0.004377         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    203/499      4.32G    0.01408     0.0115   0.004335         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    203/499      4.32G    0.01408     0.0115   0.004335         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    203/499      4.32G     0.0141    0.01147     0.0043         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    203/499      4.32G     0.0141    0.01147     0.0043         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    203/499      4.32G    0.01401    0.01145   0.004382         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    203/499      4.32G    0.01401    0.01145   0.004382         77        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    203/499      4.32G    0.01406    0.01143   0.004325         66        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    203/499      4.32G    0.01406    0.01143   0.004325         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    203/499      4.32G    0.01405    0.01152   0.004393         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    203/499      4.32G    0.01405    0.01152   0.004393         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
    203/499      4.32G    0.01414    0.01147   0.004534         59        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
    203/499      4.32G    0.01414    0.01147   0.004534         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    203/499      4.32G    0.01415    0.01149   0.004457         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    203/499      4.32G    0.01415    0.01149   0.004457         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    203/499      4.32G    0.01416    0.01155   0.004431         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    203/499      4.32G    0.01416    0.01155   0.004431         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.06it/s]
    203/499      4.32G    0.01416    0.01159   0.004426         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.06it/s]
    203/499      4.32G    0.01416    0.01159   0.004426         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    203/499      4.32G    0.01415    0.01157   0.004385         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    203/499      4.32G    0.01415    0.01157   0.004385         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    203/499      4.32G    0.01414     0.0116   0.004379         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    203/499      4.32G    0.01414     0.0116   0.004379         81        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
    203/499      4.32G    0.01416    0.01165   0.004311         82        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
    203/499      4.32G    0.01416    0.01165   0.004311         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    203/499      4.32G    0.01415    0.01172   0.004261         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    203/499      4.32G    0.01415    0.01172   0.004261         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    203/499      4.32G    0.01413    0.01178   0.004262         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    203/499      4.32G    0.01413    0.01178   0.004262         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    203/499      4.32G     0.0141    0.01177   0.004215         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    203/499      4.32G     0.0141    0.01177   0.004215         72        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    203/499      4.32G    0.01409    0.01174   0.004175         75        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    203/499      4.32G    0.01409    0.01174   0.004175         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    203/499      4.32G    0.01405    0.01162   0.004115         49        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    203/499      4.32G    0.01405    0.01162   0.004115         49        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    203/499      4.32G    0.01405    0.01156    0.00411         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    203/499      4.32G    0.01405    0.01156    0.00411         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    203/499      4.32G    0.01412    0.01158   0.004126         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    203/499      4.32G    0.01412    0.01158   0.004126         34        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    203/499      4.32G    0.01412    0.01158   0.004126         34        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263       0.88       0.86       0.88      0.757

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    204/499      4.32G    0.01532    0.01275   0.006682         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    204/499      4.32G    0.01532    0.01275   0.006682         72        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    204/499      4.32G    0.01536    0.01308    0.00462         84        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    204/499      4.32G    0.01536    0.01308    0.00462         84        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    204/499      4.32G    0.01479    0.01219    0.00406         78        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    204/499      4.32G    0.01479    0.01219    0.00406         78        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    204/499      4.32G    0.01512     0.0119   0.004174         69        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    204/499      4.32G    0.01512     0.0119   0.004174         69        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    204/499      4.32G    0.01487    0.01174   0.003867         78        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    204/499      4.32G    0.01487    0.01174   0.003867         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    204/499      4.32G    0.01477    0.01205    0.00366         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    204/499      4.32G    0.01477    0.01205    0.00366         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    204/499      4.32G    0.01485    0.01193   0.003675         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    204/499      4.32G    0.01485    0.01193   0.003675         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    204/499      4.32G    0.01485    0.01191   0.003394         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    204/499      4.32G    0.01485    0.01191   0.003394         76        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    204/499      4.32G    0.01485    0.01246   0.003363         95        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    204/499      4.32G    0.01485    0.01246   0.003363         95        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    204/499      4.32G    0.01465    0.01241   0.003573         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    204/499      4.32G    0.01465    0.01241   0.003573         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    204/499      4.32G    0.01459    0.01242   0.003611         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    204/499      4.32G    0.01459    0.01242   0.003611         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    204/499      4.32G    0.01464    0.01239   0.003652         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    204/499      4.32G    0.01464    0.01239   0.003652         81        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    204/499      4.32G    0.01474    0.01223   0.003501         64        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    204/499      4.32G    0.01474    0.01223   0.003501         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    204/499      4.32G    0.01476    0.01258   0.003483        108        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    204/499      4.32G    0.01476    0.01258   0.003483        108        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    204/499      4.32G    0.01479    0.01253   0.003557         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    204/499      4.32G    0.01479    0.01253   0.003557         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    204/499      4.32G    0.01474    0.01257   0.003485         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    204/499      4.32G    0.01474    0.01257   0.003485         84        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    204/499      4.32G    0.01472    0.01249   0.003621         74        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    204/499      4.32G    0.01472    0.01249   0.003621         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    204/499      4.32G    0.01476    0.01251   0.003609         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    204/499      4.32G    0.01476    0.01251   0.003609         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    204/499      4.32G    0.01473    0.01255   0.003608         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    204/499      4.32G    0.01473    0.01255   0.003608         88        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
    204/499      4.32G    0.01461    0.01246   0.003546         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
    204/499      4.32G    0.01461    0.01246   0.003546         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    204/499      4.32G    0.01457    0.01233   0.003511         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    204/499      4.32G    0.01457    0.01233   0.003511         62        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    204/499      4.32G    0.01451    0.01217   0.003431         63        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    204/499      4.32G    0.01451    0.01217   0.003431         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    204/499      4.32G    0.01449    0.01212   0.003492         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    204/499      4.32G    0.01449    0.01212   0.003492         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    204/499      4.32G    0.01446    0.01206   0.003649         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    204/499      4.32G    0.01446    0.01206   0.003649         64        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    204/499      4.32G    0.01445    0.01198    0.00355         65        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    204/499      4.32G    0.01445    0.01198    0.00355         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
    204/499      4.32G    0.01452    0.01211    0.00359         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
    204/499      4.32G    0.01452    0.01211    0.00359         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    204/499      4.32G    0.01446     0.0121   0.003513         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    204/499      4.32G    0.01446     0.0121   0.003513         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    204/499      4.32G    0.01447    0.01208   0.003534         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    204/499      4.32G    0.01447    0.01208   0.003534         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
    204/499      4.32G    0.01454     0.0121   0.003708         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
    204/499      4.32G    0.01454     0.0121   0.003708         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    204/499      4.32G    0.01452    0.01217   0.003751         91        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    204/499      4.32G    0.01452    0.01217   0.003751         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    204/499      4.32G    0.01453    0.01217   0.003799         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    204/499      4.32G    0.01453    0.01217   0.003799         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    204/499      4.32G    0.01448    0.01215   0.003819         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    204/499      4.32G    0.01448    0.01215   0.003819         75        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    204/499      4.32G    0.01451    0.01221    0.00383         84        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    204/499      4.32G    0.01451    0.01221    0.00383         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    204/499      4.32G    0.01451    0.01221   0.003799         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    204/499      4.32G    0.01451    0.01221   0.003799         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    204/499      4.32G    0.01447    0.01213   0.003722         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    204/499      4.32G    0.01447    0.01213   0.003722         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    204/499      4.32G    0.01444    0.01214   0.003697         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    204/499      4.32G    0.01444    0.01214   0.003697         78        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    204/499      4.32G    0.01444    0.01219   0.003668         86        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    204/499      4.32G    0.01444    0.01219   0.003668         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    204/499      4.32G    0.01436    0.01212   0.003635         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    204/499      4.32G    0.01436    0.01212   0.003635         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    204/499      4.32G    0.01436    0.01211   0.003661         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    204/499      4.32G    0.01436    0.01211   0.003661         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    204/499      4.32G     0.0144    0.01212   0.003685         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    204/499      4.32G     0.0144    0.01212   0.003685         35        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    204/499      4.32G     0.0144    0.01212   0.003685         35        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.893       0.87       0.89      0.758

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    205/499      4.32G    0.01394    0.01289   0.001898         86        640:   0%|          | 0/40 [00:00<?, ?it/s]
    205/499      4.32G    0.01394    0.01289   0.001898         86        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    205/499      4.32G    0.01377    0.01152   0.002817         55        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    205/499      4.32G    0.01377    0.01152   0.002817         55        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    205/499      4.32G    0.01397    0.01176   0.002306         83        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    205/499      4.32G    0.01397    0.01176   0.002306         83        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    205/499      4.32G    0.01455    0.01249   0.002299         84        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    205/499      4.32G    0.01455    0.01249   0.002299         84        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    205/499      4.32G    0.01441    0.01211   0.002344         72        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    205/499      4.32G    0.01441    0.01211   0.002344         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    205/499      4.32G    0.01412    0.01225   0.002509         89        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    205/499      4.32G    0.01412    0.01225   0.002509         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    205/499      4.32G    0.01412     0.0123   0.002462         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    205/499      4.32G    0.01412     0.0123   0.002462         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    205/499      4.32G    0.01409    0.01192   0.002867         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    205/499      4.32G    0.01409    0.01192   0.002867         57        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    205/499      4.32G    0.01423    0.01208   0.003015         80        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    205/499      4.32G    0.01423    0.01208   0.003015         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    205/499      4.32G     0.0142    0.01191    0.00334         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    205/499      4.32G     0.0142    0.01191    0.00334         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    205/499      4.32G    0.01405    0.01178   0.003483         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    205/499      4.32G    0.01405    0.01178   0.003483         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    205/499      4.32G    0.01396    0.01163   0.003604         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    205/499      4.32G    0.01396    0.01163   0.003604         64        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    205/499      4.32G    0.01403    0.01157   0.003393         63        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    205/499      4.32G    0.01403    0.01157   0.003393         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    205/499      4.32G    0.01395    0.01148   0.003246         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    205/499      4.32G    0.01395    0.01148   0.003246         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    205/499      4.32G     0.0139    0.01138   0.003227         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    205/499      4.32G     0.0139    0.01138   0.003227         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    205/499      4.32G    0.01382    0.01142    0.00311         89        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    205/499      4.32G    0.01382    0.01142    0.00311         89        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    205/499      4.32G    0.01385    0.01157    0.00307         83        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    205/499      4.32G    0.01385    0.01157    0.00307         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    205/499      4.32G    0.01377    0.01152   0.002976         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    205/499      4.32G    0.01377    0.01152   0.002976         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    205/499      4.32G    0.01372    0.01145   0.003056         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    205/499      4.32G    0.01372    0.01145   0.003056         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    205/499      4.32G    0.01367    0.01134   0.002988         59        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    205/499      4.32G    0.01367    0.01134   0.002988         59        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    205/499      4.32G    0.01365    0.01127   0.003013         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    205/499      4.32G    0.01365    0.01127   0.003013         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
    205/499      4.32G    0.01368    0.01132   0.003151         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    205/499      4.32G    0.01368    0.01132   0.003151         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    205/499      4.32G    0.01363    0.01135   0.003079         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    205/499      4.32G    0.01363    0.01135   0.003079         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    205/499      4.32G     0.0136    0.01128   0.003042         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    205/499      4.32G     0.0136    0.01128   0.003042         66        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    205/499      4.32G    0.01362    0.01125   0.002951         59        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    205/499      4.32G    0.01362    0.01125   0.002951         59        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    205/499      4.32G    0.01355    0.01117   0.002956         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    205/499      4.32G    0.01355    0.01117   0.002956         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    205/499      4.32G    0.01363    0.01124   0.003016         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    205/499      4.32G    0.01363    0.01124   0.003016         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    205/499      4.32G    0.01368    0.01129   0.002956         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    205/499      4.32G    0.01368    0.01129   0.002956         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    205/499      4.32G    0.01361    0.01123    0.00289         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    205/499      4.32G    0.01361    0.01123    0.00289         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    205/499      4.32G    0.01356    0.01118    0.00314         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    205/499      4.32G    0.01356    0.01118    0.00314         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    205/499      4.32G    0.01354    0.01119    0.00309         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    205/499      4.32G    0.01354    0.01119    0.00309         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    205/499      4.32G    0.01353    0.01119   0.003054         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    205/499      4.32G    0.01353    0.01119   0.003054         81        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    205/499      4.32G    0.01353    0.01119   0.003038         74        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    205/499      4.32G    0.01353    0.01119   0.003038         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    205/499      4.32G     0.0135    0.01119   0.002981         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    205/499      4.32G     0.0135    0.01119   0.002981         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    205/499      4.32G    0.01352    0.01122   0.003019         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    205/499      4.32G    0.01352    0.01122   0.003019         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    205/499      4.32G    0.01349    0.01123   0.003051         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    205/499      4.32G    0.01349    0.01123   0.003051         83        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    205/499      4.32G    0.01349    0.01124   0.003057         79        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    205/499      4.32G    0.01349    0.01124   0.003057         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    205/499      4.32G    0.01347     0.0112   0.003171         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    205/499      4.32G    0.01347     0.0112   0.003171         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    205/499      4.32G    0.01345    0.01118   0.003207         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    205/499      4.32G    0.01345    0.01118   0.003207         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    205/499      4.32G    0.01349    0.01118   0.003196         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    205/499      4.32G    0.01349    0.01118   0.003196         38        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    205/499      4.32G    0.01349    0.01118   0.003196         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.43it/s]
                   all        132        263      0.863      0.863      0.889      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    206/499      4.32G    0.01263    0.01173   0.004814         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    206/499      4.32G    0.01263    0.01173   0.004814         78        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    206/499      4.32G    0.01373    0.01208    0.00458         76        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    206/499      4.32G    0.01373    0.01208    0.00458         76        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    206/499      4.32G    0.01371    0.01201   0.004375         77        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    206/499      4.32G    0.01371    0.01201   0.004375         77        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    206/499      4.32G    0.01393    0.01168   0.005833         66        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    206/499      4.32G    0.01393    0.01168   0.005833         66        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    206/499      4.32G    0.01373    0.01183   0.005335         75        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    206/499      4.32G    0.01373    0.01183   0.005335         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    206/499      4.32G    0.01378    0.01146   0.005328         54        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    206/499      4.32G    0.01378    0.01146   0.005328         54        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    206/499      4.32G    0.01364    0.01067   0.005012         49        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    206/499      4.32G    0.01364    0.01067   0.005012         49        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    206/499      4.32G    0.01358     0.0105   0.004571         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    206/499      4.32G    0.01358     0.0105   0.004571         61        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    206/499      4.32G    0.01392    0.01028    0.00447         56        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    206/499      4.32G    0.01392    0.01028    0.00447         56        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    206/499      4.32G    0.01387    0.01057   0.004254         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    206/499      4.32G    0.01387    0.01057   0.004254         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    206/499      4.32G    0.01394    0.01081   0.004072         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    206/499      4.32G    0.01394    0.01081   0.004072         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    206/499      4.32G    0.01406    0.01081   0.003911         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    206/499      4.32G    0.01406    0.01081   0.003911         67        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    206/499      4.32G    0.01398     0.0108   0.003719         68        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    206/499      4.32G    0.01398     0.0108   0.003719         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    206/499      4.32G    0.01403    0.01074   0.003903         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    206/499      4.32G    0.01403    0.01074   0.003903         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    206/499      4.32G    0.01408    0.01074   0.004216         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    206/499      4.32G    0.01408    0.01074   0.004216         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    206/499      4.32G      0.014    0.01074   0.004055         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    206/499      4.32G      0.014    0.01074   0.004055         75        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    206/499      4.32G    0.01399    0.01091   0.004001         86        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    206/499      4.32G    0.01399    0.01091   0.004001         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    206/499      4.32G    0.01396    0.01105   0.003887         88        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    206/499      4.32G    0.01396    0.01105   0.003887         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    206/499      4.32G    0.01403    0.01101   0.004101         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    206/499      4.32G    0.01403    0.01101   0.004101         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    206/499      4.32G    0.01407    0.01096   0.004266         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    206/499      4.32G    0.01407    0.01096   0.004266         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    206/499      4.32G    0.01407    0.01094   0.004229         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    206/499      4.32G    0.01407    0.01094   0.004229         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    206/499      4.32G    0.01414    0.01084   0.004291         56        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    206/499      4.32G    0.01414    0.01084   0.004291         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    206/499      4.32G    0.01408    0.01086   0.004234         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    206/499      4.32G    0.01408    0.01086   0.004234         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    206/499      4.32G    0.01404    0.01089   0.004177         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    206/499      4.32G    0.01404    0.01089   0.004177         76        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    206/499      4.32G    0.01404    0.01085   0.004149         74        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    206/499      4.32G    0.01404    0.01085   0.004149         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    206/499      4.32G    0.01401    0.01078   0.004107         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    206/499      4.32G    0.01401    0.01078   0.004107         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    206/499      4.32G    0.01413    0.01088   0.004062         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    206/499      4.32G    0.01413    0.01088   0.004062         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    206/499      4.32G    0.01413    0.01088   0.004064         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    206/499      4.32G    0.01413    0.01088   0.004064         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    206/499      4.32G    0.01409    0.01083   0.003981         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    206/499      4.32G    0.01409    0.01083   0.003981         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    206/499      4.32G    0.01411    0.01088   0.003916         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    206/499      4.32G    0.01411    0.01088   0.003916         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    206/499      4.32G    0.01412    0.01081   0.003948         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    206/499      4.32G    0.01412    0.01081   0.003948         62        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    206/499      4.32G    0.01407     0.0108    0.00384         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    206/499      4.32G    0.01407     0.0108    0.00384         70        640:  80%|########  | 32/40 [00:06<00:01,  5.14it/s]
    206/499      4.32G    0.01407    0.01083   0.003924         79        640:  80%|########  | 32/40 [00:06<00:01,  5.14it/s]
    206/499      4.32G    0.01407    0.01083   0.003924         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    206/499      4.32G    0.01407    0.01085   0.004036         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    206/499      4.32G    0.01407    0.01085   0.004036         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    206/499      4.32G    0.01407    0.01093   0.004082         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    206/499      4.32G    0.01407    0.01093   0.004082         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    206/499      4.32G    0.01405    0.01087   0.003997         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    206/499      4.32G    0.01405    0.01087   0.003997         64        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    206/499      4.32G    0.01407    0.01088   0.003933         70        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    206/499      4.32G    0.01407    0.01088   0.003933         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    206/499      4.32G    0.01407    0.01089   0.003945         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    206/499      4.32G    0.01407    0.01089   0.003945         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.07it/s]
    206/499      4.32G     0.0141    0.01103   0.003996         93        640:  95%|#########5| 38/40 [00:07<00:00,  5.07it/s]
    206/499      4.32G     0.0141    0.01103   0.003996         93        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    206/499      4.32G    0.01407    0.01103   0.003936         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    206/499      4.32G    0.01407    0.01103   0.003936         38        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    206/499      4.32G    0.01407    0.01103   0.003936         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.851      0.886      0.887      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    207/499      4.32G    0.01513    0.01165    0.00189         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    207/499      4.32G    0.01513    0.01165    0.00189         76        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    207/499      4.32G    0.01512    0.01116   0.002097         60        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    207/499      4.32G    0.01512    0.01116   0.002097         60        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    207/499      4.32G     0.0142    0.01085   0.002711         66        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    207/499      4.32G     0.0142    0.01085   0.002711         66        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    207/499      4.32G     0.0143    0.01045   0.002454         57        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    207/499      4.32G     0.0143    0.01045   0.002454         57        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    207/499      4.32G    0.01397    0.01069   0.002599         84        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    207/499      4.32G    0.01397    0.01069   0.002599         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    207/499      4.32G    0.01391    0.01094   0.002514         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    207/499      4.32G    0.01391    0.01094   0.002514         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    207/499      4.32G    0.01417    0.01115   0.002724         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    207/499      4.32G    0.01417    0.01115   0.002724         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    207/499      4.32G    0.01429    0.01111   0.002866         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    207/499      4.32G    0.01429    0.01111   0.002866         73        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    207/499      4.32G    0.01408     0.0108   0.002851         58        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    207/499      4.32G    0.01408     0.0108   0.002851         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    207/499      4.32G    0.01446    0.01102   0.003164         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    207/499      4.32G    0.01446    0.01102   0.003164         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    207/499      4.32G    0.01454    0.01126    0.00321         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    207/499      4.32G    0.01454    0.01126    0.00321         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    207/499      4.32G    0.01463     0.0113   0.003199         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    207/499      4.32G    0.01463     0.0113   0.003199         70        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    207/499      4.32G    0.01451    0.01135   0.003189         82        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    207/499      4.32G    0.01451    0.01135   0.003189         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    207/499      4.32G     0.0145    0.01116    0.00327         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    207/499      4.32G     0.0145    0.01116    0.00327         58        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    207/499      4.32G     0.0145    0.01134   0.003258         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    207/499      4.32G     0.0145    0.01134   0.003258         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    207/499      4.32G    0.01446    0.01146   0.003438         94        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    207/499      4.32G    0.01446    0.01146   0.003438         94        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    207/499      4.32G     0.0145    0.01178   0.003609         93        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    207/499      4.32G     0.0145    0.01178   0.003609         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    207/499      4.32G    0.01444    0.01172   0.003727         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    207/499      4.32G    0.01444    0.01172   0.003727         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    207/499      4.32G    0.01438    0.01169   0.003618         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    207/499      4.32G    0.01438    0.01169   0.003618         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    207/499      4.32G    0.01438    0.01171   0.003624         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    207/499      4.32G    0.01438    0.01171   0.003624         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    207/499      4.32G     0.0144    0.01174   0.003522         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    207/499      4.32G     0.0144    0.01174   0.003522         87        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    207/499      4.32G    0.01436    0.01169   0.003521         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    207/499      4.32G    0.01436    0.01169   0.003521         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    207/499      4.32G    0.01438    0.01167   0.003498         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    207/499      4.32G    0.01438    0.01167   0.003498         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    207/499      4.32G    0.01438    0.01174   0.003461         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    207/499      4.32G    0.01438    0.01174   0.003461         87        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    207/499      4.32G    0.01445    0.01173   0.003454         67        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    207/499      4.32G    0.01445    0.01173   0.003454         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    207/499      4.32G    0.01445    0.01182   0.003507         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    207/499      4.32G    0.01445    0.01182   0.003507         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    207/499      4.32G    0.01449    0.01179   0.003501         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    207/499      4.32G    0.01449    0.01179   0.003501         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
    207/499      4.32G    0.01443    0.01187    0.00345         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
    207/499      4.32G    0.01443    0.01187    0.00345         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    207/499      4.32G    0.01443    0.01184   0.003495         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    207/499      4.32G    0.01443    0.01184   0.003495         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    207/499      4.32G    0.01435    0.01174   0.003567         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    207/499      4.32G    0.01435    0.01174   0.003567         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    207/499      4.32G    0.01436    0.01174   0.003593         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    207/499      4.32G    0.01436    0.01174   0.003593         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    207/499      4.32G    0.01436    0.01169    0.00355         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    207/499      4.32G    0.01436    0.01169    0.00355         68        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    207/499      4.32G    0.01435    0.01169   0.003542         78        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    207/499      4.32G    0.01435    0.01169   0.003542         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    207/499      4.32G    0.01431    0.01167    0.00347         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    207/499      4.32G    0.01431    0.01167    0.00347         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    207/499      4.32G    0.01428    0.01169    0.00346         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    207/499      4.32G    0.01428    0.01169    0.00346         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    207/499      4.32G    0.01428    0.01171   0.003452         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    207/499      4.32G    0.01428    0.01171   0.003452         78        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    207/499      4.32G    0.01422     0.0117   0.003404         80        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    207/499      4.32G    0.01422     0.0117   0.003404         80        640:  92%|#########2| 37/40 [00:06<00:00,  5.20it/s]
    207/499      4.32G    0.01424    0.01167   0.003366         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    207/499      4.32G    0.01424    0.01167   0.003366         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    207/499      4.32G    0.01424    0.01175   0.003397         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    207/499      4.32G    0.01424    0.01175   0.003397         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    207/499      4.32G    0.01419    0.01172   0.003338         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    207/499      4.32G    0.01419    0.01172   0.003338         38        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    207/499      4.32G    0.01419    0.01172   0.003338         38        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.817      0.911      0.905      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    208/499      4.32G    0.01602    0.01232   0.003601         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    208/499      4.32G    0.01602    0.01232   0.003601         78        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    208/499      4.32G     0.0154    0.01307   0.003198         87        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    208/499      4.32G     0.0154    0.01307   0.003198         87        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    208/499      4.32G    0.01525    0.01242   0.003985         65        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    208/499      4.32G    0.01525    0.01242   0.003985         65        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    208/499      4.32G    0.01513    0.01225   0.003982         74        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    208/499      4.32G    0.01513    0.01225   0.003982         74        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    208/499      4.32G    0.01505    0.01183   0.005236         63        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    208/499      4.32G    0.01505    0.01183   0.005236         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    208/499      4.32G    0.01499    0.01207   0.005317         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    208/499      4.32G    0.01499    0.01207   0.005317         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    208/499      4.32G    0.01469    0.01172   0.005081         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    208/499      4.32G    0.01469    0.01172   0.005081         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    208/499      4.32G    0.01439    0.01161   0.004908         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    208/499      4.32G    0.01439    0.01161   0.004908         76        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    208/499      4.32G    0.01434    0.01136   0.004555         68        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    208/499      4.32G    0.01434    0.01136   0.004555         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    208/499      4.32G    0.01429    0.01139   0.004235         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    208/499      4.32G    0.01429    0.01139   0.004235         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    208/499      4.32G    0.01441    0.01135   0.004416         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    208/499      4.32G    0.01441    0.01135   0.004416         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    208/499      4.32G    0.01433    0.01131   0.004282         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    208/499      4.32G    0.01433    0.01131   0.004282         72        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    208/499      4.32G    0.01441    0.01151   0.004312         80        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    208/499      4.32G    0.01441    0.01151   0.004312         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    208/499      4.32G    0.01442    0.01145   0.004144         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    208/499      4.32G    0.01442    0.01145   0.004144         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    208/499      4.32G    0.01434    0.01143   0.004061         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    208/499      4.32G    0.01434    0.01143   0.004061         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    208/499      4.32G    0.01424    0.01148   0.004068         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    208/499      4.32G    0.01424    0.01148   0.004068         83        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    208/499      4.32G    0.01428    0.01174   0.004047         93        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    208/499      4.32G    0.01428    0.01174   0.004047         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    208/499      4.32G    0.01421    0.01182   0.004112         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    208/499      4.32G    0.01421    0.01182   0.004112         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    208/499      4.32G    0.01422    0.01175   0.003984         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    208/499      4.32G    0.01422    0.01175   0.003984         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    208/499      4.32G    0.01418    0.01173   0.003874         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    208/499      4.32G    0.01418    0.01173   0.003874         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    208/499      4.32G    0.01414    0.01164   0.004005         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    208/499      4.32G    0.01414    0.01164   0.004005         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.15it/s]
    208/499      4.32G    0.01403    0.01158   0.003893         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
    208/499      4.32G    0.01403    0.01158   0.003893         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    208/499      4.32G    0.01395    0.01152   0.003862         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    208/499      4.32G    0.01395    0.01152   0.003862         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    208/499      4.32G    0.01392     0.0115   0.003816         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    208/499      4.32G    0.01392     0.0115   0.003816         69        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    208/499      4.32G    0.01392    0.01146   0.003867         72        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    208/499      4.32G    0.01392    0.01146   0.003867         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    208/499      4.32G    0.01397    0.01152    0.00387         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    208/499      4.32G    0.01397    0.01152    0.00387         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    208/499      4.32G      0.014     0.0114   0.004009         55        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    208/499      4.32G      0.014     0.0114   0.004009         55        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    208/499      4.32G    0.01388     0.0113   0.003893         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    208/499      4.32G    0.01388     0.0113   0.003893         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    208/499      4.32G    0.01389    0.01135   0.003816         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    208/499      4.32G    0.01389    0.01135   0.003816         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    208/499      4.32G     0.0139    0.01139   0.003735         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    208/499      4.32G     0.0139    0.01139   0.003735         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    208/499      4.32G    0.01394    0.01148   0.003887         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    208/499      4.32G    0.01394    0.01148   0.003887         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    208/499      4.32G    0.01393    0.01147   0.003851         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    208/499      4.32G    0.01393    0.01147   0.003851         74        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    208/499      4.32G    0.01393     0.0115   0.003814         77        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    208/499      4.32G    0.01393     0.0115   0.003814         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    208/499      4.32G    0.01398     0.0115   0.003761         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    208/499      4.32G    0.01398     0.0115   0.003761         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    208/499      4.32G    0.01393    0.01144   0.003738         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    208/499      4.32G    0.01393    0.01144   0.003738         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    208/499      4.32G    0.01392    0.01139   0.003825         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    208/499      4.32G    0.01392    0.01139   0.003825         64        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    208/499      4.32G    0.01391    0.01138   0.003788         75        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    208/499      4.32G    0.01391    0.01138   0.003788         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    208/499      4.32G    0.01392    0.01134   0.003792         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    208/499      4.32G    0.01392    0.01134   0.003792         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    208/499      4.32G    0.01393    0.01132    0.00383         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    208/499      4.32G    0.01393    0.01132    0.00383         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    208/499      4.32G    0.01402     0.0114   0.003948         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    208/499      4.32G    0.01402     0.0114   0.003948         44        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    208/499      4.32G    0.01402     0.0114   0.003948         44        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.847      0.836      0.876      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    209/499      4.32G    0.01272    0.01332   0.004032         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    209/499      4.32G    0.01272    0.01332   0.004032         89        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    209/499      4.32G    0.01347    0.01256   0.002807         73        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    209/499      4.32G    0.01347    0.01256   0.002807         73        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    209/499      4.32G    0.01369    0.01221   0.003118         76        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    209/499      4.32G    0.01369    0.01221   0.003118         76        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    209/499      4.32G    0.01423    0.01221    0.00334         76        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    209/499      4.32G    0.01423    0.01221    0.00334         76        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    209/499      4.32G    0.01443    0.01203   0.003429         75        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    209/499      4.32G    0.01443    0.01203   0.003429         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    209/499      4.32G     0.0144    0.01214   0.003848         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    209/499      4.32G     0.0144    0.01214   0.003848         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    209/499      4.32G     0.0142    0.01198   0.003719         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    209/499      4.32G     0.0142    0.01198   0.003719         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    209/499      4.32G    0.01409    0.01167   0.003454         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    209/499      4.32G    0.01409    0.01167   0.003454         57        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    209/499      4.32G    0.01413    0.01151   0.003375         68        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    209/499      4.32G    0.01413    0.01151   0.003375         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    209/499      4.32G    0.01412    0.01156   0.003272         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    209/499      4.32G    0.01412    0.01156   0.003272         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    209/499      4.32G    0.01384    0.01123   0.003189         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    209/499      4.32G    0.01384    0.01123   0.003189         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    209/499      4.32G    0.01387    0.01131   0.003276         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    209/499      4.32G    0.01387    0.01131   0.003276         76        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    209/499      4.32G    0.01365    0.01135   0.003224         82        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    209/499      4.32G    0.01365    0.01135   0.003224         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    209/499      4.32G    0.01362    0.01124   0.003175         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    209/499      4.32G    0.01362    0.01124   0.003175         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    209/499      4.32G    0.01353    0.01127   0.003075         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    209/499      4.32G    0.01353    0.01127   0.003075         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    209/499      4.32G    0.01347    0.01128   0.003186         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    209/499      4.32G    0.01347    0.01128   0.003186         78        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    209/499      4.32G    0.01351    0.01132   0.003132         74        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    209/499      4.32G    0.01351    0.01132   0.003132         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    209/499      4.32G    0.01354    0.01143   0.003179         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    209/499      4.32G    0.01354    0.01143   0.003179         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    209/499      4.32G    0.01354    0.01137   0.003109         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    209/499      4.32G    0.01354    0.01137   0.003109         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    209/499      4.32G    0.01354    0.01142   0.003076         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    209/499      4.32G    0.01354    0.01142   0.003076         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    209/499      4.32G    0.01363    0.01149   0.003126         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    209/499      4.32G    0.01363    0.01149   0.003126         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    209/499      4.32G    0.01362    0.01141   0.003405         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    209/499      4.32G    0.01362    0.01141   0.003405         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    209/499      4.32G    0.01361    0.01133   0.003332         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    209/499      4.32G    0.01361    0.01133   0.003332         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    209/499      4.32G    0.01361    0.01129   0.003307         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    209/499      4.32G    0.01361    0.01129   0.003307         81        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    209/499      4.32G    0.01362    0.01122   0.003362         68        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    209/499      4.32G    0.01362    0.01122   0.003362         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    209/499      4.32G    0.01363    0.01125   0.003291         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    209/499      4.32G    0.01363    0.01125   0.003291         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.16it/s]
    209/499      4.32G    0.01362    0.01124   0.003282         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
    209/499      4.32G    0.01362    0.01124   0.003282         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    209/499      4.32G    0.01363    0.01111   0.003347         54        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    209/499      4.32G    0.01363    0.01111   0.003347         54        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    209/499      4.32G     0.0136    0.01102   0.003386         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    209/499      4.32G     0.0136    0.01102   0.003386         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    209/499      4.32G    0.01359    0.01105   0.003358         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    209/499      4.32G    0.01359    0.01105   0.003358         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    209/499      4.32G    0.01361    0.01109   0.003371         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    209/499      4.32G    0.01361    0.01109   0.003371         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    209/499      4.32G    0.01359    0.01103   0.003319         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    209/499      4.32G    0.01359    0.01103   0.003319         70        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    209/499      4.32G    0.01361    0.01106   0.003291         85        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    209/499      4.32G    0.01361    0.01106   0.003291         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    209/499      4.32G    0.01365    0.01117   0.003313         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    209/499      4.32G    0.01365    0.01117   0.003313         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    209/499      4.32G    0.01361    0.01118   0.003248         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    209/499      4.32G    0.01361    0.01118   0.003248         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    209/499      4.32G    0.01363    0.01119   0.003245         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    209/499      4.32G    0.01363    0.01119   0.003245         68        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    209/499      4.32G    0.01361    0.01119   0.003263         77        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    209/499      4.32G    0.01361    0.01119   0.003263         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    209/499      4.32G    0.01362    0.01119   0.003243         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    209/499      4.32G    0.01362    0.01119   0.003243         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    209/499      4.32G    0.01356    0.01112   0.003196         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    209/499      4.32G    0.01356    0.01112   0.003196         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    209/499      4.32G    0.01357    0.01111   0.003164         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    209/499      4.32G    0.01357    0.01111   0.003164         34        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    209/499      4.32G    0.01357    0.01111   0.003164         34        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263       0.83      0.839      0.868      0.737

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    210/499      4.32G    0.01376    0.01117   0.003523         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    210/499      4.32G    0.01376    0.01117   0.003523         73        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    210/499      4.32G    0.01357    0.01295   0.003238         93        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    210/499      4.32G    0.01357    0.01295   0.003238         93        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    210/499      4.32G    0.01373    0.01387   0.003159         92        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    210/499      4.32G    0.01373    0.01387   0.003159         92        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    210/499      4.32G    0.01418    0.01395   0.002998         87        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    210/499      4.32G    0.01418    0.01395   0.002998         87        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    210/499      4.32G    0.01427    0.01374    0.00339         77        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    210/499      4.32G    0.01427    0.01374    0.00339         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    210/499      4.32G    0.01419    0.01338   0.003892         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    210/499      4.32G    0.01419    0.01338   0.003892         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    210/499      4.32G    0.01408     0.0132    0.00352         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    210/499      4.32G    0.01408     0.0132    0.00352         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    210/499      4.32G    0.01394    0.01274   0.003192         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    210/499      4.32G    0.01394    0.01274   0.003192         72        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    210/499      4.32G    0.01443     0.0125   0.003396         65        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    210/499      4.32G    0.01443     0.0125   0.003396         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    210/499      4.32G     0.0142    0.01246   0.003514         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    210/499      4.32G     0.0142    0.01246   0.003514         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    210/499      4.32G    0.01427    0.01244   0.003412         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    210/499      4.32G    0.01427    0.01244   0.003412         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    210/499      4.32G    0.01427    0.01234   0.003336         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    210/499      4.32G    0.01427    0.01234   0.003336         74        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    210/499      4.32G    0.01409     0.0121   0.003176         66        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    210/499      4.32G    0.01409     0.0121   0.003176         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    210/499      4.32G    0.01412    0.01212   0.003184         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    210/499      4.32G    0.01412    0.01212   0.003184         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    210/499      4.32G    0.01403    0.01206   0.003083         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    210/499      4.32G    0.01403    0.01206   0.003083         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    210/499      4.32G      0.014    0.01212   0.003126         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    210/499      4.32G      0.014    0.01212   0.003126         78        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    210/499      4.32G      0.014    0.01203    0.00311         75        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    210/499      4.32G      0.014    0.01203    0.00311         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    210/499      4.32G    0.01386    0.01191    0.00299         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    210/499      4.32G    0.01386    0.01191    0.00299         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    210/499      4.32G    0.01388    0.01182   0.003016         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    210/499      4.32G    0.01388    0.01182   0.003016         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    210/499      4.32G     0.0139    0.01193    0.00296         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    210/499      4.32G     0.0139    0.01193    0.00296         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    210/499      4.32G     0.0139    0.01182   0.003133         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    210/499      4.32G     0.0139    0.01182   0.003133         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    210/499      4.32G    0.01395    0.01181   0.003259         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    210/499      4.32G    0.01395    0.01181   0.003259         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    210/499      4.32G    0.01391    0.01182   0.003215         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    210/499      4.32G    0.01391    0.01182   0.003215         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    210/499      4.32G    0.01384    0.01173   0.003236         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    210/499      4.32G    0.01384    0.01173   0.003236         70        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    210/499      4.32G    0.01388    0.01177   0.003188         76        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    210/499      4.32G    0.01388    0.01177   0.003188         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    210/499      4.32G     0.0138    0.01167   0.003227         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    210/499      4.32G     0.0138    0.01167   0.003227         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    210/499      4.32G     0.0138    0.01161   0.003282         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    210/499      4.32G     0.0138    0.01161   0.003282         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    210/499      4.32G    0.01385    0.01153   0.003189         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    210/499      4.32G    0.01385    0.01153   0.003189         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    210/499      4.32G    0.01381    0.01149   0.003129         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    210/499      4.32G    0.01381    0.01149   0.003129         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    210/499      4.32G    0.01382    0.01152   0.003143         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    210/499      4.32G    0.01382    0.01152   0.003143         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    210/499      4.32G    0.01389    0.01157    0.00313         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    210/499      4.32G    0.01389    0.01157    0.00313         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    210/499      4.32G    0.01384    0.01155   0.003085         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    210/499      4.32G    0.01384    0.01155   0.003085         71        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    210/499      4.32G    0.01382    0.01159   0.003068         85        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    210/499      4.32G    0.01382    0.01159   0.003068         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    210/499      4.32G    0.01381    0.01172   0.003015         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    210/499      4.32G    0.01381    0.01172   0.003015         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    210/499      4.32G    0.01381    0.01171   0.003024         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    210/499      4.32G    0.01381    0.01171   0.003024         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    210/499      4.32G    0.01381    0.01166   0.002991         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    210/499      4.32G    0.01381    0.01166   0.002991         67        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    210/499      4.32G    0.01379    0.01164   0.002945         76        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    210/499      4.32G    0.01379    0.01164   0.002945         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    210/499      4.32G    0.01377    0.01167   0.002903         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    210/499      4.32G    0.01377    0.01167   0.002903         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    210/499      4.32G    0.01376    0.01161   0.002855         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    210/499      4.32G    0.01376    0.01161   0.002855         62        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    210/499      4.32G    0.01379    0.01165   0.002881         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    210/499      4.32G    0.01379    0.01165   0.002881         41        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
    210/499      4.32G    0.01379    0.01165   0.002881         41        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.38it/s]
                   all        132        263      0.839      0.803      0.843      0.728

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    211/499      4.32G    0.01534    0.01314   0.002837         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    211/499      4.32G    0.01534    0.01314   0.002837         82        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    211/499      4.32G    0.01528     0.0121   0.002706         72        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    211/499      4.32G    0.01528     0.0121   0.002706         72        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    211/499      4.32G     0.0143    0.01089   0.001933         60        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    211/499      4.32G     0.0143    0.01089   0.001933         60        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    211/499      4.32G    0.01439    0.01115   0.001797         72        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    211/499      4.32G    0.01439    0.01115   0.001797         72        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    211/499      4.32G    0.01415    0.01091   0.001776         68        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    211/499      4.32G    0.01415    0.01091   0.001776         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    211/499      4.32G    0.01426    0.01121   0.002048         86        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    211/499      4.32G    0.01426    0.01121   0.002048         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
    211/499      4.32G    0.01406    0.01097   0.002064         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
    211/499      4.32G    0.01406    0.01097   0.002064         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    211/499      4.32G     0.0142     0.0111   0.002362         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    211/499      4.32G     0.0142     0.0111   0.002362         67        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    211/499      4.32G    0.01425    0.01123   0.002237         77        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    211/499      4.32G    0.01425    0.01123   0.002237         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    211/499      4.32G    0.01435    0.01142   0.002165         78        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    211/499      4.32G    0.01435    0.01142   0.002165         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    211/499      4.32G    0.01419    0.01133   0.002181         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    211/499      4.32G    0.01419    0.01133   0.002181         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    211/499      4.32G    0.01422     0.0114   0.002179         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    211/499      4.32G    0.01422     0.0114   0.002179         79        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
    211/499      4.32G    0.01419    0.01143   0.002575         71        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
    211/499      4.32G    0.01419    0.01143   0.002575         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    211/499      4.32G    0.01411     0.0114   0.002637         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    211/499      4.32G    0.01411     0.0114   0.002637         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    211/499      4.32G    0.01401    0.01142   0.002625         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    211/499      4.32G    0.01401    0.01142   0.002625         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.13it/s]
    211/499      4.32G    0.01415    0.01146   0.002703         66        640:  38%|###7      | 15/40 [00:03<00:04,  5.13it/s]
    211/499      4.32G    0.01415    0.01146   0.002703         66        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    211/499      4.32G    0.01414    0.01145   0.002701         76        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    211/499      4.32G    0.01414    0.01145   0.002701         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    211/499      4.32G    0.01416    0.01147   0.002688         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    211/499      4.32G    0.01416    0.01147   0.002688         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    211/499      4.32G    0.01407    0.01136   0.002576         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    211/499      4.32G    0.01407    0.01136   0.002576         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    211/499      4.32G    0.01414    0.01139    0.00263         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    211/499      4.32G    0.01414    0.01139    0.00263         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    211/499      4.32G    0.01413    0.01132   0.002589         61        640:  50%|#####     | 20/40 [00:04<00:03,  5.36it/s]
    211/499      4.32G    0.01413    0.01132   0.002589         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
    211/499      4.32G    0.01413    0.01126   0.002578         59        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
    211/499      4.32G    0.01413    0.01126   0.002578         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    211/499      4.32G    0.01408    0.01119   0.002545         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    211/499      4.32G    0.01408    0.01119   0.002545         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    211/499      4.32G    0.01399    0.01123    0.00249         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    211/499      4.32G    0.01399    0.01123    0.00249         84        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    211/499      4.32G    0.01406     0.0112   0.002483         66        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    211/499      4.32G    0.01406     0.0112   0.002483         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    211/499      4.32G    0.01406    0.01118   0.002467         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    211/499      4.32G    0.01406    0.01118   0.002467         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    211/499      4.32G    0.01403     0.0112   0.002436         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    211/499      4.32G    0.01403     0.0112   0.002436         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    211/499      4.32G    0.01401    0.01115    0.00242         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    211/499      4.32G    0.01401    0.01115    0.00242         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    211/499      4.32G      0.014    0.01114   0.002519         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    211/499      4.32G      0.014    0.01114   0.002519         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    211/499      4.32G    0.01396    0.01109   0.002487         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    211/499      4.32G    0.01396    0.01109   0.002487         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    211/499      4.32G    0.01402    0.01102   0.002454         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    211/499      4.32G    0.01402    0.01102   0.002454         60        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    211/499      4.32G    0.01395    0.01097   0.002428         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    211/499      4.32G    0.01395    0.01097   0.002428         66        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    211/499      4.32G    0.01398    0.01095   0.002511         67        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
    211/499      4.32G    0.01398    0.01095   0.002511         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    211/499      4.32G    0.01395    0.01097   0.002473         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    211/499      4.32G    0.01395    0.01097   0.002473         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    211/499      4.32G      0.014    0.01097   0.002588         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    211/499      4.32G      0.014    0.01097   0.002588         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    211/499      4.32G    0.01402    0.01104   0.002615         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    211/499      4.32G    0.01402    0.01104   0.002615         82        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    211/499      4.32G    0.01398    0.01102   0.002622         75        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
    211/499      4.32G    0.01398    0.01102   0.002622         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    211/499      4.32G    0.01396    0.01107   0.002616         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    211/499      4.32G    0.01396    0.01107   0.002616         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    211/499      4.32G    0.01393    0.01104   0.002616         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    211/499      4.32G    0.01393    0.01104   0.002616         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.09it/s]
    211/499      4.32G    0.01387    0.01103   0.002676         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.09it/s]
    211/499      4.32G    0.01387    0.01103   0.002676         39        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    211/499      4.32G    0.01387    0.01103   0.002676         39        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263       0.94      0.816        0.9      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    212/499      4.32G     0.0141    0.01214   0.006529         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    212/499      4.32G     0.0141    0.01214   0.006529         81        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    212/499      4.32G    0.01366    0.01229   0.004461         87        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    212/499      4.32G    0.01366    0.01229   0.004461         87        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    212/499      4.32G    0.01369    0.01151   0.004007         61        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    212/499      4.32G    0.01369    0.01151   0.004007         61        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    212/499      4.32G    0.01361    0.01161   0.003486         84        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    212/499      4.32G    0.01361    0.01161   0.003486         84        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    212/499      4.32G    0.01361    0.01143   0.003571         76        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    212/499      4.32G    0.01361    0.01143   0.003571         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    212/499      4.32G    0.01343     0.0114   0.003133         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    212/499      4.32G    0.01343     0.0114   0.003133         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    212/499      4.32G    0.01327     0.0111   0.003013         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    212/499      4.32G    0.01327     0.0111   0.003013         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    212/499      4.32G    0.01329     0.0114      0.003         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    212/499      4.32G    0.01329     0.0114      0.003         88        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
    212/499      4.32G    0.01329    0.01113   0.003236         65        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
    212/499      4.32G    0.01329    0.01113   0.003236         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    212/499      4.32G    0.01339      0.011   0.003359         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    212/499      4.32G    0.01339      0.011   0.003359         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    212/499      4.32G     0.0135     0.0111   0.003296         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    212/499      4.32G     0.0135     0.0111   0.003296         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    212/499      4.32G    0.01346    0.01104   0.003159         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    212/499      4.32G    0.01346    0.01104   0.003159         70        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    212/499      4.32G    0.01347    0.01102   0.003249         60        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    212/499      4.32G    0.01347    0.01102   0.003249         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    212/499      4.32G    0.01343    0.01092   0.003179         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    212/499      4.32G    0.01343    0.01092   0.003179         66        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    212/499      4.32G    0.01347    0.01072   0.003323         57        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    212/499      4.32G    0.01347    0.01072   0.003323         57        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    212/499      4.32G    0.01353    0.01079   0.003187         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    212/499      4.32G    0.01353    0.01079   0.003187         74        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    212/499      4.32G    0.01359    0.01089   0.003108         92        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    212/499      4.32G    0.01359    0.01089   0.003108         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    212/499      4.32G    0.01353    0.01092   0.003084         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    212/499      4.32G    0.01353    0.01092   0.003084         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    212/499      4.32G    0.01363    0.01096   0.003076         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    212/499      4.32G    0.01363    0.01096   0.003076         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    212/499      4.32G    0.01366    0.01092   0.003018         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    212/499      4.32G    0.01366    0.01092   0.003018         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    212/499      4.32G    0.01376      0.011   0.003269         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    212/499      4.32G    0.01376      0.011   0.003269         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    212/499      4.32G    0.01371    0.01106   0.003478         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    212/499      4.32G    0.01371    0.01106   0.003478         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    212/499      4.32G    0.01363      0.011   0.003457         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    212/499      4.32G    0.01363      0.011   0.003457         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.13it/s]
    212/499      4.32G    0.01365    0.01093   0.003407         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.13it/s]
    212/499      4.32G    0.01365    0.01093   0.003407         57        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    212/499      4.32G    0.01367    0.01092   0.003469         69        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    212/499      4.32G    0.01367    0.01092   0.003469         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    212/499      4.32G    0.01367    0.01096   0.003662         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    212/499      4.32G    0.01367    0.01096   0.003662         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    212/499      4.32G    0.01369    0.01107   0.003587         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    212/499      4.32G    0.01369    0.01107   0.003587         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    212/499      4.32G    0.01367    0.01111   0.003551         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    212/499      4.32G    0.01367    0.01111   0.003551         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    212/499      4.32G    0.01371    0.01122   0.003503         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    212/499      4.32G    0.01371    0.01122   0.003503         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    212/499      4.32G    0.01372    0.01116   0.003465         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    212/499      4.32G    0.01372    0.01116   0.003465         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    212/499      4.32G    0.01374    0.01117   0.003498         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    212/499      4.32G    0.01374    0.01117   0.003498         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    212/499      4.32G    0.01374    0.01109   0.003445         58        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    212/499      4.32G    0.01374    0.01109   0.003445         58        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    212/499      4.32G    0.01376    0.01112    0.00342         71        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    212/499      4.32G    0.01376    0.01112    0.00342         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    212/499      4.32G    0.01377    0.01118   0.003393         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    212/499      4.32G    0.01377    0.01118   0.003393         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    212/499      4.32G    0.01381     0.0112    0.00352         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    212/499      4.32G    0.01381     0.0112    0.00352         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    212/499      4.32G     0.0138    0.01118   0.003454         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    212/499      4.32G     0.0138    0.01118   0.003454         64        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    212/499      4.32G    0.01379    0.01117   0.003389         71        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    212/499      4.32G    0.01379    0.01117   0.003389         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    212/499      4.32G    0.01384    0.01117   0.003434         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    212/499      4.32G    0.01384    0.01117   0.003434         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
    212/499      4.32G    0.01387     0.0112   0.003421         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
    212/499      4.32G    0.01387     0.0112   0.003421         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    212/499      4.32G    0.01387    0.01128   0.003449         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    212/499      4.32G    0.01387    0.01128   0.003449         46        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    212/499      4.32G    0.01387    0.01128   0.003449         46        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.38it/s]
                   all        132        263      0.845      0.916      0.897      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    213/499      4.32G    0.01434    0.01022     0.0025         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    213/499      4.32G    0.01434    0.01022     0.0025         68        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    213/499      4.32G    0.01551    0.01044   0.002621         64        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    213/499      4.32G    0.01551    0.01044   0.002621         64        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    213/499      4.32G    0.01519     0.0111   0.003462         80        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    213/499      4.32G    0.01519     0.0111   0.003462         80        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    213/499      4.32G    0.01501     0.0112   0.004431         73        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    213/499      4.32G    0.01501     0.0112   0.004431         73        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    213/499      4.32G    0.01494    0.01167   0.003941         84        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    213/499      4.32G    0.01494    0.01167   0.003941         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    213/499      4.32G    0.01453    0.01111   0.003881         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    213/499      4.32G    0.01453    0.01111   0.003881         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    213/499      4.32G     0.0145    0.01125   0.003737         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    213/499      4.32G     0.0145    0.01125   0.003737         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    213/499      4.32G    0.01455     0.0114   0.003613         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    213/499      4.32G    0.01455     0.0114   0.003613         79        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    213/499      4.32G    0.01457    0.01158   0.003655         83        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    213/499      4.32G    0.01457    0.01158   0.003655         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    213/499      4.32G    0.01465    0.01138   0.003624         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    213/499      4.32G    0.01465    0.01138   0.003624         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    213/499      4.32G    0.01462    0.01125   0.003798         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    213/499      4.32G    0.01462    0.01125   0.003798         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    213/499      4.32G    0.01459    0.01137   0.003734         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    213/499      4.32G    0.01459    0.01137   0.003734         88        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    213/499      4.32G    0.01456    0.01167   0.003634         97        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    213/499      4.32G    0.01456    0.01167   0.003634         97        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    213/499      4.32G    0.01458    0.01168    0.00358         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    213/499      4.32G    0.01458    0.01168    0.00358         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    213/499      4.32G    0.01452    0.01153   0.003483         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    213/499      4.32G    0.01452    0.01153   0.003483         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    213/499      4.32G    0.01447    0.01165   0.003464         95        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    213/499      4.32G    0.01447    0.01165   0.003464         95        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    213/499      4.32G    0.01439    0.01165   0.003444         70        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    213/499      4.32G    0.01439    0.01165   0.003444         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    213/499      4.32G    0.01444    0.01167   0.003468         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    213/499      4.32G    0.01444    0.01167   0.003468         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    213/499      4.32G    0.01442    0.01172   0.003512         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    213/499      4.32G    0.01442    0.01172   0.003512         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    213/499      4.32G    0.01439    0.01164   0.003396         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    213/499      4.32G    0.01439    0.01164   0.003396         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    213/499      4.32G    0.01436    0.01166   0.003387         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    213/499      4.32G    0.01436    0.01166   0.003387         85        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    213/499      4.32G    0.01435    0.01161   0.003339         59        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    213/499      4.32G    0.01435    0.01161   0.003339         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    213/499      4.32G    0.01429    0.01156   0.003308         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    213/499      4.32G    0.01429    0.01156   0.003308         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    213/499      4.32G    0.01423    0.01147   0.003216         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    213/499      4.32G    0.01423    0.01147   0.003216         67        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    213/499      4.32G    0.01431    0.01137   0.003302         59        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    213/499      4.32G    0.01431    0.01137   0.003302         59        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    213/499      4.32G    0.01424     0.0113   0.003266         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    213/499      4.32G    0.01424     0.0113   0.003266         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    213/499      4.32G    0.01419    0.01139   0.003186         90        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    213/499      4.32G    0.01419    0.01139   0.003186         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    213/499      4.32G    0.01414    0.01136   0.003234         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    213/499      4.32G    0.01414    0.01136   0.003234         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    213/499      4.32G    0.01414    0.01135   0.003243         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    213/499      4.32G    0.01414    0.01135   0.003243         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    213/499      4.32G    0.01413    0.01141   0.003294         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    213/499      4.32G    0.01413    0.01141   0.003294         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    213/499      4.32G    0.01405    0.01137   0.003233         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    213/499      4.32G    0.01405    0.01137   0.003233         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    213/499      4.32G    0.01411    0.01136   0.003281         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    213/499      4.32G    0.01411    0.01136   0.003281         72        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    213/499      4.32G    0.01405    0.01128   0.003231         59        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    213/499      4.32G    0.01405    0.01128   0.003231         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    213/499      4.32G    0.01413    0.01141   0.003281         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    213/499      4.32G    0.01413    0.01141   0.003281         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    213/499      4.32G     0.0142    0.01137   0.003272         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    213/499      4.32G     0.0142    0.01137   0.003272         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    213/499      4.32G    0.01419    0.01134   0.003223         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    213/499      4.32G    0.01419    0.01134   0.003223         77        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    213/499      4.32G    0.01416     0.0114   0.003203         83        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    213/499      4.32G    0.01416     0.0114   0.003203         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    213/499      4.32G    0.01412    0.01135   0.003129         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    213/499      4.32G    0.01412    0.01135   0.003129         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    213/499      4.32G    0.01412    0.01134   0.003088         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    213/499      4.32G    0.01412    0.01134   0.003088         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    213/499      4.32G    0.01416    0.01136   0.003084         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    213/499      4.32G    0.01416    0.01136   0.003084         34        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    213/499      4.32G    0.01416    0.01136   0.003084         34        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.879      0.865      0.902      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    214/499      4.32G    0.01473    0.01359   0.005346         86        640:   0%|          | 0/40 [00:00<?, ?it/s]
    214/499      4.32G    0.01473    0.01359   0.005346         86        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    214/499      4.32G    0.01442    0.01311   0.005003         82        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    214/499      4.32G    0.01442    0.01311   0.005003         82        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    214/499      4.32G    0.01523    0.01211   0.004946         60        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    214/499      4.32G    0.01523    0.01211   0.004946         60        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    214/499      4.32G    0.01464    0.01137   0.004038         66        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    214/499      4.32G    0.01464    0.01137   0.004038         66        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    214/499      4.32G    0.01457    0.01135   0.004038         72        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    214/499      4.32G    0.01457    0.01135   0.004038         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
    214/499      4.32G    0.01466    0.01164   0.004517         84        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
    214/499      4.32G    0.01466    0.01164   0.004517         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    214/499      4.32G    0.01439    0.01147   0.004194         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    214/499      4.32G    0.01439    0.01147   0.004194         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    214/499      4.32G    0.01429    0.01147   0.004057         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    214/499      4.32G    0.01429    0.01147   0.004057         73        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    214/499      4.32G    0.01425     0.0113   0.004548         67        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    214/499      4.32G    0.01425     0.0113   0.004548         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    214/499      4.32G    0.01428    0.01146   0.004663         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    214/499      4.32G    0.01428    0.01146   0.004663         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    214/499      4.32G    0.01435    0.01157   0.004602         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    214/499      4.32G    0.01435    0.01157   0.004602         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    214/499      4.32G    0.01422     0.0115   0.004453         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    214/499      4.32G    0.01422     0.0115   0.004453         75        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    214/499      4.32G    0.01442    0.01165   0.004431         87        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    214/499      4.32G    0.01442    0.01165   0.004431         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    214/499      4.32G    0.01456    0.01174   0.004349         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    214/499      4.32G    0.01456    0.01174   0.004349         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    214/499      4.32G     0.0145     0.0117   0.004125         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    214/499      4.32G     0.0145     0.0117   0.004125         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
    214/499      4.32G    0.01443    0.01174   0.004128         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
    214/499      4.32G    0.01443    0.01174   0.004128         75        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    214/499      4.32G    0.01432     0.0117   0.004185         73        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    214/499      4.32G    0.01432     0.0117   0.004185         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    214/499      4.32G    0.01418    0.01162   0.004014         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    214/499      4.32G    0.01418    0.01162   0.004014         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    214/499      4.32G    0.01418    0.01159   0.003843         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    214/499      4.32G    0.01418    0.01159   0.003843         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    214/499      4.32G     0.0143    0.01169     0.0039         87        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    214/499      4.32G     0.0143    0.01169     0.0039         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    214/499      4.32G    0.01436    0.01176   0.003888         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    214/499      4.32G    0.01436    0.01176   0.003888         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    214/499      4.32G    0.01434    0.01176   0.003829         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    214/499      4.32G    0.01434    0.01176   0.003829         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    214/499      4.32G     0.0143    0.01174   0.003747         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    214/499      4.32G     0.0143    0.01174   0.003747         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    214/499      4.32G    0.01429    0.01182   0.003705         93        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    214/499      4.32G    0.01429    0.01182   0.003705         93        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    214/499      4.32G    0.01429    0.01174   0.003717         68        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    214/499      4.32G    0.01429    0.01174   0.003717         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    214/499      4.32G    0.01423    0.01175   0.003672         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    214/499      4.32G    0.01423    0.01175   0.003672         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    214/499      4.32G    0.01416    0.01174   0.003816         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    214/499      4.32G    0.01416    0.01174   0.003816         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    214/499      4.32G    0.01411    0.01179   0.003735         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    214/499      4.32G    0.01411    0.01179   0.003735         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    214/499      4.32G    0.01408    0.01171   0.003669         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    214/499      4.32G    0.01408    0.01171   0.003669         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    214/499      4.32G    0.01398    0.01166   0.003737         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    214/499      4.32G    0.01398    0.01166   0.003737         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    214/499      4.32G    0.01393    0.01164   0.003687         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    214/499      4.32G    0.01393    0.01164   0.003687         86        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    214/499      4.32G    0.01392    0.01167   0.003677         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    214/499      4.32G    0.01392    0.01167   0.003677         83        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    214/499      4.32G     0.0139    0.01173   0.003668         97        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    214/499      4.32G     0.0139    0.01173   0.003668         97        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    214/499      4.32G    0.01391    0.01163   0.003604         54        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    214/499      4.32G    0.01391    0.01163   0.003604         54        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    214/499      4.32G    0.01389    0.01154   0.003546         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    214/499      4.32G    0.01389    0.01154   0.003546         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    214/499      4.32G    0.01391    0.01153   0.003531         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    214/499      4.32G    0.01391    0.01153   0.003531         73        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
    214/499      4.32G    0.01392    0.01152   0.003453         79        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
    214/499      4.32G    0.01392    0.01152   0.003453         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    214/499      4.32G    0.01387    0.01155   0.003431         90        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    214/499      4.32G    0.01387    0.01155   0.003431         90        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    214/499      4.32G    0.01392    0.01163    0.00343         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    214/499      4.32G    0.01392    0.01163    0.00343         89        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    214/499      4.32G      0.014    0.01161   0.003455         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    214/499      4.32G      0.014    0.01161   0.003455         33        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    214/499      4.32G      0.014    0.01161   0.003455         33        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.859       0.87      0.892      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    215/499      4.32G    0.01458    0.01402   0.007213         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    215/499      4.32G    0.01458    0.01402   0.007213         89        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    215/499      4.32G    0.01373    0.01154    0.00609         66        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    215/499      4.32G    0.01373    0.01154    0.00609         66        640:   5%|5         | 2/40 [00:00<00:07,  5.10it/s]
    215/499      4.32G    0.01465    0.01178   0.005424         67        640:   5%|5         | 2/40 [00:00<00:07,  5.10it/s]
    215/499      4.32G    0.01465    0.01178   0.005424         67        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    215/499      4.32G    0.01474    0.01219   0.005115         86        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    215/499      4.32G    0.01474    0.01219   0.005115         86        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    215/499      4.32G    0.01451     0.0118   0.004633         71        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    215/499      4.32G    0.01451     0.0118   0.004633         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    215/499      4.32G    0.01451    0.01197   0.004278         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    215/499      4.32G    0.01451    0.01197   0.004278         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    215/499      4.32G    0.01464    0.01187   0.004658         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    215/499      4.32G    0.01464    0.01187   0.004658         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    215/499      4.32G    0.01464    0.01177   0.005031         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    215/499      4.32G    0.01464    0.01177   0.005031         73        640:  20%|##        | 8/40 [00:01<00:06,  5.09it/s]
    215/499      4.32G    0.01444    0.01148   0.004617         62        640:  20%|##        | 8/40 [00:01<00:06,  5.09it/s]
    215/499      4.32G    0.01444    0.01148   0.004617         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    215/499      4.32G    0.01437    0.01161   0.004478         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    215/499      4.32G    0.01437    0.01161   0.004478         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    215/499      4.32G    0.01426    0.01126   0.004198         61        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    215/499      4.32G    0.01426    0.01126   0.004198         61        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    215/499      4.32G    0.01433     0.0113   0.004159         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    215/499      4.32G    0.01433     0.0113   0.004159         74        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    215/499      4.32G    0.01428    0.01115   0.004025         60        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    215/499      4.32G    0.01428    0.01115   0.004025         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    215/499      4.32G    0.01418    0.01113   0.003959         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    215/499      4.32G    0.01418    0.01113   0.003959         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    215/499      4.32G    0.01433    0.01115   0.003939         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    215/499      4.32G    0.01433    0.01115   0.003939         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    215/499      4.32G    0.01433    0.01118   0.003815         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    215/499      4.32G    0.01433    0.01118   0.003815         73        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    215/499      4.32G     0.0145    0.01115   0.004085         68        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    215/499      4.32G     0.0145    0.01115   0.004085         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    215/499      4.32G    0.01462    0.01114   0.004032         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    215/499      4.32G    0.01462    0.01114   0.004032         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    215/499      4.32G    0.01462    0.01122   0.003871         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    215/499      4.32G    0.01462    0.01122   0.003871         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    215/499      4.32G    0.01451    0.01128   0.003759         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    215/499      4.32G    0.01451    0.01128   0.003759         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    215/499      4.32G    0.01444    0.01123   0.003829         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    215/499      4.32G    0.01444    0.01123   0.003829         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    215/499      4.32G    0.01447    0.01132   0.003708         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    215/499      4.32G    0.01447    0.01132   0.003708         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    215/499      4.32G    0.01444    0.01125   0.003667         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    215/499      4.32G    0.01444    0.01125   0.003667         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    215/499      4.32G    0.01438    0.01127   0.003691         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    215/499      4.32G    0.01438    0.01127   0.003691         86        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    215/499      4.32G    0.01441    0.01129     0.0037         73        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    215/499      4.32G    0.01441    0.01129     0.0037         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    215/499      4.32G    0.01435    0.01135   0.003717         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    215/499      4.32G    0.01435    0.01135   0.003717         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
    215/499      4.32G    0.01431     0.0113   0.003706         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
    215/499      4.32G    0.01431     0.0113   0.003706         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    215/499      4.32G    0.01429    0.01124   0.003645         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    215/499      4.32G    0.01429    0.01124   0.003645         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    215/499      4.32G    0.01434    0.01132   0.003607         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    215/499      4.32G    0.01434    0.01132   0.003607         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    215/499      4.32G    0.01431    0.01129   0.003573         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    215/499      4.32G    0.01431    0.01129   0.003573         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    215/499      4.32G    0.01435    0.01139   0.003566         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    215/499      4.32G    0.01435    0.01139   0.003566         89        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    215/499      4.32G    0.01436    0.01139   0.003574         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    215/499      4.32G    0.01436    0.01139   0.003574         77        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    215/499      4.32G    0.01436    0.01134   0.003723         58        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    215/499      4.32G    0.01436    0.01134   0.003723         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    215/499      4.32G    0.01432    0.01133   0.003648         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    215/499      4.32G    0.01432    0.01133   0.003648         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    215/499      4.32G    0.01432    0.01132   0.003619         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    215/499      4.32G    0.01432    0.01132   0.003619         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    215/499      4.32G    0.01431    0.01131   0.003554         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    215/499      4.32G    0.01431    0.01131   0.003554         68        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    215/499      4.32G     0.0143    0.01124   0.003601         65        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    215/499      4.32G     0.0143    0.01124   0.003601         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    215/499      4.32G    0.01427     0.0113   0.003625         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    215/499      4.32G    0.01427     0.0113   0.003625         88        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
    215/499      4.32G     0.0144    0.01129   0.003602         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
    215/499      4.32G     0.0144    0.01129   0.003602         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    215/499      4.32G    0.01441    0.01134    0.00357         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    215/499      4.32G    0.01441    0.01134    0.00357         42        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    215/499      4.32G    0.01441    0.01134    0.00357         42        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.878       0.84      0.883      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    216/499      4.32G    0.01591    0.01611   0.007003        110        640:   0%|          | 0/40 [00:00<?, ?it/s]
    216/499      4.32G    0.01591    0.01611   0.007003        110        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    216/499      4.32G    0.01712    0.01383   0.005428         66        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    216/499      4.32G    0.01712    0.01383   0.005428         66        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    216/499      4.32G    0.01647    0.01312   0.005125         69        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    216/499      4.32G    0.01647    0.01312   0.005125         69        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    216/499      4.32G     0.0164    0.01287   0.004429         68        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    216/499      4.32G     0.0164    0.01287   0.004429         68        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    216/499      4.32G    0.01616    0.01361   0.004204         94        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    216/499      4.32G    0.01616    0.01361   0.004204         94        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    216/499      4.32G    0.01616    0.01347   0.003881         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    216/499      4.32G    0.01616    0.01347   0.003881         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    216/499      4.32G    0.01619    0.01348   0.004257         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    216/499      4.32G    0.01619    0.01348   0.004257         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    216/499      4.32G    0.01586    0.01297   0.004343         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    216/499      4.32G    0.01586    0.01297   0.004343         63        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    216/499      4.32G    0.01588    0.01263   0.004343         59        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    216/499      4.32G    0.01588    0.01263   0.004343         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    216/499      4.32G    0.01555     0.0126   0.004267         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    216/499      4.32G    0.01555     0.0126   0.004267         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    216/499      4.32G     0.0155    0.01261   0.004229         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    216/499      4.32G     0.0155    0.01261   0.004229         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    216/499      4.32G    0.01539    0.01241   0.004469         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    216/499      4.32G    0.01539    0.01241   0.004469         72        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    216/499      4.32G    0.01537    0.01256   0.004522         90        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    216/499      4.32G    0.01537    0.01256   0.004522         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    216/499      4.32G    0.01516    0.01238   0.004371         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    216/499      4.32G    0.01516    0.01238   0.004371         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    216/499      4.32G    0.01513    0.01223    0.00424         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    216/499      4.32G    0.01513    0.01223    0.00424         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    216/499      4.32G    0.01509    0.01199   0.004106         57        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    216/499      4.32G    0.01509    0.01199   0.004106         57        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    216/499      4.32G    0.01509    0.01215   0.004001         87        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    216/499      4.32G    0.01509    0.01215   0.004001         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    216/499      4.32G    0.01499    0.01201   0.003863         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    216/499      4.32G    0.01499    0.01201   0.003863         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    216/499      4.32G    0.01491    0.01188   0.003761         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    216/499      4.32G    0.01491    0.01188   0.003761         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    216/499      4.32G    0.01485    0.01186   0.003726         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    216/499      4.32G    0.01485    0.01186   0.003726         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    216/499      4.32G    0.01486    0.01187   0.003773         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    216/499      4.32G    0.01486    0.01187   0.003773         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    216/499      4.32G    0.01483    0.01187   0.003744         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    216/499      4.32G    0.01483    0.01187   0.003744         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    216/499      4.32G    0.01479    0.01193   0.003698         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    216/499      4.32G    0.01479    0.01193   0.003698         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    216/499      4.32G    0.01487    0.01187   0.003664         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    216/499      4.32G    0.01487    0.01187   0.003664         71        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    216/499      4.32G    0.01489    0.01183   0.003641         75        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    216/499      4.32G    0.01489    0.01183   0.003641         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    216/499      4.32G     0.0149    0.01185   0.003725         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    216/499      4.32G     0.0149    0.01185   0.003725         86        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    216/499      4.32G    0.01484    0.01181   0.003825         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    216/499      4.32G    0.01484    0.01181   0.003825         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    216/499      4.32G    0.01479    0.01184    0.00383         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    216/499      4.32G    0.01479    0.01184    0.00383         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    216/499      4.32G    0.01477    0.01192   0.003813         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    216/499      4.32G    0.01477    0.01192   0.003813         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    216/499      4.32G    0.01468    0.01184   0.003736         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    216/499      4.32G    0.01468    0.01184   0.003736         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    216/499      4.32G    0.01466    0.01187   0.003725         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    216/499      4.32G    0.01466    0.01187   0.003725         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    216/499      4.32G    0.01465    0.01185    0.00366         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    216/499      4.32G    0.01465    0.01185    0.00366         73        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    216/499      4.32G    0.01457    0.01175    0.00357         65        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    216/499      4.32G    0.01457    0.01175    0.00357         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    216/499      4.32G    0.01456     0.0117   0.003516         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    216/499      4.32G    0.01456     0.0117   0.003516         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    216/499      4.32G    0.01458    0.01175   0.003443         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    216/499      4.32G    0.01458    0.01175   0.003443         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    216/499      4.32G    0.01454    0.01171   0.003376         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    216/499      4.32G    0.01454    0.01171   0.003376         72        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    216/499      4.32G    0.01459    0.01171    0.00345         74        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    216/499      4.32G    0.01459    0.01171    0.00345         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.09it/s]
    216/499      4.32G     0.0146    0.01165     0.0034         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.09it/s]
    216/499      4.32G     0.0146    0.01165     0.0034         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    216/499      4.32G    0.01463    0.01171   0.003371         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    216/499      4.32G    0.01463    0.01171   0.003371         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    216/499      4.32G    0.01462     0.0117   0.003355         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    216/499      4.32G    0.01462     0.0117   0.003355         32        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
    216/499      4.32G    0.01462     0.0117   0.003355         32        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.38it/s]
                   all        132        263      0.878      0.858      0.888      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    217/499      4.32G    0.01669    0.01162   0.007209         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    217/499      4.32G    0.01669    0.01162   0.007209         64        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    217/499      4.32G    0.01527    0.01287    0.00522         77        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    217/499      4.32G    0.01527    0.01287    0.00522         77        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    217/499      4.32G    0.01527    0.01308   0.004817         80        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    217/499      4.32G    0.01527    0.01308   0.004817         80        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    217/499      4.32G    0.01498    0.01208   0.004461         63        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    217/499      4.32G    0.01498    0.01208   0.004461         63        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    217/499      4.32G     0.0147    0.01158   0.003724         70        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    217/499      4.32G     0.0147    0.01158   0.003724         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    217/499      4.32G    0.01465    0.01127   0.003404         58        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    217/499      4.32G    0.01465    0.01127   0.003404         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    217/499      4.32G    0.01463    0.01083   0.003184         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    217/499      4.32G    0.01463    0.01083   0.003184         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    217/499      4.32G    0.01448     0.0112   0.003105         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    217/499      4.32G    0.01448     0.0112   0.003105         85        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    217/499      4.32G    0.01439     0.0112   0.003378         65        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    217/499      4.32G    0.01439     0.0112   0.003378         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    217/499      4.32G    0.01428    0.01119   0.003154         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    217/499      4.32G    0.01428    0.01119   0.003154         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    217/499      4.32G    0.01438    0.01138   0.003119         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    217/499      4.32G    0.01438    0.01138   0.003119         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    217/499      4.32G    0.01436    0.01138   0.003193         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    217/499      4.32G    0.01436    0.01138   0.003193         72        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    217/499      4.32G    0.01443    0.01137   0.003157         71        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    217/499      4.32G    0.01443    0.01137   0.003157         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    217/499      4.32G    0.01433    0.01128   0.003083         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    217/499      4.32G    0.01433    0.01128   0.003083         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    217/499      4.32G    0.01421    0.01134   0.003082         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    217/499      4.32G    0.01421    0.01134   0.003082         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    217/499      4.32G    0.01424    0.01157   0.002988         96        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    217/499      4.32G    0.01424    0.01157   0.002988         96        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    217/499      4.32G    0.01421    0.01149   0.002878         72        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    217/499      4.32G    0.01421    0.01149   0.002878         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    217/499      4.32G    0.01428    0.01145   0.002977         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    217/499      4.32G    0.01428    0.01145   0.002977         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    217/499      4.32G    0.01428    0.01145   0.002988         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    217/499      4.32G    0.01428    0.01145   0.002988         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    217/499      4.32G    0.01413    0.01141    0.00304         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    217/499      4.32G    0.01413    0.01141    0.00304         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    217/499      4.32G    0.01414     0.0113   0.003149         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    217/499      4.32G    0.01414     0.0113   0.003149         62        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    217/499      4.32G     0.0141    0.01141   0.003053         95        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    217/499      4.32G     0.0141    0.01141   0.003053         95        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    217/499      4.32G    0.01418    0.01142   0.003083         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    217/499      4.32G    0.01418    0.01142   0.003083         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    217/499      4.32G     0.0142    0.01142   0.003013         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    217/499      4.32G     0.0142    0.01142   0.003013         72        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    217/499      4.32G    0.01419    0.01147   0.003026         93        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    217/499      4.32G    0.01419    0.01147   0.003026         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    217/499      4.32G    0.01413    0.01141   0.002994         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    217/499      4.32G    0.01413    0.01141   0.002994         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    217/499      4.32G    0.01417    0.01135   0.003148         62        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    217/499      4.32G    0.01417    0.01135   0.003148         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    217/499      4.32G    0.01419    0.01128   0.003161         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    217/499      4.32G    0.01419    0.01128   0.003161         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    217/499      4.32G    0.01411    0.01128   0.003121         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    217/499      4.32G    0.01411    0.01128   0.003121         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    217/499      4.32G     0.0141    0.01135   0.003229         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    217/499      4.32G     0.0141    0.01135   0.003229         93        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    217/499      4.32G    0.01407    0.01126    0.00319         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    217/499      4.32G    0.01407    0.01126    0.00319         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    217/499      4.32G    0.01402    0.01117   0.003135         61        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    217/499      4.32G    0.01402    0.01117   0.003135         61        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    217/499      4.32G    0.01405    0.01124   0.003115         80        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    217/499      4.32G    0.01405    0.01124   0.003115         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    217/499      4.32G    0.01404    0.01138   0.003098        107        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    217/499      4.32G    0.01404    0.01138   0.003098        107        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    217/499      4.32G    0.01401    0.01141   0.003112         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    217/499      4.32G    0.01401    0.01141   0.003112         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    217/499      4.32G    0.01398    0.01138   0.003119         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    217/499      4.32G    0.01398    0.01138   0.003119         74        640:  90%|######### | 36/40 [00:06<00:00,  5.11it/s]
    217/499      4.32G    0.01398    0.01136   0.003092         72        640:  90%|######### | 36/40 [00:07<00:00,  5.11it/s]
    217/499      4.32G    0.01398    0.01136   0.003092         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    217/499      4.32G    0.01398    0.01133   0.003038         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    217/499      4.32G    0.01398    0.01133   0.003038         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    217/499      4.32G    0.01393    0.01123   0.002979         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    217/499      4.32G    0.01393    0.01123   0.002979         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    217/499      4.32G    0.01401    0.01128   0.003053         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    217/499      4.32G    0.01401    0.01128   0.003053         35        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    217/499      4.32G    0.01401    0.01128   0.003053         35        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.884      0.851      0.872      0.753

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    218/499      4.32G    0.01346    0.01238   0.001901         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    218/499      4.32G    0.01346    0.01238   0.001901         78        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    218/499      4.32G    0.01335    0.01216   0.002641         80        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    218/499      4.32G    0.01335    0.01216   0.002641         80        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    218/499      4.32G    0.01329    0.01225   0.002245         81        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    218/499      4.32G    0.01329    0.01225   0.002245         81        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    218/499      4.32G    0.01327    0.01223   0.003572         83        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    218/499      4.32G    0.01327    0.01223   0.003572         83        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
    218/499      4.32G    0.01315     0.0121   0.003086         75        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
    218/499      4.32G    0.01315     0.0121   0.003086         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    218/499      4.32G    0.01322    0.01192   0.002959         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    218/499      4.32G    0.01322    0.01192   0.002959         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    218/499      4.32G    0.01298     0.0119   0.002863         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    218/499      4.32G    0.01298     0.0119   0.002863         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    218/499      4.32G    0.01294    0.01186   0.002802         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    218/499      4.32G    0.01294    0.01186   0.002802         87        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    218/499      4.32G    0.01313    0.01152   0.002766         58        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    218/499      4.32G    0.01313    0.01152   0.002766         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    218/499      4.32G    0.01291    0.01124   0.002734         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    218/499      4.32G    0.01291    0.01124   0.002734         59        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    218/499      4.32G    0.01308     0.0112   0.002705         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    218/499      4.32G    0.01308     0.0112   0.002705         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    218/499      4.32G    0.01312    0.01123   0.002741         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    218/499      4.32G    0.01312    0.01123   0.002741         76        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    218/499      4.32G    0.01312    0.01123   0.002744         76        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    218/499      4.32G    0.01312    0.01123   0.002744         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    218/499      4.32G     0.0131    0.01121   0.002628         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    218/499      4.32G     0.0131    0.01121   0.002628         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    218/499      4.32G    0.01322    0.01103   0.002786         52        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    218/499      4.32G    0.01322    0.01103   0.002786         52        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    218/499      4.32G    0.01326    0.01108   0.002637         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    218/499      4.32G    0.01326    0.01108   0.002637         73        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    218/499      4.32G    0.01328    0.01108   0.002615         72        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    218/499      4.32G    0.01328    0.01108   0.002615         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    218/499      4.32G    0.01324    0.01101   0.002798         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    218/499      4.32G    0.01324    0.01101   0.002798         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    218/499      4.32G    0.01327    0.01108    0.00285         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    218/499      4.32G    0.01327    0.01108    0.00285         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    218/499      4.32G    0.01314    0.01094   0.002828         60        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    218/499      4.32G    0.01314    0.01094   0.002828         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    218/499      4.32G    0.01317    0.01086   0.002849         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    218/499      4.32G    0.01317    0.01086   0.002849         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    218/499      4.32G    0.01313    0.01087   0.002822         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    218/499      4.32G    0.01313    0.01087   0.002822         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    218/499      4.32G    0.01317    0.01082   0.002784         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    218/499      4.32G    0.01317    0.01082   0.002784         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    218/499      4.32G    0.01318    0.01097   0.002783         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    218/499      4.32G    0.01318    0.01097   0.002783         85        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    218/499      4.32G    0.01325    0.01102   0.002902         87        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    218/499      4.32G    0.01325    0.01102   0.002902         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    218/499      4.32G    0.01317    0.01097   0.002812         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    218/499      4.32G    0.01317    0.01097   0.002812         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    218/499      4.32G    0.01321    0.01101   0.002914         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    218/499      4.32G    0.01321    0.01101   0.002914         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    218/499      4.32G     0.0132    0.01103   0.002925         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    218/499      4.32G     0.0132    0.01103   0.002925         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    218/499      4.32G    0.01325    0.01108   0.002989         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    218/499      4.32G    0.01325    0.01108   0.002989         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    218/499      4.32G    0.01331    0.01102   0.002991         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    218/499      4.32G    0.01331    0.01102   0.002991         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    218/499      4.32G    0.01332    0.01101   0.002955         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    218/499      4.32G    0.01332    0.01101   0.002955         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    218/499      4.32G    0.01331    0.01097   0.003048         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    218/499      4.32G    0.01331    0.01097   0.003048         72        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    218/499      4.32G     0.0133    0.01104   0.003013         87        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    218/499      4.32G     0.0133    0.01104   0.003013         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    218/499      4.32G    0.01331    0.01108   0.003098         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    218/499      4.32G    0.01331    0.01108   0.003098         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    218/499      4.32G    0.01331    0.01109   0.003167         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    218/499      4.32G    0.01331    0.01109   0.003167         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    218/499      4.32G    0.01331    0.01106   0.003117         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    218/499      4.32G    0.01331    0.01106   0.003117         70        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    218/499      4.32G    0.01328    0.01104   0.003058         73        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    218/499      4.32G    0.01328    0.01104   0.003058         73        640:  92%|#########2| 37/40 [00:06<00:00,  5.34it/s]
    218/499      4.32G    0.01331    0.01105   0.003133         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    218/499      4.32G    0.01331    0.01105   0.003133         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    218/499      4.32G    0.01328    0.01105   0.003097         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    218/499      4.32G    0.01328    0.01105   0.003097         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    218/499      4.32G    0.01325    0.01103   0.003037         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    218/499      4.32G    0.01325    0.01103   0.003037         36        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    218/499      4.32G    0.01325    0.01103   0.003037         36        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.918      0.874      0.893      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    219/499      4.32G    0.01446    0.01156   0.004553         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    219/499      4.32G    0.01446    0.01156   0.004553         78        640:   2%|2         | 1/40 [00:00<00:08,  4.85it/s]
    219/499      4.32G    0.01424    0.01123   0.004201         78        640:   2%|2         | 1/40 [00:00<00:08,  4.85it/s]
    219/499      4.32G    0.01424    0.01123   0.004201         78        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    219/499      4.32G    0.01435    0.01069   0.004694         62        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    219/499      4.32G    0.01435    0.01069   0.004694         62        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    219/499      4.32G    0.01454     0.0114   0.003843         92        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    219/499      4.32G    0.01454     0.0114   0.003843         92        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    219/499      4.32G    0.01453    0.01218   0.003789         97        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    219/499      4.32G    0.01453    0.01218   0.003789         97        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    219/499      4.32G    0.01452    0.01223   0.003437         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    219/499      4.32G    0.01452    0.01223   0.003437         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    219/499      4.32G    0.01417    0.01202   0.003258         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    219/499      4.32G    0.01417    0.01202   0.003258         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    219/499      4.32G    0.01406    0.01164   0.003113         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    219/499      4.32G    0.01406    0.01164   0.003113         66        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    219/499      4.32G    0.01417    0.01154   0.002989         73        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    219/499      4.32G    0.01417    0.01154   0.002989         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    219/499      4.32G    0.01424    0.01152   0.002939         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    219/499      4.32G    0.01424    0.01152   0.002939         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    219/499      4.32G    0.01432    0.01161   0.002821         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    219/499      4.32G    0.01432    0.01161   0.002821         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    219/499      4.32G     0.0143    0.01148   0.002945         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    219/499      4.32G     0.0143    0.01148   0.002945         67        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    219/499      4.32G     0.0142    0.01139   0.003012         66        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    219/499      4.32G     0.0142    0.01139   0.003012         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    219/499      4.32G    0.01421    0.01131   0.003225         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    219/499      4.32G    0.01421    0.01131   0.003225         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    219/499      4.32G    0.01421     0.0116   0.003197         91        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    219/499      4.32G    0.01421     0.0116   0.003197         91        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    219/499      4.32G    0.01422    0.01167   0.003245         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    219/499      4.32G    0.01422    0.01167   0.003245         80        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
    219/499      4.32G    0.01428    0.01172   0.003216         82        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
    219/499      4.32G    0.01428    0.01172   0.003216         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    219/499      4.32G     0.0141    0.01172   0.003168         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    219/499      4.32G     0.0141    0.01172   0.003168         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    219/499      4.32G    0.01411    0.01186   0.003385         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    219/499      4.32G    0.01411    0.01186   0.003385         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    219/499      4.32G     0.0141    0.01191   0.003302         89        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    219/499      4.32G     0.0141    0.01191   0.003302         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    219/499      4.32G    0.01401    0.01191   0.003229         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.27it/s]
    219/499      4.32G    0.01401    0.01191   0.003229         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    219/499      4.32G    0.01406    0.01189   0.003248         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    219/499      4.32G    0.01406    0.01189   0.003248         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    219/499      4.32G      0.014    0.01184   0.003215         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    219/499      4.32G      0.014    0.01184   0.003215         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    219/499      4.32G    0.01396    0.01186   0.003164         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    219/499      4.32G    0.01396    0.01186   0.003164         79        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    219/499      4.32G    0.01393    0.01181   0.003107         71        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    219/499      4.32G    0.01393    0.01181   0.003107         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    219/499      4.32G    0.01396    0.01181   0.003246         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    219/499      4.32G    0.01396    0.01181   0.003246         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    219/499      4.32G    0.01391    0.01179   0.003203         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    219/499      4.32G    0.01391    0.01179   0.003203         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    219/499      4.32G    0.01393    0.01173   0.003244         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    219/499      4.32G    0.01393    0.01173   0.003244         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    219/499      4.32G     0.0139    0.01173   0.003209         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    219/499      4.32G     0.0139    0.01173   0.003209         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    219/499      4.32G      0.014    0.01164   0.003464         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    219/499      4.32G      0.014    0.01164   0.003464         58        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    219/499      4.32G      0.014    0.01156   0.003438         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    219/499      4.32G      0.014    0.01156   0.003438         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    219/499      4.32G    0.01396     0.0115   0.003365         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    219/499      4.32G    0.01396     0.0115   0.003365         73        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    219/499      4.32G    0.01393     0.0115   0.003303         83        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    219/499      4.32G    0.01393     0.0115   0.003303         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    219/499      4.32G    0.01394    0.01159   0.003268         92        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    219/499      4.32G    0.01394    0.01159   0.003268         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    219/499      4.32G    0.01405     0.0117   0.003341         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    219/499      4.32G    0.01405     0.0117   0.003341         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    219/499      4.32G    0.01404    0.01166   0.003352         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    219/499      4.32G    0.01404    0.01166   0.003352         69        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    219/499      4.32G    0.01403    0.01159    0.00333         65        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    219/499      4.32G    0.01403    0.01159    0.00333         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    219/499      4.32G    0.01402    0.01156   0.003293         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    219/499      4.32G    0.01402    0.01156   0.003293         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    219/499      4.32G      0.014    0.01158   0.003277         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    219/499      4.32G      0.014    0.01158   0.003277         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    219/499      4.32G    0.01409    0.01168   0.003278         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    219/499      4.32G    0.01409    0.01168   0.003278         44        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    219/499      4.32G    0.01409    0.01168   0.003278         44        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.843      0.873      0.883      0.768

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    220/499      4.32G    0.01377    0.01215    0.00257         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    220/499      4.32G    0.01377    0.01215    0.00257         67        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    220/499      4.32G    0.01392    0.01199   0.003437         88        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    220/499      4.32G    0.01392    0.01199   0.003437         88        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    220/499      4.32G    0.01396    0.01173   0.003206         69        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    220/499      4.32G    0.01396    0.01173   0.003206         69        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    220/499      4.32G    0.01419    0.01145   0.002766         75        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    220/499      4.32G    0.01419    0.01145   0.002766         75        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    220/499      4.32G    0.01391    0.01115    0.00269         62        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    220/499      4.32G    0.01391    0.01115    0.00269         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    220/499      4.32G    0.01391    0.01123   0.003497         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    220/499      4.32G    0.01391    0.01123   0.003497         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    220/499      4.32G    0.01392    0.01125   0.003252         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    220/499      4.32G    0.01392    0.01125   0.003252         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    220/499      4.32G    0.01382    0.01126   0.003176         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    220/499      4.32G    0.01382    0.01126   0.003176         69        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    220/499      4.32G    0.01399    0.01138   0.003076         77        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    220/499      4.32G    0.01399    0.01138   0.003076         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    220/499      4.32G    0.01426     0.0115    0.00315         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    220/499      4.32G    0.01426     0.0115    0.00315         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    220/499      4.32G     0.0143    0.01145   0.002988         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    220/499      4.32G     0.0143    0.01145   0.002988         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    220/499      4.32G    0.01436    0.01161   0.003003         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    220/499      4.32G    0.01436    0.01161   0.003003         84        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    220/499      4.32G    0.01425    0.01168   0.002972         86        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    220/499      4.32G    0.01425    0.01168   0.002972         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    220/499      4.32G    0.01425    0.01163   0.002866         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    220/499      4.32G    0.01425    0.01163   0.002866         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    220/499      4.32G    0.01436    0.01149   0.002984         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    220/499      4.32G    0.01436    0.01149   0.002984         57        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    220/499      4.32G    0.01423    0.01151   0.002901         89        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    220/499      4.32G    0.01423    0.01151   0.002901         89        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    220/499      4.32G    0.01443    0.01147   0.003254         55        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    220/499      4.32G    0.01443    0.01147   0.003254         55        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    220/499      4.32G    0.01447    0.01153   0.003349         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    220/499      4.32G    0.01447    0.01153   0.003349         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    220/499      4.32G    0.01439    0.01137   0.003366         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    220/499      4.32G    0.01439    0.01137   0.003366         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    220/499      4.32G    0.01423    0.01129   0.003306         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    220/499      4.32G    0.01423    0.01129   0.003306         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    220/499      4.32G     0.0142    0.01119   0.003444         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    220/499      4.32G     0.0142    0.01119   0.003444         61        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    220/499      4.32G    0.01414    0.01108   0.003335         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    220/499      4.32G    0.01414    0.01108   0.003335         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    220/499      4.32G    0.01408    0.01106    0.00326         57        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    220/499      4.32G    0.01408    0.01106    0.00326         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    220/499      4.32G    0.01409    0.01113   0.003184         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    220/499      4.32G    0.01409    0.01113   0.003184         78        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    220/499      4.32G    0.01404    0.01096   0.003092         51        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    220/499      4.32G    0.01404    0.01096   0.003092         51        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    220/499      4.32G    0.01412    0.01099   0.003286         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    220/499      4.32G    0.01412    0.01099   0.003286         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    220/499      4.32G    0.01412    0.01104   0.003292         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    220/499      4.32G    0.01412    0.01104   0.003292         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    220/499      4.32G    0.01412    0.01115   0.003218         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    220/499      4.32G    0.01412    0.01115   0.003218         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    220/499      4.32G    0.01411    0.01118   0.003176         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    220/499      4.32G    0.01411    0.01118   0.003176         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    220/499      4.32G    0.01404    0.01113   0.003115         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    220/499      4.32G    0.01404    0.01113   0.003115         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    220/499      4.32G    0.01406    0.01125   0.003316         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    220/499      4.32G    0.01406    0.01125   0.003316         92        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    220/499      4.32G    0.01404    0.01124   0.003274         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    220/499      4.32G    0.01404    0.01124   0.003274         77        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    220/499      4.32G    0.01405    0.01124   0.003233         74        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    220/499      4.32G    0.01405    0.01124   0.003233         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    220/499      4.32G    0.01403    0.01121   0.003199         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    220/499      4.32G    0.01403    0.01121   0.003199         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    220/499      4.32G    0.01402     0.0112   0.003169         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    220/499      4.32G    0.01402     0.0112   0.003169         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    220/499      4.32G    0.01396    0.01116   0.003107         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    220/499      4.32G    0.01396    0.01116   0.003107         71        640:  90%|######### | 36/40 [00:06<00:00,  5.14it/s]
    220/499      4.32G    0.01394    0.01114   0.003139         75        640:  90%|######### | 36/40 [00:07<00:00,  5.14it/s]
    220/499      4.32G    0.01394    0.01114   0.003139         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    220/499      4.32G    0.01393    0.01124   0.003175         90        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    220/499      4.32G    0.01393    0.01124   0.003175         90        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    220/499      4.32G    0.01394    0.01121   0.003134         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    220/499      4.32G    0.01394    0.01121   0.003134         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    220/499      4.32G    0.01391    0.01121   0.003188         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    220/499      4.32G    0.01391    0.01121   0.003188         35        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    220/499      4.32G    0.01391    0.01121   0.003188         35        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.873      0.864      0.878       0.75

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    221/499      4.32G    0.01091   0.007324   0.004943         62        640:   0%|          | 0/40 [00:00<?, ?it/s]
    221/499      4.32G    0.01091   0.007324   0.004943         62        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    221/499      4.32G    0.01263    0.00959   0.003336         85        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    221/499      4.32G    0.01263    0.00959   0.003336         85        640:   5%|5         | 2/40 [00:00<00:07,  5.00it/s]
    221/499      4.32G    0.01232   0.009328   0.003988         74        640:   5%|5         | 2/40 [00:00<00:07,  5.00it/s]
    221/499      4.32G    0.01232   0.009328   0.003988         74        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    221/499      4.32G    0.01229   0.009723   0.003568         79        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    221/499      4.32G    0.01229   0.009723   0.003568         79        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    221/499      4.32G    0.01269    0.00985   0.003608         72        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    221/499      4.32G    0.01269    0.00985   0.003608         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
    221/499      4.32G    0.01284    0.01011   0.004406         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
    221/499      4.32G    0.01284    0.01011   0.004406         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    221/499      4.32G    0.01304    0.01021   0.004369         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    221/499      4.32G    0.01304    0.01021   0.004369         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    221/499      4.32G    0.01322    0.01048   0.004292         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    221/499      4.32G    0.01322    0.01048   0.004292         70        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    221/499      4.32G    0.01325    0.01047   0.004244         73        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    221/499      4.32G    0.01325    0.01047   0.004244         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    221/499      4.32G    0.01316    0.01039   0.004444         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    221/499      4.32G    0.01316    0.01039   0.004444         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    221/499      4.32G    0.01317    0.01035   0.004468         60        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    221/499      4.32G    0.01317    0.01035   0.004468         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    221/499      4.32G    0.01318    0.01032   0.004333         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    221/499      4.32G    0.01318    0.01032   0.004333         70        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    221/499      4.32G    0.01319     0.0103   0.004533         72        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    221/499      4.32G    0.01319     0.0103   0.004533         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    221/499      4.32G     0.0133    0.01051   0.004562         95        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    221/499      4.32G     0.0133    0.01051   0.004562         95        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    221/499      4.32G    0.01336    0.01054   0.004476         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    221/499      4.32G    0.01336    0.01054   0.004476         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    221/499      4.32G    0.01341    0.01038   0.004294         50        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    221/499      4.32G    0.01341    0.01038   0.004294         50        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    221/499      4.32G    0.01334    0.01043   0.004205         73        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    221/499      4.32G    0.01334    0.01043   0.004205         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    221/499      4.32G    0.01331    0.01041   0.004112         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    221/499      4.32G    0.01331    0.01041   0.004112         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    221/499      4.32G     0.0133    0.01037      0.004         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    221/499      4.32G     0.0133    0.01037      0.004         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    221/499      4.32G    0.01332    0.01048   0.003927         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    221/499      4.32G    0.01332    0.01048   0.003927         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    221/499      4.32G     0.0133    0.01053   0.003806         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    221/499      4.32G     0.0133    0.01053   0.003806         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    221/499      4.32G    0.01333    0.01057   0.003901         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    221/499      4.32G    0.01333    0.01057   0.003901         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    221/499      4.32G    0.01333     0.0105   0.003846         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    221/499      4.32G    0.01333     0.0105   0.003846         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.15it/s]
    221/499      4.32G    0.01333     0.0106   0.003768         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.15it/s]
    221/499      4.32G    0.01333     0.0106   0.003768         89        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    221/499      4.32G    0.01332    0.01053   0.003697         63        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    221/499      4.32G    0.01332    0.01053   0.003697         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    221/499      4.32G     0.0133    0.01058   0.003696         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    221/499      4.32G     0.0133    0.01058   0.003696         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
    221/499      4.32G    0.01325    0.01062   0.003679         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
    221/499      4.32G    0.01325    0.01062   0.003679         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    221/499      4.32G    0.01327    0.01058   0.003617         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    221/499      4.32G    0.01327    0.01058   0.003617         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    221/499      4.32G    0.01333    0.01063   0.003627         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    221/499      4.32G    0.01333    0.01063   0.003627         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    221/499      4.32G    0.01341    0.01063   0.003625         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    221/499      4.32G    0.01341    0.01063   0.003625         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    221/499      4.32G     0.0135    0.01069   0.003562         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    221/499      4.32G     0.0135    0.01069   0.003562         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    221/499      4.32G    0.01348    0.01061   0.003486         55        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    221/499      4.32G    0.01348    0.01061   0.003486         55        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
    221/499      4.32G     0.0135    0.01066    0.00344         76        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
    221/499      4.32G     0.0135    0.01066    0.00344         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    221/499      4.32G     0.0135    0.01063   0.003576         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    221/499      4.32G     0.0135    0.01063   0.003576         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    221/499      4.32G    0.01349    0.01065   0.003588         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    221/499      4.32G    0.01349    0.01065   0.003588         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    221/499      4.32G    0.01346    0.01065   0.003552         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    221/499      4.32G    0.01346    0.01065   0.003552         81        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    221/499      4.32G    0.01347    0.01071    0.00352         79        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    221/499      4.32G    0.01347    0.01071    0.00352         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    221/499      4.32G    0.01352     0.0107    0.00346         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    221/499      4.32G    0.01352     0.0107    0.00346         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    221/499      4.32G    0.01356    0.01072   0.003448         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    221/499      4.32G    0.01356    0.01072   0.003448         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    221/499      4.32G    0.01364    0.01088   0.003513         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    221/499      4.32G    0.01364    0.01088   0.003513         44        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    221/499      4.32G    0.01364    0.01088   0.003513         44        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.853      0.853       0.89      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    222/499      4.32G    0.01373    0.01255   0.004231         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    222/499      4.32G    0.01373    0.01255   0.004231         78        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    222/499      4.32G    0.01404    0.01304   0.004596         87        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    222/499      4.32G    0.01404    0.01304   0.004596         87        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    222/499      4.32G    0.01435    0.01337   0.005274         86        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    222/499      4.32G    0.01435    0.01337   0.005274         86        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    222/499      4.32G    0.01383    0.01222   0.004533         60        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    222/499      4.32G    0.01383    0.01222   0.004533         60        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    222/499      4.32G    0.01384    0.01209   0.004437         78        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    222/499      4.32G    0.01384    0.01209   0.004437         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    222/499      4.32G    0.01364    0.01209   0.004122         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    222/499      4.32G    0.01364    0.01209   0.004122         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    222/499      4.32G    0.01374    0.01196   0.004158         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    222/499      4.32G    0.01374    0.01196   0.004158         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    222/499      4.32G    0.01352    0.01174   0.003957         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    222/499      4.32G    0.01352    0.01174   0.003957         78        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    222/499      4.32G    0.01353    0.01154   0.003832         76        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    222/499      4.32G    0.01353    0.01154   0.003832         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    222/499      4.32G    0.01368    0.01166   0.003573         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    222/499      4.32G    0.01368    0.01166   0.003573         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    222/499      4.32G    0.01355    0.01159   0.003344         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    222/499      4.32G    0.01355    0.01159   0.003344         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    222/499      4.32G     0.0135    0.01155   0.003186         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    222/499      4.32G     0.0135    0.01155   0.003186         75        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    222/499      4.32G    0.01355    0.01157   0.003064         76        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    222/499      4.32G    0.01355    0.01157   0.003064         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    222/499      4.32G    0.01355    0.01142   0.003001         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    222/499      4.32G    0.01355    0.01142   0.003001         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    222/499      4.32G    0.01367    0.01128   0.003033         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    222/499      4.32G    0.01367    0.01128   0.003033         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    222/499      4.32G    0.01369    0.01139   0.003021         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    222/499      4.32G    0.01369    0.01139   0.003021         83        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    222/499      4.32G    0.01357    0.01129    0.00309         71        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    222/499      4.32G    0.01357    0.01129    0.00309         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    222/499      4.32G     0.0136    0.01122   0.003085         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    222/499      4.32G     0.0136    0.01122   0.003085         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    222/499      4.32G    0.01359    0.01126   0.003044         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    222/499      4.32G    0.01359    0.01126   0.003044         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    222/499      4.32G     0.0136    0.01126   0.002988         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    222/499      4.32G     0.0136    0.01126   0.002988         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    222/499      4.32G     0.0136    0.01116   0.003078         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    222/499      4.32G     0.0136    0.01116   0.003078         62        640:  52%|#####2    | 21/40 [00:03<00:03,  5.40it/s]
    222/499      4.32G    0.01362    0.01124   0.003169         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.40it/s]
    222/499      4.32G    0.01362    0.01124   0.003169         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    222/499      4.32G    0.01375    0.01127   0.003107         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    222/499      4.32G    0.01375    0.01127   0.003107         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    222/499      4.32G    0.01373    0.01141   0.003178        100        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    222/499      4.32G    0.01373    0.01141   0.003178        100        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    222/499      4.32G    0.01376     0.0115   0.003136         82        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    222/499      4.32G    0.01376     0.0115   0.003136         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    222/499      4.32G    0.01377    0.01152   0.003069         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    222/499      4.32G    0.01377    0.01152   0.003069         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    222/499      4.32G     0.0138    0.01155   0.003116         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    222/499      4.32G     0.0138    0.01155   0.003116         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    222/499      4.32G    0.01379    0.01152   0.003133         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    222/499      4.32G    0.01379    0.01152   0.003133         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    222/499      4.32G    0.01382    0.01154   0.003192         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    222/499      4.32G    0.01382    0.01154   0.003192         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    222/499      4.32G    0.01375    0.01144   0.003147         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    222/499      4.32G    0.01375    0.01144   0.003147         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    222/499      4.32G    0.01376    0.01144   0.003107         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    222/499      4.32G    0.01376    0.01144   0.003107         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    222/499      4.32G    0.01371    0.01141   0.003088         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    222/499      4.32G    0.01371    0.01141   0.003088         80        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    222/499      4.32G    0.01372    0.01139   0.003108         66        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    222/499      4.32G    0.01372    0.01139   0.003108         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    222/499      4.32G    0.01374    0.01143   0.003078         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    222/499      4.32G    0.01374    0.01143   0.003078         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    222/499      4.32G    0.01376    0.01141   0.003092         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    222/499      4.32G    0.01376    0.01141   0.003092         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    222/499      4.32G     0.0138    0.01147   0.003118         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    222/499      4.32G     0.0138    0.01147   0.003118         84        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    222/499      4.32G    0.01381    0.01149   0.003192         82        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    222/499      4.32G    0.01381    0.01149   0.003192         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    222/499      4.32G    0.01382    0.01154   0.003206         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    222/499      4.32G    0.01382    0.01154   0.003206         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    222/499      4.32G    0.01386    0.01157   0.003284         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    222/499      4.32G    0.01386    0.01157   0.003284         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    222/499      4.32G    0.01382    0.01148   0.003215         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    222/499      4.32G    0.01382    0.01148   0.003215         28        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
    222/499      4.32G    0.01382    0.01148   0.003215         28        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.888      0.876      0.898      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    223/499      4.32G    0.01633    0.01329   0.007348         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    223/499      4.32G    0.01633    0.01329   0.007348         74        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    223/499      4.32G    0.01427    0.01104   0.004546         62        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    223/499      4.32G    0.01427    0.01104   0.004546         62        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    223/499      4.32G     0.0142    0.01104   0.004365         70        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    223/499      4.32G     0.0142    0.01104   0.004365         70        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    223/499      4.32G    0.01366    0.01108   0.004405         79        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    223/499      4.32G    0.01366    0.01108   0.004405         79        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    223/499      4.32G    0.01387    0.01136   0.004068         72        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    223/499      4.32G    0.01387    0.01136   0.004068         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    223/499      4.32G    0.01375    0.01143   0.003638         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    223/499      4.32G    0.01375    0.01143   0.003638         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    223/499      4.32G    0.01373    0.01148   0.003481         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    223/499      4.32G    0.01373    0.01148   0.003481         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    223/499      4.32G    0.01372    0.01136   0.003358         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    223/499      4.32G    0.01372    0.01136   0.003358         82        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    223/499      4.32G    0.01366    0.01127   0.003242         76        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    223/499      4.32G    0.01366    0.01127   0.003242         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    223/499      4.32G    0.01357    0.01118   0.003199         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    223/499      4.32G    0.01357    0.01118   0.003199         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    223/499      4.32G    0.01362    0.01145   0.003231         93        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    223/499      4.32G    0.01362    0.01145   0.003231         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    223/499      4.32G    0.01354    0.01133   0.003453         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    223/499      4.32G    0.01354    0.01133   0.003453         71        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    223/499      4.32G    0.01359    0.01148   0.003516         91        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    223/499      4.32G    0.01359    0.01148   0.003516         91        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    223/499      4.32G     0.0136     0.0116   0.003436         92        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    223/499      4.32G     0.0136     0.0116   0.003436         92        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    223/499      4.32G    0.01356     0.0115   0.003303         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    223/499      4.32G    0.01356     0.0115   0.003303         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    223/499      4.32G    0.01357    0.01142   0.003168         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    223/499      4.32G    0.01357    0.01142   0.003168         68        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    223/499      4.32G    0.01354    0.01129   0.003349         59        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    223/499      4.32G    0.01354    0.01129   0.003349         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    223/499      4.32G    0.01352    0.01121   0.003288         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    223/499      4.32G    0.01352    0.01121   0.003288         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    223/499      4.32G    0.01358    0.01123   0.003228         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    223/499      4.32G    0.01358    0.01123   0.003228         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    223/499      4.32G    0.01367    0.01111   0.003192         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    223/499      4.32G    0.01367    0.01111   0.003192         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    223/499      4.32G    0.01366    0.01114   0.003264         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    223/499      4.32G    0.01366    0.01114   0.003264         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    223/499      4.32G    0.01372    0.01119   0.003324         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    223/499      4.32G    0.01372    0.01119   0.003324         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    223/499      4.32G    0.01372    0.01113   0.003384         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    223/499      4.32G    0.01372    0.01113   0.003384         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    223/499      4.32G    0.01372    0.01111   0.003421         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    223/499      4.32G    0.01372    0.01111   0.003421         72        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    223/499      4.32G    0.01367    0.01101   0.003358         61        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    223/499      4.32G    0.01367    0.01101   0.003358         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    223/499      4.32G    0.01369    0.01107   0.003374         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    223/499      4.32G    0.01369    0.01107   0.003374         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    223/499      4.32G    0.01376    0.01108   0.003381         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    223/499      4.32G    0.01376    0.01108   0.003381         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    223/499      4.32G     0.0137    0.01097   0.003298         57        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    223/499      4.32G     0.0137    0.01097   0.003298         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    223/499      4.32G    0.01363    0.01095   0.003221         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    223/499      4.32G    0.01363    0.01095   0.003221         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    223/499      4.32G     0.0136    0.01096   0.003173         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    223/499      4.32G     0.0136    0.01096   0.003173         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    223/499      4.32G    0.01364    0.01088   0.003113         50        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    223/499      4.32G    0.01364    0.01088   0.003113         50        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
    223/499      4.32G    0.01361    0.01083   0.003107         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
    223/499      4.32G    0.01361    0.01083   0.003107         72        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    223/499      4.32G    0.01355    0.01079   0.003105         69        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    223/499      4.32G    0.01355    0.01079   0.003105         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    223/499      4.32G    0.01359    0.01082   0.003162         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    223/499      4.32G    0.01359    0.01082   0.003162         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    223/499      4.32G     0.0136    0.01085   0.003188         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    223/499      4.32G     0.0136    0.01085   0.003188         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    223/499      4.32G    0.01362    0.01079   0.003178         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    223/499      4.32G    0.01362    0.01079   0.003178         65        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    223/499      4.32G    0.01364    0.01089    0.00315         91        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    223/499      4.32G    0.01364    0.01089    0.00315         91        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    223/499      4.32G    0.01364    0.01086   0.003178         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    223/499      4.32G    0.01364    0.01086   0.003178         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    223/499      4.32G    0.01361    0.01083   0.003136         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    223/499      4.32G    0.01361    0.01083   0.003136         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    223/499      4.32G    0.01362    0.01091   0.003101         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    223/499      4.32G    0.01362    0.01091   0.003101         41        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    223/499      4.32G    0.01362    0.01091   0.003101         41        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.912      0.849      0.881      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    224/499      4.32G    0.01451    0.01332   0.001263         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
    224/499      4.32G    0.01451    0.01332   0.001263         84        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    224/499      4.32G    0.01539    0.01216   0.002404         66        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    224/499      4.32G    0.01539    0.01216   0.002404         66        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    224/499      4.32G    0.01461    0.01127   0.002716         69        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    224/499      4.32G    0.01461    0.01127   0.002716         69        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    224/499      4.32G    0.01482    0.01135   0.004295         68        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    224/499      4.32G    0.01482    0.01135   0.004295         68        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    224/499      4.32G    0.01461    0.01116   0.004543         70        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    224/499      4.32G    0.01461    0.01116   0.004543         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    224/499      4.32G    0.01491    0.01122    0.00469         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    224/499      4.32G    0.01491    0.01122    0.00469         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    224/499      4.32G    0.01451    0.01122   0.004298         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    224/499      4.32G    0.01451    0.01122   0.004298         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    224/499      4.32G    0.01437    0.01132   0.004383         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    224/499      4.32G    0.01437    0.01132   0.004383         82        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    224/499      4.32G    0.01439    0.01127   0.004247         67        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    224/499      4.32G    0.01439    0.01127   0.004247         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    224/499      4.32G    0.01455    0.01127   0.004202         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    224/499      4.32G    0.01455    0.01127   0.004202         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    224/499      4.32G     0.0144    0.01126   0.004247         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    224/499      4.32G     0.0144    0.01126   0.004247         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    224/499      4.32G    0.01439    0.01146    0.00407         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    224/499      4.32G    0.01439    0.01146    0.00407         84        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    224/499      4.32G    0.01436    0.01133   0.003878         70        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    224/499      4.32G    0.01436    0.01133   0.003878         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    224/499      4.32G    0.01424     0.0112   0.003899         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
    224/499      4.32G    0.01424     0.0112   0.003899         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    224/499      4.32G    0.01429    0.01129   0.003985         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    224/499      4.32G    0.01429    0.01129   0.003985         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    224/499      4.32G    0.01416    0.01134   0.003851         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    224/499      4.32G    0.01416    0.01134   0.003851         80        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    224/499      4.32G    0.01414    0.01123   0.003774         62        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    224/499      4.32G    0.01414    0.01123   0.003774         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    224/499      4.32G    0.01405    0.01111    0.00375         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    224/499      4.32G    0.01405    0.01111    0.00375         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    224/499      4.32G    0.01396    0.01117   0.003691         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    224/499      4.32G    0.01396    0.01117   0.003691         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    224/499      4.32G    0.01389     0.0111   0.003591         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    224/499      4.32G    0.01389     0.0111   0.003591         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    224/499      4.32G    0.01382    0.01105   0.003629         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    224/499      4.32G    0.01382    0.01105   0.003629         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    224/499      4.32G    0.01375    0.01101   0.003488         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    224/499      4.32G    0.01375    0.01101   0.003488         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    224/499      4.32G    0.01371    0.01102   0.003405         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    224/499      4.32G    0.01371    0.01102   0.003405         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    224/499      4.32G    0.01374    0.01107    0.00346         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    224/499      4.32G    0.01374    0.01107    0.00346         77        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    224/499      4.32G    0.01372    0.01106   0.003431         71        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    224/499      4.32G    0.01372    0.01106   0.003431         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    224/499      4.32G    0.01367    0.01106    0.00334         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    224/499      4.32G    0.01367    0.01106    0.00334         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    224/499      4.32G    0.01371    0.01105   0.003383         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    224/499      4.32G    0.01371    0.01105   0.003383         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    224/499      4.32G     0.0138    0.01116   0.003474         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    224/499      4.32G     0.0138    0.01116   0.003474         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.42it/s]
    224/499      4.32G     0.0138    0.01123   0.003485         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.42it/s]
    224/499      4.32G     0.0138    0.01123   0.003485         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    224/499      4.32G     0.0138    0.01122   0.003528         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    224/499      4.32G     0.0138    0.01122   0.003528         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    224/499      4.32G    0.01376    0.01121   0.003483         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    224/499      4.32G    0.01376    0.01121   0.003483         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    224/499      4.32G     0.0138    0.01121   0.003484         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    224/499      4.32G     0.0138    0.01121   0.003484         73        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    224/499      4.32G    0.01393     0.0111   0.003561         52        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    224/499      4.32G    0.01393     0.0111   0.003561         52        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    224/499      4.32G    0.01394    0.01114   0.003501         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    224/499      4.32G    0.01394    0.01114   0.003501         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    224/499      4.32G    0.01389    0.01114   0.003426         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    224/499      4.32G    0.01389    0.01114   0.003426         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    224/499      4.32G    0.01388    0.01114     0.0034         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    224/499      4.32G    0.01388    0.01114     0.0034         73        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    224/499      4.32G    0.01388    0.01113   0.003369         77        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    224/499      4.32G    0.01388    0.01113   0.003369         77        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    224/499      4.32G    0.01391    0.01114   0.003356         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    224/499      4.32G    0.01391    0.01114   0.003356         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    224/499      4.32G    0.01388    0.01109   0.003319         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    224/499      4.32G    0.01388    0.01109   0.003319         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    224/499      4.32G    0.01381    0.01103   0.003534         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    224/499      4.32G    0.01381    0.01103   0.003534         30        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    224/499      4.32G    0.01381    0.01103   0.003534         30        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.885      0.883       0.91      0.783

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    225/499      4.32G    0.01327    0.01232   0.005433         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    225/499      4.32G    0.01327    0.01232   0.005433         89        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    225/499      4.32G     0.0133     0.0125   0.004843         78        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    225/499      4.32G     0.0133     0.0125   0.004843         78        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    225/499      4.32G    0.01331    0.01134   0.004459         61        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    225/499      4.32G    0.01331    0.01134   0.004459         61        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    225/499      4.32G     0.0132    0.01117   0.004265         76        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    225/499      4.32G     0.0132    0.01117   0.004265         76        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    225/499      4.32G     0.0131    0.01142   0.004098         86        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    225/499      4.32G     0.0131    0.01142   0.004098         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    225/499      4.32G    0.01312    0.01145   0.004526         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    225/499      4.32G    0.01312    0.01145   0.004526         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    225/499      4.32G    0.01304    0.01119   0.004218         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    225/499      4.32G    0.01304    0.01119   0.004218         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    225/499      4.32G    0.01317    0.01102   0.003827         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    225/499      4.32G    0.01317    0.01102   0.003827         66        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    225/499      4.32G    0.01293    0.01081   0.003561         64        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    225/499      4.32G    0.01293    0.01081   0.003561         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    225/499      4.32G    0.01316    0.01103   0.003519         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    225/499      4.32G    0.01316    0.01103   0.003519         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    225/499      4.32G     0.0132    0.01087   0.003529         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    225/499      4.32G     0.0132    0.01087   0.003529         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    225/499      4.32G    0.01312    0.01086   0.003324         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    225/499      4.32G    0.01312    0.01086   0.003324         74        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    225/499      4.32G    0.01301    0.01081   0.003241         73        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    225/499      4.32G    0.01301    0.01081   0.003241         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    225/499      4.32G    0.01302    0.01072   0.003101         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    225/499      4.32G    0.01302    0.01072   0.003101         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    225/499      4.32G    0.01301    0.01057   0.003056         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    225/499      4.32G    0.01301    0.01057   0.003056         63        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    225/499      4.32G    0.01303     0.0105   0.002917         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    225/499      4.32G    0.01303     0.0105   0.002917         65        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    225/499      4.32G    0.01308    0.01062   0.002918         86        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    225/499      4.32G    0.01308    0.01062   0.002918         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    225/499      4.32G     0.0132    0.01068   0.003096         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    225/499      4.32G     0.0132    0.01068   0.003096         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    225/499      4.32G    0.01319    0.01069    0.00307         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    225/499      4.32G    0.01319    0.01069    0.00307         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    225/499      4.32G    0.01325    0.01073    0.00309         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    225/499      4.32G    0.01325    0.01073    0.00309         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    225/499      4.32G    0.01327    0.01083   0.003044         91        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    225/499      4.32G    0.01327    0.01083   0.003044         91        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    225/499      4.32G    0.01331    0.01085   0.003039         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    225/499      4.32G    0.01331    0.01085   0.003039         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    225/499      4.32G    0.01338    0.01091    0.00315         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    225/499      4.32G    0.01338    0.01091    0.00315         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    225/499      4.32G    0.01338    0.01091    0.00315         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    225/499      4.32G    0.01338    0.01091    0.00315         73        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    225/499      4.32G     0.0134     0.0109   0.003292         69        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    225/499      4.32G     0.0134     0.0109   0.003292         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    225/499      4.32G    0.01335    0.01101   0.003281        100        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    225/499      4.32G    0.01335    0.01101   0.003281        100        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    225/499      4.32G    0.01327    0.01101   0.003187         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    225/499      4.32G    0.01327    0.01101   0.003187         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    225/499      4.32G    0.01331    0.01113   0.003167         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    225/499      4.32G    0.01331    0.01113   0.003167         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    225/499      4.32G     0.0134    0.01109   0.003105         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    225/499      4.32G     0.0134    0.01109   0.003105         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    225/499      4.32G    0.01343    0.01109   0.003215         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    225/499      4.32G    0.01343    0.01109   0.003215         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    225/499      4.32G    0.01343    0.01111   0.003183         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.38it/s]
    225/499      4.32G    0.01343    0.01111   0.003183         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    225/499      4.32G    0.01344    0.01118   0.003223         87        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    225/499      4.32G    0.01344    0.01118   0.003223         87        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    225/499      4.32G    0.01346     0.0112   0.003256         72        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    225/499      4.32G    0.01346     0.0112   0.003256         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    225/499      4.32G    0.01346    0.01119   0.003246         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    225/499      4.32G    0.01346    0.01119   0.003246         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    225/499      4.32G    0.01351    0.01126   0.003259         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    225/499      4.32G    0.01351    0.01126   0.003259         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    225/499      4.32G    0.01349    0.01123   0.003184         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    225/499      4.32G    0.01349    0.01123   0.003184         70        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    225/499      4.32G    0.01349    0.01119   0.003153         74        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    225/499      4.32G    0.01349    0.01119   0.003153         74        640:  92%|#########2| 37/40 [00:06<00:00,  5.21it/s]
    225/499      4.32G    0.01347    0.01125   0.003123         91        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    225/499      4.32G    0.01347    0.01125   0.003123         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    225/499      4.32G    0.01348    0.01127   0.003086         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    225/499      4.32G    0.01348    0.01127   0.003086         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    225/499      4.32G    0.01342    0.01129   0.003083         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    225/499      4.32G    0.01342    0.01129   0.003083         45        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    225/499      4.32G    0.01342    0.01129   0.003083         45        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.874      0.866      0.909      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    226/499      4.32G     0.0152    0.01239   0.004881         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    226/499      4.32G     0.0152    0.01239   0.004881         83        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    226/499      4.32G    0.01467    0.01146   0.004241         73        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    226/499      4.32G    0.01467    0.01146   0.004241         73        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    226/499      4.32G    0.01471    0.01138   0.003689         64        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    226/499      4.32G    0.01471    0.01138   0.003689         64        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    226/499      4.32G    0.01432    0.01126   0.003488         81        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    226/499      4.32G    0.01432    0.01126   0.003488         81        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    226/499      4.32G    0.01416    0.01178   0.003214         89        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    226/499      4.32G    0.01416    0.01178   0.003214         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    226/499      4.32G    0.01393    0.01225   0.003099        102        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    226/499      4.32G    0.01393    0.01225   0.003099        102        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    226/499      4.32G    0.01415    0.01206    0.00304         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    226/499      4.32G    0.01415    0.01206    0.00304         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    226/499      4.32G    0.01404    0.01185    0.00285         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    226/499      4.32G    0.01404    0.01185    0.00285         69        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
    226/499      4.32G    0.01404    0.01158    0.00324         66        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
    226/499      4.32G    0.01404    0.01158    0.00324         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    226/499      4.32G    0.01393    0.01157   0.003158         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    226/499      4.32G    0.01393    0.01157   0.003158         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    226/499      4.32G    0.01384    0.01151   0.003011         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    226/499      4.32G    0.01384    0.01151   0.003011         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    226/499      4.32G    0.01379    0.01168   0.002912         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    226/499      4.32G    0.01379    0.01168   0.002912         91        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    226/499      4.32G    0.01359    0.01154   0.002807         70        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    226/499      4.32G    0.01359    0.01154   0.002807         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    226/499      4.32G    0.01365    0.01153   0.002882         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    226/499      4.32G    0.01365    0.01153   0.002882         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    226/499      4.32G    0.01358    0.01155   0.002789         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    226/499      4.32G    0.01358    0.01155   0.002789         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    226/499      4.32G    0.01357    0.01148   0.002947         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    226/499      4.32G    0.01357    0.01148   0.002947         78        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    226/499      4.32G    0.01357    0.01155   0.002942         86        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    226/499      4.32G    0.01357    0.01155   0.002942         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    226/499      4.32G    0.01352    0.01137   0.002896         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    226/499      4.32G    0.01352    0.01137   0.002896         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    226/499      4.32G    0.01343    0.01127   0.002833         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    226/499      4.32G    0.01343    0.01127   0.002833         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    226/499      4.32G    0.01345    0.01131   0.002823         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    226/499      4.32G    0.01345    0.01131   0.002823         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    226/499      4.32G    0.01349    0.01136    0.00285         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    226/499      4.32G    0.01349    0.01136    0.00285         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    226/499      4.32G    0.01359    0.01125   0.002892         54        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    226/499      4.32G    0.01359    0.01125   0.002892         54        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    226/499      4.32G    0.01352    0.01122   0.002972         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    226/499      4.32G    0.01352    0.01122   0.002972         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    226/499      4.32G    0.01356    0.01127   0.002999         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    226/499      4.32G    0.01356    0.01127   0.002999         78        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    226/499      4.32G    0.01358     0.0113   0.003036         73        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    226/499      4.32G    0.01358     0.0113   0.003036         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    226/499      4.32G    0.01353    0.01123   0.002959         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    226/499      4.32G    0.01353    0.01123   0.002959         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    226/499      4.32G    0.01348    0.01115   0.003066         58        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    226/499      4.32G    0.01348    0.01115   0.003066         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    226/499      4.32G    0.01348    0.01114    0.00303         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    226/499      4.32G    0.01348    0.01114    0.00303         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    226/499      4.32G    0.01344    0.01113    0.00298         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    226/499      4.32G    0.01344    0.01113    0.00298         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    226/499      4.32G    0.01352    0.01109   0.002977         57        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    226/499      4.32G    0.01352    0.01109   0.002977         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    226/499      4.32G    0.01352    0.01113   0.002961         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    226/499      4.32G    0.01352    0.01113   0.002961         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    226/499      4.32G    0.01347    0.01112   0.002921         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    226/499      4.32G    0.01347    0.01112   0.002921         77        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    226/499      4.32G    0.01343    0.01106   0.002858         70        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    226/499      4.32G    0.01343    0.01106   0.002858         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    226/499      4.32G     0.0134    0.01102   0.002793         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    226/499      4.32G     0.0134    0.01102   0.002793         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    226/499      4.32G    0.01339    0.01101   0.002794         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    226/499      4.32G    0.01339    0.01101   0.002794         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    226/499      4.32G    0.01339    0.01109   0.002773         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    226/499      4.32G    0.01339    0.01109   0.002773         92        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    226/499      4.32G    0.01339    0.01107    0.00273         71        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    226/499      4.32G    0.01339    0.01107    0.00273         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
    226/499      4.32G    0.01335    0.01103   0.002739         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    226/499      4.32G    0.01335    0.01103   0.002739         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    226/499      4.32G    0.01327    0.01094   0.002705         54        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    226/499      4.32G    0.01327    0.01094   0.002705         54        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    226/499      4.32G    0.01332    0.01087   0.002744         26        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    226/499      4.32G    0.01332    0.01087   0.002744         26        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    226/499      4.32G    0.01332    0.01087   0.002744         26        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.886      0.852      0.889      0.757

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    227/499      4.32G    0.01587    0.01223   0.006221         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    227/499      4.32G    0.01587    0.01223   0.006221         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    227/499      4.32G    0.01501    0.01252   0.006349         86        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    227/499      4.32G    0.01501    0.01252   0.006349         86        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    227/499      4.32G    0.01408    0.01198   0.004766         80        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    227/499      4.32G    0.01408    0.01198   0.004766         80        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    227/499      4.32G    0.01378    0.01184   0.004848         73        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    227/499      4.32G    0.01378    0.01184   0.004848         73        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    227/499      4.32G    0.01376    0.01198   0.004635         82        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    227/499      4.32G    0.01376    0.01198   0.004635         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    227/499      4.32G    0.01349    0.01201   0.004293         93        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    227/499      4.32G    0.01349    0.01201   0.004293         93        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    227/499      4.32G    0.01348    0.01187   0.004101         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    227/499      4.32G    0.01348    0.01187   0.004101         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    227/499      4.32G    0.01366     0.0121   0.004076         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    227/499      4.32G    0.01366     0.0121   0.004076         87        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    227/499      4.32G    0.01332     0.0117   0.003743         67        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    227/499      4.32G    0.01332     0.0117   0.003743         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    227/499      4.32G    0.01319    0.01172   0.003816         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    227/499      4.32G    0.01319    0.01172   0.003816         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    227/499      4.32G    0.01322    0.01156   0.003753         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    227/499      4.32G    0.01322    0.01156   0.003753         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    227/499      4.32G    0.01331    0.01147   0.003692         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    227/499      4.32G    0.01331    0.01147   0.003692         72        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    227/499      4.32G     0.0133    0.01155   0.003572         76        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    227/499      4.32G     0.0133    0.01155   0.003572         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    227/499      4.32G    0.01336    0.01154   0.003454         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    227/499      4.32G    0.01336    0.01154   0.003454         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    227/499      4.32G    0.01348    0.01144   0.003515         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    227/499      4.32G    0.01348    0.01144   0.003515         60        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    227/499      4.32G    0.01341    0.01127   0.003353         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    227/499      4.32G    0.01341    0.01127   0.003353         75        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    227/499      4.32G    0.01358    0.01134   0.003353         77        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    227/499      4.32G    0.01358    0.01134   0.003353         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    227/499      4.32G     0.0135    0.01135   0.003191         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    227/499      4.32G     0.0135    0.01135   0.003191         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    227/499      4.32G    0.01354     0.0113   0.003203         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    227/499      4.32G    0.01354     0.0113   0.003203         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    227/499      4.32G    0.01351    0.01127   0.003146         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    227/499      4.32G    0.01351    0.01127   0.003146         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    227/499      4.32G    0.01359    0.01116   0.003121         57        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    227/499      4.32G    0.01359    0.01116   0.003121         57        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    227/499      4.32G    0.01354    0.01106   0.003092         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    227/499      4.32G    0.01354    0.01106   0.003092         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    227/499      4.32G    0.01356    0.01104   0.003047         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    227/499      4.32G    0.01356    0.01104   0.003047         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    227/499      4.32G    0.01355    0.01113   0.003039         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    227/499      4.32G    0.01355    0.01113   0.003039         88        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    227/499      4.32G    0.01345    0.01104   0.002993         66        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    227/499      4.32G    0.01345    0.01104   0.002993         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    227/499      4.32G    0.01347    0.01104   0.003102         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    227/499      4.32G    0.01347    0.01104   0.003102         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    227/499      4.32G    0.01349    0.01098   0.003142         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    227/499      4.32G    0.01349    0.01098   0.003142         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    227/499      4.32G    0.01341    0.01097   0.003098         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    227/499      4.32G    0.01341    0.01097   0.003098         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
    227/499      4.32G    0.01338    0.01092   0.003071         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
    227/499      4.32G    0.01338    0.01092   0.003071         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    227/499      4.32G    0.01336     0.0109   0.003037         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    227/499      4.32G    0.01336     0.0109   0.003037         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    227/499      4.32G    0.01339    0.01103   0.003173         95        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    227/499      4.32G    0.01339    0.01103   0.003173         95        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    227/499      4.32G    0.01335    0.01102   0.003165         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    227/499      4.32G    0.01335    0.01102   0.003165         84        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    227/499      4.32G    0.01337    0.01101   0.003177         65        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    227/499      4.32G    0.01337    0.01101   0.003177         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    227/499      4.32G    0.01333    0.01099   0.003164         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    227/499      4.32G    0.01333    0.01099   0.003164         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    227/499      4.32G    0.01335    0.01106   0.003175         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    227/499      4.32G    0.01335    0.01106   0.003175         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    227/499      4.32G    0.01335    0.01102   0.003156         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    227/499      4.32G    0.01335    0.01102   0.003156         68        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    227/499      4.32G    0.01336    0.01105   0.003212         88        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    227/499      4.32G    0.01336    0.01105   0.003212         88        640:  92%|#########2| 37/40 [00:06<00:00,  5.39it/s]
    227/499      4.32G    0.01331    0.01106   0.003182         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    227/499      4.32G    0.01331    0.01106   0.003182         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    227/499      4.32G    0.01327    0.01109    0.00318         92        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    227/499      4.32G    0.01327    0.01109    0.00318         92        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    227/499      4.32G    0.01335    0.01119   0.003296         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    227/499      4.32G    0.01335    0.01119   0.003296         37        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    227/499      4.32G    0.01335    0.01119   0.003296         37        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.841      0.882      0.886       0.76

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    228/499      4.32G     0.0128    0.01071   0.004099         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    228/499      4.32G     0.0128    0.01071   0.004099         73        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    228/499      4.32G    0.01372    0.01158   0.004819         78        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    228/499      4.32G    0.01372    0.01158   0.004819         78        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    228/499      4.32G    0.01385    0.01252   0.004334         90        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    228/499      4.32G    0.01385    0.01252   0.004334         90        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    228/499      4.32G    0.01372    0.01185   0.003714         64        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    228/499      4.32G    0.01372    0.01185   0.003714         64        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    228/499      4.32G    0.01371    0.01176   0.003525         73        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    228/499      4.32G    0.01371    0.01176   0.003525         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    228/499      4.32G     0.0137    0.01148   0.003263         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    228/499      4.32G     0.0137    0.01148   0.003263         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    228/499      4.32G    0.01375    0.01229   0.003384        105        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    228/499      4.32G    0.01375    0.01229   0.003384        105        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    228/499      4.32G    0.01391    0.01197   0.003204         58        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    228/499      4.32G    0.01391    0.01197   0.003204         58        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    228/499      4.32G     0.0138    0.01152   0.003407         57        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    228/499      4.32G     0.0138    0.01152   0.003407         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    228/499      4.32G    0.01364     0.0113   0.003222         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    228/499      4.32G    0.01364     0.0113   0.003222         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    228/499      4.32G    0.01377    0.01151   0.003158         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    228/499      4.32G    0.01377    0.01151   0.003158         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    228/499      4.32G    0.01374    0.01146   0.003035         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    228/499      4.32G    0.01374    0.01146   0.003035         79        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    228/499      4.32G    0.01364     0.0112   0.002823         69        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    228/499      4.32G    0.01364     0.0112   0.002823         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    228/499      4.32G    0.01362    0.01103   0.003115         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    228/499      4.32G    0.01362    0.01103   0.003115         58        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    228/499      4.32G    0.01363    0.01098   0.003088         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    228/499      4.32G    0.01363    0.01098   0.003088         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    228/499      4.32G    0.01362    0.01097   0.003007         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    228/499      4.32G    0.01362    0.01097   0.003007         69        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    228/499      4.32G    0.01368    0.01103   0.003454         74        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    228/499      4.32G    0.01368    0.01103   0.003454         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    228/499      4.32G    0.01359    0.01099   0.003437         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    228/499      4.32G    0.01359    0.01099   0.003437         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    228/499      4.32G     0.0135    0.01088   0.003401         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    228/499      4.32G     0.0135    0.01088   0.003401         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    228/499      4.32G    0.01347    0.01075   0.003389         54        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    228/499      4.32G    0.01347    0.01075   0.003389         54        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    228/499      4.32G    0.01345    0.01072   0.003426         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    228/499      4.32G    0.01345    0.01072   0.003426         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    228/499      4.32G    0.01339    0.01078   0.003309         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    228/499      4.32G    0.01339    0.01078   0.003309         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    228/499      4.32G    0.01331    0.01081   0.003332         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    228/499      4.32G    0.01331    0.01081   0.003332         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    228/499      4.32G    0.01331    0.01076   0.003436         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    228/499      4.32G    0.01331    0.01076   0.003436         68        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    228/499      4.32G    0.01328    0.01074    0.00339         74        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    228/499      4.32G    0.01328    0.01074    0.00339         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    228/499      4.32G    0.01326    0.01072   0.003316         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    228/499      4.32G    0.01326    0.01072   0.003316         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    228/499      4.32G    0.01327    0.01074   0.003271         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    228/499      4.32G    0.01327    0.01074   0.003271         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    228/499      4.32G    0.01327    0.01078   0.003192         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    228/499      4.32G    0.01327    0.01078   0.003192         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    228/499      4.32G    0.01323    0.01079   0.003174         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    228/499      4.32G    0.01323    0.01079   0.003174         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    228/499      4.32G    0.01324    0.01082   0.003133         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    228/499      4.32G    0.01324    0.01082   0.003133         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    228/499      4.32G    0.01326    0.01083   0.003096         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    228/499      4.32G    0.01326    0.01083   0.003096         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    228/499      4.32G    0.01333    0.01087   0.003138         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    228/499      4.32G    0.01333    0.01087   0.003138         81        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    228/499      4.32G    0.01335     0.0109   0.003159         81        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    228/499      4.32G    0.01335     0.0109   0.003159         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    228/499      4.32G    0.01335    0.01091   0.003195         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    228/499      4.32G    0.01335    0.01091   0.003195         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    228/499      4.32G    0.01339    0.01094   0.003267         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    228/499      4.32G    0.01339    0.01094   0.003267         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    228/499      4.32G     0.0134    0.01095   0.003324         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    228/499      4.32G     0.0134    0.01095   0.003324         75        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    228/499      4.32G    0.01337    0.01086   0.003255         56        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    228/499      4.32G    0.01337    0.01086   0.003255         56        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    228/499      4.32G    0.01336    0.01086   0.003199         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    228/499      4.32G    0.01336    0.01086   0.003199         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    228/499      4.32G    0.01334    0.01081   0.003172         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    228/499      4.32G    0.01334    0.01081   0.003172         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    228/499      4.32G    0.01334    0.01077   0.003166         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    228/499      4.32G    0.01334    0.01077   0.003166         28        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    228/499      4.32G    0.01334    0.01077   0.003166         28        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.851      0.868      0.902      0.768

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    229/499      4.32G    0.01259   0.009266   0.001451         60        640:   0%|          | 0/40 [00:00<?, ?it/s]
    229/499      4.32G    0.01259   0.009266   0.001451         60        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    229/499      4.32G    0.01353    0.01118   0.002493         85        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    229/499      4.32G    0.01353    0.01118   0.002493         85        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    229/499      4.32G    0.01447    0.01072   0.004611         60        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    229/499      4.32G    0.01447    0.01072   0.004611         60        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    229/499      4.32G    0.01458    0.01056   0.004285         64        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    229/499      4.32G    0.01458    0.01056   0.004285         64        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    229/499      4.32G     0.0146    0.01049   0.004458         73        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    229/499      4.32G     0.0146    0.01049   0.004458         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
    229/499      4.32G    0.01425    0.01027   0.004486         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
    229/499      4.32G    0.01425    0.01027   0.004486         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    229/499      4.32G    0.01394    0.01043   0.003979         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    229/499      4.32G    0.01394    0.01043   0.003979         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    229/499      4.32G    0.01373    0.01024   0.003822         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    229/499      4.32G    0.01373    0.01024   0.003822         71        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    229/499      4.32G     0.0137    0.01034   0.003799         80        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    229/499      4.32G     0.0137    0.01034   0.003799         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    229/499      4.32G    0.01367    0.01034   0.003721         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    229/499      4.32G    0.01367    0.01034   0.003721         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    229/499      4.32G    0.01363    0.01043   0.003649         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    229/499      4.32G    0.01363    0.01043   0.003649         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    229/499      4.32G    0.01354    0.01046   0.003495         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    229/499      4.32G    0.01354    0.01046   0.003495         82        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    229/499      4.32G    0.01353    0.01049   0.003437         76        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    229/499      4.32G    0.01353    0.01049   0.003437         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    229/499      4.32G     0.0135    0.01054   0.003599         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    229/499      4.32G     0.0135    0.01054   0.003599         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    229/499      4.32G    0.01357    0.01064   0.003453         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    229/499      4.32G    0.01357    0.01064   0.003453         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    229/499      4.32G    0.01353    0.01068   0.003413         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    229/499      4.32G    0.01353    0.01068   0.003413         83        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    229/499      4.32G    0.01344    0.01055   0.003384         65        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    229/499      4.32G    0.01344    0.01055   0.003384         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    229/499      4.32G    0.01346    0.01057   0.003376         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    229/499      4.32G    0.01346    0.01057   0.003376         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    229/499      4.32G    0.01356    0.01062   0.003339         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    229/499      4.32G    0.01356    0.01062   0.003339         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    229/499      4.32G     0.0136    0.01065   0.003333         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    229/499      4.32G     0.0136    0.01065   0.003333         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    229/499      4.32G    0.01354    0.01072    0.00321         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    229/499      4.32G    0.01354    0.01072    0.00321         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    229/499      4.32G    0.01354    0.01076   0.003189         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    229/499      4.32G    0.01354    0.01076   0.003189         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    229/499      4.32G    0.01361    0.01078   0.003327         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    229/499      4.32G    0.01361    0.01078   0.003327         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    229/499      4.32G    0.01365    0.01088   0.003352         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    229/499      4.32G    0.01365    0.01088   0.003352         89        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    229/499      4.32G    0.01371    0.01094   0.003406         80        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    229/499      4.32G    0.01371    0.01094   0.003406         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    229/499      4.32G    0.01372    0.01091    0.00346         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    229/499      4.32G    0.01372    0.01091    0.00346         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    229/499      4.32G    0.01368    0.01084   0.003369         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    229/499      4.32G    0.01368    0.01084   0.003369         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    229/499      4.32G    0.01369    0.01075   0.003275         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    229/499      4.32G    0.01369    0.01075   0.003275         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    229/499      4.32G    0.01369    0.01073   0.003258         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    229/499      4.32G    0.01369    0.01073   0.003258         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    229/499      4.32G    0.01364    0.01073   0.003191         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    229/499      4.32G    0.01364    0.01073   0.003191         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    229/499      4.32G    0.01362    0.01069   0.003204         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    229/499      4.32G    0.01362    0.01069   0.003204         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    229/499      4.32G    0.01362    0.01078   0.003146         95        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    229/499      4.32G    0.01362    0.01078   0.003146         95        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    229/499      4.32G    0.01365    0.01075   0.003157         57        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    229/499      4.32G    0.01365    0.01075   0.003157         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    229/499      4.32G    0.01365    0.01076   0.003217         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    229/499      4.32G    0.01365    0.01076   0.003217         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    229/499      4.32G    0.01361    0.01075   0.003155         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    229/499      4.32G    0.01361    0.01075   0.003155         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    229/499      4.32G    0.01363    0.01074   0.003153         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    229/499      4.32G    0.01363    0.01074   0.003153         62        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    229/499      4.32G     0.0136    0.01076   0.003154         73        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    229/499      4.32G     0.0136    0.01076   0.003154         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    229/499      4.32G    0.01358    0.01071   0.003201         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    229/499      4.32G    0.01358    0.01071   0.003201         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    229/499      4.32G    0.01353     0.0107   0.003152         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    229/499      4.32G    0.01353     0.0107   0.003152         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    229/499      4.32G    0.01354    0.01077   0.003183         48        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    229/499      4.32G    0.01354    0.01077   0.003183         48        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    229/499      4.32G    0.01354    0.01077   0.003183         48        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.922      0.833       0.91      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    230/499      4.32G    0.01284    0.01203   0.001365         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    230/499      4.32G    0.01284    0.01203   0.001365         78        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    230/499      4.32G    0.01264     0.0101   0.004822         66        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    230/499      4.32G    0.01264     0.0101   0.004822         66        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    230/499      4.32G    0.01295    0.01001    0.00379         60        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    230/499      4.32G    0.01295    0.01001    0.00379         60        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    230/499      4.32G    0.01284    0.01046   0.004179         78        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    230/499      4.32G    0.01284    0.01046   0.004179         78        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    230/499      4.32G    0.01303    0.01109   0.003643         91        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    230/499      4.32G    0.01303    0.01109   0.003643         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    230/499      4.32G    0.01331    0.01171   0.003461         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    230/499      4.32G    0.01331    0.01171   0.003461         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    230/499      4.32G    0.01316    0.01163   0.003208         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    230/499      4.32G    0.01316    0.01163   0.003208         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    230/499      4.32G    0.01315    0.01152   0.003454         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    230/499      4.32G    0.01315    0.01152   0.003454         80        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    230/499      4.32G    0.01343    0.01146   0.003622         65        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    230/499      4.32G    0.01343    0.01146   0.003622         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    230/499      4.32G    0.01369    0.01141   0.003756         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    230/499      4.32G    0.01369    0.01141   0.003756         57        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    230/499      4.32G     0.0137    0.01155   0.003715         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    230/499      4.32G     0.0137    0.01155   0.003715         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    230/499      4.32G    0.01384    0.01163   0.003731         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    230/499      4.32G    0.01384    0.01163   0.003731         84        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    230/499      4.32G    0.01402    0.01147   0.003939         59        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    230/499      4.32G    0.01402    0.01147   0.003939         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    230/499      4.32G    0.01403    0.01138   0.004036         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    230/499      4.32G    0.01403    0.01138   0.004036         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    230/499      4.32G    0.01391    0.01138   0.003973         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    230/499      4.32G    0.01391    0.01138   0.003973         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    230/499      4.32G    0.01411    0.01158   0.003995         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    230/499      4.32G    0.01411    0.01158   0.003995         85        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    230/499      4.32G    0.01404    0.01147   0.003921         69        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    230/499      4.32G    0.01404    0.01147   0.003921         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    230/499      4.32G    0.01389    0.01132    0.00378         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    230/499      4.32G    0.01389    0.01132    0.00378         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    230/499      4.32G    0.01389    0.01128   0.003726         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    230/499      4.32G    0.01389    0.01128   0.003726         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    230/499      4.32G    0.01389    0.01141   0.003586         90        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    230/499      4.32G    0.01389    0.01141   0.003586         90        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    230/499      4.32G    0.01384    0.01135   0.003624         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    230/499      4.32G    0.01384    0.01135   0.003624         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    230/499      4.32G    0.01387    0.01135   0.003518         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    230/499      4.32G    0.01387    0.01135   0.003518         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    230/499      4.32G    0.01382    0.01128    0.00345         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    230/499      4.32G    0.01382    0.01128    0.00345         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    230/499      4.32G    0.01381     0.0113   0.003459         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    230/499      4.32G    0.01381     0.0113   0.003459         67        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    230/499      4.32G    0.01384    0.01133   0.003495         78        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    230/499      4.32G    0.01384    0.01133   0.003495         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    230/499      4.32G    0.01387    0.01127   0.003454         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    230/499      4.32G    0.01387    0.01127   0.003454         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    230/499      4.32G    0.01387     0.0112   0.003417         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    230/499      4.32G    0.01387     0.0112   0.003417         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    230/499      4.32G    0.01384    0.01115    0.00342         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    230/499      4.32G    0.01384    0.01115    0.00342         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    230/499      4.32G    0.01388    0.01118   0.003332         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    230/499      4.32G    0.01388    0.01118   0.003332         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    230/499      4.32G    0.01393    0.01118   0.003385         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    230/499      4.32G    0.01393    0.01118   0.003385         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    230/499      4.32G    0.01391    0.01118   0.003386         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    230/499      4.32G    0.01391    0.01118   0.003386         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    230/499      4.32G    0.01384    0.01112   0.003352         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    230/499      4.32G    0.01384    0.01112   0.003352         77        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    230/499      4.32G    0.01384    0.01116     0.0034         93        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    230/499      4.32G    0.01384    0.01116     0.0034         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    230/499      4.32G    0.01384    0.01114   0.003458         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    230/499      4.32G    0.01384    0.01114   0.003458         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    230/499      4.32G    0.01384    0.01106   0.003462         54        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    230/499      4.32G    0.01384    0.01106   0.003462         54        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    230/499      4.32G    0.01379    0.01096   0.003405         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    230/499      4.32G    0.01379    0.01096   0.003405         56        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    230/499      4.32G    0.01382    0.01098   0.003428         81        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    230/499      4.32G    0.01382    0.01098   0.003428         81        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    230/499      4.32G    0.01383     0.0111   0.003474        102        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    230/499      4.32G    0.01383     0.0111   0.003474        102        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    230/499      4.32G    0.01382    0.01113   0.003494         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    230/499      4.32G    0.01382    0.01113   0.003494         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    230/499      4.32G    0.01382     0.0112   0.003435         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    230/499      4.32G    0.01382     0.0112   0.003435         46        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    230/499      4.32G    0.01382     0.0112   0.003435         46        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.836      0.885      0.892      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    231/499      4.32G    0.01339   0.008795  0.0009582         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    231/499      4.32G    0.01339   0.008795  0.0009582         64        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    231/499      4.32G    0.01416   0.009676   0.002159         68        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    231/499      4.32G    0.01416   0.009676   0.002159         68        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    231/499      4.32G    0.01405    0.01016   0.001722         84        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    231/499      4.32G    0.01405    0.01016   0.001722         84        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    231/499      4.32G    0.01454    0.01092   0.002307         82        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    231/499      4.32G    0.01454    0.01092   0.002307         82        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    231/499      4.32G    0.01431    0.01056     0.0029         67        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    231/499      4.32G    0.01431    0.01056     0.0029         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    231/499      4.32G    0.01423    0.01068   0.002642         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    231/499      4.32G    0.01423    0.01068   0.002642         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    231/499      4.32G    0.01427    0.01078   0.002516         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    231/499      4.32G    0.01427    0.01078   0.002516         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    231/499      4.32G    0.01419    0.01085   0.002648         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    231/499      4.32G    0.01419    0.01085   0.002648         79        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    231/499      4.32G    0.01424    0.01065   0.002628         59        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    231/499      4.32G    0.01424    0.01065   0.002628         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    231/499      4.32G    0.01417    0.01091    0.00289         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    231/499      4.32G    0.01417    0.01091    0.00289         86        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    231/499      4.32G    0.01423    0.01084   0.003048         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    231/499      4.32G    0.01423    0.01084   0.003048         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    231/499      4.32G    0.01415    0.01059   0.002985         55        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    231/499      4.32G    0.01415    0.01059   0.002985         55        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    231/499      4.32G    0.01427    0.01077   0.003036         84        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    231/499      4.32G    0.01427    0.01077   0.003036         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    231/499      4.32G     0.0142    0.01082    0.00323         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    231/499      4.32G     0.0142    0.01082    0.00323         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    231/499      4.32G    0.01417    0.01084   0.003081         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    231/499      4.32G    0.01417    0.01084   0.003081         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    231/499      4.32G    0.01416    0.01093   0.003132         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    231/499      4.32G    0.01416    0.01093   0.003132         81        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    231/499      4.32G    0.01409    0.01092   0.002984         72        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    231/499      4.32G    0.01409    0.01092   0.002984         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    231/499      4.32G     0.0141    0.01096   0.003241         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    231/499      4.32G     0.0141    0.01096   0.003241         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    231/499      4.32G    0.01409      0.011   0.003126         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    231/499      4.32G    0.01409      0.011   0.003126         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    231/499      4.32G    0.01407    0.01094   0.003038         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    231/499      4.32G    0.01407    0.01094   0.003038         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    231/499      4.32G    0.01404     0.0109   0.002976         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    231/499      4.32G    0.01404     0.0109   0.002976         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    231/499      4.32G    0.01412    0.01098   0.002948         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    231/499      4.32G    0.01412    0.01098   0.002948         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    231/499      4.32G    0.01404     0.0109   0.002938         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    231/499      4.32G    0.01404     0.0109   0.002938         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    231/499      4.32G    0.01408    0.01089   0.002865         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    231/499      4.32G    0.01408    0.01089   0.002865         68        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    231/499      4.32G    0.01398    0.01084   0.002818         71        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    231/499      4.32G    0.01398    0.01084   0.002818         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    231/499      4.32G    0.01402    0.01083   0.002764         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    231/499      4.32G    0.01402    0.01083   0.002764         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    231/499      4.32G    0.01399    0.01089   0.002717         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    231/499      4.32G    0.01399    0.01089   0.002717         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    231/499      4.32G      0.014    0.01082   0.002681         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    231/499      4.32G      0.014    0.01082   0.002681         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    231/499      4.32G    0.01397    0.01079   0.002774         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    231/499      4.32G    0.01397    0.01079   0.002774         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    231/499      4.32G    0.01388    0.01074   0.002748         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    231/499      4.32G    0.01388    0.01074   0.002748         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    231/499      4.32G    0.01388    0.01074   0.002792         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    231/499      4.32G    0.01388    0.01074   0.002792         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    231/499      4.32G    0.01386    0.01074   0.002823         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    231/499      4.32G    0.01386    0.01074   0.002823         80        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    231/499      4.32G    0.01386    0.01071    0.00285         63        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    231/499      4.32G    0.01386    0.01071    0.00285         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    231/499      4.32G     0.0138    0.01066   0.002832         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    231/499      4.32G     0.0138    0.01066   0.002832         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    231/499      4.32G    0.01377     0.0107   0.002813         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    231/499      4.32G    0.01377     0.0107   0.002813         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    231/499      4.32G    0.01378    0.01064   0.002814         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    231/499      4.32G    0.01378    0.01064   0.002814         62        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    231/499      4.32G    0.01375    0.01059   0.002794         69        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    231/499      4.32G    0.01375    0.01059   0.002794         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    231/499      4.32G    0.01374    0.01063   0.002789         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    231/499      4.32G    0.01374    0.01063   0.002789         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    231/499      4.32G    0.01374     0.0107   0.002784         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    231/499      4.32G    0.01374     0.0107   0.002784         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    231/499      4.32G     0.0137    0.01075   0.002729         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    231/499      4.32G     0.0137    0.01075   0.002729         44        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    231/499      4.32G     0.0137    0.01075   0.002729         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.889      0.908      0.902      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    232/499      4.32G    0.01174   0.009741   0.002524         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    232/499      4.32G    0.01174   0.009741   0.002524         74        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    232/499      4.32G    0.01195   0.009065   0.001897         61        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    232/499      4.32G    0.01195   0.009065   0.001897         61        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    232/499      4.32G    0.01313   0.009785   0.001913         80        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    232/499      4.32G    0.01313   0.009785   0.001913         80        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    232/499      4.32G    0.01303   0.009931   0.002712         75        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    232/499      4.32G    0.01303   0.009931   0.002712         75        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    232/499      4.32G    0.01338    0.01032    0.00267         80        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    232/499      4.32G    0.01338    0.01032    0.00267         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    232/499      4.32G    0.01339    0.01027   0.002586         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    232/499      4.32G    0.01339    0.01027   0.002586         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    232/499      4.32G    0.01344    0.01055   0.002833         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    232/499      4.32G    0.01344    0.01055   0.002833         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    232/499      4.32G    0.01338    0.01071   0.002886         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    232/499      4.32G    0.01338    0.01071   0.002886         80        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    232/499      4.32G    0.01346    0.01089   0.002692         78        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    232/499      4.32G    0.01346    0.01089   0.002692         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    232/499      4.32G    0.01361    0.01079   0.002478         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    232/499      4.32G    0.01361    0.01079   0.002478         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    232/499      4.32G     0.0136    0.01096   0.002506         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    232/499      4.32G     0.0136    0.01096   0.002506         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    232/499      4.32G    0.01365    0.01095   0.002409         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    232/499      4.32G    0.01365    0.01095   0.002409         72        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    232/499      4.32G    0.01366    0.01094   0.002344         69        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    232/499      4.32G    0.01366    0.01094   0.002344         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    232/499      4.32G    0.01362     0.0109   0.002454         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    232/499      4.32G    0.01362     0.0109   0.002454         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    232/499      4.32G     0.0136    0.01083   0.002461         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    232/499      4.32G     0.0136    0.01083   0.002461         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    232/499      4.32G    0.01354     0.0108   0.002778         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    232/499      4.32G    0.01354     0.0108   0.002778         74        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    232/499      4.32G    0.01355    0.01084    0.00286         80        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    232/499      4.32G    0.01355    0.01084    0.00286         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    232/499      4.32G    0.01347    0.01083   0.002797         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    232/499      4.32G    0.01347    0.01083   0.002797         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    232/499      4.32G    0.01353    0.01091   0.002788         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    232/499      4.32G    0.01353    0.01091   0.002788         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    232/499      4.32G    0.01359    0.01099     0.0028         87        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    232/499      4.32G    0.01359    0.01099     0.0028         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    232/499      4.32G    0.01367    0.01097   0.002949         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    232/499      4.32G    0.01367    0.01097   0.002949         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
    232/499      4.32G    0.01363    0.01099   0.003182         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    232/499      4.32G    0.01363    0.01099   0.003182         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    232/499      4.32G    0.01361    0.01093   0.003195         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    232/499      4.32G    0.01361    0.01093   0.003195         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    232/499      4.32G    0.01362    0.01089   0.003284         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    232/499      4.32G    0.01362    0.01089   0.003284         67        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    232/499      4.32G    0.01365    0.01095   0.003256         80        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    232/499      4.32G    0.01365    0.01095   0.003256         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    232/499      4.32G    0.01364    0.01104   0.003159         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    232/499      4.32G    0.01364    0.01104   0.003159         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    232/499      4.32G     0.0137    0.01111   0.003111         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    232/499      4.32G     0.0137    0.01111   0.003111         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    232/499      4.32G    0.01367    0.01106   0.003118         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    232/499      4.32G    0.01367    0.01106   0.003118         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    232/499      4.32G    0.01364    0.01108   0.003217         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    232/499      4.32G    0.01364    0.01108   0.003217         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    232/499      4.32G    0.01359     0.0111   0.003156         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    232/499      4.32G    0.01359     0.0111   0.003156         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    232/499      4.32G    0.01362    0.01108   0.003087         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    232/499      4.32G    0.01362    0.01108   0.003087         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    232/499      4.32G    0.01363    0.01105   0.003024         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    232/499      4.32G    0.01363    0.01105   0.003024         72        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    232/499      4.32G    0.01361    0.01117   0.003061         99        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    232/499      4.32G    0.01361    0.01117   0.003061         99        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    232/499      4.32G    0.01357    0.01116   0.003003         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    232/499      4.32G    0.01357    0.01116   0.003003         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    232/499      4.32G    0.01358    0.01118   0.002956         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    232/499      4.32G    0.01358    0.01118   0.002956         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    232/499      4.32G    0.01358    0.01121   0.002994         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    232/499      4.32G    0.01358    0.01121   0.002994         84        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    232/499      4.32G    0.01363    0.01116    0.00303         63        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    232/499      4.32G    0.01363    0.01116    0.00303         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    232/499      4.32G    0.01365    0.01114   0.003074         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    232/499      4.32G    0.01365    0.01114   0.003074         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    232/499      4.32G    0.01361    0.01114   0.003021         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    232/499      4.32G    0.01361    0.01114   0.003021         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    232/499      4.32G    0.01365    0.01107   0.003022         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    232/499      4.32G    0.01365    0.01107   0.003022         32        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    232/499      4.32G    0.01365    0.01107   0.003022         32        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.833      0.849      0.853      0.737

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    233/499      4.32G     0.0137    0.01083   0.001772         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    233/499      4.32G     0.0137    0.01083   0.001772         76        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    233/499      4.32G    0.01264    0.01163   0.001567         89        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    233/499      4.32G    0.01264    0.01163   0.001567         89        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
    233/499      4.32G    0.01262    0.01131   0.001804         90        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
    233/499      4.32G    0.01262    0.01131   0.001804         90        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    233/499      4.32G    0.01339    0.01174   0.002432         76        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    233/499      4.32G    0.01339    0.01174   0.002432         76        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    233/499      4.32G    0.01336    0.01177   0.002104         75        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    233/499      4.32G    0.01336    0.01177   0.002104         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
    233/499      4.32G    0.01327    0.01192   0.001838         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
    233/499      4.32G    0.01327    0.01192   0.001838         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    233/499      4.32G    0.01345    0.01185   0.001714         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    233/499      4.32G    0.01345    0.01185   0.001714         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    233/499      4.32G     0.0137    0.01206   0.002135         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    233/499      4.32G     0.0137    0.01206   0.002135         89        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    233/499      4.32G    0.01385    0.01223   0.002293         86        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    233/499      4.32G    0.01385    0.01223   0.002293         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    233/499      4.32G    0.01397    0.01194   0.002285         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    233/499      4.32G    0.01397    0.01194   0.002285         62        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    233/499      4.32G    0.01393    0.01205   0.002151         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    233/499      4.32G    0.01393    0.01205   0.002151         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    233/499      4.32G     0.0138    0.01194   0.002315         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    233/499      4.32G     0.0138    0.01194   0.002315         80        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    233/499      4.32G    0.01381    0.01201   0.002372         91        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    233/499      4.32G    0.01381    0.01201   0.002372         91        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    233/499      4.32G    0.01382    0.01205   0.002467         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    233/499      4.32G    0.01382    0.01205   0.002467         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.13it/s]
    233/499      4.32G    0.01368    0.01182   0.002364         64        640:  35%|###5      | 14/40 [00:02<00:05,  5.13it/s]
    233/499      4.32G    0.01368    0.01182   0.002364         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    233/499      4.32G    0.01372    0.01178   0.002384         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    233/499      4.32G    0.01372    0.01178   0.002384         69        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    233/499      4.32G    0.01375    0.01168   0.002409         75        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    233/499      4.32G    0.01375    0.01168   0.002409         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    233/499      4.32G    0.01369    0.01161   0.002424         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    233/499      4.32G    0.01369    0.01161   0.002424         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    233/499      4.32G    0.01372    0.01156   0.002638         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    233/499      4.32G    0.01372    0.01156   0.002638         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    233/499      4.32G    0.01371    0.01148   0.002642         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    233/499      4.32G    0.01371    0.01148   0.002642         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    233/499      4.32G    0.01368    0.01144   0.002594         70        640:  50%|#####     | 20/40 [00:04<00:03,  5.20it/s]
    233/499      4.32G    0.01368    0.01144   0.002594         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    233/499      4.32G    0.01361    0.01137   0.002508         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    233/499      4.32G    0.01361    0.01137   0.002508         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    233/499      4.32G    0.01369    0.01135   0.002438         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    233/499      4.32G    0.01369    0.01135   0.002438         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    233/499      4.32G    0.01368    0.01145   0.002399         94        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    233/499      4.32G    0.01368    0.01145   0.002399         94        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    233/499      4.32G    0.01373    0.01143    0.00235         75        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    233/499      4.32G    0.01373    0.01143    0.00235         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    233/499      4.32G    0.01373    0.01149   0.002399         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    233/499      4.32G    0.01373    0.01149   0.002399         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    233/499      4.32G    0.01364    0.01147   0.002335         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    233/499      4.32G    0.01364    0.01147   0.002335         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    233/499      4.32G    0.01368    0.01151   0.002454         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    233/499      4.32G    0.01368    0.01151   0.002454         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    233/499      4.32G    0.01366    0.01144   0.002499         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    233/499      4.32G    0.01366    0.01144   0.002499         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    233/499      4.32G    0.01363    0.01137   0.002569         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    233/499      4.32G    0.01363    0.01137   0.002569         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    233/499      4.32G    0.01355    0.01138   0.002606         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    233/499      4.32G    0.01355    0.01138   0.002606         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    233/499      4.32G    0.01355    0.01136   0.002546         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    233/499      4.32G    0.01355    0.01136   0.002546         70        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    233/499      4.32G    0.01358    0.01136   0.002548         62        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    233/499      4.32G    0.01358    0.01136   0.002548         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    233/499      4.32G    0.01363    0.01137   0.002652         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    233/499      4.32G    0.01363    0.01137   0.002652         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    233/499      4.32G    0.01357    0.01135   0.002643         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    233/499      4.32G    0.01357    0.01135   0.002643         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    233/499      4.32G    0.01352    0.01133   0.002745         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    233/499      4.32G    0.01352    0.01133   0.002745         78        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    233/499      4.32G    0.01359    0.01136   0.002881         72        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    233/499      4.32G    0.01359    0.01136   0.002881         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    233/499      4.32G    0.01356    0.01138   0.002861         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    233/499      4.32G    0.01356    0.01138   0.002861         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    233/499      4.32G    0.01353    0.01144    0.00285         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    233/499      4.32G    0.01353    0.01144    0.00285         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    233/499      4.32G    0.01352    0.01148   0.002825         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    233/499      4.32G    0.01352    0.01148   0.002825         45        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    233/499      4.32G    0.01352    0.01148   0.002825         45        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.852      0.848      0.853      0.731

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    234/499      4.32G      0.013    0.01268     0.0025         90        640:   0%|          | 0/40 [00:00<?, ?it/s]
    234/499      4.32G      0.013    0.01268     0.0025         90        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    234/499      4.32G    0.01231    0.01155   0.004173         69        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    234/499      4.32G    0.01231    0.01155   0.004173         69        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    234/499      4.32G    0.01263    0.01102    0.00509         73        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    234/499      4.32G    0.01263    0.01102    0.00509         73        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    234/499      4.32G    0.01299    0.01093      0.004         70        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    234/499      4.32G    0.01299    0.01093      0.004         70        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    234/499      4.32G     0.0135    0.01094   0.004152         67        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
    234/499      4.32G     0.0135    0.01094   0.004152         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    234/499      4.32G    0.01336     0.0109   0.003707         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    234/499      4.32G    0.01336     0.0109   0.003707         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    234/499      4.32G    0.01345    0.01089   0.003589         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    234/499      4.32G    0.01345    0.01089   0.003589         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    234/499      4.32G     0.0134    0.01081   0.003336         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    234/499      4.32G     0.0134    0.01081   0.003336         70        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    234/499      4.32G    0.01345    0.01107   0.003293         88        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    234/499      4.32G    0.01345    0.01107   0.003293         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    234/499      4.32G    0.01325    0.01087    0.00314         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    234/499      4.32G    0.01325    0.01087    0.00314         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    234/499      4.32G    0.01324    0.01078   0.003293         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    234/499      4.32G    0.01324    0.01078   0.003293         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    234/499      4.32G    0.01322    0.01075   0.003242         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    234/499      4.32G    0.01322    0.01075   0.003242         73        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    234/499      4.32G    0.01313    0.01093   0.003064         92        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    234/499      4.32G    0.01313    0.01093   0.003064         92        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    234/499      4.32G    0.01313    0.01089   0.003018         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    234/499      4.32G    0.01313    0.01089   0.003018         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    234/499      4.32G    0.01312    0.01076   0.003213         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    234/499      4.32G    0.01312    0.01076   0.003213         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    234/499      4.32G     0.0132    0.01077   0.003302         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    234/499      4.32G     0.0132    0.01077   0.003302         79        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    234/499      4.32G    0.01312    0.01076   0.003182         84        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    234/499      4.32G    0.01312    0.01076   0.003182         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    234/499      4.32G    0.01325    0.01107   0.003257         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    234/499      4.32G    0.01325    0.01107   0.003257         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    234/499      4.32G    0.01326     0.0111   0.003251         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    234/499      4.32G    0.01326     0.0111   0.003251         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    234/499      4.32G    0.01324    0.01123   0.003165         97        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    234/499      4.32G    0.01324    0.01123   0.003165         97        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    234/499      4.32G    0.01331    0.01124    0.00322         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    234/499      4.32G    0.01331    0.01124    0.00322         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    234/499      4.32G    0.01326    0.01122   0.003114         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    234/499      4.32G    0.01326    0.01122   0.003114         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    234/499      4.32G    0.01322    0.01124    0.00309         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    234/499      4.32G    0.01322    0.01124    0.00309         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    234/499      4.32G     0.0133    0.01126   0.003102         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    234/499      4.32G     0.0133    0.01126   0.003102         70        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    234/499      4.32G    0.01326    0.01119   0.003065         73        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    234/499      4.32G    0.01326    0.01119   0.003065         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    234/499      4.32G    0.01327     0.0112   0.003099         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    234/499      4.32G    0.01327     0.0112   0.003099         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    234/499      4.32G    0.01321    0.01113    0.00305         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    234/499      4.32G    0.01321    0.01113    0.00305         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    234/499      4.32G     0.0132    0.01107   0.003105         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    234/499      4.32G     0.0132    0.01107   0.003105         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    234/499      4.32G    0.01315    0.01107   0.003077         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    234/499      4.32G    0.01315    0.01107   0.003077         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    234/499      4.32G    0.01316    0.01112   0.003022         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    234/499      4.32G    0.01316    0.01112   0.003022         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    234/499      4.32G    0.01316    0.01107   0.002961         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    234/499      4.32G    0.01316    0.01107   0.002961         62        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    234/499      4.32G    0.01315    0.01104   0.002926         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    234/499      4.32G    0.01315    0.01104   0.002926         76        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    234/499      4.32G    0.01312    0.01103   0.002862         76        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    234/499      4.32G    0.01312    0.01103   0.002862         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    234/499      4.32G    0.01315     0.0111   0.002891         92        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    234/499      4.32G    0.01315     0.0111   0.002891         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    234/499      4.32G    0.01313    0.01108   0.002995         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    234/499      4.32G    0.01313    0.01108   0.002995         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    234/499      4.32G    0.01315    0.01111   0.002973         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    234/499      4.32G    0.01315    0.01111   0.002973         85        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    234/499      4.32G    0.01314    0.01108   0.003043         71        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    234/499      4.32G    0.01314    0.01108   0.003043         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    234/499      4.32G    0.01312    0.01103   0.002994         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    234/499      4.32G    0.01312    0.01103   0.002994         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    234/499      4.32G    0.01313    0.01106   0.002992         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    234/499      4.32G    0.01313    0.01106   0.002992         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    234/499      4.32G    0.01312    0.01107   0.002973         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    234/499      4.32G    0.01312    0.01107   0.002973         40        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    234/499      4.32G    0.01312    0.01107   0.002973         40        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.906      0.854      0.886      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    235/499      4.32G     0.0136    0.01082     0.0013         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    235/499      4.32G     0.0136    0.01082     0.0013         77        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    235/499      4.32G    0.01393     0.0116   0.002959         76        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    235/499      4.32G    0.01393     0.0116   0.002959         76        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    235/499      4.32G    0.01412    0.01127   0.002653         62        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    235/499      4.32G    0.01412    0.01127   0.002653         62        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    235/499      4.32G    0.01388    0.01083    0.00208         65        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    235/499      4.32G    0.01388    0.01083    0.00208         65        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    235/499      4.32G    0.01367     0.0106   0.001735         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    235/499      4.32G    0.01367     0.0106   0.001735         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    235/499      4.32G     0.0137    0.01081   0.002476         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    235/499      4.32G     0.0137    0.01081   0.002476         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    235/499      4.32G    0.01387    0.01092    0.00253         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    235/499      4.32G    0.01387    0.01092    0.00253         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    235/499      4.32G    0.01362    0.01087   0.002493         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    235/499      4.32G    0.01362    0.01087   0.002493         75        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    235/499      4.32G    0.01345    0.01081   0.002466         77        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    235/499      4.32G    0.01345    0.01081   0.002466         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    235/499      4.32G    0.01374    0.01103   0.002434         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    235/499      4.32G    0.01374    0.01103   0.002434         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    235/499      4.32G    0.01374    0.01122   0.002443         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    235/499      4.32G    0.01374    0.01122   0.002443         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    235/499      4.32G    0.01362    0.01117   0.002353         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    235/499      4.32G    0.01362    0.01117   0.002353         83        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    235/499      4.32G    0.01353    0.01108   0.002312         77        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    235/499      4.32G    0.01353    0.01108   0.002312         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    235/499      4.32G     0.0135    0.01105   0.002428         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    235/499      4.32G     0.0135    0.01105   0.002428         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    235/499      4.32G    0.01352    0.01107   0.002389         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    235/499      4.32G    0.01352    0.01107   0.002389         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
    235/499      4.32G    0.01345    0.01106   0.002315         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
    235/499      4.32G    0.01345    0.01106   0.002315         80        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    235/499      4.32G    0.01341    0.01102   0.002256         83        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    235/499      4.32G    0.01341    0.01102   0.002256         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    235/499      4.32G    0.01331    0.01107   0.002304         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    235/499      4.32G    0.01331    0.01107   0.002304         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
    235/499      4.32G    0.01327    0.01099   0.002265         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
    235/499      4.32G    0.01327    0.01099   0.002265         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    235/499      4.32G    0.01334    0.01099   0.002308         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    235/499      4.32G    0.01334    0.01099   0.002308         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    235/499      4.32G     0.0133    0.01098    0.00236         70        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
    235/499      4.32G     0.0133    0.01098    0.00236         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.14it/s]
    235/499      4.32G    0.01319    0.01085   0.002378         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.14it/s]
    235/499      4.32G    0.01319    0.01085   0.002378         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    235/499      4.32G    0.01322    0.01093   0.002387         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    235/499      4.32G    0.01322    0.01093   0.002387         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    235/499      4.32G     0.0132      0.011   0.002388         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    235/499      4.32G     0.0132      0.011   0.002388         89        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    235/499      4.32G    0.01317    0.01103   0.002398         85        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    235/499      4.32G    0.01317    0.01103   0.002398         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    235/499      4.32G    0.01314    0.01112   0.002424         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    235/499      4.32G    0.01314    0.01112   0.002424         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    235/499      4.32G    0.01313    0.01111   0.002488         88        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    235/499      4.32G    0.01313    0.01111   0.002488         88        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    235/499      4.32G    0.01313    0.01111   0.002472         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    235/499      4.32G    0.01313    0.01111   0.002472         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    235/499      4.32G    0.01313    0.01105   0.002445         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    235/499      4.32G    0.01313    0.01105   0.002445         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    235/499      4.32G     0.0131    0.01116   0.002429        102        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    235/499      4.32G     0.0131    0.01116   0.002429        102        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    235/499      4.32G    0.01317    0.01117    0.00249         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    235/499      4.32G    0.01317    0.01117    0.00249         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    235/499      4.32G    0.01316    0.01114    0.00266         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    235/499      4.32G    0.01316    0.01114    0.00266         67        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    235/499      4.32G    0.01318     0.0111   0.002622         67        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    235/499      4.32G    0.01318     0.0111   0.002622         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    235/499      4.32G    0.01315    0.01111   0.002574         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    235/499      4.32G    0.01315    0.01111   0.002574         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    235/499      4.32G    0.01312    0.01103    0.00252         55        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    235/499      4.32G    0.01312    0.01103    0.00252         55        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    235/499      4.32G    0.01309    0.01105   0.002569         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    235/499      4.32G    0.01309    0.01105   0.002569         85        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    235/499      4.32G    0.01311    0.01112   0.002541         92        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
    235/499      4.32G    0.01311    0.01112   0.002541         92        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    235/499      4.32G    0.01307    0.01112   0.002508         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    235/499      4.32G    0.01307    0.01112   0.002508         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    235/499      4.32G    0.01307    0.01115   0.002475         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    235/499      4.32G    0.01307    0.01115   0.002475         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    235/499      4.32G    0.01305    0.01112    0.00254         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    235/499      4.32G    0.01305    0.01112    0.00254         35        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    235/499      4.32G    0.01305    0.01112    0.00254         35        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.862      0.866       0.88      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    236/499      4.32G     0.0123    0.01075   0.001991         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    236/499      4.32G     0.0123    0.01075   0.001991         76        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    236/499      4.32G    0.01307    0.01036   0.002319         61        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    236/499      4.32G    0.01307    0.01036   0.002319         61        640:   5%|5         | 2/40 [00:00<00:07,  4.95it/s]
    236/499      4.32G    0.01246     0.0103   0.001729         75        640:   5%|5         | 2/40 [00:00<00:07,  4.95it/s]
    236/499      4.32G    0.01246     0.0103   0.001729         75        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
    236/499      4.32G    0.01249   0.009864   0.001566         66        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
    236/499      4.32G    0.01249   0.009864   0.001566         66        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    236/499      4.32G    0.01261    0.01081   0.001833        102        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    236/499      4.32G    0.01261    0.01081   0.001833        102        640:  12%|#2        | 5/40 [00:00<00:06,  5.10it/s]
    236/499      4.32G    0.01274    0.01043   0.001907         61        640:  12%|#2        | 5/40 [00:01<00:06,  5.10it/s]
    236/499      4.32G    0.01274    0.01043   0.001907         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    236/499      4.32G    0.01308     0.0104   0.001883         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    236/499      4.32G    0.01308     0.0104   0.001883         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    236/499      4.32G    0.01275   0.009993   0.001887         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    236/499      4.32G    0.01275   0.009993   0.001887         60        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    236/499      4.32G    0.01286    0.01035    0.00178         90        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    236/499      4.32G    0.01286    0.01035    0.00178         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    236/499      4.32G    0.01283    0.01055   0.001946         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    236/499      4.32G    0.01283    0.01055   0.001946         87        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    236/499      4.32G    0.01296    0.01078   0.002088         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    236/499      4.32G    0.01296    0.01078   0.002088         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    236/499      4.32G    0.01317    0.01076    0.00222         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    236/499      4.32G    0.01317    0.01076    0.00222         69        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    236/499      4.32G    0.01321     0.0106   0.002426         68        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    236/499      4.32G    0.01321     0.0106   0.002426         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    236/499      4.32G     0.0131     0.0107   0.002488         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    236/499      4.32G     0.0131     0.0107   0.002488         90        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    236/499      4.32G    0.01306    0.01067   0.002524         77        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    236/499      4.32G    0.01306    0.01067   0.002524         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    236/499      4.32G    0.01307    0.01055   0.002635         60        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    236/499      4.32G    0.01307    0.01055   0.002635         60        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    236/499      4.32G    0.01298    0.01047   0.002523         70        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    236/499      4.32G    0.01298    0.01047   0.002523         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    236/499      4.32G     0.0129    0.01038   0.002473         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    236/499      4.32G     0.0129    0.01038   0.002473         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    236/499      4.32G    0.01286    0.01043   0.002399         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    236/499      4.32G    0.01286    0.01043   0.002399         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    236/499      4.32G    0.01278    0.01033   0.002352         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    236/499      4.32G    0.01278    0.01033   0.002352         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    236/499      4.32G    0.01278    0.01037   0.002347         86        640:  50%|#####     | 20/40 [00:04<00:03,  5.16it/s]
    236/499      4.32G    0.01278    0.01037   0.002347         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    236/499      4.32G    0.01276    0.01037   0.002395         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    236/499      4.32G    0.01276    0.01037   0.002395         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    236/499      4.32G    0.01274    0.01033   0.002403         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    236/499      4.32G    0.01274    0.01033   0.002403         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    236/499      4.32G    0.01271    0.01032   0.002487         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    236/499      4.32G    0.01271    0.01032   0.002487         69        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    236/499      4.32G    0.01273     0.0104   0.002434         85        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    236/499      4.32G    0.01273     0.0104   0.002434         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    236/499      4.32G     0.0127    0.01043   0.002484         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    236/499      4.32G     0.0127    0.01043   0.002484         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.15it/s]
    236/499      4.32G    0.01273    0.01041   0.002463         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
    236/499      4.32G    0.01273    0.01041   0.002463         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    236/499      4.32G    0.01282    0.01045   0.002508         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    236/499      4.32G    0.01282    0.01045   0.002508         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    236/499      4.32G    0.01278    0.01035   0.002469         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    236/499      4.32G    0.01278    0.01035   0.002469         57        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    236/499      4.32G    0.01278    0.01031   0.002463         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    236/499      4.32G    0.01278    0.01031   0.002463         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    236/499      4.32G    0.01288     0.0104   0.002545         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    236/499      4.32G    0.01288     0.0104   0.002545         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    236/499      4.32G    0.01287     0.0104   0.002495         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    236/499      4.32G    0.01287     0.0104   0.002495         68        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    236/499      4.32G    0.01287    0.01047   0.002438         88        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    236/499      4.32G    0.01287    0.01047   0.002438         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    236/499      4.32G    0.01284    0.01044   0.002394         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    236/499      4.32G    0.01284    0.01044   0.002394         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    236/499      4.32G    0.01282    0.01052    0.00242         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    236/499      4.32G    0.01282    0.01052    0.00242         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    236/499      4.32G    0.01281     0.0105     0.0024         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    236/499      4.32G    0.01281     0.0105     0.0024         65        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    236/499      4.32G     0.0128    0.01047    0.00239         74        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    236/499      4.32G     0.0128    0.01047    0.00239         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    236/499      4.32G    0.01277    0.01044   0.002365         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    236/499      4.32G    0.01277    0.01044   0.002365         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    236/499      4.32G    0.01277    0.01044   0.002425         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    236/499      4.32G    0.01277    0.01044   0.002425         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    236/499      4.32G    0.01276    0.01044   0.002418         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    236/499      4.32G    0.01276    0.01044   0.002418         42        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    236/499      4.32G    0.01276    0.01044   0.002418         42        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.872      0.866      0.877      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    237/499      4.32G    0.01495    0.01259   0.001255         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    237/499      4.32G    0.01495    0.01259   0.001255         74        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    237/499      4.32G    0.01364    0.01156   0.002553         77        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    237/499      4.32G    0.01364    0.01156   0.002553         77        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    237/499      4.32G    0.01346    0.01197   0.002512         90        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    237/499      4.32G    0.01346    0.01197   0.002512         90        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    237/499      4.32G    0.01333    0.01164   0.002621         71        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    237/499      4.32G    0.01333    0.01164   0.002621         71        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    237/499      4.32G    0.01327     0.0114   0.002813         73        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    237/499      4.32G    0.01327     0.0114   0.002813         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    237/499      4.32G    0.01345    0.01138   0.002552         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    237/499      4.32G    0.01345    0.01138   0.002552         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    237/499      4.32G    0.01332    0.01091   0.002777         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    237/499      4.32G    0.01332    0.01091   0.002777         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    237/499      4.32G     0.0132    0.01096   0.002914         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    237/499      4.32G     0.0132    0.01096   0.002914         69        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    237/499      4.32G     0.0133    0.01098   0.003038         74        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    237/499      4.32G     0.0133    0.01098   0.003038         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    237/499      4.32G    0.01315    0.01082   0.003092         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    237/499      4.32G    0.01315    0.01082   0.003092         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    237/499      4.32G    0.01306    0.01073   0.002908         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    237/499      4.32G    0.01306    0.01073   0.002908         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    237/499      4.32G    0.01295    0.01061   0.002754         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    237/499      4.32G    0.01295    0.01061   0.002754         64        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    237/499      4.32G    0.01324    0.01086   0.002817         82        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    237/499      4.32G    0.01324    0.01086   0.002817         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    237/499      4.32G    0.01329     0.0109   0.002651         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    237/499      4.32G    0.01329     0.0109   0.002651         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    237/499      4.32G    0.01331    0.01098   0.002715         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    237/499      4.32G    0.01331    0.01098   0.002715         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    237/499      4.32G    0.01329    0.01093   0.002767         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    237/499      4.32G    0.01329    0.01093   0.002767         67        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    237/499      4.32G    0.01323    0.01089   0.002697         66        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    237/499      4.32G    0.01323    0.01089   0.002697         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    237/499      4.32G    0.01329    0.01085   0.002591         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    237/499      4.32G    0.01329    0.01085   0.002591         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    237/499      4.32G    0.01322    0.01077   0.002526         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    237/499      4.32G    0.01322    0.01077   0.002526         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    237/499      4.32G    0.01326     0.0109   0.002558         95        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    237/499      4.32G    0.01326     0.0109   0.002558         95        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    237/499      4.32G    0.01333    0.01102   0.002553         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    237/499      4.32G    0.01333    0.01102   0.002553         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    237/499      4.32G    0.01327    0.01091   0.002688         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    237/499      4.32G    0.01327    0.01091   0.002688         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    237/499      4.32G    0.01329     0.0109   0.002828         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    237/499      4.32G    0.01329     0.0109   0.002828         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    237/499      4.32G    0.01325    0.01077   0.002726         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    237/499      4.32G    0.01325    0.01077   0.002726         58        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    237/499      4.32G    0.01326     0.0107   0.002721         60        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    237/499      4.32G    0.01326     0.0107   0.002721         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    237/499      4.32G    0.01326    0.01068    0.00269         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    237/499      4.32G    0.01326    0.01068    0.00269         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    237/499      4.32G     0.0132    0.01063   0.002655         61        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    237/499      4.32G     0.0132    0.01063   0.002655         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    237/499      4.32G    0.01317    0.01068   0.002612         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    237/499      4.32G    0.01317    0.01068   0.002612         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    237/499      4.32G    0.01323    0.01072   0.002612         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    237/499      4.32G    0.01323    0.01072   0.002612         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    237/499      4.32G    0.01322    0.01073   0.002626         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    237/499      4.32G    0.01322    0.01073   0.002626         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    237/499      4.32G    0.01319    0.01072   0.002575         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    237/499      4.32G    0.01319    0.01072   0.002575         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    237/499      4.32G    0.01327    0.01072   0.002723         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    237/499      4.32G    0.01327    0.01072   0.002723         64        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    237/499      4.32G    0.01324    0.01076   0.002731         76        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    237/499      4.32G    0.01324    0.01076   0.002731         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    237/499      4.32G     0.0132    0.01072   0.002669         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    237/499      4.32G     0.0132    0.01072   0.002669         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    237/499      4.32G    0.01317    0.01069   0.002657         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    237/499      4.32G    0.01317    0.01069   0.002657         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    237/499      4.32G    0.01314    0.01062   0.002659         54        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    237/499      4.32G    0.01314    0.01062   0.002659         54        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    237/499      4.32G    0.01316    0.01067   0.002658         73        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    237/499      4.32G    0.01316    0.01067   0.002658         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    237/499      4.32G    0.01317    0.01061   0.002654         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    237/499      4.32G    0.01317    0.01061   0.002654         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    237/499      4.32G    0.01319     0.0106   0.002766         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    237/499      4.32G    0.01319     0.0106   0.002766         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    237/499      4.32G    0.01313    0.01069    0.00276         51        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    237/499      4.32G    0.01313    0.01069    0.00276         51        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    237/499      4.32G    0.01313    0.01069    0.00276         51        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.878      0.849      0.888      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    238/499      4.32G    0.01113   0.009617   0.002891         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    238/499      4.32G    0.01113   0.009617   0.002891         81        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    238/499      4.32G    0.01167    0.01035   0.003075         83        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    238/499      4.32G    0.01167    0.01035   0.003075         83        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    238/499      4.32G    0.01213    0.01041   0.002887         66        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    238/499      4.32G    0.01213    0.01041   0.002887         66        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    238/499      4.32G    0.01206    0.01036   0.002656         77        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    238/499      4.32G    0.01206    0.01036   0.002656         77        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    238/499      4.32G    0.01242    0.01039   0.003359         69        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    238/499      4.32G    0.01242    0.01039   0.003359         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    238/499      4.32G    0.01255    0.01031    0.00321         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    238/499      4.32G    0.01255    0.01031    0.00321         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    238/499      4.32G    0.01264     0.0103   0.002896         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    238/499      4.32G    0.01264     0.0103   0.002896         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    238/499      4.32G    0.01271    0.01037   0.002774         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    238/499      4.32G    0.01271    0.01037   0.002774         77        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    238/499      4.32G    0.01293    0.01052   0.002639         75        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    238/499      4.32G    0.01293    0.01052   0.002639         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    238/499      4.32G    0.01287    0.01063   0.002516         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    238/499      4.32G    0.01287    0.01063   0.002516         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    238/499      4.32G    0.01293    0.01051     0.0027         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    238/499      4.32G    0.01293    0.01051     0.0027         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    238/499      4.32G    0.01298    0.01049   0.002783         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    238/499      4.32G    0.01298    0.01049   0.002783         66        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    238/499      4.32G    0.01301    0.01068   0.002791         89        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    238/499      4.32G    0.01301    0.01068   0.002791         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    238/499      4.32G    0.01298     0.0107   0.002695         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    238/499      4.32G    0.01298     0.0107   0.002695         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    238/499      4.32G    0.01305    0.01074   0.002806         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    238/499      4.32G    0.01305    0.01074   0.002806         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    238/499      4.32G    0.01295    0.01072   0.002674         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    238/499      4.32G    0.01295    0.01072   0.002674         71        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    238/499      4.32G    0.01293    0.01083   0.002626         91        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    238/499      4.32G    0.01293    0.01083   0.002626         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    238/499      4.32G    0.01295    0.01078   0.002507         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    238/499      4.32G    0.01295    0.01078   0.002507         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    238/499      4.32G    0.01293    0.01086   0.002503         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    238/499      4.32G    0.01293    0.01086   0.002503         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    238/499      4.32G    0.01297    0.01092    0.00256         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    238/499      4.32G    0.01297    0.01092    0.00256         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    238/499      4.32G    0.01287    0.01093   0.002508         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    238/499      4.32G    0.01287    0.01093   0.002508         87        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    238/499      4.32G    0.01276    0.01086   0.002425         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    238/499      4.32G    0.01276    0.01086   0.002425         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    238/499      4.32G    0.01276     0.0108   0.002396         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    238/499      4.32G    0.01276     0.0108   0.002396         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    238/499      4.32G    0.01275    0.01074   0.002443         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    238/499      4.32G    0.01275    0.01074   0.002443         67        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    238/499      4.32G    0.01269    0.01065   0.002395         69        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    238/499      4.32G    0.01269    0.01065   0.002395         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    238/499      4.32G    0.01273    0.01072   0.002454         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    238/499      4.32G    0.01273    0.01072   0.002454         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    238/499      4.32G    0.01275    0.01071   0.002466         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    238/499      4.32G    0.01275    0.01071   0.002466         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    238/499      4.32G    0.01281    0.01074    0.00249         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    238/499      4.32G    0.01281    0.01074    0.00249         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    238/499      4.32G    0.01284    0.01069   0.002517         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    238/499      4.32G    0.01284    0.01069   0.002517         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    238/499      4.32G    0.01288    0.01072   0.002481         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    238/499      4.32G    0.01288    0.01072   0.002481         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    238/499      4.32G    0.01288    0.01074   0.002512         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    238/499      4.32G    0.01288    0.01074   0.002512         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    238/499      4.32G    0.01285    0.01072   0.002495         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    238/499      4.32G    0.01285    0.01072   0.002495         71        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    238/499      4.32G    0.01281    0.01076   0.002507         85        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    238/499      4.32G    0.01281    0.01076   0.002507         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    238/499      4.32G    0.01281    0.01076   0.002474         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    238/499      4.32G    0.01281    0.01076   0.002474         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    238/499      4.32G    0.01282    0.01079   0.002504         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    238/499      4.32G    0.01282    0.01079   0.002504         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    238/499      4.32G    0.01286    0.01082    0.00254         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    238/499      4.32G    0.01286    0.01082    0.00254         74        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    238/499      4.32G    0.01291    0.01085   0.002694         78        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    238/499      4.32G    0.01291    0.01085   0.002694         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    238/499      4.32G    0.01293    0.01089   0.002739         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    238/499      4.32G    0.01293    0.01089   0.002739         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    238/499      4.32G    0.01294    0.01092   0.002739         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    238/499      4.32G    0.01294    0.01092   0.002739         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    238/499      4.32G    0.01306    0.01085     0.0027         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    238/499      4.32G    0.01306    0.01085     0.0027         30        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    238/499      4.32G    0.01306    0.01085     0.0027         30        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.867      0.869       0.89      0.759

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    239/499      4.32G    0.01381    0.01215   0.003333         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    239/499      4.32G    0.01381    0.01215   0.003333         82        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    239/499      4.32G    0.01338     0.0121   0.002356         80        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    239/499      4.32G    0.01338     0.0121   0.002356         80        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    239/499      4.32G    0.01334    0.01158   0.002665         72        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    239/499      4.32G    0.01334    0.01158   0.002665         72        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    239/499      4.32G    0.01297    0.01145   0.003198         72        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    239/499      4.32G    0.01297    0.01145   0.003198         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    239/499      4.32G    0.01331    0.01187   0.002955         84        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    239/499      4.32G    0.01331    0.01187   0.002955         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    239/499      4.32G    0.01364    0.01214   0.003677         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    239/499      4.32G    0.01364    0.01214   0.003677         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    239/499      4.32G    0.01371    0.01172    0.00353         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    239/499      4.32G    0.01371    0.01172    0.00353         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    239/499      4.32G     0.0138    0.01172   0.003391         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    239/499      4.32G     0.0138    0.01172   0.003391         72        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    239/499      4.32G    0.01364    0.01145   0.003235         74        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    239/499      4.32G    0.01364    0.01145   0.003235         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    239/499      4.32G     0.0134    0.01117   0.002949         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    239/499      4.32G     0.0134    0.01117   0.002949         64        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    239/499      4.32G    0.01341    0.01113   0.002939         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    239/499      4.32G    0.01341    0.01113   0.002939         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    239/499      4.32G    0.01328    0.01094    0.00275         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    239/499      4.32G    0.01328    0.01094    0.00275         68        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    239/499      4.32G    0.01327    0.01102   0.002659         89        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    239/499      4.32G    0.01327    0.01102   0.002659         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    239/499      4.32G    0.01322    0.01091   0.002625         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    239/499      4.32G    0.01322    0.01091   0.002625         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    239/499      4.32G    0.01316    0.01082   0.002803         85        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    239/499      4.32G    0.01316    0.01082   0.002803         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    239/499      4.32G    0.01314    0.01097   0.002748         90        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    239/499      4.32G    0.01314    0.01097   0.002748         90        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    239/499      4.32G    0.01306    0.01091   0.002697         74        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    239/499      4.32G    0.01306    0.01091   0.002697         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    239/499      4.32G      0.013     0.0109   0.002714         96        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    239/499      4.32G      0.013     0.0109   0.002714         96        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    239/499      4.32G    0.01314    0.01102   0.002741         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    239/499      4.32G    0.01314    0.01102   0.002741         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    239/499      4.32G    0.01306    0.01099   0.003014         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    239/499      4.32G    0.01306    0.01099   0.003014         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    239/499      4.32G    0.01306     0.0111    0.00311         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    239/499      4.32G    0.01306     0.0111    0.00311         93        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    239/499      4.32G    0.01309    0.01107   0.003141         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    239/499      4.32G    0.01309    0.01107   0.003141         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    239/499      4.32G    0.01307    0.01107   0.003035         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    239/499      4.32G    0.01307    0.01107   0.003035         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    239/499      4.32G    0.01308    0.01099   0.003083         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    239/499      4.32G    0.01308    0.01099   0.003083         63        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    239/499      4.32G    0.01305    0.01098   0.003002         77        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    239/499      4.32G    0.01305    0.01098   0.003002         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    239/499      4.32G    0.01319      0.011   0.003086         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    239/499      4.32G    0.01319      0.011   0.003086         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    239/499      4.32G    0.01319    0.01097   0.003036         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    239/499      4.32G    0.01319    0.01097   0.003036         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    239/499      4.32G    0.01318    0.01089   0.002974         54        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    239/499      4.32G    0.01318    0.01089   0.002974         54        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    239/499      4.32G    0.01318    0.01091   0.003055         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    239/499      4.32G    0.01318    0.01091   0.003055         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    239/499      4.32G    0.01315    0.01091   0.002986         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    239/499      4.32G    0.01315    0.01091   0.002986         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    239/499      4.32G    0.01317    0.01092   0.003063         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    239/499      4.32G    0.01317    0.01092   0.003063         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    239/499      4.32G    0.01311     0.0109   0.003012         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    239/499      4.32G    0.01311     0.0109   0.003012         76        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    239/499      4.32G    0.01312    0.01085   0.002938         63        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    239/499      4.32G    0.01312    0.01085   0.002938         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    239/499      4.32G    0.01308    0.01083   0.002977         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    239/499      4.32G    0.01308    0.01083   0.002977         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    239/499      4.32G    0.01305    0.01081   0.002925         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    239/499      4.32G    0.01305    0.01081   0.002925         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.09it/s]
    239/499      4.32G    0.01302     0.0108   0.002861         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.09it/s]
    239/499      4.32G    0.01302     0.0108   0.002861         70        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    239/499      4.32G    0.01301    0.01088    0.00282         83        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    239/499      4.32G    0.01301    0.01088    0.00282         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    239/499      4.32G    0.01301    0.01086   0.002812         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    239/499      4.32G    0.01301    0.01086   0.002812         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    239/499      4.32G    0.01303    0.01087   0.002782         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    239/499      4.32G    0.01303    0.01087   0.002782         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    239/499      4.32G    0.01308    0.01093    0.00274         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    239/499      4.32G    0.01308    0.01093    0.00274         41        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    239/499      4.32G    0.01308    0.01093    0.00274         41        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.831      0.872      0.872      0.746

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    240/499      4.32G    0.01465    0.01063   0.001484         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    240/499      4.32G    0.01465    0.01063   0.001484         76        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    240/499      4.32G    0.01509    0.01255   0.001314         81        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    240/499      4.32G    0.01509    0.01255   0.001314         81        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    240/499      4.32G    0.01453    0.01165   0.001382         57        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    240/499      4.32G    0.01453    0.01165   0.001382         57        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    240/499      4.32G    0.01409    0.01126   0.001301         68        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    240/499      4.32G    0.01409    0.01126   0.001301         68        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    240/499      4.32G    0.01468    0.01184   0.001649         85        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    240/499      4.32G    0.01468    0.01184   0.001649         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    240/499      4.32G    0.01449    0.01169   0.001722         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    240/499      4.32G    0.01449    0.01169   0.001722         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    240/499      4.32G    0.01414    0.01124   0.001658         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    240/499      4.32G    0.01414    0.01124   0.001658         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
    240/499      4.32G    0.01378    0.01125   0.001561         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
    240/499      4.32G    0.01378    0.01125   0.001561         79        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    240/499      4.32G    0.01362    0.01087   0.001744         59        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    240/499      4.32G    0.01362    0.01087   0.001744         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    240/499      4.32G    0.01352    0.01085   0.002014         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    240/499      4.32G    0.01352    0.01085   0.002014         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    240/499      4.32G    0.01345    0.01076   0.002116         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    240/499      4.32G    0.01345    0.01076   0.002116         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    240/499      4.32G    0.01347    0.01093   0.002307         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    240/499      4.32G    0.01347    0.01093   0.002307         74        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    240/499      4.32G    0.01348    0.01105   0.002299         76        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    240/499      4.32G    0.01348    0.01105   0.002299         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    240/499      4.32G    0.01344    0.01121   0.002399         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    240/499      4.32G    0.01344    0.01121   0.002399         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    240/499      4.32G    0.01352    0.01107   0.002458         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    240/499      4.32G    0.01352    0.01107   0.002458         63        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    240/499      4.32G     0.0135    0.01105   0.002365         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    240/499      4.32G     0.0135    0.01105   0.002365         82        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    240/499      4.32G    0.01353    0.01103   0.002391         74        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    240/499      4.32G    0.01353    0.01103   0.002391         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    240/499      4.32G    0.01357    0.01103   0.002429         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    240/499      4.32G    0.01357    0.01103   0.002429         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    240/499      4.32G    0.01364    0.01133   0.002456        115        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    240/499      4.32G    0.01364    0.01133   0.002456        115        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    240/499      4.32G    0.01355    0.01126   0.002402         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    240/499      4.32G    0.01355    0.01126   0.002402         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    240/499      4.32G    0.01354    0.01124   0.002385         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    240/499      4.32G    0.01354    0.01124   0.002385         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    240/499      4.32G    0.01355    0.01128   0.002459         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    240/499      4.32G    0.01355    0.01128   0.002459         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    240/499      4.32G    0.01347    0.01127   0.002579         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    240/499      4.32G    0.01347    0.01127   0.002579         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    240/499      4.32G     0.0134     0.0113    0.00255         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    240/499      4.32G     0.0134     0.0113    0.00255         78        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    240/499      4.32G    0.01334    0.01123   0.002522         66        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    240/499      4.32G    0.01334    0.01123   0.002522         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    240/499      4.32G    0.01329    0.01115   0.002548         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    240/499      4.32G    0.01329    0.01115   0.002548         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    240/499      4.32G    0.01334    0.01118   0.002565         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    240/499      4.32G    0.01334    0.01118   0.002565         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    240/499      4.32G    0.01328    0.01121   0.002531         88        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    240/499      4.32G    0.01328    0.01121   0.002531         88        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    240/499      4.32G    0.01326     0.0112   0.002478         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    240/499      4.32G    0.01326     0.0112   0.002478         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    240/499      4.32G     0.0132    0.01113   0.002423         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    240/499      4.32G     0.0132    0.01113   0.002423         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    240/499      4.32G    0.01318    0.01112   0.002393         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    240/499      4.32G    0.01318    0.01112   0.002393         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    240/499      4.32G    0.01327    0.01113   0.002428         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    240/499      4.32G    0.01327    0.01113   0.002428         76        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    240/499      4.32G    0.01327     0.0112   0.002444         86        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    240/499      4.32G    0.01327     0.0112   0.002444         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    240/499      4.32G    0.01328    0.01112   0.002411         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    240/499      4.32G    0.01328    0.01112   0.002411         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    240/499      4.32G     0.0133    0.01108   0.002419         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    240/499      4.32G     0.0133    0.01108   0.002419         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    240/499      4.32G    0.01328    0.01102   0.002429         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    240/499      4.32G    0.01328    0.01102   0.002429         69        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    240/499      4.32G    0.01325    0.01102   0.002464         88        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    240/499      4.32G    0.01325    0.01102   0.002464         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    240/499      4.32G    0.01318    0.01096   0.002462         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    240/499      4.32G    0.01318    0.01096   0.002462         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    240/499      4.32G    0.01316    0.01095    0.00245         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    240/499      4.32G    0.01316    0.01095    0.00245         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    240/499      4.32G    0.01318    0.01087     0.0024         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    240/499      4.32G    0.01318    0.01087     0.0024         29        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    240/499      4.32G    0.01318    0.01087     0.0024         29        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.886      0.834      0.888      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    241/499      4.32G    0.01388    0.01266   0.004524         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    241/499      4.32G    0.01388    0.01266   0.004524         81        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    241/499      4.32G    0.01374      0.011   0.005613         58        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    241/499      4.32G    0.01374      0.011   0.005613         58        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    241/499      4.32G    0.01482    0.01171   0.004809         72        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    241/499      4.32G    0.01482    0.01171   0.004809         72        640:   8%|7         | 3/40 [00:00<00:07,  5.08it/s]
    241/499      4.32G    0.01438    0.01156   0.004992         72        640:   8%|7         | 3/40 [00:00<00:07,  5.08it/s]
    241/499      4.32G    0.01438    0.01156   0.004992         72        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    241/499      4.32G    0.01433    0.01136   0.004493         70        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    241/499      4.32G    0.01433    0.01136   0.004493         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    241/499      4.32G    0.01414    0.01156   0.004207         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    241/499      4.32G    0.01414    0.01156   0.004207         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    241/499      4.32G    0.01401    0.01133   0.003998         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    241/499      4.32G    0.01401    0.01133   0.003998         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    241/499      4.32G    0.01355     0.0111   0.003694         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    241/499      4.32G    0.01355     0.0111   0.003694         69        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    241/499      4.32G    0.01363    0.01104   0.003672         71        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    241/499      4.32G    0.01363    0.01104   0.003672         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    241/499      4.32G    0.01354    0.01094   0.003619         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    241/499      4.32G    0.01354    0.01094   0.003619         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    241/499      4.32G    0.01364    0.01116   0.003831         91        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    241/499      4.32G    0.01364    0.01116   0.003831         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    241/499      4.32G    0.01347     0.0109   0.003572         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    241/499      4.32G    0.01347     0.0109   0.003572         59        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    241/499      4.32G    0.01356    0.01078   0.003594         61        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    241/499      4.32G    0.01356    0.01078   0.003594         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    241/499      4.32G    0.01348    0.01063   0.003562         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    241/499      4.32G    0.01348    0.01063   0.003562         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    241/499      4.32G    0.01352    0.01071   0.003386         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    241/499      4.32G    0.01352    0.01071   0.003386         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    241/499      4.32G    0.01347    0.01084   0.003254         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    241/499      4.32G    0.01347    0.01084   0.003254         86        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    241/499      4.32G    0.01335    0.01065   0.003386         65        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    241/499      4.32G    0.01335    0.01065   0.003386         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    241/499      4.32G    0.01349     0.0108    0.00338         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    241/499      4.32G    0.01349     0.0108    0.00338         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    241/499      4.32G    0.01349    0.01087   0.003272         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    241/499      4.32G    0.01349    0.01087   0.003272         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    241/499      4.32G    0.01351    0.01094   0.003238         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    241/499      4.32G    0.01351    0.01094   0.003238         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    241/499      4.32G    0.01336    0.01089    0.00311         74        640:  50%|#####     | 20/40 [00:04<00:03,  5.33it/s]
    241/499      4.32G    0.01336    0.01089    0.00311         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    241/499      4.32G    0.01332    0.01088   0.003004         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    241/499      4.32G    0.01332    0.01088   0.003004         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    241/499      4.32G    0.01336    0.01076   0.003038         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    241/499      4.32G    0.01336    0.01076   0.003038         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    241/499      4.32G    0.01334     0.0108   0.002973         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    241/499      4.32G    0.01334     0.0108   0.002973         88        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    241/499      4.32G    0.01331    0.01076   0.003056         71        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    241/499      4.32G    0.01331    0.01076   0.003056         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    241/499      4.32G    0.01326    0.01078   0.003088         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    241/499      4.32G    0.01326    0.01078   0.003088         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    241/499      4.32G    0.01324    0.01074   0.003127         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    241/499      4.32G    0.01324    0.01074   0.003127         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    241/499      4.32G    0.01322    0.01072   0.003146         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    241/499      4.32G    0.01322    0.01072   0.003146         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    241/499      4.32G     0.0132    0.01071   0.003129         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    241/499      4.32G     0.0132    0.01071   0.003129         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    241/499      4.32G    0.01316    0.01076   0.003107         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    241/499      4.32G    0.01316    0.01076   0.003107         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.10it/s]
    241/499      4.32G    0.01327    0.01072   0.003139         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.10it/s]
    241/499      4.32G    0.01327    0.01072   0.003139         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    241/499      4.32G    0.01326     0.0107   0.003125         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    241/499      4.32G    0.01326     0.0107   0.003125         69        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    241/499      4.32G    0.01324     0.0107   0.003108         78        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    241/499      4.32G    0.01324     0.0107   0.003108         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    241/499      4.32G    0.01323    0.01076   0.003084         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    241/499      4.32G    0.01323    0.01076   0.003084         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    241/499      4.32G    0.01322    0.01079   0.003127         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    241/499      4.32G    0.01322    0.01079   0.003127         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    241/499      4.32G    0.01329    0.01088    0.00316         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    241/499      4.32G    0.01329    0.01088    0.00316         88        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
    241/499      4.32G    0.01327    0.01084   0.003193         67        640:  90%|######### | 36/40 [00:07<00:00,  5.12it/s]
    241/499      4.32G    0.01327    0.01084   0.003193         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    241/499      4.32G    0.01327    0.01083   0.003143         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    241/499      4.32G    0.01327    0.01083   0.003143         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    241/499      4.32G    0.01331    0.01082   0.003103         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    241/499      4.32G    0.01331    0.01082   0.003103         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.02it/s]
    241/499      4.32G    0.01337    0.01085   0.003047         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.02it/s]
    241/499      4.32G    0.01337    0.01085   0.003047         37        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    241/499      4.32G    0.01337    0.01085   0.003047         37        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.896      0.856      0.901      0.776

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    242/499      4.32G    0.01321   0.007835  0.0007713         56        640:   0%|          | 0/40 [00:00<?, ?it/s]
    242/499      4.32G    0.01321   0.007835  0.0007713         56        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    242/499      4.32G    0.01259   0.009847  0.0007921         89        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    242/499      4.32G    0.01259   0.009847  0.0007921         89        640:   5%|5         | 2/40 [00:00<00:07,  4.92it/s]
    242/499      4.32G    0.01244   0.009904  0.0008976         75        640:   5%|5         | 2/40 [00:00<00:07,  4.92it/s]
    242/499      4.32G    0.01244   0.009904  0.0008976         75        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    242/499      4.32G    0.01272    0.01022   0.001459         77        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    242/499      4.32G    0.01272    0.01022   0.001459         77        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    242/499      4.32G    0.01277    0.01034    0.00142         73        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    242/499      4.32G    0.01277    0.01034    0.00142         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.14it/s]
    242/499      4.32G    0.01279    0.01006   0.001773         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.14it/s]
    242/499      4.32G    0.01279    0.01006   0.001773         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    242/499      4.32G    0.01277   0.009962   0.001631         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    242/499      4.32G    0.01277   0.009962   0.001631         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    242/499      4.32G    0.01286    0.01032   0.001965         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    242/499      4.32G    0.01286    0.01032   0.001965         88        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    242/499      4.32G    0.01307    0.01056   0.002028         83        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    242/499      4.32G    0.01307    0.01056   0.002028         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    242/499      4.32G    0.01311     0.0107    0.00188         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    242/499      4.32G    0.01311     0.0107    0.00188         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    242/499      4.32G    0.01315    0.01084   0.001787         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    242/499      4.32G    0.01315    0.01084   0.001787         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    242/499      4.32G    0.01301    0.01066   0.001857         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    242/499      4.32G    0.01301    0.01066   0.001857         64        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    242/499      4.32G    0.01316     0.0105   0.001876         53        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    242/499      4.32G    0.01316     0.0105   0.001876         53        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    242/499      4.32G    0.01329    0.01056   0.001999         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    242/499      4.32G    0.01329    0.01056   0.001999         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    242/499      4.32G    0.01333    0.01071   0.002189         87        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    242/499      4.32G    0.01333    0.01071   0.002189         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    242/499      4.32G    0.01332    0.01076    0.00219         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    242/499      4.32G    0.01332    0.01076    0.00219         82        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    242/499      4.32G    0.01346     0.0108    0.00225         80        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    242/499      4.32G    0.01346     0.0108    0.00225         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    242/499      4.32G    0.01344    0.01078    0.00234         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    242/499      4.32G    0.01344    0.01078    0.00234         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    242/499      4.32G    0.01338    0.01069    0.00251         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    242/499      4.32G    0.01338    0.01069    0.00251         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    242/499      4.32G    0.01337    0.01067   0.002456         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    242/499      4.32G    0.01337    0.01067   0.002456         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.14it/s]
    242/499      4.32G    0.01332    0.01063   0.002562         69        640:  50%|#####     | 20/40 [00:04<00:03,  5.14it/s]
    242/499      4.32G    0.01332    0.01063   0.002562         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    242/499      4.32G    0.01334    0.01053   0.002986         56        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    242/499      4.32G    0.01334    0.01053   0.002986         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    242/499      4.32G    0.01333    0.01042   0.002996         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    242/499      4.32G    0.01333    0.01042   0.002996         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.12it/s]
    242/499      4.32G    0.01334    0.01058   0.002903        101        640:  57%|#####7    | 23/40 [00:04<00:03,  5.12it/s]
    242/499      4.32G    0.01334    0.01058   0.002903        101        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    242/499      4.32G    0.01338    0.01055   0.003074         63        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    242/499      4.32G    0.01338    0.01055   0.003074         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    242/499      4.32G    0.01333    0.01053   0.003012         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    242/499      4.32G    0.01333    0.01053   0.003012         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    242/499      4.32G    0.01332    0.01049   0.003075         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    242/499      4.32G    0.01332    0.01049   0.003075         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    242/499      4.32G     0.0134    0.01041   0.003056         52        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    242/499      4.32G     0.0134    0.01041   0.003056         52        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    242/499      4.32G    0.01336    0.01046   0.003072         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    242/499      4.32G    0.01336    0.01046   0.003072         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    242/499      4.32G    0.01335    0.01048   0.003058         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    242/499      4.32G    0.01335    0.01048   0.003058         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    242/499      4.32G    0.01331    0.01049   0.003134         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    242/499      4.32G    0.01331    0.01049   0.003134         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    242/499      4.32G    0.01328    0.01044   0.003113         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    242/499      4.32G    0.01328    0.01044   0.003113         70        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    242/499      4.32G    0.01326    0.01048   0.003164         74        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    242/499      4.32G    0.01326    0.01048   0.003164         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    242/499      4.32G    0.01326    0.01046   0.003149         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    242/499      4.32G    0.01326    0.01046   0.003149         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    242/499      4.32G    0.01324    0.01044   0.003204         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    242/499      4.32G    0.01324    0.01044   0.003204         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    242/499      4.32G    0.01323    0.01046   0.003194         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    242/499      4.32G    0.01323    0.01046   0.003194         79        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    242/499      4.32G    0.01322    0.01054   0.003158         77        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    242/499      4.32G    0.01322    0.01054   0.003158         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    242/499      4.32G    0.01322    0.01056   0.003152         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    242/499      4.32G    0.01322    0.01056   0.003152         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    242/499      4.32G    0.01324    0.01056   0.003128         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    242/499      4.32G    0.01324    0.01056   0.003128         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    242/499      4.32G     0.0132    0.01052    0.00314         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    242/499      4.32G     0.0132    0.01052    0.00314         35        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    242/499      4.32G     0.0132    0.01052    0.00314         35        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.834      0.877        0.9       0.78

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    243/499      4.32G    0.01275    0.01347      0.002         95        640:   0%|          | 0/40 [00:00<?, ?it/s]
    243/499      4.32G    0.01275    0.01347      0.002         95        640:   2%|2         | 1/40 [00:00<00:08,  4.87it/s]
    243/499      4.32G    0.01271     0.0126   0.002304         82        640:   2%|2         | 1/40 [00:00<00:08,  4.87it/s]
    243/499      4.32G    0.01271     0.0126   0.002304         82        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    243/499      4.32G    0.01295    0.01266   0.002487         91        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    243/499      4.32G    0.01295    0.01266   0.002487         91        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    243/499      4.32G    0.01328    0.01259   0.002602         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    243/499      4.32G    0.01328    0.01259   0.002602         84        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    243/499      4.32G    0.01323    0.01198   0.003212         62        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    243/499      4.32G    0.01323    0.01198   0.003212         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    243/499      4.32G    0.01315     0.0117   0.003056         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    243/499      4.32G    0.01315     0.0117   0.003056         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    243/499      4.32G    0.01334     0.0117   0.003149         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    243/499      4.32G    0.01334     0.0117   0.003149         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    243/499      4.32G    0.01326    0.01163   0.002877         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    243/499      4.32G    0.01326    0.01163   0.002877         78        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    243/499      4.32G    0.01342    0.01194   0.002899         84        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    243/499      4.32G    0.01342    0.01194   0.002899         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    243/499      4.32G    0.01338    0.01164   0.002792         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    243/499      4.32G    0.01338    0.01164   0.002792         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    243/499      4.32G    0.01375    0.01204   0.002875         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    243/499      4.32G    0.01375    0.01204   0.002875         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    243/499      4.32G    0.01377    0.01203   0.002685         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    243/499      4.32G    0.01377    0.01203   0.002685         86        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    243/499      4.32G    0.01374    0.01214   0.002721         87        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    243/499      4.32G    0.01374    0.01214   0.002721         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    243/499      4.32G    0.01368    0.01198   0.002898         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    243/499      4.32G    0.01368    0.01198   0.002898         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    243/499      4.32G    0.01358    0.01184   0.002865         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    243/499      4.32G    0.01358    0.01184   0.002865         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    243/499      4.32G    0.01364    0.01179   0.002842         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    243/499      4.32G    0.01364    0.01179   0.002842         64        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    243/499      4.32G    0.01361     0.0116   0.002741         67        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    243/499      4.32G    0.01361     0.0116   0.002741         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    243/499      4.32G    0.01359    0.01164   0.002713         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    243/499      4.32G    0.01359    0.01164   0.002713         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    243/499      4.32G    0.01367    0.01159   0.002696         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    243/499      4.32G    0.01367    0.01159   0.002696         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    243/499      4.32G    0.01368    0.01171   0.002779         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    243/499      4.32G    0.01368    0.01171   0.002779         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    243/499      4.32G    0.01361    0.01154   0.002787         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    243/499      4.32G    0.01361    0.01154   0.002787         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    243/499      4.32G    0.01356    0.01143   0.002712         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    243/499      4.32G    0.01356    0.01143   0.002712         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    243/499      4.32G    0.01355    0.01148   0.002709         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    243/499      4.32G    0.01355    0.01148   0.002709         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    243/499      4.32G     0.0135    0.01151   0.002756         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    243/499      4.32G     0.0135    0.01151   0.002756         85        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    243/499      4.32G    0.01343    0.01148   0.002667         79        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    243/499      4.32G    0.01343    0.01148   0.002667         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    243/499      4.32G    0.01341    0.01146   0.002685         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    243/499      4.32G    0.01341    0.01146   0.002685         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    243/499      4.32G    0.01347    0.01142   0.002655         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    243/499      4.32G    0.01347    0.01142   0.002655         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    243/499      4.32G    0.01352     0.0114   0.002695         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    243/499      4.32G    0.01352     0.0114   0.002695         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    243/499      4.32G    0.01349    0.01145   0.002665         88        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    243/499      4.32G    0.01349    0.01145   0.002665         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    243/499      4.32G    0.01344    0.01147   0.002701         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    243/499      4.32G    0.01344    0.01147   0.002701         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    243/499      4.32G    0.01343    0.01144   0.002662         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    243/499      4.32G    0.01343    0.01144   0.002662         83        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    243/499      4.32G    0.01343    0.01141   0.002788         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    243/499      4.32G    0.01343    0.01141   0.002788         67        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    243/499      4.32G    0.01343    0.01137   0.002723         70        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    243/499      4.32G    0.01343    0.01137   0.002723         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    243/499      4.32G    0.01339     0.0113   0.002685         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    243/499      4.32G    0.01339     0.0113   0.002685         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    243/499      4.32G    0.01341    0.01128   0.002673         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    243/499      4.32G    0.01341    0.01128   0.002673         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    243/499      4.32G    0.01339    0.01126   0.002681         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    243/499      4.32G    0.01339    0.01126   0.002681         73        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    243/499      4.32G    0.01338    0.01129   0.002722         84        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    243/499      4.32G    0.01338    0.01129   0.002722         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    243/499      4.32G    0.01341    0.01128   0.002751         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    243/499      4.32G    0.01341    0.01128   0.002751         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    243/499      4.32G    0.01342    0.01122   0.002757         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    243/499      4.32G    0.01342    0.01122   0.002757         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    243/499      4.32G    0.01341     0.0112   0.002723         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    243/499      4.32G    0.01341     0.0112   0.002723         38        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    243/499      4.32G    0.01341     0.0112   0.002723         38        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.849      0.856      0.865      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    244/499      4.32G    0.01184    0.01143   0.002289         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
    244/499      4.32G    0.01184    0.01143   0.002289         88        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    244/499      4.32G    0.01363    0.01103   0.004329         75        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    244/499      4.32G    0.01363    0.01103   0.004329         75        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    244/499      4.32G    0.01348    0.01095   0.003333         79        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    244/499      4.32G    0.01348    0.01095   0.003333         79        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    244/499      4.32G    0.01328    0.01076   0.002965         77        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    244/499      4.32G    0.01328    0.01076   0.002965         77        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    244/499      4.32G    0.01285     0.0106   0.002669         66        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    244/499      4.32G    0.01285     0.0106   0.002669         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    244/499      4.32G     0.0132    0.01057   0.002609         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    244/499      4.32G     0.0132    0.01057   0.002609         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    244/499      4.32G    0.01294    0.01019   0.002449         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    244/499      4.32G    0.01294    0.01019   0.002449         58        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    244/499      4.32G    0.01291    0.01061   0.002344         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    244/499      4.32G    0.01291    0.01061   0.002344         86        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    244/499      4.32G    0.01301    0.01072   0.002236         82        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    244/499      4.32G    0.01301    0.01072   0.002236         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    244/499      4.32G    0.01305    0.01092   0.002167         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    244/499      4.32G    0.01305    0.01092   0.002167         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    244/499      4.32G    0.01299    0.01091   0.002061         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    244/499      4.32G    0.01299    0.01091   0.002061         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    244/499      4.32G    0.01313    0.01078   0.002083         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    244/499      4.32G    0.01313    0.01078   0.002083         59        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
    244/499      4.32G    0.01318    0.01086   0.002213         76        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
    244/499      4.32G    0.01318    0.01086   0.002213         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    244/499      4.32G    0.01311    0.01097   0.002397         97        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    244/499      4.32G    0.01311    0.01097   0.002397         97        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    244/499      4.32G    0.01303    0.01089   0.002439         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    244/499      4.32G    0.01303    0.01089   0.002439         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.12it/s]
    244/499      4.32G    0.01303    0.01078   0.002548         62        640:  38%|###7      | 15/40 [00:03<00:04,  5.12it/s]
    244/499      4.32G    0.01303    0.01078   0.002548         62        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    244/499      4.32G    0.01297    0.01074   0.002491         76        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    244/499      4.32G    0.01297    0.01074   0.002491         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    244/499      4.32G    0.01298    0.01066   0.002542         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    244/499      4.32G    0.01298    0.01066   0.002542         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    244/499      4.32G    0.01296     0.0106   0.002456         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    244/499      4.32G    0.01296     0.0106   0.002456         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    244/499      4.32G    0.01289    0.01063   0.002411         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    244/499      4.32G    0.01289    0.01063   0.002411         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    244/499      4.32G    0.01288    0.01072    0.00263         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    244/499      4.32G    0.01288    0.01072    0.00263         88        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
    244/499      4.32G    0.01289    0.01067   0.002701         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    244/499      4.32G    0.01289    0.01067   0.002701         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    244/499      4.32G    0.01294    0.01083   0.002693         95        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    244/499      4.32G    0.01294    0.01083   0.002693         95        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    244/499      4.32G    0.01293    0.01085   0.002672         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    244/499      4.32G    0.01293    0.01085   0.002672         76        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    244/499      4.32G      0.013    0.01082   0.002719         67        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    244/499      4.32G      0.013    0.01082   0.002719         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    244/499      4.32G    0.01294    0.01086   0.002665         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    244/499      4.32G    0.01294    0.01086   0.002665         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    244/499      4.32G    0.01295    0.01098   0.002712         93        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    244/499      4.32G    0.01295    0.01098   0.002712         93        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    244/499      4.32G    0.01291    0.01099   0.002693         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    244/499      4.32G    0.01291    0.01099   0.002693         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    244/499      4.32G    0.01292    0.01093   0.002716         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    244/499      4.32G    0.01292    0.01093   0.002716         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    244/499      4.32G    0.01294    0.01095   0.002718         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    244/499      4.32G    0.01294    0.01095   0.002718         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    244/499      4.32G    0.01299    0.01094   0.002802         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    244/499      4.32G    0.01299    0.01094   0.002802         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    244/499      4.32G    0.01295    0.01092   0.002757         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    244/499      4.32G    0.01295    0.01092   0.002757         86        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    244/499      4.32G      0.013    0.01097   0.002807         82        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    244/499      4.32G      0.013    0.01097   0.002807         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    244/499      4.32G    0.01306    0.01097   0.002901         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    244/499      4.32G    0.01306    0.01097   0.002901         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    244/499      4.32G    0.01307    0.01101   0.002873         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    244/499      4.32G    0.01307    0.01101   0.002873         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    244/499      4.32G    0.01311    0.01108   0.002906         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    244/499      4.32G    0.01311    0.01108   0.002906         88        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    244/499      4.32G    0.01308    0.01108   0.002853         75        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    244/499      4.32G    0.01308    0.01108   0.002853         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    244/499      4.32G    0.01305    0.01112   0.002825         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    244/499      4.32G    0.01305    0.01112   0.002825         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    244/499      4.32G    0.01305    0.01114   0.002772         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    244/499      4.32G    0.01305    0.01114   0.002772         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    244/499      4.32G    0.01305    0.01114   0.002961         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    244/499      4.32G    0.01305    0.01114   0.002961         39        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    244/499      4.32G    0.01305    0.01114   0.002961         39        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.897       0.86      0.893      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    245/499      4.32G    0.01287    0.01229   0.001613         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    245/499      4.32G    0.01287    0.01229   0.001613         82        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    245/499      4.32G    0.01293    0.01138   0.003722         79        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    245/499      4.32G    0.01293    0.01138   0.003722         79        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    245/499      4.32G    0.01329    0.01189   0.003074         80        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    245/499      4.32G    0.01329    0.01189   0.003074         80        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    245/499      4.32G    0.01303    0.01139   0.002593         70        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    245/499      4.32G    0.01303    0.01139   0.002593         70        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    245/499      4.32G    0.01301    0.01076   0.002512         59        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    245/499      4.32G    0.01301    0.01076   0.002512         59        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    245/499      4.32G    0.01293    0.01066   0.002804         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    245/499      4.32G    0.01293    0.01066   0.002804         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    245/499      4.32G    0.01267    0.01068   0.002575         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    245/499      4.32G    0.01267    0.01068   0.002575         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    245/499      4.32G     0.0127    0.01051   0.002427         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    245/499      4.32G     0.0127    0.01051   0.002427         68        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    245/499      4.32G    0.01284    0.01078   0.002324         95        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    245/499      4.32G    0.01284    0.01078   0.002324         95        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    245/499      4.32G    0.01292    0.01099   0.002584         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    245/499      4.32G    0.01292    0.01099   0.002584         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    245/499      4.32G    0.01289    0.01096   0.002445         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    245/499      4.32G    0.01289    0.01096   0.002445         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    245/499      4.32G    0.01286    0.01081   0.002481         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    245/499      4.32G    0.01286    0.01081   0.002481         64        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    245/499      4.32G    0.01285    0.01062   0.002876         56        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    245/499      4.32G    0.01285    0.01062   0.002876         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    245/499      4.32G    0.01305    0.01055   0.003105         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    245/499      4.32G    0.01305    0.01055   0.003105         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    245/499      4.32G    0.01312     0.0107   0.003047         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    245/499      4.32G    0.01312     0.0107   0.003047         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    245/499      4.32G    0.01312    0.01077   0.003116         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    245/499      4.32G    0.01312    0.01077   0.003116         85        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    245/499      4.32G    0.01316     0.0109   0.003137         84        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    245/499      4.32G    0.01316     0.0109   0.003137         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    245/499      4.32G    0.01313    0.01085   0.003109         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    245/499      4.32G    0.01313    0.01085   0.003109         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    245/499      4.32G    0.01307    0.01085   0.003028         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    245/499      4.32G    0.01307    0.01085   0.003028         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    245/499      4.32G    0.01307    0.01083   0.003013         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    245/499      4.32G    0.01307    0.01083   0.003013         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    245/499      4.32G    0.01304    0.01091   0.003043         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    245/499      4.32G    0.01304    0.01091   0.003043         85        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    245/499      4.32G    0.01299    0.01083   0.002959         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    245/499      4.32G    0.01299    0.01083   0.002959         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    245/499      4.32G    0.01296    0.01088    0.00289         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    245/499      4.32G    0.01296    0.01088    0.00289         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.11it/s]
    245/499      4.32G    0.01304    0.01085   0.003046         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.11it/s]
    245/499      4.32G    0.01304    0.01085   0.003046         71        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    245/499      4.32G    0.01301    0.01085   0.003086         73        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    245/499      4.32G    0.01301    0.01085   0.003086         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    245/499      4.32G    0.01297    0.01081   0.003003         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    245/499      4.32G    0.01297    0.01081   0.003003         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.09it/s]
    245/499      4.32G    0.01295    0.01081   0.002966         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.09it/s]
    245/499      4.32G    0.01295    0.01081   0.002966         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    245/499      4.32G    0.01293     0.0108   0.002891         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    245/499      4.32G    0.01293     0.0108   0.002891         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    245/499      4.32G    0.01287    0.01078   0.002846         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    245/499      4.32G    0.01287    0.01078   0.002846         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    245/499      4.32G    0.01286    0.01073   0.002801         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    245/499      4.32G    0.01286    0.01073   0.002801         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    245/499      4.32G    0.01289    0.01075   0.002811         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    245/499      4.32G    0.01289    0.01075   0.002811         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    245/499      4.32G    0.01287    0.01078   0.002776         85        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    245/499      4.32G    0.01287    0.01078   0.002776         85        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    245/499      4.32G    0.01286     0.0108   0.002728         81        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    245/499      4.32G    0.01286     0.0108   0.002728         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    245/499      4.32G    0.01285    0.01074     0.0028         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    245/499      4.32G    0.01285    0.01074     0.0028         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    245/499      4.32G    0.01278    0.01066   0.002793         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    245/499      4.32G    0.01278    0.01066   0.002793         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    245/499      4.32G    0.01278    0.01066   0.002798         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    245/499      4.32G    0.01278    0.01066   0.002798         73        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    245/499      4.32G    0.01281    0.01067   0.002923         74        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    245/499      4.32G    0.01281    0.01067   0.002923         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    245/499      4.32G    0.01282    0.01077   0.002926         90        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    245/499      4.32G    0.01282    0.01077   0.002926         90        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    245/499      4.32G    0.01279    0.01079   0.002899         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    245/499      4.32G    0.01279    0.01079   0.002899         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    245/499      4.32G    0.01277    0.01077   0.002976         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    245/499      4.32G    0.01277    0.01077   0.002976         31        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    245/499      4.32G    0.01277    0.01077   0.002976         31        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.915      0.844      0.918      0.805

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    246/499      4.32G     0.0137    0.01042   0.002779         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
    246/499      4.32G     0.0137    0.01042   0.002779         70        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    246/499      4.32G    0.01335   0.009185   0.002374         57        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    246/499      4.32G    0.01335   0.009185   0.002374         57        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    246/499      4.32G    0.01349   0.009588   0.002386         66        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    246/499      4.32G    0.01349   0.009588   0.002386         66        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    246/499      4.32G    0.01325    0.01024   0.003052         90        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    246/499      4.32G    0.01325    0.01024   0.003052         90        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    246/499      4.32G    0.01323    0.01031   0.002703         71        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    246/499      4.32G    0.01323    0.01031   0.002703         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    246/499      4.32G    0.01297    0.01057   0.002648         86        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    246/499      4.32G    0.01297    0.01057   0.002648         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    246/499      4.32G    0.01297    0.01047   0.002751         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    246/499      4.32G    0.01297    0.01047   0.002751         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    246/499      4.32G    0.01288    0.01032   0.002607         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    246/499      4.32G    0.01288    0.01032   0.002607         66        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    246/499      4.32G    0.01269    0.01026   0.002441         75        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    246/499      4.32G    0.01269    0.01026   0.002441         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    246/499      4.32G    0.01258    0.01019   0.002359         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    246/499      4.32G    0.01258    0.01019   0.002359         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    246/499      4.32G    0.01266    0.01018   0.002321         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    246/499      4.32G    0.01266    0.01018   0.002321         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    246/499      4.32G    0.01273     0.0102   0.002393         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    246/499      4.32G    0.01273     0.0102   0.002393         72        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    246/499      4.32G    0.01262    0.01016   0.002381         72        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    246/499      4.32G    0.01262    0.01016   0.002381         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    246/499      4.32G    0.01287    0.01019   0.002321         62        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    246/499      4.32G    0.01287    0.01019   0.002321         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    246/499      4.32G    0.01292     0.0103   0.002338         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    246/499      4.32G    0.01292     0.0103   0.002338         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    246/499      4.32G    0.01286    0.01021    0.00242         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    246/499      4.32G    0.01286    0.01021    0.00242         65        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    246/499      4.32G    0.01282    0.01033   0.002363         90        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    246/499      4.32G    0.01282    0.01033   0.002363         90        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    246/499      4.32G    0.01281    0.01031   0.002302         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    246/499      4.32G    0.01281    0.01031   0.002302         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    246/499      4.32G    0.01282    0.01037   0.002263         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    246/499      4.32G    0.01282    0.01037   0.002263         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    246/499      4.32G    0.01279    0.01027   0.002214         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    246/499      4.32G    0.01279    0.01027   0.002214         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    246/499      4.32G    0.01272    0.01024    0.00218         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    246/499      4.32G    0.01272    0.01024    0.00218         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    246/499      4.32G    0.01279    0.01025   0.002261         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    246/499      4.32G    0.01279    0.01025   0.002261         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    246/499      4.32G    0.01277    0.01022   0.002219         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    246/499      4.32G    0.01277    0.01022   0.002219         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    246/499      4.32G    0.01282    0.01027   0.002222         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    246/499      4.32G    0.01282    0.01027   0.002222         75        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    246/499      4.32G    0.01285    0.01032   0.002289         89        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    246/499      4.32G    0.01285    0.01032   0.002289         89        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    246/499      4.32G     0.0129    0.01033   0.002413         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    246/499      4.32G     0.0129    0.01033   0.002413         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    246/499      4.32G    0.01289    0.01047   0.002412         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    246/499      4.32G    0.01289    0.01047   0.002412         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    246/499      4.32G    0.01284    0.01043   0.002539         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    246/499      4.32G    0.01284    0.01043   0.002539         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
    246/499      4.32G    0.01288    0.01048   0.002561         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
    246/499      4.32G    0.01288    0.01048   0.002561         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    246/499      4.32G    0.01289    0.01051     0.0026         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    246/499      4.32G    0.01289    0.01051     0.0026         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    246/499      4.32G    0.01288    0.01045   0.002562         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    246/499      4.32G    0.01288    0.01045   0.002562         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    246/499      4.32G    0.01292    0.01044   0.002543         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    246/499      4.32G    0.01292    0.01044   0.002543         69        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    246/499      4.32G    0.01294    0.01047   0.002516         83        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    246/499      4.32G    0.01294    0.01047   0.002516         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    246/499      4.32G    0.01291    0.01044   0.002465         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    246/499      4.32G    0.01291    0.01044   0.002465         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    246/499      4.32G    0.01297    0.01047   0.002443         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    246/499      4.32G    0.01297    0.01047   0.002443         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    246/499      4.32G      0.013     0.0105   0.002409         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    246/499      4.32G      0.013     0.0105   0.002409         79        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    246/499      4.32G    0.01297    0.01049   0.002371         66        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    246/499      4.32G    0.01297    0.01049   0.002371         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    246/499      4.32G    0.01298    0.01052     0.0024         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    246/499      4.32G    0.01298    0.01052     0.0024         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    246/499      4.32G    0.01296    0.01051   0.002374         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    246/499      4.32G    0.01296    0.01051   0.002374         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    246/499      4.32G    0.01297    0.01053   0.002351         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    246/499      4.32G    0.01297    0.01053   0.002351         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    246/499      4.32G    0.01297    0.01053   0.002351         39        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.883      0.859       0.89      0.783

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    247/499      4.32G    0.01326    0.01145   0.001027         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    247/499      4.32G    0.01326    0.01145   0.001027         83        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    247/499      4.32G     0.0122    0.01003   0.001392         61        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    247/499      4.32G     0.0122    0.01003   0.001392         61        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    247/499      4.32G    0.01275    0.01083   0.001533         94        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    247/499      4.32G    0.01275    0.01083   0.001533         94        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    247/499      4.32G    0.01254    0.01091   0.001801         78        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    247/499      4.32G    0.01254    0.01091   0.001801         78        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    247/499      4.32G    0.01233     0.0107    0.00193         75        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    247/499      4.32G    0.01233     0.0107    0.00193         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    247/499      4.32G    0.01236    0.01054   0.002417         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    247/499      4.32G    0.01236    0.01054   0.002417         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    247/499      4.32G    0.01234     0.0103   0.003186         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    247/499      4.32G    0.01234     0.0103   0.003186         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    247/499      4.32G    0.01255    0.01023   0.003065         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    247/499      4.32G    0.01255    0.01023   0.003065         59        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    247/499      4.32G    0.01243    0.01023   0.002902         78        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    247/499      4.32G    0.01243    0.01023   0.002902         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    247/499      4.32G    0.01257    0.01034    0.00266         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    247/499      4.32G    0.01257    0.01034    0.00266         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    247/499      4.32G    0.01261    0.01053   0.002598         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    247/499      4.32G    0.01261    0.01053   0.002598         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    247/499      4.32G    0.01266    0.01079   0.002521         99        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    247/499      4.32G    0.01266    0.01079   0.002521         99        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    247/499      4.32G    0.01255    0.01071   0.002372         77        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    247/499      4.32G    0.01255    0.01071   0.002372         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    247/499      4.32G    0.01245    0.01066   0.002225         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    247/499      4.32G    0.01245    0.01066   0.002225         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    247/499      4.32G    0.01242    0.01064   0.002199         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    247/499      4.32G    0.01242    0.01064   0.002199         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    247/499      4.32G    0.01248    0.01071   0.002169         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    247/499      4.32G    0.01248    0.01071   0.002169         80        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    247/499      4.32G    0.01259    0.01064   0.002332         64        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    247/499      4.32G    0.01259    0.01064   0.002332         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    247/499      4.32G     0.0126    0.01058   0.002306         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    247/499      4.32G     0.0126    0.01058   0.002306         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    247/499      4.32G    0.01275    0.01065   0.002721         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    247/499      4.32G    0.01275    0.01065   0.002721         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    247/499      4.32G     0.0127    0.01057   0.002679         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    247/499      4.32G     0.0127    0.01057   0.002679         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    247/499      4.32G     0.0128    0.01055   0.002627         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    247/499      4.32G     0.0128    0.01055   0.002627         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    247/499      4.32G    0.01278    0.01054   0.002714         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    247/499      4.32G    0.01278    0.01054   0.002714         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    247/499      4.32G    0.01278    0.01063   0.002689         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    247/499      4.32G    0.01278    0.01063   0.002689         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    247/499      4.32G    0.01287    0.01069   0.002663         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    247/499      4.32G    0.01287    0.01069   0.002663         74        640:  60%|######    | 24/40 [00:04<00:03,  5.06it/s]
    247/499      4.32G    0.01287     0.0107   0.002709         76        640:  60%|######    | 24/40 [00:04<00:03,  5.06it/s]
    247/499      4.32G    0.01287     0.0107   0.002709         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    247/499      4.32G    0.01288    0.01069   0.002769         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    247/499      4.32G    0.01288    0.01069   0.002769         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    247/499      4.32G     0.0129    0.01066   0.002706         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    247/499      4.32G     0.0129    0.01066   0.002706         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.04it/s]
    247/499      4.32G    0.01288    0.01061   0.002676         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.04it/s]
    247/499      4.32G    0.01288    0.01061   0.002676         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
    247/499      4.32G    0.01287    0.01056   0.002623         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
    247/499      4.32G    0.01287    0.01056   0.002623         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    247/499      4.32G    0.01288    0.01056   0.002612         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    247/499      4.32G    0.01288    0.01056   0.002612         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    247/499      4.32G    0.01285    0.01056   0.002646         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    247/499      4.32G    0.01285    0.01056   0.002646         83        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
    247/499      4.32G    0.01286    0.01046   0.002603         56        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
    247/499      4.32G    0.01286    0.01046   0.002603         56        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    247/499      4.32G    0.01284     0.0105   0.002601         82        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    247/499      4.32G    0.01284     0.0105   0.002601         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    247/499      4.32G    0.01282    0.01052   0.002584         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    247/499      4.32G    0.01282    0.01052   0.002584         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    247/499      4.32G    0.01286     0.0105   0.002666         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    247/499      4.32G    0.01286     0.0105   0.002666         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    247/499      4.32G    0.01289    0.01046   0.002649         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    247/499      4.32G    0.01289    0.01046   0.002649         60        640:  90%|######### | 36/40 [00:06<00:00,  5.03it/s]
    247/499      4.32G    0.01289    0.01047   0.002661         78        640:  90%|######### | 36/40 [00:07<00:00,  5.03it/s]
    247/499      4.32G    0.01289    0.01047   0.002661         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    247/499      4.32G    0.01287    0.01045   0.002633         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    247/499      4.32G    0.01287    0.01045   0.002633         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    247/499      4.32G    0.01292    0.01045   0.002678         55        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    247/499      4.32G    0.01292    0.01045   0.002678         55        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    247/499      4.32G    0.01291    0.01046   0.002628         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    247/499      4.32G    0.01291    0.01046   0.002628         39        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    247/499      4.32G    0.01291    0.01046   0.002628         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.901      0.861      0.891      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    248/499      4.32G    0.01243    0.01011   0.004119         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    248/499      4.32G    0.01243    0.01011   0.004119         74        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    248/499      4.32G    0.01227   0.008625   0.003423         50        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    248/499      4.32G    0.01227   0.008625   0.003423         50        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    248/499      4.32G    0.01211    0.00985   0.002515         83        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    248/499      4.32G    0.01211    0.00985   0.002515         83        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    248/499      4.32G    0.01286   0.009981   0.003133         65        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    248/499      4.32G    0.01286   0.009981   0.003133         65        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    248/499      4.32G    0.01265    0.01024   0.002999         89        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    248/499      4.32G    0.01265    0.01024   0.002999         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    248/499      4.32G     0.0124    0.01014    0.00305         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    248/499      4.32G     0.0124    0.01014    0.00305         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    248/499      4.32G    0.01231    0.01049   0.002818         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    248/499      4.32G    0.01231    0.01049   0.002818         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    248/499      4.32G    0.01228    0.01041   0.003271         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    248/499      4.32G    0.01228    0.01041   0.003271         69        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    248/499      4.32G     0.0124    0.01041   0.003061         67        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    248/499      4.32G     0.0124    0.01041   0.003061         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    248/499      4.32G    0.01261    0.01057   0.003138         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    248/499      4.32G    0.01261    0.01057   0.003138         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    248/499      4.32G    0.01278    0.01076   0.003409         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    248/499      4.32G    0.01278    0.01076   0.003409         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    248/499      4.32G    0.01269    0.01078   0.003285         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    248/499      4.32G    0.01269    0.01078   0.003285         78        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    248/499      4.32G    0.01256    0.01078   0.003143         77        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    248/499      4.32G    0.01256    0.01078   0.003143         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    248/499      4.32G    0.01265    0.01078   0.003305         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    248/499      4.32G    0.01265    0.01078   0.003305         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    248/499      4.32G    0.01269    0.01086   0.003169         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    248/499      4.32G    0.01269    0.01086   0.003169         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    248/499      4.32G    0.01277    0.01088   0.003103         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    248/499      4.32G    0.01277    0.01088   0.003103         74        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    248/499      4.32G    0.01278    0.01081   0.003002         72        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    248/499      4.32G    0.01278    0.01081   0.003002         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    248/499      4.32G    0.01275     0.0108   0.003138         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    248/499      4.32G    0.01275     0.0108   0.003138         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    248/499      4.32G    0.01273    0.01074   0.003102         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    248/499      4.32G    0.01273    0.01074   0.003102         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    248/499      4.32G    0.01277    0.01069    0.00307         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    248/499      4.32G    0.01277    0.01069    0.00307         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    248/499      4.32G    0.01276    0.01064   0.003038         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    248/499      4.32G    0.01276    0.01064   0.003038         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    248/499      4.32G    0.01287     0.0108   0.003115         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    248/499      4.32G    0.01287     0.0108   0.003115         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    248/499      4.32G    0.01286     0.0108   0.003043         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    248/499      4.32G    0.01286     0.0108   0.003043         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    248/499      4.32G    0.01289    0.01078   0.003075         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    248/499      4.32G    0.01289    0.01078   0.003075         82        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    248/499      4.32G    0.01297    0.01077   0.003093         71        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    248/499      4.32G    0.01297    0.01077   0.003093         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    248/499      4.32G     0.0129    0.01073   0.003045         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    248/499      4.32G     0.0129    0.01073   0.003045         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    248/499      4.32G     0.0129    0.01075   0.003067         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    248/499      4.32G     0.0129    0.01075   0.003067         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    248/499      4.32G    0.01293    0.01067   0.003363         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    248/499      4.32G    0.01293    0.01067   0.003363         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    248/499      4.32G    0.01294    0.01068   0.003336         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    248/499      4.32G    0.01294    0.01068   0.003336         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    248/499      4.32G      0.013     0.0107   0.003328         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    248/499      4.32G      0.013     0.0107   0.003328         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    248/499      4.32G    0.01297    0.01075   0.003277         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    248/499      4.32G    0.01297    0.01075   0.003277         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    248/499      4.32G    0.01295    0.01076   0.003265         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    248/499      4.32G    0.01295    0.01076   0.003265         73        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    248/499      4.32G     0.0129    0.01073   0.003202         74        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    248/499      4.32G     0.0129    0.01073   0.003202         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    248/499      4.32G    0.01294     0.0108   0.003204         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    248/499      4.32G    0.01294     0.0108   0.003204         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    248/499      4.32G    0.01298     0.0108   0.003206         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    248/499      4.32G    0.01298     0.0108   0.003206         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    248/499      4.32G    0.01295    0.01075    0.00317         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    248/499      4.32G    0.01295    0.01075    0.00317         60        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    248/499      4.32G    0.01299    0.01079   0.003149         81        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    248/499      4.32G    0.01299    0.01079   0.003149         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    248/499      4.32G    0.01299    0.01082   0.003128         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    248/499      4.32G    0.01299    0.01082   0.003128         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    248/499      4.32G    0.01304    0.01088    0.00318         90        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    248/499      4.32G    0.01304    0.01088    0.00318         90        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    248/499      4.32G    0.01304    0.01088    0.00312         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    248/499      4.32G    0.01304    0.01088    0.00312         37        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    248/499      4.32G    0.01304    0.01088    0.00312         37        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.868      0.834      0.883      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    249/499      4.32G    0.01101    0.01094  0.0007924         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    249/499      4.32G    0.01101    0.01094  0.0007924         74        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    249/499      4.32G    0.01149    0.01193  0.0009905         96        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    249/499      4.32G    0.01149    0.01193  0.0009905         96        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    249/499      4.32G     0.0119    0.01148   0.001329         76        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    249/499      4.32G     0.0119    0.01148   0.001329         76        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    249/499      4.32G    0.01262    0.01137   0.002071         72        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    249/499      4.32G    0.01262    0.01137   0.002071         72        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    249/499      4.32G    0.01308    0.01128   0.002384         77        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    249/499      4.32G    0.01308    0.01128   0.002384         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    249/499      4.32G    0.01305    0.01117   0.002387         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    249/499      4.32G    0.01305    0.01117   0.002387         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    249/499      4.32G    0.01274     0.0109   0.002301         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    249/499      4.32G    0.01274     0.0109   0.002301         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    249/499      4.32G    0.01269    0.01109   0.002258         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    249/499      4.32G    0.01269    0.01109   0.002258         83        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    249/499      4.32G    0.01288     0.0112   0.002544         72        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    249/499      4.32G    0.01288     0.0112   0.002544         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    249/499      4.32G    0.01296    0.01125   0.002613         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    249/499      4.32G    0.01296    0.01125   0.002613         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    249/499      4.32G    0.01316    0.01136   0.002918         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    249/499      4.32G    0.01316    0.01136   0.002918         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    249/499      4.32G    0.01314    0.01135   0.002958         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    249/499      4.32G    0.01314    0.01135   0.002958         73        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    249/499      4.32G     0.0131    0.01124   0.002901         74        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    249/499      4.32G     0.0131    0.01124   0.002901         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    249/499      4.32G    0.01308    0.01129   0.002836         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    249/499      4.32G    0.01308    0.01129   0.002836         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    249/499      4.32G    0.01303    0.01134    0.00275         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    249/499      4.32G    0.01303    0.01134    0.00275         86        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    249/499      4.32G    0.01288    0.01125   0.002605         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    249/499      4.32G    0.01288    0.01125   0.002605         76        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    249/499      4.32G    0.01288    0.01123   0.002617         78        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    249/499      4.32G    0.01288    0.01123   0.002617         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    249/499      4.32G    0.01292    0.01119   0.002723         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    249/499      4.32G    0.01292    0.01119   0.002723         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    249/499      4.32G    0.01293    0.01107   0.002924         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    249/499      4.32G    0.01293    0.01107   0.002924         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    249/499      4.32G      0.013    0.01097   0.002927         62        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    249/499      4.32G      0.013    0.01097   0.002927         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    249/499      4.32G    0.01298    0.01097   0.002881         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    249/499      4.32G    0.01298    0.01097   0.002881         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    249/499      4.32G    0.01301      0.011   0.002845         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    249/499      4.32G    0.01301      0.011   0.002845         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    249/499      4.32G    0.01307    0.01097   0.002783         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    249/499      4.32G    0.01307    0.01097   0.002783         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    249/499      4.32G     0.0131    0.01106   0.002771         93        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    249/499      4.32G     0.0131    0.01106   0.002771         93        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    249/499      4.32G    0.01309    0.01115   0.002812         98        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    249/499      4.32G    0.01309    0.01115   0.002812         98        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    249/499      4.32G    0.01311    0.01108   0.002861         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    249/499      4.32G    0.01311    0.01108   0.002861         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    249/499      4.32G     0.0131    0.01107    0.00289         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    249/499      4.32G     0.0131    0.01107    0.00289         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    249/499      4.32G    0.01309    0.01099   0.002852         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    249/499      4.32G    0.01309    0.01099   0.002852         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    249/499      4.32G    0.01308    0.01089   0.002919         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    249/499      4.32G    0.01308    0.01089   0.002919         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    249/499      4.32G    0.01316    0.01092   0.003046         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    249/499      4.32G    0.01316    0.01092   0.003046         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    249/499      4.32G    0.01313    0.01089   0.003111         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    249/499      4.32G    0.01313    0.01089   0.003111         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    249/499      4.32G    0.01313    0.01102   0.003108        101        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    249/499      4.32G    0.01313    0.01102   0.003108        101        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    249/499      4.32G    0.01317    0.01103   0.003116         71        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    249/499      4.32G    0.01317    0.01103   0.003116         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    249/499      4.32G    0.01317    0.01106   0.003094         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    249/499      4.32G    0.01317    0.01106   0.003094         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    249/499      4.32G    0.01318    0.01112   0.003071         93        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    249/499      4.32G    0.01318    0.01112   0.003071         93        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    249/499      4.32G    0.01322    0.01116   0.003035         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    249/499      4.32G    0.01322    0.01116   0.003035         80        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    249/499      4.32G    0.01322    0.01111   0.002979         70        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    249/499      4.32G    0.01322    0.01111   0.002979         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    249/499      4.32G    0.01319    0.01109   0.002936         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    249/499      4.32G    0.01319    0.01109   0.002936         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    249/499      4.32G    0.01321    0.01108    0.00297         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    249/499      4.32G    0.01321    0.01108    0.00297         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    249/499      4.32G     0.0132    0.01104   0.002928         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    249/499      4.32G     0.0132    0.01104   0.002928         32        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    249/499      4.32G     0.0132    0.01104   0.002928         32        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.796      0.879      0.874       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    250/499      4.32G    0.01253   0.009166  0.0007086         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    250/499      4.32G    0.01253   0.009166  0.0007086         68        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    250/499      4.32G    0.01228   0.009385  0.0009548         70        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    250/499      4.32G    0.01228   0.009385  0.0009548         70        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    250/499      4.32G     0.0126    0.01009   0.001645         82        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    250/499      4.32G     0.0126    0.01009   0.001645         82        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    250/499      4.32G    0.01217   0.009949   0.001487         70        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    250/499      4.32G    0.01217   0.009949   0.001487         70        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    250/499      4.32G    0.01219    0.01042   0.001466         89        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    250/499      4.32G    0.01219    0.01042   0.001466         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    250/499      4.32G    0.01263     0.0106    0.00165         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    250/499      4.32G    0.01263     0.0106    0.00165         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    250/499      4.32G    0.01273    0.01069   0.002108         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    250/499      4.32G    0.01273    0.01069   0.002108         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    250/499      4.32G    0.01264    0.01052   0.002092         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    250/499      4.32G    0.01264    0.01052   0.002092         67        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    250/499      4.32G    0.01263    0.01054   0.002031         73        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    250/499      4.32G    0.01263    0.01054   0.002031         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    250/499      4.32G    0.01255    0.01037   0.001975         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    250/499      4.32G    0.01255    0.01037   0.001975         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    250/499      4.32G    0.01256    0.01051   0.001897         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    250/499      4.32G    0.01256    0.01051   0.001897         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    250/499      4.32G    0.01262    0.01042   0.002075         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    250/499      4.32G    0.01262    0.01042   0.002075         68        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    250/499      4.32G    0.01278    0.01042   0.002113         77        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    250/499      4.32G    0.01278    0.01042   0.002113         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    250/499      4.32G    0.01272    0.01048   0.002058         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    250/499      4.32G    0.01272    0.01048   0.002058         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    250/499      4.32G    0.01278     0.0105   0.002124         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    250/499      4.32G    0.01278     0.0105   0.002124         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
    250/499      4.32G    0.01282     0.0105   0.002161         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
    250/499      4.32G    0.01282     0.0105   0.002161         67        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    250/499      4.32G    0.01284    0.01058   0.002259         80        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    250/499      4.32G    0.01284    0.01058   0.002259         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    250/499      4.32G    0.01286    0.01071   0.002233         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    250/499      4.32G    0.01286    0.01071   0.002233         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    250/499      4.32G    0.01275    0.01068   0.002208         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    250/499      4.32G    0.01275    0.01068   0.002208         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    250/499      4.32G    0.01289    0.01066   0.002259         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    250/499      4.32G    0.01289    0.01066   0.002259         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    250/499      4.32G    0.01292    0.01072    0.00225         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    250/499      4.32G    0.01292    0.01072    0.00225         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    250/499      4.32G    0.01287    0.01066   0.002267         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    250/499      4.32G    0.01287    0.01066   0.002267         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    250/499      4.32G    0.01286    0.01067   0.002293         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    250/499      4.32G    0.01286    0.01067   0.002293         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    250/499      4.32G    0.01284    0.01067   0.002335         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    250/499      4.32G    0.01284    0.01067   0.002335         85        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    250/499      4.32G    0.01293    0.01081   0.002457         82        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    250/499      4.32G    0.01293    0.01081   0.002457         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    250/499      4.32G      0.013    0.01085   0.002459         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    250/499      4.32G      0.013    0.01085   0.002459         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    250/499      4.32G    0.01311    0.01087   0.002549         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    250/499      4.32G    0.01311    0.01087   0.002549         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    250/499      4.32G    0.01311    0.01084   0.002604         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    250/499      4.32G    0.01311    0.01084   0.002604         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    250/499      4.32G    0.01308    0.01085   0.002547         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    250/499      4.32G    0.01308    0.01085   0.002547         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    250/499      4.32G    0.01305    0.01082   0.002524         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    250/499      4.32G    0.01305    0.01082   0.002524         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    250/499      4.32G    0.01304     0.0109     0.0025         94        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    250/499      4.32G    0.01304     0.0109     0.0025         94        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    250/499      4.32G    0.01294    0.01077   0.002448         60        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    250/499      4.32G    0.01294    0.01077   0.002448         60        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    250/499      4.32G    0.01294     0.0108   0.002396         76        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    250/499      4.32G    0.01294     0.0108   0.002396         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    250/499      4.32G     0.0129    0.01073   0.002408         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    250/499      4.32G     0.0129    0.01073   0.002408         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    250/499      4.32G    0.01296    0.01074   0.002382         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    250/499      4.32G    0.01296    0.01074   0.002382         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    250/499      4.32G    0.01292    0.01068   0.002388         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    250/499      4.32G    0.01292    0.01068   0.002388         68        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    250/499      4.32G    0.01292    0.01062   0.002342         57        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    250/499      4.32G    0.01292    0.01062   0.002342         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    250/499      4.32G     0.0129    0.01057   0.002391         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    250/499      4.32G     0.0129    0.01057   0.002391         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    250/499      4.32G    0.01287    0.01054   0.002412         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    250/499      4.32G    0.01287    0.01054   0.002412         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    250/499      4.32G    0.01295    0.01065   0.002383         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    250/499      4.32G    0.01295    0.01065   0.002383         43        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    250/499      4.32G    0.01295    0.01065   0.002383         43        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.815      0.885      0.871      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    251/499      4.32G    0.01402    0.01106   0.002515         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    251/499      4.32G    0.01402    0.01106   0.002515         75        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    251/499      4.32G    0.01373    0.01056   0.002666         74        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    251/499      4.32G    0.01373    0.01056   0.002666         74        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    251/499      4.32G     0.0139    0.01045   0.004132         68        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    251/499      4.32G     0.0139    0.01045   0.004132         68        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    251/499      4.32G    0.01413   0.009949   0.005858         63        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    251/499      4.32G    0.01413   0.009949   0.005858         63        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    251/499      4.32G     0.0139    0.01022   0.005505         78        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    251/499      4.32G     0.0139    0.01022   0.005505         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    251/499      4.32G    0.01379    0.01051   0.004989         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    251/499      4.32G    0.01379    0.01051   0.004989         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    251/499      4.32G    0.01375     0.0104   0.004764         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    251/499      4.32G    0.01375     0.0104   0.004764         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    251/499      4.32G    0.01332    0.01007   0.004428         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    251/499      4.32G    0.01332    0.01007   0.004428         67        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    251/499      4.32G    0.01325    0.01015   0.004068         73        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    251/499      4.32G    0.01325    0.01015   0.004068         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    251/499      4.32G    0.01301    0.01005   0.003726         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    251/499      4.32G    0.01301    0.01005   0.003726         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    251/499      4.32G    0.01319    0.01007   0.003811         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    251/499      4.32G    0.01319    0.01007   0.003811         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    251/499      4.32G    0.01304    0.01013   0.003616         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    251/499      4.32G    0.01304    0.01013   0.003616         80        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    251/499      4.32G    0.01322    0.01008   0.003694         64        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    251/499      4.32G    0.01322    0.01008   0.003694         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    251/499      4.32G    0.01308    0.01021   0.003526         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    251/499      4.32G    0.01308    0.01021   0.003526         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    251/499      4.32G     0.0131    0.01017   0.003474         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    251/499      4.32G     0.0131    0.01017   0.003474         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    251/499      4.32G    0.01301    0.01009   0.003313         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    251/499      4.32G    0.01301    0.01009   0.003313         68        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    251/499      4.32G    0.01313     0.0101   0.003246         61        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    251/499      4.32G    0.01313     0.0101   0.003246         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    251/499      4.32G    0.01312    0.01012   0.003132         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    251/499      4.32G    0.01312    0.01012   0.003132         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    251/499      4.32G     0.0131    0.01028   0.003031         96        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    251/499      4.32G     0.0131    0.01028   0.003031         96        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    251/499      4.32G    0.01312    0.01022   0.002956         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    251/499      4.32G    0.01312    0.01022   0.002956         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    251/499      4.32G    0.01306    0.01022    0.00294         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    251/499      4.32G    0.01306    0.01022    0.00294         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    251/499      4.32G    0.01309    0.01022   0.002997         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    251/499      4.32G    0.01309    0.01022   0.002997         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    251/499      4.32G    0.01309    0.01024   0.002962         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    251/499      4.32G    0.01309    0.01024   0.002962         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    251/499      4.32G    0.01308    0.01029   0.003001         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    251/499      4.32G    0.01308    0.01029   0.003001         80        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    251/499      4.32G     0.0131    0.01049    0.00295         92        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    251/499      4.32G     0.0131    0.01049    0.00295         92        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    251/499      4.32G    0.01308    0.01049   0.002962         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    251/499      4.32G    0.01308    0.01049   0.002962         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    251/499      4.32G    0.01309    0.01055   0.002926         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    251/499      4.32G    0.01309    0.01055   0.002926         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    251/499      4.32G    0.01311     0.0106   0.002965         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    251/499      4.32G    0.01311     0.0106   0.002965         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    251/499      4.32G    0.01309    0.01061    0.00291         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    251/499      4.32G    0.01309    0.01061    0.00291         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    251/499      4.32G    0.01305    0.01057   0.002961         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    251/499      4.32G    0.01305    0.01057   0.002961         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    251/499      4.32G    0.01306    0.01058    0.00293         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    251/499      4.32G    0.01306    0.01058    0.00293         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    251/499      4.32G    0.01311    0.01053   0.002989         55        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    251/499      4.32G    0.01311    0.01053   0.002989         55        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    251/499      4.32G    0.01311    0.01049   0.002925         73        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    251/499      4.32G    0.01311    0.01049   0.002925         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    251/499      4.32G    0.01313    0.01054   0.002968         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    251/499      4.32G    0.01313    0.01054   0.002968         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    251/499      4.32G    0.01312    0.01057   0.002932         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    251/499      4.32G    0.01312    0.01057   0.002932         89        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    251/499      4.32G    0.01306    0.01054   0.002918         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    251/499      4.32G    0.01306    0.01054   0.002918         78        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    251/499      4.32G    0.01307    0.01056   0.002921         77        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    251/499      4.32G    0.01307    0.01056   0.002921         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    251/499      4.32G    0.01302    0.01053   0.002892         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    251/499      4.32G    0.01302    0.01053   0.002892         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    251/499      4.32G    0.01306    0.01055   0.002972         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    251/499      4.32G    0.01306    0.01055   0.002972         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    251/499      4.32G    0.01305    0.01054   0.003003         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    251/499      4.32G    0.01305    0.01054   0.003003         33        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    251/499      4.32G    0.01305    0.01054   0.003003         33        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.878      0.864      0.906       0.79

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    252/499      4.32G    0.01292    0.01221   0.001833         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    252/499      4.32G    0.01292    0.01221   0.001833         81        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    252/499      4.32G     0.0127    0.01087   0.001213         69        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    252/499      4.32G     0.0127    0.01087   0.001213         69        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    252/499      4.32G    0.01314    0.01115   0.001427         73        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    252/499      4.32G    0.01314    0.01115   0.001427         73        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    252/499      4.32G    0.01322    0.01096   0.002438         76        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    252/499      4.32G    0.01322    0.01096   0.002438         76        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    252/499      4.32G    0.01348    0.01129   0.002535         84        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    252/499      4.32G    0.01348    0.01129   0.002535         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    252/499      4.32G    0.01387    0.01123    0.00316         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    252/499      4.32G    0.01387    0.01123    0.00316         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    252/499      4.32G    0.01381    0.01123    0.00311         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    252/499      4.32G    0.01381    0.01123    0.00311         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    252/499      4.32G    0.01382     0.0115   0.003127         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    252/499      4.32G    0.01382     0.0115   0.003127         82        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    252/499      4.32G    0.01389    0.01151   0.003083         79        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    252/499      4.32G    0.01389    0.01151   0.003083         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    252/499      4.32G    0.01371    0.01113   0.002998         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    252/499      4.32G    0.01371    0.01113   0.002998         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    252/499      4.32G    0.01371    0.01141   0.002955         90        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    252/499      4.32G    0.01371    0.01141   0.002955         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    252/499      4.32G    0.01364    0.01129    0.00299         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    252/499      4.32G    0.01364    0.01129    0.00299         79        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    252/499      4.32G    0.01357    0.01111   0.002972         70        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    252/499      4.32G    0.01357    0.01111   0.002972         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    252/499      4.32G    0.01357    0.01116   0.002927         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    252/499      4.32G    0.01357    0.01116   0.002927         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    252/499      4.32G    0.01362    0.01104   0.002899         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    252/499      4.32G    0.01362    0.01104   0.002899         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    252/499      4.32G    0.01351    0.01096   0.002961         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    252/499      4.32G    0.01351    0.01096   0.002961         72        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    252/499      4.32G    0.01342    0.01105   0.002893         78        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    252/499      4.32G    0.01342    0.01105   0.002893         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    252/499      4.32G     0.0134    0.01101   0.002845         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    252/499      4.32G     0.0134    0.01101   0.002845         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    252/499      4.32G     0.0134    0.01103   0.002915         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    252/499      4.32G     0.0134    0.01103   0.002915         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    252/499      4.32G    0.01339    0.01098   0.002972         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    252/499      4.32G    0.01339    0.01098   0.002972         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    252/499      4.32G    0.01336    0.01094     0.0031         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    252/499      4.32G    0.01336    0.01094     0.0031         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    252/499      4.32G    0.01339    0.01098   0.003123         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    252/499      4.32G    0.01339    0.01098   0.003123         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    252/499      4.32G    0.01334    0.01094   0.003046         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    252/499      4.32G    0.01334    0.01094   0.003046         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    252/499      4.32G    0.01332    0.01097   0.003199         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    252/499      4.32G    0.01332    0.01097   0.003199         70        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    252/499      4.32G     0.0132    0.01098   0.003112         80        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    252/499      4.32G     0.0132    0.01098   0.003112         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    252/499      4.32G    0.01319    0.01096   0.003087         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    252/499      4.32G    0.01319    0.01096   0.003087         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    252/499      4.32G    0.01318    0.01097   0.003101         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    252/499      4.32G    0.01318    0.01097   0.003101         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    252/499      4.32G    0.01318    0.01096   0.003206         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    252/499      4.32G    0.01318    0.01096   0.003206         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    252/499      4.32G    0.01314    0.01102   0.003152        101        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    252/499      4.32G    0.01314    0.01102   0.003152        101        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    252/499      4.32G    0.01313    0.01102   0.003118         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    252/499      4.32G    0.01313    0.01102   0.003118         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    252/499      4.32G     0.0131    0.01094   0.003062         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    252/499      4.32G     0.0131    0.01094   0.003062         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    252/499      4.32G    0.01309    0.01095   0.003005         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    252/499      4.32G    0.01309    0.01095   0.003005         80        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    252/499      4.32G    0.01303    0.01093   0.002976         77        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    252/499      4.32G    0.01303    0.01093   0.002976         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
    252/499      4.32G    0.01309    0.01094   0.002943         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
    252/499      4.32G    0.01309    0.01094   0.002943         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    252/499      4.32G    0.01304    0.01085   0.002917         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    252/499      4.32G    0.01304    0.01085   0.002917         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    252/499      4.32G    0.01308    0.01087   0.002948         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    252/499      4.32G    0.01308    0.01087   0.002948         79        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    252/499      4.32G     0.0131    0.01095   0.002961         86        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    252/499      4.32G     0.0131    0.01095   0.002961         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
    252/499      4.32G    0.01313    0.01091    0.00299         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
    252/499      4.32G    0.01313    0.01091    0.00299         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    252/499      4.32G    0.01311    0.01093   0.002976         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    252/499      4.32G    0.01311    0.01093   0.002976         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    252/499      4.32G    0.01309    0.01094   0.002978         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    252/499      4.32G    0.01309    0.01094   0.002978         41        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    252/499      4.32G    0.01309    0.01094   0.002978         41        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.868      0.843      0.898      0.792

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    253/499      4.32G    0.01242   0.009618   0.005023         60        640:   0%|          | 0/40 [00:00<?, ?it/s]
    253/499      4.32G    0.01242   0.009618   0.005023         60        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    253/499      4.32G    0.01245   0.009138   0.003477         63        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    253/499      4.32G    0.01245   0.009138   0.003477         63        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    253/499      4.32G    0.01266   0.009671   0.003954         83        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    253/499      4.32G    0.01266   0.009671   0.003954         83        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    253/499      4.32G     0.0124    0.01009   0.003628         85        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    253/499      4.32G     0.0124    0.01009   0.003628         85        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    253/499      4.32G    0.01212   0.009988    0.00317         77        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    253/499      4.32G    0.01212   0.009988    0.00317         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    253/499      4.32G    0.01202    0.01023   0.002935         90        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    253/499      4.32G    0.01202    0.01023   0.002935         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    253/499      4.32G     0.0121    0.01037   0.002908         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    253/499      4.32G     0.0121    0.01037   0.002908         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    253/499      4.32G      0.012    0.01018   0.002613         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    253/499      4.32G      0.012    0.01018   0.002613         68        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    253/499      4.32G    0.01201    0.01015   0.002437         74        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    253/499      4.32G    0.01201    0.01015   0.002437         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    253/499      4.32G     0.0121    0.01024   0.002286         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    253/499      4.32G     0.0121    0.01024   0.002286         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    253/499      4.32G    0.01214    0.01014   0.002243         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    253/499      4.32G    0.01214    0.01014   0.002243         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    253/499      4.32G    0.01214    0.01014   0.002099         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    253/499      4.32G    0.01214    0.01014   0.002099         78        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    253/499      4.32G    0.01233    0.01009    0.00208         58        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    253/499      4.32G    0.01233    0.01009    0.00208         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    253/499      4.32G    0.01238     0.0101   0.002263         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    253/499      4.32G    0.01238     0.0101   0.002263         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    253/499      4.32G    0.01248     0.0102   0.002556         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    253/499      4.32G    0.01248     0.0102   0.002556         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    253/499      4.32G    0.01246    0.01019   0.002847         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    253/499      4.32G    0.01246    0.01019   0.002847         72        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    253/499      4.32G    0.01251    0.01002    0.00303         50        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    253/499      4.32G    0.01251    0.01002    0.00303         50        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    253/499      4.32G    0.01269    0.01006   0.003044         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
    253/499      4.32G    0.01269    0.01006   0.003044         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    253/499      4.32G    0.01271    0.01019   0.003014         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    253/499      4.32G    0.01271    0.01019   0.003014         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    253/499      4.32G    0.01269    0.01019   0.002968         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    253/499      4.32G    0.01269    0.01019   0.002968         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    253/499      4.32G    0.01276    0.01018   0.003015         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    253/499      4.32G    0.01276    0.01018   0.003015         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    253/499      4.32G    0.01278    0.01025   0.002945         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    253/499      4.32G    0.01278    0.01025   0.002945         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    253/499      4.32G    0.01281    0.01039   0.002933         97        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    253/499      4.32G    0.01281    0.01039   0.002933         97        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    253/499      4.32G    0.01283    0.01044   0.002898         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    253/499      4.32G    0.01283    0.01044   0.002898         81        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    253/499      4.32G    0.01283    0.01045   0.003017         83        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    253/499      4.32G    0.01283    0.01045   0.003017         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    253/499      4.32G    0.01282    0.01043   0.002921         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    253/499      4.32G    0.01282    0.01043   0.002921         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    253/499      4.32G    0.01285    0.01049   0.002847         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    253/499      4.32G    0.01285    0.01049   0.002847         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    253/499      4.32G    0.01276    0.01039   0.002755         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    253/499      4.32G    0.01276    0.01039   0.002755         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    253/499      4.32G    0.01277    0.01041   0.002855         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    253/499      4.32G    0.01277    0.01041   0.002855         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    253/499      4.32G     0.0128    0.01055   0.002845         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    253/499      4.32G     0.0128    0.01055   0.002845         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    253/499      4.32G    0.01279    0.01063   0.002797         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    253/499      4.32G    0.01279    0.01063   0.002797         89        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    253/499      4.32G     0.0128    0.01062   0.002768         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    253/499      4.32G     0.0128    0.01062   0.002768         70        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    253/499      4.32G    0.01278    0.01057   0.002801         65        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    253/499      4.32G    0.01278    0.01057   0.002801         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    253/499      4.32G    0.01273    0.01058   0.002772         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    253/499      4.32G    0.01273    0.01058   0.002772         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    253/499      4.32G    0.01276    0.01058   0.002787         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    253/499      4.32G    0.01276    0.01058   0.002787         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    253/499      4.32G    0.01277    0.01067   0.002788         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    253/499      4.32G    0.01277    0.01067   0.002788         88        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    253/499      4.32G    0.01279     0.0107   0.002742         88        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    253/499      4.32G    0.01279     0.0107   0.002742         88        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
    253/499      4.32G    0.01284    0.01069   0.002857         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    253/499      4.32G    0.01284    0.01069   0.002857         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    253/499      4.32G    0.01282    0.01065   0.002849         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    253/499      4.32G    0.01282    0.01065   0.002849         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    253/499      4.32G    0.01282    0.01067   0.002876         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    253/499      4.32G    0.01282    0.01067   0.002876         41        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    253/499      4.32G    0.01282    0.01067   0.002876         41        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.871      0.855      0.892      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    254/499      4.32G    0.01298    0.01042   0.004532         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    254/499      4.32G    0.01298    0.01042   0.004532         72        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    254/499      4.32G    0.01232    0.01101   0.002892         83        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    254/499      4.32G    0.01232    0.01101   0.002892         83        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    254/499      4.32G    0.01341    0.01163    0.00307         81        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    254/499      4.32G    0.01341    0.01163    0.00307         81        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    254/499      4.32G    0.01353     0.0113   0.003125         79        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    254/499      4.32G    0.01353     0.0113   0.003125         79        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    254/499      4.32G    0.01344    0.01066   0.003069         63        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    254/499      4.32G    0.01344    0.01066   0.003069         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    254/499      4.32G    0.01353    0.01066   0.003004         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    254/499      4.32G    0.01353    0.01066   0.003004         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    254/499      4.32G    0.01344    0.01063    0.00334         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    254/499      4.32G    0.01344    0.01063    0.00334         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    254/499      4.32G    0.01346    0.01094   0.003257         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    254/499      4.32G    0.01346    0.01094   0.003257         84        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    254/499      4.32G    0.01344    0.01063   0.003254         58        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    254/499      4.32G    0.01344    0.01063   0.003254         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    254/499      4.32G    0.01326    0.01056   0.003083         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    254/499      4.32G    0.01326    0.01056   0.003083         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    254/499      4.32G    0.01305    0.01053   0.002878         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    254/499      4.32G    0.01305    0.01053   0.002878         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    254/499      4.32G    0.01318    0.01042   0.002907         57        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    254/499      4.32G    0.01318    0.01042   0.002907         57        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    254/499      4.32G     0.0131    0.01031   0.002779         69        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    254/499      4.32G     0.0131    0.01031   0.002779         69        640:  32%|###2      | 13/40 [00:02<00:04,  5.41it/s]
    254/499      4.32G    0.01299    0.01043   0.002673         92        640:  32%|###2      | 13/40 [00:02<00:04,  5.41it/s]
    254/499      4.32G    0.01299    0.01043   0.002673         92        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    254/499      4.32G    0.01297    0.01051   0.002664         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    254/499      4.32G    0.01297    0.01051   0.002664         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    254/499      4.32G     0.0128    0.01036   0.002745         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    254/499      4.32G     0.0128    0.01036   0.002745         65        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    254/499      4.32G    0.01286    0.01028   0.002745         62        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    254/499      4.32G    0.01286    0.01028   0.002745         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    254/499      4.32G    0.01293    0.01029   0.002711         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    254/499      4.32G    0.01293    0.01029   0.002711         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    254/499      4.32G    0.01296    0.01025   0.002661         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    254/499      4.32G    0.01296    0.01025   0.002661         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    254/499      4.32G    0.01304    0.01036   0.002645         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    254/499      4.32G    0.01304    0.01036   0.002645         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    254/499      4.32G    0.01303    0.01033    0.00273         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    254/499      4.32G    0.01303    0.01033    0.00273         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    254/499      4.32G    0.01309    0.01027    0.00274         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    254/499      4.32G    0.01309    0.01027    0.00274         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    254/499      4.32G    0.01305    0.01022   0.002656         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    254/499      4.32G    0.01305    0.01022   0.002656         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    254/499      4.32G    0.01308    0.01027   0.002642         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    254/499      4.32G    0.01308    0.01027   0.002642         74        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    254/499      4.32G    0.01305    0.01035   0.002669         75        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    254/499      4.32G    0.01305    0.01035   0.002669         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    254/499      4.32G    0.01313    0.01041   0.002778         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    254/499      4.32G    0.01313    0.01041   0.002778         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    254/499      4.32G    0.01308    0.01044   0.002744         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    254/499      4.32G    0.01308    0.01044   0.002744         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    254/499      4.32G    0.01309    0.01041   0.002862         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    254/499      4.32G    0.01309    0.01041   0.002862         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    254/499      4.32G     0.0131    0.01042    0.00288         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    254/499      4.32G     0.0131    0.01042    0.00288         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    254/499      4.32G    0.01308    0.01043   0.002884         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    254/499      4.32G    0.01308    0.01043   0.002884         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    254/499      4.32G    0.01307    0.01041   0.002879         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    254/499      4.32G    0.01307    0.01041   0.002879         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    254/499      4.32G    0.01301    0.01044   0.002797         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    254/499      4.32G    0.01301    0.01044   0.002797         80        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    254/499      4.32G    0.01306    0.01045   0.002792         71        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    254/499      4.32G    0.01306    0.01045   0.002792         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    254/499      4.32G    0.01304     0.0105   0.002961         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    254/499      4.32G    0.01304     0.0105   0.002961         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    254/499      4.32G    0.01308     0.0105   0.003024         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    254/499      4.32G    0.01308     0.0105   0.003024         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    254/499      4.32G    0.01309    0.01053   0.003082         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    254/499      4.32G    0.01309    0.01053   0.003082         81        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    254/499      4.32G    0.01306    0.01053   0.003092         73        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    254/499      4.32G    0.01306    0.01053   0.003092         73        640:  92%|#########2| 37/40 [00:06<00:00,  5.31it/s]
    254/499      4.32G    0.01304    0.01052   0.003111         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    254/499      4.32G    0.01304    0.01052   0.003111         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    254/499      4.32G    0.01303    0.01053   0.003064         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    254/499      4.32G    0.01303    0.01053   0.003064         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    254/499      4.32G    0.01302    0.01064   0.003022         51        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    254/499      4.32G    0.01302    0.01064   0.003022         51        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    254/499      4.32G    0.01302    0.01064   0.003022         51        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.858      0.912      0.905      0.791

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    255/499      4.32G    0.01185    0.01063   0.006543         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    255/499      4.32G    0.01185    0.01063   0.006543         77        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    255/499      4.32G    0.01223    0.01029   0.005036         73        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    255/499      4.32G    0.01223    0.01029   0.005036         73        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    255/499      4.32G    0.01267    0.01127   0.003825         77        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    255/499      4.32G    0.01267    0.01127   0.003825         77        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    255/499      4.32G    0.01285    0.01173   0.004031         80        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    255/499      4.32G    0.01285    0.01173   0.004031         80        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    255/499      4.32G    0.01292    0.01185   0.004065         80        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    255/499      4.32G    0.01292    0.01185   0.004065         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    255/499      4.32G    0.01293    0.01203   0.003786         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    255/499      4.32G    0.01293    0.01203   0.003786         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    255/499      4.32G    0.01323    0.01163    0.00398         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    255/499      4.32G    0.01323    0.01163    0.00398         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    255/499      4.32G    0.01314    0.01167   0.003725         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    255/499      4.32G    0.01314    0.01167   0.003725         78        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    255/499      4.32G    0.01323     0.0117   0.003626         78        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    255/499      4.32G    0.01323     0.0117   0.003626         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    255/499      4.32G      0.013    0.01132   0.003475         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    255/499      4.32G      0.013    0.01132   0.003475         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    255/499      4.32G    0.01318    0.01143   0.003504         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    255/499      4.32G    0.01318    0.01143   0.003504         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    255/499      4.32G    0.01312    0.01138   0.003258         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    255/499      4.32G    0.01312    0.01138   0.003258         67        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    255/499      4.32G    0.01303    0.01125   0.003269         69        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    255/499      4.32G    0.01303    0.01125   0.003269         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    255/499      4.32G    0.01304    0.01122    0.00329         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    255/499      4.32G    0.01304    0.01122    0.00329         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    255/499      4.32G    0.01308    0.01105   0.003194         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    255/499      4.32G    0.01308    0.01105   0.003194         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    255/499      4.32G    0.01303    0.01118   0.003065         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    255/499      4.32G    0.01303    0.01118   0.003065         88        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    255/499      4.32G    0.01292    0.01098   0.002994         59        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    255/499      4.32G    0.01292    0.01098   0.002994         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    255/499      4.32G    0.01293    0.01095   0.002945         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    255/499      4.32G    0.01293    0.01095   0.002945         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    255/499      4.32G    0.01288    0.01086   0.002857         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    255/499      4.32G    0.01288    0.01086   0.002857         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    255/499      4.32G    0.01281    0.01075   0.002807         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    255/499      4.32G    0.01281    0.01075   0.002807         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    255/499      4.32G     0.0128    0.01067   0.002744         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    255/499      4.32G     0.0128    0.01067   0.002744         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    255/499      4.32G    0.01283     0.0107   0.002685         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    255/499      4.32G    0.01283     0.0107   0.002685         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    255/499      4.32G     0.0129    0.01068   0.002645         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    255/499      4.32G     0.0129    0.01068   0.002645         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    255/499      4.32G    0.01296    0.01076   0.002824         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    255/499      4.32G    0.01296    0.01076   0.002824         80        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    255/499      4.32G    0.01289    0.01076   0.002757         80        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    255/499      4.32G    0.01289    0.01076   0.002757         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    255/499      4.32G    0.01283     0.0107   0.002726         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    255/499      4.32G    0.01283     0.0107   0.002726         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    255/499      4.32G    0.01277    0.01062   0.002671         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    255/499      4.32G    0.01277    0.01062   0.002671         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    255/499      4.32G    0.01285     0.0106   0.002617         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    255/499      4.32G    0.01285     0.0106   0.002617         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    255/499      4.32G    0.01285    0.01062   0.002612         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    255/499      4.32G    0.01285    0.01062   0.002612         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    255/499      4.32G    0.01292    0.01063   0.002869         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    255/499      4.32G    0.01292    0.01063   0.002869         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    255/499      4.32G    0.01288    0.01065   0.002956         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    255/499      4.32G    0.01288    0.01065   0.002956         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    255/499      4.32G     0.0129    0.01066   0.002882         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    255/499      4.32G     0.0129    0.01066   0.002882         74        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    255/499      4.32G    0.01286    0.01066    0.00284         73        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    255/499      4.32G    0.01286    0.01066    0.00284         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    255/499      4.32G    0.01287    0.01066   0.002797         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    255/499      4.32G    0.01287    0.01066   0.002797         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    255/499      4.32G    0.01295    0.01073    0.00283         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    255/499      4.32G    0.01295    0.01073    0.00283         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    255/499      4.32G    0.01293    0.01081   0.002808         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    255/499      4.32G    0.01293    0.01081   0.002808         88        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    255/499      4.32G    0.01293    0.01089   0.002797         84        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    255/499      4.32G    0.01293    0.01089   0.002797         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    255/499      4.32G    0.01296    0.01085   0.002789         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    255/499      4.32G    0.01296    0.01085   0.002789         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    255/499      4.32G    0.01301    0.01085   0.002832         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    255/499      4.32G    0.01301    0.01085   0.002832         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    255/499      4.32G      0.013    0.01087   0.002901         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    255/499      4.32G      0.013    0.01087   0.002901         40        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    255/499      4.32G      0.013    0.01087   0.002901         40        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.851      0.856      0.871      0.759

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    256/499      4.32G    0.01421    0.01202    0.00275         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    256/499      4.32G    0.01421    0.01202    0.00275         85        640:   2%|2         | 1/40 [00:00<00:07,  5.23it/s]
    256/499      4.32G    0.01346    0.01144   0.003151         66        640:   2%|2         | 1/40 [00:00<00:07,  5.23it/s]
    256/499      4.32G    0.01346    0.01144   0.003151         66        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    256/499      4.32G    0.01343    0.01161   0.002253         81        640:   5%|5         | 2/40 [00:00<00:07,  5.42it/s]
    256/499      4.32G    0.01343    0.01161   0.002253         81        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    256/499      4.32G    0.01322    0.01137   0.002012         75        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    256/499      4.32G    0.01322    0.01137   0.002012         75        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    256/499      4.32G    0.01337    0.01154   0.002202         84        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    256/499      4.32G    0.01337    0.01154   0.002202         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    256/499      4.32G    0.01381    0.01157    0.00245         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    256/499      4.32G    0.01381    0.01157    0.00245         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    256/499      4.32G    0.01368    0.01164   0.002649         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    256/499      4.32G    0.01368    0.01164   0.002649         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    256/499      4.32G    0.01378    0.01143   0.002568         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    256/499      4.32G    0.01378    0.01143   0.002568         61        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    256/499      4.32G    0.01377    0.01115   0.002639         58        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    256/499      4.32G    0.01377    0.01115   0.002639         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    256/499      4.32G     0.0137    0.01109   0.002686         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    256/499      4.32G     0.0137    0.01109   0.002686         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    256/499      4.32G    0.01356    0.01109   0.002607         83        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    256/499      4.32G    0.01356    0.01109   0.002607         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    256/499      4.32G    0.01344     0.0111   0.002517         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    256/499      4.32G    0.01344     0.0111   0.002517         79        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    256/499      4.32G    0.01355    0.01121   0.002528         72        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    256/499      4.32G    0.01355    0.01121   0.002528         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    256/499      4.32G    0.01344    0.01115   0.002535         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    256/499      4.32G    0.01344    0.01115   0.002535         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    256/499      4.32G    0.01347     0.0111   0.002448         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    256/499      4.32G    0.01347     0.0111   0.002448         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    256/499      4.32G    0.01346    0.01109   0.002523         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    256/499      4.32G    0.01346    0.01109   0.002523         65        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    256/499      4.32G     0.0135    0.01123   0.002557         82        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    256/499      4.32G     0.0135    0.01123   0.002557         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    256/499      4.32G    0.01345    0.01114   0.002508         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    256/499      4.32G    0.01345    0.01114   0.002508         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    256/499      4.32G    0.01342    0.01122   0.002431         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    256/499      4.32G    0.01342    0.01122   0.002431         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    256/499      4.32G    0.01332    0.01114   0.002498         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    256/499      4.32G    0.01332    0.01114   0.002498         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    256/499      4.32G    0.01335    0.01104    0.00252         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    256/499      4.32G    0.01335    0.01104    0.00252         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    256/499      4.32G    0.01341    0.01102   0.002604         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    256/499      4.32G    0.01341    0.01102   0.002604         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    256/499      4.32G    0.01344    0.01107     0.0026         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    256/499      4.32G    0.01344    0.01107     0.0026         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    256/499      4.32G    0.01337    0.01111   0.002549         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    256/499      4.32G    0.01337    0.01111   0.002549         84        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    256/499      4.32G     0.0133    0.01112   0.002513         83        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    256/499      4.32G     0.0133    0.01112   0.002513         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    256/499      4.32G    0.01323    0.01103   0.002441         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    256/499      4.32G    0.01323    0.01103   0.002441         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    256/499      4.32G    0.01319    0.01098   0.002533         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    256/499      4.32G    0.01319    0.01098   0.002533         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    256/499      4.32G     0.0132    0.01092   0.002517         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    256/499      4.32G     0.0132    0.01092   0.002517         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    256/499      4.32G    0.01316    0.01087   0.002499         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    256/499      4.32G    0.01316    0.01087   0.002499         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    256/499      4.32G    0.01311    0.01087   0.002491         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    256/499      4.32G    0.01311    0.01087   0.002491         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    256/499      4.32G    0.01315    0.01087   0.002569         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    256/499      4.32G    0.01315    0.01087   0.002569         62        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    256/499      4.32G    0.01311    0.01088   0.002527         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    256/499      4.32G    0.01311    0.01088   0.002527         79        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    256/499      4.32G    0.01314    0.01093   0.002512         90        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    256/499      4.32G    0.01314    0.01093   0.002512         90        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    256/499      4.32G    0.01315    0.01093   0.002549         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    256/499      4.32G    0.01315    0.01093   0.002549         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    256/499      4.32G    0.01316    0.01093   0.002622         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    256/499      4.32G    0.01316    0.01093   0.002622         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    256/499      4.32G    0.01315    0.01088   0.002628         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    256/499      4.32G    0.01315    0.01088   0.002628         66        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    256/499      4.32G    0.01312    0.01084   0.002627         68        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
    256/499      4.32G    0.01312    0.01084   0.002627         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    256/499      4.32G    0.01313    0.01084    0.00259         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    256/499      4.32G    0.01313    0.01084    0.00259         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    256/499      4.32G    0.01312    0.01081    0.00269         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    256/499      4.32G    0.01312    0.01081    0.00269         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    256/499      4.32G    0.01311    0.01089    0.00264         47        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    256/499      4.32G    0.01311    0.01089    0.00264         47        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    256/499      4.32G    0.01311    0.01089    0.00264         47        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.817      0.875      0.868      0.739

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    257/499      4.32G    0.01453    0.01245   0.005132         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
    257/499      4.32G    0.01453    0.01245   0.005132         79        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    257/499      4.32G    0.01347    0.01319   0.004016         96        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    257/499      4.32G    0.01347    0.01319   0.004016         96        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    257/499      4.32G    0.01367    0.01167   0.003208         56        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    257/499      4.32G    0.01367    0.01167   0.003208         56        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    257/499      4.32G    0.01298    0.01075   0.002675         65        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    257/499      4.32G    0.01298    0.01075   0.002675         65        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    257/499      4.32G    0.01291      0.011   0.002385         97        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    257/499      4.32G    0.01291      0.011   0.002385         97        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    257/499      4.32G    0.01291    0.01084   0.002222         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    257/499      4.32G    0.01291    0.01084   0.002222         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    257/499      4.32G    0.01281    0.01111    0.00206         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    257/499      4.32G    0.01281    0.01111    0.00206         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    257/499      4.32G    0.01315     0.0112   0.002296         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    257/499      4.32G    0.01315     0.0112   0.002296         72        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    257/499      4.32G    0.01282      0.011   0.002477         75        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    257/499      4.32G    0.01282      0.011   0.002477         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    257/499      4.32G    0.01284    0.01094    0.00232         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    257/499      4.32G    0.01284    0.01094    0.00232         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    257/499      4.32G    0.01288    0.01083   0.002398         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    257/499      4.32G    0.01288    0.01083   0.002398         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    257/499      4.32G    0.01292    0.01098   0.002237         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    257/499      4.32G    0.01292    0.01098   0.002237         73        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    257/499      4.32G    0.01289    0.01107   0.002149         85        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    257/499      4.32G    0.01289    0.01107   0.002149         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    257/499      4.32G    0.01288    0.01092   0.002151         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    257/499      4.32G    0.01288    0.01092   0.002151         60        640:  35%|###5      | 14/40 [00:02<00:05,  5.09it/s]
    257/499      4.32G    0.01292    0.01086   0.002427         67        640:  35%|###5      | 14/40 [00:02<00:05,  5.09it/s]
    257/499      4.32G    0.01292    0.01086   0.002427         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    257/499      4.32G    0.01307    0.01087   0.002457         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    257/499      4.32G    0.01307    0.01087   0.002457         77        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    257/499      4.32G    0.01301    0.01074   0.002443         68        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    257/499      4.32G    0.01301    0.01074   0.002443         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    257/499      4.32G    0.01296    0.01072    0.00242         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    257/499      4.32G    0.01296    0.01072    0.00242         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    257/499      4.32G    0.01289    0.01064   0.002347         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    257/499      4.32G    0.01289    0.01064   0.002347         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    257/499      4.32G    0.01287    0.01054   0.002256         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    257/499      4.32G    0.01287    0.01054   0.002256         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    257/499      4.32G    0.01286    0.01051   0.002379         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    257/499      4.32G    0.01286    0.01051   0.002379         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    257/499      4.32G    0.01287    0.01046   0.002361         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    257/499      4.32G    0.01287    0.01046   0.002361         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    257/499      4.32G    0.01286     0.0105   0.002361         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    257/499      4.32G    0.01286     0.0105   0.002361         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    257/499      4.32G     0.0129    0.01063   0.002377         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    257/499      4.32G     0.0129    0.01063   0.002377         85        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    257/499      4.32G    0.01291    0.01067   0.002371         77        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    257/499      4.32G    0.01291    0.01067   0.002371         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    257/499      4.32G    0.01303    0.01078   0.002437         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    257/499      4.32G    0.01303    0.01078   0.002437         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.10it/s]
    257/499      4.32G    0.01313    0.01089   0.002521         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.10it/s]
    257/499      4.32G    0.01313    0.01089   0.002521         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    257/499      4.32G    0.01319     0.0109   0.002642         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    257/499      4.32G    0.01319     0.0109   0.002642         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    257/499      4.32G    0.01321     0.0109   0.002618         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    257/499      4.32G    0.01321     0.0109   0.002618         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    257/499      4.32G    0.01322    0.01087   0.002644         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    257/499      4.32G    0.01322    0.01087   0.002644         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    257/499      4.32G    0.01327    0.01088    0.00259         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    257/499      4.32G    0.01327    0.01088    0.00259         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    257/499      4.32G    0.01324    0.01098   0.002547         97        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    257/499      4.32G    0.01324    0.01098   0.002547         97        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    257/499      4.32G    0.01319    0.01099    0.00255         85        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    257/499      4.32G    0.01319    0.01099    0.00255         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    257/499      4.32G    0.01318    0.01089   0.002743         54        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    257/499      4.32G    0.01318    0.01089   0.002743         54        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    257/499      4.32G    0.01317    0.01091   0.002699         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    257/499      4.32G    0.01317    0.01091   0.002699         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    257/499      4.32G    0.01314    0.01083   0.002661         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    257/499      4.32G    0.01314    0.01083   0.002661         65        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    257/499      4.32G    0.01312     0.0108   0.002679         59        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    257/499      4.32G    0.01312     0.0108   0.002679         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    257/499      4.32G     0.0131    0.01081     0.0027         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    257/499      4.32G     0.0131    0.01081     0.0027         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    257/499      4.32G    0.01306    0.01083   0.002701         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    257/499      4.32G    0.01306    0.01083   0.002701         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    257/499      4.32G    0.01303    0.01084   0.002645         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    257/499      4.32G    0.01303    0.01084   0.002645         38        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    257/499      4.32G    0.01303    0.01084   0.002645         38        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.879      0.829      0.886      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    258/499      4.32G    0.01444    0.01181   0.002964         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
    258/499      4.32G    0.01444    0.01181   0.002964         84        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    258/499      4.32G    0.01388    0.01139   0.002124         76        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    258/499      4.32G    0.01388    0.01139   0.002124         76        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    258/499      4.32G    0.01367    0.01085   0.001882         68        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    258/499      4.32G    0.01367    0.01085   0.001882         68        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    258/499      4.32G    0.01386    0.01106   0.001969         74        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    258/499      4.32G    0.01386    0.01106   0.001969         74        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    258/499      4.32G    0.01366    0.01122   0.001811         88        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    258/499      4.32G    0.01366    0.01122   0.001811         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    258/499      4.32G    0.01361    0.01112   0.001832         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    258/499      4.32G    0.01361    0.01112   0.001832         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    258/499      4.32G     0.0136    0.01147   0.001974         97        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    258/499      4.32G     0.0136    0.01147   0.001974         97        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    258/499      4.32G    0.01337    0.01122   0.002075         56        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    258/499      4.32G    0.01337    0.01122   0.002075         56        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    258/499      4.32G    0.01321    0.01093   0.001892         60        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    258/499      4.32G    0.01321    0.01093   0.001892         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    258/499      4.32G    0.01317    0.01093   0.002553         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    258/499      4.32G    0.01317    0.01093   0.002553         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    258/499      4.32G    0.01342    0.01103     0.0027         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    258/499      4.32G    0.01342    0.01103     0.0027         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    258/499      4.32G    0.01344    0.01104   0.002586         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    258/499      4.32G    0.01344    0.01104   0.002586         77        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    258/499      4.32G    0.01347    0.01104   0.002517         72        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    258/499      4.32G    0.01347    0.01104   0.002517         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    258/499      4.32G    0.01358    0.01122   0.002502         98        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    258/499      4.32G    0.01358    0.01122   0.002502         98        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    258/499      4.32G     0.0136    0.01133   0.002515         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    258/499      4.32G     0.0136    0.01133   0.002515         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    258/499      4.32G    0.01365     0.0112   0.002673         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    258/499      4.32G    0.01365     0.0112   0.002673         63        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    258/499      4.32G    0.01364    0.01123   0.002811         82        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    258/499      4.32G    0.01364    0.01123   0.002811         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    258/499      4.32G    0.01359    0.01123   0.002779         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    258/499      4.32G    0.01359    0.01123   0.002779         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    258/499      4.32G    0.01357    0.01124   0.002761         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    258/499      4.32G    0.01357    0.01124   0.002761         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    258/499      4.32G    0.01344    0.01116   0.002793         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    258/499      4.32G    0.01344    0.01116   0.002793         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    258/499      4.32G    0.01341    0.01113   0.002905         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    258/499      4.32G    0.01341    0.01113   0.002905         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.40it/s]
    258/499      4.32G     0.0134    0.01122   0.002895         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.40it/s]
    258/499      4.32G     0.0134    0.01122   0.002895         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    258/499      4.32G    0.01331    0.01114   0.002792         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    258/499      4.32G    0.01331    0.01114   0.002792         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    258/499      4.32G    0.01331     0.0111   0.002724         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    258/499      4.32G    0.01331     0.0111   0.002724         76        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    258/499      4.32G    0.01327    0.01108   0.002685         74        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    258/499      4.32G    0.01327    0.01108   0.002685         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    258/499      4.32G    0.01325      0.011   0.002631         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    258/499      4.32G    0.01325      0.011   0.002631         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    258/499      4.32G    0.01336      0.011   0.002692         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    258/499      4.32G    0.01336      0.011   0.002692         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    258/499      4.32G    0.01333    0.01089   0.002649         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    258/499      4.32G    0.01333    0.01089   0.002649         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    258/499      4.32G    0.01337    0.01092   0.002701         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    258/499      4.32G    0.01337    0.01092   0.002701         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    258/499      4.32G     0.0134    0.01093   0.002706         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    258/499      4.32G     0.0134    0.01093   0.002706         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    258/499      4.32G    0.01342    0.01101   0.002697         96        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    258/499      4.32G    0.01342    0.01101   0.002697         96        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    258/499      4.32G    0.01339    0.01093   0.002651         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    258/499      4.32G    0.01339    0.01093   0.002651         66        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    258/499      4.32G    0.01342    0.01088    0.00261         68        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    258/499      4.32G    0.01342    0.01088    0.00261         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    258/499      4.32G     0.0134    0.01086   0.002837         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    258/499      4.32G     0.0134    0.01086   0.002837         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    258/499      4.32G    0.01332    0.01082   0.002842         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    258/499      4.32G    0.01332    0.01082   0.002842         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    258/499      4.32G    0.01331     0.0108   0.002783         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    258/499      4.32G    0.01331     0.0108   0.002783         71        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    258/499      4.32G    0.01333    0.01084   0.002785         86        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    258/499      4.32G    0.01333    0.01084   0.002785         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    258/499      4.32G    0.01328     0.0108   0.002791         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    258/499      4.32G    0.01328     0.0108   0.002791         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    258/499      4.32G    0.01328    0.01084   0.002811         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    258/499      4.32G    0.01328    0.01084   0.002811         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    258/499      4.32G    0.01333    0.01086   0.002977         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    258/499      4.32G    0.01333    0.01086   0.002977         36        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    258/499      4.32G    0.01333    0.01086   0.002977         36        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.873      0.842      0.873      0.758

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    259/499      4.32G    0.01242    0.01055   0.001788         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    259/499      4.32G    0.01242    0.01055   0.001788         78        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    259/499      4.32G    0.01261    0.01111   0.001309         78        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    259/499      4.32G    0.01261    0.01111   0.001309         78        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    259/499      4.32G    0.01215    0.01068   0.001089         85        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    259/499      4.32G    0.01215    0.01068   0.001089         85        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    259/499      4.32G     0.0126    0.01041    0.00145         64        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    259/499      4.32G     0.0126    0.01041    0.00145         64        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    259/499      4.32G    0.01283      0.011   0.001404         92        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    259/499      4.32G    0.01283      0.011   0.001404         92        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    259/499      4.32G    0.01261    0.01045   0.001745         55        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    259/499      4.32G    0.01261    0.01045   0.001745         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    259/499      4.32G    0.01249    0.01044   0.002287         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    259/499      4.32G    0.01249    0.01044   0.002287         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    259/499      4.32G     0.0125     0.0107    0.00218         92        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    259/499      4.32G     0.0125     0.0107    0.00218         92        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    259/499      4.32G    0.01248     0.0104    0.00212         58        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    259/499      4.32G    0.01248     0.0104    0.00212         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    259/499      4.32G    0.01259     0.0104   0.001992         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    259/499      4.32G    0.01259     0.0104   0.001992         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    259/499      4.32G    0.01264    0.01053   0.001927         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    259/499      4.32G    0.01264    0.01053   0.001927         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    259/499      4.32G    0.01272    0.01048   0.001901         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    259/499      4.32G    0.01272    0.01048   0.001901         66        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    259/499      4.32G    0.01261     0.0104    0.00194         74        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    259/499      4.32G    0.01261     0.0104    0.00194         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    259/499      4.32G    0.01266    0.01033   0.002128         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    259/499      4.32G    0.01266    0.01033   0.002128         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    259/499      4.32G     0.0127     0.0103   0.002112         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    259/499      4.32G     0.0127     0.0103   0.002112         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    259/499      4.32G    0.01273    0.01027   0.002076         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    259/499      4.32G    0.01273    0.01027   0.002076         76        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    259/499      4.32G    0.01272     0.0101   0.002509         47        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    259/499      4.32G    0.01272     0.0101   0.002509         47        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    259/499      4.32G    0.01282    0.01012   0.002756         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    259/499      4.32G    0.01282    0.01012   0.002756         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    259/499      4.32G    0.01285    0.01007    0.00268         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    259/499      4.32G    0.01285    0.01007    0.00268         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    259/499      4.32G    0.01283     0.0101   0.002609         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    259/499      4.32G    0.01283     0.0101   0.002609         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    259/499      4.32G    0.01277    0.01012   0.002605         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    259/499      4.32G    0.01277    0.01012   0.002605         88        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    259/499      4.32G    0.01282    0.01017   0.002636         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    259/499      4.32G    0.01282    0.01017   0.002636         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    259/499      4.32G    0.01288    0.01021   0.002728         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    259/499      4.32G    0.01288    0.01021   0.002728         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    259/499      4.32G      0.013     0.0102   0.002673         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    259/499      4.32G      0.013     0.0102   0.002673         70        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    259/499      4.32G      0.013    0.01026    0.00263         93        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    259/499      4.32G      0.013    0.01026    0.00263         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    259/499      4.32G    0.01298    0.01027   0.002658         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    259/499      4.32G    0.01298    0.01027   0.002658         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    259/499      4.32G    0.01293    0.01025   0.002677         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    259/499      4.32G    0.01293    0.01025   0.002677         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    259/499      4.32G    0.01294    0.01028   0.002628         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    259/499      4.32G    0.01294    0.01028   0.002628         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    259/499      4.32G    0.01291     0.0103   0.002588         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    259/499      4.32G    0.01291     0.0103   0.002588         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    259/499      4.32G    0.01289    0.01024   0.002611         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    259/499      4.32G    0.01289    0.01024   0.002611         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    259/499      4.32G    0.01291    0.01024   0.002588         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    259/499      4.32G    0.01291    0.01024   0.002588         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    259/499      4.32G    0.01289    0.01032   0.002584         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    259/499      4.32G    0.01289    0.01032   0.002584         82        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    259/499      4.32G    0.01284    0.01033   0.002544         77        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    259/499      4.32G    0.01284    0.01033   0.002544         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    259/499      4.32G    0.01288    0.01036    0.00271         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    259/499      4.32G    0.01288    0.01036    0.00271         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    259/499      4.32G    0.01287     0.0104   0.002759         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    259/499      4.32G    0.01287     0.0104   0.002759         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    259/499      4.32G    0.01279    0.01035   0.002711         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    259/499      4.32G    0.01279    0.01035   0.002711         72        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    259/499      4.32G    0.01275    0.01034   0.002662         75        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    259/499      4.32G    0.01275    0.01034   0.002662         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    259/499      4.32G    0.01277    0.01037   0.002668         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    259/499      4.32G    0.01277    0.01037   0.002668         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    259/499      4.32G    0.01277    0.01043   0.002685         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    259/499      4.32G    0.01277    0.01043   0.002685         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    259/499      4.32G    0.01278    0.01052   0.002665         48        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    259/499      4.32G    0.01278    0.01052   0.002665         48        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    259/499      4.32G    0.01278    0.01052   0.002665         48        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.874      0.846      0.875      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    260/499      4.32G    0.01361    0.01067  0.0009039         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    260/499      4.32G    0.01361    0.01067  0.0009039         76        640:   2%|2         | 1/40 [00:00<00:07,  5.20it/s]
    260/499      4.32G    0.01395    0.01112   0.001047         79        640:   2%|2         | 1/40 [00:00<00:07,  5.20it/s]
    260/499      4.32G    0.01395    0.01112   0.001047         79        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
    260/499      4.32G     0.0132    0.01054   0.001111         70        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
    260/499      4.32G     0.0132    0.01054   0.001111         70        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    260/499      4.32G    0.01295     0.0105   0.001411         76        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    260/499      4.32G    0.01295     0.0105   0.001411         76        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    260/499      4.32G    0.01281    0.01054   0.001559         84        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    260/499      4.32G    0.01281    0.01054   0.001559         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    260/499      4.32G    0.01281     0.0107   0.001546         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    260/499      4.32G    0.01281     0.0107   0.001546         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    260/499      4.32G    0.01263    0.01066   0.001578         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    260/499      4.32G    0.01263    0.01066   0.001578         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    260/499      4.32G    0.01242    0.01031   0.001771         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    260/499      4.32G    0.01242    0.01031   0.001771         69        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    260/499      4.32G    0.01242    0.01026   0.001821         77        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    260/499      4.32G    0.01242    0.01026   0.001821         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    260/499      4.32G    0.01236    0.01035   0.001995         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    260/499      4.32G    0.01236    0.01035   0.001995         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    260/499      4.32G    0.01226    0.01006   0.002142         54        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    260/499      4.32G    0.01226    0.01006   0.002142         54        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    260/499      4.32G    0.01221   0.009993   0.002306         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    260/499      4.32G    0.01221   0.009993   0.002306         71        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    260/499      4.32G    0.01225   0.009934   0.002188         65        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    260/499      4.32G    0.01225   0.009934   0.002188         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    260/499      4.32G     0.0122    0.01003   0.002179         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    260/499      4.32G     0.0122    0.01003   0.002179         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    260/499      4.32G    0.01224    0.01011   0.002284         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    260/499      4.32G    0.01224    0.01011   0.002284         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    260/499      4.32G    0.01224     0.0102   0.002376         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    260/499      4.32G    0.01224     0.0102   0.002376         83        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    260/499      4.32G    0.01227    0.01017   0.002522         68        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    260/499      4.32G    0.01227    0.01017   0.002522         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    260/499      4.32G    0.01226    0.01018   0.002478         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    260/499      4.32G    0.01226    0.01018   0.002478         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    260/499      4.32G     0.0123    0.01028    0.00244         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    260/499      4.32G     0.0123    0.01028    0.00244         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    260/499      4.32G    0.01235    0.01032   0.002401         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    260/499      4.32G    0.01235    0.01032   0.002401         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    260/499      4.32G    0.01243     0.0105   0.002438         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    260/499      4.32G    0.01243     0.0105   0.002438         88        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    260/499      4.32G    0.01249    0.01058   0.002538         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    260/499      4.32G    0.01249    0.01058   0.002538         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    260/499      4.32G    0.01255    0.01061   0.002637         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    260/499      4.32G    0.01255    0.01061   0.002637         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    260/499      4.32G    0.01259    0.01068   0.002542         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    260/499      4.32G    0.01259    0.01068   0.002542         79        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    260/499      4.32G    0.01261     0.0107   0.002554         78        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    260/499      4.32G    0.01261     0.0107   0.002554         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    260/499      4.32G    0.01258     0.0107   0.002507         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    260/499      4.32G    0.01258     0.0107   0.002507         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    260/499      4.32G    0.01261    0.01074   0.002584         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    260/499      4.32G    0.01261    0.01074   0.002584         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    260/499      4.32G    0.01263    0.01076   0.002616         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    260/499      4.32G    0.01263    0.01076   0.002616         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    260/499      4.32G    0.01266    0.01081   0.002666         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    260/499      4.32G    0.01266    0.01081   0.002666         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    260/499      4.32G    0.01271    0.01085   0.002742         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    260/499      4.32G    0.01271    0.01085   0.002742         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    260/499      4.32G    0.01268    0.01082   0.002779         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    260/499      4.32G    0.01268    0.01082   0.002779         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    260/499      4.32G     0.0127    0.01086   0.002788         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    260/499      4.32G     0.0127    0.01086   0.002788         84        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    260/499      4.32G    0.01274    0.01097   0.002812         99        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    260/499      4.32G    0.01274    0.01097   0.002812         99        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    260/499      4.32G    0.01273     0.0109   0.002786         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    260/499      4.32G    0.01273     0.0109   0.002786         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    260/499      4.32G    0.01277    0.01089   0.002791         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    260/499      4.32G    0.01277    0.01089   0.002791         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    260/499      4.32G    0.01271    0.01083   0.002852         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    260/499      4.32G    0.01271    0.01083   0.002852         70        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    260/499      4.32G    0.01269    0.01084   0.002811         91        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    260/499      4.32G    0.01269    0.01084   0.002811         91        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    260/499      4.32G    0.01268    0.01076   0.002767         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    260/499      4.32G    0.01268    0.01076   0.002767         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    260/499      4.32G    0.01271    0.01077   0.002824         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    260/499      4.32G    0.01271    0.01077   0.002824         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    260/499      4.32G    0.01268    0.01075    0.00281         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    260/499      4.32G    0.01268    0.01075    0.00281         37        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    260/499      4.32G    0.01268    0.01075    0.00281         37        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.897       0.88      0.897      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    261/499      4.32G    0.01166    0.01387   0.001672         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
    261/499      4.32G    0.01166    0.01387   0.001672         96        640:   2%|2         | 1/40 [00:00<00:10,  3.68it/s]
    261/499      4.32G    0.01178    0.01269   0.002782         86        640:   2%|2         | 1/40 [00:00<00:10,  3.68it/s]
    261/499      4.32G    0.01178    0.01269   0.002782         86        640:   5%|5         | 2/40 [00:00<00:08,  4.60it/s]
    261/499      4.32G    0.01203    0.01226   0.002808         85        640:   5%|5         | 2/40 [00:00<00:08,  4.60it/s]
    261/499      4.32G    0.01203    0.01226   0.002808         85        640:   8%|7         | 3/40 [00:00<00:07,  4.96it/s]
    261/499      4.32G    0.01206    0.01151   0.002566         72        640:   8%|7         | 3/40 [00:00<00:07,  4.96it/s]
    261/499      4.32G    0.01206    0.01151   0.002566         72        640:  10%|#         | 4/40 [00:00<00:07,  4.92it/s]
    261/499      4.32G     0.0122    0.01123   0.002548         69        640:  10%|#         | 4/40 [00:01<00:07,  4.92it/s]
    261/499      4.32G     0.0122    0.01123   0.002548         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.11it/s]
    261/499      4.32G    0.01242    0.01142   0.002713         86        640:  12%|#2        | 5/40 [00:01<00:06,  5.11it/s]
    261/499      4.32G    0.01242    0.01142   0.002713         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    261/499      4.32G    0.01248    0.01118   0.002448         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    261/499      4.32G    0.01248    0.01118   0.002448         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    261/499      4.32G    0.01299    0.01103   0.003273         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    261/499      4.32G    0.01299    0.01103   0.003273         70        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    261/499      4.32G    0.01298    0.01105    0.00309         82        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    261/499      4.32G    0.01298    0.01105    0.00309         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    261/499      4.32G    0.01309    0.01102   0.003318         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    261/499      4.32G    0.01309    0.01102   0.003318         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
    261/499      4.32G    0.01292    0.01083   0.003209         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
    261/499      4.32G    0.01292    0.01083   0.003209         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    261/499      4.32G      0.013    0.01076   0.003306         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    261/499      4.32G      0.013    0.01076   0.003306         70        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    261/499      4.32G    0.01297    0.01084     0.0032         80        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    261/499      4.32G    0.01297    0.01084     0.0032         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    261/499      4.32G    0.01308    0.01093   0.003137         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    261/499      4.32G    0.01308    0.01093   0.003137         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    261/499      4.32G    0.01299    0.01101   0.003127         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    261/499      4.32G    0.01299    0.01101   0.003127         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    261/499      4.32G    0.01295      0.011   0.003023         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    261/499      4.32G    0.01295      0.011   0.003023         80        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    261/499      4.32G    0.01295    0.01129   0.003001        110        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    261/499      4.32G    0.01295    0.01129   0.003001        110        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    261/499      4.32G    0.01309    0.01119   0.002915         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    261/499      4.32G    0.01309    0.01119   0.002915         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    261/499      4.32G     0.0131    0.01116   0.002865         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    261/499      4.32G     0.0131    0.01116   0.002865         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    261/499      4.32G    0.01302    0.01114   0.002843         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    261/499      4.32G    0.01302    0.01114   0.002843         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    261/499      4.32G     0.0131    0.01111   0.002926         64        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
    261/499      4.32G     0.0131    0.01111   0.002926         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    261/499      4.32G    0.01315    0.01118   0.002899         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    261/499      4.32G    0.01315    0.01118   0.002899         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    261/499      4.32G    0.01302    0.01104   0.002846         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    261/499      4.32G    0.01302    0.01104   0.002846         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    261/499      4.32G    0.01294    0.01098   0.002773         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    261/499      4.32G    0.01294    0.01098   0.002773         79        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    261/499      4.32G    0.01288    0.01092   0.002821         70        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    261/499      4.32G    0.01288    0.01092   0.002821         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
    261/499      4.32G    0.01285    0.01099   0.002808         81        640:  62%|######2   | 25/40 [00:05<00:02,  5.14it/s]
    261/499      4.32G    0.01285    0.01099   0.002808         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    261/499      4.32G    0.01285    0.01102   0.002749         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    261/499      4.32G    0.01285    0.01102   0.002749         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    261/499      4.32G    0.01282    0.01097    0.00277         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    261/499      4.32G    0.01282    0.01097    0.00277         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
    261/499      4.32G    0.01283    0.01096   0.002747         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
    261/499      4.32G    0.01283    0.01096   0.002747         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    261/499      4.32G    0.01284    0.01101   0.002796         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    261/499      4.32G    0.01284    0.01101   0.002796         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    261/499      4.32G    0.01282    0.01106   0.002783         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    261/499      4.32G    0.01282    0.01106   0.002783         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.07it/s]
    261/499      4.32G    0.01275    0.01099   0.002817         63        640:  78%|#######7  | 31/40 [00:06<00:01,  5.07it/s]
    261/499      4.32G    0.01275    0.01099   0.002817         63        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    261/499      4.32G    0.01275    0.01099   0.002763         76        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    261/499      4.32G    0.01275    0.01099   0.002763         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    261/499      4.32G    0.01285    0.01094   0.002784         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    261/499      4.32G    0.01285    0.01094   0.002784         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    261/499      4.32G    0.01284    0.01096   0.002768         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    261/499      4.32G    0.01284    0.01096   0.002768         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    261/499      4.32G    0.01284    0.01096   0.002744         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    261/499      4.32G    0.01284    0.01096   0.002744         78        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    261/499      4.32G    0.01278    0.01091   0.002756         79        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    261/499      4.32G    0.01278    0.01091   0.002756         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    261/499      4.32G    0.01282    0.01096   0.002816         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    261/499      4.32G    0.01282    0.01096   0.002816         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    261/499      4.32G     0.0128    0.01097   0.002848         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    261/499      4.32G     0.0128    0.01097   0.002848         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    261/499      4.32G    0.01289    0.01099   0.002972         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    261/499      4.32G    0.01289    0.01099   0.002972         44        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    261/499      4.32G    0.01289    0.01099   0.002972         44        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.888      0.846      0.878      0.748

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    262/499      4.32G    0.01134    0.01031   0.001096         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    262/499      4.32G    0.01134    0.01031   0.001096         83        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    262/499      4.32G    0.01237    0.01032   0.001513         70        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    262/499      4.32G    0.01237    0.01032   0.001513         70        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    262/499      4.32G     0.0124    0.01063   0.001603         84        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    262/499      4.32G     0.0124    0.01063   0.001603         84        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    262/499      4.32G    0.01254     0.0105    0.00185         74        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    262/499      4.32G    0.01254     0.0105    0.00185         74        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    262/499      4.32G    0.01241    0.01037   0.001999         78        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    262/499      4.32G    0.01241    0.01037   0.001999         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    262/499      4.32G    0.01247    0.00996   0.001794         55        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    262/499      4.32G    0.01247    0.00996   0.001794         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    262/499      4.32G    0.01275    0.01004   0.001641         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    262/499      4.32G    0.01275    0.01004   0.001641         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    262/499      4.32G    0.01262     0.0103   0.001492         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    262/499      4.32G    0.01262     0.0103   0.001492         83        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    262/499      4.32G    0.01253    0.01021   0.001556         63        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    262/499      4.32G    0.01253    0.01021   0.001556         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    262/499      4.32G    0.01236   0.009964   0.001477         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    262/499      4.32G    0.01236   0.009964   0.001477         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    262/499      4.32G    0.01241   0.009866   0.001518         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    262/499      4.32G    0.01241   0.009866   0.001518         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    262/499      4.32G    0.01237   0.009806   0.001442         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    262/499      4.32G    0.01237   0.009806   0.001442         70        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    262/499      4.32G    0.01234   0.009958   0.001426         74        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    262/499      4.32G    0.01234   0.009958   0.001426         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    262/499      4.32G    0.01234   0.009943   0.001352         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    262/499      4.32G    0.01234   0.009943   0.001352         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    262/499      4.32G    0.01251    0.01005   0.001355         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    262/499      4.32G    0.01251    0.01005   0.001355         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    262/499      4.32G     0.0125    0.01005   0.001486         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    262/499      4.32G     0.0125    0.01005   0.001486         58        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    262/499      4.32G    0.01252     0.0101   0.001605         78        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    262/499      4.32G    0.01252     0.0101   0.001605         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    262/499      4.32G    0.01253    0.01013   0.001555         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    262/499      4.32G    0.01253    0.01013   0.001555         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    262/499      4.32G    0.01256    0.01008   0.001727         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    262/499      4.32G    0.01256    0.01008   0.001727         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    262/499      4.32G    0.01255    0.01011   0.001753         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    262/499      4.32G    0.01255    0.01011   0.001753         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    262/499      4.32G    0.01257    0.01004    0.00172         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    262/499      4.32G    0.01257    0.01004    0.00172         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    262/499      4.32G    0.01259    0.01002    0.00168         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    262/499      4.32G    0.01259    0.01002    0.00168         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    262/499      4.32G    0.01265    0.01007   0.001649         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    262/499      4.32G    0.01265    0.01007   0.001649         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    262/499      4.32G    0.01268    0.01019   0.001703         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    262/499      4.32G    0.01268    0.01019   0.001703         79        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    262/499      4.32G    0.01273    0.01023   0.001673         72        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    262/499      4.32G    0.01273    0.01023   0.001673         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    262/499      4.32G    0.01273    0.01023   0.001653         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    262/499      4.32G    0.01273    0.01023   0.001653         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    262/499      4.32G    0.01269    0.01018   0.001603         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    262/499      4.32G    0.01269    0.01018   0.001603         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.08it/s]
    262/499      4.32G    0.01264    0.01017   0.001583         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.08it/s]
    262/499      4.32G    0.01264    0.01017   0.001583         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    262/499      4.32G    0.01262    0.01027   0.001684         96        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    262/499      4.32G    0.01262    0.01027   0.001684         96        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    262/499      4.32G    0.01265    0.01029   0.001651         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    262/499      4.32G    0.01265    0.01029   0.001651         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    262/499      4.32G    0.01271    0.01034    0.00167         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    262/499      4.32G    0.01271    0.01034    0.00167         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    262/499      4.32G    0.01273    0.01034   0.001708         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    262/499      4.32G    0.01273    0.01034   0.001708         70        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    262/499      4.32G    0.01269    0.01033   0.001693         72        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    262/499      4.32G    0.01269    0.01033   0.001693         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    262/499      4.32G    0.01265    0.01036   0.001744         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    262/499      4.32G    0.01265    0.01036   0.001744         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    262/499      4.32G    0.01268     0.0104   0.001763         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    262/499      4.32G    0.01268     0.0104   0.001763         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    262/499      4.32G    0.01267    0.01039   0.001774         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    262/499      4.32G    0.01267    0.01039   0.001774         73        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    262/499      4.32G    0.01272    0.01052   0.001822        100        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    262/499      4.32G    0.01272    0.01052   0.001822        100        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    262/499      4.32G    0.01274    0.01056   0.001833         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    262/499      4.32G    0.01274    0.01056   0.001833         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    262/499      4.32G    0.01277    0.01058   0.001821         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    262/499      4.32G    0.01277    0.01058   0.001821         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    262/499      4.32G    0.01277    0.01059   0.001841         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    262/499      4.32G    0.01277    0.01059   0.001841         44        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    262/499      4.32G    0.01277    0.01059   0.001841         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.861      0.846      0.879      0.751

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    263/499      4.32G     0.0137    0.01234   0.005392         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    263/499      4.32G     0.0137    0.01234   0.005392         74        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    263/499      4.32G    0.01432    0.01094   0.004024         57        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    263/499      4.32G    0.01432    0.01094   0.004024         57        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    263/499      4.32G    0.01413    0.01038   0.004043         59        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    263/499      4.32G    0.01413    0.01038   0.004043         59        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    263/499      4.32G    0.01396    0.01006   0.003086         67        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    263/499      4.32G    0.01396    0.01006   0.003086         67        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    263/499      4.32G    0.01395    0.01036   0.002556         80        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    263/499      4.32G    0.01395    0.01036   0.002556         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    263/499      4.32G    0.01352    0.01073   0.002324         96        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    263/499      4.32G    0.01352    0.01073   0.002324         96        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    263/499      4.32G    0.01323    0.01048   0.002041         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    263/499      4.32G    0.01323    0.01048   0.002041         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    263/499      4.32G    0.01316    0.01044   0.002119         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    263/499      4.32G    0.01316    0.01044   0.002119         72        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    263/499      4.32G    0.01334    0.01048   0.002073         71        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    263/499      4.32G    0.01334    0.01048   0.002073         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    263/499      4.32G    0.01319     0.0104   0.002078         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    263/499      4.32G    0.01319     0.0104   0.002078         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    263/499      4.32G    0.01313    0.01047   0.002079         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    263/499      4.32G    0.01313    0.01047   0.002079         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    263/499      4.32G    0.01315    0.01059    0.00242         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    263/499      4.32G    0.01315    0.01059    0.00242         79        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    263/499      4.32G    0.01317    0.01045   0.002344         59        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    263/499      4.32G    0.01317    0.01045   0.002344         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    263/499      4.32G    0.01321    0.01053   0.002266         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    263/499      4.32G    0.01321    0.01053   0.002266         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    263/499      4.32G     0.0132    0.01059   0.002534         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    263/499      4.32G     0.0132    0.01059   0.002534         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    263/499      4.32G    0.01315    0.01055   0.002583         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    263/499      4.32G    0.01315    0.01055   0.002583         69        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    263/499      4.32G    0.01307    0.01051    0.00255         70        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    263/499      4.32G    0.01307    0.01051    0.00255         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
    263/499      4.32G    0.01305    0.01053   0.002469         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
    263/499      4.32G    0.01305    0.01053   0.002469         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    263/499      4.32G    0.01301    0.01046   0.002355         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    263/499      4.32G    0.01301    0.01046   0.002355         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    263/499      4.32G    0.01307    0.01051   0.002349         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    263/499      4.32G    0.01307    0.01051   0.002349         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    263/499      4.32G    0.01304    0.01063   0.002496         97        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    263/499      4.32G    0.01304    0.01063   0.002496         97        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    263/499      4.32G    0.01291    0.01062   0.002458         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    263/499      4.32G    0.01291    0.01062   0.002458         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    263/499      4.32G    0.01285    0.01063   0.002428         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    263/499      4.32G    0.01285    0.01063   0.002428         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
    263/499      4.32G     0.0129    0.01067   0.002668         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
    263/499      4.32G     0.0129    0.01067   0.002668         76        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    263/499      4.32G     0.0129    0.01049   0.002674         46        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    263/499      4.32G     0.0129    0.01049   0.002674         46        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    263/499      4.32G    0.01293    0.01059   0.002674         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    263/499      4.32G    0.01293    0.01059   0.002674         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
    263/499      4.32G    0.01299    0.01059   0.002705         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
    263/499      4.32G    0.01299    0.01059   0.002705         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    263/499      4.32G    0.01297    0.01061   0.002675         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    263/499      4.32G    0.01297    0.01061   0.002675         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    263/499      4.32G    0.01295    0.01066   0.002615         88        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    263/499      4.32G    0.01295    0.01066   0.002615         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    263/499      4.32G    0.01292    0.01065   0.002599         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    263/499      4.32G    0.01292    0.01065   0.002599         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    263/499      4.32G    0.01288    0.01069   0.002545         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    263/499      4.32G    0.01288    0.01069   0.002545         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    263/499      4.32G    0.01286     0.0107   0.002505         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    263/499      4.32G    0.01286     0.0107   0.002505         78        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    263/499      4.32G     0.0128    0.01065   0.002448         68        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    263/499      4.32G     0.0128    0.01065   0.002448         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    263/499      4.32G    0.01281    0.01069    0.00241         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    263/499      4.32G    0.01281    0.01069    0.00241         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    263/499      4.32G    0.01275    0.01065   0.002371         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    263/499      4.32G    0.01275    0.01065   0.002371         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    263/499      4.32G    0.01278    0.01071   0.002373         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    263/499      4.32G    0.01278    0.01071   0.002373         87        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    263/499      4.32G    0.01283    0.01073   0.002353         73        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    263/499      4.32G    0.01283    0.01073   0.002353         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    263/499      4.32G    0.01279    0.01067   0.002481         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    263/499      4.32G    0.01279    0.01067   0.002481         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    263/499      4.32G    0.01283    0.01069   0.002456         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    263/499      4.32G    0.01283    0.01069   0.002456         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    263/499      4.32G     0.0128     0.0107   0.002478         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    263/499      4.32G     0.0128     0.0107   0.002478         46        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    263/499      4.32G     0.0128     0.0107   0.002478         46        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.922      0.843      0.879      0.751

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    264/499      4.32G    0.01299    0.01004  0.0005184         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
    264/499      4.32G    0.01299    0.01004  0.0005184         70        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    264/499      4.32G    0.01347    0.01116  0.0008286         78        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    264/499      4.32G    0.01347    0.01116  0.0008286         78        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    264/499      4.32G    0.01308    0.01131   0.001286         84        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    264/499      4.32G    0.01308    0.01131   0.001286         84        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    264/499      4.32G    0.01301    0.01193   0.001389         88        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    264/499      4.32G    0.01301    0.01193   0.001389         88        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    264/499      4.32G    0.01271    0.01173   0.001857         79        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    264/499      4.32G    0.01271    0.01173   0.001857         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    264/499      4.32G    0.01254    0.01159   0.001659         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    264/499      4.32G    0.01254    0.01159   0.001659         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    264/499      4.32G    0.01245    0.01152   0.001531         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    264/499      4.32G    0.01245    0.01152   0.001531         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    264/499      4.32G    0.01236    0.01125    0.00142         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    264/499      4.32G    0.01236    0.01125    0.00142         76        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    264/499      4.32G    0.01222    0.01101   0.001382         76        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    264/499      4.32G    0.01222    0.01101   0.001382         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    264/499      4.32G    0.01255    0.01127   0.001581         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    264/499      4.32G    0.01255    0.01127   0.001581         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    264/499      4.32G    0.01267    0.01098   0.002065         53        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    264/499      4.32G    0.01267    0.01098   0.002065         53        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    264/499      4.32G    0.01263    0.01073   0.002218         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    264/499      4.32G    0.01263    0.01073   0.002218         68        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    264/499      4.32G    0.01262    0.01073   0.002107         79        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    264/499      4.32G    0.01262    0.01073   0.002107         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    264/499      4.32G    0.01257    0.01055   0.002078         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    264/499      4.32G    0.01257    0.01055   0.002078         58        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    264/499      4.32G    0.01258    0.01063   0.002028         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    264/499      4.32G    0.01258    0.01063   0.002028         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    264/499      4.32G     0.0125    0.01057   0.002185         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    264/499      4.32G     0.0125    0.01057   0.002185         75        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    264/499      4.32G     0.0125    0.01075   0.002125         88        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    264/499      4.32G     0.0125    0.01075   0.002125         88        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    264/499      4.32G    0.01246    0.01068   0.002087         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    264/499      4.32G    0.01246    0.01068   0.002087         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    264/499      4.32G    0.01248    0.01075   0.002124         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    264/499      4.32G    0.01248    0.01075   0.002124         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    264/499      4.32G    0.01247    0.01073   0.002275         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    264/499      4.32G    0.01247    0.01073   0.002275         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    264/499      4.32G    0.01248    0.01076   0.002257         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    264/499      4.32G    0.01248    0.01076   0.002257         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    264/499      4.32G    0.01248    0.01072   0.002318         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    264/499      4.32G    0.01248    0.01072   0.002318         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    264/499      4.32G    0.01249    0.01072   0.002293         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    264/499      4.32G    0.01249    0.01072   0.002293         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    264/499      4.32G    0.01246     0.0107   0.002314         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    264/499      4.32G    0.01246     0.0107   0.002314         73        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    264/499      4.32G    0.01252    0.01076   0.002312         84        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    264/499      4.32G    0.01252    0.01076   0.002312         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    264/499      4.32G    0.01251    0.01082   0.002273         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    264/499      4.32G    0.01251    0.01082   0.002273         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    264/499      4.32G    0.01251     0.0109   0.002242         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    264/499      4.32G    0.01251     0.0109   0.002242         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    264/499      4.32G    0.01253    0.01092   0.002284         93        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    264/499      4.32G    0.01253    0.01092   0.002284         93        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    264/499      4.32G    0.01256    0.01089   0.002373         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    264/499      4.32G    0.01256    0.01089   0.002373         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    264/499      4.32G     0.0125    0.01084   0.002317         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    264/499      4.32G     0.0125    0.01084   0.002317         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    264/499      4.32G    0.01248    0.01086   0.002309         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    264/499      4.32G    0.01248    0.01086   0.002309         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    264/499      4.32G     0.0125    0.01093   0.002418         85        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    264/499      4.32G     0.0125    0.01093   0.002418         85        640:  80%|########  | 32/40 [00:06<00:01,  5.14it/s]
    264/499      4.32G    0.01249    0.01089   0.002379         75        640:  80%|########  | 32/40 [00:06<00:01,  5.14it/s]
    264/499      4.32G    0.01249    0.01089   0.002379         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    264/499      4.32G    0.01254    0.01087   0.002449         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    264/499      4.32G    0.01254    0.01087   0.002449         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    264/499      4.32G    0.01254    0.01083   0.002472         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    264/499      4.32G    0.01254    0.01083   0.002472         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    264/499      4.32G     0.0125    0.01085   0.002432         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    264/499      4.32G     0.0125    0.01085   0.002432         92        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    264/499      4.32G    0.01251    0.01087   0.002422         77        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    264/499      4.32G    0.01251    0.01087   0.002422         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    264/499      4.32G    0.01251    0.01081   0.002468         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    264/499      4.32G    0.01251    0.01081   0.002468         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    264/499      4.32G     0.0125    0.01086   0.002446         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    264/499      4.32G     0.0125    0.01086   0.002446         87        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    264/499      4.32G    0.01243    0.01084   0.002427         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    264/499      4.32G    0.01243    0.01084   0.002427         45        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    264/499      4.32G    0.01243    0.01084   0.002427         45        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.876      0.831      0.877      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    265/499      4.32G    0.01371    0.01276   0.001139         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    265/499      4.32G    0.01371    0.01276   0.001139         80        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    265/499      4.32G    0.01373    0.01137   0.002721         71        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    265/499      4.32G    0.01373    0.01137   0.002721         71        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    265/499      4.32G    0.01353     0.0109   0.002731         82        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    265/499      4.32G    0.01353     0.0109   0.002731         82        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    265/499      4.32G    0.01325    0.01095   0.002424         75        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    265/499      4.32G    0.01325    0.01095   0.002424         75        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    265/499      4.32G    0.01302    0.01066   0.002525         71        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    265/499      4.32G    0.01302    0.01066   0.002525         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.43it/s]
    265/499      4.32G    0.01282     0.0102   0.002281         56        640:  12%|#2        | 5/40 [00:01<00:06,  5.43it/s]
    265/499      4.32G    0.01282     0.0102   0.002281         56        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    265/499      4.32G    0.01284    0.01019   0.002171         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    265/499      4.32G    0.01284    0.01019   0.002171         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    265/499      4.32G    0.01273    0.01055   0.002387         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    265/499      4.32G    0.01273    0.01055   0.002387         89        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    265/499      4.32G     0.0128    0.01063   0.002319         71        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    265/499      4.32G     0.0128    0.01063   0.002319         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    265/499      4.32G    0.01302    0.01076   0.002267         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    265/499      4.32G    0.01302    0.01076   0.002267         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    265/499      4.32G    0.01285    0.01093   0.002246         99        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    265/499      4.32G    0.01285    0.01093   0.002246         99        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    265/499      4.32G    0.01278    0.01086    0.00223         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    265/499      4.32G    0.01278    0.01086    0.00223         78        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    265/499      4.32G    0.01285    0.01088   0.002231         73        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    265/499      4.32G    0.01285    0.01088   0.002231         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    265/499      4.32G    0.01276    0.01091   0.002114         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    265/499      4.32G    0.01276    0.01091   0.002114         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    265/499      4.32G    0.01273    0.01077   0.002052         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    265/499      4.32G    0.01273    0.01077   0.002052         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    265/499      4.32G    0.01271     0.0107   0.001968         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    265/499      4.32G    0.01271     0.0107   0.001968         72        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    265/499      4.32G    0.01282    0.01078   0.001932         73        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    265/499      4.32G    0.01282    0.01078   0.001932         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    265/499      4.32G     0.0128    0.01082   0.001889         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    265/499      4.32G     0.0128    0.01082   0.001889         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.10it/s]
    265/499      4.32G    0.01279    0.01079   0.001901         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.10it/s]
    265/499      4.32G    0.01279    0.01079   0.001901         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    265/499      4.32G    0.01289    0.01071   0.001951         61        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    265/499      4.32G    0.01289    0.01071   0.001951         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    265/499      4.32G    0.01292     0.0108    0.00192         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    265/499      4.32G    0.01292     0.0108    0.00192         89        640:  52%|#####2    | 21/40 [00:03<00:03,  5.17it/s]
    265/499      4.32G    0.01293    0.01086   0.001934         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    265/499      4.32G    0.01293    0.01086   0.001934         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    265/499      4.32G    0.01292    0.01087   0.001963         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    265/499      4.32G    0.01292    0.01087   0.001963         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    265/499      4.32G    0.01293    0.01076   0.002003         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    265/499      4.32G    0.01293    0.01076   0.002003         57        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    265/499      4.32G    0.01292    0.01075   0.001963         73        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    265/499      4.32G    0.01292    0.01075   0.001963         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    265/499      4.32G    0.01297    0.01085   0.002035         94        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    265/499      4.32G    0.01297    0.01085   0.002035         94        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    265/499      4.32G    0.01294    0.01078   0.002019         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    265/499      4.32G    0.01294    0.01078   0.002019         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.11it/s]
    265/499      4.32G    0.01289    0.01074   0.002014         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.11it/s]
    265/499      4.32G    0.01289    0.01074   0.002014         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    265/499      4.32G    0.01288     0.0107   0.001976         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    265/499      4.32G    0.01288     0.0107   0.001976         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    265/499      4.32G     0.0129    0.01073   0.002059         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    265/499      4.32G     0.0129    0.01073   0.002059         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    265/499      4.32G    0.01291    0.01071   0.002053         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    265/499      4.32G    0.01291    0.01071   0.002053         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    265/499      4.32G    0.01283    0.01064   0.002053         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    265/499      4.32G    0.01283    0.01064   0.002053         67        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    265/499      4.32G    0.01285    0.01062   0.002022         76        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    265/499      4.32G    0.01285    0.01062   0.002022         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    265/499      4.32G    0.01284    0.01062   0.001996         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    265/499      4.32G    0.01284    0.01062   0.001996         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    265/499      4.32G    0.01284    0.01065   0.001968         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    265/499      4.32G    0.01284    0.01065   0.001968         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    265/499      4.32G    0.01289     0.0107   0.001994         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    265/499      4.32G    0.01289     0.0107   0.001994         74        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    265/499      4.32G     0.0129    0.01078   0.002012         87        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    265/499      4.32G     0.0129    0.01078   0.002012         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    265/499      4.32G    0.01286    0.01075    0.00198         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    265/499      4.32G    0.01286    0.01075    0.00198         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    265/499      4.32G    0.01286    0.01073   0.002005         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    265/499      4.32G    0.01286    0.01073   0.002005         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    265/499      4.32G    0.01283    0.01069   0.002127         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    265/499      4.32G    0.01283    0.01069   0.002127         32        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    265/499      4.32G    0.01283    0.01069   0.002127         32        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.903      0.825      0.883       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    266/499      4.32G    0.01225    0.01236   0.001781         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
    266/499      4.32G    0.01225    0.01236   0.001781         96        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    266/499      4.32G    0.01138    0.01006   0.001215         61        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    266/499      4.32G    0.01138    0.01006   0.001215         61        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    266/499      4.32G      0.011   0.009347   0.001352         72        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    266/499      4.32G      0.011   0.009347   0.001352         72        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    266/499      4.32G    0.01108   0.009232   0.001723         62        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    266/499      4.32G    0.01108   0.009232   0.001723         62        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    266/499      4.32G     0.0116   0.009688   0.001611         81        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    266/499      4.32G     0.0116   0.009688   0.001611         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    266/499      4.32G    0.01159    0.01015   0.001615         89        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    266/499      4.32G    0.01159    0.01015   0.001615         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    266/499      4.32G    0.01191    0.01047   0.001862         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    266/499      4.32G    0.01191    0.01047   0.001862         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    266/499      4.32G    0.01187     0.0105    0.00207         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    266/499      4.32G    0.01187     0.0105    0.00207         78        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    266/499      4.32G    0.01192    0.01058   0.002148         78        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    266/499      4.32G    0.01192    0.01058   0.002148         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    266/499      4.32G    0.01192    0.01077   0.002129         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    266/499      4.32G    0.01192    0.01077   0.002129         86        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    266/499      4.32G    0.01194    0.01076   0.002172         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    266/499      4.32G    0.01194    0.01076   0.002172         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    266/499      4.32G    0.01201    0.01084   0.002035         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    266/499      4.32G    0.01201    0.01084   0.002035         89        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    266/499      4.32G    0.01204    0.01077   0.002053         70        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    266/499      4.32G    0.01204    0.01077   0.002053         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    266/499      4.32G     0.0121    0.01052   0.001981         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    266/499      4.32G     0.0121    0.01052   0.001981         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    266/499      4.32G    0.01202    0.01056   0.002062         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    266/499      4.32G    0.01202    0.01056   0.002062         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    266/499      4.32G    0.01216    0.01077   0.002391         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    266/499      4.32G    0.01216    0.01077   0.002391         84        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    266/499      4.32G    0.01223    0.01075   0.002705         71        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    266/499      4.32G    0.01223    0.01075   0.002705         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    266/499      4.32G    0.01236    0.01076   0.002617         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    266/499      4.32G    0.01236    0.01076   0.002617         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    266/499      4.32G    0.01231    0.01065   0.002633         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    266/499      4.32G    0.01231    0.01065   0.002633         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    266/499      4.32G    0.01235    0.01056   0.002611         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    266/499      4.32G    0.01235    0.01056   0.002611         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    266/499      4.32G    0.01231    0.01056   0.002563         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    266/499      4.32G    0.01231    0.01056   0.002563         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    266/499      4.32G    0.01227    0.01061   0.002483         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    266/499      4.32G    0.01227    0.01061   0.002483         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    266/499      4.32G    0.01225     0.0106   0.002456         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    266/499      4.32G    0.01225     0.0106   0.002456         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    266/499      4.32G    0.01223    0.01057   0.002461         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    266/499      4.32G    0.01223    0.01057   0.002461         78        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    266/499      4.32G    0.01241    0.01052   0.002544         61        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    266/499      4.32G    0.01241    0.01052   0.002544         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    266/499      4.32G    0.01241    0.01048   0.002536         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    266/499      4.32G    0.01241    0.01048   0.002536         63        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    266/499      4.32G     0.0124    0.01057   0.002574         93        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    266/499      4.32G     0.0124    0.01057   0.002574         93        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    266/499      4.32G    0.01239     0.0105   0.002658         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    266/499      4.32G    0.01239     0.0105   0.002658         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    266/499      4.32G     0.0123    0.01039   0.002649         51        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    266/499      4.32G     0.0123    0.01039   0.002649         51        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    266/499      4.32G    0.01229    0.01039   0.002585         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    266/499      4.32G    0.01229    0.01039   0.002585         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    266/499      4.32G    0.01234    0.01036   0.002532         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    266/499      4.32G    0.01234    0.01036   0.002532         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    266/499      4.32G    0.01233    0.01031   0.002496         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    266/499      4.32G    0.01233    0.01031   0.002496         70        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    266/499      4.32G    0.01237     0.0103   0.002454         65        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    266/499      4.32G    0.01237     0.0103   0.002454         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    266/499      4.32G    0.01236     0.0103   0.002422         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    266/499      4.32G    0.01236     0.0103   0.002422         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    266/499      4.32G    0.01234    0.01031   0.002446         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    266/499      4.32G    0.01234    0.01031   0.002446         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    266/499      4.32G    0.01232    0.01028   0.002424         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    266/499      4.32G    0.01232    0.01028   0.002424         70        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    266/499      4.32G    0.01232    0.01034   0.002393         82        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    266/499      4.32G    0.01232    0.01034   0.002393         82        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    266/499      4.32G     0.0123    0.01037   0.002446         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    266/499      4.32G     0.0123    0.01037   0.002446         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    266/499      4.32G    0.01235    0.01035   0.002451         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    266/499      4.32G    0.01235    0.01035   0.002451         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    266/499      4.32G    0.01236    0.01039   0.002397         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    266/499      4.32G    0.01236    0.01039   0.002397         36        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    266/499      4.32G    0.01236    0.01039   0.002397         36        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.891      0.864      0.897      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    267/499      4.32G    0.01233   0.009443   0.003311         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    267/499      4.32G    0.01233   0.009443   0.003311         64        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    267/499      4.32G    0.01174   0.009276   0.002008         80        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    267/499      4.32G    0.01174   0.009276   0.002008         80        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    267/499      4.32G    0.01236   0.009011    0.00157         59        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    267/499      4.32G    0.01236   0.009011    0.00157         59        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    267/499      4.32G    0.01189   0.008868   0.001251         77        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    267/499      4.32G    0.01189   0.008868   0.001251         77        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    267/499      4.32G    0.01182   0.009405   0.001325         78        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    267/499      4.32G    0.01182   0.009405   0.001325         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    267/499      4.32G    0.01176   0.009301   0.001345         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    267/499      4.32G    0.01176   0.009301   0.001345         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    267/499      4.32G    0.01186   0.009752   0.001219         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    267/499      4.32G    0.01186   0.009752   0.001219         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    267/499      4.32G    0.01207    0.01004    0.00132         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    267/499      4.32G    0.01207    0.01004    0.00132         78        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    267/499      4.32G    0.01203    0.00993   0.001487         71        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    267/499      4.32G    0.01203    0.00993   0.001487         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
    267/499      4.32G    0.01227   0.009953   0.001729         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
    267/499      4.32G    0.01227   0.009953   0.001729         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    267/499      4.32G    0.01219   0.009751   0.001659         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    267/499      4.32G    0.01219   0.009751   0.001659         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    267/499      4.32G    0.01222   0.009935    0.00167         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    267/499      4.32G    0.01222   0.009935    0.00167         77        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    267/499      4.32G    0.01223    0.01009   0.002008         83        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    267/499      4.32G    0.01223    0.01009   0.002008         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    267/499      4.32G    0.01219    0.01003   0.001932         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    267/499      4.32G    0.01219    0.01003   0.001932         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    267/499      4.32G    0.01214   0.009991   0.001985         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    267/499      4.32G    0.01214   0.009991   0.001985         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    267/499      4.32G    0.01208   0.009963   0.001938         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    267/499      4.32G    0.01208   0.009963   0.001938         74        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    267/499      4.32G      0.012   0.009964   0.001903         72        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    267/499      4.32G      0.012   0.009964   0.001903         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    267/499      4.32G    0.01211   0.009929   0.002129         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    267/499      4.32G    0.01211   0.009929   0.002129         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    267/499      4.32G    0.01209   0.009919   0.002046         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    267/499      4.32G    0.01209   0.009919   0.002046         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    267/499      4.32G    0.01212   0.009923   0.002052         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    267/499      4.32G    0.01212   0.009923   0.002052         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    267/499      4.32G    0.01213   0.009942   0.002036         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    267/499      4.32G    0.01213   0.009942   0.002036         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    267/499      4.32G     0.0122    0.01002   0.002038         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    267/499      4.32G     0.0122    0.01002   0.002038         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    267/499      4.32G    0.01223   0.009884   0.002186         54        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    267/499      4.32G    0.01223   0.009884   0.002186         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    267/499      4.32G    0.01225    0.00982   0.002346         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    267/499      4.32G    0.01225    0.00982   0.002346         57        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    267/499      4.32G    0.01222   0.009927   0.002355         97        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    267/499      4.32G    0.01222   0.009927   0.002355         97        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    267/499      4.32G    0.01222       0.01   0.002308         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    267/499      4.32G    0.01222       0.01   0.002308         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    267/499      4.32G    0.01225    0.01009    0.00226         90        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    267/499      4.32G    0.01225    0.01009    0.00226         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    267/499      4.32G    0.01222    0.01016   0.002217         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    267/499      4.32G    0.01222    0.01016   0.002217         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    267/499      4.32G    0.01231    0.01021    0.00222         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    267/499      4.32G    0.01231    0.01021    0.00222         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    267/499      4.32G    0.01241    0.01032   0.002327         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    267/499      4.32G    0.01241    0.01032   0.002327         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    267/499      4.32G    0.01236    0.01027   0.002328         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    267/499      4.32G    0.01236    0.01027   0.002328         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    267/499      4.32G    0.01233    0.01028   0.002327         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    267/499      4.32G    0.01233    0.01028   0.002327         84        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    267/499      4.32G    0.01234    0.01021   0.002618         62        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    267/499      4.32G    0.01234    0.01021   0.002618         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    267/499      4.32G    0.01233    0.01019   0.002635         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    267/499      4.32G    0.01233    0.01019   0.002635         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    267/499      4.32G    0.01233    0.01017   0.002643         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    267/499      4.32G    0.01233    0.01017   0.002643         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    267/499      4.32G    0.01235    0.01026   0.002732         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    267/499      4.32G    0.01235    0.01026   0.002732         83        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    267/499      4.32G    0.01233     0.0103   0.002702         85        640:  90%|######### | 36/40 [00:07<00:00,  5.36it/s]
    267/499      4.32G    0.01233     0.0103   0.002702         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    267/499      4.32G    0.01239    0.01033   0.002824         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    267/499      4.32G    0.01239    0.01033   0.002824         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    267/499      4.32G    0.01238    0.01032   0.002794         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    267/499      4.32G    0.01238    0.01032   0.002794         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
    267/499      4.32G    0.01236    0.01032    0.00273         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
    267/499      4.32G    0.01236    0.01032    0.00273         40        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    267/499      4.32G    0.01236    0.01032    0.00273         40        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263       0.87       0.85      0.899      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    268/499      4.32G    0.01378    0.00936   0.002762         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    268/499      4.32G    0.01378    0.00936   0.002762         69        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    268/499      4.32G    0.01272   0.009417   0.001939         73        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    268/499      4.32G    0.01272   0.009417   0.001939         73        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    268/499      4.32G    0.01281   0.009975   0.002495         78        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    268/499      4.32G    0.01281   0.009975   0.002495         78        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    268/499      4.32G    0.01252   0.009186   0.002021         58        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    268/499      4.32G    0.01252   0.009186   0.002021         58        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    268/499      4.32G    0.01278    0.01016   0.001903         87        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    268/499      4.32G    0.01278    0.01016   0.001903         87        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    268/499      4.32G    0.01269    0.01006   0.002211         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    268/499      4.32G    0.01269    0.01006   0.002211         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    268/499      4.32G    0.01262   0.009976    0.00223         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    268/499      4.32G    0.01262   0.009976    0.00223         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    268/499      4.32G    0.01259    0.00987   0.002318         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    268/499      4.32G    0.01259    0.00987   0.002318         75        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    268/499      4.32G    0.01269   0.009899   0.002648         65        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    268/499      4.32G    0.01269   0.009899   0.002648         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    268/499      4.32G    0.01262    0.00995   0.002721         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    268/499      4.32G    0.01262    0.00995   0.002721         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    268/499      4.32G    0.01258    0.00995   0.002681         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    268/499      4.32G    0.01258    0.00995   0.002681         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    268/499      4.32G    0.01263    0.01012   0.002677         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    268/499      4.32G    0.01263    0.01012   0.002677         93        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    268/499      4.32G    0.01261    0.01002   0.002594         71        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    268/499      4.32G    0.01261    0.01002   0.002594         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    268/499      4.32G    0.01255   0.009935   0.002604         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    268/499      4.32G    0.01255   0.009935   0.002604         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    268/499      4.32G    0.01255   0.009968   0.002585         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    268/499      4.32G    0.01255   0.009968   0.002585         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    268/499      4.32G    0.01256    0.01007   0.002524         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    268/499      4.32G    0.01256    0.01007   0.002524         82        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    268/499      4.32G    0.01245   0.009975   0.002454         62        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    268/499      4.32G    0.01245   0.009975   0.002454         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    268/499      4.32G    0.01238    0.00995   0.002414         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    268/499      4.32G    0.01238    0.00995   0.002414         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    268/499      4.32G    0.01239    0.01001   0.002449         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    268/499      4.32G    0.01239    0.01001   0.002449         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    268/499      4.32G    0.01245    0.01015     0.0025         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    268/499      4.32G    0.01245    0.01015     0.0025         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    268/499      4.32G    0.01251    0.01029   0.002587         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    268/499      4.32G    0.01251    0.01029   0.002587         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
    268/499      4.32G    0.01255    0.01018   0.002587         53        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    268/499      4.32G    0.01255    0.01018   0.002587         53        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    268/499      4.32G    0.01271    0.01014   0.002728         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    268/499      4.32G    0.01271    0.01014   0.002728         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    268/499      4.32G    0.01271    0.01012   0.002725         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    268/499      4.32G    0.01271    0.01012   0.002725         72        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
    268/499      4.32G    0.01269     0.0102    0.00267         88        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
    268/499      4.32G    0.01269     0.0102    0.00267         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    268/499      4.32G    0.01269     0.0103   0.002698         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    268/499      4.32G    0.01269     0.0103   0.002698         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    268/499      4.32G     0.0127    0.01033   0.002671         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    268/499      4.32G     0.0127    0.01033   0.002671         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    268/499      4.32G    0.01275    0.01039   0.002677         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    268/499      4.32G    0.01275    0.01039   0.002677         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    268/499      4.32G    0.01273    0.01049   0.002657         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    268/499      4.32G    0.01273    0.01049   0.002657         94        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    268/499      4.32G    0.01273    0.01047   0.002662         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    268/499      4.32G    0.01273    0.01047   0.002662         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    268/499      4.32G    0.01277    0.01044   0.002692         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    268/499      4.32G    0.01277    0.01044   0.002692         55        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
    268/499      4.32G    0.01276    0.01039   0.002638         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
    268/499      4.32G    0.01276    0.01039   0.002638         67        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    268/499      4.32G    0.01273    0.01048   0.002596         93        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    268/499      4.32G    0.01273    0.01048   0.002596         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    268/499      4.32G    0.01271    0.01048    0.00254         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    268/499      4.32G    0.01271    0.01048    0.00254         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    268/499      4.32G    0.01271    0.01045   0.002544         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    268/499      4.32G    0.01271    0.01045   0.002544         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    268/499      4.32G    0.01267    0.01044   0.002533         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    268/499      4.32G    0.01267    0.01044   0.002533         75        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    268/499      4.32G    0.01271    0.01044   0.002495         68        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    268/499      4.32G    0.01271    0.01044   0.002495         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    268/499      4.32G    0.01268    0.01041   0.002492         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    268/499      4.32G    0.01268    0.01041   0.002492         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    268/499      4.32G    0.01266    0.01041   0.002446         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    268/499      4.32G    0.01266    0.01041   0.002446         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    268/499      4.32G    0.01264    0.01032   0.002435         25        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    268/499      4.32G    0.01264    0.01032   0.002435         25        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    268/499      4.32G    0.01264    0.01032   0.002435         25        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.889      0.872      0.903       0.78

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    269/499      4.32G    0.01216   0.007732     0.0019         55        640:   0%|          | 0/40 [00:00<?, ?it/s]
    269/499      4.32G    0.01216   0.007732     0.0019         55        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    269/499      4.32G    0.01245   0.009047   0.001438         80        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    269/499      4.32G    0.01245   0.009047   0.001438         80        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    269/499      4.32G     0.0123   0.009019   0.001186         69        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    269/499      4.32G     0.0123   0.009019   0.001186         69        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    269/499      4.32G    0.01201   0.008924   0.001143         66        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    269/499      4.32G    0.01201   0.008924   0.001143         66        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
    269/499      4.32G    0.01208   0.009357   0.001279         85        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
    269/499      4.32G    0.01208   0.009357   0.001279         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    269/499      4.32G    0.01203   0.009545   0.001275         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    269/499      4.32G    0.01203   0.009545   0.001275         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    269/499      4.32G    0.01193   0.009719   0.001401         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    269/499      4.32G    0.01193   0.009719   0.001401         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.44it/s]
    269/499      4.32G    0.01209   0.009842   0.001516         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.44it/s]
    269/499      4.32G    0.01209   0.009842   0.001516         73        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    269/499      4.32G    0.01212   0.009845   0.001479         64        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    269/499      4.32G    0.01212   0.009845   0.001479         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    269/499      4.32G    0.01216    0.00975   0.001655         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    269/499      4.32G    0.01216    0.00975   0.001655         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.42it/s]
    269/499      4.32G    0.01222   0.009729   0.001777         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.42it/s]
    269/499      4.32G    0.01222   0.009729   0.001777         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    269/499      4.32G    0.01241   0.009817   0.001726         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    269/499      4.32G    0.01241   0.009817   0.001726         69        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    269/499      4.32G    0.01245     0.0101   0.001654         86        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    269/499      4.32G    0.01245     0.0101   0.001654         86        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
    269/499      4.32G    0.01251    0.01007   0.001696         70        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
    269/499      4.32G    0.01251    0.01007   0.001696         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    269/499      4.32G    0.01257     0.0102   0.001849         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    269/499      4.32G    0.01257     0.0102   0.001849         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    269/499      4.32G     0.0125    0.01041   0.001809         95        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    269/499      4.32G     0.0125    0.01041   0.001809         95        640:  40%|####      | 16/40 [00:02<00:04,  5.38it/s]
    269/499      4.32G    0.01255    0.01049    0.00178         74        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    269/499      4.32G    0.01255    0.01049    0.00178         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    269/499      4.32G     0.0125    0.01044   0.001734         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    269/499      4.32G     0.0125    0.01044   0.001734         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    269/499      4.32G    0.01252     0.0106   0.001687         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    269/499      4.32G    0.01252     0.0106   0.001687         91        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
    269/499      4.32G     0.0125    0.01058   0.001693         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
    269/499      4.32G     0.0125    0.01058   0.001693         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    269/499      4.32G     0.0125    0.01055   0.001657         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    269/499      4.32G     0.0125    0.01055   0.001657         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    269/499      4.32G    0.01254    0.01059   0.001627         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    269/499      4.32G    0.01254    0.01059   0.001627         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
    269/499      4.32G     0.0125    0.01062   0.001667         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
    269/499      4.32G     0.0125    0.01062   0.001667         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    269/499      4.32G    0.01252     0.0107   0.001623         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    269/499      4.32G    0.01252     0.0107   0.001623         85        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    269/499      4.32G    0.01254    0.01073   0.001711         81        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    269/499      4.32G    0.01254    0.01073   0.001711         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    269/499      4.32G    0.01257    0.01067   0.001744         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    269/499      4.32G    0.01257    0.01067   0.001744         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.15it/s]
    269/499      4.32G    0.01255    0.01068   0.001742         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
    269/499      4.32G    0.01255    0.01068   0.001742         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    269/499      4.32G    0.01261     0.0107    0.00174         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    269/499      4.32G    0.01261     0.0107    0.00174         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    269/499      4.32G     0.0126    0.01067   0.001706         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    269/499      4.32G     0.0126    0.01067   0.001706         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    269/499      4.32G    0.01266    0.01069   0.001834         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    269/499      4.32G    0.01266    0.01069   0.001834         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    269/499      4.32G    0.01275    0.01079   0.001865         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    269/499      4.32G    0.01275    0.01079   0.001865         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    269/499      4.32G    0.01273    0.01079    0.00192         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    269/499      4.32G    0.01273    0.01079    0.00192         84        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    269/499      4.32G    0.01274    0.01077   0.001907         75        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    269/499      4.32G    0.01274    0.01077   0.001907         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    269/499      4.32G    0.01274    0.01078   0.001875         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    269/499      4.32G    0.01274    0.01078   0.001875         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    269/499      4.32G     0.0127     0.0107   0.001845         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    269/499      4.32G     0.0127     0.0107   0.001845         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    269/499      4.32G    0.01268     0.0107   0.001844         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    269/499      4.32G    0.01268     0.0107   0.001844         77        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    269/499      4.32G    0.01267    0.01066   0.001876         71        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    269/499      4.32G    0.01267    0.01066   0.001876         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
    269/499      4.32G    0.01263    0.01062     0.0019         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    269/499      4.32G    0.01263    0.01062     0.0019         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    269/499      4.32G    0.01265    0.01067   0.001882         92        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    269/499      4.32G    0.01265    0.01067   0.001882         92        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    269/499      4.32G    0.01264     0.0106   0.002009         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    269/499      4.32G    0.01264     0.0106   0.002009         28        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    269/499      4.32G    0.01264     0.0106   0.002009         28        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.865      0.875      0.887      0.777

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    270/499      4.32G    0.01159    0.01036   0.003537         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    270/499      4.32G    0.01159    0.01036   0.003537         74        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
    270/499      4.32G    0.01202     0.0097   0.003158         58        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
    270/499      4.32G    0.01202     0.0097   0.003158         58        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    270/499      4.32G    0.01201    0.01004   0.002632         84        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    270/499      4.32G    0.01201    0.01004   0.002632         84        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    270/499      4.32G    0.01223    0.01052    0.00251         82        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    270/499      4.32G    0.01223    0.01052    0.00251         82        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    270/499      4.32G    0.01255    0.01051   0.002249         74        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    270/499      4.32G    0.01255    0.01051   0.002249         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    270/499      4.32G     0.0129    0.01093   0.002805         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    270/499      4.32G     0.0129    0.01093   0.002805         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    270/499      4.32G    0.01279    0.01062   0.002925         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    270/499      4.32G    0.01279    0.01062   0.002925         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    270/499      4.32G    0.01267    0.01043   0.002731         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    270/499      4.32G    0.01267    0.01043   0.002731         66        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    270/499      4.32G    0.01286    0.01043   0.002885         69        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    270/499      4.32G    0.01286    0.01043   0.002885         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    270/499      4.32G     0.0129    0.01023   0.002673         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    270/499      4.32G     0.0129    0.01023   0.002673         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    270/499      4.32G    0.01275    0.01048   0.002793         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    270/499      4.32G    0.01275    0.01048   0.002793         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    270/499      4.32G    0.01268    0.01067    0.00283         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    270/499      4.32G    0.01268    0.01067    0.00283         84        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    270/499      4.32G    0.01278    0.01083   0.002693         94        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    270/499      4.32G    0.01278    0.01083   0.002693         94        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    270/499      4.32G    0.01272    0.01061   0.002661         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    270/499      4.32G    0.01272    0.01061   0.002661         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    270/499      4.32G    0.01266    0.01062   0.002538         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    270/499      4.32G    0.01266    0.01062   0.002538         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    270/499      4.32G    0.01269    0.01051   0.002414         61        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    270/499      4.32G    0.01269    0.01051   0.002414         61        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    270/499      4.32G    0.01261    0.01053    0.00235         77        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    270/499      4.32G    0.01261    0.01053    0.00235         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    270/499      4.32G     0.0126    0.01066   0.002453         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    270/499      4.32G     0.0126    0.01066   0.002453         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    270/499      4.32G    0.01249    0.01063   0.002416         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    270/499      4.32G    0.01249    0.01063   0.002416         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    270/499      4.32G    0.01254    0.01071   0.002323         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    270/499      4.32G    0.01254    0.01071   0.002323         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    270/499      4.32G     0.0126    0.01071   0.002261         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    270/499      4.32G     0.0126    0.01071   0.002261         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    270/499      4.32G    0.01255    0.01071   0.002174         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    270/499      4.32G    0.01255    0.01071   0.002174         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    270/499      4.32G    0.01246    0.01062   0.002132         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    270/499      4.32G    0.01246    0.01062   0.002132         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    270/499      4.32G    0.01245     0.0107   0.002132         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    270/499      4.32G    0.01245     0.0107   0.002132         85        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    270/499      4.32G    0.01249    0.01068   0.002092         71        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    270/499      4.32G    0.01249    0.01068   0.002092         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    270/499      4.32G    0.01252    0.01069   0.002092         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    270/499      4.32G    0.01252    0.01069   0.002092         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    270/499      4.32G    0.01256    0.01065   0.002058         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    270/499      4.32G    0.01256    0.01065   0.002058         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    270/499      4.32G    0.01258    0.01057   0.002094         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    270/499      4.32G    0.01258    0.01057   0.002094         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    270/499      4.32G    0.01266    0.01053   0.002048         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    270/499      4.32G    0.01266    0.01053   0.002048         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    270/499      4.32G    0.01269    0.01052    0.00202         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    270/499      4.32G    0.01269    0.01052    0.00202         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    270/499      4.32G     0.0127     0.0105   0.002141         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    270/499      4.32G     0.0127     0.0105   0.002141         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    270/499      4.32G    0.01269    0.01049   0.002134         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    270/499      4.32G    0.01269    0.01049   0.002134         84        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    270/499      4.32G    0.01275    0.01051   0.002167         74        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    270/499      4.32G    0.01275    0.01051   0.002167         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    270/499      4.32G    0.01273    0.01057   0.002137         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    270/499      4.32G    0.01273    0.01057   0.002137         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    270/499      4.32G     0.0127    0.01054   0.002126         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    270/499      4.32G     0.0127    0.01054   0.002126         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    270/499      4.32G    0.01269    0.01046   0.002132         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    270/499      4.32G    0.01269    0.01046   0.002132         59        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    270/499      4.32G    0.01269    0.01057   0.002136         94        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    270/499      4.32G    0.01269    0.01057   0.002136         94        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    270/499      4.32G     0.0127    0.01054   0.002165         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    270/499      4.32G     0.0127    0.01054   0.002165         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    270/499      4.32G    0.01269    0.01059   0.002191         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    270/499      4.32G    0.01269    0.01059   0.002191         82        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    270/499      4.32G    0.01275    0.01048   0.002238         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    270/499      4.32G    0.01275    0.01048   0.002238         30        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    270/499      4.32G    0.01275    0.01048   0.002238         30        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.888      0.888      0.908      0.792

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    271/499      4.32G    0.01055   0.008911   0.002378         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    271/499      4.32G    0.01055   0.008911   0.002378         71        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
    271/499      4.32G    0.01182    0.01088   0.001545         81        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
    271/499      4.32G    0.01182    0.01088   0.001545         81        640:   5%|5         | 2/40 [00:00<00:07,  5.36it/s]
    271/499      4.32G    0.01243    0.01121    0.00173         82        640:   5%|5         | 2/40 [00:00<00:07,  5.36it/s]
    271/499      4.32G    0.01243    0.01121    0.00173         82        640:   8%|7         | 3/40 [00:00<00:07,  5.03it/s]
    271/499      4.32G    0.01195    0.01103   0.001708         89        640:   8%|7         | 3/40 [00:00<00:07,  5.03it/s]
    271/499      4.32G    0.01195    0.01103   0.001708         89        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    271/499      4.32G    0.01204    0.01087   0.002072         76        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    271/499      4.32G    0.01204    0.01087   0.002072         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    271/499      4.32G    0.01203    0.01109   0.001982         96        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    271/499      4.32G    0.01203    0.01109   0.001982         96        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    271/499      4.32G    0.01218    0.01091   0.001888         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    271/499      4.32G    0.01218    0.01091   0.001888         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    271/499      4.32G    0.01236    0.01105    0.00193         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    271/499      4.32G    0.01236    0.01105    0.00193         87        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    271/499      4.32G    0.01232    0.01081    0.00201         76        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    271/499      4.32G    0.01232    0.01081    0.00201         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    271/499      4.32G     0.0123    0.01051   0.001921         56        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    271/499      4.32G     0.0123    0.01051   0.001921         56        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    271/499      4.32G    0.01221    0.01045   0.001896         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    271/499      4.32G    0.01221    0.01045   0.001896         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    271/499      4.32G     0.0122    0.01048   0.001845         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    271/499      4.32G     0.0122    0.01048   0.001845         76        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    271/499      4.32G    0.01219    0.01051   0.001983         74        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    271/499      4.32G    0.01219    0.01051   0.001983         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    271/499      4.32G    0.01217    0.01058   0.002307         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    271/499      4.32G    0.01217    0.01058   0.002307         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    271/499      4.32G    0.01211    0.01049     0.0024         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    271/499      4.32G    0.01211    0.01049     0.0024         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    271/499      4.32G    0.01211     0.0104   0.002293         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    271/499      4.32G    0.01211     0.0104   0.002293         75        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    271/499      4.32G     0.0121    0.01053   0.002208         95        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    271/499      4.32G     0.0121    0.01053   0.002208         95        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    271/499      4.32G    0.01211     0.0105   0.002216         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    271/499      4.32G    0.01211     0.0105   0.002216         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    271/499      4.32G    0.01206    0.01044   0.002159         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    271/499      4.32G    0.01206    0.01044   0.002159         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    271/499      4.32G    0.01201    0.01037   0.002317         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    271/499      4.32G    0.01201    0.01037   0.002317         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    271/499      4.32G     0.0122    0.01037   0.002381         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    271/499      4.32G     0.0122    0.01037   0.002381         63        640:  52%|#####2    | 21/40 [00:03<00:03,  5.17it/s]
    271/499      4.32G    0.01228     0.0104   0.002398         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    271/499      4.32G    0.01228     0.0104   0.002398         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    271/499      4.32G    0.01229    0.01043   0.002328         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    271/499      4.32G    0.01229    0.01043   0.002328         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    271/499      4.32G     0.0123    0.01043   0.002349         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    271/499      4.32G     0.0123    0.01043   0.002349         79        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    271/499      4.32G    0.01235    0.01051   0.002409         76        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    271/499      4.32G    0.01235    0.01051   0.002409         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    271/499      4.32G    0.01228    0.01037   0.002344         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    271/499      4.32G    0.01228    0.01037   0.002344         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    271/499      4.32G    0.01226    0.01034   0.002451         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    271/499      4.32G    0.01226    0.01034   0.002451         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
    271/499      4.32G     0.0123    0.01035   0.002439         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
    271/499      4.32G     0.0123    0.01035   0.002439         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    271/499      4.32G    0.01229    0.01037   0.002425         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    271/499      4.32G    0.01229    0.01037   0.002425         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    271/499      4.32G    0.01235    0.01042   0.002387         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    271/499      4.32G    0.01235    0.01042   0.002387         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    271/499      4.32G    0.01232     0.0104   0.002417         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    271/499      4.32G    0.01232     0.0104   0.002417         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    271/499      4.32G    0.01234    0.01043   0.002416         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    271/499      4.32G    0.01234    0.01043   0.002416         80        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    271/499      4.32G    0.01233    0.01046   0.002393         85        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    271/499      4.32G    0.01233    0.01046   0.002393         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    271/499      4.32G    0.01237    0.01058   0.002464         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    271/499      4.32G    0.01237    0.01058   0.002464         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    271/499      4.32G    0.01234    0.01055   0.002418         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    271/499      4.32G    0.01234    0.01055   0.002418         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    271/499      4.32G     0.0123    0.01053   0.002435         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    271/499      4.32G     0.0123    0.01053   0.002435         66        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    271/499      4.32G    0.01227    0.01049   0.002394         69        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    271/499      4.32G    0.01227    0.01049   0.002394         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    271/499      4.32G    0.01226    0.01049   0.002393         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    271/499      4.32G    0.01226    0.01049   0.002393         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    271/499      4.32G    0.01224    0.01047   0.002353         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    271/499      4.32G    0.01224    0.01047   0.002353         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    271/499      4.32G    0.01223    0.01044   0.002326         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    271/499      4.32G    0.01223    0.01044   0.002326         35        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    271/499      4.32G    0.01223    0.01044   0.002326         35        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.889      0.892      0.907      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    272/499      4.32G    0.01144   0.009463   0.001957         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    272/499      4.32G    0.01144   0.009463   0.001957         78        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    272/499      4.32G    0.01156    0.01012   0.001452         73        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    272/499      4.32G    0.01156    0.01012   0.001452         73        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    272/499      4.32G    0.01227    0.01122   0.001979         79        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    272/499      4.32G    0.01227    0.01122   0.001979         79        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    272/499      4.32G    0.01275    0.01164   0.001902         78        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    272/499      4.32G    0.01275    0.01164   0.001902         78        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    272/499      4.32G    0.01263    0.01121   0.001809         71        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    272/499      4.32G    0.01263    0.01121   0.001809         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    272/499      4.32G    0.01275    0.01162   0.002031         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    272/499      4.32G    0.01275    0.01162   0.002031         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    272/499      4.32G    0.01239     0.0112   0.001858         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    272/499      4.32G    0.01239     0.0112   0.001858         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    272/499      4.32G    0.01243    0.01114    0.00196         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    272/499      4.32G    0.01243    0.01114    0.00196         74        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    272/499      4.32G    0.01248    0.01094   0.001934         68        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    272/499      4.32G    0.01248    0.01094   0.001934         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    272/499      4.32G    0.01231    0.01093     0.0018         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    272/499      4.32G    0.01231    0.01093     0.0018         86        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    272/499      4.32G     0.0124    0.01117    0.00189         94        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    272/499      4.32G     0.0124    0.01117    0.00189         94        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    272/499      4.32G    0.01247    0.01096   0.002012         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    272/499      4.32G    0.01247    0.01096   0.002012         62        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    272/499      4.32G    0.01245    0.01086   0.001893         77        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    272/499      4.32G    0.01245    0.01086   0.001893         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    272/499      4.32G     0.0125    0.01071   0.002045         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    272/499      4.32G     0.0125    0.01071   0.002045         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    272/499      4.32G    0.01253    0.01078   0.002066         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    272/499      4.32G    0.01253    0.01078   0.002066         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    272/499      4.32G    0.01255    0.01066   0.002173         62        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    272/499      4.32G    0.01255    0.01066   0.002173         62        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    272/499      4.32G    0.01271     0.0107   0.002143         64        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    272/499      4.32G    0.01271     0.0107   0.002143         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    272/499      4.32G    0.01284    0.01078    0.00237         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    272/499      4.32G    0.01284    0.01078    0.00237         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    272/499      4.32G    0.01278    0.01077   0.002321         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    272/499      4.32G    0.01278    0.01077   0.002321         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    272/499      4.32G    0.01271    0.01064   0.002237         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    272/499      4.32G    0.01271    0.01064   0.002237         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    272/499      4.32G    0.01278    0.01057   0.002337         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    272/499      4.32G    0.01278    0.01057   0.002337         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    272/499      4.32G    0.01283    0.01069   0.002321         93        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    272/499      4.32G    0.01283    0.01069   0.002321         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    272/499      4.32G    0.01286    0.01067   0.002278         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    272/499      4.32G    0.01286    0.01067   0.002278         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    272/499      4.32G    0.01283     0.0106   0.002229         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    272/499      4.32G    0.01283     0.0106   0.002229         74        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    272/499      4.32G    0.01286    0.01067   0.002286         85        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    272/499      4.32G    0.01286    0.01067   0.002286         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    272/499      4.32G     0.0129    0.01065   0.002306         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    272/499      4.32G     0.0129    0.01065   0.002306         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    272/499      4.32G    0.01283    0.01065   0.002242         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    272/499      4.32G    0.01283    0.01065   0.002242         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    272/499      4.32G    0.01282    0.01064   0.002184         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    272/499      4.32G    0.01282    0.01064   0.002184         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    272/499      4.32G    0.01281    0.01069   0.002192         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    272/499      4.32G    0.01281    0.01069   0.002192         94        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    272/499      4.32G    0.01282     0.0107   0.002214         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    272/499      4.32G    0.01282     0.0107   0.002214         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    272/499      4.32G     0.0128    0.01065   0.002187         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    272/499      4.32G     0.0128    0.01065   0.002187         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    272/499      4.32G    0.01276    0.01069    0.00214         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    272/499      4.32G    0.01276    0.01069    0.00214         77        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    272/499      4.32G    0.01273    0.01068   0.002155         83        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    272/499      4.32G    0.01273    0.01068   0.002155         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    272/499      4.32G    0.01278    0.01065   0.002169         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    272/499      4.32G    0.01278    0.01065   0.002169         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    272/499      4.32G    0.01278    0.01067   0.002226         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    272/499      4.32G    0.01278    0.01067   0.002226         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    272/499      4.32G    0.01276    0.01064   0.002222         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    272/499      4.32G    0.01276    0.01064   0.002222         78        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    272/499      4.32G    0.01282    0.01064   0.002218         74        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    272/499      4.32G    0.01282    0.01064   0.002218         74        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    272/499      4.32G     0.0128    0.01062   0.002181         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    272/499      4.32G     0.0128    0.01062   0.002181         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    272/499      4.32G    0.01279    0.01057   0.002202         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    272/499      4.32G    0.01279    0.01057   0.002202         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    272/499      4.32G     0.0127    0.01055   0.002159         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    272/499      4.32G     0.0127    0.01055   0.002159         40        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    272/499      4.32G     0.0127    0.01055   0.002159         40        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.893      0.905      0.914      0.785

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    273/499      4.32G    0.01308   0.009258   0.001418         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    273/499      4.32G    0.01308   0.009258   0.001418         68        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    273/499      4.32G    0.01304   0.009767   0.001405         76        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    273/499      4.32G    0.01304   0.009767   0.001405         76        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    273/499      4.32G    0.01289    0.01009   0.001987         74        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    273/499      4.32G    0.01289    0.01009   0.001987         74        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    273/499      4.32G    0.01279    0.01051   0.002263         84        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    273/499      4.32G    0.01279    0.01051   0.002263         84        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    273/499      4.32G    0.01256     0.0104    0.00237         69        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    273/499      4.32G    0.01256     0.0104    0.00237         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    273/499      4.32G    0.01309    0.01036   0.002726         52        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    273/499      4.32G    0.01309    0.01036   0.002726         52        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    273/499      4.32G    0.01337     0.0106   0.002863         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    273/499      4.32G    0.01337     0.0106   0.002863         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    273/499      4.32G    0.01332    0.01057    0.00268         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    273/499      4.32G    0.01332    0.01057    0.00268         72        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    273/499      4.32G    0.01315    0.01044   0.002702         71        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    273/499      4.32G    0.01315    0.01044   0.002702         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    273/499      4.32G    0.01302    0.01031   0.002718         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    273/499      4.32G    0.01302    0.01031   0.002718         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    273/499      4.32G    0.01317    0.01031   0.002694         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    273/499      4.32G    0.01317    0.01031   0.002694         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    273/499      4.32G    0.01302    0.01039   0.002716         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    273/499      4.32G    0.01302    0.01039   0.002716         84        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    273/499      4.32G    0.01293    0.01032   0.002688         66        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    273/499      4.32G    0.01293    0.01032   0.002688         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    273/499      4.32G    0.01278    0.01039   0.002595         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    273/499      4.32G    0.01278    0.01039   0.002595         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    273/499      4.32G    0.01285    0.01026   0.002549         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    273/499      4.32G    0.01285    0.01026   0.002549         60        640:  38%|###7      | 15/40 [00:02<00:04,  5.40it/s]
    273/499      4.32G    0.01294    0.01021   0.002825         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.40it/s]
    273/499      4.32G    0.01294    0.01021   0.002825         63        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    273/499      4.32G    0.01287    0.01029     0.0029         79        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    273/499      4.32G    0.01287    0.01029     0.0029         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    273/499      4.32G    0.01274    0.01026    0.00314         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    273/499      4.32G    0.01274    0.01026    0.00314         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    273/499      4.32G    0.01272    0.01031   0.003078         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    273/499      4.32G    0.01272    0.01031   0.003078         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    273/499      4.32G    0.01264    0.01023   0.002996         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    273/499      4.32G    0.01264    0.01023   0.002996         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    273/499      4.32G    0.01262    0.01026   0.002925         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    273/499      4.32G    0.01262    0.01026   0.002925         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    273/499      4.32G    0.01261    0.01043   0.002823         98        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    273/499      4.32G    0.01261    0.01043   0.002823         98        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    273/499      4.32G    0.01257    0.01039   0.002916         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    273/499      4.32G    0.01257    0.01039   0.002916         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    273/499      4.32G    0.01256    0.01046   0.002891         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    273/499      4.32G    0.01256    0.01046   0.002891         92        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    273/499      4.32G    0.01261    0.01051   0.002805         79        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    273/499      4.32G    0.01261    0.01051   0.002805         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    273/499      4.32G     0.0126    0.01053   0.002738         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    273/499      4.32G     0.0126    0.01053   0.002738         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    273/499      4.32G    0.01259    0.01064   0.002673         99        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    273/499      4.32G    0.01259    0.01064   0.002673         99        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
    273/499      4.32G    0.01256    0.01055   0.002593         57        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
    273/499      4.32G    0.01256    0.01055   0.002593         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    273/499      4.32G    0.01254     0.0105   0.002688         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    273/499      4.32G    0.01254     0.0105   0.002688         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    273/499      4.32G    0.01249     0.0104   0.002608         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    273/499      4.32G    0.01249     0.0104   0.002608         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    273/499      4.32G    0.01249    0.01037   0.002589         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    273/499      4.32G    0.01249    0.01037   0.002589         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    273/499      4.32G    0.01244    0.01041   0.002583         95        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    273/499      4.32G    0.01244    0.01041   0.002583         95        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    273/499      4.32G    0.01248    0.01049   0.002619         86        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    273/499      4.32G    0.01248    0.01049   0.002619         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    273/499      4.32G    0.01244     0.0105   0.002678         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
    273/499      4.32G    0.01244     0.0105   0.002678         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    273/499      4.32G    0.01244    0.01047   0.002613         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    273/499      4.32G    0.01244    0.01047   0.002613         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    273/499      4.32G    0.01245    0.01048   0.002662         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    273/499      4.32G    0.01245    0.01048   0.002662         75        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    273/499      4.32G    0.01241    0.01043    0.00264         72        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    273/499      4.32G    0.01241    0.01043    0.00264         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.19it/s]
    273/499      4.32G    0.01239     0.0105   0.002669         95        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    273/499      4.32G    0.01239     0.0105   0.002669         95        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    273/499      4.32G    0.01235    0.01049   0.002718         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    273/499      4.32G    0.01235    0.01049   0.002718         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    273/499      4.32G     0.0123     0.0104   0.002658         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    273/499      4.32G     0.0123     0.0104   0.002658         28        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    273/499      4.32G     0.0123     0.0104   0.002658         28        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.888      0.882      0.899      0.788

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    274/499      4.32G    0.01342    0.01167   0.002321         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    274/499      4.32G    0.01342    0.01167   0.002321         89        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    274/499      4.32G    0.01197    0.01116   0.001778         85        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    274/499      4.32G    0.01197    0.01116   0.001778         85        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    274/499      4.32G    0.01205    0.01138    0.00257         86        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    274/499      4.32G    0.01205    0.01138    0.00257         86        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    274/499      4.32G    0.01189    0.01113   0.002104         83        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    274/499      4.32G    0.01189    0.01113   0.002104         83        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    274/499      4.32G    0.01205    0.01112   0.002433         76        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    274/499      4.32G    0.01205    0.01112   0.002433         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    274/499      4.32G     0.0119    0.01099    0.00273         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    274/499      4.32G     0.0119    0.01099    0.00273         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    274/499      4.32G    0.01201    0.01073   0.002423         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    274/499      4.32G    0.01201    0.01073   0.002423         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    274/499      4.32G    0.01206    0.01097   0.002275         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    274/499      4.32G    0.01206    0.01097   0.002275         91        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    274/499      4.32G    0.01205    0.01096   0.002291         82        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    274/499      4.32G    0.01205    0.01096   0.002291         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    274/499      4.32G    0.01228    0.01099    0.00245         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    274/499      4.32G    0.01228    0.01099    0.00245         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    274/499      4.32G    0.01218    0.01109   0.002385         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    274/499      4.32G    0.01218    0.01109   0.002385         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    274/499      4.32G    0.01216    0.01122   0.002545         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    274/499      4.32G    0.01216    0.01122   0.002545         88        640:  30%|###       | 12/40 [00:02<00:05,  5.11it/s]
    274/499      4.32G    0.01221    0.01118   0.002415         74        640:  30%|###       | 12/40 [00:02<00:05,  5.11it/s]
    274/499      4.32G    0.01221    0.01118   0.002415         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    274/499      4.32G    0.01219    0.01106   0.002393         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    274/499      4.32G    0.01219    0.01106   0.002393         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    274/499      4.32G    0.01222    0.01095   0.002337         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    274/499      4.32G    0.01222    0.01095   0.002337         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
    274/499      4.32G    0.01233    0.01091   0.002419         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
    274/499      4.32G    0.01233    0.01091   0.002419         68        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    274/499      4.32G    0.01226    0.01095   0.002359         82        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    274/499      4.32G    0.01226    0.01095   0.002359         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    274/499      4.32G    0.01224    0.01078   0.002306         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    274/499      4.32G    0.01224    0.01078   0.002306         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    274/499      4.32G    0.01231    0.01073   0.002349         59        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    274/499      4.32G    0.01231    0.01073   0.002349         59        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    274/499      4.32G    0.01229    0.01073   0.002402         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    274/499      4.32G    0.01229    0.01073   0.002402         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    274/499      4.32G    0.01224     0.0107   0.002447         68        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
    274/499      4.32G    0.01224     0.0107   0.002447         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    274/499      4.32G    0.01237    0.01057    0.00257         50        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    274/499      4.32G    0.01237    0.01057    0.00257         50        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    274/499      4.32G    0.01235    0.01055   0.002601         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    274/499      4.32G    0.01235    0.01055   0.002601         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    274/499      4.32G    0.01229    0.01047    0.00255         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    274/499      4.32G    0.01229    0.01047    0.00255         60        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    274/499      4.32G    0.01227    0.01047   0.002528         72        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    274/499      4.32G    0.01227    0.01047   0.002528         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    274/499      4.32G    0.01228    0.01048   0.002459         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    274/499      4.32G    0.01228    0.01048   0.002459         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    274/499      4.32G    0.01233    0.01052   0.002458         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    274/499      4.32G    0.01233    0.01052   0.002458         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    274/499      4.32G    0.01231    0.01048   0.002494         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    274/499      4.32G    0.01231    0.01048   0.002494         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    274/499      4.32G    0.01227    0.01049   0.002512         93        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    274/499      4.32G    0.01227    0.01049   0.002512         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    274/499      4.32G    0.01229    0.01051   0.002539         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    274/499      4.32G    0.01229    0.01051   0.002539         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    274/499      4.32G    0.01227    0.01054    0.00254         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    274/499      4.32G    0.01227    0.01054    0.00254         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    274/499      4.32G    0.01228    0.01046   0.002518         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    274/499      4.32G    0.01228    0.01046   0.002518         62        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    274/499      4.32G    0.01227    0.01041    0.00249         72        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    274/499      4.32G    0.01227    0.01041    0.00249         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    274/499      4.32G    0.01228    0.01041   0.002484         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    274/499      4.32G    0.01228    0.01041   0.002484         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    274/499      4.32G    0.01228    0.01052   0.002489         97        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    274/499      4.32G    0.01228    0.01052   0.002489         97        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    274/499      4.32G    0.01228    0.01051   0.002549         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    274/499      4.32G    0.01228    0.01051   0.002549         78        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    274/499      4.32G    0.01233     0.0105   0.002618         61        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    274/499      4.32G    0.01233     0.0105   0.002618         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    274/499      4.32G    0.01233    0.01052   0.002576         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    274/499      4.32G    0.01233    0.01052   0.002576         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    274/499      4.32G    0.01232    0.01049   0.002586         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    274/499      4.32G    0.01232    0.01049   0.002586         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    274/499      4.32G    0.01233    0.01051    0.00266         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    274/499      4.32G    0.01233    0.01051    0.00266         38        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    274/499      4.32G    0.01233    0.01051    0.00266         38        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.856      0.888      0.883      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    275/499      4.32G    0.01114    0.01117   0.001033         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    275/499      4.32G    0.01114    0.01117   0.001033         83        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    275/499      4.32G    0.01197    0.01102   0.001527         82        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    275/499      4.32G    0.01197    0.01102   0.001527         82        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    275/499      4.32G    0.01203    0.01166   0.002221         94        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    275/499      4.32G    0.01203    0.01166   0.002221         94        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    275/499      4.32G    0.01211    0.01149   0.001932         78        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    275/499      4.32G    0.01211    0.01149   0.001932         78        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    275/499      4.32G    0.01195    0.01092   0.001952         64        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    275/499      4.32G    0.01195    0.01092   0.001952         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    275/499      4.32G     0.0121    0.01067   0.002026         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    275/499      4.32G     0.0121    0.01067   0.002026         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    275/499      4.32G    0.01215    0.01071   0.002508         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    275/499      4.32G    0.01215    0.01071   0.002508         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    275/499      4.32G    0.01221     0.0108   0.002465         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    275/499      4.32G    0.01221     0.0108   0.002465         84        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    275/499      4.32G    0.01213    0.01046   0.002329         63        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    275/499      4.32G    0.01213    0.01046   0.002329         63        640:  22%|##2       | 9/40 [00:01<00:06,  5.17it/s]
    275/499      4.32G    0.01234    0.01072   0.002305         86        640:  22%|##2       | 9/40 [00:01<00:06,  5.17it/s]
    275/499      4.32G    0.01234    0.01072   0.002305         86        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    275/499      4.32G    0.01249    0.01062   0.002303         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    275/499      4.32G    0.01249    0.01062   0.002303         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
    275/499      4.32G    0.01246    0.01051   0.002272         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
    275/499      4.32G    0.01246    0.01051   0.002272         69        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    275/499      4.32G    0.01242    0.01067   0.002606         96        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    275/499      4.32G    0.01242    0.01067   0.002606         96        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    275/499      4.32G    0.01239    0.01068   0.002528         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    275/499      4.32G    0.01239    0.01068   0.002528         81        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    275/499      4.32G    0.01242    0.01069   0.002792         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    275/499      4.32G    0.01242    0.01069   0.002792         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    275/499      4.32G    0.01245    0.01064   0.002709         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    275/499      4.32G    0.01245    0.01064   0.002709         70        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    275/499      4.32G    0.01247    0.01051   0.002666         56        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    275/499      4.32G    0.01247    0.01051   0.002666         56        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    275/499      4.32G     0.0125    0.01052   0.002795         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    275/499      4.32G     0.0125    0.01052   0.002795         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    275/499      4.32G     0.0124    0.01044   0.002808         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    275/499      4.32G     0.0124    0.01044   0.002808         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    275/499      4.32G    0.01231    0.01031   0.002919         59        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    275/499      4.32G    0.01231    0.01031   0.002919         59        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
    275/499      4.32G    0.01225    0.01031   0.002841         74        640:  50%|#####     | 20/40 [00:04<00:03,  5.15it/s]
    275/499      4.32G    0.01225    0.01031   0.002841         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    275/499      4.32G    0.01226    0.01028   0.002862         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    275/499      4.32G    0.01226    0.01028   0.002862         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    275/499      4.32G    0.01226    0.01029   0.002856         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    275/499      4.32G    0.01226    0.01029   0.002856         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    275/499      4.32G    0.01233    0.01039   0.002834         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    275/499      4.32G    0.01233    0.01039   0.002834         77        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    275/499      4.32G    0.01235     0.0105   0.002903         77        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    275/499      4.32G    0.01235     0.0105   0.002903         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    275/499      4.32G     0.0124    0.01049   0.002941         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    275/499      4.32G     0.0124    0.01049   0.002941         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    275/499      4.32G    0.01235    0.01042   0.002866         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    275/499      4.32G    0.01235    0.01042   0.002866         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    275/499      4.32G    0.01233     0.0104   0.002837         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    275/499      4.32G    0.01233     0.0104   0.002837         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    275/499      4.32G    0.01228    0.01039   0.002783         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    275/499      4.32G    0.01228    0.01039   0.002783         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    275/499      4.32G    0.01227    0.01029    0.00279         53        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    275/499      4.32G    0.01227    0.01029    0.00279         53        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    275/499      4.32G    0.01229    0.01023   0.002841         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    275/499      4.32G    0.01229    0.01023   0.002841         62        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    275/499      4.32G    0.01224    0.01018   0.002776         65        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    275/499      4.32G    0.01224    0.01018   0.002776         65        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    275/499      4.32G    0.01223    0.01016   0.002793         66        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    275/499      4.32G    0.01223    0.01016   0.002793         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    275/499      4.32G    0.01222    0.01016   0.002811         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    275/499      4.32G    0.01222    0.01016   0.002811         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    275/499      4.32G     0.0122    0.01015   0.002812         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    275/499      4.32G     0.0122    0.01015   0.002812         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    275/499      4.32G    0.01231    0.01014   0.002927         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    275/499      4.32G    0.01231    0.01014   0.002927         73        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    275/499      4.32G    0.01233    0.01016   0.002946         72        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    275/499      4.32G    0.01233    0.01016   0.002946         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    275/499      4.32G    0.01231    0.01017   0.002953         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    275/499      4.32G    0.01231    0.01017   0.002953         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    275/499      4.32G    0.01233    0.01021   0.002921         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    275/499      4.32G    0.01233    0.01021   0.002921         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    275/499      4.32G    0.01243    0.01025   0.003026         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    275/499      4.32G    0.01243    0.01025   0.003026         43        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    275/499      4.32G    0.01243    0.01025   0.003026         43        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263       0.86      0.876      0.891      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    276/499      4.32G    0.01125     0.0119   0.001231         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    276/499      4.32G    0.01125     0.0119   0.001231         83        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    276/499      4.32G    0.01194    0.01113   0.001736         79        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    276/499      4.32G    0.01194    0.01113   0.001736         79        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    276/499      4.32G    0.01262    0.01053   0.001798         64        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    276/499      4.32G    0.01262    0.01053   0.001798         64        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    276/499      4.32G    0.01278    0.01054   0.001943         70        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    276/499      4.32G    0.01278    0.01054   0.001943         70        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    276/499      4.32G    0.01263    0.01059   0.001979         75        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    276/499      4.32G    0.01263    0.01059   0.001979         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    276/499      4.32G    0.01256    0.01001   0.002217         54        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    276/499      4.32G    0.01256    0.01001   0.002217         54        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    276/499      4.32G    0.01275    0.01047   0.002308         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    276/499      4.32G    0.01275    0.01047   0.002308         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    276/499      4.32G    0.01259    0.01061   0.002309         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    276/499      4.32G    0.01259    0.01061   0.002309         86        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    276/499      4.32G    0.01272    0.01073   0.002263         75        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    276/499      4.32G    0.01272    0.01073   0.002263         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    276/499      4.32G    0.01274    0.01078   0.002442         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    276/499      4.32G    0.01274    0.01078   0.002442         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    276/499      4.32G    0.01272     0.0108   0.002336         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    276/499      4.32G    0.01272     0.0108   0.002336         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    276/499      4.32G    0.01263    0.01061   0.002267         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    276/499      4.32G    0.01263    0.01061   0.002267         63        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    276/499      4.32G    0.01257    0.01041   0.002152         56        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    276/499      4.32G    0.01257    0.01041   0.002152         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    276/499      4.32G    0.01258     0.0104   0.002308         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    276/499      4.32G    0.01258     0.0104   0.002308         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    276/499      4.32G    0.01257    0.01039   0.002219         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    276/499      4.32G    0.01257    0.01039   0.002219         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    276/499      4.32G    0.01261     0.0105   0.002312         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    276/499      4.32G    0.01261     0.0105   0.002312         87        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    276/499      4.32G    0.01259    0.01059    0.00228         83        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    276/499      4.32G    0.01259    0.01059    0.00228         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    276/499      4.32G    0.01257     0.0106   0.002219         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    276/499      4.32G    0.01257     0.0106   0.002219         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    276/499      4.32G    0.01256    0.01059   0.002218         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    276/499      4.32G    0.01256    0.01059   0.002218         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    276/499      4.32G    0.01275    0.01067    0.00234         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    276/499      4.32G    0.01275    0.01067    0.00234         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    276/499      4.32G    0.01269    0.01065   0.002341         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    276/499      4.32G    0.01269    0.01065   0.002341         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    276/499      4.32G    0.01263    0.01068   0.002267         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    276/499      4.32G    0.01263    0.01068   0.002267         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    276/499      4.32G    0.01271     0.0108   0.002219         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    276/499      4.32G    0.01271     0.0108   0.002219         93        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    276/499      4.32G    0.01276    0.01089   0.002229         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    276/499      4.32G    0.01276    0.01089   0.002229         81        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    276/499      4.32G    0.01266    0.01078   0.002193         72        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    276/499      4.32G    0.01266    0.01078   0.002193         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    276/499      4.32G    0.01264    0.01083   0.002214         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    276/499      4.32G    0.01264    0.01083   0.002214         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    276/499      4.32G     0.0127    0.01077   0.002203         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    276/499      4.32G     0.0127    0.01077   0.002203         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    276/499      4.32G    0.01267    0.01083   0.002195         94        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    276/499      4.32G    0.01267    0.01083   0.002195         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    276/499      4.32G    0.01272    0.01087   0.002212         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    276/499      4.32G    0.01272    0.01087   0.002212         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    276/499      4.32G    0.01273    0.01084   0.002188         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    276/499      4.32G    0.01273    0.01084   0.002188         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    276/499      4.32G    0.01268    0.01087   0.002219         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    276/499      4.32G    0.01268    0.01087   0.002219         88        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    276/499      4.32G    0.01261    0.01079   0.002202         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    276/499      4.32G    0.01261    0.01079   0.002202         68        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    276/499      4.32G     0.0126    0.01074   0.002179         66        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    276/499      4.32G     0.0126    0.01074   0.002179         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    276/499      4.32G    0.01256    0.01073   0.002229         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    276/499      4.32G    0.01256    0.01073   0.002229         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    276/499      4.32G    0.01251    0.01065   0.002215         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    276/499      4.32G    0.01251    0.01065   0.002215         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    276/499      4.32G    0.01252    0.01063   0.002197         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    276/499      4.32G    0.01252    0.01063   0.002197         66        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    276/499      4.32G    0.01251    0.01059   0.002243         58        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    276/499      4.32G    0.01251    0.01059   0.002243         58        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    276/499      4.32G     0.0125    0.01062   0.002221         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    276/499      4.32G     0.0125    0.01062   0.002221         88        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    276/499      4.32G    0.01246    0.01059   0.002219         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    276/499      4.32G    0.01246    0.01059   0.002219         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    276/499      4.32G    0.01246    0.01062    0.00228         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    276/499      4.32G    0.01246    0.01062    0.00228         45        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    276/499      4.32G    0.01246    0.01062    0.00228         45        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.873      0.887      0.897      0.778

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    277/499      4.32G    0.01235    0.01143   0.006651         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    277/499      4.32G    0.01235    0.01143   0.006651         77        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    277/499      4.32G      0.012    0.01101   0.004532         77        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    277/499      4.32G      0.012    0.01101   0.004532         77        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    277/499      4.32G    0.01143    0.01072   0.003247         80        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    277/499      4.32G    0.01143    0.01072   0.003247         80        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    277/499      4.32G    0.01189    0.01077   0.002741         79        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    277/499      4.32G    0.01189    0.01077   0.002741         79        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    277/499      4.32G    0.01183    0.01093   0.002548         84        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    277/499      4.32G    0.01183    0.01093   0.002548         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    277/499      4.32G    0.01181    0.01049   0.002375         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    277/499      4.32G    0.01181    0.01049   0.002375         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    277/499      4.32G    0.01203    0.01021   0.002309         53        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    277/499      4.32G    0.01203    0.01021   0.002309         53        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    277/499      4.32G    0.01217    0.01004    0.00245         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    277/499      4.32G    0.01217    0.01004    0.00245         70        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    277/499      4.32G    0.01227   0.009915    0.00229         72        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    277/499      4.32G    0.01227   0.009915    0.00229         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    277/499      4.32G    0.01213   0.009841   0.002369         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    277/499      4.32G    0.01213   0.009841   0.002369         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    277/499      4.32G    0.01213   0.009736   0.002286         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    277/499      4.32G    0.01213   0.009736   0.002286         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    277/499      4.32G    0.01218   0.009697   0.002231         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    277/499      4.32G    0.01218   0.009697   0.002231         72        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    277/499      4.32G    0.01202    0.00974   0.002284         84        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    277/499      4.32G    0.01202    0.00974   0.002284         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    277/499      4.32G    0.01207   0.009803   0.002232         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    277/499      4.32G    0.01207   0.009803   0.002232         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    277/499      4.32G    0.01208   0.009915   0.002167         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    277/499      4.32G    0.01208   0.009915   0.002167         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.09it/s]
    277/499      4.32G    0.01212    0.01015   0.002193         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.09it/s]
    277/499      4.32G    0.01212    0.01015   0.002193         91        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    277/499      4.32G    0.01215    0.01024   0.002134         75        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    277/499      4.32G    0.01215    0.01024   0.002134         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    277/499      4.32G    0.01221    0.01022   0.002247         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    277/499      4.32G    0.01221    0.01022   0.002247         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    277/499      4.32G    0.01226    0.01023   0.002266         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    277/499      4.32G    0.01226    0.01023   0.002266         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    277/499      4.32G     0.0123    0.01028   0.002239         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    277/499      4.32G     0.0123    0.01028   0.002239         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    277/499      4.32G    0.01231    0.01025   0.002191         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    277/499      4.32G    0.01231    0.01025   0.002191         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.18it/s]
    277/499      4.32G    0.01234    0.01041     0.0023         94        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
    277/499      4.32G    0.01234    0.01041     0.0023         94        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    277/499      4.32G    0.01246    0.01045   0.002259         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    277/499      4.32G    0.01246    0.01045   0.002259         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    277/499      4.32G    0.01249    0.01052   0.002224         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    277/499      4.32G    0.01249    0.01052   0.002224         76        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    277/499      4.32G    0.01243     0.0105   0.002217         79        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    277/499      4.32G    0.01243     0.0105   0.002217         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    277/499      4.32G    0.01239    0.01051   0.002207         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    277/499      4.32G    0.01239    0.01051   0.002207         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    277/499      4.32G    0.01237    0.01049   0.002156         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    277/499      4.32G    0.01237    0.01049   0.002156         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.07it/s]
    277/499      4.32G    0.01245    0.01054   0.002116         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.07it/s]
    277/499      4.32G    0.01245    0.01054   0.002116         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    277/499      4.32G    0.01245    0.01047   0.002135         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    277/499      4.32G    0.01245    0.01047   0.002135         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    277/499      4.32G    0.01246    0.01046   0.002188         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    277/499      4.32G    0.01246    0.01046   0.002188         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    277/499      4.32G    0.01247    0.01043   0.002151         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    277/499      4.32G    0.01247    0.01043   0.002151         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    277/499      4.32G    0.01246    0.01038   0.002372         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    277/499      4.32G    0.01246    0.01038   0.002372         67        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    277/499      4.32G     0.0124    0.01036   0.002326         80        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    277/499      4.32G     0.0124    0.01036   0.002326         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    277/499      4.32G    0.01241    0.01038   0.002392         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    277/499      4.32G    0.01241    0.01038   0.002392         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    277/499      4.32G    0.01239    0.01033   0.002339         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    277/499      4.32G    0.01239    0.01033   0.002339         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    277/499      4.32G     0.0124    0.01026   0.002368         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    277/499      4.32G     0.0124    0.01026   0.002368         57        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    277/499      4.32G    0.01238    0.01025   0.002361         79        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    277/499      4.32G    0.01238    0.01025   0.002361         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    277/499      4.32G    0.01234    0.01023   0.002353         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    277/499      4.32G    0.01234    0.01023   0.002353         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    277/499      4.32G    0.01235    0.01024   0.002332         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    277/499      4.32G    0.01235    0.01024   0.002332         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.11it/s]
    277/499      4.32G    0.01234    0.01027   0.002305         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.11it/s]
    277/499      4.32G    0.01234    0.01027   0.002305         34        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    277/499      4.32G    0.01234    0.01027   0.002305         34        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.848      0.911      0.898      0.778

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    278/499      4.32G    0.01202    0.01232  0.0005529         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
    278/499      4.32G    0.01202    0.01232  0.0005529         96        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    278/499      4.32G    0.01252    0.01202   0.001092         83        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    278/499      4.32G    0.01252    0.01202   0.001092         83        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    278/499      4.32G    0.01207    0.01119  0.0008752         66        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    278/499      4.32G    0.01207    0.01119  0.0008752         66        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    278/499      4.32G    0.01168    0.01052   0.001447         69        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    278/499      4.32G    0.01168    0.01052   0.001447         69        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    278/499      4.32G    0.01164    0.01043   0.001427         75        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    278/499      4.32G    0.01164    0.01043   0.001427         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    278/499      4.32G    0.01184   0.009982   0.001625         58        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    278/499      4.32G    0.01184   0.009982   0.001625         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    278/499      4.32G    0.01196   0.009723   0.001513         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    278/499      4.32G    0.01196   0.009723   0.001513         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    278/499      4.32G    0.01204   0.009885   0.001465         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    278/499      4.32G    0.01204   0.009885   0.001465         83        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    278/499      4.32G     0.0119    0.01002   0.001399         80        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    278/499      4.32G     0.0119    0.01002   0.001399         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    278/499      4.32G    0.01193    0.01007   0.001334         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    278/499      4.32G    0.01193    0.01007   0.001334         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    278/499      4.32G    0.01197     0.0103   0.001434         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    278/499      4.32G    0.01197     0.0103   0.001434         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    278/499      4.32G    0.01204    0.01029   0.001837         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    278/499      4.32G    0.01204    0.01029   0.001837         70        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    278/499      4.32G    0.01221    0.01052     0.0019         75        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    278/499      4.32G    0.01221    0.01052     0.0019         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    278/499      4.32G    0.01224    0.01052   0.001853         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    278/499      4.32G    0.01224    0.01052   0.001853         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    278/499      4.32G    0.01224    0.01053   0.001863         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    278/499      4.32G    0.01224    0.01053   0.001863         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    278/499      4.32G    0.01229    0.01043   0.001931         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    278/499      4.32G    0.01229    0.01043   0.001931         68        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    278/499      4.32G    0.01232    0.01038      0.002         71        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    278/499      4.32G    0.01232    0.01038      0.002         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    278/499      4.32G    0.01238    0.01052   0.002339         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    278/499      4.32G    0.01238    0.01052   0.002339         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    278/499      4.32G    0.01241    0.01045   0.002295         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    278/499      4.32G    0.01241    0.01045   0.002295         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    278/499      4.32G    0.01234    0.01033   0.002309         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    278/499      4.32G    0.01234    0.01033   0.002309         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    278/499      4.32G    0.01235    0.01045    0.00226         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    278/499      4.32G    0.01235    0.01045    0.00226         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
    278/499      4.32G    0.01232    0.01042   0.002409         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    278/499      4.32G    0.01232    0.01042   0.002409         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    278/499      4.32G    0.01227    0.01034   0.002417         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    278/499      4.32G    0.01227    0.01034   0.002417         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    278/499      4.32G    0.01239    0.01035   0.002642         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    278/499      4.32G    0.01239    0.01035   0.002642         65        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    278/499      4.32G    0.01236    0.01034   0.002821         72        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    278/499      4.32G    0.01236    0.01034   0.002821         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    278/499      4.32G     0.0123    0.01035   0.002757         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    278/499      4.32G     0.0123    0.01035   0.002757         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    278/499      4.32G    0.01223    0.01031   0.002671         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    278/499      4.32G    0.01223    0.01031   0.002671         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    278/499      4.32G    0.01226    0.01031   0.002713         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    278/499      4.32G    0.01226    0.01031   0.002713         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    278/499      4.32G     0.0123    0.01029   0.003013         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    278/499      4.32G     0.0123    0.01029   0.003013         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    278/499      4.32G    0.01226    0.01023   0.003112         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    278/499      4.32G    0.01226    0.01023   0.003112         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    278/499      4.32G    0.01227    0.01018   0.003022         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    278/499      4.32G    0.01227    0.01018   0.003022         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    278/499      4.32G    0.01223    0.01018   0.002962         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    278/499      4.32G    0.01223    0.01018   0.002962         72        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    278/499      4.32G    0.01222    0.01015     0.0029         72        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    278/499      4.32G    0.01222    0.01015     0.0029         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    278/499      4.32G    0.01219    0.01018    0.00283         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    278/499      4.32G    0.01219    0.01018    0.00283         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    278/499      4.32G    0.01216    0.01015   0.002809         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    278/499      4.32G    0.01216    0.01015   0.002809         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    278/499      4.32G    0.01217    0.01015   0.002846         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    278/499      4.32G    0.01217    0.01015   0.002846         69        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    278/499      4.32G     0.0122    0.01015   0.002837         72        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    278/499      4.32G     0.0122    0.01015   0.002837         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    278/499      4.32G    0.01217    0.01022   0.002796         93        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    278/499      4.32G    0.01217    0.01022   0.002796         93        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    278/499      4.32G    0.01223    0.01026   0.002798         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    278/499      4.32G    0.01223    0.01026   0.002798         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    278/499      4.32G    0.01229     0.0103   0.002871         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    278/499      4.32G    0.01229     0.0103   0.002871         40        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    278/499      4.32G    0.01229     0.0103   0.002871         40        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263       0.91      0.879      0.911      0.791

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    279/499      4.32G    0.01138   0.008442    0.00203         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    279/499      4.32G    0.01138   0.008442    0.00203         71        640:   2%|2         | 1/40 [00:00<00:07,  5.02it/s]
    279/499      4.32G    0.01184   0.009761   0.001851         81        640:   2%|2         | 1/40 [00:00<00:07,  5.02it/s]
    279/499      4.32G    0.01184   0.009761   0.001851         81        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    279/499      4.32G    0.01186   0.009938   0.002495         73        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    279/499      4.32G    0.01186   0.009938   0.002495         73        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    279/499      4.32G    0.01207    0.01049    0.00275         84        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    279/499      4.32G    0.01207    0.01049    0.00275         84        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    279/499      4.32G     0.0122    0.01038   0.002722         64        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    279/499      4.32G     0.0122    0.01038   0.002722         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    279/499      4.32G    0.01224    0.01049    0.00286         88        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    279/499      4.32G    0.01224    0.01049    0.00286         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    279/499      4.32G    0.01224    0.01031    0.00352         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    279/499      4.32G    0.01224    0.01031    0.00352         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    279/499      4.32G    0.01216    0.01029   0.003297         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    279/499      4.32G    0.01216    0.01029   0.003297         72        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    279/499      4.32G    0.01223    0.01014   0.003105         65        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    279/499      4.32G    0.01223    0.01014   0.003105         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    279/499      4.32G    0.01217    0.01021   0.003064         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    279/499      4.32G    0.01217    0.01021   0.003064         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    279/499      4.32G    0.01228    0.01041   0.003023         95        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    279/499      4.32G    0.01228    0.01041   0.003023         95        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    279/499      4.32G    0.01231     0.0104   0.002859         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    279/499      4.32G    0.01231     0.0104   0.002859         74        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    279/499      4.32G    0.01228    0.01031     0.0029         66        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    279/499      4.32G    0.01228    0.01031     0.0029         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    279/499      4.32G    0.01229    0.01028   0.002797         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    279/499      4.32G    0.01229    0.01028   0.002797         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    279/499      4.32G    0.01233    0.01037   0.002925         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    279/499      4.32G    0.01233    0.01037   0.002925         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    279/499      4.32G    0.01235     0.0104    0.00286         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    279/499      4.32G    0.01235     0.0104    0.00286         79        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    279/499      4.32G    0.01233     0.0103   0.002912         71        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    279/499      4.32G    0.01233     0.0103   0.002912         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    279/499      4.32G    0.01228    0.01027   0.002888         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    279/499      4.32G    0.01228    0.01027   0.002888         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    279/499      4.32G    0.01229    0.01024   0.002919         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
    279/499      4.32G    0.01229    0.01024   0.002919         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    279/499      4.32G    0.01222    0.01026   0.002867         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    279/499      4.32G    0.01222    0.01026   0.002867         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    279/499      4.32G    0.01225    0.01029   0.002884         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    279/499      4.32G    0.01225    0.01029   0.002884         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    279/499      4.32G    0.01222    0.01018   0.002884         52        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    279/499      4.32G    0.01222    0.01018   0.002884         52        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    279/499      4.32G    0.01216    0.01028   0.002836         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    279/499      4.32G    0.01216    0.01028   0.002836         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    279/499      4.32G    0.01221    0.01048   0.002893        100        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    279/499      4.32G    0.01221    0.01048   0.002893        100        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    279/499      4.32G    0.01223    0.01056   0.002861         84        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    279/499      4.32G    0.01223    0.01056   0.002861         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    279/499      4.32G    0.01225    0.01057   0.002918         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    279/499      4.32G    0.01225    0.01057   0.002918         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    279/499      4.32G    0.01225    0.01051   0.002872         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    279/499      4.32G    0.01225    0.01051   0.002872         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    279/499      4.32G    0.01232    0.01053   0.002852         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    279/499      4.32G    0.01232    0.01053   0.002852         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
    279/499      4.32G    0.01228    0.01057   0.002839         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
    279/499      4.32G    0.01228    0.01057   0.002839         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    279/499      4.32G    0.01222    0.01054   0.002789         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    279/499      4.32G    0.01222    0.01054   0.002789         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    279/499      4.32G    0.01223    0.01056   0.002794         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    279/499      4.32G    0.01223    0.01056   0.002794         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    279/499      4.32G    0.01221    0.01058   0.002738         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    279/499      4.32G    0.01221    0.01058   0.002738         77        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    279/499      4.32G    0.01221    0.01058   0.002748         81        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    279/499      4.32G    0.01221    0.01058   0.002748         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    279/499      4.32G    0.01218    0.01059   0.002701         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    279/499      4.32G    0.01218    0.01059   0.002701         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    279/499      4.32G    0.01216    0.01059   0.002674         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    279/499      4.32G    0.01216    0.01059   0.002674         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    279/499      4.32G     0.0122    0.01058   0.002654         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    279/499      4.32G     0.0122    0.01058   0.002654         80        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    279/499      4.32G    0.01223    0.01056   0.002647         63        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    279/499      4.32G    0.01223    0.01056   0.002647         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    279/499      4.32G    0.01229    0.01055   0.002636         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    279/499      4.32G    0.01229    0.01055   0.002636         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    279/499      4.32G    0.01231    0.01051   0.002649         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    279/499      4.32G    0.01231    0.01051   0.002649         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    279/499      4.32G    0.01236    0.01042   0.002615         26        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    279/499      4.32G    0.01236    0.01042   0.002615         26        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    279/499      4.32G    0.01236    0.01042   0.002615         26        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.921      0.882       0.92      0.789

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    280/499      4.32G    0.01303   0.009335   0.002146         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    280/499      4.32G    0.01303   0.009335   0.002146         71        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    280/499      4.32G    0.01289    0.01039   0.003137         69        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    280/499      4.32G    0.01289    0.01039   0.003137         69        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    280/499      4.32G     0.0128   0.009508   0.002351         67        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    280/499      4.32G     0.0128   0.009508   0.002351         67        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    280/499      4.32G    0.01222   0.009834    0.00217         95        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    280/499      4.32G    0.01222   0.009834    0.00217         95        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    280/499      4.32G    0.01253    0.01032   0.002308         84        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    280/499      4.32G    0.01253    0.01032   0.002308         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.45it/s]
    280/499      4.32G     0.0124   0.009995   0.002845         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.45it/s]
    280/499      4.32G     0.0124   0.009995   0.002845         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    280/499      4.32G    0.01233     0.0101   0.002665         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    280/499      4.32G    0.01233     0.0101   0.002665         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    280/499      4.32G     0.0123    0.01012    0.00249         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    280/499      4.32G     0.0123    0.01012    0.00249         70        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    280/499      4.32G    0.01227    0.01002   0.002522         71        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    280/499      4.32G    0.01227    0.01002   0.002522         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    280/499      4.32G     0.0123    0.01001   0.002334         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    280/499      4.32G     0.0123    0.01001   0.002334         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    280/499      4.32G    0.01225    0.01004   0.002372         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    280/499      4.32G    0.01225    0.01004   0.002372         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.43it/s]
    280/499      4.32G    0.01226    0.01012   0.002511         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.43it/s]
    280/499      4.32G    0.01226    0.01012   0.002511         79        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    280/499      4.32G    0.01218     0.0101   0.002537         72        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    280/499      4.32G    0.01218     0.0101   0.002537         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    280/499      4.32G    0.01205   0.009959   0.002461         62        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    280/499      4.32G    0.01205   0.009959   0.002461         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    280/499      4.32G    0.01206    0.01003   0.002423         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    280/499      4.32G    0.01206    0.01003   0.002423         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    280/499      4.32G    0.01215    0.01008   0.002373         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    280/499      4.32G    0.01215    0.01008   0.002373         81        640:  40%|####      | 16/40 [00:02<00:04,  5.31it/s]
    280/499      4.32G    0.01202    0.01016   0.002365         85        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    280/499      4.32G    0.01202    0.01016   0.002365         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    280/499      4.32G    0.01204    0.01019   0.002286         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    280/499      4.32G    0.01204    0.01019   0.002286         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    280/499      4.32G      0.012    0.01003   0.002539         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    280/499      4.32G      0.012    0.01003   0.002539         61        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    280/499      4.32G    0.01196    0.01005   0.002513         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    280/499      4.32G    0.01196    0.01005   0.002513         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    280/499      4.32G    0.01208    0.01017   0.002745         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    280/499      4.32G    0.01208    0.01017   0.002745         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.13it/s]
    280/499      4.32G    0.01214    0.01015   0.002683         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
    280/499      4.32G    0.01214    0.01015   0.002683         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    280/499      4.32G     0.0121    0.01011   0.002678         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    280/499      4.32G     0.0121    0.01011   0.002678         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    280/499      4.32G    0.01212     0.0101   0.002664         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    280/499      4.32G    0.01212     0.0101   0.002664         69        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    280/499      4.32G    0.01221    0.01026    0.00275         86        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    280/499      4.32G    0.01221    0.01026    0.00275         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    280/499      4.32G    0.01216    0.01021   0.002712         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    280/499      4.32G    0.01216    0.01021   0.002712         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    280/499      4.32G    0.01219    0.01021   0.002653         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    280/499      4.32G    0.01219    0.01021   0.002653         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    280/499      4.32G    0.01216    0.01015   0.002699         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    280/499      4.32G    0.01216    0.01015   0.002699         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    280/499      4.32G    0.01213    0.01018    0.00267         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    280/499      4.32G    0.01213    0.01018    0.00267         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    280/499      4.32G     0.0121     0.0102   0.002596         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    280/499      4.32G     0.0121     0.0102   0.002596         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    280/499      4.32G    0.01209    0.01012    0.00263         56        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    280/499      4.32G    0.01209    0.01012    0.00263         56        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    280/499      4.32G    0.01207    0.01016   0.002588         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    280/499      4.32G    0.01207    0.01016   0.002588         82        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    280/499      4.32G    0.01211    0.01015   0.002613         68        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    280/499      4.32G    0.01211    0.01015   0.002613         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.09it/s]
    280/499      4.32G    0.01219    0.01016   0.002574         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.09it/s]
    280/499      4.32G    0.01219    0.01016   0.002574         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    280/499      4.32G    0.01214    0.01013   0.002535         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    280/499      4.32G    0.01214    0.01013   0.002535         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    280/499      4.32G    0.01213    0.01011   0.002492         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    280/499      4.32G    0.01213    0.01011   0.002492         71        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    280/499      4.32G    0.01214    0.01014   0.002444         84        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    280/499      4.32G    0.01214    0.01014   0.002444         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    280/499      4.32G    0.01217    0.01009   0.002481         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    280/499      4.32G    0.01217    0.01009   0.002481         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    280/499      4.32G    0.01216     0.0101   0.002464         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    280/499      4.32G    0.01216     0.0101   0.002464         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    280/499      4.32G    0.01218     0.0101   0.002447         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    280/499      4.32G    0.01218     0.0101   0.002447         44        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    280/499      4.32G    0.01218     0.0101   0.002447         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.908      0.893      0.925      0.798

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    281/499      4.32G    0.01218    0.01297  0.0009309         86        640:   0%|          | 0/40 [00:00<?, ?it/s]
    281/499      4.32G    0.01218    0.01297  0.0009309         86        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    281/499      4.32G    0.01213    0.01052   0.001957         69        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    281/499      4.32G    0.01213    0.01052   0.001957         69        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    281/499      4.32G    0.01148    0.01001    0.00203         77        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    281/499      4.32G    0.01148    0.01001    0.00203         77        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    281/499      4.32G    0.01184     0.0104   0.002318         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    281/499      4.32G    0.01184     0.0104   0.002318         84        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    281/499      4.32G    0.01204    0.01052   0.002201         79        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    281/499      4.32G    0.01204    0.01052   0.002201         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    281/499      4.32G    0.01205    0.01044    0.00211         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    281/499      4.32G    0.01205    0.01044    0.00211         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    281/499      4.32G    0.01209    0.01052    0.00198         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    281/499      4.32G    0.01209    0.01052    0.00198         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    281/499      4.32G    0.01199    0.01043   0.001838         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    281/499      4.32G    0.01199    0.01043   0.001838         72        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    281/499      4.32G      0.012    0.01027   0.001991         58        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    281/499      4.32G      0.012    0.01027   0.001991         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    281/499      4.32G    0.01206    0.01006   0.002058         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    281/499      4.32G    0.01206    0.01006   0.002058         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    281/499      4.32G    0.01229    0.01012   0.002188         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    281/499      4.32G    0.01229    0.01012   0.002188         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    281/499      4.32G    0.01225    0.01025   0.002089         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    281/499      4.32G    0.01225    0.01025   0.002089         85        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    281/499      4.32G    0.01243    0.01028    0.00247         66        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    281/499      4.32G    0.01243    0.01028    0.00247         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    281/499      4.32G    0.01243    0.01017   0.002422         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    281/499      4.32G    0.01243    0.01017   0.002422         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    281/499      4.32G     0.0123    0.01007   0.002332         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    281/499      4.32G     0.0123    0.01007   0.002332         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    281/499      4.32G    0.01226    0.01008   0.002343         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    281/499      4.32G    0.01226    0.01008   0.002343         78        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    281/499      4.32G    0.01226    0.01016   0.002257         78        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    281/499      4.32G    0.01226    0.01016   0.002257         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    281/499      4.32G    0.01235     0.0102    0.00232         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    281/499      4.32G    0.01235     0.0102    0.00232         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    281/499      4.32G    0.01233    0.01033   0.002325         97        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    281/499      4.32G    0.01233    0.01033   0.002325         97        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    281/499      4.32G    0.01224    0.01024   0.002273         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    281/499      4.32G    0.01224    0.01024   0.002273         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    281/499      4.32G    0.01223    0.01026    0.00222         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    281/499      4.32G    0.01223    0.01026    0.00222         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    281/499      4.32G    0.01216    0.01029   0.002144         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    281/499      4.32G    0.01216    0.01029   0.002144         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    281/499      4.32G    0.01212    0.01024   0.002065         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    281/499      4.32G    0.01212    0.01024   0.002065         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.12it/s]
    281/499      4.32G    0.01222    0.01039   0.002062         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.12it/s]
    281/499      4.32G    0.01222    0.01039   0.002062         87        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    281/499      4.32G    0.01229    0.01039   0.002082         65        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    281/499      4.32G    0.01229    0.01039   0.002082         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    281/499      4.32G    0.01233    0.01039   0.002018         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    281/499      4.32G    0.01233    0.01039   0.002018         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.15it/s]
    281/499      4.32G    0.01238    0.01042   0.002129         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
    281/499      4.32G    0.01238    0.01042   0.002129         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    281/499      4.32G    0.01239    0.01052   0.002188        102        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    281/499      4.32G    0.01239    0.01052   0.002188        102        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    281/499      4.32G    0.01234     0.0105   0.002203         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    281/499      4.32G    0.01234     0.0105   0.002203         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    281/499      4.32G    0.01226    0.01047   0.002197         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    281/499      4.32G    0.01226    0.01047   0.002197         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    281/499      4.32G    0.01223    0.01052   0.002205         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    281/499      4.32G    0.01223    0.01052   0.002205         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    281/499      4.32G    0.01217    0.01047   0.002198         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    281/499      4.32G    0.01217    0.01047   0.002198         80        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    281/499      4.32G     0.0122    0.01053    0.00218         84        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    281/499      4.32G     0.0122    0.01053    0.00218         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    281/499      4.32G    0.01222    0.01053   0.002143         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    281/499      4.32G    0.01222    0.01053   0.002143         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    281/499      4.32G    0.01222    0.01054   0.002107         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    281/499      4.32G    0.01222    0.01054   0.002107         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    281/499      4.32G    0.01221    0.01048    0.00221         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    281/499      4.32G    0.01221    0.01048    0.00221         65        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    281/499      4.32G    0.01219    0.01052   0.002217         94        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    281/499      4.32G    0.01219    0.01052   0.002217         94        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    281/499      4.32G    0.01221     0.0105   0.002193         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    281/499      4.32G    0.01221     0.0105   0.002193         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    281/499      4.32G    0.01221    0.01047   0.002145         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
    281/499      4.32G    0.01221    0.01047   0.002145         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    281/499      4.32G    0.01221    0.01046   0.002267         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    281/499      4.32G    0.01221    0.01046   0.002267         36        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    281/499      4.32G    0.01221    0.01046   0.002267         36        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.926      0.862       0.92      0.796

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    282/499      4.32G    0.01159     0.0091   0.002592         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    282/499      4.32G    0.01159     0.0091   0.002592         71        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    282/499      4.32G    0.01274   0.009326   0.003292         71        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    282/499      4.32G    0.01274   0.009326   0.003292         71        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    282/499      4.32G    0.01318    0.01005   0.003317         79        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    282/499      4.32G    0.01318    0.01005   0.003317         79        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    282/499      4.32G    0.01376    0.01092   0.004463         81        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    282/499      4.32G    0.01376    0.01092   0.004463         81        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    282/499      4.32G    0.01344    0.01077   0.003932         71        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    282/499      4.32G    0.01344    0.01077   0.003932         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    282/499      4.32G    0.01325    0.01094   0.003426         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    282/499      4.32G    0.01325    0.01094   0.003426         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    282/499      4.32G    0.01313     0.0108   0.003092         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    282/499      4.32G    0.01313     0.0108   0.003092         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    282/499      4.32G    0.01307    0.01084   0.003656         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    282/499      4.32G    0.01307    0.01084   0.003656         79        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    282/499      4.32G     0.0132    0.01111   0.003485         78        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    282/499      4.32G     0.0132    0.01111   0.003485         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    282/499      4.32G    0.01307    0.01095   0.003444         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    282/499      4.32G    0.01307    0.01095   0.003444         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    282/499      4.32G    0.01298    0.01085   0.003196         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    282/499      4.32G    0.01298    0.01085   0.003196         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    282/499      4.32G    0.01299    0.01098   0.003055         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    282/499      4.32G    0.01299    0.01098   0.003055         90        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    282/499      4.32G     0.0129    0.01095   0.002856         78        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    282/499      4.32G     0.0129    0.01095   0.002856         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    282/499      4.32G    0.01296    0.01093   0.002939         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    282/499      4.32G    0.01296    0.01093   0.002939         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    282/499      4.32G    0.01289    0.01097   0.002898         93        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    282/499      4.32G    0.01289    0.01097   0.002898         93        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    282/499      4.32G    0.01283     0.0109   0.002744         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    282/499      4.32G    0.01283     0.0109   0.002744         74        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    282/499      4.32G    0.01276    0.01077   0.002804         68        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    282/499      4.32G    0.01276    0.01077   0.002804         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    282/499      4.32G    0.01281    0.01076   0.002844         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    282/499      4.32G    0.01281    0.01076   0.002844         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    282/499      4.32G    0.01273    0.01065   0.002798         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    282/499      4.32G    0.01273    0.01065   0.002798         61        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    282/499      4.32G    0.01264    0.01063   0.002898         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    282/499      4.32G    0.01264    0.01063   0.002898         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    282/499      4.32G    0.01268    0.01066   0.002797         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    282/499      4.32G    0.01268    0.01066   0.002797         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    282/499      4.32G    0.01263    0.01066   0.002775         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    282/499      4.32G    0.01263    0.01066   0.002775         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    282/499      4.32G    0.01263     0.0107    0.00282         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    282/499      4.32G    0.01263     0.0107    0.00282         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    282/499      4.32G    0.01261    0.01081   0.002855         94        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    282/499      4.32G    0.01261    0.01081   0.002855         94        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    282/499      4.32G    0.01264    0.01083   0.002851         81        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    282/499      4.32G    0.01264    0.01083   0.002851         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    282/499      4.32G    0.01264    0.01072    0.00276         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    282/499      4.32G    0.01264    0.01072    0.00276         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    282/499      4.32G     0.0126    0.01063    0.00267         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    282/499      4.32G     0.0126    0.01063    0.00267         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    282/499      4.32G    0.01255    0.01062   0.002595         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    282/499      4.32G    0.01255    0.01062   0.002595         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    282/499      4.32G    0.01256    0.01061   0.002656         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    282/499      4.32G    0.01256    0.01061   0.002656         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    282/499      4.32G    0.01258    0.01071   0.002644         95        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    282/499      4.32G    0.01258    0.01071   0.002644         95        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    282/499      4.32G    0.01255    0.01073   0.002598         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    282/499      4.32G    0.01255    0.01073   0.002598         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    282/499      4.32G    0.01255    0.01069   0.002566         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    282/499      4.32G    0.01255    0.01069   0.002566         70        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    282/499      4.32G    0.01252    0.01064   0.002658         67        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    282/499      4.32G    0.01252    0.01064   0.002658         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    282/499      4.32G    0.01246    0.01067     0.0026         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    282/499      4.32G    0.01246    0.01067     0.0026         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    282/499      4.32G    0.01246    0.01069   0.002617         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    282/499      4.32G    0.01246    0.01069   0.002617         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    282/499      4.32G    0.01247    0.01067   0.002675         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    282/499      4.32G    0.01247    0.01067   0.002675         74        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    282/499      4.32G    0.01243    0.01064   0.002614         76        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    282/499      4.32G    0.01243    0.01064   0.002614         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    282/499      4.32G    0.01243    0.01074   0.002624        108        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    282/499      4.32G    0.01243    0.01074   0.002624        108        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    282/499      4.32G    0.01239    0.01069   0.002603         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    282/499      4.32G    0.01239    0.01069   0.002603         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    282/499      4.32G    0.01237    0.01067   0.002565         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    282/499      4.32G    0.01237    0.01067   0.002565         37        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    282/499      4.32G    0.01237    0.01067   0.002565         37        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263       0.87      0.881      0.898      0.796

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    283/499      4.32G    0.01076   0.009779  0.0007503         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    283/499      4.32G    0.01076   0.009779  0.0007503         74        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    283/499      4.32G    0.01086     0.0108  0.0007652         85        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    283/499      4.32G    0.01086     0.0108  0.0007652         85        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    283/499      4.32G    0.01108    0.01075   0.001615         73        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    283/499      4.32G    0.01108    0.01075   0.001615         73        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    283/499      4.32G    0.01155    0.01056   0.002374         75        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    283/499      4.32G    0.01155    0.01056   0.002374         75        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    283/499      4.32G    0.01147    0.01051   0.002209         75        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    283/499      4.32G    0.01147    0.01051   0.002209         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    283/499      4.32G    0.01171    0.01057   0.002848         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    283/499      4.32G    0.01171    0.01057   0.002848         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    283/499      4.32G    0.01166    0.01031   0.003119         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    283/499      4.32G    0.01166    0.01031   0.003119         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    283/499      4.32G    0.01161    0.01012   0.003457         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    283/499      4.32G    0.01161    0.01012   0.003457         65        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    283/499      4.32G    0.01165     0.0103   0.003343         82        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    283/499      4.32G    0.01165     0.0103   0.003343         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    283/499      4.32G    0.01179    0.01018   0.003149         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    283/499      4.32G    0.01179    0.01018   0.003149         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    283/499      4.32G    0.01176    0.01015   0.003597         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    283/499      4.32G    0.01176    0.01015   0.003597         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    283/499      4.32G    0.01177    0.01019   0.003468         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    283/499      4.32G    0.01177    0.01019   0.003468         78        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    283/499      4.32G    0.01186    0.01018   0.003347         70        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    283/499      4.32G    0.01186    0.01018   0.003347         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    283/499      4.32G    0.01188     0.0103   0.003437         93        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    283/499      4.32G    0.01188     0.0103   0.003437         93        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    283/499      4.32G    0.01184    0.01026   0.003577         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    283/499      4.32G    0.01184    0.01026   0.003577         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
    283/499      4.32G     0.0118    0.01019   0.003394         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
    283/499      4.32G     0.0118    0.01019   0.003394         71        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    283/499      4.32G    0.01185    0.01029   0.003245         82        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    283/499      4.32G    0.01185    0.01029   0.003245         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    283/499      4.32G    0.01191    0.01045   0.003124         97        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    283/499      4.32G    0.01191    0.01045   0.003124         97        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    283/499      4.32G    0.01193    0.01034   0.003015         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    283/499      4.32G    0.01193    0.01034   0.003015         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    283/499      4.32G    0.01192    0.01035   0.002972         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    283/499      4.32G    0.01192    0.01035   0.002972         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    283/499      4.32G    0.01201    0.01042   0.002971         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    283/499      4.32G    0.01201    0.01042   0.002971         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    283/499      4.32G    0.01207    0.01046   0.003008         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    283/499      4.32G    0.01207    0.01046   0.003008         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    283/499      4.32G    0.01208    0.01048   0.002918         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    283/499      4.32G    0.01208    0.01048   0.002918         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    283/499      4.32G    0.01204    0.01042   0.002854         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    283/499      4.32G    0.01204    0.01042   0.002854         70        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    283/499      4.32G    0.01203    0.01051   0.002831         93        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    283/499      4.32G    0.01203    0.01051   0.002831         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    283/499      4.32G    0.01204    0.01054   0.002791         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    283/499      4.32G    0.01204    0.01054   0.002791         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    283/499      4.32G    0.01208    0.01053   0.002887         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    283/499      4.32G    0.01208    0.01053   0.002887         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    283/499      4.32G    0.01219    0.01061   0.002886         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    283/499      4.32G    0.01219    0.01061   0.002886         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    283/499      4.32G    0.01217     0.0106   0.002866         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    283/499      4.32G    0.01217     0.0106   0.002866         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    283/499      4.32G    0.01215    0.01054   0.002842         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    283/499      4.32G    0.01215    0.01054   0.002842         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    283/499      4.32G    0.01217    0.01055   0.002889         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    283/499      4.32G    0.01217    0.01055   0.002889         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    283/499      4.32G    0.01221    0.01059   0.002832         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    283/499      4.32G    0.01221    0.01059   0.002832         83        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    283/499      4.32G    0.01222    0.01064   0.002779         93        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    283/499      4.32G    0.01222    0.01064   0.002779         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    283/499      4.32G    0.01225     0.0107   0.002757         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    283/499      4.32G    0.01225     0.0107   0.002757         93        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    283/499      4.32G    0.01231    0.01069   0.002785         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    283/499      4.32G    0.01231    0.01069   0.002785         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    283/499      4.32G    0.01234    0.01071   0.002808         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    283/499      4.32G    0.01234    0.01071   0.002808         69        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    283/499      4.32G    0.01235    0.01074   0.002822         87        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
    283/499      4.32G    0.01235    0.01074   0.002822         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    283/499      4.32G    0.01237    0.01071   0.002844         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    283/499      4.32G    0.01237    0.01071   0.002844         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    283/499      4.32G    0.01242    0.01078    0.00294         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    283/499      4.32G    0.01242    0.01078    0.00294         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    283/499      4.32G    0.01244    0.01079   0.003072         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    283/499      4.32G    0.01244    0.01079   0.003072         45        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    283/499      4.32G    0.01244    0.01079   0.003072         45        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.871      0.857      0.898      0.783

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    284/499      4.32G    0.01513    0.01241   0.002975         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    284/499      4.32G    0.01513    0.01241   0.002975         77        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    284/499      4.32G    0.01427    0.01198   0.003868         81        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    284/499      4.32G    0.01427    0.01198   0.003868         81        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    284/499      4.32G    0.01365     0.0114   0.004336         59        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    284/499      4.32G    0.01365     0.0114   0.004336         59        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    284/499      4.32G     0.0133    0.01112   0.003866         87        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    284/499      4.32G     0.0133    0.01112   0.003866         87        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    284/499      4.32G    0.01315    0.01091   0.003986         71        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    284/499      4.32G    0.01315    0.01091   0.003986         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    284/499      4.32G    0.01269    0.01054    0.00346         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    284/499      4.32G    0.01269    0.01054    0.00346         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    284/499      4.32G    0.01264    0.01044   0.003158         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    284/499      4.32G    0.01264    0.01044   0.003158         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    284/499      4.32G    0.01263    0.01075   0.003472         95        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    284/499      4.32G    0.01263    0.01075   0.003472         95        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    284/499      4.32G    0.01264     0.0106   0.003701         70        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    284/499      4.32G    0.01264     0.0106   0.003701         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    284/499      4.32G    0.01238    0.01035   0.003483         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    284/499      4.32G    0.01238    0.01035   0.003483         58        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    284/499      4.32G    0.01221    0.01027   0.003339         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    284/499      4.32G    0.01221    0.01027   0.003339         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    284/499      4.32G    0.01213    0.01006   0.003112         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    284/499      4.32G    0.01213    0.01006   0.003112         58        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    284/499      4.32G     0.0123    0.01006   0.003047         67        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    284/499      4.32G     0.0123    0.01006   0.003047         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    284/499      4.32G    0.01231   0.009951    0.00307         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    284/499      4.32G    0.01231   0.009951    0.00307         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    284/499      4.32G    0.01233   0.009997   0.002963         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    284/499      4.32G    0.01233   0.009997   0.002963         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    284/499      4.32G    0.01232    0.00996   0.003024         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    284/499      4.32G    0.01232    0.00996   0.003024         68        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    284/499      4.32G    0.01233       0.01   0.002889         83        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    284/499      4.32G    0.01233       0.01   0.002889         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    284/499      4.32G    0.01243    0.01004   0.002984         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    284/499      4.32G    0.01243    0.01004   0.002984         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    284/499      4.32G    0.01231    0.01011   0.003114         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    284/499      4.32G    0.01231    0.01011   0.003114         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    284/499      4.32G    0.01227    0.01013     0.0031         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    284/499      4.32G    0.01227    0.01013     0.0031         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    284/499      4.32G    0.01231    0.01026   0.002999         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    284/499      4.32G    0.01231    0.01026   0.002999         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    284/499      4.32G    0.01243    0.01035   0.003154         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    284/499      4.32G    0.01243    0.01035   0.003154         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    284/499      4.32G    0.01245    0.01032   0.003239         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    284/499      4.32G    0.01245    0.01032   0.003239         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    284/499      4.32G    0.01246    0.01036   0.003178         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    284/499      4.32G    0.01246    0.01036   0.003178         80        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    284/499      4.32G    0.01243    0.01042   0.003358         93        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    284/499      4.32G    0.01243    0.01042   0.003358         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    284/499      4.32G    0.01238    0.01038   0.003288         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    284/499      4.32G    0.01238    0.01038   0.003288         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.13it/s]
    284/499      4.32G    0.01236    0.01042   0.003258         95        640:  65%|######5   | 26/40 [00:05<00:02,  5.13it/s]
    284/499      4.32G    0.01236    0.01042   0.003258         95        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    284/499      4.32G    0.01236    0.01049   0.003199         99        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    284/499      4.32G    0.01236    0.01049   0.003199         99        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    284/499      4.32G    0.01232    0.01048   0.003133         91        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    284/499      4.32G    0.01232    0.01048   0.003133         91        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    284/499      4.32G    0.01227     0.0105    0.00305         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    284/499      4.32G    0.01227     0.0105    0.00305         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    284/499      4.32G    0.01221     0.0105   0.003052         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    284/499      4.32G    0.01221     0.0105   0.003052         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    284/499      4.32G    0.01216    0.01045   0.002991         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    284/499      4.32G    0.01216    0.01045   0.002991         76        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    284/499      4.32G    0.01221     0.0105   0.003004         81        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    284/499      4.32G    0.01221     0.0105   0.003004         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    284/499      4.32G    0.01221    0.01049   0.003025         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    284/499      4.32G    0.01221    0.01049   0.003025         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    284/499      4.32G    0.01219    0.01048   0.003009         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    284/499      4.32G    0.01219    0.01048   0.003009         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    284/499      4.32G    0.01216    0.01046   0.003117         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    284/499      4.32G    0.01216    0.01046   0.003117         71        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    284/499      4.32G    0.01215    0.01049    0.00309         90        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    284/499      4.32G    0.01215    0.01049    0.00309         90        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
    284/499      4.32G    0.01216    0.01047   0.003046         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    284/499      4.32G    0.01216    0.01047   0.003046         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    284/499      4.32G    0.01215    0.01041   0.003113         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    284/499      4.32G    0.01215    0.01041   0.003113         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    284/499      4.32G    0.01216    0.01042   0.003151         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    284/499      4.32G    0.01216    0.01042   0.003151         46        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    284/499      4.32G    0.01216    0.01042   0.003151         46        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.886      0.882      0.908      0.794

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    285/499      4.32G    0.01312    0.01083   0.002016         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    285/499      4.32G    0.01312    0.01083   0.002016         76        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    285/499      4.32G    0.01322    0.01079   0.001724         70        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    285/499      4.32G    0.01322    0.01079   0.001724         70        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    285/499      4.32G    0.01305    0.01144   0.001671         92        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    285/499      4.32G    0.01305    0.01144   0.001671         92        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    285/499      4.32G    0.01266     0.0108   0.001965         66        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    285/499      4.32G    0.01266     0.0108   0.001965         66        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    285/499      4.32G    0.01315    0.01093   0.002411         78        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    285/499      4.32G    0.01315    0.01093   0.002411         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    285/499      4.32G    0.01329     0.0109   0.002518         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    285/499      4.32G    0.01329     0.0109   0.002518         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    285/499      4.32G    0.01339    0.01109   0.002887         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    285/499      4.32G    0.01339    0.01109   0.002887         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    285/499      4.32G    0.01337    0.01111   0.002926         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    285/499      4.32G    0.01337    0.01111   0.002926         74        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    285/499      4.32G    0.01318    0.01094   0.002908         67        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    285/499      4.32G    0.01318    0.01094   0.002908         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    285/499      4.32G    0.01326    0.01105   0.002998         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    285/499      4.32G    0.01326    0.01105   0.002998         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    285/499      4.32G    0.01315    0.01088   0.002868         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    285/499      4.32G    0.01315    0.01088   0.002868         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    285/499      4.32G    0.01308    0.01092   0.002979         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    285/499      4.32G    0.01308    0.01092   0.002979         84        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    285/499      4.32G    0.01316      0.011    0.00302         79        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    285/499      4.32G    0.01316      0.011    0.00302         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.15it/s]
    285/499      4.32G    0.01321    0.01124   0.002892         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.15it/s]
    285/499      4.32G    0.01321    0.01124   0.002892         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    285/499      4.32G    0.01313    0.01125   0.002924         91        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    285/499      4.32G    0.01313    0.01125   0.002924         91        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    285/499      4.32G    0.01312    0.01117   0.003035         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    285/499      4.32G    0.01312    0.01117   0.003035         70        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    285/499      4.32G    0.01307    0.01109   0.003031         75        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    285/499      4.32G    0.01307    0.01109   0.003031         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    285/499      4.32G    0.01295    0.01109   0.002915         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    285/499      4.32G    0.01295    0.01109   0.002915         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    285/499      4.32G    0.01298    0.01118   0.002954         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    285/499      4.32G    0.01298    0.01118   0.002954         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    285/499      4.32G    0.01288     0.0111   0.002914         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    285/499      4.32G    0.01288     0.0111   0.002914         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    285/499      4.32G    0.01283    0.01103   0.002951         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    285/499      4.32G    0.01283    0.01103   0.002951         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    285/499      4.32G    0.01285    0.01101   0.002964         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    285/499      4.32G    0.01285    0.01101   0.002964         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    285/499      4.32G     0.0128    0.01096   0.002969         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    285/499      4.32G     0.0128    0.01096   0.002969         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    285/499      4.32G    0.01282    0.01095   0.002989         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    285/499      4.32G    0.01282    0.01095   0.002989         73        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    285/499      4.32G    0.01289    0.01087   0.002957         65        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    285/499      4.32G    0.01289    0.01087   0.002957         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    285/499      4.32G    0.01292    0.01088   0.002872         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    285/499      4.32G    0.01292    0.01088   0.002872         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    285/499      4.32G    0.01284    0.01079   0.002811         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    285/499      4.32G    0.01284    0.01079   0.002811         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    285/499      4.32G    0.01287    0.01076   0.002871         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    285/499      4.32G    0.01287    0.01076   0.002871         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    285/499      4.32G    0.01285    0.01073   0.002856         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    285/499      4.32G    0.01285    0.01073   0.002856         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    285/499      4.32G    0.01284    0.01077   0.002808         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    285/499      4.32G    0.01284    0.01077   0.002808         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    285/499      4.32G     0.0128    0.01067   0.002839         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    285/499      4.32G     0.0128    0.01067   0.002839         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    285/499      4.32G    0.01278    0.01068   0.002811         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    285/499      4.32G    0.01278    0.01068   0.002811         73        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    285/499      4.32G    0.01277    0.01065   0.002824         64        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    285/499      4.32G    0.01277    0.01065   0.002824         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    285/499      4.32G    0.01275    0.01074    0.00277         98        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    285/499      4.32G    0.01275    0.01074    0.00277         98        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    285/499      4.32G    0.01278    0.01071   0.002837         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    285/499      4.32G    0.01278    0.01071   0.002837         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    285/499      4.32G    0.01273    0.01061   0.002768         51        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    285/499      4.32G    0.01273    0.01061   0.002768         51        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    285/499      4.32G    0.01275    0.01064   0.002723         77        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    285/499      4.32G    0.01275    0.01064   0.002723         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    285/499      4.32G     0.0128    0.01061    0.00267         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    285/499      4.32G     0.0128    0.01061    0.00267         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    285/499      4.32G    0.01282    0.01061   0.002661         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    285/499      4.32G    0.01282    0.01061   0.002661         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    285/499      4.32G    0.01287    0.01054   0.002611         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    285/499      4.32G    0.01287    0.01054   0.002611         30        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    285/499      4.32G    0.01287    0.01054   0.002611         30        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.907      0.851      0.904      0.785

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    286/499      4.32G    0.01297    0.01161   0.002381         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    286/499      4.32G    0.01297    0.01161   0.002381         75        640:   2%|2         | 1/40 [00:00<00:07,  5.22it/s]
    286/499      4.32G    0.01283    0.01041   0.001552         67        640:   2%|2         | 1/40 [00:00<00:07,  5.22it/s]
    286/499      4.32G    0.01283    0.01041   0.001552         67        640:   5%|5         | 2/40 [00:00<00:07,  5.37it/s]
    286/499      4.32G    0.01249    0.01142   0.001762         96        640:   5%|5         | 2/40 [00:00<00:07,  5.37it/s]
    286/499      4.32G    0.01249    0.01142   0.001762         96        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    286/499      4.32G    0.01238    0.01072    0.00208         63        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    286/499      4.32G    0.01238    0.01072    0.00208         63        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    286/499      4.32G    0.01237    0.01065   0.002079         68        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    286/499      4.32G    0.01237    0.01065   0.002079         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    286/499      4.32G    0.01243    0.01054   0.002685         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    286/499      4.32G    0.01243    0.01054   0.002685         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
    286/499      4.32G    0.01247    0.01061    0.00251         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
    286/499      4.32G    0.01247    0.01061    0.00251         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    286/499      4.32G    0.01251    0.01077   0.002966         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    286/499      4.32G    0.01251    0.01077   0.002966         85        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    286/499      4.32G    0.01231     0.0106   0.002764         71        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    286/499      4.32G    0.01231     0.0106   0.002764         71        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    286/499      4.32G     0.0122    0.01029   0.002582         63        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    286/499      4.32G     0.0122    0.01029   0.002582         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    286/499      4.32G    0.01228    0.01039   0.002594         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    286/499      4.32G    0.01228    0.01039   0.002594         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    286/499      4.32G    0.01246    0.01041   0.002474         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    286/499      4.32G    0.01246    0.01041   0.002474         72        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    286/499      4.32G    0.01244    0.01025   0.002357         70        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    286/499      4.32G    0.01244    0.01025   0.002357         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    286/499      4.32G    0.01248    0.01035   0.002302         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    286/499      4.32G    0.01248    0.01035   0.002302         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    286/499      4.32G    0.01254    0.01046   0.002259         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    286/499      4.32G    0.01254    0.01046   0.002259         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    286/499      4.32G    0.01238    0.01034   0.002177         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    286/499      4.32G    0.01238    0.01034   0.002177         76        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    286/499      4.32G    0.01233    0.01028    0.00212         71        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    286/499      4.32G    0.01233    0.01028    0.00212         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    286/499      4.32G    0.01243    0.01026   0.002341         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    286/499      4.32G    0.01243    0.01026   0.002341         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    286/499      4.32G    0.01243    0.01015   0.002457         57        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    286/499      4.32G    0.01243    0.01015   0.002457         57        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    286/499      4.32G    0.01234    0.01011   0.002421         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    286/499      4.32G    0.01234    0.01011   0.002421         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    286/499      4.32G    0.01226    0.01011   0.002421         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    286/499      4.32G    0.01226    0.01011   0.002421         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    286/499      4.32G    0.01219    0.01006   0.002338         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    286/499      4.32G    0.01219    0.01006   0.002338         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    286/499      4.32G     0.0122    0.01016   0.002258         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    286/499      4.32G     0.0122    0.01016   0.002258         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    286/499      4.32G    0.01217    0.01023   0.002404         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    286/499      4.32G    0.01217    0.01023   0.002404         89        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    286/499      4.32G    0.01218    0.01014   0.002404         59        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    286/499      4.32G    0.01218    0.01014   0.002404         59        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    286/499      4.32G    0.01223    0.01013   0.002347         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    286/499      4.32G    0.01223    0.01013   0.002347         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    286/499      4.32G    0.01229    0.01009   0.002393         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    286/499      4.32G    0.01229    0.01009   0.002393         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    286/499      4.32G    0.01226    0.01005    0.00232         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    286/499      4.32G    0.01226    0.01005    0.00232         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    286/499      4.32G    0.01225    0.01001   0.002368         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    286/499      4.32G    0.01225    0.01001   0.002368         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    286/499      4.32G    0.01225    0.01005   0.002332         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    286/499      4.32G    0.01225    0.01005   0.002332         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    286/499      4.32G    0.01227    0.01007   0.002379         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    286/499      4.32G    0.01227    0.01007   0.002379         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    286/499      4.32G    0.01227    0.01007   0.002392         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    286/499      4.32G    0.01227    0.01007   0.002392         78        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    286/499      4.32G    0.01225       0.01   0.002455         59        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    286/499      4.32G    0.01225       0.01   0.002455         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    286/499      4.32G    0.01225    0.01003   0.002426         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    286/499      4.32G    0.01225    0.01003   0.002426         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    286/499      4.32G    0.01225   0.009989   0.002388         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    286/499      4.32G    0.01225   0.009989   0.002388         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    286/499      4.32G    0.01224    0.00996   0.002444         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    286/499      4.32G    0.01224    0.00996   0.002444         68        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    286/499      4.32G    0.01217   0.009917   0.002388         65        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    286/499      4.32G    0.01217   0.009917   0.002388         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    286/499      4.32G    0.01222   0.009989   0.002389         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    286/499      4.32G    0.01222   0.009989   0.002389         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    286/499      4.32G    0.01222   0.009994   0.002446         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    286/499      4.32G    0.01222   0.009994   0.002446         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    286/499      4.32G    0.01221    0.01005   0.002394         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    286/499      4.32G    0.01221    0.01005   0.002394         44        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    286/499      4.32G    0.01221    0.01005   0.002394         44        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.883      0.856      0.888      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    287/499      4.32G    0.01218   0.009559  0.0007389         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
    287/499      4.32G    0.01218   0.009559  0.0007389         63        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    287/499      4.32G     0.0114   0.008771  0.0006296         55        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    287/499      4.32G     0.0114   0.008771  0.0006296         55        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    287/499      4.32G    0.01172   0.009377  0.0006422         68        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    287/499      4.32G    0.01172   0.009377  0.0006422         68        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    287/499      4.32G     0.0113   0.009551  0.0006424         75        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    287/499      4.32G     0.0113   0.009551  0.0006424         75        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    287/499      4.32G    0.01171   0.009537  0.0006924         61        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    287/499      4.32G    0.01171   0.009537  0.0006924         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    287/499      4.32G    0.01193   0.009613  0.0007479         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    287/499      4.32G    0.01193   0.009613  0.0007479         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    287/499      4.32G    0.01193   0.009567  0.0008851         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    287/499      4.32G    0.01193   0.009567  0.0008851         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    287/499      4.32G     0.0121   0.009634   0.001053         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    287/499      4.32G     0.0121   0.009634   0.001053         74        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    287/499      4.32G     0.0121   0.009442   0.001736         66        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    287/499      4.32G     0.0121   0.009442   0.001736         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    287/499      4.32G    0.01204   0.009729   0.001717         94        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    287/499      4.32G    0.01204   0.009729   0.001717         94        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    287/499      4.32G    0.01207   0.009889   0.001714         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    287/499      4.32G    0.01207   0.009889   0.001714         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    287/499      4.32G    0.01206   0.009979   0.001855         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    287/499      4.32G    0.01206   0.009979   0.001855         83        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    287/499      4.32G    0.01201   0.009994   0.001861         82        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    287/499      4.32G    0.01201   0.009994   0.001861         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    287/499      4.32G    0.01205    0.01008   0.001937         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    287/499      4.32G    0.01205    0.01008   0.001937         83        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    287/499      4.32G    0.01215     0.0101   0.002013         75        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    287/499      4.32G    0.01215     0.0101   0.002013         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    287/499      4.32G    0.01219    0.01003   0.002157         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    287/499      4.32G    0.01219    0.01003   0.002157         71        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    287/499      4.32G    0.01222    0.01007    0.00214         73        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    287/499      4.32G    0.01222    0.01007    0.00214         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    287/499      4.32G    0.01226    0.01013   0.002252         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    287/499      4.32G    0.01226    0.01013   0.002252         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    287/499      4.32G    0.01215    0.01009   0.002277         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    287/499      4.32G    0.01215    0.01009   0.002277         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    287/499      4.32G    0.01204    0.01005   0.002206         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    287/499      4.32G    0.01204    0.01005   0.002206         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    287/499      4.32G    0.01211    0.01012   0.002225         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    287/499      4.32G    0.01211    0.01012   0.002225         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    287/499      4.32G    0.01212    0.01019   0.002243         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    287/499      4.32G    0.01212    0.01019   0.002243         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    287/499      4.32G    0.01209    0.01023   0.002158         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    287/499      4.32G    0.01209    0.01023   0.002158         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    287/499      4.32G    0.01206     0.0104    0.00212        106        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    287/499      4.32G    0.01206     0.0104    0.00212        106        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    287/499      4.32G    0.01206    0.01037   0.002084         73        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    287/499      4.32G    0.01206    0.01037   0.002084         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    287/499      4.32G    0.01209    0.01041   0.002151         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    287/499      4.32G    0.01209    0.01041   0.002151         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.10it/s]
    287/499      4.32G    0.01211    0.01046   0.002191         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.10it/s]
    287/499      4.32G    0.01211    0.01046   0.002191         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    287/499      4.32G    0.01214    0.01046    0.00215         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    287/499      4.32G    0.01214    0.01046    0.00215         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    287/499      4.32G    0.01217    0.01044    0.00213         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    287/499      4.32G    0.01217    0.01044    0.00213         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.07it/s]
    287/499      4.32G    0.01215    0.01037   0.002225         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.07it/s]
    287/499      4.32G    0.01215    0.01037   0.002225         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    287/499      4.32G    0.01215    0.01035   0.002324         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    287/499      4.32G    0.01215    0.01035   0.002324         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    287/499      4.32G    0.01212    0.01032   0.002289         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    287/499      4.32G    0.01212    0.01032   0.002289         73        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    287/499      4.32G    0.01219    0.01027   0.002331         50        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    287/499      4.32G    0.01219    0.01027   0.002331         50        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    287/499      4.32G    0.01219    0.01029    0.00245         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    287/499      4.32G    0.01219    0.01029    0.00245         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    287/499      4.32G    0.01218    0.01029   0.002453         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    287/499      4.32G    0.01218    0.01029   0.002453         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    287/499      4.32G    0.01218    0.01035   0.002433         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    287/499      4.32G    0.01218    0.01035   0.002433         83        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    287/499      4.32G    0.01215    0.01036   0.002445         78        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    287/499      4.32G    0.01215    0.01036   0.002445         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    287/499      4.32G    0.01209    0.01035   0.002419         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    287/499      4.32G    0.01209    0.01035   0.002419         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    287/499      4.32G    0.01212    0.01032   0.002399         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    287/499      4.32G    0.01212    0.01032   0.002399         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    287/499      4.32G    0.01209    0.01036   0.002349         47        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    287/499      4.32G    0.01209    0.01036   0.002349         47        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    287/499      4.32G    0.01209    0.01036   0.002349         47        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.894      0.851      0.887      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    288/499      4.32G    0.01415    0.01075   0.001846         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    288/499      4.32G    0.01415    0.01075   0.001846         67        640:   2%|2         | 1/40 [00:00<00:08,  4.78it/s]
    288/499      4.32G    0.01364    0.01169   0.002733         77        640:   2%|2         | 1/40 [00:00<00:08,  4.78it/s]
    288/499      4.32G    0.01364    0.01169   0.002733         77        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    288/499      4.32G    0.01364    0.01145   0.003201         74        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    288/499      4.32G    0.01364    0.01145   0.003201         74        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    288/499      4.32G    0.01297    0.01077   0.002824         70        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    288/499      4.32G    0.01297    0.01077   0.002824         70        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    288/499      4.32G    0.01293    0.01089   0.002853         76        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    288/499      4.32G    0.01293    0.01089   0.002853         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    288/499      4.32G    0.01299    0.01075   0.002918         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    288/499      4.32G    0.01299    0.01075   0.002918         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    288/499      4.32G     0.0129    0.01066   0.002856         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    288/499      4.32G     0.0129    0.01066   0.002856         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    288/499      4.32G    0.01297    0.01089   0.003112         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    288/499      4.32G    0.01297    0.01089   0.003112         80        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    288/499      4.32G    0.01275    0.01059   0.002811         70        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    288/499      4.32G    0.01275    0.01059   0.002811         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    288/499      4.32G    0.01262    0.01054   0.002629         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    288/499      4.32G    0.01262    0.01054   0.002629         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    288/499      4.32G    0.01239    0.01029   0.002437         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    288/499      4.32G    0.01239    0.01029   0.002437         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    288/499      4.32G    0.01238    0.01016   0.002338         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    288/499      4.32G    0.01238    0.01016   0.002338         64        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    288/499      4.32G    0.01236    0.01033   0.002269         89        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    288/499      4.32G    0.01236    0.01033   0.002269         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    288/499      4.32G     0.0122    0.01035   0.002271         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    288/499      4.32G     0.0122    0.01035   0.002271         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    288/499      4.32G    0.01224    0.01042   0.002336         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    288/499      4.32G    0.01224    0.01042   0.002336         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    288/499      4.32G    0.01224    0.01035   0.002431         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    288/499      4.32G    0.01224    0.01035   0.002431         72        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    288/499      4.32G    0.01227    0.01021   0.002685         61        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    288/499      4.32G    0.01227    0.01021   0.002685         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    288/499      4.32G    0.01228     0.0102   0.002752         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    288/499      4.32G    0.01228     0.0102   0.002752         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    288/499      4.32G    0.01237    0.01021   0.002834         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    288/499      4.32G    0.01237    0.01021   0.002834         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    288/499      4.32G     0.0124    0.01036   0.002776         97        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    288/499      4.32G     0.0124    0.01036   0.002776         97        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    288/499      4.32G     0.0124    0.01044    0.00276         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    288/499      4.32G     0.0124    0.01044    0.00276         93        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    288/499      4.32G     0.0124    0.01032   0.002694         52        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    288/499      4.32G     0.0124    0.01032   0.002694         52        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    288/499      4.32G    0.01239    0.01039   0.002646         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    288/499      4.32G    0.01239    0.01039   0.002646         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    288/499      4.32G    0.01237    0.01041   0.002726         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    288/499      4.32G    0.01237    0.01041   0.002726         76        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    288/499      4.32G    0.01235    0.01029   0.002726         52        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    288/499      4.32G    0.01235    0.01029   0.002726         52        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    288/499      4.32G    0.01241    0.01023   0.002719         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    288/499      4.32G    0.01241    0.01023   0.002719         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    288/499      4.32G    0.01236    0.01021   0.002712         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    288/499      4.32G    0.01236    0.01021   0.002712         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    288/499      4.32G    0.01237    0.01028   0.002809         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    288/499      4.32G    0.01237    0.01028   0.002809         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    288/499      4.32G     0.0124    0.01021   0.002826         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    288/499      4.32G     0.0124    0.01021   0.002826         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    288/499      4.32G    0.01231    0.01014   0.002808         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    288/499      4.32G    0.01231    0.01014   0.002808         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    288/499      4.32G    0.01238    0.01012   0.002766         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    288/499      4.32G    0.01238    0.01012   0.002766         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    288/499      4.32G    0.01236    0.01012   0.002719         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    288/499      4.32G    0.01236    0.01012   0.002719         79        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    288/499      4.32G    0.01236    0.01017   0.002674         95        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    288/499      4.32G    0.01236    0.01017   0.002674         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    288/499      4.32G    0.01233    0.01018   0.002649         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    288/499      4.32G    0.01233    0.01018   0.002649         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    288/499      4.32G    0.01231    0.01019   0.002661         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    288/499      4.32G    0.01231    0.01019   0.002661         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    288/499      4.32G    0.01243    0.01022   0.002728         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    288/499      4.32G    0.01243    0.01022   0.002728         74        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    288/499      4.32G     0.0124    0.01023   0.002755         75        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    288/499      4.32G     0.0124    0.01023   0.002755         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    288/499      4.32G    0.01239     0.0102   0.002808         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    288/499      4.32G    0.01239     0.0102   0.002808         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    288/499      4.32G    0.01239    0.01023   0.002777         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    288/499      4.32G    0.01239    0.01023   0.002777         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    288/499      4.32G    0.01235     0.0102   0.002765         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    288/499      4.32G    0.01235     0.0102   0.002765         31        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    288/499      4.32G    0.01235     0.0102   0.002765         31        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.876      0.859      0.884      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    289/499      4.32G    0.01289    0.00964  0.0007017         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    289/499      4.32G    0.01289    0.00964  0.0007017         83        640:   2%|2         | 1/40 [00:00<00:07,  5.39it/s]
    289/499      4.32G    0.01315   0.009813   0.001142         72        640:   2%|2         | 1/40 [00:00<00:07,  5.39it/s]
    289/499      4.32G    0.01315   0.009813   0.001142         72        640:   5%|5         | 2/40 [00:00<00:06,  5.45it/s]
    289/499      4.32G    0.01284     0.0103   0.001588         68        640:   5%|5         | 2/40 [00:00<00:06,  5.45it/s]
    289/499      4.32G    0.01284     0.0103   0.001588         68        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    289/499      4.32G     0.0125   0.009838   0.001272         68        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    289/499      4.32G     0.0125   0.009838   0.001272         68        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    289/499      4.32G    0.01248   0.009778    0.00116         67        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    289/499      4.32G    0.01248   0.009778    0.00116         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    289/499      4.32G    0.01243    0.01025   0.001609         88        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    289/499      4.32G    0.01243    0.01025   0.001609         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    289/499      4.32G    0.01231    0.01015   0.001544         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    289/499      4.32G    0.01231    0.01015   0.001544         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    289/499      4.32G    0.01221   0.009947   0.001433         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    289/499      4.32G    0.01221   0.009947   0.001433         69        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    289/499      4.32G    0.01228   0.009984   0.001602         75        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    289/499      4.32G    0.01228   0.009984   0.001602         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    289/499      4.32G    0.01259   0.009961   0.001524         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    289/499      4.32G    0.01259   0.009961   0.001524         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    289/499      4.32G    0.01262   0.009976   0.001617         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    289/499      4.32G    0.01262   0.009976   0.001617         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    289/499      4.32G    0.01264    0.01006   0.001683         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    289/499      4.32G    0.01264    0.01006   0.001683         81        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    289/499      4.32G    0.01261    0.01017   0.001778         84        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    289/499      4.32G    0.01261    0.01017   0.001778         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    289/499      4.32G    0.01251    0.01018   0.001916         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    289/499      4.32G    0.01251    0.01018   0.001916         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    289/499      4.32G    0.01257    0.01013   0.001911         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    289/499      4.32G    0.01257    0.01013   0.001911         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    289/499      4.32G    0.01242    0.01019   0.001982         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    289/499      4.32G    0.01242    0.01019   0.001982         91        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    289/499      4.32G     0.0125    0.01016    0.00207         67        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    289/499      4.32G     0.0125    0.01016    0.00207         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    289/499      4.32G    0.01246    0.01012   0.002042         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    289/499      4.32G    0.01246    0.01012   0.002042         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    289/499      4.32G    0.01246     0.0101   0.002069         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    289/499      4.32G    0.01246     0.0101   0.002069         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    289/499      4.32G    0.01238    0.01006    0.00212         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    289/499      4.32G    0.01238    0.01006    0.00212         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    289/499      4.32G    0.01236    0.01013   0.002124         94        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    289/499      4.32G    0.01236    0.01013   0.002124         94        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    289/499      4.32G    0.01227   0.009999   0.002252         58        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    289/499      4.32G    0.01227   0.009999   0.002252         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    289/499      4.32G    0.01228   0.009983    0.00227         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    289/499      4.32G    0.01228   0.009983    0.00227         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    289/499      4.32G    0.01226   0.009908   0.002379         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    289/499      4.32G    0.01226   0.009908   0.002379         64        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    289/499      4.32G    0.01218   0.009976   0.002307         93        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    289/499      4.32G    0.01218   0.009976   0.002307         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    289/499      4.32G    0.01218   0.009957   0.002362         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    289/499      4.32G    0.01218   0.009957   0.002362         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    289/499      4.32G    0.01213   0.009877   0.002329         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    289/499      4.32G    0.01213   0.009877   0.002329         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    289/499      4.32G    0.01214   0.009941   0.002408         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    289/499      4.32G    0.01214   0.009941   0.002408         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    289/499      4.32G    0.01213     0.0099   0.002463         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    289/499      4.32G    0.01213     0.0099   0.002463         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    289/499      4.32G    0.01215   0.009816   0.002531         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    289/499      4.32G    0.01215   0.009816   0.002531         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    289/499      4.32G     0.0121   0.009762   0.002503         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    289/499      4.32G     0.0121   0.009762   0.002503         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    289/499      4.32G    0.01208   0.009755   0.002458         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    289/499      4.32G    0.01208   0.009755   0.002458         69        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    289/499      4.32G    0.01204   0.009726    0.00242         66        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    289/499      4.32G    0.01204   0.009726    0.00242         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    289/499      4.32G    0.01202   0.009693   0.002437         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    289/499      4.32G    0.01202   0.009693   0.002437         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    289/499      4.32G    0.01198   0.009685   0.002379         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    289/499      4.32G    0.01198   0.009685   0.002379         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    289/499      4.32G    0.01197   0.009713   0.002328         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    289/499      4.32G    0.01197   0.009713   0.002328         79        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    289/499      4.32G    0.01198   0.009759   0.002324         85        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    289/499      4.32G    0.01198   0.009759   0.002324         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    289/499      4.32G    0.01199   0.009765   0.002309         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    289/499      4.32G    0.01199   0.009765   0.002309         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    289/499      4.32G      0.012   0.009759   0.002265         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    289/499      4.32G      0.012   0.009759   0.002265         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    289/499      4.32G    0.01199   0.009822    0.00225         49        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    289/499      4.32G    0.01199   0.009822    0.00225         49        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    289/499      4.32G    0.01199   0.009822    0.00225         49        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.884      0.882      0.903      0.788

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    290/499      4.32G     0.0117    0.01112   0.003076         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    290/499      4.32G     0.0117    0.01112   0.003076         73        640:   2%|2         | 1/40 [00:00<00:07,  5.24it/s]
    290/499      4.32G    0.01104    0.01012   0.001976         77        640:   2%|2         | 1/40 [00:00<00:07,  5.24it/s]
    290/499      4.32G    0.01104    0.01012   0.001976         77        640:   5%|5         | 2/40 [00:00<00:07,  5.02it/s]
    290/499      4.32G    0.01094    0.01022   0.001746         74        640:   5%|5         | 2/40 [00:00<00:07,  5.02it/s]
    290/499      4.32G    0.01094    0.01022   0.001746         74        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    290/499      4.32G     0.0118    0.00973   0.003774         55        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    290/499      4.32G     0.0118    0.00973   0.003774         55        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    290/499      4.32G    0.01179   0.009564   0.003965         69        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    290/499      4.32G    0.01179   0.009564   0.003965         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    290/499      4.32G    0.01205   0.009738   0.003704         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    290/499      4.32G    0.01205   0.009738   0.003704         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    290/499      4.32G    0.01201    0.01013   0.003276         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    290/499      4.32G    0.01201    0.01013   0.003276         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    290/499      4.32G    0.01209    0.01033   0.002931         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    290/499      4.32G    0.01209    0.01033   0.002931         80        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    290/499      4.32G    0.01209    0.01033   0.002773         69        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    290/499      4.32G    0.01209    0.01033   0.002773         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    290/499      4.32G    0.01205    0.01022   0.002673         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    290/499      4.32G    0.01205    0.01022   0.002673         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    290/499      4.32G     0.0121     0.0104   0.002578         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    290/499      4.32G     0.0121     0.0104   0.002578         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    290/499      4.32G     0.0121    0.01048   0.002399         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    290/499      4.32G     0.0121    0.01048   0.002399         88        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    290/499      4.32G    0.01214    0.01055   0.002352         87        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    290/499      4.32G    0.01214    0.01055   0.002352         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    290/499      4.32G    0.01212    0.01043    0.00236         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    290/499      4.32G    0.01212    0.01043    0.00236         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    290/499      4.32G    0.01217    0.01041   0.002609         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    290/499      4.32G    0.01217    0.01041   0.002609         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    290/499      4.32G    0.01229    0.01038   0.002714         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    290/499      4.32G    0.01229    0.01038   0.002714         67        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    290/499      4.32G    0.01229    0.01036   0.002786         73        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    290/499      4.32G    0.01229    0.01036   0.002786         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
    290/499      4.32G    0.01229    0.01025   0.002689         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
    290/499      4.32G    0.01229    0.01025   0.002689         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    290/499      4.32G    0.01224    0.01016   0.002808         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    290/499      4.32G    0.01224    0.01016   0.002808         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    290/499      4.32G    0.01211    0.01002   0.002742         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    290/499      4.32G    0.01211    0.01002   0.002742         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    290/499      4.32G    0.01219    0.01003   0.002917         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    290/499      4.32G    0.01219    0.01003   0.002917         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    290/499      4.32G     0.0122    0.00989   0.002963         56        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    290/499      4.32G     0.0122    0.00989   0.002963         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    290/499      4.32G    0.01217   0.009843   0.002864         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    290/499      4.32G    0.01217   0.009843   0.002864         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    290/499      4.32G    0.01215   0.009934   0.002824         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    290/499      4.32G    0.01215   0.009934   0.002824         92        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    290/499      4.32G    0.01219   0.009927   0.002842         75        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    290/499      4.32G    0.01219   0.009927   0.002842         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    290/499      4.32G    0.01214   0.009925   0.002898         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    290/499      4.32G    0.01214   0.009925   0.002898         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    290/499      4.32G     0.0122   0.009958   0.002857         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    290/499      4.32G     0.0122   0.009958   0.002857         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    290/499      4.32G    0.01217   0.009892   0.002915         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    290/499      4.32G    0.01217   0.009892   0.002915         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    290/499      4.32G    0.01216   0.009977   0.002917         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    290/499      4.32G    0.01216   0.009977   0.002917         94        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    290/499      4.32G    0.01211   0.009987   0.002838         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    290/499      4.32G    0.01211   0.009987   0.002838         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    290/499      4.32G    0.01211       0.01   0.002826         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    290/499      4.32G    0.01211       0.01   0.002826         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    290/499      4.32G    0.01211    0.01001   0.002822         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    290/499      4.32G    0.01211    0.01001   0.002822         77        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    290/499      4.32G     0.0121    0.01012   0.002808         94        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    290/499      4.32G     0.0121    0.01012   0.002808         94        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    290/499      4.32G    0.01213    0.01016   0.002856         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    290/499      4.32G    0.01213    0.01016   0.002856         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    290/499      4.32G    0.01212    0.01015   0.002876         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    290/499      4.32G    0.01212    0.01015   0.002876         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    290/499      4.32G    0.01217    0.01016   0.002938         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    290/499      4.32G    0.01217    0.01016   0.002938         64        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    290/499      4.32G    0.01223    0.01017   0.003002         60        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    290/499      4.32G    0.01223    0.01017   0.003002         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    290/499      4.32G    0.01219    0.01016   0.002947         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    290/499      4.32G    0.01219    0.01016   0.002947         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    290/499      4.32G    0.01216    0.01018   0.002944         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    290/499      4.32G    0.01216    0.01018   0.002944         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    290/499      4.32G    0.01212     0.0102     0.0029         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    290/499      4.32G    0.01212     0.0102     0.0029         44        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    290/499      4.32G    0.01212     0.0102     0.0029         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.889      0.887      0.894      0.778

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    291/499      4.32G    0.01119     0.0093    0.00183         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    291/499      4.32G    0.01119     0.0093    0.00183         69        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    291/499      4.32G     0.0118    0.01042   0.002196         83        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
    291/499      4.32G     0.0118    0.01042   0.002196         83        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    291/499      4.32G    0.01179    0.01059   0.002005         81        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    291/499      4.32G    0.01179    0.01059   0.002005         81        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    291/499      4.32G    0.01227    0.01071    0.00262         76        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    291/499      4.32G    0.01227    0.01071    0.00262         76        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    291/499      4.32G     0.0122    0.01053   0.002946         65        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    291/499      4.32G     0.0122    0.01053   0.002946         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    291/499      4.32G    0.01184    0.01018   0.002563         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    291/499      4.32G    0.01184    0.01018   0.002563         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    291/499      4.32G    0.01192   0.009904   0.002334         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    291/499      4.32G    0.01192   0.009904   0.002334         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    291/499      4.32G    0.01186   0.009824    0.00228         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    291/499      4.32G    0.01186   0.009824    0.00228         75        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    291/499      4.32G    0.01182   0.009976     0.0022         72        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    291/499      4.32G    0.01182   0.009976     0.0022         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    291/499      4.32G    0.01178    0.01006   0.002169         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    291/499      4.32G    0.01178    0.01006   0.002169         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.15it/s]
    291/499      4.32G    0.01169   0.009992    0.00209         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.15it/s]
    291/499      4.32G    0.01169   0.009992    0.00209         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    291/499      4.32G    0.01161   0.009784   0.001949         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    291/499      4.32G    0.01161   0.009784   0.001949         58        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    291/499      4.32G    0.01169   0.009805   0.002042         70        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    291/499      4.32G    0.01169   0.009805   0.002042         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    291/499      4.32G    0.01189   0.009854   0.001977         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    291/499      4.32G    0.01189   0.009854   0.001977         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    291/499      4.32G    0.01192    0.01001    0.00192         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    291/499      4.32G    0.01192    0.01001    0.00192         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    291/499      4.32G    0.01189    0.01013   0.001886         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    291/499      4.32G    0.01189    0.01013   0.001886         85        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    291/499      4.32G    0.01184     0.0102   0.001817         86        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    291/499      4.32G    0.01184     0.0102   0.001817         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    291/499      4.32G    0.01182    0.01015   0.001806         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    291/499      4.32G    0.01182    0.01015   0.001806         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    291/499      4.32G    0.01185    0.01024   0.001832         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    291/499      4.32G    0.01185    0.01024   0.001832         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    291/499      4.32G    0.01179    0.01021   0.001828         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    291/499      4.32G    0.01179    0.01021   0.001828         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    291/499      4.32G     0.0118    0.01027   0.001891         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    291/499      4.32G     0.0118    0.01027   0.001891         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    291/499      4.32G    0.01182    0.01022   0.001885         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    291/499      4.32G    0.01182    0.01022   0.001885         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    291/499      4.32G     0.0119     0.0102   0.002047         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    291/499      4.32G     0.0119     0.0102   0.002047         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    291/499      4.32G    0.01199    0.01012   0.002252         53        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    291/499      4.32G    0.01199    0.01012   0.002252         53        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    291/499      4.32G      0.012    0.01016   0.002204         78        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    291/499      4.32G      0.012    0.01016   0.002204         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    291/499      4.32G    0.01203    0.01018   0.002168         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    291/499      4.32G    0.01203    0.01018   0.002168         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    291/499      4.32G    0.01204    0.01022   0.002144         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    291/499      4.32G    0.01204    0.01022   0.002144         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    291/499      4.32G    0.01206    0.01021   0.002111         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    291/499      4.32G    0.01206    0.01021   0.002111         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
    291/499      4.32G    0.01199    0.01014    0.00205         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
    291/499      4.32G    0.01199    0.01014    0.00205         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    291/499      4.32G    0.01195    0.01013   0.002064         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    291/499      4.32G    0.01195    0.01013   0.002064         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    291/499      4.32G    0.01195    0.01012   0.002074         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    291/499      4.32G    0.01195    0.01012   0.002074         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    291/499      4.32G    0.01195    0.01009   0.002054         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    291/499      4.32G    0.01195    0.01009   0.002054         76        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    291/499      4.32G    0.01196    0.01011   0.002005         79        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    291/499      4.32G    0.01196    0.01011   0.002005         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    291/499      4.32G    0.01194    0.01007   0.001994         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    291/499      4.32G    0.01194    0.01007   0.001994         57        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    291/499      4.32G    0.01191    0.01008   0.001955         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    291/499      4.32G    0.01191    0.01008   0.001955         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    291/499      4.32G    0.01198     0.0101   0.001977         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    291/499      4.32G    0.01198     0.0101   0.001977         79        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    291/499      4.32G    0.01205     0.0101   0.002073         67        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    291/499      4.32G    0.01205     0.0101   0.002073         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    291/499      4.32G    0.01204    0.01003   0.002177         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    291/499      4.32G    0.01204    0.01003   0.002177         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    291/499      4.32G    0.01205   0.009991   0.002154         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    291/499      4.32G    0.01205   0.009991   0.002154         61        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    291/499      4.32G    0.01202   0.009992   0.002119         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    291/499      4.32G    0.01202   0.009992   0.002119         46        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    291/499      4.32G    0.01202   0.009992   0.002119         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.871      0.856      0.876      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    292/499      4.32G    0.01247   0.009437   0.001011         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
    292/499      4.32G    0.01247   0.009437   0.001011         58        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    292/499      4.32G    0.01162   0.009897   0.001487         79        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    292/499      4.32G    0.01162   0.009897   0.001487         79        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    292/499      4.32G    0.01175    0.00954   0.001212         64        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    292/499      4.32G    0.01175    0.00954   0.001212         64        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    292/499      4.32G    0.01168   0.009905   0.001159         78        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    292/499      4.32G    0.01168   0.009905   0.001159         78        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    292/499      4.32G    0.01181    0.01017   0.001678         85        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    292/499      4.32G    0.01181    0.01017   0.001678         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    292/499      4.32G    0.01172   0.009741   0.001686         62        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    292/499      4.32G    0.01172   0.009741   0.001686         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    292/499      4.32G    0.01179     0.0098    0.00155         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    292/499      4.32G    0.01179     0.0098    0.00155         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    292/499      4.32G    0.01164   0.009751   0.001546         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    292/499      4.32G    0.01164   0.009751   0.001546         76        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    292/499      4.32G    0.01155   0.009756   0.001549         80        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    292/499      4.32G    0.01155   0.009756   0.001549         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    292/499      4.32G    0.01157   0.009687    0.00185         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    292/499      4.32G    0.01157   0.009687    0.00185         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    292/499      4.32G    0.01188   0.009638   0.002217         60        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    292/499      4.32G    0.01188   0.009638   0.002217         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    292/499      4.32G    0.01192   0.009655    0.00221         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    292/499      4.32G    0.01192   0.009655    0.00221         72        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    292/499      4.32G    0.01189   0.009769   0.002211         78        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    292/499      4.32G    0.01189   0.009769   0.002211         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    292/499      4.32G    0.01193   0.009955   0.002209         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    292/499      4.32G    0.01193   0.009955   0.002209         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    292/499      4.32G     0.0118   0.009836   0.002231         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    292/499      4.32G     0.0118   0.009836   0.002231         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    292/499      4.32G    0.01184   0.009903   0.002268         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    292/499      4.32G    0.01184   0.009903   0.002268         80        640:  40%|####      | 16/40 [00:02<00:04,  5.35it/s]
    292/499      4.32G    0.01177   0.009912   0.002199         86        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    292/499      4.32G    0.01177   0.009912   0.002199         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    292/499      4.32G    0.01172    0.00991   0.002143         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    292/499      4.32G    0.01172    0.00991   0.002143         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    292/499      4.32G    0.01173   0.009924    0.00208         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    292/499      4.32G    0.01173   0.009924    0.00208         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    292/499      4.32G    0.01172   0.009871   0.002018         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    292/499      4.32G    0.01172   0.009871   0.002018         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    292/499      4.32G    0.01174   0.009876   0.001943         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    292/499      4.32G    0.01174   0.009876   0.001943         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    292/499      4.32G    0.01168   0.009811   0.001959         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    292/499      4.32G    0.01168   0.009811   0.001959         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    292/499      4.32G    0.01169   0.009801   0.001915         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    292/499      4.32G    0.01169   0.009801   0.001915         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    292/499      4.32G     0.0118   0.009856   0.001967         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    292/499      4.32G     0.0118   0.009856   0.001967         74        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
    292/499      4.32G     0.0118   0.009798   0.002037         67        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
    292/499      4.32G     0.0118   0.009798   0.002037         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    292/499      4.32G    0.01178   0.009704   0.002123         54        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    292/499      4.32G    0.01178   0.009704   0.002123         54        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    292/499      4.32G    0.01179   0.009659   0.002093         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    292/499      4.32G    0.01179   0.009659   0.002093         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    292/499      4.32G    0.01176   0.009721   0.002198         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    292/499      4.32G    0.01176   0.009721   0.002198         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    292/499      4.32G    0.01176   0.009658   0.002213         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    292/499      4.32G    0.01176   0.009658   0.002213         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    292/499      4.32G    0.01178   0.009743   0.002292         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    292/499      4.32G    0.01178   0.009743   0.002292         93        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    292/499      4.32G    0.01176    0.00976   0.002309         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    292/499      4.32G    0.01176    0.00976   0.002309         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    292/499      4.32G    0.01177   0.009758   0.002287         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    292/499      4.32G    0.01177   0.009758   0.002287         76        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    292/499      4.32G    0.01178   0.009755    0.00228         75        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    292/499      4.32G    0.01178   0.009755    0.00228         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    292/499      4.32G     0.0118   0.009728   0.002418         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    292/499      4.32G     0.0118   0.009728   0.002418         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    292/499      4.32G     0.0118   0.009735    0.00238         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    292/499      4.32G     0.0118   0.009735    0.00238         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    292/499      4.32G    0.01187   0.009703   0.002371         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    292/499      4.32G    0.01187   0.009703   0.002371         64        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    292/499      4.32G    0.01196    0.00969   0.002412         59        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    292/499      4.32G    0.01196    0.00969   0.002412         59        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    292/499      4.32G    0.01197   0.009732   0.002405         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    292/499      4.32G    0.01197   0.009732   0.002405         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    292/499      4.32G    0.01201   0.009829   0.002377         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    292/499      4.32G    0.01201   0.009829   0.002377         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    292/499      4.32G    0.01205    0.01001   0.002413         54        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    292/499      4.32G    0.01205    0.01001   0.002413         54        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    292/499      4.32G    0.01205    0.01001   0.002413         54        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.856      0.845      0.885      0.777

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    293/499      4.32G    0.01234     0.0109   0.001908         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    293/499      4.32G    0.01234     0.0109   0.001908         83        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    293/499      4.32G     0.0132    0.01121   0.001933         81        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    293/499      4.32G     0.0132    0.01121   0.001933         81        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    293/499      4.32G    0.01262    0.01025   0.002223         67        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    293/499      4.32G    0.01262    0.01025   0.002223         67        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    293/499      4.32G     0.0124    0.01034   0.001852         82        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    293/499      4.32G     0.0124    0.01034   0.001852         82        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    293/499      4.32G    0.01231    0.01118   0.001762         86        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    293/499      4.32G    0.01231    0.01118   0.001762         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
    293/499      4.32G    0.01219    0.01081   0.001841         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
    293/499      4.32G    0.01219    0.01081   0.001841         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    293/499      4.32G    0.01205    0.01033    0.00165         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    293/499      4.32G    0.01205    0.01033    0.00165         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    293/499      4.32G    0.01202   0.009931   0.001511         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    293/499      4.32G    0.01202   0.009931   0.001511         59        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    293/499      4.32G    0.01188   0.009901   0.001506         82        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    293/499      4.32G    0.01188   0.009901   0.001506         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    293/499      4.32G    0.01179    0.00977   0.001611         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    293/499      4.32G    0.01179    0.00977   0.001611         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    293/499      4.32G    0.01192   0.009685   0.001858         60        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    293/499      4.32G    0.01192   0.009685   0.001858         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    293/499      4.32G    0.01182   0.009625   0.001897         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    293/499      4.32G    0.01182   0.009625   0.001897         71        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    293/499      4.32G    0.01191   0.009438   0.002169         48        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    293/499      4.32G    0.01191   0.009438   0.002169         48        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    293/499      4.32G    0.01208   0.009656   0.002175         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    293/499      4.32G    0.01208   0.009656   0.002175         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    293/499      4.32G    0.01204   0.009841   0.002188         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    293/499      4.32G    0.01204   0.009841   0.002188         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    293/499      4.32G    0.01215    0.01001   0.002192         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    293/499      4.32G    0.01215    0.01001   0.002192         88        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    293/499      4.32G    0.01233    0.01007   0.002383         73        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    293/499      4.32G    0.01233    0.01007   0.002383         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    293/499      4.32G    0.01238    0.01008   0.002363         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    293/499      4.32G    0.01238    0.01008   0.002363         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    293/499      4.32G    0.01245     0.0102   0.002325         89        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    293/499      4.32G    0.01245     0.0102   0.002325         89        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    293/499      4.32G    0.01242    0.01018   0.002362         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    293/499      4.32G    0.01242    0.01018   0.002362         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    293/499      4.32G     0.0124    0.01023   0.002377         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    293/499      4.32G     0.0124    0.01023   0.002377         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    293/499      4.32G    0.01236    0.01025   0.002409         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    293/499      4.32G    0.01236    0.01025   0.002409         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    293/499      4.32G    0.01238    0.01019   0.002337         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    293/499      4.32G    0.01238    0.01019   0.002337         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    293/499      4.32G     0.0124    0.01027   0.002446         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    293/499      4.32G     0.0124    0.01027   0.002446         80        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    293/499      4.32G    0.01237    0.01016     0.0024         60        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    293/499      4.32G    0.01237    0.01016     0.0024         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    293/499      4.32G    0.01238    0.01017   0.002381         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
    293/499      4.32G    0.01238    0.01017   0.002381         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    293/499      4.32G     0.0125    0.01019   0.002544         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    293/499      4.32G     0.0125    0.01019   0.002544         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    293/499      4.32G    0.01252    0.01025   0.002472         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    293/499      4.32G    0.01252    0.01025   0.002472         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    293/499      4.32G     0.0125    0.01024   0.002464         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    293/499      4.32G     0.0125    0.01024   0.002464         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    293/499      4.32G    0.01251    0.01021   0.002425         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    293/499      4.32G    0.01251    0.01021   0.002425         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    293/499      4.32G    0.01248    0.01024   0.002429         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    293/499      4.32G    0.01248    0.01024   0.002429         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
    293/499      4.32G    0.01248     0.0103    0.00242         88        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
    293/499      4.32G    0.01248     0.0103    0.00242         88        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    293/499      4.32G    0.01247    0.01027   0.002389         67        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    293/499      4.32G    0.01247    0.01027   0.002389         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    293/499      4.32G    0.01242    0.01019    0.00237         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    293/499      4.32G    0.01242    0.01019    0.00237         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    293/499      4.32G    0.01245    0.01014   0.002346         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    293/499      4.32G    0.01245    0.01014   0.002346         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    293/499      4.32G    0.01243    0.01015   0.002323         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    293/499      4.32G    0.01243    0.01015   0.002323         80        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    293/499      4.32G    0.01244    0.01008   0.002538         60        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    293/499      4.32G    0.01244    0.01008   0.002538         60        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    293/499      4.32G    0.01246    0.01014   0.002662         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    293/499      4.32G    0.01246    0.01014   0.002662         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    293/499      4.32G    0.01246    0.01015   0.002667         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    293/499      4.32G    0.01246    0.01015   0.002667         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    293/499      4.32G    0.01241    0.01012   0.002621         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    293/499      4.32G    0.01241    0.01012   0.002621         34        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    293/499      4.32G    0.01241    0.01012   0.002621         34        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.838      0.899      0.885      0.779

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    294/499      4.32G    0.01137    0.01167   0.002468         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    294/499      4.32G    0.01137    0.01167   0.002468         82        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    294/499      4.32G    0.01278    0.01085   0.002035         68        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    294/499      4.32G    0.01278    0.01085   0.002035         68        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    294/499      4.32G    0.01229    0.01079   0.001621         83        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    294/499      4.32G    0.01229    0.01079   0.001621         83        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    294/499      4.32G    0.01263    0.01038   0.001599         62        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    294/499      4.32G    0.01263    0.01038   0.001599         62        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    294/499      4.32G     0.0127     0.0106   0.001445         88        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    294/499      4.32G     0.0127     0.0106   0.001445         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    294/499      4.32G    0.01272    0.01064   0.002051         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    294/499      4.32G    0.01272    0.01064   0.002051         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    294/499      4.32G    0.01267    0.01066   0.002067         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    294/499      4.32G    0.01267    0.01066   0.002067         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    294/499      4.32G    0.01262    0.01048   0.002022         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    294/499      4.32G    0.01262    0.01048   0.002022         71        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    294/499      4.32G    0.01245    0.01038   0.001931         76        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    294/499      4.32G    0.01245    0.01038   0.001931         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    294/499      4.32G    0.01246    0.01039   0.001801         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    294/499      4.32G    0.01246    0.01039   0.001801         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    294/499      4.32G    0.01243    0.01025   0.001742         58        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    294/499      4.32G    0.01243    0.01025   0.001742         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    294/499      4.32G     0.0124    0.01032   0.001659         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    294/499      4.32G     0.0124    0.01032   0.001659         88        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    294/499      4.32G    0.01244    0.01027   0.001889         59        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    294/499      4.32G    0.01244    0.01027   0.001889         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    294/499      4.32G    0.01235    0.01022   0.001798         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    294/499      4.32G    0.01235    0.01022   0.001798         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    294/499      4.32G    0.01227    0.01024   0.001854         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    294/499      4.32G    0.01227    0.01024   0.001854         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.41it/s]
    294/499      4.32G    0.01239    0.01038   0.001925         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.41it/s]
    294/499      4.32G    0.01239    0.01038   0.001925         85        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    294/499      4.32G    0.01233    0.01036   0.001839         76        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    294/499      4.32G    0.01233    0.01036   0.001839         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    294/499      4.32G    0.01233    0.01046   0.001802         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    294/499      4.32G    0.01233    0.01046   0.001802         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    294/499      4.32G     0.0123    0.01047   0.001856         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    294/499      4.32G     0.0123    0.01047   0.001856         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    294/499      4.32G    0.01235    0.01048   0.002194         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    294/499      4.32G    0.01235    0.01048   0.002194         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    294/499      4.32G    0.01231    0.01046   0.002181         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    294/499      4.32G    0.01231    0.01046   0.002181         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    294/499      4.32G    0.01241    0.01038   0.002138         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    294/499      4.32G    0.01241    0.01038   0.002138         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    294/499      4.32G    0.01249    0.01052   0.002245         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    294/499      4.32G    0.01249    0.01052   0.002245         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    294/499      4.32G    0.01252    0.01064    0.00222        103        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    294/499      4.32G    0.01252    0.01064    0.00222        103        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    294/499      4.32G    0.01262    0.01065   0.002236         68        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    294/499      4.32G    0.01262    0.01065   0.002236         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    294/499      4.32G    0.01258    0.01059   0.002313         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    294/499      4.32G    0.01258    0.01059   0.002313         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    294/499      4.32G    0.01257    0.01064   0.002347         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    294/499      4.32G    0.01257    0.01064   0.002347         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    294/499      4.32G    0.01264    0.01072   0.002328         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    294/499      4.32G    0.01264    0.01072   0.002328         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
    294/499      4.32G    0.01258    0.01065   0.002342         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
    294/499      4.32G    0.01258    0.01065   0.002342         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    294/499      4.32G    0.01258    0.01062   0.002499         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    294/499      4.32G    0.01258    0.01062   0.002499         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    294/499      4.32G    0.01257     0.0106   0.002632         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    294/499      4.32G    0.01257     0.0106   0.002632         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    294/499      4.32G    0.01258    0.01056   0.002557         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    294/499      4.32G    0.01258    0.01056   0.002557         66        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    294/499      4.32G    0.01258    0.01052   0.002507         71        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    294/499      4.32G    0.01258    0.01052   0.002507         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    294/499      4.32G    0.01261    0.01058   0.002519         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    294/499      4.32G    0.01261    0.01058   0.002519         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    294/499      4.32G    0.01263    0.01057   0.002503         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    294/499      4.32G    0.01263    0.01057   0.002503         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    294/499      4.32G    0.01264    0.01058   0.002572         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    294/499      4.32G    0.01264    0.01058   0.002572         72        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    294/499      4.32G    0.01268    0.01065   0.002577         89        640:  90%|######### | 36/40 [00:07<00:00,  5.36it/s]
    294/499      4.32G    0.01268    0.01065   0.002577         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    294/499      4.32G    0.01267    0.01068   0.002529         92        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    294/499      4.32G    0.01267    0.01068   0.002529         92        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    294/499      4.32G    0.01269    0.01067   0.002576         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    294/499      4.32G    0.01269    0.01067   0.002576         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    294/499      4.32G     0.0127    0.01067   0.002527         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    294/499      4.32G     0.0127    0.01067   0.002527         38        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    294/499      4.32G     0.0127    0.01067   0.002527         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.852      0.878      0.906      0.801

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    295/499      4.32G    0.01033   0.008476   0.002142         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    295/499      4.32G    0.01033   0.008476   0.002142         68        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    295/499      4.32G    0.01218   0.009757   0.002435         65        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    295/499      4.32G    0.01218   0.009757   0.002435         65        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    295/499      4.32G    0.01216    0.01111   0.001997         98        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    295/499      4.32G    0.01216    0.01111   0.001997         98        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    295/499      4.32G    0.01195    0.01121   0.001851         87        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    295/499      4.32G    0.01195    0.01121   0.001851         87        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    295/499      4.32G    0.01186    0.01124   0.001695         89        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    295/499      4.32G    0.01186    0.01124   0.001695         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    295/499      4.32G    0.01191    0.01138    0.00175         90        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    295/499      4.32G    0.01191    0.01138    0.00175         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    295/499      4.32G    0.01209    0.01128   0.001825         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    295/499      4.32G    0.01209    0.01128   0.001825         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    295/499      4.32G    0.01211    0.01113   0.001772         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    295/499      4.32G    0.01211    0.01113   0.001772         79        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    295/499      4.32G    0.01203    0.01112   0.001682         83        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    295/499      4.32G    0.01203    0.01112   0.001682         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    295/499      4.32G      0.012    0.01095   0.001597         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    295/499      4.32G      0.012    0.01095   0.001597         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    295/499      4.32G    0.01208    0.01083   0.001697         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    295/499      4.32G    0.01208    0.01083   0.001697         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    295/499      4.32G    0.01203    0.01082   0.002008         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    295/499      4.32G    0.01203    0.01082   0.002008         81        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    295/499      4.32G    0.01204    0.01084   0.002023         87        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    295/499      4.32G    0.01204    0.01084   0.002023         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    295/499      4.32G    0.01206    0.01086   0.002038         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    295/499      4.32G    0.01206    0.01086   0.002038         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    295/499      4.32G    0.01205    0.01073   0.002133         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    295/499      4.32G    0.01205    0.01073   0.002133         57        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    295/499      4.32G    0.01215    0.01058    0.00231         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    295/499      4.32G    0.01215    0.01058    0.00231         65        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    295/499      4.32G    0.01222    0.01063   0.002364         73        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    295/499      4.32G    0.01222    0.01063   0.002364         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    295/499      4.32G     0.0122    0.01055   0.002398         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    295/499      4.32G     0.0122    0.01055   0.002398         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    295/499      4.32G    0.01218    0.01052   0.002385         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    295/499      4.32G    0.01218    0.01052   0.002385         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    295/499      4.32G    0.01226    0.01059   0.002434         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    295/499      4.32G    0.01226    0.01059   0.002434         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    295/499      4.32G    0.01226    0.01062   0.002542         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    295/499      4.32G    0.01226    0.01062   0.002542         88        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    295/499      4.32G    0.01224    0.01056   0.002557         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    295/499      4.32G    0.01224    0.01056   0.002557         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    295/499      4.32G    0.01231    0.01055     0.0025         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    295/499      4.32G    0.01231    0.01055     0.0025         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    295/499      4.32G    0.01227    0.01052   0.002538         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    295/499      4.32G    0.01227    0.01052   0.002538         74        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    295/499      4.32G    0.01236    0.01059   0.002479         75        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    295/499      4.32G    0.01236    0.01059   0.002479         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    295/499      4.32G    0.01237    0.01065   0.002492         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    295/499      4.32G    0.01237    0.01065   0.002492         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    295/499      4.32G     0.0124    0.01067   0.002519         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    295/499      4.32G     0.0124    0.01067   0.002519         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    295/499      4.32G    0.01246     0.0107   0.002513         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    295/499      4.32G    0.01246     0.0107   0.002513         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    295/499      4.32G    0.01249    0.01077   0.002501         95        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    295/499      4.32G    0.01249    0.01077   0.002501         95        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    295/499      4.32G    0.01244    0.01079   0.002445         91        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    295/499      4.32G    0.01244    0.01079   0.002445         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    295/499      4.32G    0.01248    0.01074   0.002423         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    295/499      4.32G    0.01248    0.01074   0.002423         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    295/499      4.32G    0.01253     0.0108   0.002482         85        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    295/499      4.32G    0.01253     0.0108   0.002482         85        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    295/499      4.32G    0.01252    0.01077   0.002425         76        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    295/499      4.32G    0.01252    0.01077   0.002425         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    295/499      4.32G    0.01252    0.01074   0.002507         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    295/499      4.32G    0.01252    0.01074   0.002507         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    295/499      4.32G    0.01252    0.01073   0.002511         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    295/499      4.32G    0.01252    0.01073   0.002511         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    295/499      4.32G    0.01251    0.01071   0.002526         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    295/499      4.32G    0.01251    0.01071   0.002526         69        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    295/499      4.32G    0.01253    0.01072   0.002581         77        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    295/499      4.32G    0.01253    0.01072   0.002581         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
    295/499      4.32G    0.01251    0.01068   0.002598         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
    295/499      4.32G    0.01251    0.01068   0.002598         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    295/499      4.32G    0.01251    0.01067   0.002654         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    295/499      4.32G    0.01251    0.01067   0.002654         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    295/499      4.32G    0.01256    0.01067   0.002668         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    295/499      4.32G    0.01256    0.01067   0.002668         41        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    295/499      4.32G    0.01256    0.01067   0.002668         41        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.856      0.861      0.866      0.753

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    296/499      4.32G     0.0125   0.008702   0.003967         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    296/499      4.32G     0.0125   0.008702   0.003967         68        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    296/499      4.32G    0.01247    0.00925   0.002974         72        640:   2%|2         | 1/40 [00:00<00:07,  5.43it/s]
    296/499      4.32G    0.01247    0.00925   0.002974         72        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    296/499      4.32G    0.01234   0.009502   0.002937         80        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    296/499      4.32G    0.01234   0.009502   0.002937         80        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    296/499      4.32G    0.01269   0.009341   0.002759         75        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    296/499      4.32G    0.01269   0.009341   0.002759         75        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    296/499      4.32G    0.01275   0.009865   0.003364         78        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    296/499      4.32G    0.01275   0.009865   0.003364         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    296/499      4.32G    0.01243   0.009449   0.003515         55        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    296/499      4.32G    0.01243   0.009449   0.003515         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    296/499      4.32G    0.01262   0.009345   0.003326         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    296/499      4.32G    0.01262   0.009345   0.003326         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    296/499      4.32G    0.01258   0.009213   0.003002         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    296/499      4.32G    0.01258   0.009213   0.003002         72        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    296/499      4.32G    0.01248   0.009386    0.00293         80        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    296/499      4.32G    0.01248   0.009386    0.00293         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    296/499      4.32G    0.01241   0.009427   0.002803         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    296/499      4.32G    0.01241   0.009427   0.002803         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    296/499      4.32G     0.0124   0.009533   0.002635         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    296/499      4.32G     0.0124   0.009533   0.002635         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    296/499      4.32G    0.01248   0.009492   0.002986         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    296/499      4.32G    0.01248   0.009492   0.002986         64        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    296/499      4.32G    0.01247   0.009456   0.002816         62        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    296/499      4.32G    0.01247   0.009456   0.002816         62        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    296/499      4.32G    0.01241   0.009531   0.002856         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    296/499      4.32G    0.01241   0.009531   0.002856         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    296/499      4.32G    0.01246   0.009536   0.002784         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    296/499      4.32G    0.01246   0.009536   0.002784         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    296/499      4.32G    0.01262   0.009428   0.002838         55        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    296/499      4.32G    0.01262   0.009428   0.002838         55        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    296/499      4.32G    0.01256   0.009473   0.003009         69        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    296/499      4.32G    0.01256   0.009473   0.003009         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    296/499      4.32G    0.01248   0.009462   0.002942         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    296/499      4.32G    0.01248   0.009462   0.002942         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    296/499      4.32G    0.01248   0.009588   0.002837         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    296/499      4.32G    0.01248   0.009588   0.002837         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    296/499      4.32G    0.01244   0.009567   0.002773         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    296/499      4.32G    0.01244   0.009567   0.002773         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    296/499      4.32G    0.01253    0.00963   0.002992         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    296/499      4.32G    0.01253    0.00963   0.002992         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    296/499      4.32G    0.01246   0.009631   0.003029         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    296/499      4.32G    0.01246   0.009631   0.003029         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    296/499      4.32G    0.01248   0.009671   0.003003         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    296/499      4.32G    0.01248   0.009671   0.003003         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    296/499      4.32G    0.01247    0.00972    0.00292         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    296/499      4.32G    0.01247    0.00972    0.00292         75        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    296/499      4.32G    0.01252   0.009761   0.003084         71        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    296/499      4.32G    0.01252   0.009761   0.003084         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    296/499      4.32G    0.01246   0.009744   0.003067         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    296/499      4.32G    0.01246   0.009744   0.003067         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    296/499      4.32G    0.01243   0.009709   0.002987         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    296/499      4.32G    0.01243   0.009709   0.002987         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    296/499      4.32G    0.01242    0.00968   0.002978         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    296/499      4.32G    0.01242    0.00968   0.002978         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    296/499      4.32G    0.01245   0.009749   0.002975         88        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    296/499      4.32G    0.01245   0.009749   0.002975         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    296/499      4.32G    0.01244   0.009843   0.002919         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    296/499      4.32G    0.01244   0.009843   0.002919         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    296/499      4.32G    0.01239   0.009812   0.002864         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    296/499      4.32G    0.01239   0.009812   0.002864         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    296/499      4.32G    0.01238   0.009878   0.002876         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    296/499      4.32G    0.01238   0.009878   0.002876         78        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    296/499      4.32G    0.01234   0.009852   0.002856         74        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    296/499      4.32G    0.01234   0.009852   0.002856         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    296/499      4.32G    0.01232   0.009879   0.002885         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    296/499      4.32G    0.01232   0.009879   0.002885         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    296/499      4.32G    0.01229   0.009913   0.002835         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    296/499      4.32G    0.01229   0.009913   0.002835         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.10it/s]
    296/499      4.32G    0.01234   0.009913   0.002819         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.10it/s]
    296/499      4.32G    0.01234   0.009913   0.002819         68        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    296/499      4.32G    0.01235    0.00993   0.002819         78        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    296/499      4.32G    0.01235    0.00993   0.002819         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    296/499      4.32G    0.01239   0.009983   0.002788         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    296/499      4.32G    0.01239   0.009983   0.002788         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    296/499      4.32G     0.0124    0.01004   0.002798         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    296/499      4.32G     0.0124    0.01004   0.002798         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    296/499      4.32G    0.01243    0.01008   0.002797         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    296/499      4.32G    0.01243    0.01008   0.002797         34        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    296/499      4.32G    0.01243    0.01008   0.002797         34        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263       0.86      0.863      0.885      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    297/499      4.32G    0.01145   0.008025   0.002547         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    297/499      4.32G    0.01145   0.008025   0.002547         69        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    297/499      4.32G    0.01279   0.009791   0.002364         75        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    297/499      4.32G    0.01279   0.009791   0.002364         75        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    297/499      4.32G    0.01255    0.01053   0.002351         91        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    297/499      4.32G    0.01255    0.01053   0.002351         91        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    297/499      4.32G    0.01255    0.01074   0.001988         87        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    297/499      4.32G    0.01255    0.01074   0.001988         87        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    297/499      4.32G    0.01262    0.01102   0.001765         78        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    297/499      4.32G    0.01262    0.01102   0.001765         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    297/499      4.32G    0.01268    0.01106   0.002234         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    297/499      4.32G    0.01268    0.01106   0.002234         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    297/499      4.32G    0.01256     0.0109   0.002052         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    297/499      4.32G    0.01256     0.0109   0.002052         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    297/499      4.32G    0.01243    0.01099   0.001951         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    297/499      4.32G    0.01243    0.01099   0.001951         90        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    297/499      4.32G    0.01256    0.01121    0.00191         80        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    297/499      4.32G    0.01256    0.01121    0.00191         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    297/499      4.32G    0.01256    0.01113   0.001967         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    297/499      4.32G    0.01256    0.01113   0.001967         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    297/499      4.32G     0.0124      0.011   0.001962         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    297/499      4.32G     0.0124      0.011   0.001962         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    297/499      4.32G     0.0125    0.01114   0.002022         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    297/499      4.32G     0.0125    0.01114   0.002022         93        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    297/499      4.32G    0.01263    0.01108   0.002073         73        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    297/499      4.32G    0.01263    0.01108   0.002073         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    297/499      4.32G    0.01263    0.01104   0.002331         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    297/499      4.32G    0.01263    0.01104   0.002331         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    297/499      4.32G    0.01265    0.01083   0.002482         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    297/499      4.32G    0.01265    0.01083   0.002482         57        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    297/499      4.32G    0.01265    0.01067   0.002407         59        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    297/499      4.32G    0.01265    0.01067   0.002407         59        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
    297/499      4.32G    0.01256    0.01075   0.002562         94        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
    297/499      4.32G    0.01256    0.01075   0.002562         94        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    297/499      4.32G    0.01249    0.01073   0.002473         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    297/499      4.32G    0.01249    0.01073   0.002473         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    297/499      4.32G    0.01254    0.01072   0.002458         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    297/499      4.32G    0.01254    0.01072   0.002458         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
    297/499      4.32G     0.0126    0.01066   0.002365         63        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
    297/499      4.32G     0.0126    0.01066   0.002365         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    297/499      4.32G    0.01256    0.01061   0.002284         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    297/499      4.32G    0.01256    0.01061   0.002284         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    297/499      4.32G    0.01256    0.01067   0.002203         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    297/499      4.32G    0.01256    0.01067   0.002203         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    297/499      4.32G    0.01253    0.01076   0.002163         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    297/499      4.32G    0.01253    0.01076   0.002163         90        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    297/499      4.32G    0.01246    0.01069   0.002185         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    297/499      4.32G    0.01246    0.01069   0.002185         73        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    297/499      4.32G    0.01246    0.01065   0.002179         73        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    297/499      4.32G    0.01246    0.01065   0.002179         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    297/499      4.32G    0.01251    0.01069   0.002354         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    297/499      4.32G    0.01251    0.01069   0.002354         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    297/499      4.32G    0.01255    0.01078   0.002382         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    297/499      4.32G    0.01255    0.01078   0.002382         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    297/499      4.32G    0.01253    0.01073   0.002336         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    297/499      4.32G    0.01253    0.01073   0.002336         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    297/499      4.32G    0.01257    0.01071   0.002454         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    297/499      4.32G    0.01257    0.01071   0.002454         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    297/499      4.32G    0.01255    0.01074   0.002481         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    297/499      4.32G    0.01255    0.01074   0.002481         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    297/499      4.32G    0.01253    0.01072    0.00267         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    297/499      4.32G    0.01253    0.01072    0.00267         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    297/499      4.32G    0.01253    0.01069   0.002732         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    297/499      4.32G    0.01253    0.01069   0.002732         66        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    297/499      4.32G     0.0125    0.01063   0.002678         74        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    297/499      4.32G     0.0125    0.01063   0.002678         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    297/499      4.32G    0.01246    0.01059   0.002611         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    297/499      4.32G    0.01246    0.01059   0.002611         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    297/499      4.32G     0.0125    0.01058   0.002631         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    297/499      4.32G     0.0125    0.01058   0.002631         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    297/499      4.32G    0.01249    0.01063    0.00269         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    297/499      4.32G    0.01249    0.01063    0.00269         92        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    297/499      4.32G    0.01245    0.01058   0.002624         71        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    297/499      4.32G    0.01245    0.01058   0.002624         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    297/499      4.32G    0.01247    0.01057   0.002569         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    297/499      4.32G    0.01247    0.01057   0.002569         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    297/499      4.32G    0.01243    0.01061   0.002544         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    297/499      4.32G    0.01243    0.01061   0.002544         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    297/499      4.32G     0.0124    0.01054    0.00254         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    297/499      4.32G     0.0124    0.01054    0.00254         32        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    297/499      4.32G     0.0124    0.01054    0.00254         32        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.846      0.886        0.9      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    298/499      4.32G     0.0125    0.01074     0.0027         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
    298/499      4.32G     0.0125    0.01074     0.0027         84        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    298/499      4.32G    0.01133   0.009387   0.001903         65        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    298/499      4.32G    0.01133   0.009387   0.001903         65        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    298/499      4.32G    0.01149   0.009043   0.003022         61        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    298/499      4.32G    0.01149   0.009043   0.003022         61        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    298/499      4.32G    0.01187    0.00933   0.003343         75        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
    298/499      4.32G    0.01187    0.00933   0.003343         75        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    298/499      4.32G    0.01199   0.009032   0.003223         65        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    298/499      4.32G    0.01199   0.009032   0.003223         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    298/499      4.32G    0.01185   0.009321   0.002885         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    298/499      4.32G    0.01185   0.009321   0.002885         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    298/499      4.32G    0.01196   0.009716   0.002909         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    298/499      4.32G    0.01196   0.009716   0.002909         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    298/499      4.32G    0.01193   0.009765   0.002674         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    298/499      4.32G    0.01193   0.009765   0.002674         76        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    298/499      4.32G    0.01209   0.009849   0.002774         80        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    298/499      4.32G    0.01209   0.009849   0.002774         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    298/499      4.32G    0.01196   0.009845   0.002603         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    298/499      4.32G    0.01196   0.009845   0.002603         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    298/499      4.32G     0.0119    0.00975   0.002509         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    298/499      4.32G     0.0119    0.00975   0.002509         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    298/499      4.32G     0.0119   0.009723   0.002406         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    298/499      4.32G     0.0119   0.009723   0.002406         77        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    298/499      4.32G    0.01181   0.009709   0.002592         70        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    298/499      4.32G    0.01181   0.009709   0.002592         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    298/499      4.32G    0.01178   0.009707   0.002532         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    298/499      4.32G    0.01178   0.009707   0.002532         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    298/499      4.32G    0.01186   0.009642   0.002543         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    298/499      4.32G    0.01186   0.009642   0.002543         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    298/499      4.32G    0.01193   0.009781    0.00248         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    298/499      4.32G    0.01193   0.009781    0.00248         87        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    298/499      4.32G     0.0119   0.009825   0.002632         84        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    298/499      4.32G     0.0119   0.009825   0.002632         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    298/499      4.32G     0.0119   0.009848    0.00254         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    298/499      4.32G     0.0119   0.009848    0.00254         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    298/499      4.32G    0.01201   0.009972   0.002458         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    298/499      4.32G    0.01201   0.009972   0.002458         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    298/499      4.32G    0.01205   0.009957   0.002405         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    298/499      4.32G    0.01205   0.009957   0.002405         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    298/499      4.32G    0.01203       0.01   0.002389         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    298/499      4.32G    0.01203       0.01   0.002389         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    298/499      4.32G    0.01202   0.009929   0.002475         55        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    298/499      4.32G    0.01202   0.009929   0.002475         55        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    298/499      4.32G    0.01198   0.009909   0.002579         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    298/499      4.32G    0.01198   0.009909   0.002579         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    298/499      4.32G    0.01194   0.009865   0.002566         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    298/499      4.32G    0.01194   0.009865   0.002566         63        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    298/499      4.32G    0.01191   0.009802   0.002628         68        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    298/499      4.32G    0.01191   0.009802   0.002628         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    298/499      4.32G    0.01196   0.009964   0.002698         95        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    298/499      4.32G    0.01196   0.009964   0.002698         95        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    298/499      4.32G      0.012   0.009907   0.002663         58        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    298/499      4.32G      0.012   0.009907   0.002663         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    298/499      4.32G    0.01197   0.009933   0.002632         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    298/499      4.32G    0.01197   0.009933   0.002632         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    298/499      4.32G    0.01194   0.009925    0.00261         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    298/499      4.32G    0.01194   0.009925    0.00261         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    298/499      4.32G     0.0119   0.009898   0.002604         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    298/499      4.32G     0.0119   0.009898   0.002604         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    298/499      4.32G    0.01187   0.009886   0.002594         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    298/499      4.32G    0.01187   0.009886   0.002594         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    298/499      4.32G    0.01184   0.009866   0.002556         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    298/499      4.32G    0.01184   0.009866   0.002556         72        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    298/499      4.32G    0.01195   0.009892   0.002602         63        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
    298/499      4.32G    0.01195   0.009892   0.002602         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    298/499      4.32G    0.01197   0.009878    0.00256         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    298/499      4.32G    0.01197   0.009878    0.00256         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    298/499      4.32G      0.012   0.009845   0.002523         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    298/499      4.32G      0.012   0.009845   0.002523         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    298/499      4.32G      0.012   0.009925   0.002502         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    298/499      4.32G      0.012   0.009925   0.002502         92        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    298/499      4.32G    0.01202   0.009916   0.002479         69        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    298/499      4.32G    0.01202   0.009916   0.002479         69        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
    298/499      4.32G    0.01211   0.009898   0.002493         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    298/499      4.32G    0.01211   0.009898   0.002493         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    298/499      4.32G    0.01214    0.00989   0.002471         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    298/499      4.32G    0.01214    0.00989   0.002471         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    298/499      4.32G    0.01215   0.009895   0.002448         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    298/499      4.32G    0.01215   0.009895   0.002448         33        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    298/499      4.32G    0.01215   0.009895   0.002448         33        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.849      0.891      0.891      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    299/499      4.32G    0.01125   0.008954  0.0006146         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    299/499      4.32G    0.01125   0.008954  0.0006146         73        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    299/499      4.32G    0.01136    0.01141   0.001224        107        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    299/499      4.32G    0.01136    0.01141   0.001224        107        640:   5%|5         | 2/40 [00:00<00:07,  4.99it/s]
    299/499      4.32G    0.01179    0.01084   0.001682         69        640:   5%|5         | 2/40 [00:00<00:07,  4.99it/s]
    299/499      4.32G    0.01179    0.01084   0.001682         69        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    299/499      4.32G    0.01183    0.01086   0.002137         84        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    299/499      4.32G    0.01183    0.01086   0.002137         84        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    299/499      4.32G    0.01212    0.01068      0.002         74        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    299/499      4.32G    0.01212    0.01068      0.002         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    299/499      4.32G    0.01213    0.01072    0.00179         86        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    299/499      4.32G    0.01213    0.01072    0.00179         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    299/499      4.32G    0.01189    0.01054   0.002019         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    299/499      4.32G    0.01189    0.01054   0.002019         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    299/499      4.32G    0.01193     0.0105   0.002118         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    299/499      4.32G    0.01193     0.0105   0.002118         70        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    299/499      4.32G    0.01191    0.01031   0.001932         75        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    299/499      4.32G    0.01191    0.01031   0.001932         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    299/499      4.32G    0.01201    0.01019   0.002213         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    299/499      4.32G    0.01201    0.01019   0.002213         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    299/499      4.32G    0.01189    0.01014   0.002041         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    299/499      4.32G    0.01189    0.01014   0.002041         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    299/499      4.32G    0.01198    0.01018   0.001948         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    299/499      4.32G    0.01198    0.01018   0.001948         75        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    299/499      4.32G    0.01204    0.01027   0.001927         86        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    299/499      4.32G    0.01204    0.01027   0.001927         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    299/499      4.32G    0.01205    0.01004   0.001848         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    299/499      4.32G    0.01205    0.01004   0.001848         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    299/499      4.32G    0.01193   0.009949   0.001788         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    299/499      4.32G    0.01193   0.009949   0.001788         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    299/499      4.32G    0.01185   0.009872   0.001728         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    299/499      4.32G    0.01185   0.009872   0.001728         69        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    299/499      4.32G    0.01186   0.009916   0.001838         75        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    299/499      4.32G    0.01186   0.009916   0.001838         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    299/499      4.32G    0.01182   0.009892   0.001896         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    299/499      4.32G    0.01182   0.009892   0.001896         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    299/499      4.32G    0.01181   0.009984   0.001863         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    299/499      4.32G    0.01181   0.009984   0.001863         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    299/499      4.32G    0.01175   0.009906   0.001829         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    299/499      4.32G    0.01175   0.009906   0.001829         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    299/499      4.32G    0.01176   0.009963   0.001854         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    299/499      4.32G    0.01176   0.009963   0.001854         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    299/499      4.32G    0.01178   0.009965    0.00195         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    299/499      4.32G    0.01178   0.009965    0.00195         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    299/499      4.32G    0.01176   0.009915   0.001904         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    299/499      4.32G    0.01176   0.009915   0.001904         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
    299/499      4.32G    0.01187   0.009819   0.001957         53        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
    299/499      4.32G    0.01187   0.009819   0.001957         53        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    299/499      4.32G     0.0118    0.00977   0.001895         72        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    299/499      4.32G     0.0118    0.00977   0.001895         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    299/499      4.32G     0.0118   0.009784   0.001833         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    299/499      4.32G     0.0118   0.009784   0.001833         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    299/499      4.32G    0.01178   0.009835   0.001799         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    299/499      4.32G    0.01178   0.009835   0.001799         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    299/499      4.32G     0.0118   0.009803   0.001762         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    299/499      4.32G     0.0118   0.009803   0.001762         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    299/499      4.32G    0.01175   0.009865   0.001854         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    299/499      4.32G    0.01175   0.009865   0.001854         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    299/499      4.32G    0.01174    0.00982   0.001814         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    299/499      4.32G    0.01174    0.00982   0.001814         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    299/499      4.32G    0.01171   0.009767   0.001791         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    299/499      4.32G    0.01171   0.009767   0.001791         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    299/499      4.32G    0.01173   0.009771   0.001779         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    299/499      4.32G    0.01173   0.009771   0.001779         78        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    299/499      4.32G    0.01175    0.00978   0.001789         73        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    299/499      4.32G    0.01175    0.00978   0.001789         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    299/499      4.32G     0.0118   0.009768   0.001869         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    299/499      4.32G     0.0118   0.009768   0.001869         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    299/499      4.32G    0.01183   0.009756   0.001836         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    299/499      4.32G    0.01183   0.009756   0.001836         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    299/499      4.32G    0.01181   0.009733   0.001834         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    299/499      4.32G    0.01181   0.009733   0.001834         71        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    299/499      4.32G    0.01178   0.009705   0.001818         77        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    299/499      4.32G    0.01178   0.009705   0.001818         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    299/499      4.32G    0.01177   0.009692   0.001813         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    299/499      4.32G    0.01177   0.009692   0.001813         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    299/499      4.32G    0.01177   0.009742   0.001828         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    299/499      4.32G    0.01177   0.009742   0.001828         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    299/499      4.32G    0.01177   0.009768   0.001839         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    299/499      4.32G    0.01177   0.009768   0.001839         45        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    299/499      4.32G    0.01177   0.009768   0.001839         45        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.857      0.892      0.884      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    300/499      4.32G    0.01142    0.01004   0.003183         86        640:   0%|          | 0/40 [00:00<?, ?it/s]
    300/499      4.32G    0.01142    0.01004   0.003183         86        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    300/499      4.32G    0.01194   0.009658   0.003119         70        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    300/499      4.32G    0.01194   0.009658   0.003119         70        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    300/499      4.32G    0.01245    0.01019   0.002727         81        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    300/499      4.32G    0.01245    0.01019   0.002727         81        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    300/499      4.32G    0.01243    0.01036   0.002245         82        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    300/499      4.32G    0.01243    0.01036   0.002245         82        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    300/499      4.32G    0.01255    0.01002    0.00294         64        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    300/499      4.32G    0.01255    0.01002    0.00294         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    300/499      4.32G    0.01235    0.01004   0.002682         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    300/499      4.32G    0.01235    0.01004   0.002682         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    300/499      4.32G    0.01207    0.00957   0.002467         53        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    300/499      4.32G    0.01207    0.00957   0.002467         53        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    300/499      4.32G    0.01211   0.009765   0.002389         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    300/499      4.32G    0.01211   0.009765   0.002389         80        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    300/499      4.32G    0.01213   0.009933   0.002228         71        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    300/499      4.32G    0.01213   0.009933   0.002228         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    300/499      4.32G    0.01206   0.009822    0.00216         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    300/499      4.32G    0.01206   0.009822    0.00216         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    300/499      4.32G    0.01209   0.009705   0.002108         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    300/499      4.32G    0.01209   0.009705   0.002108         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    300/499      4.32G      0.012   0.009496    0.00225         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    300/499      4.32G      0.012   0.009496    0.00225         58        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    300/499      4.32G    0.01205   0.009478   0.002199         73        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    300/499      4.32G    0.01205   0.009478   0.002199         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    300/499      4.32G    0.01202   0.009609   0.002158         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    300/499      4.32G    0.01202   0.009609   0.002158         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    300/499      4.32G    0.01194    0.00957   0.002097         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    300/499      4.32G    0.01194    0.00957   0.002097         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.40it/s]
    300/499      4.32G     0.0119   0.009631   0.002184         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.40it/s]
    300/499      4.32G     0.0119   0.009631   0.002184         82        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    300/499      4.32G    0.01206   0.009655   0.002132         74        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    300/499      4.32G    0.01206   0.009655   0.002132         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    300/499      4.32G    0.01208   0.009701   0.002108         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    300/499      4.32G    0.01208   0.009701   0.002108         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    300/499      4.32G    0.01213   0.009697   0.002099         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    300/499      4.32G    0.01213   0.009697   0.002099         62        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    300/499      4.32G    0.01207   0.009638    0.00216         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    300/499      4.32G    0.01207   0.009638    0.00216         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    300/499      4.32G    0.01199   0.009596   0.002114         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    300/499      4.32G    0.01199   0.009596   0.002114         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    300/499      4.32G    0.01196   0.009611   0.002056         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    300/499      4.32G    0.01196   0.009611   0.002056         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    300/499      4.32G    0.01203   0.009642   0.002143         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    300/499      4.32G    0.01203   0.009642   0.002143         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    300/499      4.32G    0.01208   0.009652    0.00232         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    300/499      4.32G    0.01208   0.009652    0.00232         80        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    300/499      4.32G    0.01217    0.00978   0.002396         88        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    300/499      4.32G    0.01217    0.00978   0.002396         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.13it/s]
    300/499      4.32G    0.01219   0.009778   0.002473         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.13it/s]
    300/499      4.32G    0.01219   0.009778   0.002473         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    300/499      4.32G    0.01221   0.009781    0.00252         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    300/499      4.32G    0.01221   0.009781    0.00252         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    300/499      4.32G     0.0122   0.009818   0.002465         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    300/499      4.32G     0.0122   0.009818   0.002465         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    300/499      4.32G     0.0122   0.009971   0.002444        103        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    300/499      4.32G     0.0122   0.009971   0.002444        103        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    300/499      4.32G    0.01215    0.01002   0.002429         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    300/499      4.32G    0.01215    0.01002   0.002429         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    300/499      4.32G    0.01215    0.01005    0.00237         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    300/499      4.32G    0.01215    0.01005    0.00237         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    300/499      4.32G     0.0122     0.0101   0.002451         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    300/499      4.32G     0.0122     0.0101   0.002451         75        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    300/499      4.32G    0.01218     0.0101   0.002422         81        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    300/499      4.32G    0.01218     0.0101   0.002422         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    300/499      4.32G    0.01217    0.01013    0.00238         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    300/499      4.32G    0.01217    0.01013    0.00238         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    300/499      4.32G    0.01215    0.01012   0.002365         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    300/499      4.32G    0.01215    0.01012   0.002365         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    300/499      4.32G    0.01218    0.01013   0.002348         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    300/499      4.32G    0.01218    0.01013   0.002348         69        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    300/499      4.32G    0.01217     0.0102   0.002332         89        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    300/499      4.32G    0.01217     0.0102   0.002332         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    300/499      4.32G    0.01215    0.01017   0.002311         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    300/499      4.32G    0.01215    0.01017   0.002311         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    300/499      4.32G    0.01214    0.01014   0.002307         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    300/499      4.32G    0.01214    0.01014   0.002307         60        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    300/499      4.32G    0.01206    0.01006   0.002263         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    300/499      4.32G    0.01206    0.01006   0.002263         29        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    300/499      4.32G    0.01206    0.01006   0.002263         29        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.895       0.89       0.92      0.795

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    301/499      4.32G    0.01194    0.01063   0.001633         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    301/499      4.32G    0.01194    0.01063   0.001633         78        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    301/499      4.32G    0.01155    0.01054   0.001938         89        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    301/499      4.32G    0.01155    0.01054   0.001938         89        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
    301/499      4.32G    0.01164    0.01026   0.002623         70        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
    301/499      4.32G    0.01164    0.01026   0.002623         70        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    301/499      4.32G    0.01164    0.01018   0.002319         73        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    301/499      4.32G    0.01164    0.01018   0.002319         73        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    301/499      4.32G    0.01172   0.009755   0.002087         71        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    301/499      4.32G    0.01172   0.009755   0.002087         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.43it/s]
    301/499      4.32G    0.01169    0.00982    0.00187         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.43it/s]
    301/499      4.32G    0.01169    0.00982    0.00187         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    301/499      4.32G    0.01188    0.01024   0.001891         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    301/499      4.32G    0.01188    0.01024   0.001891         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    301/499      4.32G    0.01207    0.01034   0.001875         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    301/499      4.32G    0.01207    0.01034   0.001875         76        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    301/499      4.32G    0.01189    0.01027    0.00216         75        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    301/499      4.32G    0.01189    0.01027    0.00216         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    301/499      4.32G    0.01189    0.01023   0.002546         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    301/499      4.32G    0.01189    0.01023   0.002546         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    301/499      4.32G    0.01187     0.0104   0.002373         90        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    301/499      4.32G    0.01187     0.0104   0.002373         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    301/499      4.32G    0.01185    0.01038   0.002529         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    301/499      4.32G    0.01185    0.01038   0.002529         81        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    301/499      4.32G    0.01192    0.01036   0.002396         76        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    301/499      4.32G    0.01192    0.01036   0.002396         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    301/499      4.32G    0.01191    0.01041   0.002263         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    301/499      4.32G    0.01191    0.01041   0.002263         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    301/499      4.32G    0.01192    0.01039   0.002342         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    301/499      4.32G    0.01192    0.01039   0.002342         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    301/499      4.32G    0.01202     0.0103   0.002355         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    301/499      4.32G    0.01202     0.0103   0.002355         65        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    301/499      4.32G    0.01201     0.0103   0.002358         82        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    301/499      4.32G    0.01201     0.0103   0.002358         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    301/499      4.32G    0.01197     0.0102   0.002282         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    301/499      4.32G    0.01197     0.0102   0.002282         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    301/499      4.32G     0.0119    0.01019   0.002274         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    301/499      4.32G     0.0119    0.01019   0.002274         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    301/499      4.32G    0.01191    0.01016   0.002243         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    301/499      4.32G    0.01191    0.01016   0.002243         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    301/499      4.32G    0.01195    0.01011   0.002235         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    301/499      4.32G    0.01195    0.01011   0.002235         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    301/499      4.32G    0.01195    0.01013   0.002217         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    301/499      4.32G    0.01195    0.01013   0.002217         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    301/499      4.32G     0.0121    0.01014    0.00229         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    301/499      4.32G     0.0121    0.01014    0.00229         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    301/499      4.32G    0.01203    0.01014   0.002235         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    301/499      4.32G    0.01203    0.01014   0.002235         82        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    301/499      4.32G    0.01198    0.01019   0.002202         87        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    301/499      4.32G    0.01198    0.01019   0.002202         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    301/499      4.32G    0.01195    0.01023   0.002194         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    301/499      4.32G    0.01195    0.01023   0.002194         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    301/499      4.32G    0.01193    0.01018   0.002148         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    301/499      4.32G    0.01193    0.01018   0.002148         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    301/499      4.32G     0.0119    0.01011   0.002083         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    301/499      4.32G     0.0119    0.01011   0.002083         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    301/499      4.32G    0.01189    0.01009   0.002096         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    301/499      4.32G    0.01189    0.01009   0.002096         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    301/499      4.32G    0.01192    0.01013   0.002063         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    301/499      4.32G    0.01192    0.01013   0.002063         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    301/499      4.32G    0.01194    0.01005   0.002081         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    301/499      4.32G    0.01194    0.01005   0.002081         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    301/499      4.32G    0.01194    0.01007   0.002133         88        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    301/499      4.32G    0.01194    0.01007   0.002133         88        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    301/499      4.32G    0.01195    0.01001   0.002097         64        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    301/499      4.32G    0.01195    0.01001   0.002097         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    301/499      4.32G    0.01194   0.009995   0.002105         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    301/499      4.32G    0.01194   0.009995   0.002105         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    301/499      4.32G    0.01189   0.009968   0.002083         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    301/499      4.32G    0.01189   0.009968   0.002083         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    301/499      4.32G    0.01189   0.009954   0.002074         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    301/499      4.32G    0.01189   0.009954   0.002074         77        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    301/499      4.32G    0.01187    0.00997    0.00209         89        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    301/499      4.32G    0.01187    0.00997    0.00209         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    301/499      4.32G    0.01191    0.00997   0.002061         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    301/499      4.32G    0.01191    0.00997   0.002061         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    301/499      4.32G     0.0119   0.009991    0.00202         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    301/499      4.32G     0.0119   0.009991    0.00202         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    301/499      4.32G    0.01189    0.01006   0.001981         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    301/499      4.32G    0.01189    0.01006   0.001981         46        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    301/499      4.32G    0.01189    0.01006   0.001981         46        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.815      0.917      0.902      0.795

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    302/499      4.32G    0.01242    0.00935   0.001544         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
    302/499      4.32G    0.01242    0.00935   0.001544         65        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    302/499      4.32G    0.01125   0.008911  0.0009591         64        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    302/499      4.32G    0.01125   0.008911  0.0009591         64        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    302/499      4.32G    0.01123   0.009149   0.002252         81        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    302/499      4.32G    0.01123   0.009149   0.002252         81        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    302/499      4.32G     0.0111   0.008824   0.001909         63        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    302/499      4.32G     0.0111   0.008824   0.001909         63        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    302/499      4.32G    0.01092   0.008651   0.001593         61        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    302/499      4.32G    0.01092   0.008651   0.001593         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    302/499      4.32G    0.01096   0.008954   0.001459         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    302/499      4.32G    0.01096   0.008954   0.001459         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    302/499      4.32G    0.01094    0.00894   0.001389         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    302/499      4.32G    0.01094    0.00894   0.001389         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    302/499      4.32G    0.01106   0.009375   0.001771         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    302/499      4.32G    0.01106   0.009375   0.001771         90        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    302/499      4.32G    0.01123   0.009642   0.001717         80        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    302/499      4.32G    0.01123   0.009642   0.001717         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    302/499      4.32G    0.01138    0.00973    0.00172         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    302/499      4.32G    0.01138    0.00973    0.00172         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    302/499      4.32G    0.01142   0.009784   0.001976         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    302/499      4.32G    0.01142   0.009784   0.001976         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    302/499      4.32G    0.01146     0.0102   0.002043         99        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    302/499      4.32G    0.01146     0.0102   0.002043         99        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    302/499      4.32G    0.01143    0.01046   0.002253         95        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    302/499      4.32G    0.01143    0.01046   0.002253         95        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    302/499      4.32G    0.01151    0.01027   0.002485         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    302/499      4.32G    0.01151    0.01027   0.002485         56        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    302/499      4.32G    0.01161     0.0104   0.002391         93        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    302/499      4.32G    0.01161     0.0104   0.002391         93        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    302/499      4.32G    0.01162    0.01043   0.002423         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    302/499      4.32G    0.01162    0.01043   0.002423         81        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    302/499      4.32G    0.01169    0.01052   0.002415         84        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    302/499      4.32G    0.01169    0.01052   0.002415         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    302/499      4.32G    0.01163    0.01035   0.002305         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    302/499      4.32G    0.01163    0.01035   0.002305         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    302/499      4.32G    0.01165    0.01035   0.002271         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    302/499      4.32G    0.01165    0.01035   0.002271         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    302/499      4.32G    0.01163    0.01027    0.00223         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    302/499      4.32G    0.01163    0.01027    0.00223         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    302/499      4.32G    0.01168    0.01033   0.002248         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    302/499      4.32G    0.01168    0.01033   0.002248         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    302/499      4.32G    0.01166    0.01038   0.002392         97        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    302/499      4.32G    0.01166    0.01038   0.002392         97        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    302/499      4.32G     0.0117    0.01039   0.002467         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    302/499      4.32G     0.0117    0.01039   0.002467         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    302/499      4.32G    0.01182    0.01038   0.002441         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    302/499      4.32G    0.01182    0.01038   0.002441         74        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    302/499      4.32G    0.01176    0.01027   0.002452         67        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    302/499      4.32G    0.01176    0.01027   0.002452         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    302/499      4.32G    0.01175    0.01027   0.002399         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    302/499      4.32G    0.01175    0.01027   0.002399         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    302/499      4.32G    0.01171     0.0102   0.002358         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    302/499      4.32G    0.01171     0.0102   0.002358         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    302/499      4.32G    0.01167    0.01015   0.002358         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    302/499      4.32G    0.01167    0.01015   0.002358         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    302/499      4.32G    0.01163    0.01014   0.002317         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    302/499      4.32G    0.01163    0.01014   0.002317         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    302/499      4.32G    0.01164    0.01015   0.002263         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    302/499      4.32G    0.01164    0.01015   0.002263         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    302/499      4.32G    0.01169    0.01018   0.002242         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    302/499      4.32G    0.01169    0.01018   0.002242         90        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    302/499      4.32G     0.0117    0.01015   0.002191         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    302/499      4.32G     0.0117    0.01015   0.002191         70        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
    302/499      4.32G     0.0117    0.01019   0.002154         88        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
    302/499      4.32G     0.0117    0.01019   0.002154         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    302/499      4.32G    0.01174    0.01025   0.002171         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    302/499      4.32G    0.01174    0.01025   0.002171         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    302/499      4.32G    0.01173    0.01033   0.002139         99        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    302/499      4.32G    0.01173    0.01033   0.002139         99        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    302/499      4.32G    0.01175    0.01036   0.002099         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    302/499      4.32G    0.01175    0.01036   0.002099         85        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    302/499      4.32G    0.01173    0.01037   0.002086         83        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    302/499      4.32G    0.01173    0.01037   0.002086         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    302/499      4.32G    0.01176    0.01038   0.002169         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    302/499      4.32G    0.01176    0.01038   0.002169         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    302/499      4.32G    0.01175    0.01043   0.002201         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    302/499      4.32G    0.01175    0.01043   0.002201         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    302/499      4.32G    0.01172    0.01035   0.002158         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    302/499      4.32G    0.01172    0.01035   0.002158         33        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    302/499      4.32G    0.01172    0.01035   0.002158         33        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.892      0.841      0.903      0.799

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    303/499      4.32G   0.009781   0.009924   0.001991         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    303/499      4.32G   0.009781   0.009924   0.001991         87        640:   2%|2         | 1/40 [00:00<00:08,  4.71it/s]
    303/499      4.32G    0.01026   0.009999   0.001247         76        640:   2%|2         | 1/40 [00:00<00:08,  4.71it/s]
    303/499      4.32G    0.01026   0.009999   0.001247         76        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    303/499      4.32G    0.01068     0.0103   0.001847         82        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    303/499      4.32G    0.01068     0.0103   0.001847         82        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    303/499      4.32G    0.01093    0.01002   0.001904         73        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    303/499      4.32G    0.01093    0.01002   0.001904         73        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    303/499      4.32G    0.01096     0.0101     0.0017         88        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    303/499      4.32G    0.01096     0.0101     0.0017         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    303/499      4.32G    0.01096    0.01014   0.001479         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    303/499      4.32G    0.01096    0.01014   0.001479         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    303/499      4.32G    0.01105   0.009818   0.001431         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    303/499      4.32G    0.01105   0.009818   0.001431         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    303/499      4.32G    0.01134    0.01005   0.001386         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    303/499      4.32G    0.01134    0.01005   0.001386         78        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    303/499      4.32G    0.01155   0.009895   0.001323         57        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    303/499      4.32G    0.01155   0.009895   0.001323         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    303/499      4.32G    0.01151   0.009926    0.00132         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    303/499      4.32G    0.01151   0.009926    0.00132         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    303/499      4.32G    0.01142   0.009943   0.001497         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    303/499      4.32G    0.01142   0.009943   0.001497         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    303/499      4.32G    0.01157    0.01001   0.001729         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    303/499      4.32G    0.01157    0.01001   0.001729         74        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    303/499      4.32G    0.01151   0.009965   0.001612         72        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    303/499      4.32G    0.01151   0.009965   0.001612         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    303/499      4.32G    0.01164   0.009928    0.00176         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    303/499      4.32G    0.01164   0.009928    0.00176         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    303/499      4.32G    0.01168    0.01003   0.001823         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    303/499      4.32G    0.01168    0.01003   0.001823         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    303/499      4.32G    0.01178    0.01021   0.001812         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    303/499      4.32G    0.01178    0.01021   0.001812         80        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    303/499      4.32G    0.01174    0.01024   0.001935         85        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    303/499      4.32G    0.01174    0.01024   0.001935         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    303/499      4.32G    0.01173    0.01008   0.001881         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
    303/499      4.32G    0.01173    0.01008   0.001881         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    303/499      4.32G    0.01178    0.01004   0.001889         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    303/499      4.32G    0.01178    0.01004   0.001889         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    303/499      4.32G    0.01177   0.009996   0.001892         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    303/499      4.32G    0.01177   0.009996   0.001892         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    303/499      4.32G    0.01178       0.01   0.001837         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    303/499      4.32G    0.01178       0.01   0.001837         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    303/499      4.32G    0.01181   0.009937   0.001923         60        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    303/499      4.32G    0.01181   0.009937   0.001923         60        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    303/499      4.32G    0.01174   0.009882   0.001997         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    303/499      4.32G    0.01174   0.009882   0.001997         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    303/499      4.32G     0.0117   0.009891   0.001937         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    303/499      4.32G     0.0117   0.009891   0.001937         71        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    303/499      4.32G    0.01177    0.01002   0.001994         78        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    303/499      4.32G    0.01177    0.01002   0.001994         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    303/499      4.32G    0.01179    0.01004   0.002016         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    303/499      4.32G    0.01179    0.01004   0.002016         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    303/499      4.32G     0.0118    0.01006   0.002007         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    303/499      4.32G     0.0118    0.01006   0.002007         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    303/499      4.32G    0.01182    0.01008   0.002041         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    303/499      4.32G    0.01182    0.01008   0.002041         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    303/499      4.32G    0.01186    0.01009   0.002045         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    303/499      4.32G    0.01186    0.01009   0.002045         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    303/499      4.32G    0.01187    0.01007   0.001999         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    303/499      4.32G    0.01187    0.01007   0.001999         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    303/499      4.32G    0.01183    0.01008   0.001963         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    303/499      4.32G    0.01183    0.01008   0.001963         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    303/499      4.32G    0.01192    0.01017   0.002029         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    303/499      4.32G    0.01192    0.01017   0.002029         80        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    303/499      4.32G    0.01194    0.01012   0.002032         56        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    303/499      4.32G    0.01194    0.01012   0.002032         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    303/499      4.32G    0.01196     0.0102   0.002032         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    303/499      4.32G    0.01196     0.0102   0.002032         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    303/499      4.32G    0.01191    0.01015   0.002008         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    303/499      4.32G    0.01191    0.01015   0.002008         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    303/499      4.32G    0.01195    0.01011    0.00197         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    303/499      4.32G    0.01195    0.01011    0.00197         63        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    303/499      4.32G    0.01195     0.0101   0.001933         68        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    303/499      4.32G    0.01195     0.0101   0.001933         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    303/499      4.32G    0.01197    0.01007   0.001925         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    303/499      4.32G    0.01197    0.01007   0.001925         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    303/499      4.32G      0.012    0.01009   0.001891         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    303/499      4.32G      0.012    0.01009   0.001891         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    303/499      4.32G    0.01197    0.01004   0.001879         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    303/499      4.32G    0.01197    0.01004   0.001879         31        640: 100%|##########| 40/40 [00:07<00:00,  5.17it/s]
    303/499      4.32G    0.01197    0.01004   0.001879         31        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.867      0.905      0.914      0.785

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    304/499      4.32G    0.01087   0.008516   0.001021         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    304/499      4.32G    0.01087   0.008516   0.001021         73        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    304/499      4.32G    0.01191   0.009246   0.001164         59        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
    304/499      4.32G    0.01191   0.009246   0.001164         59        640:   5%|5         | 2/40 [00:00<00:07,  5.43it/s]
    304/499      4.32G    0.01219   0.009175  0.0009965         73        640:   5%|5         | 2/40 [00:00<00:07,  5.43it/s]
    304/499      4.32G    0.01219   0.009175  0.0009965         73        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
    304/499      4.32G    0.01197   0.009622  0.0009327         74        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
    304/499      4.32G    0.01197   0.009622  0.0009327         74        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    304/499      4.32G    0.01191   0.009541   0.001514         69        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    304/499      4.32G    0.01191   0.009541   0.001514         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
    304/499      4.32G     0.0117   0.009616   0.001417         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
    304/499      4.32G     0.0117   0.009616   0.001417         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    304/499      4.32G     0.0115   0.009486   0.001487         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    304/499      4.32G     0.0115   0.009486   0.001487         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    304/499      4.32G    0.01134     0.0095   0.001562         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    304/499      4.32G    0.01134     0.0095   0.001562         85        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    304/499      4.32G    0.01135    0.00945   0.001506         72        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    304/499      4.32G    0.01135    0.00945   0.001506         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    304/499      4.32G    0.01144   0.009324   0.001821         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    304/499      4.32G    0.01144   0.009324   0.001821         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    304/499      4.32G    0.01147   0.009296   0.002002         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    304/499      4.32G    0.01147   0.009296   0.002002         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    304/499      4.32G    0.01162   0.009477   0.001964         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    304/499      4.32G    0.01162   0.009477   0.001964         90        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    304/499      4.32G    0.01163   0.009582   0.002061         85        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    304/499      4.32G    0.01163   0.009582   0.002061         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    304/499      4.32G    0.01175   0.009655   0.002009         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    304/499      4.32G    0.01175   0.009655   0.002009         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    304/499      4.32G    0.01174   0.009792   0.002093         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    304/499      4.32G    0.01174   0.009792   0.002093         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    304/499      4.32G    0.01183   0.009889   0.002175         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    304/499      4.32G    0.01183   0.009889   0.002175         76        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    304/499      4.32G    0.01187    0.01003   0.002162         93        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    304/499      4.32G    0.01187    0.01003   0.002162         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    304/499      4.32G     0.0118    0.01002   0.002155         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    304/499      4.32G     0.0118    0.01002   0.002155         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    304/499      4.32G    0.01179   0.009983   0.002228         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    304/499      4.32G    0.01179   0.009983   0.002228         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    304/499      4.32G    0.01183    0.00996   0.002217         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    304/499      4.32G    0.01183    0.00996   0.002217         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    304/499      4.32G    0.01183   0.009962   0.002159         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    304/499      4.32G    0.01183   0.009962   0.002159         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    304/499      4.32G    0.01181   0.009976   0.002238         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    304/499      4.32G    0.01181   0.009976   0.002238         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    304/499      4.32G    0.01179   0.009952    0.00224         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    304/499      4.32G    0.01179   0.009952    0.00224         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    304/499      4.32G    0.01178   0.009936   0.002267         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    304/499      4.32G    0.01178   0.009936   0.002267         78        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    304/499      4.32G    0.01181    0.00995   0.002209         71        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    304/499      4.32G    0.01181    0.00995   0.002209         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    304/499      4.32G    0.01185   0.009933   0.002302         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    304/499      4.32G    0.01185   0.009933   0.002302         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    304/499      4.32G    0.01188   0.009984   0.002329         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    304/499      4.32G    0.01188   0.009984   0.002329         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.10it/s]
    304/499      4.32G    0.01189   0.009998    0.00235         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.10it/s]
    304/499      4.32G    0.01189   0.009998    0.00235         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    304/499      4.32G    0.01187    0.01004   0.002375         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    304/499      4.32G    0.01187    0.01004   0.002375         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    304/499      4.32G    0.01188    0.01001    0.00239         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    304/499      4.32G    0.01188    0.01001    0.00239         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    304/499      4.32G    0.01187   0.009984   0.002371         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    304/499      4.32G    0.01187   0.009984   0.002371         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
    304/499      4.32G    0.01192   0.009991   0.002464         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
    304/499      4.32G    0.01192   0.009991   0.002464         73        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    304/499      4.32G    0.01188   0.009932   0.002419         63        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    304/499      4.32G    0.01188   0.009932   0.002419         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.10it/s]
    304/499      4.32G    0.01185   0.009879   0.002406         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.10it/s]
    304/499      4.32G    0.01185   0.009879   0.002406         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    304/499      4.32G    0.01187    0.00994   0.002389         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    304/499      4.32G    0.01187    0.00994   0.002389         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    304/499      4.32G    0.01183   0.009888   0.002352         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    304/499      4.32G    0.01183   0.009888   0.002352         70        640:  90%|######### | 36/40 [00:06<00:00,  5.14it/s]
    304/499      4.32G    0.01177   0.009855   0.002327         76        640:  90%|######### | 36/40 [00:07<00:00,  5.14it/s]
    304/499      4.32G    0.01177   0.009855   0.002327         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    304/499      4.32G    0.01175   0.009828   0.002302         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    304/499      4.32G    0.01175   0.009828   0.002302         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    304/499      4.32G    0.01178   0.009819   0.002261         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    304/499      4.32G    0.01178   0.009819   0.002261         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    304/499      4.32G    0.01182   0.009812   0.002293         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    304/499      4.32G    0.01182   0.009812   0.002293         37        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    304/499      4.32G    0.01182   0.009812   0.002293         37        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.885      0.909      0.907      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    305/499      4.32G    0.01291   0.008984   0.001501         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    305/499      4.32G    0.01291   0.008984   0.001501         66        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    305/499      4.32G     0.0123    0.01011   0.001953         90        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    305/499      4.32G     0.0123    0.01011   0.001953         90        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    305/499      4.32G    0.01272    0.01113   0.002561         92        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    305/499      4.32G    0.01272    0.01113   0.002561         92        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    305/499      4.32G    0.01259    0.01075   0.003553         78        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    305/499      4.32G    0.01259    0.01075   0.003553         78        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    305/499      4.32G    0.01271    0.01068   0.003751         70        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    305/499      4.32G    0.01271    0.01068   0.003751         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    305/499      4.32G    0.01248    0.01076   0.003244         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    305/499      4.32G    0.01248    0.01076   0.003244         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    305/499      4.32G    0.01247    0.01066   0.002857         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    305/499      4.32G    0.01247    0.01066   0.002857         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    305/499      4.32G     0.0125     0.0106   0.002741         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    305/499      4.32G     0.0125     0.0106   0.002741         67        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    305/499      4.32G    0.01236    0.01041    0.00285         69        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    305/499      4.32G    0.01236    0.01041    0.00285         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    305/499      4.32G     0.0122    0.01028   0.002712         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    305/499      4.32G     0.0122    0.01028   0.002712         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    305/499      4.32G    0.01222    0.01007   0.002689         55        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    305/499      4.32G    0.01222    0.01007   0.002689         55        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    305/499      4.32G    0.01221    0.01004   0.002795         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    305/499      4.32G    0.01221    0.01004   0.002795         78        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    305/499      4.32G    0.01221    0.01002   0.002744         76        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    305/499      4.32G    0.01221    0.01002   0.002744         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    305/499      4.32G    0.01215   0.009983    0.00281         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    305/499      4.32G    0.01215   0.009983    0.00281         85        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    305/499      4.32G    0.01216   0.009977   0.002778         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    305/499      4.32G    0.01216   0.009977   0.002778         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    305/499      4.32G    0.01207    0.01002   0.002653         93        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    305/499      4.32G    0.01207    0.01002   0.002653         93        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    305/499      4.32G    0.01204    0.01019   0.002561         91        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    305/499      4.32G    0.01204    0.01019   0.002561         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    305/499      4.32G    0.01194    0.01018   0.002482         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    305/499      4.32G    0.01194    0.01018   0.002482         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    305/499      4.32G    0.01187    0.01018   0.002438         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    305/499      4.32G    0.01187    0.01018   0.002438         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    305/499      4.32G    0.01193    0.01026   0.002864         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    305/499      4.32G    0.01193    0.01026   0.002864         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    305/499      4.32G    0.01195    0.01027   0.002811         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    305/499      4.32G    0.01195    0.01027   0.002811         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
    305/499      4.32G    0.01193    0.01033   0.002778         89        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    305/499      4.32G    0.01193    0.01033   0.002778         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    305/499      4.32G    0.01185    0.01018   0.002706         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    305/499      4.32G    0.01185    0.01018   0.002706         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    305/499      4.32G    0.01189    0.01019   0.002681         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    305/499      4.32G    0.01189    0.01019   0.002681         84        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    305/499      4.32G    0.01185    0.01015   0.002612         63        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    305/499      4.32G    0.01185    0.01015   0.002612         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    305/499      4.32G    0.01193    0.01018   0.002638         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    305/499      4.32G    0.01193    0.01018   0.002638         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    305/499      4.32G    0.01198    0.01025   0.002704         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    305/499      4.32G    0.01198    0.01025   0.002704         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    305/499      4.32G    0.01195    0.01018   0.002631         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    305/499      4.32G    0.01195    0.01018   0.002631         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    305/499      4.32G    0.01198    0.01014   0.002695         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    305/499      4.32G    0.01198    0.01014   0.002695         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    305/499      4.32G    0.01195    0.01013   0.002738         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    305/499      4.32G    0.01195    0.01013   0.002738         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    305/499      4.32G    0.01197    0.01015   0.002672         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    305/499      4.32G    0.01197    0.01015   0.002672         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    305/499      4.32G    0.01195    0.01008   0.002648         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    305/499      4.32G    0.01195    0.01008   0.002648         72        640:  80%|########  | 32/40 [00:06<00:01,  5.08it/s]
    305/499      4.32G    0.01202    0.01003   0.002728         55        640:  80%|########  | 32/40 [00:06<00:01,  5.08it/s]
    305/499      4.32G    0.01202    0.01003   0.002728         55        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    305/499      4.32G    0.01197    0.01002   0.002749         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    305/499      4.32G    0.01197    0.01002   0.002749         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    305/499      4.32G    0.01197    0.01007   0.002711         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    305/499      4.32G    0.01197    0.01007   0.002711         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    305/499      4.32G    0.01197     0.0101   0.002731         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    305/499      4.32G    0.01197     0.0101   0.002731         76        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    305/499      4.32G    0.01193    0.01009   0.002802         86        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    305/499      4.32G    0.01193    0.01009   0.002802         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    305/499      4.32G    0.01194    0.01007   0.002805         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    305/499      4.32G    0.01194    0.01007   0.002805         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.10it/s]
    305/499      4.32G    0.01201    0.01004   0.002778         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.10it/s]
    305/499      4.32G    0.01201    0.01004   0.002778         61        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    305/499      4.32G    0.01196    0.01002   0.002716         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    305/499      4.32G    0.01196    0.01002   0.002716         39        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    305/499      4.32G    0.01196    0.01002   0.002716         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.889      0.885      0.907      0.798

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    306/499      4.32G    0.01375    0.01056    0.00102         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    306/499      4.32G    0.01375    0.01056    0.00102         75        640:   2%|2         | 1/40 [00:00<00:07,  4.89it/s]
    306/499      4.32G    0.01304   0.008995   0.001894         55        640:   2%|2         | 1/40 [00:00<00:07,  4.89it/s]
    306/499      4.32G    0.01304   0.008995   0.001894         55        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    306/499      4.32G    0.01296   0.009439   0.001979         72        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    306/499      4.32G    0.01296   0.009439   0.001979         72        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    306/499      4.32G    0.01298   0.009139   0.002853         57        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    306/499      4.32G    0.01298   0.009139   0.002853         57        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    306/499      4.32G    0.01285   0.009184   0.002667         72        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    306/499      4.32G    0.01285   0.009184   0.002667         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    306/499      4.32G    0.01264   0.009149   0.002346         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    306/499      4.32G    0.01264   0.009149   0.002346         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    306/499      4.32G    0.01248   0.009439   0.002601         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    306/499      4.32G    0.01248   0.009439   0.002601         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    306/499      4.32G    0.01217   0.009265   0.002547         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    306/499      4.32G    0.01217   0.009265   0.002547         68        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    306/499      4.32G    0.01201   0.009179   0.002414         59        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    306/499      4.32G    0.01201   0.009179   0.002414         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    306/499      4.32G    0.01193   0.009359   0.002319         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    306/499      4.32G    0.01193   0.009359   0.002319         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    306/499      4.32G    0.01191   0.009434   0.002418         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    306/499      4.32G    0.01191   0.009434   0.002418         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    306/499      4.32G    0.01196   0.009622   0.002473         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    306/499      4.32G    0.01196   0.009622   0.002473         91        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    306/499      4.32G    0.01189   0.009457   0.002606         58        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    306/499      4.32G    0.01189   0.009457   0.002606         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    306/499      4.32G    0.01192   0.009538   0.002484         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    306/499      4.32G    0.01192   0.009538   0.002484         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    306/499      4.32G    0.01185   0.009522   0.002375         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    306/499      4.32G    0.01185   0.009522   0.002375         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    306/499      4.32G    0.01187   0.009493   0.002303         59        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    306/499      4.32G    0.01187   0.009493   0.002303         59        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    306/499      4.32G    0.01192   0.009549   0.002347         79        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    306/499      4.32G    0.01192   0.009549   0.002347         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    306/499      4.32G    0.01194   0.009626   0.002278         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    306/499      4.32G    0.01194   0.009626   0.002278         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    306/499      4.32G    0.01195   0.009815     0.0023         94        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    306/499      4.32G    0.01195   0.009815     0.0023         94        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    306/499      4.32G    0.01185   0.009695   0.002236         62        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    306/499      4.32G    0.01185   0.009695   0.002236         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    306/499      4.32G    0.01176   0.009681   0.002235         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    306/499      4.32G    0.01176   0.009681   0.002235         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    306/499      4.32G     0.0117   0.009642   0.002225         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    306/499      4.32G     0.0117   0.009642   0.002225         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    306/499      4.32G    0.01163   0.009635   0.002254         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    306/499      4.32G    0.01163   0.009635   0.002254         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    306/499      4.32G    0.01156   0.009605   0.002191         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    306/499      4.32G    0.01156   0.009605   0.002191         72        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    306/499      4.32G     0.0116   0.009631   0.002235         71        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    306/499      4.32G     0.0116   0.009631   0.002235         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    306/499      4.32G    0.01163   0.009591   0.002271         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    306/499      4.32G    0.01163   0.009591   0.002271         60        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    306/499      4.32G    0.01162   0.009541   0.002277         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    306/499      4.32G    0.01162   0.009541   0.002277         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    306/499      4.32G    0.01166   0.009558   0.002244         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    306/499      4.32G    0.01166   0.009558   0.002244         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    306/499      4.32G    0.01168   0.009636   0.002254         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    306/499      4.32G    0.01168   0.009636   0.002254         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    306/499      4.32G    0.01162   0.009591   0.002197         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    306/499      4.32G    0.01162   0.009591   0.002197         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    306/499      4.32G    0.01165   0.009576   0.002212         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    306/499      4.32G    0.01165   0.009576   0.002212         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    306/499      4.32G    0.01164   0.009534   0.002174         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    306/499      4.32G    0.01164   0.009534   0.002174         71        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    306/499      4.32G    0.01172   0.009519   0.002263         65        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    306/499      4.32G    0.01172   0.009519   0.002263         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    306/499      4.32G    0.01171   0.009533   0.002229         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    306/499      4.32G    0.01171   0.009533   0.002229         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    306/499      4.32G    0.01173   0.009561   0.002259         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    306/499      4.32G    0.01173   0.009561   0.002259         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    306/499      4.32G    0.01171    0.00959   0.002248         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    306/499      4.32G    0.01171    0.00959   0.002248         75        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    306/499      4.32G     0.0117   0.009531   0.002221         65        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    306/499      4.32G     0.0117   0.009531   0.002221         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    306/499      4.32G    0.01169   0.009469   0.002204         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    306/499      4.32G    0.01169   0.009469   0.002204         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    306/499      4.32G    0.01167   0.009502   0.002171         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    306/499      4.32G    0.01167   0.009502   0.002171         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    306/499      4.32G    0.01171    0.00956   0.002197         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    306/499      4.32G    0.01171    0.00956   0.002197         39        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    306/499      4.32G    0.01171    0.00956   0.002197         39        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.851      0.885      0.903      0.787

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    307/499      4.32G    0.01103    0.01092   0.001376         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    307/499      4.32G    0.01103    0.01092   0.001376         87        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    307/499      4.32G    0.01236    0.01173   0.001916         80        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    307/499      4.32G    0.01236    0.01173   0.001916         80        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
    307/499      4.32G    0.01232    0.01095   0.003139         69        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
    307/499      4.32G    0.01232    0.01095   0.003139         69        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    307/499      4.32G    0.01217    0.01082   0.003512         82        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    307/499      4.32G    0.01217    0.01082   0.003512         82        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    307/499      4.32G    0.01202     0.0107   0.003204         81        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    307/499      4.32G    0.01202     0.0107   0.003204         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
    307/499      4.32G    0.01189    0.01073   0.002843         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
    307/499      4.32G    0.01189    0.01073   0.002843         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    307/499      4.32G    0.01172    0.01037   0.002573         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    307/499      4.32G    0.01172    0.01037   0.002573         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    307/499      4.32G     0.0117    0.01046   0.002496         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    307/499      4.32G     0.0117    0.01046   0.002496         88        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    307/499      4.32G    0.01177    0.01061   0.002322         90        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
    307/499      4.32G    0.01177    0.01061   0.002322         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    307/499      4.32G    0.01172    0.01066   0.002183         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    307/499      4.32G    0.01172    0.01066   0.002183         87        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    307/499      4.32G    0.01166    0.01035   0.002178         55        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    307/499      4.32G    0.01166    0.01035   0.002178         55        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    307/499      4.32G    0.01161    0.01023   0.002044         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    307/499      4.32G    0.01161    0.01023   0.002044         63        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    307/499      4.32G    0.01144    0.01018   0.001905         75        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    307/499      4.32G    0.01144    0.01018   0.001905         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    307/499      4.32G    0.01161    0.01029   0.001994         93        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    307/499      4.32G    0.01161    0.01029   0.001994         93        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    307/499      4.32G     0.0116    0.01024   0.001994         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    307/499      4.32G     0.0116    0.01024   0.001994         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    307/499      4.32G    0.01154    0.01021   0.002118         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    307/499      4.32G    0.01154    0.01021   0.002118         76        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    307/499      4.32G     0.0115    0.01029   0.002158         81        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    307/499      4.32G     0.0115    0.01029   0.002158         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    307/499      4.32G    0.01146    0.01017    0.00219         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    307/499      4.32G    0.01146    0.01017    0.00219         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    307/499      4.32G    0.01148    0.01024   0.002116         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    307/499      4.32G    0.01148    0.01024   0.002116         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    307/499      4.32G    0.01151    0.01021    0.00205         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    307/499      4.32G    0.01151    0.01021    0.00205         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    307/499      4.32G    0.01156     0.0102   0.002051         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    307/499      4.32G    0.01156     0.0102   0.002051         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    307/499      4.32G    0.01147    0.01013   0.002009         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    307/499      4.32G    0.01147    0.01013   0.002009         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    307/499      4.32G    0.01147    0.01026   0.002001         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    307/499      4.32G    0.01147    0.01026   0.002001         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    307/499      4.32G    0.01151    0.01021    0.00196         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    307/499      4.32G    0.01151    0.01021    0.00196         61        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    307/499      4.32G    0.01156    0.01018   0.001918         75        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    307/499      4.32G    0.01156    0.01018   0.001918         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    307/499      4.32G    0.01155    0.01019   0.001898         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    307/499      4.32G    0.01155    0.01019   0.001898         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    307/499      4.32G     0.0116    0.01016   0.001967         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    307/499      4.32G     0.0116    0.01016   0.001967         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.11it/s]
    307/499      4.32G    0.01163    0.01024    0.00196         91        640:  68%|######7   | 27/40 [00:05<00:02,  5.11it/s]
    307/499      4.32G    0.01163    0.01024    0.00196         91        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    307/499      4.32G    0.01174    0.01022   0.002038         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    307/499      4.32G    0.01174    0.01022   0.002038         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    307/499      4.32G    0.01173    0.01023   0.002027         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    307/499      4.32G    0.01173    0.01023   0.002027         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    307/499      4.32G    0.01167    0.01028   0.001988         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    307/499      4.32G    0.01167    0.01028   0.001988         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    307/499      4.32G    0.01167    0.01031   0.001993         88        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    307/499      4.32G    0.01167    0.01031   0.001993         88        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    307/499      4.32G    0.01168    0.01032   0.001955         77        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    307/499      4.32G    0.01168    0.01032   0.001955         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    307/499      4.32G    0.01169    0.01036   0.001935         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    307/499      4.32G    0.01169    0.01036   0.001935         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    307/499      4.32G    0.01175    0.01037   0.001931         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    307/499      4.32G    0.01175    0.01037   0.001931         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    307/499      4.32G    0.01167    0.01032   0.001899         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    307/499      4.32G    0.01167    0.01032   0.001899         73        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    307/499      4.32G    0.01168    0.01029   0.002012         64        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    307/499      4.32G    0.01168    0.01029   0.002012         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.25it/s]
    307/499      4.32G    0.01168     0.0103   0.002003         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    307/499      4.32G    0.01168     0.0103   0.002003         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    307/499      4.32G    0.01167    0.01029   0.002038         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    307/499      4.32G    0.01167    0.01029   0.002038         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.09it/s]
    307/499      4.32G    0.01166     0.0103   0.001998         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.09it/s]
    307/499      4.32G    0.01166     0.0103   0.001998         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    307/499      4.32G    0.01166     0.0103   0.001998         44        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.855      0.861      0.889      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    308/499      4.32G    0.01095   0.009235  0.0005829         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    308/499      4.32G    0.01095   0.009235  0.0005829         73        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    308/499      4.32G    0.01018   0.008574  0.0005996         70        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    308/499      4.32G    0.01018   0.008574  0.0005996         70        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    308/499      4.32G    0.01115   0.008443   0.001684         54        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    308/499      4.32G    0.01115   0.008443   0.001684         54        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    308/499      4.32G    0.01176   0.009231   0.001641         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    308/499      4.32G    0.01176   0.009231   0.001641         84        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    308/499      4.32G    0.01263    0.00928   0.002512         54        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    308/499      4.32G    0.01263    0.00928   0.002512         54        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    308/499      4.32G    0.01243   0.009153   0.002234         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    308/499      4.32G    0.01243   0.009153   0.002234         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    308/499      4.32G     0.0125   0.009388   0.002463         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    308/499      4.32G     0.0125   0.009388   0.002463         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    308/499      4.32G    0.01215   0.009273   0.002459         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    308/499      4.32G    0.01215   0.009273   0.002459         72        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    308/499      4.32G     0.0122   0.009273   0.002497         65        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    308/499      4.32G     0.0122   0.009273   0.002497         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    308/499      4.32G      0.012    0.00924   0.002373         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    308/499      4.32G      0.012    0.00924   0.002373         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    308/499      4.32G    0.01196   0.009424   0.002188         83        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    308/499      4.32G    0.01196   0.009424   0.002188         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    308/499      4.32G    0.01204   0.009421   0.002043         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    308/499      4.32G    0.01204   0.009421   0.002043         70        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    308/499      4.32G    0.01194   0.009471   0.001979         81        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    308/499      4.32G    0.01194   0.009471   0.001979         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    308/499      4.32G    0.01185   0.009477   0.001903         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    308/499      4.32G    0.01185   0.009477   0.001903         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    308/499      4.32G    0.01193   0.009394   0.001845         65        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    308/499      4.32G    0.01193   0.009394   0.001845         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    308/499      4.32G    0.01191   0.009344   0.001814         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    308/499      4.32G    0.01191   0.009344   0.001814         73        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    308/499      4.32G    0.01189   0.009456   0.001763         88        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    308/499      4.32G    0.01189   0.009456   0.001763         88        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    308/499      4.32G    0.01197   0.009392   0.001754         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    308/499      4.32G    0.01197   0.009392   0.001754         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    308/499      4.32G    0.01199   0.009403   0.001779         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    308/499      4.32G    0.01199   0.009403   0.001779         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    308/499      4.32G    0.01198   0.009453   0.001876         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    308/499      4.32G    0.01198   0.009453   0.001876         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    308/499      4.32G      0.012   0.009473   0.001986         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    308/499      4.32G      0.012   0.009473   0.001986         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    308/499      4.32G    0.01194   0.009547   0.001944         91        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    308/499      4.32G    0.01194   0.009547   0.001944         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    308/499      4.32G    0.01196   0.009555   0.001901         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    308/499      4.32G    0.01196   0.009555   0.001901         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    308/499      4.32G    0.01198   0.009605   0.002021         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    308/499      4.32G    0.01198   0.009605   0.002021         74        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    308/499      4.32G    0.01198    0.00958   0.002016         65        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    308/499      4.32G    0.01198    0.00958   0.002016         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    308/499      4.32G    0.01188   0.009554   0.002013         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    308/499      4.32G    0.01188   0.009554   0.002013         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    308/499      4.32G    0.01189   0.009523   0.002018         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    308/499      4.32G    0.01189   0.009523   0.002018         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    308/499      4.32G    0.01186   0.009429   0.001968         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    308/499      4.32G    0.01186   0.009429   0.001968         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    308/499      4.32G    0.01187   0.009467   0.002048         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    308/499      4.32G    0.01187   0.009467   0.002048         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    308/499      4.32G    0.01187   0.009432   0.002035         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    308/499      4.32G    0.01187   0.009432   0.002035         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    308/499      4.32G    0.01185    0.00951   0.002036         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    308/499      4.32G    0.01185    0.00951   0.002036         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    308/499      4.32G    0.01185   0.009566   0.001996         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    308/499      4.32G    0.01185   0.009566   0.001996         84        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    308/499      4.32G    0.01179   0.009502   0.001965         66        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    308/499      4.32G    0.01179   0.009502   0.001965         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    308/499      4.32G    0.01185   0.009555   0.001978         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    308/499      4.32G    0.01185   0.009555   0.001978         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    308/499      4.32G    0.01184   0.009595   0.001959         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    308/499      4.32G    0.01184   0.009595   0.001959         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
    308/499      4.32G     0.0119   0.009613   0.002078         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
    308/499      4.32G     0.0119   0.009613   0.002078         70        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    308/499      4.32G    0.01187   0.009636   0.002098         84        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    308/499      4.32G    0.01187   0.009636   0.002098         84        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
    308/499      4.32G    0.01188   0.009647   0.002096         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    308/499      4.32G    0.01188   0.009647   0.002096         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    308/499      4.32G     0.0119   0.009661   0.002091         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    308/499      4.32G     0.0119   0.009661   0.002091         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    308/499      4.32G     0.0119   0.009702   0.002087         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    308/499      4.32G     0.0119   0.009702   0.002087         43        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    308/499      4.32G     0.0119   0.009702   0.002087         43        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.824      0.889        0.9      0.783

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    309/499      4.32G    0.01203   0.009425    0.00149         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    309/499      4.32G    0.01203   0.009425    0.00149         66        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    309/499      4.32G    0.01222   0.009428   0.002482         69        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    309/499      4.32G    0.01222   0.009428   0.002482         69        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    309/499      4.32G    0.01218    0.00961   0.001843         74        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    309/499      4.32G    0.01218    0.00961   0.001843         74        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    309/499      4.32G    0.01193   0.009381   0.001496         69        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    309/499      4.32G    0.01193   0.009381   0.001496         69        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    309/499      4.32G    0.01186   0.009649   0.001545         87        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    309/499      4.32G    0.01186   0.009649   0.001545         87        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    309/499      4.32G    0.01175   0.009635   0.001481         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    309/499      4.32G    0.01175   0.009635   0.001481         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    309/499      4.32G    0.01178   0.009427   0.001346         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
    309/499      4.32G    0.01178   0.009427   0.001346         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    309/499      4.32G    0.01176    0.00937   0.001551         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    309/499      4.32G    0.01176    0.00937   0.001551         69        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    309/499      4.32G     0.0118   0.009598   0.001594         86        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    309/499      4.32G     0.0118   0.009598   0.001594         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    309/499      4.32G    0.01174   0.009608    0.00161         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    309/499      4.32G    0.01174   0.009608    0.00161         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    309/499      4.32G    0.01169   0.009535   0.001513         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    309/499      4.32G    0.01169   0.009535   0.001513         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    309/499      4.32G    0.01163   0.009624   0.001427         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    309/499      4.32G    0.01163   0.009624   0.001427         77        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    309/499      4.32G    0.01162   0.009668   0.001355         78        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    309/499      4.32G    0.01162   0.009668   0.001355         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    309/499      4.32G    0.01152   0.009516     0.0014         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    309/499      4.32G    0.01152   0.009516     0.0014         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    309/499      4.32G    0.01152    0.00952   0.001497         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    309/499      4.32G    0.01152    0.00952   0.001497         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    309/499      4.32G    0.01146   0.009418   0.001469         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    309/499      4.32G    0.01146   0.009418   0.001469         65        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    309/499      4.32G    0.01146   0.009394   0.001506         71        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    309/499      4.32G    0.01146   0.009394   0.001506         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    309/499      4.32G    0.01144   0.009509   0.001506         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    309/499      4.32G    0.01144   0.009509   0.001506         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    309/499      4.32G    0.01143   0.009431   0.001447         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    309/499      4.32G    0.01143   0.009431   0.001447         63        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    309/499      4.32G    0.01148   0.009526    0.00152         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    309/499      4.32G    0.01148   0.009526    0.00152         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    309/499      4.32G    0.01147   0.009456   0.001539         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    309/499      4.32G    0.01147   0.009456   0.001539         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    309/499      4.32G    0.01143   0.009434   0.001534         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    309/499      4.32G    0.01143   0.009434   0.001534         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    309/499      4.32G    0.01145   0.009397   0.001506         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    309/499      4.32G    0.01145   0.009397   0.001506         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    309/499      4.32G    0.01144   0.009348   0.001569         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    309/499      4.32G    0.01144   0.009348   0.001569         61        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    309/499      4.32G    0.01143   0.009356   0.001523         84        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    309/499      4.32G    0.01143   0.009356   0.001523         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    309/499      4.32G    0.01152   0.009378   0.001646         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    309/499      4.32G    0.01152   0.009378   0.001646         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    309/499      4.32G    0.01153   0.009416   0.001649         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    309/499      4.32G    0.01153   0.009416   0.001649         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    309/499      4.32G    0.01152   0.009335   0.001663         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    309/499      4.32G    0.01152   0.009335   0.001663         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    309/499      4.32G    0.01152   0.009345   0.001674         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    309/499      4.32G    0.01152   0.009345   0.001674         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    309/499      4.32G    0.01155   0.009384   0.001697         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    309/499      4.32G    0.01155   0.009384   0.001697         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    309/499      4.32G    0.01153   0.009354   0.001684         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    309/499      4.32G    0.01153   0.009354   0.001684         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    309/499      4.32G     0.0115   0.009368   0.001657         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    309/499      4.32G     0.0115   0.009368   0.001657         78        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    309/499      4.32G    0.01148   0.009423   0.001646         86        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    309/499      4.32G    0.01148   0.009423   0.001646         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    309/499      4.32G    0.01152   0.009466   0.001632         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    309/499      4.32G    0.01152   0.009466   0.001632         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    309/499      4.32G    0.01152   0.009422   0.001666         53        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    309/499      4.32G    0.01152   0.009422   0.001666         53        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    309/499      4.32G    0.01155   0.009476     0.0018         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    309/499      4.32G    0.01155   0.009476     0.0018         78        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    309/499      4.32G    0.01154   0.009499   0.001795         80        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    309/499      4.32G    0.01154   0.009499   0.001795         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    309/499      4.32G    0.01151    0.00948   0.001806         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
    309/499      4.32G    0.01151    0.00948   0.001806         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    309/499      4.32G    0.01147   0.009442   0.001775         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    309/499      4.32G    0.01147   0.009442   0.001775         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    309/499      4.32G    0.01149   0.009422   0.001871         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    309/499      4.32G    0.01149   0.009422   0.001871         28        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    309/499      4.32G    0.01149   0.009422   0.001871         28        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.864       0.83      0.882      0.776

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    310/499      4.32G    0.01186   0.008849    0.00216         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    310/499      4.32G    0.01186   0.008849    0.00216         67        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    310/499      4.32G    0.01098   0.008848   0.001181         74        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    310/499      4.32G    0.01098   0.008848   0.001181         74        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    310/499      4.32G    0.01051   0.008924  0.0008964         83        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    310/499      4.32G    0.01051   0.008924  0.0008964         83        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    310/499      4.32G    0.01137   0.008995   0.001229         70        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    310/499      4.32G    0.01137   0.008995   0.001229         70        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    310/499      4.32G    0.01128    0.00915   0.001276         81        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    310/499      4.32G    0.01128    0.00915   0.001276         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    310/499      4.32G    0.01151    0.00946   0.001371         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    310/499      4.32G    0.01151    0.00946   0.001371         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    310/499      4.32G    0.01146    0.01001   0.001317        103        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    310/499      4.32G    0.01146    0.01001   0.001317        103        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    310/499      4.32G    0.01146    0.01006   0.001257         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    310/499      4.32G    0.01146    0.01006   0.001257         77        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    310/499      4.32G    0.01142    0.01004   0.001423         74        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    310/499      4.32G    0.01142    0.01004   0.001423         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    310/499      4.32G    0.01165    0.01017   0.001934         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    310/499      4.32G    0.01165    0.01017   0.001934         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    310/499      4.32G    0.01165    0.01026   0.001779         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    310/499      4.32G    0.01165    0.01026   0.001779         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    310/499      4.32G    0.01153    0.01006   0.001703         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    310/499      4.32G    0.01153    0.01006   0.001703         72        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    310/499      4.32G    0.01157    0.01001   0.001712         72        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    310/499      4.32G    0.01157    0.01001   0.001712         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    310/499      4.32G     0.0116     0.0101   0.001682         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    310/499      4.32G     0.0116     0.0101   0.001682         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    310/499      4.32G    0.01161    0.01002   0.001654         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    310/499      4.32G    0.01161    0.01002   0.001654         63        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    310/499      4.32G    0.01161       0.01   0.001751         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    310/499      4.32G    0.01161       0.01   0.001751         79        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    310/499      4.32G    0.01167    0.01005   0.001762         76        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    310/499      4.32G    0.01167    0.01005   0.001762         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    310/499      4.32G    0.01175    0.01016   0.001803         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    310/499      4.32G    0.01175    0.01016   0.001803         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    310/499      4.32G    0.01178    0.01009    0.00202         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    310/499      4.32G    0.01178    0.01009    0.00202         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    310/499      4.32G    0.01175    0.01005   0.002021         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    310/499      4.32G    0.01175    0.01005   0.002021         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    310/499      4.32G    0.01177    0.01004   0.001983         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    310/499      4.32G    0.01177    0.01004   0.001983         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    310/499      4.32G    0.01181   0.009984   0.001985         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    310/499      4.32G    0.01181   0.009984   0.001985         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    310/499      4.32G    0.01181    0.01004   0.002008         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    310/499      4.32G    0.01181    0.01004   0.002008         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    310/499      4.32G    0.01183    0.01003   0.001991         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    310/499      4.32G    0.01183    0.01003   0.001991         68        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    310/499      4.32G    0.01183    0.01007   0.001928         78        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    310/499      4.32G    0.01183    0.01007   0.001928         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    310/499      4.32G     0.0118    0.01003   0.001925         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    310/499      4.32G     0.0118    0.01003   0.001925         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    310/499      4.32G    0.01173    0.01004   0.001944         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    310/499      4.32G    0.01173    0.01004   0.001944         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    310/499      4.32G    0.01168   0.009992   0.001887         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    310/499      4.32G    0.01168   0.009992   0.001887         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    310/499      4.32G    0.01169   0.009999   0.001893         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    310/499      4.32G    0.01169   0.009999   0.001893         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    310/499      4.32G    0.01166    0.01001   0.001953         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    310/499      4.32G    0.01166    0.01001   0.001953         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    310/499      4.32G    0.01166   0.009972   0.001991         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    310/499      4.32G    0.01166   0.009972   0.001991         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    310/499      4.32G    0.01168    0.01007   0.001958         99        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    310/499      4.32G    0.01168    0.01007   0.001958         99        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    310/499      4.32G    0.01163    0.01002   0.001939         63        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    310/499      4.32G    0.01163    0.01002   0.001939         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    310/499      4.32G    0.01165   0.009985   0.002002         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    310/499      4.32G    0.01165   0.009985   0.002002         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    310/499      4.32G     0.0116   0.009964   0.001997         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    310/499      4.32G     0.0116   0.009964   0.001997         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    310/499      4.32G    0.01161   0.009976   0.001976         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    310/499      4.32G    0.01161   0.009976   0.001976         87        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    310/499      4.32G    0.01163       0.01   0.002052         69        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    310/499      4.32G    0.01163       0.01   0.002052         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    310/499      4.32G    0.01165   0.009951   0.002159         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    310/499      4.32G    0.01165   0.009951   0.002159         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    310/499      4.32G    0.01169   0.009955    0.00219         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    310/499      4.32G    0.01169   0.009955    0.00219         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    310/499      4.32G    0.01167   0.009893   0.002148         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    310/499      4.32G    0.01167   0.009893   0.002148         30        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    310/499      4.32G    0.01167   0.009893   0.002148         30        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.878      0.824      0.866      0.768

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    311/499      4.32G    0.01304   0.009158   0.002266         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    311/499      4.32G    0.01304   0.009158   0.002266         80        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    311/499      4.32G    0.01175    0.01002    0.00211         95        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    311/499      4.32G    0.01175    0.01002    0.00211         95        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    311/499      4.32G    0.01182    0.01135   0.002362         94        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    311/499      4.32G    0.01182    0.01135   0.002362         94        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    311/499      4.32G    0.01251    0.01059   0.002196         56        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    311/499      4.32G    0.01251    0.01059   0.002196         56        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    311/499      4.32G    0.01259    0.01077   0.002764         86        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    311/499      4.32G    0.01259    0.01077   0.002764         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    311/499      4.32G    0.01237    0.01054   0.002503         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    311/499      4.32G    0.01237    0.01054   0.002503         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    311/499      4.32G    0.01216    0.01077   0.002491         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    311/499      4.32G    0.01216    0.01077   0.002491         94        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    311/499      4.32G    0.01204    0.01062   0.002357         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    311/499      4.32G    0.01204    0.01062   0.002357         78        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
    311/499      4.32G    0.01177    0.01031   0.002141         68        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
    311/499      4.32G    0.01177    0.01031   0.002141         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    311/499      4.32G    0.01174    0.01032   0.002302         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    311/499      4.32G    0.01174    0.01032   0.002302         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    311/499      4.32G    0.01178    0.01011   0.002208         56        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    311/499      4.32G    0.01178    0.01011   0.002208         56        640:  28%|##7       | 11/40 [00:02<00:05,  5.13it/s]
    311/499      4.32G    0.01168    0.01003   0.002109         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.13it/s]
    311/499      4.32G    0.01168    0.01003   0.002109         81        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    311/499      4.32G    0.01175    0.01021   0.002303         84        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    311/499      4.32G    0.01175    0.01021   0.002303         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    311/499      4.32G    0.01169    0.01032   0.002376         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    311/499      4.32G    0.01169    0.01032   0.002376         81        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    311/499      4.32G    0.01175    0.01027   0.002327         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    311/499      4.32G    0.01175    0.01027   0.002327         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    311/499      4.32G    0.01172    0.01019   0.002238         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    311/499      4.32G    0.01172    0.01019   0.002238         72        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    311/499      4.32G    0.01175    0.01012   0.002263         61        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    311/499      4.32G    0.01175    0.01012   0.002263         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    311/499      4.32G    0.01175    0.01007   0.002379         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    311/499      4.32G    0.01175    0.01007   0.002379         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    311/499      4.32G    0.01169   0.009991   0.002298         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    311/499      4.32G    0.01169   0.009991   0.002298         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    311/499      4.32G    0.01159   0.009848   0.002228         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    311/499      4.32G    0.01159   0.009848   0.002228         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    311/499      4.32G    0.01155   0.009892   0.002268         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    311/499      4.32G    0.01155   0.009892   0.002268         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    311/499      4.32G     0.0115   0.009745   0.002463         57        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    311/499      4.32G     0.0115   0.009745   0.002463         57        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
    311/499      4.32G    0.01146   0.009691   0.002405         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
    311/499      4.32G    0.01146   0.009691   0.002405         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    311/499      4.32G    0.01141   0.009618   0.002325         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    311/499      4.32G    0.01141   0.009618   0.002325         71        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    311/499      4.32G    0.01142   0.009648     0.0023         78        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    311/499      4.32G    0.01142   0.009648     0.0023         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    311/499      4.32G     0.0114   0.009623   0.002371         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    311/499      4.32G     0.0114   0.009623   0.002371         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    311/499      4.32G    0.01141    0.00963    0.00235         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    311/499      4.32G    0.01141    0.00963    0.00235         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    311/499      4.32G    0.01142   0.009611   0.002299         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    311/499      4.32G    0.01142   0.009611   0.002299         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    311/499      4.32G    0.01144   0.009628   0.002371         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    311/499      4.32G    0.01144   0.009628   0.002371         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    311/499      4.32G    0.01144   0.009682   0.002361         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    311/499      4.32G    0.01144   0.009682   0.002361         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    311/499      4.32G    0.01147   0.009695   0.002333         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    311/499      4.32G    0.01147   0.009695   0.002333         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    311/499      4.32G    0.01147   0.009735   0.002294         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    311/499      4.32G    0.01147   0.009735   0.002294         86        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    311/499      4.32G    0.01151   0.009706   0.002422         61        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    311/499      4.32G    0.01151   0.009706   0.002422         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    311/499      4.32G    0.01153   0.009678   0.002413         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    311/499      4.32G    0.01153   0.009678   0.002413         57        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    311/499      4.32G    0.01153   0.009687   0.002441         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    311/499      4.32G    0.01153   0.009687   0.002441         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    311/499      4.32G     0.0115   0.009595   0.002431         54        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    311/499      4.32G     0.0115   0.009595   0.002431         54        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    311/499      4.32G    0.01153   0.009645   0.002533         75        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    311/499      4.32G    0.01153   0.009645   0.002533         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    311/499      4.32G    0.01159   0.009644   0.002538         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    311/499      4.32G    0.01159   0.009644   0.002538         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    311/499      4.32G    0.01157   0.009586   0.002486         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    311/499      4.32G    0.01157   0.009586   0.002486         61        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    311/499      4.32G    0.01154   0.009547   0.002432         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    311/499      4.32G    0.01154   0.009547   0.002432         33        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    311/499      4.32G    0.01154   0.009547   0.002432         33        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.866       0.83      0.863      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    312/499      4.32G    0.01278    0.01188   0.002079         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    312/499      4.32G    0.01278    0.01188   0.002079         85        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    312/499      4.32G    0.01235    0.01059   0.002647         68        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    312/499      4.32G    0.01235    0.01059   0.002647         68        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    312/499      4.32G    0.01202    0.01071   0.002261         78        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    312/499      4.32G    0.01202    0.01071   0.002261         78        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    312/499      4.32G    0.01205    0.01062   0.001954         78        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    312/499      4.32G    0.01205    0.01062   0.001954         78        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    312/499      4.32G    0.01197    0.01057   0.001887         80        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    312/499      4.32G    0.01197    0.01057   0.001887         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    312/499      4.32G    0.01172    0.01042    0.00177         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    312/499      4.32G    0.01172    0.01042    0.00177         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    312/499      4.32G    0.01157    0.01021   0.001703         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    312/499      4.32G    0.01157    0.01021   0.001703         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
    312/499      4.32G     0.0117    0.01021   0.001584         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
    312/499      4.32G     0.0117    0.01021   0.001584         78        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    312/499      4.32G    0.01173    0.01027   0.001581         82        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    312/499      4.32G    0.01173    0.01027   0.001581         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    312/499      4.32G    0.01174     0.0102    0.00157         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    312/499      4.32G    0.01174     0.0102    0.00157         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    312/499      4.32G    0.01167    0.01025   0.001849         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    312/499      4.32G    0.01167    0.01025   0.001849         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    312/499      4.32G    0.01173   0.009996   0.002061         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    312/499      4.32G    0.01173   0.009996   0.002061         58        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    312/499      4.32G    0.01175    0.01015    0.00205         83        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    312/499      4.32G    0.01175    0.01015    0.00205         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    312/499      4.32G    0.01178    0.01007   0.002118         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    312/499      4.32G    0.01178    0.01007   0.002118         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    312/499      4.32G     0.0118    0.01008   0.002309         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    312/499      4.32G     0.0118    0.01008   0.002309         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    312/499      4.32G    0.01182    0.01028   0.002297         99        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    312/499      4.32G    0.01182    0.01028   0.002297         99        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    312/499      4.32G    0.01177    0.01022   0.002203         77        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    312/499      4.32G    0.01177    0.01022   0.002203         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    312/499      4.32G    0.01171    0.01015   0.002324         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    312/499      4.32G    0.01171    0.01015   0.002324         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    312/499      4.32G    0.01169    0.01034   0.002401         99        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    312/499      4.32G    0.01169    0.01034   0.002401         99        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    312/499      4.32G    0.01174    0.01033   0.002419         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    312/499      4.32G    0.01174    0.01033   0.002419         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    312/499      4.32G    0.01174    0.01045   0.002394         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    312/499      4.32G    0.01174    0.01045   0.002394         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    312/499      4.32G    0.01172    0.01042   0.002473         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    312/499      4.32G    0.01172    0.01042   0.002473         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    312/499      4.32G    0.01171    0.01031   0.002487         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    312/499      4.32G    0.01171    0.01031   0.002487         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    312/499      4.32G     0.0116    0.01025   0.002408         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    312/499      4.32G     0.0116    0.01025   0.002408         68        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    312/499      4.32G    0.01158    0.01025   0.002407         78        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
    312/499      4.32G    0.01158    0.01025   0.002407         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    312/499      4.32G    0.01157    0.01025    0.00235         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    312/499      4.32G    0.01157    0.01025    0.00235         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    312/499      4.32G    0.01154    0.01013   0.002322         56        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    312/499      4.32G    0.01154    0.01013   0.002322         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    312/499      4.32G    0.01156    0.01011   0.002352         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    312/499      4.32G    0.01156    0.01011   0.002352         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    312/499      4.32G    0.01151    0.01007   0.002354         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    312/499      4.32G    0.01151    0.01007   0.002354         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    312/499      4.32G    0.01157    0.01014   0.002385         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    312/499      4.32G    0.01157    0.01014   0.002385         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    312/499      4.32G    0.01157    0.01009   0.002443         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    312/499      4.32G    0.01157    0.01009   0.002443         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    312/499      4.32G     0.0116    0.01015   0.002525         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    312/499      4.32G     0.0116    0.01015   0.002525         84        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    312/499      4.32G    0.01159    0.01015   0.002475         82        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    312/499      4.32G    0.01159    0.01015   0.002475         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    312/499      4.32G     0.0116    0.01016   0.002424         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    312/499      4.32G     0.0116    0.01016   0.002424         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    312/499      4.32G    0.01155    0.01009   0.002437         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    312/499      4.32G    0.01155    0.01009   0.002437         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    312/499      4.32G    0.01158    0.01005   0.002397         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    312/499      4.32G    0.01158    0.01005   0.002397         68        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    312/499      4.32G    0.01158    0.01006   0.002409         81        640:  90%|######### | 36/40 [00:07<00:00,  5.36it/s]
    312/499      4.32G    0.01158    0.01006   0.002409         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    312/499      4.32G    0.01158    0.01008   0.002367         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    312/499      4.32G    0.01158    0.01008   0.002367         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    312/499      4.32G     0.0116    0.01011   0.002368         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    312/499      4.32G     0.0116    0.01011   0.002368         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    312/499      4.32G     0.0116    0.01007   0.002392         27        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    312/499      4.32G     0.0116    0.01007   0.002392         27        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    312/499      4.32G     0.0116    0.01007   0.002392         27        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.878      0.859      0.885      0.777

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    313/499      4.32G    0.01125    0.00799   0.002235         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    313/499      4.32G    0.01125    0.00799   0.002235         68        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    313/499      4.32G    0.01167   0.009027   0.002079         70        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    313/499      4.32G    0.01167   0.009027   0.002079         70        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
    313/499      4.32G    0.01192    0.00968   0.002348         82        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
    313/499      4.32G    0.01192    0.00968   0.002348         82        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    313/499      4.32G     0.0123   0.009526    0.00218         68        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    313/499      4.32G     0.0123   0.009526    0.00218         68        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    313/499      4.32G    0.01179   0.008906   0.001931         53        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    313/499      4.32G    0.01179   0.008906   0.001931         53        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
    313/499      4.32G    0.01184   0.009205   0.001963         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
    313/499      4.32G    0.01184   0.009205   0.001963         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    313/499      4.32G    0.01168    0.00929   0.002038         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    313/499      4.32G    0.01168    0.00929   0.002038         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    313/499      4.32G    0.01162   0.009074   0.001987         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    313/499      4.32G    0.01162   0.009074   0.001987         61        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    313/499      4.32G     0.0115    0.00898   0.002008         70        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    313/499      4.32G     0.0115    0.00898   0.002008         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    313/499      4.32G    0.01161   0.009204    0.00196         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    313/499      4.32G    0.01161   0.009204    0.00196         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    313/499      4.32G    0.01163   0.009216   0.002181         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    313/499      4.32G    0.01163   0.009216   0.002181         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    313/499      4.32G     0.0116   0.009318   0.002083         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    313/499      4.32G     0.0116   0.009318   0.002083         77        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    313/499      4.32G    0.01164   0.009481   0.001998         88        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    313/499      4.32G    0.01164   0.009481   0.001998         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    313/499      4.32G    0.01151   0.009439   0.002019         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    313/499      4.32G    0.01151   0.009439   0.002019         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    313/499      4.32G    0.01163   0.009562   0.002094         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    313/499      4.32G    0.01163   0.009562   0.002094         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    313/499      4.32G    0.01168   0.009444   0.002059         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    313/499      4.32G    0.01168   0.009444   0.002059         63        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    313/499      4.32G     0.0116    0.00935   0.001994         59        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    313/499      4.32G     0.0116    0.00935   0.001994         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    313/499      4.32G    0.01156   0.009414   0.002026         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    313/499      4.32G    0.01156   0.009414   0.002026         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    313/499      4.32G    0.01155   0.009508   0.002169         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    313/499      4.32G    0.01155   0.009508   0.002169         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    313/499      4.32G    0.01151   0.009512   0.002148         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    313/499      4.32G    0.01151   0.009512   0.002148         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    313/499      4.32G    0.01158   0.009688   0.002135         94        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    313/499      4.32G    0.01158   0.009688   0.002135         94        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    313/499      4.32G    0.01156   0.009634   0.002135         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    313/499      4.32G    0.01156   0.009634   0.002135         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    313/499      4.32G     0.0116   0.009616   0.002104         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    313/499      4.32G     0.0116   0.009616   0.002104         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    313/499      4.32G    0.01157   0.009685   0.002113         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    313/499      4.32G    0.01157   0.009685   0.002113         84        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    313/499      4.32G    0.01154   0.009773    0.00216         95        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    313/499      4.32G    0.01154   0.009773    0.00216         95        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    313/499      4.32G    0.01152   0.009801   0.002167         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    313/499      4.32G    0.01152   0.009801   0.002167         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    313/499      4.32G    0.01154   0.009778   0.002167         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    313/499      4.32G    0.01154   0.009778   0.002167         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    313/499      4.32G    0.01154   0.009737   0.002143         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    313/499      4.32G    0.01154   0.009737   0.002143         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    313/499      4.32G    0.01152    0.00979   0.002102         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    313/499      4.32G    0.01152    0.00979   0.002102         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    313/499      4.32G    0.01151   0.009785   0.002149         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    313/499      4.32G    0.01151   0.009785   0.002149         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    313/499      4.32G    0.01153   0.009819   0.002111         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    313/499      4.32G    0.01153   0.009819   0.002111         83        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    313/499      4.32G    0.01152   0.009813   0.002127         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    313/499      4.32G    0.01152   0.009813   0.002127         75        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    313/499      4.32G    0.01151   0.009795   0.002081         76        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    313/499      4.32G    0.01151   0.009795   0.002081         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    313/499      4.32G    0.01148   0.009857   0.002033         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    313/499      4.32G    0.01148   0.009857   0.002033         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    313/499      4.32G    0.01145   0.009895   0.002081         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    313/499      4.32G    0.01145   0.009895   0.002081         89        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    313/499      4.32G    0.01147   0.009933    0.00208         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    313/499      4.32G    0.01147   0.009933    0.00208         82        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    313/499      4.32G    0.01148   0.009867   0.002136         57        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    313/499      4.32G    0.01148   0.009867   0.002136         57        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
    313/499      4.32G    0.01149   0.009838   0.002134         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    313/499      4.32G    0.01149   0.009838   0.002134         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    313/499      4.32G    0.01152   0.009824   0.002168         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    313/499      4.32G    0.01152   0.009824   0.002168         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    313/499      4.32G    0.01153    0.00977    0.00212         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    313/499      4.32G    0.01153    0.00977    0.00212         33        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    313/499      4.32G    0.01153    0.00977    0.00212         33        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.875       0.86      0.895      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    314/499      4.32G     0.0137    0.01081  0.0008596         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    314/499      4.32G     0.0137    0.01081  0.0008596         76        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    314/499      4.32G    0.01279    0.01033   0.001044         80        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
    314/499      4.32G    0.01279    0.01033   0.001044         80        640:   5%|5         | 2/40 [00:00<00:07,  4.96it/s]
    314/499      4.32G    0.01229    0.01029  0.0009273         87        640:   5%|5         | 2/40 [00:00<00:07,  4.96it/s]
    314/499      4.32G    0.01229    0.01029  0.0009273         87        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    314/499      4.32G      0.012    0.01015  0.0007964         76        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    314/499      4.32G      0.012    0.01015  0.0007964         76        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    314/499      4.32G    0.01197   0.009813   0.001013         62        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    314/499      4.32G    0.01197   0.009813   0.001013         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
    314/499      4.32G    0.01205     0.0104   0.001047         97        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
    314/499      4.32G    0.01205     0.0104   0.001047         97        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    314/499      4.32G    0.01172    0.01029   0.001254         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    314/499      4.32G    0.01172    0.01029   0.001254         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    314/499      4.32G    0.01159   0.009986   0.001211         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    314/499      4.32G    0.01159   0.009986   0.001211         69        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    314/499      4.32G    0.01174    0.01021   0.001338         85        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    314/499      4.32G    0.01174    0.01021   0.001338         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    314/499      4.32G    0.01171    0.01009   0.001306         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    314/499      4.32G    0.01171    0.01009   0.001306         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    314/499      4.32G    0.01182    0.01007   0.001392         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    314/499      4.32G    0.01182    0.01007   0.001392         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    314/499      4.32G    0.01185    0.01026   0.001538         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    314/499      4.32G    0.01185    0.01026   0.001538         81        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    314/499      4.32G     0.0118    0.01022   0.001533         78        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    314/499      4.32G     0.0118    0.01022   0.001533         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    314/499      4.32G     0.0118    0.01022    0.00149         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    314/499      4.32G     0.0118    0.01022    0.00149         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    314/499      4.32G    0.01167    0.01013   0.001409         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    314/499      4.32G    0.01167    0.01013   0.001409         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
    314/499      4.32G    0.01165     0.0101   0.001591         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
    314/499      4.32G    0.01165     0.0101   0.001591         69        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    314/499      4.32G    0.01166    0.01008   0.001617         68        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    314/499      4.32G    0.01166    0.01008   0.001617         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    314/499      4.32G    0.01172    0.01004   0.001659         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    314/499      4.32G    0.01172    0.01004   0.001659         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    314/499      4.32G    0.01177    0.01006   0.001759         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    314/499      4.32G    0.01177    0.01006   0.001759         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    314/499      4.32G    0.01183    0.00998   0.001858         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    314/499      4.32G    0.01183    0.00998   0.001858         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    314/499      4.32G     0.0118   0.009888   0.002105         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    314/499      4.32G     0.0118   0.009888   0.002105         61        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    314/499      4.32G    0.01183   0.009892   0.002084         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    314/499      4.32G    0.01183   0.009892   0.002084         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    314/499      4.32G    0.01183   0.009879   0.002101         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    314/499      4.32G    0.01183   0.009879   0.002101         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    314/499      4.32G     0.0118   0.009789   0.002134         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    314/499      4.32G     0.0118   0.009789   0.002134         63        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    314/499      4.32G     0.0118   0.009785   0.002099         70        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    314/499      4.32G     0.0118   0.009785   0.002099         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    314/499      4.32G    0.01178   0.009785   0.002172         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    314/499      4.32G    0.01178   0.009785   0.002172         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    314/499      4.32G    0.01174   0.009841   0.002117         90        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    314/499      4.32G    0.01174   0.009841   0.002117         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    314/499      4.32G    0.01178   0.009851   0.002215         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    314/499      4.32G    0.01178   0.009851   0.002215         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    314/499      4.32G    0.01184   0.009808   0.002226         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    314/499      4.32G    0.01184   0.009808   0.002226         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    314/499      4.32G    0.01185   0.009773   0.002171         55        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    314/499      4.32G    0.01185   0.009773   0.002171         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    314/499      4.32G    0.01187   0.009835   0.002134         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    314/499      4.32G    0.01187   0.009835   0.002134         83        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    314/499      4.32G    0.01183   0.009783   0.002193         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    314/499      4.32G    0.01183   0.009783   0.002193         70        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    314/499      4.32G     0.0118   0.009739   0.002151         61        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    314/499      4.32G     0.0118   0.009739   0.002151         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    314/499      4.32G    0.01177   0.009709   0.002096         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    314/499      4.32G    0.01177   0.009709   0.002096         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    314/499      4.32G    0.01174   0.009639    0.00208         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    314/499      4.32G    0.01174   0.009639    0.00208         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    314/499      4.32G    0.01172     0.0096   0.002151         52        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    314/499      4.32G    0.01172     0.0096   0.002151         52        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    314/499      4.32G    0.01175   0.009595   0.002201         68        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    314/499      4.32G    0.01175   0.009595   0.002201         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    314/499      4.32G    0.01171   0.009672   0.002184         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    314/499      4.32G    0.01171   0.009672   0.002184         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    314/499      4.32G    0.01166   0.009651   0.002144         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    314/499      4.32G    0.01166   0.009651   0.002144         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    314/499      4.32G    0.01168   0.009668   0.002127         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    314/499      4.32G    0.01168   0.009668   0.002127         41        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    314/499      4.32G    0.01168   0.009668   0.002127         41        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.811      0.888      0.895      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    315/499      4.32G    0.01386   0.009093   0.002747         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    315/499      4.32G    0.01386   0.009093   0.002747         66        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
    315/499      4.32G     0.0128    0.01014   0.001942         89        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
    315/499      4.32G     0.0128    0.01014   0.001942         89        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    315/499      4.32G    0.01281    0.01091   0.001461         82        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    315/499      4.32G    0.01281    0.01091   0.001461         82        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    315/499      4.32G    0.01313    0.01074   0.001776         81        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    315/499      4.32G    0.01313    0.01074   0.001776         81        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    315/499      4.32G    0.01306    0.01087   0.001808         78        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    315/499      4.32G    0.01306    0.01087   0.001808         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    315/499      4.32G    0.01268     0.0103    0.00173         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    315/499      4.32G    0.01268     0.0103    0.00173         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    315/499      4.32G    0.01251    0.01018   0.001784         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    315/499      4.32G    0.01251    0.01018   0.001784         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    315/499      4.32G    0.01239    0.01012   0.001796         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    315/499      4.32G    0.01239    0.01012   0.001796         69        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    315/499      4.32G    0.01257    0.01011   0.002097         67        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    315/499      4.32G    0.01257    0.01011   0.002097         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    315/499      4.32G    0.01236   0.009992   0.001999         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    315/499      4.32G    0.01236   0.009992   0.001999         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    315/499      4.32G    0.01225    0.00993   0.002031         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    315/499      4.32G    0.01225    0.00993   0.002031         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    315/499      4.32G    0.01223    0.01002   0.002386         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    315/499      4.32G    0.01223    0.01002   0.002386         84        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    315/499      4.32G     0.0122    0.01015   0.002352         89        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    315/499      4.32G     0.0122    0.01015   0.002352         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    315/499      4.32G    0.01213    0.01002   0.002207         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    315/499      4.32G    0.01213    0.01002   0.002207         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    315/499      4.32G    0.01206   0.009989   0.002145         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    315/499      4.32G    0.01206   0.009989   0.002145         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    315/499      4.32G    0.01203    0.01006   0.002145         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    315/499      4.32G    0.01203    0.01006   0.002145         83        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    315/499      4.32G    0.01201    0.01007    0.00205         73        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    315/499      4.32G    0.01201    0.01007    0.00205         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    315/499      4.32G    0.01217   0.009958   0.002509         58        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    315/499      4.32G    0.01217   0.009958   0.002509         58        640:  45%|####5     | 18/40 [00:03<00:04,  5.41it/s]
    315/499      4.32G    0.01213    0.01003   0.002404         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.41it/s]
    315/499      4.32G    0.01213    0.01003   0.002404         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    315/499      4.32G    0.01214    0.01006   0.002333         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    315/499      4.32G    0.01214    0.01006   0.002333         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    315/499      4.32G    0.01206   0.009993   0.002259         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    315/499      4.32G    0.01206   0.009993   0.002259         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.40it/s]
    315/499      4.32G    0.01204   0.009986   0.002371         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.40it/s]
    315/499      4.32G    0.01204   0.009986   0.002371         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    315/499      4.32G      0.012   0.009923   0.002393         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    315/499      4.32G      0.012   0.009923   0.002393         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    315/499      4.32G    0.01199   0.009906   0.002435         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    315/499      4.32G    0.01199   0.009906   0.002435         71        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    315/499      4.32G      0.012   0.009981   0.002362         82        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    315/499      4.32G      0.012   0.009981   0.002362         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    315/499      4.32G    0.01209    0.01002   0.002393         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    315/499      4.32G    0.01209    0.01002   0.002393         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    315/499      4.32G      0.012   0.009897   0.002317         51        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    315/499      4.32G      0.012   0.009897   0.002317         51        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    315/499      4.32G    0.01203   0.009952   0.002337         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    315/499      4.32G    0.01203   0.009952   0.002337         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    315/499      4.32G    0.01201   0.009939   0.002271         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    315/499      4.32G    0.01201   0.009939   0.002271         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    315/499      4.32G    0.01198   0.009975   0.002262         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    315/499      4.32G    0.01198   0.009975   0.002262         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    315/499      4.32G    0.01201    0.01004   0.002257         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    315/499      4.32G    0.01201    0.01004   0.002257         83        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    315/499      4.32G    0.01202    0.01005   0.002227         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    315/499      4.32G    0.01202    0.01005   0.002227         84        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    315/499      4.32G    0.01201    0.01002   0.002194         67        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    315/499      4.32G    0.01201    0.01002   0.002194         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    315/499      4.32G    0.01199     0.0101   0.002228         92        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    315/499      4.32G    0.01199     0.0101   0.002228         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    315/499      4.32G    0.01195    0.01004   0.002188         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    315/499      4.32G    0.01195    0.01004   0.002188         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    315/499      4.32G    0.01191    0.01005   0.002167         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    315/499      4.32G    0.01191    0.01005   0.002167         83        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    315/499      4.32G    0.01192   0.009991   0.002147         59        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    315/499      4.32G    0.01192   0.009991   0.002147         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    315/499      4.32G    0.01192    0.01002   0.002143         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    315/499      4.32G    0.01192    0.01002   0.002143         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    315/499      4.32G    0.01188   0.009964   0.002096         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    315/499      4.32G    0.01188   0.009964   0.002096         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    315/499      4.32G    0.01194   0.009934   0.002644         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    315/499      4.32G    0.01194   0.009934   0.002644         29        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    315/499      4.32G    0.01194   0.009934   0.002644         29        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.835       0.89      0.905      0.789

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    316/499      4.32G    0.01534    0.01257   0.003553         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    316/499      4.32G    0.01534    0.01257   0.003553         67        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    316/499      4.32G    0.01308    0.01039    0.00291         63        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    316/499      4.32G    0.01308    0.01039    0.00291         63        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    316/499      4.32G    0.01228   0.009796   0.002361         68        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    316/499      4.32G    0.01228   0.009796   0.002361         68        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    316/499      4.32G    0.01214   0.009437    0.00246         66        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    316/499      4.32G    0.01214   0.009437    0.00246         66        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    316/499      4.32G    0.01207   0.009516    0.00205         74        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    316/499      4.32G    0.01207   0.009516    0.00205         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
    316/499      4.32G    0.01199   0.009331   0.001779         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
    316/499      4.32G    0.01199   0.009331   0.001779         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    316/499      4.32G    0.01175   0.009465   0.001597         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    316/499      4.32G    0.01175   0.009465   0.001597         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    316/499      4.32G    0.01172    0.00936   0.001446         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    316/499      4.32G    0.01172    0.00936   0.001446         64        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    316/499      4.32G    0.01177   0.009289    0.00156         65        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    316/499      4.32G    0.01177   0.009289    0.00156         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    316/499      4.32G    0.01196   0.009523   0.001662         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    316/499      4.32G    0.01196   0.009523   0.001662         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    316/499      4.32G    0.01191   0.009452    0.00187         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    316/499      4.32G    0.01191   0.009452    0.00187         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    316/499      4.32G    0.01191   0.009626   0.001809         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    316/499      4.32G    0.01191   0.009626   0.001809         90        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    316/499      4.32G    0.01184   0.009556   0.001982         74        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    316/499      4.32G    0.01184   0.009556   0.001982         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    316/499      4.32G    0.01191   0.009477   0.001999         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    316/499      4.32G    0.01191   0.009477   0.001999         59        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    316/499      4.32G    0.01196   0.009401   0.002169         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    316/499      4.32G    0.01196   0.009401   0.002169         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    316/499      4.32G    0.01204    0.00954   0.002378         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    316/499      4.32G    0.01204    0.00954   0.002378         81        640:  40%|####      | 16/40 [00:02<00:04,  5.34it/s]
    316/499      4.32G    0.01199   0.009516   0.002374         83        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    316/499      4.32G    0.01199   0.009516   0.002374         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    316/499      4.32G    0.01196   0.009646   0.002385         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    316/499      4.32G    0.01196   0.009646   0.002385         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    316/499      4.32G    0.01191    0.00974   0.002364         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    316/499      4.32G    0.01191    0.00974   0.002364         91        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    316/499      4.32G    0.01189   0.009737     0.0024         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    316/499      4.32G    0.01189   0.009737     0.0024         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    316/499      4.32G    0.01183   0.009778   0.002323         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    316/499      4.32G    0.01183   0.009778   0.002323         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    316/499      4.32G    0.01173   0.009731   0.002239         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    316/499      4.32G    0.01173   0.009731   0.002239         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    316/499      4.32G    0.01173   0.009637   0.002187         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    316/499      4.32G    0.01173   0.009637   0.002187         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    316/499      4.32G    0.01168   0.009593   0.002213         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    316/499      4.32G    0.01168   0.009593   0.002213         72        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    316/499      4.32G    0.01168   0.009496   0.002364         54        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    316/499      4.32G    0.01168   0.009496   0.002364         54        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    316/499      4.32G     0.0117   0.009479   0.002424         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    316/499      4.32G     0.0117   0.009479   0.002424         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    316/499      4.32G     0.0117   0.009514   0.002362         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    316/499      4.32G     0.0117   0.009514   0.002362         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    316/499      4.32G    0.01165   0.009472    0.00232         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    316/499      4.32G    0.01165   0.009472    0.00232         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    316/499      4.32G    0.01161   0.009517   0.002263         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    316/499      4.32G    0.01161   0.009517   0.002263         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    316/499      4.32G    0.01163   0.009526   0.002295         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    316/499      4.32G    0.01163   0.009526   0.002295         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.12it/s]
    316/499      4.32G    0.01162   0.009619   0.002322         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.12it/s]
    316/499      4.32G    0.01162   0.009619   0.002322         90        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    316/499      4.32G    0.01161   0.009644   0.002304         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    316/499      4.32G    0.01161   0.009644   0.002304         78        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    316/499      4.32G     0.0116    0.00962   0.002285         73        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    316/499      4.32G     0.0116    0.00962   0.002285         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    316/499      4.32G     0.0116   0.009627   0.002355         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    316/499      4.32G     0.0116   0.009627   0.002355         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    316/499      4.32G    0.01157   0.009584   0.002356         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    316/499      4.32G    0.01157   0.009584   0.002356         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    316/499      4.32G    0.01156   0.009559   0.002343         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    316/499      4.32G    0.01156   0.009559   0.002343         64        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    316/499      4.32G    0.01168    0.00963   0.002439         81        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    316/499      4.32G    0.01168    0.00963   0.002439         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    316/499      4.32G    0.01172    0.00963   0.002539         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    316/499      4.32G    0.01172    0.00963   0.002539         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    316/499      4.32G    0.01176   0.009691   0.002612         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    316/499      4.32G    0.01176   0.009691   0.002612         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    316/499      4.32G    0.01177   0.009707   0.002624         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    316/499      4.32G    0.01177   0.009707   0.002624         38        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    316/499      4.32G    0.01177   0.009707   0.002624         38        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.898      0.885      0.915      0.787

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    317/499      4.32G   0.009873   0.008595   0.005307         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    317/499      4.32G   0.009873   0.008595   0.005307         66        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    317/499      4.32G    0.01077   0.009175    0.00298         78        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    317/499      4.32G    0.01077   0.009175    0.00298         78        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    317/499      4.32G    0.01113    0.01014   0.003194         83        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    317/499      4.32G    0.01113    0.01014   0.003194         83        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    317/499      4.32G    0.01121    0.01036   0.002792         79        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    317/499      4.32G    0.01121    0.01036   0.002792         79        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    317/499      4.32G    0.01158    0.01061   0.002464         79        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    317/499      4.32G    0.01158    0.01061   0.002464         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    317/499      4.32G    0.01137     0.0102   0.002321         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    317/499      4.32G    0.01137     0.0102   0.002321         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    317/499      4.32G    0.01176    0.01049    0.00316         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    317/499      4.32G    0.01176    0.01049    0.00316         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    317/499      4.32G    0.01162    0.01052   0.003091         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    317/499      4.32G    0.01162    0.01052   0.003091         90        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    317/499      4.32G    0.01196    0.01046   0.003273         69        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    317/499      4.32G    0.01196    0.01046   0.003273         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    317/499      4.32G    0.01204    0.01052    0.00328         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    317/499      4.32G    0.01204    0.01052    0.00328         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    317/499      4.32G    0.01205    0.01077   0.003353         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    317/499      4.32G    0.01205    0.01077   0.003353         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    317/499      4.32G     0.0118    0.01059   0.003115         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    317/499      4.32G     0.0118    0.01059   0.003115         76        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    317/499      4.32G    0.01175     0.0106   0.002951         75        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    317/499      4.32G    0.01175     0.0106   0.002951         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    317/499      4.32G    0.01175    0.01053   0.002832         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    317/499      4.32G    0.01175    0.01053   0.002832         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    317/499      4.32G    0.01185     0.0106   0.002888         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    317/499      4.32G    0.01185     0.0106   0.002888         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    317/499      4.32G    0.01188    0.01065   0.002849         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    317/499      4.32G    0.01188    0.01065   0.002849         88        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    317/499      4.32G    0.01188    0.01058   0.002882         73        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    317/499      4.32G    0.01188    0.01058   0.002882         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.15it/s]
    317/499      4.32G     0.0118    0.01052   0.002841         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.15it/s]
    317/499      4.32G     0.0118    0.01052   0.002841         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    317/499      4.32G    0.01176    0.01042   0.002872         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    317/499      4.32G    0.01176    0.01042   0.002872         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    317/499      4.32G    0.01172    0.01039   0.002777         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    317/499      4.32G    0.01172    0.01039   0.002777         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    317/499      4.32G    0.01176    0.01036   0.002991         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    317/499      4.32G    0.01176    0.01036   0.002991         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    317/499      4.32G    0.01184    0.01029   0.002905         59        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    317/499      4.32G    0.01184    0.01029   0.002905         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    317/499      4.32G    0.01191    0.01017   0.002851         55        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    317/499      4.32G    0.01191    0.01017   0.002851         55        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    317/499      4.32G    0.01197    0.01018   0.002813         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    317/499      4.32G    0.01197    0.01018   0.002813         64        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    317/499      4.32G    0.01197    0.01014   0.002725         78        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    317/499      4.32G    0.01197    0.01014   0.002725         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    317/499      4.32G    0.01196    0.01015   0.002652         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    317/499      4.32G    0.01196    0.01015   0.002652         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    317/499      4.32G    0.01194    0.01015   0.002585         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    317/499      4.32G    0.01194    0.01015   0.002585         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    317/499      4.32G    0.01191    0.01015   0.002511         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    317/499      4.32G    0.01191    0.01015   0.002511         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    317/499      4.32G    0.01188    0.01014   0.002571         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    317/499      4.32G    0.01188    0.01014   0.002571         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    317/499      4.32G    0.01186    0.01011   0.002605         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    317/499      4.32G    0.01186    0.01011   0.002605         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    317/499      4.32G    0.01186    0.01013   0.002578         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    317/499      4.32G    0.01186    0.01013   0.002578         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    317/499      4.32G    0.01179    0.01004   0.002527         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    317/499      4.32G    0.01179    0.01004   0.002527         67        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    317/499      4.32G    0.01177    0.01001   0.002541         73        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    317/499      4.32G    0.01177    0.01001   0.002541         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    317/499      4.32G    0.01173   0.009979   0.002558         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    317/499      4.32G    0.01173   0.009979   0.002558         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    317/499      4.32G    0.01173   0.009942   0.002667         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    317/499      4.32G    0.01173   0.009942   0.002667         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    317/499      4.32G     0.0117   0.009904   0.002644         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    317/499      4.32G     0.0117   0.009904   0.002644         65        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    317/499      4.32G    0.01171   0.009906   0.002684         69        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    317/499      4.32G    0.01171   0.009906   0.002684         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    317/499      4.32G     0.0117   0.009929   0.002649         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    317/499      4.32G     0.0117   0.009929   0.002649         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    317/499      4.32G    0.01169    0.00994   0.002618         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    317/499      4.32G    0.01169    0.00994   0.002618         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    317/499      4.32G    0.01172   0.009989   0.002575         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    317/499      4.32G    0.01172   0.009989   0.002575         38        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    317/499      4.32G    0.01172   0.009989   0.002575         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.881      0.838      0.901      0.779

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    318/499      4.32G    0.01281    0.01044    0.00289         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    318/499      4.32G    0.01281    0.01044    0.00289         71        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    318/499      4.32G    0.01173    0.01056   0.002683         95        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    318/499      4.32G    0.01173    0.01056   0.002683         95        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    318/499      4.32G    0.01161    0.01068   0.003948         86        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    318/499      4.32G    0.01161    0.01068   0.003948         86        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    318/499      4.32G    0.01166    0.01105   0.003834         96        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    318/499      4.32G    0.01166    0.01105   0.003834         96        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    318/499      4.32G    0.01172    0.01109   0.003287         88        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    318/499      4.32G    0.01172    0.01109   0.003287         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    318/499      4.32G    0.01177    0.01157   0.003092         96        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    318/499      4.32G    0.01177    0.01157   0.003092         96        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    318/499      4.32G    0.01195    0.01176   0.002993         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    318/499      4.32G    0.01195    0.01176   0.002993         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    318/499      4.32G    0.01189    0.01138   0.003168         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    318/499      4.32G    0.01189    0.01138   0.003168         63        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    318/499      4.32G    0.01203    0.01175   0.003473         99        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    318/499      4.32G    0.01203    0.01175   0.003473         99        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    318/499      4.32G    0.01213    0.01187   0.003405         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    318/499      4.32G    0.01213    0.01187   0.003405         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    318/499      4.32G    0.01199    0.01174   0.003171         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    318/499      4.32G    0.01199    0.01174   0.003171         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    318/499      4.32G    0.01201    0.01153   0.002989         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    318/499      4.32G    0.01201    0.01153   0.002989         69        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    318/499      4.32G    0.01197    0.01142   0.002984         77        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
    318/499      4.32G    0.01197    0.01142   0.002984         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    318/499      4.32G     0.0119    0.01135   0.002841         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    318/499      4.32G     0.0119    0.01135   0.002841         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    318/499      4.32G     0.0118    0.01143   0.002797         97        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    318/499      4.32G     0.0118    0.01143   0.002797         97        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    318/499      4.32G    0.01184    0.01123   0.002657         59        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    318/499      4.32G    0.01184    0.01123   0.002657         59        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    318/499      4.32G    0.01179    0.01111   0.002652         73        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    318/499      4.32G    0.01179    0.01111   0.002652         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    318/499      4.32G    0.01181    0.01107   0.002567         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    318/499      4.32G    0.01181    0.01107   0.002567         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    318/499      4.32G    0.01168    0.01094   0.002509         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    318/499      4.32G    0.01168    0.01094   0.002509         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    318/499      4.32G    0.01173    0.01096   0.002553         87        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    318/499      4.32G    0.01173    0.01096   0.002553         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    318/499      4.32G    0.01183    0.01112   0.002635         97        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    318/499      4.32G    0.01183    0.01112   0.002635         97        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    318/499      4.32G    0.01175    0.01094    0.00257         58        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    318/499      4.32G    0.01175    0.01094    0.00257         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    318/499      4.32G     0.0117    0.01087   0.002578         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    318/499      4.32G     0.0117    0.01087   0.002578         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    318/499      4.32G    0.01165    0.01081   0.002599         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    318/499      4.32G    0.01165    0.01081   0.002599         79        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    318/499      4.32G    0.01156    0.01079   0.002526         84        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    318/499      4.32G    0.01156    0.01079   0.002526         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    318/499      4.32G    0.01155    0.01074   0.002472         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    318/499      4.32G    0.01155    0.01074   0.002472         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    318/499      4.32G    0.01153    0.01059   0.002436         54        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    318/499      4.32G    0.01153    0.01059   0.002436         54        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    318/499      4.32G    0.01154     0.0106   0.002459         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    318/499      4.32G    0.01154     0.0106   0.002459         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    318/499      4.32G    0.01161    0.01056   0.002509         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    318/499      4.32G    0.01161    0.01056   0.002509         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    318/499      4.32G    0.01167    0.01054   0.002488         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    318/499      4.32G    0.01167    0.01054   0.002488         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    318/499      4.32G    0.01163    0.01051   0.002439         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    318/499      4.32G    0.01163    0.01051   0.002439         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    318/499      4.32G    0.01158    0.01053   0.002407         85        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    318/499      4.32G    0.01158    0.01053   0.002407         85        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    318/499      4.32G    0.01155    0.01048   0.002364         78        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    318/499      4.32G    0.01155    0.01048   0.002364         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    318/499      4.32G    0.01159    0.01048   0.002462         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
    318/499      4.32G    0.01159    0.01048   0.002462         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    318/499      4.32G    0.01155    0.01047   0.002422         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    318/499      4.32G    0.01155    0.01047   0.002422         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    318/499      4.32G    0.01152    0.01045   0.002384         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    318/499      4.32G    0.01152    0.01045   0.002384         71        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    318/499      4.32G    0.01157     0.0105   0.002353         80        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    318/499      4.32G    0.01157     0.0105   0.002353         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    318/499      4.32G    0.01156     0.0105   0.002368         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    318/499      4.32G    0.01156     0.0105   0.002368         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    318/499      4.32G    0.01155    0.01046   0.002394         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    318/499      4.32G    0.01155    0.01046   0.002394         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    318/499      4.32G    0.01156    0.01044   0.002365         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    318/499      4.32G    0.01156    0.01044   0.002365         36        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
    318/499      4.32G    0.01156    0.01044   0.002365         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.841      0.833      0.876      0.767

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    319/499      4.32G    0.01068   0.009442   0.001031         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    319/499      4.32G    0.01068   0.009442   0.001031         80        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    319/499      4.32G    0.01141   0.009936   0.001122         83        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    319/499      4.32G    0.01141   0.009936   0.001122         83        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    319/499      4.32G    0.01172     0.0105   0.001218         79        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    319/499      4.32G    0.01172     0.0105   0.001218         79        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    319/499      4.32G    0.01137   0.009971   0.001168         63        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    319/499      4.32G    0.01137   0.009971   0.001168         63        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
    319/499      4.32G    0.01144    0.01033    0.00126         85        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
    319/499      4.32G    0.01144    0.01033    0.00126         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    319/499      4.32G    0.01133    0.01068   0.001774        104        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    319/499      4.32G    0.01133    0.01068   0.001774        104        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    319/499      4.32G    0.01137    0.01073    0.00164         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
    319/499      4.32G    0.01137    0.01073    0.00164         92        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    319/499      4.32G    0.01142    0.01071   0.001547         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    319/499      4.32G    0.01142    0.01071   0.001547         85        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    319/499      4.32G    0.01144    0.01079   0.001489         84        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    319/499      4.32G    0.01144    0.01079   0.001489         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    319/499      4.32G    0.01144    0.01057    0.00154         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    319/499      4.32G    0.01144    0.01057    0.00154         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    319/499      4.32G    0.01143    0.01042   0.001603         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    319/499      4.32G    0.01143    0.01042   0.001603         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    319/499      4.32G    0.01135    0.01034   0.001545         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    319/499      4.32G    0.01135    0.01034   0.001545         80        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
    319/499      4.32G    0.01134    0.01035   0.001513         80        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
    319/499      4.32G    0.01134    0.01035   0.001513         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    319/499      4.32G    0.01138    0.01031   0.001637         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    319/499      4.32G    0.01138    0.01031   0.001637         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    319/499      4.32G    0.01141    0.01031   0.001678         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    319/499      4.32G    0.01141    0.01031   0.001678         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    319/499      4.32G    0.01137    0.01026   0.001678         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    319/499      4.32G    0.01137    0.01026   0.001678         76        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    319/499      4.32G    0.01141    0.01025   0.001698         82        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    319/499      4.32G    0.01141    0.01025   0.001698         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    319/499      4.32G    0.01138    0.01022   0.001673         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    319/499      4.32G    0.01138    0.01022   0.001673         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    319/499      4.32G    0.01144    0.01015   0.001867         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    319/499      4.32G    0.01144    0.01015   0.001867         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    319/499      4.32G    0.01145    0.01014   0.001831         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    319/499      4.32G    0.01145    0.01014   0.001831         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    319/499      4.32G    0.01141    0.01007   0.001892         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    319/499      4.32G    0.01141    0.01007   0.001892         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    319/499      4.32G    0.01137    0.01006   0.001877         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    319/499      4.32G    0.01137    0.01006   0.001877         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    319/499      4.32G    0.01135   0.009953   0.001854         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    319/499      4.32G    0.01135   0.009953   0.001854         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    319/499      4.32G    0.01131   0.009876   0.001875         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    319/499      4.32G    0.01131   0.009876   0.001875         76        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    319/499      4.32G    0.01125   0.009803   0.001816         69        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    319/499      4.32G    0.01125   0.009803   0.001816         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    319/499      4.32G    0.01125   0.009801   0.001866         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    319/499      4.32G    0.01125   0.009801   0.001866         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    319/499      4.32G    0.01127   0.009804   0.001909         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    319/499      4.32G    0.01127   0.009804   0.001909         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    319/499      4.32G    0.01129   0.009822   0.001903         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    319/499      4.32G    0.01129   0.009822   0.001903         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    319/499      4.32G    0.01125   0.009834   0.001934         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    319/499      4.32G    0.01125   0.009834   0.001934         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    319/499      4.32G    0.01121   0.009833   0.001889         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    319/499      4.32G    0.01121   0.009833   0.001889         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    319/499      4.32G    0.01118   0.009842   0.001873         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    319/499      4.32G    0.01118   0.009842   0.001873         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    319/499      4.32G    0.01119   0.009836   0.001848         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    319/499      4.32G    0.01119   0.009836   0.001848         77        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    319/499      4.32G    0.01122   0.009794   0.001818         69        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    319/499      4.32G    0.01122   0.009794   0.001818         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    319/499      4.32G    0.01125   0.009755   0.001827         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    319/499      4.32G    0.01125   0.009755   0.001827         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    319/499      4.32G    0.01124   0.009752    0.00181         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    319/499      4.32G    0.01124   0.009752    0.00181         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    319/499      4.32G    0.01127   0.009737   0.001828         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    319/499      4.32G    0.01127   0.009737   0.001828         73        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    319/499      4.32G    0.01127    0.00972   0.001805         67        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    319/499      4.32G    0.01127    0.00972   0.001805         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    319/499      4.32G    0.01124   0.009633   0.001833         52        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    319/499      4.32G    0.01124   0.009633   0.001833         52        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    319/499      4.32G    0.01126   0.009666   0.001847         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    319/499      4.32G    0.01126   0.009666   0.001847         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    319/499      4.32G    0.01133   0.009704   0.001956         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    319/499      4.32G    0.01133   0.009704   0.001956         38        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    319/499      4.32G    0.01133   0.009704   0.001956         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.828       0.89      0.886      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    320/499      4.32G    0.01303    0.01409    0.00407        101        640:   0%|          | 0/40 [00:00<?, ?it/s]
    320/499      4.32G    0.01303    0.01409    0.00407        101        640:   2%|2         | 1/40 [00:00<00:07,  5.42it/s]
    320/499      4.32G    0.01177    0.01204   0.004641         79        640:   2%|2         | 1/40 [00:00<00:07,  5.42it/s]
    320/499      4.32G    0.01177    0.01204   0.004641         79        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    320/499      4.32G    0.01137    0.01103   0.003535         68        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    320/499      4.32G    0.01137    0.01103   0.003535         68        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    320/499      4.32G    0.01164    0.01105   0.003306         81        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    320/499      4.32G    0.01164    0.01105   0.003306         81        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    320/499      4.32G      0.012    0.01143   0.003182         80        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    320/499      4.32G      0.012    0.01143   0.003182         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    320/499      4.32G    0.01233    0.01177   0.003208         88        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    320/499      4.32G    0.01233    0.01177   0.003208         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    320/499      4.32G    0.01204    0.01142    0.00282         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    320/499      4.32G    0.01204    0.01142    0.00282         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    320/499      4.32G    0.01215    0.01135   0.002572         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    320/499      4.32G    0.01215    0.01135   0.002572         65        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    320/499      4.32G    0.01219    0.01098   0.002854         59        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    320/499      4.32G    0.01219    0.01098   0.002854         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    320/499      4.32G    0.01206    0.01103    0.00302         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    320/499      4.32G    0.01206    0.01103    0.00302         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    320/499      4.32G    0.01211    0.01104   0.002804         93        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    320/499      4.32G    0.01211    0.01104   0.002804         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    320/499      4.32G    0.01199    0.01075   0.002937         54        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    320/499      4.32G    0.01199    0.01075   0.002937         54        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    320/499      4.32G    0.01191    0.01072   0.002942         82        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    320/499      4.32G    0.01191    0.01072   0.002942         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    320/499      4.32G      0.012    0.01066   0.002917         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    320/499      4.32G      0.012    0.01066   0.002917         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    320/499      4.32G    0.01189    0.01064   0.002745         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    320/499      4.32G    0.01189    0.01064   0.002745         86        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    320/499      4.32G    0.01183    0.01064   0.002765         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    320/499      4.32G    0.01183    0.01064   0.002765         83        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    320/499      4.32G    0.01172    0.01048   0.002662         66        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    320/499      4.32G    0.01172    0.01048   0.002662         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
    320/499      4.32G    0.01172    0.01051   0.002675         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
    320/499      4.32G    0.01172    0.01051   0.002675         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    320/499      4.32G    0.01171    0.01055   0.002621         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    320/499      4.32G    0.01171    0.01055   0.002621         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    320/499      4.32G    0.01172    0.01046   0.002552         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    320/499      4.32G    0.01172    0.01046   0.002552         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.11it/s]
    320/499      4.32G    0.01173    0.01045   0.002459         73        640:  50%|#####     | 20/40 [00:04<00:03,  5.11it/s]
    320/499      4.32G    0.01173    0.01045   0.002459         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    320/499      4.32G    0.01177    0.01045   0.002484         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    320/499      4.32G    0.01177    0.01045   0.002484         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    320/499      4.32G    0.01177    0.01047   0.002425         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    320/499      4.32G    0.01177    0.01047   0.002425         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.12it/s]
    320/499      4.32G    0.01179    0.01051   0.002498         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.12it/s]
    320/499      4.32G    0.01179    0.01051   0.002498         75        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    320/499      4.32G     0.0118    0.01049   0.002468         77        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    320/499      4.32G     0.0118    0.01049   0.002468         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    320/499      4.32G    0.01182    0.01051   0.002411         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    320/499      4.32G    0.01182    0.01051   0.002411         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.12it/s]
    320/499      4.32G    0.01179    0.01052   0.002349         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.12it/s]
    320/499      4.32G    0.01179    0.01052   0.002349         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    320/499      4.32G    0.01171    0.01039   0.002395         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    320/499      4.32G    0.01171    0.01039   0.002395         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    320/499      4.32G    0.01165    0.01044   0.002354         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    320/499      4.32G    0.01165    0.01044   0.002354         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    320/499      4.32G    0.01171    0.01044   0.002431         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    320/499      4.32G    0.01171    0.01044   0.002431         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    320/499      4.32G    0.01168    0.01036   0.002486         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    320/499      4.32G    0.01168    0.01036   0.002486         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    320/499      4.32G    0.01171    0.01031    0.00246         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    320/499      4.32G    0.01171    0.01031    0.00246         66        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    320/499      4.32G    0.01176    0.01032   0.002419         69        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    320/499      4.32G    0.01176    0.01032   0.002419         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    320/499      4.32G    0.01175    0.01032   0.002377         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    320/499      4.32G    0.01175    0.01032   0.002377         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    320/499      4.32G    0.01176    0.01034   0.002339         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    320/499      4.32G    0.01176    0.01034   0.002339         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    320/499      4.32G    0.01173    0.01023   0.002289         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    320/499      4.32G    0.01173    0.01023   0.002289         56        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    320/499      4.32G    0.01172    0.01021    0.00228         72        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    320/499      4.32G    0.01172    0.01021    0.00228         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    320/499      4.32G    0.01173    0.01023   0.002255         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    320/499      4.32G    0.01173    0.01023   0.002255         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    320/499      4.32G     0.0118    0.01024   0.002286         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    320/499      4.32G     0.0118    0.01024   0.002286         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    320/499      4.32G    0.01183    0.01031   0.002262         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    320/499      4.32G    0.01183    0.01031   0.002262         46        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    320/499      4.32G    0.01183    0.01031   0.002262         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.833      0.861      0.875      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    321/499      4.32G    0.01041   0.008176   0.002156         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    321/499      4.32G    0.01041   0.008176   0.002156         66        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    321/499      4.32G     0.0118   0.008246   0.001884         67        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    321/499      4.32G     0.0118   0.008246   0.001884         67        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    321/499      4.32G    0.01206   0.008375   0.001645         69        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    321/499      4.32G    0.01206   0.008375   0.001645         69        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    321/499      4.32G    0.01233   0.008468   0.001449         69        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    321/499      4.32G    0.01233   0.008468   0.001449         69        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    321/499      4.32G    0.01202   0.008903   0.001318         78        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    321/499      4.32G    0.01202   0.008903   0.001318         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    321/499      4.32G    0.01187   0.008952   0.001297         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    321/499      4.32G    0.01187   0.008952   0.001297         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    321/499      4.32G    0.01166   0.008882   0.001238         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    321/499      4.32G    0.01166   0.008882   0.001238         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    321/499      4.32G    0.01173   0.008947   0.001137         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    321/499      4.32G    0.01173   0.008947   0.001137         75        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    321/499      4.32G    0.01184    0.00891   0.001124         68        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    321/499      4.32G    0.01184    0.00891   0.001124         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    321/499      4.32G    0.01192    0.00905   0.001422         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    321/499      4.32G    0.01192    0.00905   0.001422         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    321/499      4.32G    0.01177   0.008991   0.001563         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    321/499      4.32G    0.01177   0.008991   0.001563         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    321/499      4.32G    0.01179   0.009194   0.001575         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    321/499      4.32G    0.01179   0.009194   0.001575         86        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    321/499      4.32G    0.01179   0.009253   0.001496         69        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    321/499      4.32G    0.01179   0.009253   0.001496         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    321/499      4.32G    0.01161   0.009056   0.001463         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    321/499      4.32G    0.01161   0.009056   0.001463         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    321/499      4.32G    0.01154   0.009142   0.001495         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    321/499      4.32G    0.01154   0.009142   0.001495         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    321/499      4.32G    0.01146   0.009078   0.001426         62        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    321/499      4.32G    0.01146   0.009078   0.001426         62        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    321/499      4.32G    0.01144   0.008987   0.001418         57        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    321/499      4.32G    0.01144   0.008987   0.001418         57        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    321/499      4.32G    0.01156   0.009124   0.001489         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    321/499      4.32G    0.01156   0.009124   0.001489         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    321/499      4.32G     0.0116   0.009261   0.001439         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    321/499      4.32G     0.0116   0.009261   0.001439         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    321/499      4.32G    0.01159   0.009294   0.001459         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    321/499      4.32G    0.01159   0.009294   0.001459         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    321/499      4.32G    0.01164   0.009295   0.001512         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    321/499      4.32G    0.01164   0.009295   0.001512         63        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    321/499      4.32G    0.01157   0.009291   0.001477         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    321/499      4.32G    0.01157   0.009291   0.001477         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    321/499      4.32G    0.01157   0.009349   0.001444         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    321/499      4.32G    0.01157   0.009349   0.001444         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    321/499      4.32G     0.0116   0.009388   0.001413         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    321/499      4.32G     0.0116   0.009388   0.001413         73        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    321/499      4.32G    0.01162   0.009424   0.001454         75        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    321/499      4.32G    0.01162   0.009424   0.001454         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    321/499      4.32G    0.01159   0.009418   0.001491         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    321/499      4.32G    0.01159   0.009418   0.001491         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    321/499      4.32G    0.01166   0.009462   0.001631         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    321/499      4.32G    0.01166   0.009462   0.001631         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    321/499      4.32G    0.01165   0.009428   0.001643         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    321/499      4.32G    0.01165   0.009428   0.001643         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    321/499      4.32G    0.01166   0.009458   0.001752         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    321/499      4.32G    0.01166   0.009458   0.001752         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    321/499      4.32G    0.01166   0.009493   0.001744         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    321/499      4.32G    0.01166   0.009493   0.001744         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    321/499      4.32G    0.01164   0.009495   0.001729         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    321/499      4.32G    0.01164   0.009495   0.001729         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    321/499      4.32G    0.01169    0.00952    0.00178         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    321/499      4.32G    0.01169    0.00952    0.00178         72        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    321/499      4.32G     0.0117   0.009505   0.001769         71        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    321/499      4.32G     0.0117   0.009505   0.001769         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    321/499      4.32G    0.01168   0.009494   0.001753         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    321/499      4.32G    0.01168   0.009494   0.001753         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    321/499      4.32G    0.01167   0.009491   0.001794         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    321/499      4.32G    0.01167   0.009491   0.001794         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    321/499      4.32G    0.01163   0.009468   0.001765         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    321/499      4.32G    0.01163   0.009468   0.001765         69        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    321/499      4.32G    0.01166   0.009502   0.001762         77        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    321/499      4.32G    0.01166   0.009502   0.001762         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    321/499      4.32G    0.01165    0.00947   0.001759         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    321/499      4.32G    0.01165    0.00947   0.001759         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    321/499      4.32G    0.01166   0.009443    0.00173         56        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    321/499      4.32G    0.01166   0.009443    0.00173         56        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    321/499      4.32G    0.01164   0.009451   0.001705         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    321/499      4.32G    0.01164   0.009451   0.001705         36        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    321/499      4.32G    0.01164   0.009451   0.001705         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.831      0.855      0.883      0.777

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    322/499      4.32G    0.01277    0.01005   0.003301         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    322/499      4.32G    0.01277    0.01005   0.003301         67        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    322/499      4.32G    0.01233   0.009157   0.002835         61        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    322/499      4.32G    0.01233   0.009157   0.002835         61        640:   5%|5         | 2/40 [00:00<00:06,  5.52it/s]
    322/499      4.32G    0.01216    0.00951   0.002442         76        640:   5%|5         | 2/40 [00:00<00:06,  5.52it/s]
    322/499      4.32G    0.01216    0.00951   0.002442         76        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    322/499      4.32G     0.0125   0.009038   0.002038         56        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    322/499      4.32G     0.0125   0.009038   0.002038         56        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    322/499      4.32G     0.0128   0.009559   0.001718         80        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    322/499      4.32G     0.0128   0.009559   0.001718         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    322/499      4.32G    0.01254   0.009784   0.001619         94        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    322/499      4.32G    0.01254   0.009784   0.001619         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    322/499      4.32G    0.01213   0.009287   0.001454         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    322/499      4.32G    0.01213   0.009287   0.001454         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    322/499      4.32G    0.01208   0.009466   0.001377         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    322/499      4.32G    0.01208   0.009466   0.001377         78        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    322/499      4.32G    0.01226     0.0092   0.001239         62        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    322/499      4.32G    0.01226     0.0092   0.001239         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    322/499      4.32G    0.01225   0.009039   0.001394         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    322/499      4.32G    0.01225   0.009039   0.001394         58        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    322/499      4.32G    0.01218   0.009146   0.001456         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    322/499      4.32G    0.01218   0.009146   0.001456         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    322/499      4.32G    0.01215   0.009303   0.001588         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    322/499      4.32G    0.01215   0.009303   0.001588         86        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    322/499      4.32G    0.01214   0.009231    0.00172         66        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    322/499      4.32G    0.01214   0.009231    0.00172         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    322/499      4.32G    0.01219   0.009406   0.001656         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    322/499      4.32G    0.01219   0.009406   0.001656         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    322/499      4.32G    0.01224   0.009331    0.00167         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    322/499      4.32G    0.01224   0.009331    0.00167         63        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    322/499      4.32G    0.01226    0.00953   0.001736         90        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    322/499      4.32G    0.01226    0.00953   0.001736         90        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    322/499      4.32G    0.01224   0.009644   0.001866         85        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    322/499      4.32G    0.01224   0.009644   0.001866         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    322/499      4.32G     0.0123   0.009793   0.002063         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    322/499      4.32G     0.0123   0.009793   0.002063         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    322/499      4.32G    0.01218    0.00967    0.00197         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    322/499      4.32G    0.01218    0.00967    0.00197         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    322/499      4.32G    0.01227   0.009662   0.002497         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    322/499      4.32G    0.01227   0.009662   0.002497         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    322/499      4.32G    0.01228   0.009672   0.002519         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    322/499      4.32G    0.01228   0.009672   0.002519         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    322/499      4.32G    0.01216   0.009667    0.00246         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    322/499      4.32G    0.01216   0.009667    0.00246         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    322/499      4.32G     0.0121   0.009574   0.002543         53        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    322/499      4.32G     0.0121   0.009574   0.002543         53        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    322/499      4.32G    0.01206   0.009611   0.002509         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    322/499      4.32G    0.01206   0.009611   0.002509         89        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    322/499      4.32G    0.01204    0.00958   0.002524         81        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    322/499      4.32G    0.01204    0.00958   0.002524         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    322/499      4.32G    0.01208   0.009556   0.002686         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    322/499      4.32G    0.01208   0.009556   0.002686         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    322/499      4.32G    0.01199   0.009485   0.002658         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    322/499      4.32G    0.01199   0.009485   0.002658         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    322/499      4.32G    0.01198   0.009437   0.002812         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    322/499      4.32G    0.01198   0.009437   0.002812         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    322/499      4.32G     0.0119   0.009389   0.002741         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    322/499      4.32G     0.0119   0.009389   0.002741         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    322/499      4.32G     0.0119   0.009359   0.002711         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    322/499      4.32G     0.0119   0.009359   0.002711         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    322/499      4.32G    0.01186   0.009311   0.002788         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    322/499      4.32G    0.01186   0.009311   0.002788         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    322/499      4.32G    0.01183   0.009289   0.002746         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    322/499      4.32G    0.01183   0.009289   0.002746         64        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    322/499      4.32G    0.01179    0.00933     0.0027         88        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    322/499      4.32G    0.01179    0.00933     0.0027         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    322/499      4.32G    0.01178   0.009351   0.002666         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    322/499      4.32G    0.01178   0.009351   0.002666         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    322/499      4.32G    0.01176   0.009358   0.002655         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    322/499      4.32G    0.01176   0.009358   0.002655         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    322/499      4.32G    0.01172   0.009389   0.002643         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    322/499      4.32G    0.01172   0.009389   0.002643         80        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    322/499      4.32G    0.01174   0.009423   0.002597         81        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    322/499      4.32G    0.01174   0.009423   0.002597         81        640:  92%|#########2| 37/40 [00:06<00:00,  5.26it/s]
    322/499      4.32G    0.01181   0.009482   0.002547         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    322/499      4.32G    0.01181   0.009482   0.002547         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    322/499      4.32G     0.0118   0.009471   0.002491         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    322/499      4.32G     0.0118   0.009471   0.002491         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    322/499      4.32G    0.01188     0.0095   0.002624         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    322/499      4.32G    0.01188     0.0095   0.002624         30        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    322/499      4.32G    0.01188     0.0095   0.002624         30        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263       0.85       0.88      0.898      0.786

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    323/499      4.32G    0.01275    0.01113   0.002163         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    323/499      4.32G    0.01275    0.01113   0.002163         76        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    323/499      4.32G    0.01408   0.009956   0.002712         59        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    323/499      4.32G    0.01408   0.009956   0.002712         59        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    323/499      4.32G    0.01362    0.01052   0.002058         95        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    323/499      4.32G    0.01362    0.01052   0.002058         95        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    323/499      4.32G    0.01361    0.01087   0.002066         88        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    323/499      4.32G    0.01361    0.01087   0.002066         88        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    323/499      4.32G    0.01316    0.01055   0.002031         69        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    323/499      4.32G    0.01316    0.01055   0.002031         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    323/499      4.32G    0.01304     0.0104   0.002212         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    323/499      4.32G    0.01304     0.0104   0.002212         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    323/499      4.32G    0.01255    0.01028    0.00192         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    323/499      4.32G    0.01255    0.01028    0.00192         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    323/499      4.32G     0.0126    0.01004   0.001935         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.39it/s]
    323/499      4.32G     0.0126    0.01004   0.001935         69        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    323/499      4.32G    0.01239    0.01004    0.00207         70        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    323/499      4.32G    0.01239    0.01004    0.00207         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    323/499      4.32G    0.01235    0.01011   0.002057         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    323/499      4.32G    0.01235    0.01011   0.002057         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    323/499      4.32G    0.01233    0.01016    0.00214         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    323/499      4.32G    0.01233    0.01016    0.00214         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    323/499      4.32G    0.01219    0.01004   0.002073         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    323/499      4.32G    0.01219    0.01004   0.002073         69        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    323/499      4.32G    0.01212   0.009825    0.00197         58        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    323/499      4.32G    0.01212   0.009825    0.00197         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    323/499      4.32G     0.0121    0.00992    0.00197         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
    323/499      4.32G     0.0121    0.00992    0.00197         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    323/499      4.32G    0.01203       0.01   0.001926         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    323/499      4.32G    0.01203       0.01   0.001926         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    323/499      4.32G      0.012   0.009885      0.002         60        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    323/499      4.32G      0.012   0.009885      0.002         60        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    323/499      4.32G    0.01196   0.009865   0.002142         76        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    323/499      4.32G    0.01196   0.009865   0.002142         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    323/499      4.32G    0.01192   0.009798   0.002204         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    323/499      4.32G    0.01192   0.009798   0.002204         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    323/499      4.32G    0.01192   0.009574   0.002167         42        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    323/499      4.32G    0.01192   0.009574   0.002167         42        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    323/499      4.32G    0.01185   0.009617    0.00211         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    323/499      4.32G    0.01185   0.009617    0.00211         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    323/499      4.32G    0.01178   0.009454   0.002197         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    323/499      4.32G    0.01178   0.009454   0.002197         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    323/499      4.32G    0.01167   0.009407   0.002219         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    323/499      4.32G    0.01167   0.009407   0.002219         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    323/499      4.32G    0.01176   0.009473   0.002248         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
    323/499      4.32G    0.01176   0.009473   0.002248         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    323/499      4.32G    0.01178   0.009478    0.00222         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    323/499      4.32G    0.01178   0.009478    0.00222         65        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    323/499      4.32G    0.01171   0.009504   0.002166         83        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    323/499      4.32G    0.01171   0.009504   0.002166         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    323/499      4.32G    0.01169   0.009486   0.002115         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    323/499      4.32G    0.01169   0.009486   0.002115         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    323/499      4.32G    0.01167   0.009543     0.0021         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    323/499      4.32G    0.01167   0.009543     0.0021         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    323/499      4.32G    0.01158   0.009505   0.002114         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    323/499      4.32G    0.01158   0.009505   0.002114         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    323/499      4.32G    0.01159   0.009522   0.002146         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    323/499      4.32G    0.01159   0.009522   0.002146         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    323/499      4.32G    0.01162   0.009485   0.002139         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    323/499      4.32G    0.01162   0.009485   0.002139         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    323/499      4.32G    0.01168   0.009449   0.002187         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    323/499      4.32G    0.01168   0.009449   0.002187         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    323/499      4.32G    0.01168   0.009459     0.0022         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    323/499      4.32G    0.01168   0.009459     0.0022         82        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    323/499      4.32G    0.01163   0.009459   0.002248         74        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    323/499      4.32G    0.01163   0.009459   0.002248         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    323/499      4.32G    0.01166   0.009447   0.002267         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    323/499      4.32G    0.01166   0.009447   0.002267         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    323/499      4.32G    0.01165   0.009488    0.00224         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    323/499      4.32G    0.01165   0.009488    0.00224         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    323/499      4.32G    0.01166   0.009461   0.002214         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    323/499      4.32G    0.01166   0.009461   0.002214         67        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    323/499      4.32G    0.01168   0.009461   0.002221         77        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    323/499      4.32G    0.01168   0.009461   0.002221         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    323/499      4.32G    0.01166   0.009409   0.002202         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    323/499      4.32G    0.01166   0.009409   0.002202         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    323/499      4.32G    0.01164   0.009436   0.002218         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    323/499      4.32G    0.01164   0.009436   0.002218         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    323/499      4.32G    0.01164   0.009375   0.002216         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    323/499      4.32G    0.01164   0.009375   0.002216         28        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    323/499      4.32G    0.01164   0.009375   0.002216         28        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.874      0.877      0.905      0.784

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    324/499      4.32G    0.01139    0.01013   0.002578         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    324/499      4.32G    0.01139    0.01013   0.002578         72        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    324/499      4.32G      0.011    0.01007   0.001925         85        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    324/499      4.32G      0.011    0.01007   0.001925         85        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
    324/499      4.32G    0.01106   0.009732   0.001814         66        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
    324/499      4.32G    0.01106   0.009732   0.001814         66        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    324/499      4.32G    0.01145   0.009965   0.001535         70        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    324/499      4.32G    0.01145   0.009965   0.001535         70        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    324/499      4.32G    0.01131   0.009641   0.001499         67        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    324/499      4.32G    0.01131   0.009641   0.001499         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    324/499      4.32G    0.01124   0.009498   0.001659         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    324/499      4.32G    0.01124   0.009498   0.001659         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    324/499      4.32G     0.0112   0.009627   0.001665         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    324/499      4.32G     0.0112   0.009627   0.001665         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    324/499      4.32G    0.01134   0.009702    0.00192         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    324/499      4.32G    0.01134   0.009702    0.00192         72        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    324/499      4.32G    0.01114   0.009654   0.001823         78        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    324/499      4.32G    0.01114   0.009654   0.001823         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
    324/499      4.32G    0.01118   0.009564   0.001727         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
    324/499      4.32G    0.01118   0.009564   0.001727         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
    324/499      4.32G    0.01142   0.009666   0.001864         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
    324/499      4.32G    0.01142   0.009666   0.001864         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    324/499      4.32G    0.01145   0.009789   0.001833         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    324/499      4.32G    0.01145   0.009789   0.001833         79        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    324/499      4.32G    0.01139   0.009807   0.001921         77        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    324/499      4.32G    0.01139   0.009807   0.001921         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    324/499      4.32G    0.01138   0.009923   0.002201         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    324/499      4.32G    0.01138   0.009923   0.002201         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    324/499      4.32G    0.01138   0.009826   0.002169         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    324/499      4.32G    0.01138   0.009826   0.002169         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    324/499      4.32G    0.01135   0.009908   0.002092         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    324/499      4.32G    0.01135   0.009908   0.002092         87        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    324/499      4.32G    0.01139   0.009887    0.00219         72        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    324/499      4.32G    0.01139   0.009887    0.00219         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    324/499      4.32G    0.01134   0.009952   0.002094         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    324/499      4.32G    0.01134   0.009952   0.002094         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    324/499      4.32G    0.01134   0.009856   0.002009         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    324/499      4.32G    0.01134   0.009856   0.002009         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    324/499      4.32G    0.01135   0.009787   0.001986         60        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    324/499      4.32G    0.01135   0.009787   0.001986         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    324/499      4.32G    0.01128   0.009873   0.001961         91        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    324/499      4.32G    0.01128   0.009873   0.001961         91        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    324/499      4.32G    0.01125   0.009733   0.001995         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    324/499      4.32G    0.01125   0.009733   0.001995         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    324/499      4.32G    0.01122   0.009801   0.001976         92        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    324/499      4.32G    0.01122   0.009801   0.001976         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    324/499      4.32G    0.01128   0.009752    0.00202         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    324/499      4.32G    0.01128   0.009752    0.00202         62        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    324/499      4.32G    0.01134   0.009753   0.002008         73        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    324/499      4.32G    0.01134   0.009753   0.002008         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    324/499      4.32G    0.01139   0.009722      0.002         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    324/499      4.32G    0.01139   0.009722      0.002         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    324/499      4.32G    0.01146   0.009764   0.002029         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    324/499      4.32G    0.01146   0.009764   0.002029         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    324/499      4.32G    0.01149   0.009733   0.002044         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    324/499      4.32G    0.01149   0.009733   0.002044         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    324/499      4.32G    0.01153   0.009712    0.00219         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    324/499      4.32G    0.01153   0.009712    0.00219         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    324/499      4.32G     0.0115   0.009702    0.00215         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    324/499      4.32G     0.0115   0.009702    0.00215         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    324/499      4.32G    0.01149   0.009675   0.002147         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    324/499      4.32G    0.01149   0.009675   0.002147         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    324/499      4.32G    0.01146   0.009606   0.002125         59        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    324/499      4.32G    0.01146   0.009606   0.002125         59        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    324/499      4.32G    0.01142   0.009534    0.00212         61        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    324/499      4.32G    0.01142   0.009534    0.00212         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    324/499      4.32G    0.01147   0.009523   0.002219         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    324/499      4.32G    0.01147   0.009523   0.002219         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    324/499      4.32G    0.01144    0.00952   0.002286         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    324/499      4.32G    0.01144    0.00952   0.002286         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    324/499      4.32G    0.01145   0.009555   0.002326         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    324/499      4.32G    0.01145   0.009555   0.002326         74        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    324/499      4.32G    0.01146   0.009497   0.002267         64        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
    324/499      4.32G    0.01146   0.009497   0.002267         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.18it/s]
    324/499      4.32G    0.01146   0.009551   0.002251         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    324/499      4.32G    0.01146   0.009551   0.002251         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    324/499      4.32G    0.01141   0.009472   0.002204         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    324/499      4.32G    0.01141   0.009472   0.002204         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    324/499      4.32G    0.01136   0.009461   0.002155         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    324/499      4.32G    0.01136   0.009461   0.002155         45        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
    324/499      4.32G    0.01136   0.009461   0.002155         45        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.884      0.885      0.909       0.79

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    325/499      4.32G    0.01253   0.008767   0.002916         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
    325/499      4.32G    0.01253   0.008767   0.002916         58        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    325/499      4.32G    0.01157   0.008896   0.002034         72        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    325/499      4.32G    0.01157   0.008896   0.002034         72        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    325/499      4.32G    0.01118   0.008252   0.002003         57        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    325/499      4.32G    0.01118   0.008252   0.002003         57        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    325/499      4.32G    0.01159   0.008089   0.002145         65        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    325/499      4.32G    0.01159   0.008089   0.002145         65        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    325/499      4.32G    0.01173    0.00858    0.00255         79        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    325/499      4.32G    0.01173    0.00858    0.00255         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    325/499      4.32G    0.01202   0.008836     0.0026         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    325/499      4.32G    0.01202   0.008836     0.0026         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    325/499      4.32G    0.01226   0.008943   0.002533         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    325/499      4.32G    0.01226   0.008943   0.002533         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    325/499      4.32G    0.01207   0.008925   0.002487         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    325/499      4.32G    0.01207   0.008925   0.002487         72        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    325/499      4.32G    0.01216   0.009149   0.002498         73        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    325/499      4.32G    0.01216   0.009149   0.002498         73        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
    325/499      4.32G    0.01203   0.009135   0.002783         68        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
    325/499      4.32G    0.01203   0.009135   0.002783         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    325/499      4.32G    0.01198   0.009175   0.002704         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    325/499      4.32G    0.01198   0.009175   0.002704         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    325/499      4.32G    0.01184   0.009433   0.002624         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    325/499      4.32G    0.01184   0.009433   0.002624         89        640:  30%|###       | 12/40 [00:02<00:05,  5.04it/s]
    325/499      4.32G     0.0119    0.00958   0.002744         80        640:  30%|###       | 12/40 [00:02<00:05,  5.04it/s]
    325/499      4.32G     0.0119    0.00958   0.002744         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.15it/s]
    325/499      4.32G    0.01184    0.00964   0.002642         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.15it/s]
    325/499      4.32G    0.01184    0.00964   0.002642         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    325/499      4.32G    0.01177   0.009558   0.002574         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    325/499      4.32G    0.01177   0.009558   0.002574         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.12it/s]
    325/499      4.32G    0.01181   0.009602   0.002562         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.12it/s]
    325/499      4.32G    0.01181   0.009602   0.002562         76        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    325/499      4.32G    0.01176   0.009612   0.002476         74        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    325/499      4.32G    0.01176   0.009612   0.002476         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    325/499      4.32G    0.01175   0.009647   0.002438         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    325/499      4.32G    0.01175   0.009647   0.002438         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    325/499      4.32G    0.01178   0.009643   0.002379         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    325/499      4.32G    0.01178   0.009643   0.002379         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    325/499      4.32G    0.01185   0.009773   0.002362         92        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    325/499      4.32G    0.01185   0.009773   0.002362         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    325/499      4.32G    0.01182   0.009746   0.002306         76        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
    325/499      4.32G    0.01182   0.009746   0.002306         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.06it/s]
    325/499      4.32G    0.01184   0.009716   0.002301         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.06it/s]
    325/499      4.32G    0.01184   0.009716   0.002301         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    325/499      4.32G    0.01188    0.00964   0.002278         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    325/499      4.32G    0.01188    0.00964   0.002278         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    325/499      4.32G    0.01181   0.009631   0.002251         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    325/499      4.32G    0.01181   0.009631   0.002251         82        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    325/499      4.32G    0.01181   0.009647   0.002215         75        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    325/499      4.32G    0.01181   0.009647   0.002215         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    325/499      4.32G    0.01179   0.009607   0.002244         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    325/499      4.32G    0.01179   0.009607   0.002244         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    325/499      4.32G    0.01176   0.009659   0.002201         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    325/499      4.32G    0.01176   0.009659   0.002201         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    325/499      4.32G    0.01177   0.009636   0.002248         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    325/499      4.32G    0.01177   0.009636   0.002248         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    325/499      4.32G    0.01178   0.009777   0.002291        106        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    325/499      4.32G    0.01178   0.009777   0.002291        106        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    325/499      4.32G    0.01173   0.009838   0.002333         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    325/499      4.32G    0.01173   0.009838   0.002333         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    325/499      4.32G    0.01173   0.009775   0.002325         53        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    325/499      4.32G    0.01173   0.009775   0.002325         53        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    325/499      4.32G    0.01174   0.009736   0.002317         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    325/499      4.32G    0.01174   0.009736   0.002317         69        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    325/499      4.32G    0.01176   0.009711   0.002339         69        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    325/499      4.32G    0.01176   0.009711   0.002339         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    325/499      4.32G    0.01178   0.009706   0.002387         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    325/499      4.32G    0.01178   0.009706   0.002387         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    325/499      4.32G    0.01185   0.009689    0.00239         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    325/499      4.32G    0.01185   0.009689    0.00239         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    325/499      4.32G    0.01187   0.009732   0.002378         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    325/499      4.32G    0.01187   0.009732   0.002378         86        640:  90%|######### | 36/40 [00:06<00:00,  5.06it/s]
    325/499      4.32G    0.01184   0.009759    0.00237         92        640:  90%|######### | 36/40 [00:07<00:00,  5.06it/s]
    325/499      4.32G    0.01184   0.009759    0.00237         92        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    325/499      4.32G    0.01184   0.009744   0.002344         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    325/499      4.32G    0.01184   0.009744   0.002344         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    325/499      4.32G    0.01182   0.009756    0.00232         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    325/499      4.32G    0.01182   0.009756    0.00232         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    325/499      4.32G    0.01181   0.009884   0.002302         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    325/499      4.32G    0.01181   0.009884   0.002302         59        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    325/499      4.32G    0.01181   0.009884   0.002302         59        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.843      0.915      0.896      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    326/499      4.32G    0.01081    0.01097  0.0008071         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    326/499      4.32G    0.01081    0.01097  0.0008071         85        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    326/499      4.32G    0.01061   0.009859   0.001178         67        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    326/499      4.32G    0.01061   0.009859   0.001178         67        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    326/499      4.32G    0.01033    0.00974   0.001186         77        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    326/499      4.32G    0.01033    0.00974   0.001186         77        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    326/499      4.32G    0.01045   0.009263   0.002228         59        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    326/499      4.32G    0.01045   0.009263   0.002228         59        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    326/499      4.32G    0.01088   0.009467   0.002218         77        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    326/499      4.32G    0.01088   0.009467   0.002218         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    326/499      4.32G    0.01071   0.009085   0.002014         57        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    326/499      4.32G    0.01071   0.009085   0.002014         57        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    326/499      4.32G    0.01067   0.008906    0.00218         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    326/499      4.32G    0.01067   0.008906    0.00218         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    326/499      4.32G    0.01101   0.008967   0.002273         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    326/499      4.32G    0.01101   0.008967   0.002273         67        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    326/499      4.32G    0.01097   0.009084   0.002128         76        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    326/499      4.32G    0.01097   0.009084   0.002128         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    326/499      4.32G    0.01105   0.009184   0.002052         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    326/499      4.32G    0.01105   0.009184   0.002052         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    326/499      4.32G    0.01106    0.00912   0.002257         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    326/499      4.32G    0.01106    0.00912   0.002257         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    326/499      4.32G    0.01122   0.009346   0.002195         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    326/499      4.32G    0.01122   0.009346   0.002195         84        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    326/499      4.32G    0.01118   0.009244   0.002092         65        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    326/499      4.32G    0.01118   0.009244   0.002092         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    326/499      4.32G    0.01131   0.009271   0.002027         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    326/499      4.32G    0.01131   0.009271   0.002027         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    326/499      4.32G    0.01133   0.009328    0.00196         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    326/499      4.32G    0.01133   0.009328    0.00196         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    326/499      4.32G    0.01147   0.009273   0.002041         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    326/499      4.32G    0.01147   0.009273   0.002041         67        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    326/499      4.32G    0.01157   0.009437   0.002032         83        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    326/499      4.32G    0.01157   0.009437   0.002032         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
    326/499      4.32G    0.01155   0.009435   0.002011         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
    326/499      4.32G    0.01155   0.009435   0.002011         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    326/499      4.32G    0.01145   0.009387    0.00199         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    326/499      4.32G    0.01145   0.009387    0.00199         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    326/499      4.32G    0.01153   0.009554   0.001947         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    326/499      4.32G    0.01153   0.009554   0.001947         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    326/499      4.32G    0.01161   0.009705    0.00189         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    326/499      4.32G    0.01161   0.009705    0.00189         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
    326/499      4.32G    0.01176   0.009808   0.002105         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    326/499      4.32G    0.01176   0.009808   0.002105         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    326/499      4.32G    0.01178   0.009929   0.002094         96        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    326/499      4.32G    0.01178   0.009929   0.002094         96        640:  57%|#####7    | 23/40 [00:04<00:03,  5.11it/s]
    326/499      4.32G    0.01181   0.009935   0.002055         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.11it/s]
    326/499      4.32G    0.01181   0.009935   0.002055         80        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    326/499      4.32G    0.01177   0.009878   0.001993         71        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    326/499      4.32G    0.01177   0.009878   0.001993         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    326/499      4.32G    0.01173    0.01005   0.001969        109        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    326/499      4.32G    0.01173    0.01005   0.001969        109        640:  65%|######5   | 26/40 [00:04<00:02,  5.04it/s]
    326/499      4.32G    0.01173    0.01013    0.00201         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.04it/s]
    326/499      4.32G    0.01173    0.01013    0.00201         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    326/499      4.32G    0.01163    0.01008   0.001993         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    326/499      4.32G    0.01163    0.01008   0.001993         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    326/499      4.32G     0.0116     0.0101   0.002017         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    326/499      4.32G     0.0116     0.0101   0.002017         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    326/499      4.32G    0.01155     0.0101    0.00199         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    326/499      4.32G    0.01155     0.0101    0.00199         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    326/499      4.32G    0.01149   0.009986   0.001984         51        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    326/499      4.32G    0.01149   0.009986   0.001984         51        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    326/499      4.32G    0.01146   0.009986   0.001963         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    326/499      4.32G    0.01146   0.009986   0.001963         78        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    326/499      4.32G    0.01148   0.009971   0.002068         64        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    326/499      4.32G    0.01148   0.009971   0.002068         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    326/499      4.32G    0.01144   0.009916   0.002028         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    326/499      4.32G    0.01144   0.009916   0.002028         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    326/499      4.32G    0.01148    0.00987   0.002055         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    326/499      4.32G    0.01148    0.00987   0.002055         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    326/499      4.32G    0.01146   0.009953   0.002067         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    326/499      4.32G    0.01146   0.009953   0.002067         91        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    326/499      4.32G    0.01147    0.01001   0.002061         83        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    326/499      4.32G    0.01147    0.01001   0.002061         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    326/499      4.32G    0.01151    0.01001   0.002059         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    326/499      4.32G    0.01151    0.01001   0.002059         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    326/499      4.32G     0.0115   0.009992   0.002078         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    326/499      4.32G     0.0115   0.009992   0.002078         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    326/499      4.32G    0.01157    0.00997   0.002165         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    326/499      4.32G    0.01157    0.00997   0.002165         28        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    326/499      4.32G    0.01157    0.00997   0.002165         28        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.874      0.889      0.891      0.776

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    327/499      4.32G    0.01112    0.01041   0.002212         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
    327/499      4.32G    0.01112    0.01041   0.002212         88        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
    327/499      4.32G    0.01104    0.01003   0.002517         75        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
    327/499      4.32G    0.01104    0.01003   0.002517         75        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    327/499      4.32G    0.01152     0.0103   0.002274         78        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    327/499      4.32G    0.01152     0.0103   0.002274         78        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    327/499      4.32G    0.01162    0.01008   0.002337         78        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    327/499      4.32G    0.01162    0.01008   0.002337         78        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    327/499      4.32G    0.01176    0.01017   0.002193         74        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    327/499      4.32G    0.01176    0.01017   0.002193         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    327/499      4.32G    0.01178     0.0102   0.002041         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    327/499      4.32G    0.01178     0.0102   0.002041         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    327/499      4.32G    0.01186    0.01021   0.002096         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    327/499      4.32G    0.01186    0.01021   0.002096         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    327/499      4.32G    0.01191    0.01029   0.001952         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    327/499      4.32G    0.01191    0.01029   0.001952         80        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    327/499      4.32G    0.01163    0.01004   0.001914         75        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    327/499      4.32G    0.01163    0.01004   0.001914         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    327/499      4.32G    0.01176    0.01006   0.001954         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    327/499      4.32G    0.01176    0.01006   0.001954         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    327/499      4.32G     0.0118    0.01015   0.001813         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    327/499      4.32G     0.0118    0.01015   0.001813         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    327/499      4.32G    0.01167    0.01013    0.00175         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    327/499      4.32G    0.01167    0.01013    0.00175         83        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    327/499      4.32G    0.01175   0.009998   0.002069         66        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    327/499      4.32G    0.01175   0.009998   0.002069         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    327/499      4.32G    0.01166   0.009926   0.002072         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    327/499      4.32G    0.01166   0.009926   0.002072         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    327/499      4.32G    0.01148   0.009864   0.001997         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    327/499      4.32G    0.01148   0.009864   0.001997         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    327/499      4.32G    0.01146   0.009907   0.001971         90        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    327/499      4.32G    0.01146   0.009907   0.001971         90        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    327/499      4.32G    0.01144   0.009777   0.001882         63        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    327/499      4.32G    0.01144   0.009777   0.001882         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    327/499      4.32G    0.01148   0.009811   0.001948         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    327/499      4.32G    0.01148   0.009811   0.001948         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    327/499      4.32G    0.01143    0.00972    0.00191         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    327/499      4.32G    0.01143    0.00972    0.00191         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    327/499      4.32G    0.01142   0.009616   0.001857         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    327/499      4.32G    0.01142   0.009616   0.001857         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    327/499      4.32G     0.0115   0.009611   0.001911         59        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    327/499      4.32G     0.0115   0.009611   0.001911         59        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    327/499      4.32G    0.01149   0.009551   0.001911         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    327/499      4.32G    0.01149   0.009551   0.001911         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    327/499      4.32G    0.01153   0.009579   0.002011         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    327/499      4.32G    0.01153   0.009579   0.002011         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    327/499      4.32G    0.01153   0.009643   0.001973         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    327/499      4.32G    0.01153   0.009643   0.001973         84        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    327/499      4.32G    0.01152   0.009617   0.001965         75        640:  60%|######    | 24/40 [00:04<00:02,  5.33it/s]
    327/499      4.32G    0.01152   0.009617   0.001965         75        640:  62%|######2   | 25/40 [00:04<00:03,  4.99it/s]
    327/499      4.32G    0.01149    0.00951   0.001911         64        640:  62%|######2   | 25/40 [00:04<00:03,  4.99it/s]
    327/499      4.32G    0.01149    0.00951   0.001911         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.12it/s]
    327/499      4.32G    0.01149   0.009503   0.001881         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.12it/s]
    327/499      4.32G    0.01149   0.009503   0.001881         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    327/499      4.32G     0.0115   0.009598     0.0019         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    327/499      4.32G     0.0115   0.009598     0.0019         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
    327/499      4.32G    0.01153   0.009643   0.001969         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
    327/499      4.32G    0.01153   0.009643   0.001969         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    327/499      4.32G    0.01158   0.009618   0.001921         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    327/499      4.32G    0.01158   0.009618   0.001921         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    327/499      4.32G    0.01152   0.009524   0.002017         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    327/499      4.32G    0.01152   0.009524   0.002017         57        640:  78%|#######7  | 31/40 [00:05<00:01,  5.12it/s]
    327/499      4.32G    0.01147    0.00947   0.001967         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.12it/s]
    327/499      4.32G    0.01147    0.00947   0.001967         66        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    327/499      4.32G    0.01148   0.009543   0.001967         94        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    327/499      4.32G    0.01148   0.009543   0.001967         94        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    327/499      4.32G    0.01146   0.009536   0.001934         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    327/499      4.32G    0.01146   0.009536   0.001934         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    327/499      4.32G    0.01142    0.00953   0.001981         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    327/499      4.32G    0.01142    0.00953   0.001981         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    327/499      4.32G    0.01142    0.00952   0.001964         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    327/499      4.32G    0.01142    0.00952   0.001964         75        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    327/499      4.32G    0.01139   0.009469   0.001979         65        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    327/499      4.32G    0.01139   0.009469   0.001979         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    327/499      4.32G    0.01137   0.009444   0.001965         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    327/499      4.32G    0.01137   0.009444   0.001965         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    327/499      4.32G    0.01143   0.009495    0.00193         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    327/499      4.32G    0.01143   0.009495    0.00193         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    327/499      4.32G    0.01144   0.009532   0.001896         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    327/499      4.32G    0.01144   0.009532   0.001896         33        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    327/499      4.32G    0.01144   0.009532   0.001896         33        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.896      0.878      0.891      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    328/499      4.32G       0.01   0.007135  0.0007517         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
    328/499      4.32G       0.01   0.007135  0.0007517         61        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    328/499      4.32G   0.009725   0.006924   0.000938         57        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    328/499      4.32G   0.009725   0.006924   0.000938         57        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    328/499      4.32G    0.01037   0.008188   0.001258         87        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    328/499      4.32G    0.01037   0.008188   0.001258         87        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    328/499      4.32G    0.01051   0.008099   0.001153         62        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    328/499      4.32G    0.01051   0.008099   0.001153         62        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    328/499      4.32G    0.01054   0.008207   0.001095         70        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    328/499      4.32G    0.01054   0.008207   0.001095         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    328/499      4.32G    0.01068   0.008141   0.001067         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    328/499      4.32G    0.01068   0.008141   0.001067         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    328/499      4.32G    0.01085   0.008216   0.001055         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    328/499      4.32G    0.01085   0.008216   0.001055         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    328/499      4.32G    0.01079   0.008443   0.001459         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    328/499      4.32G    0.01079   0.008443   0.001459         80        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    328/499      4.32G    0.01091   0.008614   0.001455         82        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    328/499      4.32G    0.01091   0.008614   0.001455         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    328/499      4.32G    0.01081   0.008681    0.00137         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    328/499      4.32G    0.01081   0.008681    0.00137         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    328/499      4.32G    0.01086   0.008805   0.001296         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    328/499      4.32G    0.01086   0.008805   0.001296         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    328/499      4.32G    0.01087   0.008827   0.001375         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    328/499      4.32G    0.01087   0.008827   0.001375         68        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    328/499      4.32G    0.01092   0.008845   0.001294         77        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    328/499      4.32G    0.01092   0.008845   0.001294         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    328/499      4.32G    0.01091   0.008838   0.001293         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    328/499      4.32G    0.01091   0.008838   0.001293         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    328/499      4.32G    0.01091   0.008886   0.001334         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    328/499      4.32G    0.01091   0.008886   0.001334         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    328/499      4.32G    0.01092   0.008894   0.001275         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    328/499      4.32G    0.01092   0.008894   0.001275         80        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    328/499      4.32G    0.01098   0.009019   0.001241         82        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    328/499      4.32G    0.01098   0.009019   0.001241         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    328/499      4.32G    0.01113    0.00901   0.001195         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    328/499      4.32G    0.01113    0.00901   0.001195         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    328/499      4.32G    0.01114   0.009067   0.001207         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    328/499      4.32G    0.01114   0.009067   0.001207         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    328/499      4.32G     0.0111   0.009046   0.001246         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    328/499      4.32G     0.0111   0.009046   0.001246         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    328/499      4.32G    0.01108   0.009028   0.001215         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
    328/499      4.32G    0.01108   0.009028   0.001215         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
    328/499      4.32G    0.01108   0.009126   0.001262         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    328/499      4.32G    0.01108   0.009126   0.001262         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    328/499      4.32G    0.01105   0.009099   0.001235         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    328/499      4.32G    0.01105   0.009099   0.001235         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    328/499      4.32G    0.01104   0.009116   0.001224         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
    328/499      4.32G    0.01104   0.009116   0.001224         71        640:  60%|######    | 24/40 [00:04<00:03,  5.11it/s]
    328/499      4.32G      0.011   0.009162    0.00125         84        640:  60%|######    | 24/40 [00:04<00:03,  5.11it/s]
    328/499      4.32G      0.011   0.009162    0.00125         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    328/499      4.32G    0.01103   0.009175   0.001292         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    328/499      4.32G    0.01103   0.009175   0.001292         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.09it/s]
    328/499      4.32G    0.01098   0.009209   0.001295         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.09it/s]
    328/499      4.32G    0.01098   0.009209   0.001295         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.01it/s]
    328/499      4.32G    0.01106   0.009182   0.001331         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.01it/s]
    328/499      4.32G    0.01106   0.009182   0.001331         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    328/499      4.32G    0.01111   0.009167   0.001329         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    328/499      4.32G    0.01111   0.009167   0.001329         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    328/499      4.32G    0.01113   0.009161   0.001341         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    328/499      4.32G    0.01113   0.009161   0.001341         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    328/499      4.32G    0.01111   0.009178   0.001348         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    328/499      4.32G    0.01111   0.009178   0.001348         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    328/499      4.32G    0.01112   0.009213   0.001353         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    328/499      4.32G    0.01112   0.009213   0.001353         78        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    328/499      4.32G    0.01111   0.009195   0.001401         74        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    328/499      4.32G    0.01111   0.009195   0.001401         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    328/499      4.32G     0.0111   0.009199   0.001403         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    328/499      4.32G     0.0111   0.009199   0.001403         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    328/499      4.32G    0.01106   0.009212    0.00145         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    328/499      4.32G    0.01106   0.009212    0.00145         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    328/499      4.32G    0.01105   0.009169    0.00149         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    328/499      4.32G    0.01105   0.009169    0.00149         59        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    328/499      4.32G    0.01108   0.009204   0.001465         79        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    328/499      4.32G    0.01108   0.009204   0.001465         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    328/499      4.32G    0.01113   0.009242   0.001456         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    328/499      4.32G    0.01113   0.009242   0.001456         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    328/499      4.32G    0.01117   0.009246    0.00147         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    328/499      4.32G    0.01117   0.009246    0.00147         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    328/499      4.32G    0.01112   0.009162    0.00145         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    328/499      4.32G    0.01112   0.009162    0.00145         28        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    328/499      4.32G    0.01112   0.009162    0.00145         28        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.891      0.883      0.892      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    329/499      4.32G    0.01294   0.008214  0.0003682         60        640:   0%|          | 0/40 [00:00<?, ?it/s]
    329/499      4.32G    0.01294   0.008214  0.0003682         60        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    329/499      4.32G    0.01321   0.009572   0.001892         71        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    329/499      4.32G    0.01321   0.009572   0.001892         71        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    329/499      4.32G    0.01301   0.009705   0.002875         69        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    329/499      4.32G    0.01301   0.009705   0.002875         69        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    329/499      4.32G    0.01238   0.009341    0.00277         64        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    329/499      4.32G    0.01238   0.009341    0.00277         64        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    329/499      4.32G     0.0122   0.009527   0.002363         78        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
    329/499      4.32G     0.0122   0.009527   0.002363         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.08it/s]
    329/499      4.32G    0.01218    0.01002   0.002419         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.08it/s]
    329/499      4.32G    0.01218    0.01002   0.002419         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    329/499      4.32G    0.01198    0.01027   0.002191         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    329/499      4.32G    0.01198    0.01027   0.002191         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    329/499      4.32G    0.01209    0.01014   0.002255         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    329/499      4.32G    0.01209    0.01014   0.002255         69        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    329/499      4.32G    0.01206   0.009887    0.00214         63        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    329/499      4.32G    0.01206   0.009887    0.00214         63        640:  22%|##2       | 9/40 [00:01<00:06,  5.05it/s]
    329/499      4.32G    0.01182    0.01003   0.001964         74        640:  22%|##2       | 9/40 [00:01<00:06,  5.05it/s]
    329/499      4.32G    0.01182    0.01003   0.001964         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.13it/s]
    329/499      4.32G    0.01166    0.01001    0.00183         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.13it/s]
    329/499      4.32G    0.01166    0.01001    0.00183         88        640:  28%|##7       | 11/40 [00:02<00:05,  4.89it/s]
    329/499      4.32G    0.01165    0.01019   0.001763         90        640:  28%|##7       | 11/40 [00:02<00:05,  4.89it/s]
    329/499      4.32G    0.01165    0.01019   0.001763         90        640:  30%|###       | 12/40 [00:02<00:05,  5.00it/s]
    329/499      4.32G    0.01168    0.01017   0.001829         76        640:  30%|###       | 12/40 [00:02<00:05,  5.00it/s]
    329/499      4.32G    0.01168    0.01017   0.001829         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
    329/499      4.32G    0.01159    0.01014   0.002067         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
    329/499      4.32G    0.01159    0.01014   0.002067         74        640:  35%|###5      | 14/40 [00:02<00:05,  4.90it/s]
    329/499      4.32G    0.01159    0.01016   0.002017         81        640:  35%|###5      | 14/40 [00:02<00:05,  4.90it/s]
    329/499      4.32G    0.01159    0.01016   0.002017         81        640:  38%|###7      | 15/40 [00:02<00:05,  4.94it/s]
    329/499      4.32G    0.01173    0.01024   0.002033         78        640:  38%|###7      | 15/40 [00:03<00:05,  4.94it/s]
    329/499      4.32G    0.01173    0.01024   0.002033         78        640:  40%|####      | 16/40 [00:03<00:04,  5.02it/s]
    329/499      4.32G    0.01164    0.01026   0.002085         86        640:  40%|####      | 16/40 [00:03<00:04,  5.02it/s]
    329/499      4.32G    0.01164    0.01026   0.002085         86        640:  42%|####2     | 17/40 [00:03<00:04,  4.84it/s]
    329/499      4.32G    0.01171    0.01026   0.002072         79        640:  42%|####2     | 17/40 [00:03<00:04,  4.84it/s]
    329/499      4.32G    0.01171    0.01026   0.002072         79        640:  45%|####5     | 18/40 [00:03<00:04,  4.89it/s]
    329/499      4.32G    0.01168     0.0102   0.002109         73        640:  45%|####5     | 18/40 [00:03<00:04,  4.89it/s]
    329/499      4.32G    0.01168     0.0102   0.002109         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.06it/s]
    329/499      4.32G    0.01161    0.01006   0.002087         61        640:  48%|####7     | 19/40 [00:03<00:04,  5.06it/s]
    329/499      4.32G    0.01161    0.01006   0.002087         61        640:  50%|#####     | 20/40 [00:03<00:04,  4.91it/s]
    329/499      4.32G    0.01163   0.009952   0.002018         58        640:  50%|#####     | 20/40 [00:04<00:04,  4.91it/s]
    329/499      4.32G    0.01163   0.009952   0.002018         58        640:  52%|#####2    | 21/40 [00:04<00:03,  4.97it/s]
    329/499      4.32G     0.0117   0.009913   0.002131         63        640:  52%|#####2    | 21/40 [00:04<00:03,  4.97it/s]
    329/499      4.32G     0.0117   0.009913   0.002131         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
    329/499      4.32G    0.01167   0.009924   0.002164         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
    329/499      4.32G    0.01167   0.009924   0.002164         80        640:  57%|#####7    | 23/40 [00:04<00:03,  4.98it/s]
    329/499      4.32G    0.01164   0.009793   0.002112         59        640:  57%|#####7    | 23/40 [00:04<00:03,  4.98it/s]
    329/499      4.32G    0.01164   0.009793   0.002112         59        640:  60%|######    | 24/40 [00:04<00:03,  5.05it/s]
    329/499      4.32G    0.01155   0.009686   0.002162         57        640:  60%|######    | 24/40 [00:04<00:03,  5.05it/s]
    329/499      4.32G    0.01155   0.009686   0.002162         57        640:  62%|######2   | 25/40 [00:04<00:02,  5.06it/s]
    329/499      4.32G    0.01153   0.009761   0.002125         90        640:  62%|######2   | 25/40 [00:05<00:02,  5.06it/s]
    329/499      4.32G    0.01153   0.009761   0.002125         90        640:  65%|######5   | 26/40 [00:05<00:02,  4.89it/s]
    329/499      4.32G    0.01152   0.009719   0.002074         67        640:  65%|######5   | 26/40 [00:05<00:02,  4.89it/s]
    329/499      4.32G    0.01152   0.009719   0.002074         67        640:  68%|######7   | 27/40 [00:05<00:02,  4.95it/s]
    329/499      4.32G    0.01155   0.009753   0.002025         82        640:  68%|######7   | 27/40 [00:05<00:02,  4.95it/s]
    329/499      4.32G    0.01155   0.009753   0.002025         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.00it/s]
    329/499      4.32G    0.01155   0.009781   0.001987         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.00it/s]
    329/499      4.32G    0.01155   0.009781   0.001987         76        640:  72%|#######2  | 29/40 [00:05<00:02,  4.85it/s]
    329/499      4.32G    0.01155   0.009778   0.001974         68        640:  72%|#######2  | 29/40 [00:05<00:02,  4.85it/s]
    329/499      4.32G    0.01155   0.009778   0.001974         68        640:  75%|#######5  | 30/40 [00:05<00:02,  4.97it/s]
    329/499      4.32G    0.01158   0.009792   0.001962         75        640:  75%|#######5  | 30/40 [00:06<00:02,  4.97it/s]
    329/499      4.32G    0.01158   0.009792   0.001962         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.01it/s]
    329/499      4.32G    0.01157    0.00987    0.00195         90        640:  78%|#######7  | 31/40 [00:06<00:01,  5.01it/s]
    329/499      4.32G    0.01157    0.00987    0.00195         90        640:  80%|########  | 32/40 [00:06<00:01,  4.88it/s]
    329/499      4.32G    0.01162   0.009918   0.001966         76        640:  80%|########  | 32/40 [00:06<00:01,  4.88it/s]
    329/499      4.32G    0.01162   0.009918   0.001966         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.02it/s]
    329/499      4.32G    0.01162     0.0099   0.001946         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.02it/s]
    329/499      4.32G    0.01162     0.0099   0.001946         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    329/499      4.32G    0.01163   0.009874   0.001914         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    329/499      4.32G    0.01163   0.009874   0.001914         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.08it/s]
    329/499      4.32G    0.01161   0.009793   0.001904         62        640:  88%|########7 | 35/40 [00:07<00:00,  5.08it/s]
    329/499      4.32G    0.01161   0.009793   0.001904         62        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    329/499      4.32G    0.01159   0.009758   0.001895         70        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    329/499      4.32G    0.01159   0.009758   0.001895         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    329/499      4.32G    0.01161   0.009714   0.001898         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    329/499      4.32G    0.01161   0.009714   0.001898         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    329/499      4.32G    0.01159   0.009701   0.001957         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    329/499      4.32G    0.01159   0.009701   0.001957         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    329/499      4.32G    0.01161   0.009717   0.001933         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    329/499      4.32G    0.01161   0.009717   0.001933         41        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    329/499      4.32G    0.01161   0.009717   0.001933         41        640: 100%|##########| 40/40 [00:07<00:00,  5.07it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.895      0.883      0.903      0.793

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    330/499      4.32G    0.01256   0.008385  0.0004504         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    330/499      4.32G    0.01256   0.008385  0.0004504         64        640:   2%|2         | 1/40 [00:00<00:08,  4.75it/s]
    330/499      4.32G    0.01285    0.01022   0.001497         87        640:   2%|2         | 1/40 [00:00<00:08,  4.75it/s]
    330/499      4.32G    0.01285    0.01022   0.001497         87        640:   5%|5         | 2/40 [00:00<00:07,  5.10it/s]
    330/499      4.32G    0.01186    0.01026   0.002169         75        640:   5%|5         | 2/40 [00:00<00:07,  5.10it/s]
    330/499      4.32G    0.01186    0.01026   0.002169         75        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    330/499      4.32G     0.0111   0.009464   0.002097         56        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    330/499      4.32G     0.0111   0.009464   0.002097         56        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    330/499      4.32G    0.01138   0.009426    0.00183         69        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    330/499      4.32G    0.01138   0.009426    0.00183         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    330/499      4.32G    0.01161   0.009684   0.001871         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    330/499      4.32G    0.01161   0.009684   0.001871         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    330/499      4.32G    0.01154   0.009777   0.001986         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    330/499      4.32G    0.01154   0.009777   0.001986         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    330/499      4.32G    0.01153   0.009989   0.001924         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    330/499      4.32G    0.01153   0.009989   0.001924         78        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    330/499      4.32G    0.01126   0.009745   0.001777         70        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    330/499      4.32G    0.01126   0.009745   0.001777         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    330/499      4.32G    0.01132   0.009748   0.001734         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    330/499      4.32G    0.01132   0.009748   0.001734         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    330/499      4.32G    0.01138   0.009914   0.001884         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    330/499      4.32G    0.01138   0.009914   0.001884         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    330/499      4.32G    0.01143   0.009961   0.002188         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    330/499      4.32G    0.01143   0.009961   0.002188         70        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    330/499      4.32G    0.01151    0.01003   0.002128         76        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    330/499      4.32G    0.01151    0.01003   0.002128         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    330/499      4.32G    0.01157    0.01011   0.002067         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    330/499      4.32G    0.01157    0.01011   0.002067         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    330/499      4.32G    0.01173    0.01008   0.002085         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    330/499      4.32G    0.01173    0.01008   0.002085         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    330/499      4.32G    0.01179    0.01029   0.002084         89        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    330/499      4.32G    0.01179    0.01029   0.002084         89        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    330/499      4.32G    0.01185     0.0103    0.00208         68        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    330/499      4.32G    0.01185     0.0103    0.00208         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    330/499      4.32G    0.01196     0.0103   0.002025         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    330/499      4.32G    0.01196     0.0103   0.002025         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    330/499      4.32G     0.0119    0.01028   0.001962         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    330/499      4.32G     0.0119    0.01028   0.001962         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    330/499      4.32G    0.01183    0.01031   0.001925         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    330/499      4.32G    0.01183    0.01031   0.001925         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    330/499      4.32G     0.0118    0.01023   0.002014         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    330/499      4.32G     0.0118    0.01023   0.002014         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    330/499      4.32G     0.0118    0.01027      0.002         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    330/499      4.32G     0.0118    0.01027      0.002         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    330/499      4.32G    0.01185     0.0103   0.002003         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    330/499      4.32G    0.01185     0.0103   0.002003         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    330/499      4.32G    0.01179    0.01024   0.001948         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    330/499      4.32G    0.01179    0.01024   0.001948         62        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    330/499      4.32G    0.01175    0.01021   0.001886         78        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    330/499      4.32G    0.01175    0.01021   0.001886         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    330/499      4.32G    0.01173    0.01016   0.001862         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    330/499      4.32G    0.01173    0.01016   0.001862         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    330/499      4.32G    0.01163    0.01012   0.001805         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    330/499      4.32G    0.01163    0.01012   0.001805         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    330/499      4.32G    0.01172    0.01012   0.001789         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    330/499      4.32G    0.01172    0.01012   0.001789         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    330/499      4.32G    0.01174    0.01014   0.001777         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    330/499      4.32G    0.01174    0.01014   0.001777         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    330/499      4.32G    0.01168    0.01003   0.001726         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    330/499      4.32G    0.01168    0.01003   0.001726         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    330/499      4.32G    0.01164    0.01004   0.001759         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    330/499      4.32G    0.01164    0.01004   0.001759         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.11it/s]
    330/499      4.32G    0.01163   0.009974   0.001742         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.11it/s]
    330/499      4.32G    0.01163   0.009974   0.001742         62        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    330/499      4.32G    0.01158   0.009988   0.001776         82        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    330/499      4.32G    0.01158   0.009988   0.001776         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    330/499      4.32G    0.01154   0.009956   0.001776         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    330/499      4.32G    0.01154   0.009956   0.001776         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
    330/499      4.32G    0.01151   0.009896   0.001774         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
    330/499      4.32G    0.01151   0.009896   0.001774         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.04it/s]
    330/499      4.32G     0.0115   0.009864   0.001781         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.04it/s]
    330/499      4.32G     0.0115   0.009864   0.001781         69        640:  90%|######### | 36/40 [00:06<00:00,  4.96it/s]
    330/499      4.32G    0.01148   0.009794   0.001749         64        640:  90%|######### | 36/40 [00:07<00:00,  4.96it/s]
    330/499      4.32G    0.01148   0.009794   0.001749         64        640:  92%|#########2| 37/40 [00:07<00:00,  4.94it/s]
    330/499      4.32G    0.01144   0.009799   0.001709         87        640:  92%|#########2| 37/40 [00:07<00:00,  4.94it/s]
    330/499      4.32G    0.01144   0.009799   0.001709         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.10it/s]
    330/499      4.32G    0.01141   0.009812   0.001701         90        640:  95%|#########5| 38/40 [00:07<00:00,  5.10it/s]
    330/499      4.32G    0.01141   0.009812   0.001701         90        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    330/499      4.32G    0.01142    0.00986   0.001701         48        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    330/499      4.32G    0.01142    0.00986   0.001701         48        640: 100%|##########| 40/40 [00:07<00:00,  5.15it/s]
    330/499      4.32G    0.01142    0.00986   0.001701         48        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.885      0.851       0.89       0.78

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    331/499      4.32G    0.01071   0.008377  0.0008073         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    331/499      4.32G    0.01071   0.008377  0.0008073         64        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    331/499      4.32G    0.01095   0.007935  0.0006773         66        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    331/499      4.32G    0.01095   0.007935  0.0006773         66        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    331/499      4.32G    0.01118   0.008427   0.001546         64        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    331/499      4.32G    0.01118   0.008427   0.001546         64        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
    331/499      4.32G    0.01086     0.0085   0.001341         73        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
    331/499      4.32G    0.01086     0.0085   0.001341         73        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    331/499      4.32G    0.01086   0.008872   0.001361         74        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    331/499      4.32G    0.01086   0.008872   0.001361         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    331/499      4.32G    0.01102   0.009304   0.001458         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    331/499      4.32G    0.01102   0.009304   0.001458         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    331/499      4.32G    0.01117   0.009291   0.001588         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    331/499      4.32G    0.01117   0.009291   0.001588         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    331/499      4.32G      0.011    0.00928   0.001606         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    331/499      4.32G      0.011    0.00928   0.001606         79        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    331/499      4.32G    0.01102   0.009421   0.001674         88        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    331/499      4.32G    0.01102   0.009421   0.001674         88        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
    331/499      4.32G    0.01128   0.009456   0.001744         70        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
    331/499      4.32G    0.01128   0.009456   0.001744         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    331/499      4.32G    0.01112   0.009273   0.001712         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    331/499      4.32G    0.01112   0.009273   0.001712         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    331/499      4.32G    0.01109   0.009375   0.001586         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    331/499      4.32G    0.01109   0.009375   0.001586         80        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
    331/499      4.32G    0.01106   0.009472   0.001537         86        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
    331/499      4.32G    0.01106   0.009472   0.001537         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    331/499      4.32G    0.01113   0.009415   0.001724         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    331/499      4.32G    0.01113   0.009415   0.001724         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    331/499      4.32G    0.01113   0.009474   0.001678         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    331/499      4.32G    0.01113   0.009474   0.001678         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    331/499      4.32G    0.01122   0.009438   0.001662         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    331/499      4.32G    0.01122   0.009438   0.001662         65        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    331/499      4.32G     0.0111   0.009334   0.001637         65        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    331/499      4.32G     0.0111   0.009334   0.001637         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    331/499      4.32G    0.01107   0.009354   0.001607         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    331/499      4.32G    0.01107   0.009354   0.001607         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    331/499      4.32G    0.01121   0.009332   0.001636         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    331/499      4.32G    0.01121   0.009332   0.001636         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    331/499      4.32G    0.01114    0.00932   0.001696         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    331/499      4.32G    0.01114    0.00932   0.001696         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    331/499      4.32G    0.01108   0.009269   0.001697         77        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
    331/499      4.32G    0.01108   0.009269   0.001697         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
    331/499      4.32G    0.01106   0.009178   0.001755         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
    331/499      4.32G    0.01106   0.009178   0.001755         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    331/499      4.32G    0.01108   0.009221   0.001697         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    331/499      4.32G    0.01108   0.009221   0.001697         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    331/499      4.32G     0.0111   0.009187    0.00168         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    331/499      4.32G     0.0111   0.009187    0.00168         72        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    331/499      4.32G    0.01111    0.00932   0.001638         95        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    331/499      4.32G    0.01111    0.00932   0.001638         95        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    331/499      4.32G    0.01112   0.009329   0.001589         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    331/499      4.32G    0.01112   0.009329   0.001589         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    331/499      4.32G     0.0111   0.009335   0.001632         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    331/499      4.32G     0.0111   0.009335   0.001632         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    331/499      4.32G    0.01111    0.00928   0.001686         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    331/499      4.32G    0.01111    0.00928   0.001686         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    331/499      4.32G    0.01112    0.00927   0.001671         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    331/499      4.32G    0.01112    0.00927   0.001671         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    331/499      4.32G    0.01103   0.009194   0.001656         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    331/499      4.32G    0.01103   0.009194   0.001656         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    331/499      4.32G    0.01102   0.009259   0.001632         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    331/499      4.32G    0.01102   0.009259   0.001632         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    331/499      4.32G    0.01099   0.009261   0.001633         85        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    331/499      4.32G    0.01099   0.009261   0.001633         85        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    331/499      4.32G    0.01101    0.00935   0.001696         99        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    331/499      4.32G    0.01101    0.00935   0.001696         99        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    331/499      4.32G    0.01101   0.009334   0.001693         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    331/499      4.32G    0.01101   0.009334   0.001693         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    331/499      4.32G    0.01099   0.009392   0.001675         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    331/499      4.32G    0.01099   0.009392   0.001675         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    331/499      4.32G    0.01096   0.009357    0.00167         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    331/499      4.32G    0.01096   0.009357    0.00167         71        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    331/499      4.32G    0.01096   0.009414   0.001664         90        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    331/499      4.32G    0.01096   0.009414   0.001664         90        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    331/499      4.32G    0.01094   0.009406   0.001629         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    331/499      4.32G    0.01094   0.009406   0.001629         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    331/499      4.32G    0.01096   0.009445   0.001622         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    331/499      4.32G    0.01096   0.009445   0.001622         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    331/499      4.32G    0.01102   0.009405    0.00174         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    331/499      4.32G    0.01102   0.009405    0.00174         28        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    331/499      4.32G    0.01102   0.009405    0.00174         28        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.869      0.853      0.869      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    332/499      4.32G    0.01124   0.008168  0.0009693         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    332/499      4.32G    0.01124   0.008168  0.0009693         68        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    332/499      4.32G     0.0108   0.008726   0.002367         65        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    332/499      4.32G     0.0108   0.008726   0.002367         65        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    332/499      4.32G    0.01087   0.008972   0.001665         78        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    332/499      4.32G    0.01087   0.008972   0.001665         78        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    332/499      4.32G     0.0116   0.009039    0.00172         59        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    332/499      4.32G     0.0116   0.009039    0.00172         59        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    332/499      4.32G    0.01125   0.009394    0.00213         95        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    332/499      4.32G    0.01125   0.009394    0.00213         95        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    332/499      4.32G    0.01145   0.009502   0.002313         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    332/499      4.32G    0.01145   0.009502   0.002313         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    332/499      4.32G    0.01139   0.009207   0.002039         57        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    332/499      4.32G    0.01139   0.009207   0.002039         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    332/499      4.32G    0.01156   0.009295   0.001957         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    332/499      4.32G    0.01156   0.009295   0.001957         69        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    332/499      4.32G    0.01149   0.009358   0.002078         79        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    332/499      4.32G    0.01149   0.009358   0.002078         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    332/499      4.32G    0.01149   0.009624   0.001964         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    332/499      4.32G    0.01149   0.009624   0.001964         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    332/499      4.32G    0.01149   0.009599   0.001838         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    332/499      4.32G    0.01149   0.009599   0.001838         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    332/499      4.32G    0.01146   0.009412   0.001818         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    332/499      4.32G    0.01146   0.009412   0.001818         68        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    332/499      4.32G    0.01142   0.009515   0.001799         77        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    332/499      4.32G    0.01142   0.009515   0.001799         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    332/499      4.32G    0.01137    0.00951   0.001794         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    332/499      4.32G    0.01137    0.00951   0.001794         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    332/499      4.32G    0.01134   0.009502    0.00172         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    332/499      4.32G    0.01134   0.009502    0.00172         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    332/499      4.32G    0.01128   0.009456   0.001648         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    332/499      4.32G    0.01128   0.009456   0.001648         68        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    332/499      4.32G    0.01138   0.009391   0.001777         68        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    332/499      4.32G    0.01138   0.009391   0.001777         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    332/499      4.32G    0.01148   0.009319   0.001802         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    332/499      4.32G    0.01148   0.009319   0.001802         59        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    332/499      4.32G    0.01145    0.00932   0.001849         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    332/499      4.32G    0.01145    0.00932   0.001849         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    332/499      4.32G     0.0115   0.009319   0.002076         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    332/499      4.32G     0.0115   0.009319   0.002076         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    332/499      4.32G    0.01147   0.009285   0.002042         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    332/499      4.32G    0.01147   0.009285   0.002042         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    332/499      4.32G    0.01147   0.009319   0.001971         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    332/499      4.32G    0.01147   0.009319   0.001971         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    332/499      4.32G    0.01148   0.009362   0.001904         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    332/499      4.32G    0.01148   0.009362   0.001904         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    332/499      4.32G    0.01148   0.009389   0.001858         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    332/499      4.32G    0.01148   0.009389   0.001858         73        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    332/499      4.32G    0.01146   0.009384   0.001822         77        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    332/499      4.32G    0.01146   0.009384   0.001822         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    332/499      4.32G    0.01141   0.009348   0.001756         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    332/499      4.32G    0.01141   0.009348   0.001756         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    332/499      4.32G    0.01144   0.009409   0.001872         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    332/499      4.32G    0.01144   0.009409   0.001872         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    332/499      4.32G    0.01143   0.009453   0.001878         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    332/499      4.32G    0.01143   0.009453   0.001878         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    332/499      4.32G     0.0114   0.009458   0.001851         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    332/499      4.32G     0.0114   0.009458   0.001851         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    332/499      4.32G     0.0114   0.009376   0.001803         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
    332/499      4.32G     0.0114   0.009376   0.001803         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    332/499      4.32G    0.01146   0.009382   0.001798         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    332/499      4.32G    0.01146   0.009382   0.001798         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    332/499      4.32G    0.01148   0.009382   0.001795         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    332/499      4.32G    0.01148   0.009382   0.001795         79        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    332/499      4.32G    0.01147   0.009409   0.001765         80        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    332/499      4.32G    0.01147   0.009409   0.001765         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    332/499      4.32G    0.01148   0.009407   0.001766         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    332/499      4.32G    0.01148   0.009407   0.001766         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    332/499      4.32G    0.01144   0.009421   0.001727         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    332/499      4.32G    0.01144   0.009421   0.001727         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    332/499      4.32G    0.01139   0.009429   0.001722         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
    332/499      4.32G    0.01139   0.009429   0.001722         74        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    332/499      4.32G     0.0114   0.009478   0.001709         74        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    332/499      4.32G     0.0114   0.009478   0.001709         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    332/499      4.32G    0.01137   0.009434   0.001738         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    332/499      4.32G    0.01137   0.009434   0.001738         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    332/499      4.32G    0.01137   0.009428   0.001915         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    332/499      4.32G    0.01137   0.009428   0.001915         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    332/499      4.32G    0.01134   0.009434    0.00198         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    332/499      4.32G    0.01134   0.009434    0.00198         39        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    332/499      4.32G    0.01134   0.009434    0.00198         39        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.836      0.859      0.879      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    333/499      4.32G    0.01093   0.009178   0.001258         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    333/499      4.32G    0.01093   0.009178   0.001258         80        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    333/499      4.32G    0.01151    0.01077    0.00196         81        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    333/499      4.32G    0.01151    0.01077    0.00196         81        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    333/499      4.32G    0.01126   0.009679   0.001868         61        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    333/499      4.32G    0.01126   0.009679   0.001868         61        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    333/499      4.32G     0.0112   0.009365   0.002179         69        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    333/499      4.32G     0.0112   0.009365   0.002179         69        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    333/499      4.32G    0.01154   0.009621    0.00291         81        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    333/499      4.32G    0.01154   0.009621    0.00291         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    333/499      4.32G    0.01164   0.009783   0.002831         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    333/499      4.32G    0.01164   0.009783   0.002831         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    333/499      4.32G    0.01197    0.01001   0.002501         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    333/499      4.32G    0.01197    0.01001   0.002501         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    333/499      4.32G    0.01199    0.01004   0.002522         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    333/499      4.32G    0.01199    0.01004   0.002522         79        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    333/499      4.32G    0.01182   0.009887   0.002418         70        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    333/499      4.32G    0.01182   0.009887   0.002418         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    333/499      4.32G    0.01193   0.009789   0.002359         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    333/499      4.32G    0.01193   0.009789   0.002359         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    333/499      4.32G    0.01194   0.009789   0.002231         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    333/499      4.32G    0.01194   0.009789   0.002231         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    333/499      4.32G    0.01193   0.009678   0.002223         56        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    333/499      4.32G    0.01193   0.009678   0.002223         56        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    333/499      4.32G    0.01186   0.009522   0.002146         67        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    333/499      4.32G    0.01186   0.009522   0.002146         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    333/499      4.32G    0.01187   0.009576   0.002123         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    333/499      4.32G    0.01187   0.009576   0.002123         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    333/499      4.32G    0.01181    0.00949   0.002117         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    333/499      4.32G    0.01181    0.00949   0.002117         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    333/499      4.32G    0.01181   0.009588   0.002247         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    333/499      4.32G    0.01181   0.009588   0.002247         82        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    333/499      4.32G    0.01188   0.009568   0.002176         65        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    333/499      4.32G    0.01188   0.009568   0.002176         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    333/499      4.32G    0.01175   0.009571   0.002242         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    333/499      4.32G    0.01175   0.009571   0.002242         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    333/499      4.32G    0.01167    0.00949   0.002275         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    333/499      4.32G    0.01167    0.00949   0.002275         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    333/499      4.32G    0.01167   0.009507   0.002216         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    333/499      4.32G    0.01167   0.009507   0.002216         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    333/499      4.32G    0.01169   0.009481   0.002157         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    333/499      4.32G    0.01169   0.009481   0.002157         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    333/499      4.32G    0.01177   0.009556   0.002089         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    333/499      4.32G    0.01177   0.009556   0.002089         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    333/499      4.32G    0.01166   0.009506   0.002108         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    333/499      4.32G    0.01166   0.009506   0.002108         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    333/499      4.32G    0.01166   0.009475   0.002272         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    333/499      4.32G    0.01166   0.009475   0.002272         60        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    333/499      4.32G    0.01172   0.009483   0.002292         65        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    333/499      4.32G    0.01172   0.009483   0.002292         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    333/499      4.32G    0.01176   0.009438   0.002322         50        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    333/499      4.32G    0.01176   0.009438   0.002322         50        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    333/499      4.32G     0.0117   0.009392   0.002265         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    333/499      4.32G     0.0117   0.009392   0.002265         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    333/499      4.32G    0.01166   0.009467   0.002211         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    333/499      4.32G    0.01166   0.009467   0.002211         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    333/499      4.32G    0.01164   0.009472   0.002167         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    333/499      4.32G    0.01164   0.009472   0.002167         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    333/499      4.32G    0.01164   0.009483   0.002153         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    333/499      4.32G    0.01164   0.009483   0.002153         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    333/499      4.32G    0.01167   0.009505   0.002135         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    333/499      4.32G    0.01167   0.009505   0.002135         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    333/499      4.32G    0.01176   0.009484   0.002136         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    333/499      4.32G    0.01176   0.009484   0.002136         62        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    333/499      4.32G    0.01174   0.009458   0.002093         68        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    333/499      4.32G    0.01174   0.009458   0.002093         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    333/499      4.32G    0.01173   0.009493   0.002111         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    333/499      4.32G    0.01173   0.009493   0.002111         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    333/499      4.32G    0.01173   0.009546    0.00207         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    333/499      4.32G    0.01173   0.009546    0.00207         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    333/499      4.32G    0.01169    0.00952   0.002088         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    333/499      4.32G    0.01169    0.00952   0.002088         71        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    333/499      4.32G    0.01173    0.00945   0.002063         57        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    333/499      4.32G    0.01173    0.00945   0.002063         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    333/499      4.32G     0.0117    0.00945   0.002043         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    333/499      4.32G     0.0117    0.00945   0.002043         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    333/499      4.32G    0.01171   0.009494   0.002089         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    333/499      4.32G    0.01171   0.009494   0.002089         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    333/499      4.32G    0.01167   0.009477   0.002053         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    333/499      4.32G    0.01167   0.009477   0.002053         45        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    333/499      4.32G    0.01167   0.009477   0.002053         45        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.832      0.864       0.88       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    334/499      4.32G    0.01055   0.008969   0.002861         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    334/499      4.32G    0.01055   0.008969   0.002861         77        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    334/499      4.32G    0.01097   0.008847   0.001749         61        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    334/499      4.32G    0.01097   0.008847   0.001749         61        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    334/499      4.32G    0.01125   0.009458   0.001431         71        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    334/499      4.32G    0.01125   0.009458   0.001431         71        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    334/499      4.32G    0.01185   0.009514   0.001606         67        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    334/499      4.32G    0.01185   0.009514   0.001606         67        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    334/499      4.32G    0.01189    0.01004   0.001502         96        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    334/499      4.32G    0.01189    0.01004   0.001502         96        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    334/499      4.32G    0.01193    0.01026   0.001792         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    334/499      4.32G    0.01193    0.01026   0.001792         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    334/499      4.32G    0.01187    0.01007   0.002255         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    334/499      4.32G    0.01187    0.01007   0.002255         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    334/499      4.32G    0.01174    0.01031   0.002111         94        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    334/499      4.32G    0.01174    0.01031   0.002111         94        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    334/499      4.32G    0.01178    0.01018    0.00232         71        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    334/499      4.32G    0.01178    0.01018    0.00232         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    334/499      4.32G    0.01171    0.01016   0.002255         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    334/499      4.32G    0.01171    0.01016   0.002255         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    334/499      4.32G    0.01182    0.01033    0.00236         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    334/499      4.32G    0.01182    0.01033    0.00236         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    334/499      4.32G    0.01182    0.01013   0.002405         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    334/499      4.32G    0.01182    0.01013   0.002405         64        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    334/499      4.32G    0.01163    0.00997    0.00237         67        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    334/499      4.32G    0.01163    0.00997    0.00237         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    334/499      4.32G    0.01164    0.01003   0.002265         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    334/499      4.32G    0.01164    0.01003   0.002265         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    334/499      4.32G    0.01156    0.01003   0.002459         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    334/499      4.32G    0.01156    0.01003   0.002459         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
    334/499      4.32G    0.01156   0.009918   0.002398         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
    334/499      4.32G    0.01156   0.009918   0.002398         68        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    334/499      4.32G    0.01146   0.009891   0.002279         75        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    334/499      4.32G    0.01146   0.009891   0.002279         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    334/499      4.32G    0.01155   0.009951   0.002432         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    334/499      4.32G    0.01155   0.009951   0.002432         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    334/499      4.32G    0.01146   0.009901   0.002353         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    334/499      4.32G    0.01146   0.009901   0.002353         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    334/499      4.32G    0.01149   0.009957   0.002333         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    334/499      4.32G    0.01149   0.009957   0.002333         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    334/499      4.32G    0.01145   0.009971   0.002231         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    334/499      4.32G    0.01145   0.009971   0.002231         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.15it/s]
    334/499      4.32G    0.01145   0.009982    0.00227         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
    334/499      4.32G    0.01145   0.009982    0.00227         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    334/499      4.32G    0.01145   0.009977    0.00226         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    334/499      4.32G    0.01145   0.009977    0.00226         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    334/499      4.32G    0.01147   0.009867   0.002219         48        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    334/499      4.32G    0.01147   0.009867   0.002219         48        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    334/499      4.32G    0.01143   0.009845   0.002193         82        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    334/499      4.32G    0.01143   0.009845   0.002193         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    334/499      4.32G     0.0114   0.009817   0.002173         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    334/499      4.32G     0.0114   0.009817   0.002173         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    334/499      4.32G    0.01144   0.009936    0.00216         88        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    334/499      4.32G    0.01144   0.009936    0.00216         88        640:  68%|######7   | 27/40 [00:05<00:02,  5.10it/s]
    334/499      4.32G    0.01145   0.009938   0.002307         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.10it/s]
    334/499      4.32G    0.01145   0.009938   0.002307         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.11it/s]
    334/499      4.32G    0.01141   0.009971    0.00225         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.11it/s]
    334/499      4.32G    0.01141   0.009971    0.00225         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    334/499      4.32G     0.0114   0.009889   0.002309         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    334/499      4.32G     0.0114   0.009889   0.002309         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.10it/s]
    334/499      4.32G    0.01145   0.009953    0.00232         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.10it/s]
    334/499      4.32G    0.01145   0.009953    0.00232         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    334/499      4.32G    0.01144   0.009946   0.002271         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    334/499      4.32G    0.01144   0.009946   0.002271         80        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    334/499      4.32G    0.01141   0.009931   0.002268         83        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    334/499      4.32G    0.01141   0.009931   0.002268         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.13it/s]
    334/499      4.32G    0.01137    0.00987   0.002229         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.13it/s]
    334/499      4.32G    0.01137    0.00987   0.002229         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    334/499      4.32G    0.01134   0.009818   0.002235         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    334/499      4.32G    0.01134   0.009818   0.002235         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    334/499      4.32G    0.01138   0.009772    0.00228         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    334/499      4.32G    0.01138   0.009772    0.00228         66        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    334/499      4.32G    0.01135   0.009772   0.002226         81        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    334/499      4.32G    0.01135   0.009772   0.002226         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    334/499      4.32G    0.01134   0.009743    0.00218         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    334/499      4.32G    0.01134   0.009743    0.00218         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    334/499      4.32G    0.01134   0.009694   0.002156         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    334/499      4.32G    0.01134   0.009694   0.002156         61        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    334/499      4.32G    0.01129   0.009677   0.002149         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    334/499      4.32G    0.01129   0.009677   0.002149         39        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    334/499      4.32G    0.01129   0.009677   0.002149         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.844      0.863      0.884      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    335/499      4.32G    0.01107    0.01011  0.0003303         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    335/499      4.32G    0.01107    0.01011  0.0003303         73        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    335/499      4.32G    0.01251    0.01085   0.002091         81        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    335/499      4.32G    0.01251    0.01085   0.002091         81        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    335/499      4.32G    0.01154    0.01009   0.001559         73        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    335/499      4.32G    0.01154    0.01009   0.001559         73        640:   8%|7         | 3/40 [00:00<00:07,  4.75it/s]
    335/499      4.32G    0.01125     0.0102   0.001276         86        640:   8%|7         | 3/40 [00:00<00:07,  4.75it/s]
    335/499      4.32G    0.01125     0.0102   0.001276         86        640:  10%|#         | 4/40 [00:00<00:07,  5.05it/s]
    335/499      4.32G    0.01085    0.00991   0.001146         69        640:  10%|#         | 4/40 [00:00<00:07,  5.05it/s]
    335/499      4.32G    0.01085    0.00991   0.001146         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.01it/s]
    335/499      4.32G    0.01107   0.009944   0.001245         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.01it/s]
    335/499      4.32G    0.01107   0.009944   0.001245         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    335/499      4.32G      0.011   0.009792   0.001332         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    335/499      4.32G      0.011   0.009792   0.001332         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    335/499      4.32G    0.01115   0.009816   0.001543         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    335/499      4.32G    0.01115   0.009816   0.001543         75        640:  20%|##        | 8/40 [00:01<00:06,  5.11it/s]
    335/499      4.32G    0.01116   0.009701   0.001832         65        640:  20%|##        | 8/40 [00:01<00:06,  5.11it/s]
    335/499      4.32G    0.01116   0.009701   0.001832         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    335/499      4.32G    0.01123   0.009663   0.001933         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    335/499      4.32G    0.01123   0.009663   0.001933         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    335/499      4.32G    0.01123   0.009689    0.00184         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    335/499      4.32G    0.01123   0.009689    0.00184         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.14it/s]
    335/499      4.32G    0.01112   0.009687   0.001741         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.14it/s]
    335/499      4.32G    0.01112   0.009687   0.001741         77        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    335/499      4.32G    0.01105   0.009513   0.001702         62        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    335/499      4.32G    0.01105   0.009513   0.001702         62        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    335/499      4.32G    0.01105   0.009554    0.00165         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    335/499      4.32G    0.01105   0.009554    0.00165         76        640:  35%|###5      | 14/40 [00:02<00:05,  5.09it/s]
    335/499      4.32G    0.01105    0.00942   0.001598         59        640:  35%|###5      | 14/40 [00:02<00:05,  5.09it/s]
    335/499      4.32G    0.01105    0.00942   0.001598         59        640:  38%|###7      | 15/40 [00:02<00:04,  5.16it/s]
    335/499      4.32G    0.01107   0.009509     0.0016         90        640:  38%|###7      | 15/40 [00:03<00:04,  5.16it/s]
    335/499      4.32G    0.01107   0.009509     0.0016         90        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    335/499      4.32G    0.01115   0.009752   0.001762        100        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    335/499      4.32G    0.01115   0.009752   0.001762        100        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    335/499      4.32G    0.01122   0.009716   0.001726         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    335/499      4.32G    0.01122   0.009716   0.001726         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    335/499      4.32G    0.01121   0.009617   0.001721         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    335/499      4.32G    0.01121   0.009617   0.001721         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    335/499      4.32G    0.01122   0.009646   0.001714         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    335/499      4.32G    0.01122   0.009646   0.001714         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    335/499      4.32G     0.0113     0.0096   0.001872         66        640:  50%|#####     | 20/40 [00:04<00:03,  5.23it/s]
    335/499      4.32G     0.0113     0.0096   0.001872         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    335/499      4.32G    0.01132   0.009691   0.001832         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    335/499      4.32G    0.01132   0.009691   0.001832         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    335/499      4.32G    0.01126   0.009657   0.001831         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    335/499      4.32G    0.01126   0.009657   0.001831         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.06it/s]
    335/499      4.32G    0.01124   0.009668   0.001807         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.06it/s]
    335/499      4.32G    0.01124   0.009668   0.001807         78        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    335/499      4.32G    0.01126   0.009655    0.00179         77        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    335/499      4.32G    0.01126   0.009655    0.00179         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    335/499      4.32G    0.01123   0.009624   0.001878         72        640:  62%|######2   | 25/40 [00:05<00:02,  5.20it/s]
    335/499      4.32G    0.01123   0.009624   0.001878         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.09it/s]
    335/499      4.32G    0.01124   0.009618   0.001904         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.09it/s]
    335/499      4.32G    0.01124   0.009618   0.001904         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    335/499      4.32G    0.01121   0.009638   0.001879         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    335/499      4.32G    0.01121   0.009638   0.001879         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    335/499      4.32G     0.0112   0.009536   0.001905         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    335/499      4.32G     0.0112   0.009536   0.001905         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    335/499      4.32G    0.01122   0.009529   0.001904         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    335/499      4.32G    0.01122   0.009529   0.001904         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    335/499      4.32G    0.01124   0.009459   0.001875         54        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    335/499      4.32G    0.01124   0.009459   0.001875         54        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    335/499      4.32G     0.0113   0.009535   0.001931         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    335/499      4.32G     0.0113   0.009535   0.001931         81        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    335/499      4.32G    0.01132   0.009539   0.001882         76        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    335/499      4.32G    0.01132   0.009539   0.001882         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    335/499      4.32G    0.01131   0.009558   0.001864         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    335/499      4.32G    0.01131   0.009558   0.001864         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    335/499      4.32G    0.01134   0.009542   0.001857         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    335/499      4.32G    0.01134   0.009542   0.001857         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    335/499      4.32G    0.01131   0.009587   0.001895         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    335/499      4.32G    0.01131   0.009587   0.001895         81        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    335/499      4.32G    0.01134   0.009561   0.001912         62        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    335/499      4.32G    0.01134   0.009561   0.001912         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    335/499      4.32G    0.01132   0.009555   0.001876         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    335/499      4.32G    0.01132   0.009555   0.001876         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    335/499      4.32G     0.0114   0.009537   0.001895         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    335/499      4.32G     0.0114   0.009537   0.001895         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    335/499      4.32G    0.01157   0.009634   0.001889         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    335/499      4.32G    0.01157   0.009634   0.001889         36        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    335/499      4.32G    0.01157   0.009634   0.001889         36        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.43it/s]
                   all        132        263      0.838      0.893      0.884      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    336/499      4.32G    0.01482   0.008794   0.005689         55        640:   0%|          | 0/40 [00:00<?, ?it/s]
    336/499      4.32G    0.01482   0.008794   0.005689         55        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    336/499      4.32G    0.01254   0.008904   0.003196         74        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    336/499      4.32G    0.01254   0.008904   0.003196         74        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    336/499      4.32G    0.01225   0.009562   0.002449         79        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    336/499      4.32G    0.01225   0.009562   0.002449         79        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    336/499      4.32G    0.01256   0.009661   0.002913         66        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    336/499      4.32G    0.01256   0.009661   0.002913         66        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    336/499      4.32G    0.01239   0.009554    0.00305         74        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    336/499      4.32G    0.01239   0.009554    0.00305         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    336/499      4.32G    0.01202   0.009296   0.002587         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    336/499      4.32G    0.01202   0.009296   0.002587         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    336/499      4.32G    0.01207   0.009444    0.00238         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    336/499      4.32G    0.01207   0.009444    0.00238         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    336/499      4.32G     0.0119   0.009281   0.002316         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    336/499      4.32G     0.0119   0.009281   0.002316         59        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    336/499      4.32G    0.01161   0.009277   0.002122         75        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    336/499      4.32G    0.01161   0.009277   0.002122         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    336/499      4.32G    0.01167   0.009163    0.00216         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    336/499      4.32G    0.01167   0.009163    0.00216         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    336/499      4.32G    0.01156   0.009056   0.002142         61        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    336/499      4.32G    0.01156   0.009056   0.002142         61        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    336/499      4.32G    0.01153   0.009165   0.002076         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    336/499      4.32G    0.01153   0.009165   0.002076         76        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    336/499      4.32G    0.01147    0.00922   0.002012         80        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    336/499      4.32G    0.01147    0.00922   0.002012         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    336/499      4.32G    0.01159   0.009492    0.00194         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    336/499      4.32G    0.01159   0.009492    0.00194         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    336/499      4.32G    0.01147   0.009374   0.001864         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    336/499      4.32G    0.01147   0.009374   0.001864         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    336/499      4.32G     0.0115   0.009342    0.00183         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    336/499      4.32G     0.0115   0.009342    0.00183         63        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    336/499      4.32G    0.01145   0.009331   0.001973         62        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    336/499      4.32G    0.01145   0.009331   0.001973         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    336/499      4.32G     0.0114    0.00942   0.001942         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    336/499      4.32G     0.0114    0.00942   0.001942         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    336/499      4.32G     0.0114   0.009374   0.001925         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    336/499      4.32G     0.0114   0.009374   0.001925         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    336/499      4.32G    0.01144   0.009302   0.001906         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    336/499      4.32G    0.01144   0.009302   0.001906         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    336/499      4.32G    0.01144    0.00928   0.002004         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    336/499      4.32G    0.01144    0.00928   0.002004         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    336/499      4.32G    0.01138   0.009325   0.002011         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    336/499      4.32G    0.01138   0.009325   0.002011         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    336/499      4.32G    0.01133   0.009303   0.002096         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    336/499      4.32G    0.01133   0.009303   0.002096         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    336/499      4.32G    0.01133   0.009291   0.002031         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    336/499      4.32G    0.01133   0.009291   0.002031         65        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    336/499      4.32G    0.01135    0.00931   0.002054         69        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    336/499      4.32G    0.01135    0.00931   0.002054         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    336/499      4.32G    0.01137   0.009252   0.002097         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    336/499      4.32G    0.01137   0.009252   0.002097         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    336/499      4.32G    0.01131   0.009209   0.002088         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    336/499      4.32G    0.01131   0.009209   0.002088         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    336/499      4.32G    0.01133   0.009238   0.002096         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
    336/499      4.32G    0.01133   0.009238   0.002096         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    336/499      4.32G    0.01134   0.009269   0.002049         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    336/499      4.32G    0.01134   0.009269   0.002049         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    336/499      4.32G    0.01132   0.009233   0.002021         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    336/499      4.32G    0.01132   0.009233   0.002021         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    336/499      4.32G    0.01133   0.009263   0.002071         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    336/499      4.32G    0.01133   0.009263   0.002071         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    336/499      4.32G    0.01131    0.00927   0.002018         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    336/499      4.32G    0.01131    0.00927   0.002018         74        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    336/499      4.32G    0.01129   0.009369   0.002004         88        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    336/499      4.32G    0.01129   0.009369   0.002004         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    336/499      4.32G    0.01127   0.009308   0.001962         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    336/499      4.32G    0.01127   0.009308   0.001962         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    336/499      4.32G    0.01129   0.009358   0.001957         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    336/499      4.32G    0.01129   0.009358   0.001957         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    336/499      4.32G     0.0113   0.009371   0.001959         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    336/499      4.32G     0.0113   0.009371   0.001959         72        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    336/499      4.32G    0.01131   0.009427   0.001923         86        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    336/499      4.32G    0.01131   0.009427   0.001923         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    336/499      4.32G    0.01129   0.009422   0.001906         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    336/499      4.32G    0.01129   0.009422   0.001906         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    336/499      4.32G    0.01127   0.009448   0.001978         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    336/499      4.32G    0.01127   0.009448   0.001978         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    336/499      4.32G    0.01128   0.009485    0.00194         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    336/499      4.32G    0.01128   0.009485    0.00194         41        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    336/499      4.32G    0.01128   0.009485    0.00194         41        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263       0.87      0.828      0.878      0.776

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    337/499      4.32G   0.009376    0.00765  0.0002881         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    337/499      4.32G   0.009376    0.00765  0.0002881         75        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    337/499      4.32G    0.01155   0.008061  0.0006591         65        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    337/499      4.32G    0.01155   0.008061  0.0006591         65        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    337/499      4.32G    0.01088    0.00883  0.0008781         82        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    337/499      4.32G    0.01088    0.00883  0.0008781         82        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    337/499      4.32G    0.01118   0.009174   0.001333         82        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    337/499      4.32G    0.01118   0.009174   0.001333         82        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
    337/499      4.32G    0.01139   0.009435   0.001558         74        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
    337/499      4.32G    0.01139   0.009435   0.001558         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    337/499      4.32G     0.0114   0.009365   0.001456         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    337/499      4.32G     0.0114   0.009365   0.001456         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    337/499      4.32G    0.01119   0.009374   0.001487         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    337/499      4.32G    0.01119   0.009374   0.001487         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    337/499      4.32G    0.01106   0.009348   0.001386         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    337/499      4.32G    0.01106   0.009348   0.001386         77        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    337/499      4.32G    0.01105   0.009344   0.001421         73        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    337/499      4.32G    0.01105   0.009344   0.001421         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    337/499      4.32G    0.01099   0.009128   0.001415         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    337/499      4.32G    0.01099   0.009128   0.001415         62        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    337/499      4.32G    0.01095   0.009004    0.00132         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    337/499      4.32G    0.01095   0.009004    0.00132         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    337/499      4.32G     0.0109   0.009075   0.001337         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    337/499      4.32G     0.0109   0.009075   0.001337         82        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    337/499      4.32G    0.01087   0.009041    0.00125         71        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    337/499      4.32G    0.01087   0.009041    0.00125         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    337/499      4.32G     0.0109   0.009141   0.001381         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    337/499      4.32G     0.0109   0.009141   0.001381         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    337/499      4.32G    0.01084   0.009003   0.001442         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    337/499      4.32G    0.01084   0.009003   0.001442         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    337/499      4.32G    0.01073   0.008923   0.001499         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    337/499      4.32G    0.01073   0.008923   0.001499         74        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    337/499      4.32G    0.01079   0.008804   0.001423         59        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    337/499      4.32G    0.01079   0.008804   0.001423         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    337/499      4.32G    0.01084   0.008804   0.001421         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    337/499      4.32G    0.01084   0.008804   0.001421         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    337/499      4.32G    0.01089   0.008883   0.001427         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    337/499      4.32G    0.01089   0.008883   0.001427         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    337/499      4.32G    0.01078   0.008798   0.001368         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    337/499      4.32G    0.01078   0.008798   0.001368         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    337/499      4.32G    0.01081   0.008899    0.00139         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    337/499      4.32G    0.01081   0.008899    0.00139         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    337/499      4.32G     0.0108   0.008951   0.001424         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    337/499      4.32G     0.0108   0.008951   0.001424         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    337/499      4.32G    0.01082   0.009023   0.001417         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    337/499      4.32G    0.01082   0.009023   0.001417         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    337/499      4.32G    0.01086   0.009038   0.001531         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    337/499      4.32G    0.01086   0.009038   0.001531         72        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    337/499      4.32G    0.01083   0.009022   0.001523         69        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    337/499      4.32G    0.01083   0.009022   0.001523         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    337/499      4.32G    0.01082   0.009058   0.001527         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    337/499      4.32G    0.01082   0.009058   0.001527         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    337/499      4.32G    0.01079   0.009087    0.00148         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    337/499      4.32G    0.01079   0.009087    0.00148         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    337/499      4.32G    0.01079   0.009117   0.001444         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    337/499      4.32G    0.01079   0.009117   0.001444         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    337/499      4.32G    0.01076   0.009105   0.001558         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    337/499      4.32G    0.01076   0.009105   0.001558         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    337/499      4.32G    0.01074   0.009068   0.001533         57        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    337/499      4.32G    0.01074   0.009068   0.001533         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    337/499      4.32G    0.01071   0.009088   0.001532         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    337/499      4.32G    0.01071   0.009088   0.001532         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    337/499      4.32G    0.01071   0.009138   0.001517         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    337/499      4.32G    0.01071   0.009138   0.001517         89        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    337/499      4.32G    0.01073   0.009154   0.001606         62        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    337/499      4.32G    0.01073   0.009154   0.001606         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    337/499      4.32G     0.0107   0.009124   0.001584         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    337/499      4.32G     0.0107   0.009124   0.001584         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    337/499      4.32G     0.0107   0.009204   0.001599         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    337/499      4.32G     0.0107   0.009204   0.001599         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    337/499      4.32G    0.01073   0.009217   0.001569         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    337/499      4.32G    0.01073   0.009217   0.001569         75        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
    337/499      4.32G    0.01072   0.009234   0.001532         80        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
    337/499      4.32G    0.01072   0.009234   0.001532         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    337/499      4.32G    0.01077   0.009223   0.001553         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    337/499      4.32G    0.01077   0.009223   0.001553         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    337/499      4.32G    0.01076   0.009189   0.001582         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    337/499      4.32G    0.01076   0.009189   0.001582         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    337/499      4.32G     0.0108   0.009247   0.001569         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    337/499      4.32G     0.0108   0.009247   0.001569         38        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    337/499      4.32G     0.0108   0.009247   0.001569         38        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.874      0.829      0.864       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    338/499      4.32G      0.012    0.01064   0.001596         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    338/499      4.32G      0.012    0.01064   0.001596         75        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    338/499      4.32G    0.01025   0.008506   0.001256         60        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    338/499      4.32G    0.01025   0.008506   0.001256         60        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    338/499      4.32G    0.01019   0.008728  0.0009736         74        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    338/499      4.32G    0.01019   0.008728  0.0009736         74        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    338/499      4.32G    0.01071   0.008696  0.0008733         62        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    338/499      4.32G    0.01071   0.008696  0.0008733         62        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    338/499      4.32G    0.01083   0.009275   0.001364         81        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    338/499      4.32G    0.01083   0.009275   0.001364         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    338/499      4.32G    0.01074   0.009178   0.001731         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    338/499      4.32G    0.01074   0.009178   0.001731         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    338/499      4.32G    0.01069   0.009214   0.001852         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    338/499      4.32G    0.01069   0.009214   0.001852         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    338/499      4.32G    0.01061   0.009239   0.001724         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    338/499      4.32G    0.01061   0.009239   0.001724         79        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    338/499      4.32G     0.0106   0.009142   0.001672         73        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    338/499      4.32G     0.0106   0.009142   0.001672         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    338/499      4.32G     0.0105   0.008986   0.001674         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    338/499      4.32G     0.0105   0.008986   0.001674         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    338/499      4.32G    0.01051   0.009062   0.001596         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    338/499      4.32G    0.01051   0.009062   0.001596         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    338/499      4.32G    0.01052   0.009087   0.001818         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    338/499      4.32G    0.01052   0.009087   0.001818         77        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    338/499      4.32G    0.01062   0.008938   0.001937         63        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    338/499      4.32G    0.01062   0.008938   0.001937         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    338/499      4.32G    0.01065   0.009042   0.001873         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    338/499      4.32G    0.01065   0.009042   0.001873         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    338/499      4.32G     0.0106   0.008882   0.001833         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    338/499      4.32G     0.0106   0.008882   0.001833         63        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    338/499      4.32G    0.01066   0.008761   0.002008         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    338/499      4.32G    0.01066   0.008761   0.002008         63        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    338/499      4.32G    0.01063   0.008833   0.001979         78        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    338/499      4.32G    0.01063   0.008833   0.001979         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    338/499      4.32G    0.01059   0.008917   0.001918         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    338/499      4.32G    0.01059   0.008917   0.001918         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    338/499      4.32G    0.01063   0.008905   0.001924         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    338/499      4.32G    0.01063   0.008905   0.001924         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    338/499      4.32G    0.01065   0.008918   0.002014         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    338/499      4.32G    0.01065   0.008918   0.002014         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    338/499      4.32G    0.01066   0.008936   0.001945         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    338/499      4.32G    0.01066   0.008936   0.001945         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    338/499      4.32G    0.01065   0.008981   0.001877         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    338/499      4.32G    0.01065   0.008981   0.001877         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    338/499      4.32G    0.01058   0.008969   0.001814         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    338/499      4.32G    0.01058   0.008969   0.001814         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    338/499      4.32G     0.0106   0.008919    0.00182         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    338/499      4.32G     0.0106   0.008919    0.00182         63        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    338/499      4.32G    0.01054   0.008874    0.00177         70        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    338/499      4.32G    0.01054   0.008874    0.00177         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    338/499      4.32G    0.01055    0.00898   0.001734         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    338/499      4.32G    0.01055    0.00898   0.001734         84        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    338/499      4.32G    0.01055   0.009014   0.001732         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    338/499      4.32G    0.01055   0.009014   0.001732         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    338/499      4.32G    0.01059   0.009016   0.001734         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    338/499      4.32G    0.01059   0.009016   0.001734         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    338/499      4.32G     0.0106   0.009036   0.001743         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    338/499      4.32G     0.0106   0.009036   0.001743         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    338/499      4.32G    0.01059   0.009029   0.001909         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    338/499      4.32G    0.01059   0.009029   0.001909         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    338/499      4.32G    0.01064   0.009059   0.001895         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
    338/499      4.32G    0.01064   0.009059   0.001895         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    338/499      4.32G    0.01066   0.009167    0.00188         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    338/499      4.32G    0.01066   0.009167    0.00188         89        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    338/499      4.32G    0.01066   0.009166   0.001836         74        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    338/499      4.32G    0.01066   0.009166   0.001836         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    338/499      4.32G    0.01065   0.009261   0.001847         94        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    338/499      4.32G    0.01065   0.009261   0.001847         94        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    338/499      4.32G    0.01068   0.009281   0.001841         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    338/499      4.32G    0.01068   0.009281   0.001841         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.12it/s]
    338/499      4.32G    0.01073   0.009337   0.001895         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.12it/s]
    338/499      4.32G    0.01073   0.009337   0.001895         77        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    338/499      4.32G    0.01078    0.00929   0.002045         51        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    338/499      4.32G    0.01078    0.00929   0.002045         51        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    338/499      4.32G    0.01079   0.009239   0.002046         56        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    338/499      4.32G    0.01079   0.009239   0.002046         56        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    338/499      4.32G     0.0108   0.009258    0.00203         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    338/499      4.32G     0.0108   0.009258    0.00203         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    338/499      4.32G    0.01081   0.009384   0.002001         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    338/499      4.32G    0.01081   0.009384   0.002001         43        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    338/499      4.32G    0.01081   0.009384   0.002001         43        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.874       0.86       0.87      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    339/499      4.32G    0.01078   0.008785  0.0004238         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    339/499      4.32G    0.01078   0.008785  0.0004238         83        640:   2%|2         | 1/40 [00:00<00:08,  4.87it/s]
    339/499      4.32G    0.01076   0.008511  0.0007076         71        640:   2%|2         | 1/40 [00:00<00:08,  4.87it/s]
    339/499      4.32G    0.01076   0.008511  0.0007076         71        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    339/499      4.32G    0.01103   0.009475  0.0009148         89        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    339/499      4.32G    0.01103   0.009475  0.0009148         89        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    339/499      4.32G    0.01082   0.009575  0.0007817         85        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    339/499      4.32G    0.01082   0.009575  0.0007817         85        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    339/499      4.32G    0.01063   0.009865  0.0009359         88        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    339/499      4.32G    0.01063   0.009865  0.0009359         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    339/499      4.32G    0.01082   0.009733   0.001443         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    339/499      4.32G    0.01082   0.009733   0.001443         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    339/499      4.32G    0.01081   0.009567   0.001488         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    339/499      4.32G    0.01081   0.009567   0.001488         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    339/499      4.32G    0.01082    0.00954   0.001501         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    339/499      4.32G    0.01082    0.00954   0.001501         64        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    339/499      4.32G    0.01093   0.009708   0.001653         89        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    339/499      4.32G    0.01093   0.009708   0.001653         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    339/499      4.32G    0.01099   0.009558   0.001815         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    339/499      4.32G    0.01099   0.009558   0.001815         59        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    339/499      4.32G    0.01103   0.009584   0.001687         83        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    339/499      4.32G    0.01103   0.009584   0.001687         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    339/499      4.32G    0.01121   0.009753   0.001629         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    339/499      4.32G    0.01121   0.009753   0.001629         80        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    339/499      4.32G    0.01114   0.009561   0.001771         55        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    339/499      4.32G    0.01114   0.009561   0.001771         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    339/499      4.32G    0.01121   0.009676   0.001849         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    339/499      4.32G    0.01121   0.009676   0.001849         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    339/499      4.32G    0.01112   0.009548   0.001837         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    339/499      4.32G    0.01112   0.009548   0.001837         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    339/499      4.32G    0.01108   0.009533   0.001861         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    339/499      4.32G    0.01108   0.009533   0.001861         74        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    339/499      4.32G    0.01116    0.00955   0.002003         81        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    339/499      4.32G    0.01116    0.00955   0.002003         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    339/499      4.32G    0.01122   0.009433   0.002098         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    339/499      4.32G    0.01122   0.009433   0.002098         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    339/499      4.32G    0.01133   0.009434   0.002072         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    339/499      4.32G    0.01133   0.009434   0.002072         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    339/499      4.32G    0.01132   0.009467   0.002056         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    339/499      4.32G    0.01132   0.009467   0.002056         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    339/499      4.32G    0.01142   0.009493    0.00206         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    339/499      4.32G    0.01142   0.009493    0.00206         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    339/499      4.32G    0.01145   0.009513   0.002011         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    339/499      4.32G    0.01145   0.009513   0.002011         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    339/499      4.32G    0.01144   0.009483   0.001976         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    339/499      4.32G    0.01144   0.009483   0.001976         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    339/499      4.32G    0.01137   0.009466   0.001927         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    339/499      4.32G    0.01137   0.009466   0.001927         81        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    339/499      4.32G    0.01136   0.009381   0.001915         55        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    339/499      4.32G    0.01136   0.009381   0.001915         55        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    339/499      4.32G    0.01135   0.009438   0.001937         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    339/499      4.32G    0.01135   0.009438   0.001937         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    339/499      4.32G    0.01137   0.009411   0.001913         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    339/499      4.32G    0.01137   0.009411   0.001913         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    339/499      4.32G     0.0113   0.009358   0.001889         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    339/499      4.32G     0.0113   0.009358   0.001889         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    339/499      4.32G    0.01129   0.009451   0.001908         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    339/499      4.32G    0.01129   0.009451   0.001908         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    339/499      4.32G    0.01131   0.009518   0.001901         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    339/499      4.32G    0.01131   0.009518   0.001901         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    339/499      4.32G    0.01132   0.009495   0.001847         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    339/499      4.32G    0.01132   0.009495   0.001847         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    339/499      4.32G    0.01133   0.009452    0.00187         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    339/499      4.32G    0.01133   0.009452    0.00187         62        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    339/499      4.32G    0.01129   0.009441   0.001863         74        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    339/499      4.32G    0.01129   0.009441   0.001863         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    339/499      4.32G    0.01129   0.009417   0.001878         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    339/499      4.32G    0.01129   0.009417   0.001878         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    339/499      4.32G    0.01128   0.009431   0.001886         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
    339/499      4.32G    0.01128   0.009431   0.001886         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    339/499      4.32G    0.01136   0.009467   0.001914         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    339/499      4.32G    0.01136   0.009467   0.001914         70        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    339/499      4.32G    0.01133   0.009463   0.001913         76        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    339/499      4.32G    0.01133   0.009463   0.001913         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    339/499      4.32G    0.01131   0.009464   0.001908         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    339/499      4.32G    0.01131   0.009464   0.001908         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    339/499      4.32G    0.01128   0.009431   0.001889         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    339/499      4.32G    0.01128   0.009431   0.001889         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    339/499      4.32G    0.01132    0.00941   0.001907         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    339/499      4.32G    0.01132    0.00941   0.001907         28        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    339/499      4.32G    0.01132    0.00941   0.001907         28        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.874      0.859      0.874      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    340/499      4.32G    0.01348   0.008968   0.003782         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
    340/499      4.32G    0.01348   0.008968   0.003782         70        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    340/499      4.32G    0.01203   0.009031   0.002543         77        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    340/499      4.32G    0.01203   0.009031   0.002543         77        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    340/499      4.32G    0.01212   0.009536   0.003049         81        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    340/499      4.32G    0.01212   0.009536   0.003049         81        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
    340/499      4.32G    0.01209       0.01   0.003153         88        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
    340/499      4.32G    0.01209       0.01   0.003153         88        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    340/499      4.32G    0.01198    0.01013   0.002991         73        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    340/499      4.32G    0.01198    0.01013   0.002991         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    340/499      4.32G    0.01199    0.01028   0.003051         84        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    340/499      4.32G    0.01199    0.01028   0.003051         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    340/499      4.32G    0.01173    0.01008   0.002885         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    340/499      4.32G    0.01173    0.01008   0.002885         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    340/499      4.32G    0.01171    0.01014   0.002714         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    340/499      4.32G    0.01171    0.01014   0.002714         88        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    340/499      4.32G    0.01181    0.01002   0.002934         67        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    340/499      4.32G    0.01181    0.01002   0.002934         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    340/499      4.32G    0.01175   0.009955   0.002725         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    340/499      4.32G    0.01175   0.009955   0.002725         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    340/499      4.32G    0.01168   0.009852    0.00289         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    340/499      4.32G    0.01168   0.009852    0.00289         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    340/499      4.32G     0.0116   0.009751   0.002996         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    340/499      4.32G     0.0116   0.009751   0.002996         63        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    340/499      4.32G    0.01176    0.00973   0.002881         65        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    340/499      4.32G    0.01176    0.00973   0.002881         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    340/499      4.32G    0.01185   0.009804   0.002913         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    340/499      4.32G    0.01185   0.009804   0.002913         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    340/499      4.32G    0.01177   0.009816   0.002817         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    340/499      4.32G    0.01177   0.009816   0.002817         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
    340/499      4.32G    0.01175   0.009811   0.002743         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
    340/499      4.32G    0.01175   0.009811   0.002743         78        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    340/499      4.32G    0.01182   0.009897   0.002644         80        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    340/499      4.32G    0.01182   0.009897   0.002644         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    340/499      4.32G    0.01179   0.009888   0.002536         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    340/499      4.32G    0.01179   0.009888   0.002536         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    340/499      4.32G    0.01183   0.009959   0.002711         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    340/499      4.32G    0.01183   0.009959   0.002711         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    340/499      4.32G    0.01179   0.009985   0.002668         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    340/499      4.32G    0.01179   0.009985   0.002668         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    340/499      4.32G    0.01184   0.009945   0.002673         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
    340/499      4.32G    0.01184   0.009945   0.002673         63        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    340/499      4.32G    0.01181   0.009938   0.002656         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    340/499      4.32G    0.01181   0.009938   0.002656         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    340/499      4.32G    0.01175   0.009836   0.002731         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    340/499      4.32G    0.01175   0.009836   0.002731         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    340/499      4.32G    0.01184   0.009937   0.002802         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    340/499      4.32G    0.01184   0.009937   0.002802         76        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    340/499      4.32G    0.01174   0.009901   0.002766         78        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    340/499      4.32G    0.01174   0.009901   0.002766         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    340/499      4.32G    0.01177   0.009925   0.002831         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    340/499      4.32G    0.01177   0.009925   0.002831         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    340/499      4.32G    0.01185   0.009902   0.002874         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    340/499      4.32G    0.01185   0.009902   0.002874         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    340/499      4.32G     0.0119   0.009869   0.002896         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    340/499      4.32G     0.0119   0.009869   0.002896         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    340/499      4.32G    0.01188   0.009936   0.002895         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    340/499      4.32G    0.01188   0.009936   0.002895         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    340/499      4.32G    0.01187   0.009936   0.002828         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    340/499      4.32G    0.01187   0.009936   0.002828         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    340/499      4.32G    0.01193   0.009964   0.002877         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    340/499      4.32G    0.01193   0.009964   0.002877         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    340/499      4.32G    0.01197    0.00995    0.00291         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    340/499      4.32G    0.01197    0.00995    0.00291         73        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    340/499      4.32G    0.01194   0.009892   0.002883         60        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    340/499      4.32G    0.01194   0.009892   0.002883         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    340/499      4.32G    0.01185   0.009778   0.002807         55        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    340/499      4.32G    0.01185   0.009778   0.002807         55        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    340/499      4.32G    0.01182   0.009779   0.002734         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    340/499      4.32G    0.01182   0.009779   0.002734         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    340/499      4.32G    0.01181   0.009833   0.002741         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    340/499      4.32G    0.01181   0.009833   0.002741         91        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    340/499      4.32G    0.01178   0.009899   0.002692        101        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    340/499      4.32G    0.01178   0.009899   0.002692        101        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    340/499      4.32G    0.01178   0.009847   0.002669         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    340/499      4.32G    0.01178   0.009847   0.002669         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    340/499      4.32G    0.01175   0.009835   0.002692         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    340/499      4.32G    0.01175   0.009835   0.002692         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    340/499      4.32G    0.01174   0.009837    0.00264         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    340/499      4.32G    0.01174   0.009837    0.00264         44        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    340/499      4.32G    0.01174   0.009837    0.00264         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.857      0.854      0.871      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    341/499      4.32G    0.01135   0.009624   0.000596         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    341/499      4.32G    0.01135   0.009624   0.000596         71        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    341/499      4.32G    0.01081   0.009436   0.002317         69        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    341/499      4.32G    0.01081   0.009436   0.002317         69        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    341/499      4.32G    0.01121   0.008379   0.001833         47        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    341/499      4.32G    0.01121   0.008379   0.001833         47        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    341/499      4.32G    0.01128   0.008186   0.002338         56        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    341/499      4.32G    0.01128   0.008186   0.002338         56        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    341/499      4.32G    0.01114   0.008488   0.002142         79        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
    341/499      4.32G    0.01114   0.008488   0.002142         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    341/499      4.32G    0.01109    0.00824   0.001954         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    341/499      4.32G    0.01109    0.00824   0.001954         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    341/499      4.32G    0.01113   0.008336   0.001852         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    341/499      4.32G    0.01113   0.008336   0.001852         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    341/499      4.32G    0.01116   0.008615   0.001909         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    341/499      4.32G    0.01116   0.008615   0.001909         77        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    341/499      4.32G    0.01116   0.008824   0.002129         76        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    341/499      4.32G    0.01116   0.008824   0.002129         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    341/499      4.32G    0.01121   0.008998    0.00214         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    341/499      4.32G    0.01121   0.008998    0.00214         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
    341/499      4.32G    0.01112   0.008903   0.002028         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
    341/499      4.32G    0.01112   0.008903   0.002028         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
    341/499      4.32G    0.01118   0.008715   0.002252         52        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
    341/499      4.32G    0.01118   0.008715   0.002252         52        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    341/499      4.32G    0.01099   0.008658   0.002128         74        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    341/499      4.32G    0.01099   0.008658   0.002128         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    341/499      4.32G    0.01104   0.008624   0.002117         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    341/499      4.32G    0.01104   0.008624   0.002117         59        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    341/499      4.32G    0.01097   0.008657   0.002122         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    341/499      4.32G    0.01097   0.008657   0.002122         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    341/499      4.32G    0.01099   0.008759    0.00207         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    341/499      4.32G    0.01099   0.008759    0.00207         72        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    341/499      4.32G    0.01093   0.008782   0.002147         71        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    341/499      4.32G    0.01093   0.008782   0.002147         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    341/499      4.32G    0.01093     0.0088   0.002187         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    341/499      4.32G    0.01093     0.0088   0.002187         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    341/499      4.32G    0.01106   0.008971   0.002219         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    341/499      4.32G    0.01106   0.008971   0.002219         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    341/499      4.32G    0.01111   0.008999   0.002143         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    341/499      4.32G    0.01111   0.008999   0.002143         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    341/499      4.32G    0.01111   0.008998   0.002064         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    341/499      4.32G    0.01111   0.008998   0.002064         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    341/499      4.32G    0.01114   0.009122   0.002077         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    341/499      4.32G    0.01114   0.009122   0.002077         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    341/499      4.32G    0.01116   0.009203   0.002103         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    341/499      4.32G    0.01116   0.009203   0.002103         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    341/499      4.32G     0.0112   0.009276   0.002053         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    341/499      4.32G     0.0112   0.009276   0.002053         88        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    341/499      4.32G     0.0112   0.009211   0.002023         64        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    341/499      4.32G     0.0112   0.009211   0.002023         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    341/499      4.32G    0.01119   0.009206   0.002057         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    341/499      4.32G    0.01119   0.009206   0.002057         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    341/499      4.32G    0.01116   0.009211    0.00205         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    341/499      4.32G    0.01116   0.009211    0.00205         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    341/499      4.32G    0.01124   0.009315   0.002071         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    341/499      4.32G    0.01124   0.009315   0.002071         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    341/499      4.32G    0.01124   0.009351   0.002017         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    341/499      4.32G    0.01124   0.009351   0.002017         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    341/499      4.32G    0.01122   0.009329   0.001992         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    341/499      4.32G    0.01122   0.009329   0.001992         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    341/499      4.32G     0.0112   0.009303   0.001967         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    341/499      4.32G     0.0112   0.009303   0.001967         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    341/499      4.32G    0.01125   0.009261    0.00196         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    341/499      4.32G    0.01125   0.009261    0.00196         66        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    341/499      4.32G    0.01123   0.009306   0.001974         79        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    341/499      4.32G    0.01123   0.009306   0.001974         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    341/499      4.32G    0.01124   0.009332   0.001958         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    341/499      4.32G    0.01124   0.009332   0.001958         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    341/499      4.32G    0.01125   0.009405   0.001943        100        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    341/499      4.32G    0.01125   0.009405   0.001943        100        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    341/499      4.32G    0.01124   0.009428   0.001936         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    341/499      4.32G    0.01124   0.009428   0.001936         80        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    341/499      4.32G    0.01126    0.00937   0.001937         59        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    341/499      4.32G    0.01126    0.00937   0.001937         59        640:  92%|#########2| 37/40 [00:06<00:00,  5.37it/s]
    341/499      4.32G    0.01127    0.00934   0.001945         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
    341/499      4.32G    0.01127    0.00934   0.001945         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    341/499      4.32G    0.01125   0.009338   0.001967         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    341/499      4.32G    0.01125   0.009338   0.001967         82        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    341/499      4.32G    0.01132   0.009366   0.002022         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    341/499      4.32G    0.01132   0.009366   0.002022         32        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    341/499      4.32G    0.01132   0.009366   0.002022         32        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263       0.85      0.885      0.901      0.789

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    342/499      4.32G    0.00975   0.007705   0.001114         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    342/499      4.32G    0.00975   0.007705   0.001114         67        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    342/499      4.32G    0.01131   0.008898   0.002245         79        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    342/499      4.32G    0.01131   0.008898   0.002245         79        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    342/499      4.32G    0.01163   0.009021   0.002045         69        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    342/499      4.32G    0.01163   0.009021   0.002045         69        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    342/499      4.32G    0.01129   0.008472    0.00182         65        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    342/499      4.32G    0.01129   0.008472    0.00182         65        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    342/499      4.32G    0.01115   0.009151   0.001647         94        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    342/499      4.32G    0.01115   0.009151   0.001647         94        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    342/499      4.32G    0.01107   0.009404   0.001549         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    342/499      4.32G    0.01107   0.009404   0.001549         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    342/499      4.32G    0.01103   0.009307   0.001911         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    342/499      4.32G    0.01103   0.009307   0.001911         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    342/499      4.32G    0.01093   0.009264    0.00241         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    342/499      4.32G    0.01093   0.009264    0.00241         81        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    342/499      4.32G    0.01099    0.00924    0.00247         68        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    342/499      4.32G    0.01099    0.00924    0.00247         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    342/499      4.32G    0.01122    0.00965   0.002558         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    342/499      4.32G    0.01122    0.00965   0.002558         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    342/499      4.32G    0.01118   0.009563   0.002638         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    342/499      4.32G    0.01118   0.009563   0.002638         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    342/499      4.32G    0.01111   0.009609   0.002484         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    342/499      4.32G    0.01111   0.009609   0.002484         85        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    342/499      4.32G      0.011   0.009434   0.002372         70        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    342/499      4.32G      0.011   0.009434   0.002372         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    342/499      4.32G    0.01091   0.009533   0.002283         92        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    342/499      4.32G    0.01091   0.009533   0.002283         92        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    342/499      4.32G    0.01088   0.009568   0.002175         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    342/499      4.32G    0.01088   0.009568   0.002175         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    342/499      4.32G    0.01082   0.009385   0.002087         52        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    342/499      4.32G    0.01082   0.009385   0.002087         52        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    342/499      4.32G    0.01084   0.009363   0.002053         78        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    342/499      4.32G    0.01084   0.009363   0.002053         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    342/499      4.32G    0.01092   0.009291   0.002025         53        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    342/499      4.32G    0.01092   0.009291   0.002025         53        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    342/499      4.32G    0.01092   0.009395   0.001977         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    342/499      4.32G    0.01092   0.009395   0.001977         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
    342/499      4.32G    0.01089   0.009477    0.00193         92        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
    342/499      4.32G    0.01089   0.009477    0.00193         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    342/499      4.32G    0.01093   0.009447   0.001904         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    342/499      4.32G    0.01093   0.009447   0.001904         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    342/499      4.32G     0.0109    0.00946   0.001908         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    342/499      4.32G     0.0109    0.00946   0.001908         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    342/499      4.32G    0.01086   0.009416   0.001926         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    342/499      4.32G    0.01086   0.009416   0.001926         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    342/499      4.32G    0.01083   0.009428   0.002046         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    342/499      4.32G    0.01083   0.009428   0.002046         75        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    342/499      4.32G    0.01085   0.009463   0.001988         76        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    342/499      4.32G    0.01085   0.009463   0.001988         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    342/499      4.32G    0.01083    0.00947   0.001955         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    342/499      4.32G    0.01083    0.00947   0.001955         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    342/499      4.32G    0.01085    0.00952   0.001909         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    342/499      4.32G    0.01085    0.00952   0.001909         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    342/499      4.32G     0.0109   0.009521   0.001877         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    342/499      4.32G     0.0109   0.009521   0.001877         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
    342/499      4.32G    0.01088   0.009594   0.001864         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
    342/499      4.32G    0.01088   0.009594   0.001864         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    342/499      4.32G    0.01085   0.009539   0.001822         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    342/499      4.32G    0.01085   0.009539   0.001822         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    342/499      4.32G    0.01083   0.009499   0.001773         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    342/499      4.32G    0.01083   0.009499   0.001773         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    342/499      4.32G    0.01082   0.009506   0.001765         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    342/499      4.32G    0.01082   0.009506   0.001765         81        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    342/499      4.32G    0.01078   0.009456   0.001741         68        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    342/499      4.32G    0.01078   0.009456   0.001741         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    342/499      4.32G    0.01081   0.009515   0.001723         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    342/499      4.32G    0.01081   0.009515   0.001723         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    342/499      4.32G    0.01086   0.009566   0.001777         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    342/499      4.32G    0.01086   0.009566   0.001777         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    342/499      4.32G    0.01082   0.009517   0.001818         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    342/499      4.32G    0.01082   0.009517   0.001818         65        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    342/499      4.32G    0.01087   0.009599   0.001796         81        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    342/499      4.32G    0.01087   0.009599   0.001796         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    342/499      4.32G    0.01087   0.009643    0.00179         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    342/499      4.32G    0.01087   0.009643    0.00179         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    342/499      4.32G    0.01088   0.009667    0.00177         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    342/499      4.32G    0.01088   0.009667    0.00177         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    342/499      4.32G    0.01085   0.009666   0.001791         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    342/499      4.32G    0.01085   0.009666   0.001791         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    342/499      4.32G    0.01085   0.009666   0.001791         39        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.859      0.889      0.896      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    343/499      4.32G   0.009874   0.008196   0.001265         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    343/499      4.32G   0.009874   0.008196   0.001265         67        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    343/499      4.32G   0.009993   0.008755  0.0007264         76        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
    343/499      4.32G   0.009993   0.008755  0.0007264         76        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
    343/499      4.32G    0.00989   0.009358   0.001531         87        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
    343/499      4.32G    0.00989   0.009358   0.001531         87        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    343/499      4.32G    0.01037   0.009613   0.001651         80        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    343/499      4.32G    0.01037   0.009613   0.001651         80        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    343/499      4.32G     0.0101   0.009344   0.001371         81        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    343/499      4.32G     0.0101   0.009344   0.001371         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
    343/499      4.32G     0.0101   0.009159   0.001347         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
    343/499      4.32G     0.0101   0.009159   0.001347         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    343/499      4.32G    0.01021   0.009416    0.00143         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    343/499      4.32G    0.01021   0.009416    0.00143         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    343/499      4.32G     0.0104   0.009553   0.001454         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    343/499      4.32G     0.0104   0.009553   0.001454         82        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    343/499      4.32G    0.01033   0.009596   0.001591         72        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    343/499      4.32G    0.01033   0.009596   0.001591         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    343/499      4.32G    0.01041   0.009504   0.001629         71        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    343/499      4.32G    0.01041   0.009504   0.001629         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    343/499      4.32G    0.01048   0.009571    0.00162         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    343/499      4.32G    0.01048   0.009571    0.00162         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    343/499      4.32G    0.01058    0.00959   0.001763         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    343/499      4.32G    0.01058    0.00959   0.001763         75        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    343/499      4.32G    0.01057   0.009675   0.001681         84        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    343/499      4.32G    0.01057   0.009675   0.001681         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    343/499      4.32G    0.01056   0.009545   0.001653         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    343/499      4.32G    0.01056   0.009545   0.001653         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    343/499      4.32G     0.0107   0.009512   0.001912         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    343/499      4.32G     0.0107   0.009512   0.001912         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
    343/499      4.32G    0.01078    0.00972     0.0019         94        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
    343/499      4.32G    0.01078    0.00972     0.0019         94        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    343/499      4.32G    0.01087    0.00987   0.001961         89        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    343/499      4.32G    0.01087    0.00987   0.001961         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    343/499      4.32G    0.01084   0.009944   0.002058         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    343/499      4.32G    0.01084   0.009944   0.002058         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    343/499      4.32G    0.01077   0.009876   0.002149         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    343/499      4.32G    0.01077   0.009876   0.002149         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    343/499      4.32G     0.0108   0.009806   0.002166         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    343/499      4.32G     0.0108   0.009806   0.002166         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    343/499      4.32G    0.01086     0.0098   0.002112         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    343/499      4.32G    0.01086     0.0098   0.002112         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    343/499      4.32G    0.01085    0.00975   0.002097         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    343/499      4.32G    0.01085    0.00975   0.002097         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    343/499      4.32G    0.01084   0.009693   0.002027         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    343/499      4.32G    0.01084   0.009693   0.002027         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    343/499      4.32G    0.01095   0.009728    0.00208         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    343/499      4.32G    0.01095   0.009728    0.00208         73        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    343/499      4.32G    0.01092   0.009668   0.002051         60        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    343/499      4.32G    0.01092   0.009668   0.002051         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    343/499      4.32G    0.01091   0.009627   0.002155         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    343/499      4.32G    0.01091   0.009627   0.002155         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
    343/499      4.32G      0.011   0.009575   0.002255         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
    343/499      4.32G      0.011   0.009575   0.002255         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    343/499      4.32G    0.01098     0.0095    0.00221         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    343/499      4.32G    0.01098     0.0095    0.00221         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    343/499      4.32G    0.01105   0.009495   0.002253         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    343/499      4.32G    0.01105   0.009495   0.002253         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    343/499      4.32G    0.01102   0.009474   0.002205         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    343/499      4.32G    0.01102   0.009474   0.002205         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    343/499      4.32G    0.01097   0.009433    0.00215         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    343/499      4.32G    0.01097   0.009433    0.00215         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    343/499      4.32G    0.01092   0.009507   0.002143        104        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    343/499      4.32G    0.01092   0.009507   0.002143        104        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    343/499      4.32G     0.0109   0.009581   0.002103        102        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    343/499      4.32G     0.0109   0.009581   0.002103        102        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    343/499      4.32G    0.01089   0.009604   0.002128         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    343/499      4.32G    0.01089   0.009604   0.002128         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    343/499      4.32G    0.01089   0.009635   0.002125         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    343/499      4.32G    0.01089   0.009635   0.002125         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    343/499      4.32G    0.01095    0.00963   0.002106         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    343/499      4.32G    0.01095    0.00963   0.002106         65        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
    343/499      4.32G    0.01094   0.009619   0.002109         74        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
    343/499      4.32G    0.01094   0.009619   0.002109         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    343/499      4.32G    0.01096   0.009593   0.002062         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    343/499      4.32G    0.01096   0.009593   0.002062         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    343/499      4.32G    0.01098   0.009587    0.00203         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    343/499      4.32G    0.01098   0.009587    0.00203         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    343/499      4.32G      0.011   0.009545   0.002008         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    343/499      4.32G      0.011   0.009545   0.002008         34        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    343/499      4.32G      0.011   0.009545   0.002008         34        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.889      0.863      0.889      0.778

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    344/499      4.32G    0.01018   0.007755   0.002031         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
    344/499      4.32G    0.01018   0.007755   0.002031         61        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    344/499      4.32G    0.01011   0.007587   0.001412         68        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    344/499      4.32G    0.01011   0.007587   0.001412         68        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    344/499      4.32G    0.01021   0.008378   0.002525         81        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    344/499      4.32G    0.01021   0.008378   0.002525         81        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    344/499      4.32G    0.01025   0.008423    0.00209         75        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    344/499      4.32G    0.01025   0.008423    0.00209         75        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    344/499      4.32G    0.01051   0.008582   0.002377         74        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    344/499      4.32G    0.01051   0.008582   0.002377         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    344/499      4.32G    0.01062   0.008736   0.002595         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    344/499      4.32G    0.01062   0.008736   0.002595         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    344/499      4.32G    0.01098   0.008782   0.002966         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    344/499      4.32G    0.01098   0.008782   0.002966         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    344/499      4.32G    0.01111   0.008769   0.003574         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    344/499      4.32G    0.01111   0.008769   0.003574         60        640:  20%|##        | 8/40 [00:01<00:06,  5.10it/s]
    344/499      4.32G    0.01121   0.008889   0.003201         69        640:  20%|##        | 8/40 [00:01<00:06,  5.10it/s]
    344/499      4.32G    0.01121   0.008889   0.003201         69        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
    344/499      4.32G    0.01117   0.008908   0.003534         74        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
    344/499      4.32G    0.01117   0.008908   0.003534         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    344/499      4.32G    0.01095   0.008748   0.003351         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    344/499      4.32G    0.01095   0.008748   0.003351         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.14it/s]
    344/499      4.32G    0.01096   0.008857   0.003127         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.14it/s]
    344/499      4.32G    0.01096   0.008857   0.003127         80        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    344/499      4.32G    0.01102   0.008793   0.003168         67        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    344/499      4.32G    0.01102   0.008793   0.003168         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    344/499      4.32G      0.011   0.008887   0.003074         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    344/499      4.32G      0.011   0.008887   0.003074         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    344/499      4.32G    0.01092   0.008877   0.002984         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    344/499      4.32G    0.01092   0.008877   0.002984         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    344/499      4.32G    0.01096   0.008802   0.002838         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    344/499      4.32G    0.01096   0.008802   0.002838         64        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    344/499      4.32G    0.01102   0.008704   0.002702         64        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    344/499      4.32G    0.01102   0.008704   0.002702         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    344/499      4.32G    0.01109   0.008659   0.002832         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    344/499      4.32G    0.01109   0.008659   0.002832         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    344/499      4.32G    0.01115   0.008937   0.002879         95        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    344/499      4.32G    0.01115   0.008937   0.002879         95        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    344/499      4.32G    0.01111   0.008991   0.002922         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    344/499      4.32G    0.01111   0.008991   0.002922         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    344/499      4.32G      0.011   0.008951   0.002806         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    344/499      4.32G      0.011   0.008951   0.002806         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    344/499      4.32G    0.01103   0.009039   0.002812         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    344/499      4.32G    0.01103   0.009039   0.002812         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    344/499      4.32G      0.011   0.009051   0.002819         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    344/499      4.32G      0.011   0.009051   0.002819         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    344/499      4.32G    0.01095   0.008957   0.002755         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    344/499      4.32G    0.01095   0.008957   0.002755         58        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    344/499      4.32G    0.01095   0.008966   0.002698         75        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    344/499      4.32G    0.01095   0.008966   0.002698         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    344/499      4.32G    0.01091   0.008945   0.002634         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    344/499      4.32G    0.01091   0.008945   0.002634         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    344/499      4.32G    0.01093   0.008974   0.002569         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    344/499      4.32G    0.01093   0.008974   0.002569         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    344/499      4.32G    0.01088   0.008998   0.002572         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    344/499      4.32G    0.01088   0.008998   0.002572         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    344/499      4.32G    0.01085   0.008973   0.002533         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    344/499      4.32G    0.01085   0.008973   0.002533         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    344/499      4.32G    0.01087   0.008977   0.002469         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    344/499      4.32G    0.01087   0.008977   0.002469         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    344/499      4.32G    0.01085   0.008981   0.002406         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    344/499      4.32G    0.01085   0.008981   0.002406         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    344/499      4.32G    0.01087    0.00908   0.002438         87        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    344/499      4.32G    0.01087    0.00908   0.002438         87        640:  80%|########  | 32/40 [00:06<00:01,  5.08it/s]
    344/499      4.32G    0.01087   0.009066    0.00245         70        640:  80%|########  | 32/40 [00:06<00:01,  5.08it/s]
    344/499      4.32G    0.01087   0.009066    0.00245         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    344/499      4.32G    0.01091   0.009091   0.002449         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    344/499      4.32G    0.01091   0.009091   0.002449         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    344/499      4.32G    0.01091   0.009073   0.002409         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    344/499      4.32G    0.01091   0.009073   0.002409         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    344/499      4.32G     0.0109   0.009071   0.002369         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    344/499      4.32G     0.0109   0.009071   0.002369         75        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    344/499      4.32G    0.01091   0.009062   0.002379         67        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    344/499      4.32G    0.01091   0.009062   0.002379         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    344/499      4.32G      0.011   0.009125   0.002352         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    344/499      4.32G      0.011   0.009125   0.002352         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    344/499      4.32G    0.01101   0.009137   0.002356         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    344/499      4.32G    0.01101   0.009137   0.002356         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    344/499      4.32G    0.01101   0.009022   0.002301         21        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    344/499      4.32G    0.01101   0.009022   0.002301         21        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
    344/499      4.32G    0.01101   0.009022   0.002301         21        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.874      0.855       0.89       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    345/499      4.32G    0.01076   0.008134  0.0008704         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    345/499      4.32G    0.01076   0.008134  0.0008704         71        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    345/499      4.32G    0.01199   0.008704   0.001547         57        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    345/499      4.32G    0.01199   0.008704   0.001547         57        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    345/499      4.32G    0.01184   0.008889   0.002363         70        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    345/499      4.32G    0.01184   0.008889   0.002363         70        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    345/499      4.32G    0.01196   0.009666   0.002346         85        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    345/499      4.32G    0.01196   0.009666   0.002346         85        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    345/499      4.32G    0.01194     0.0096   0.002104         71        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    345/499      4.32G    0.01194     0.0096   0.002104         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    345/499      4.32G    0.01174   0.009954   0.002648         96        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    345/499      4.32G    0.01174   0.009954   0.002648         96        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    345/499      4.32G     0.0118    0.01014   0.002445         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    345/499      4.32G     0.0118    0.01014   0.002445         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    345/499      4.32G    0.01184    0.01024   0.002546         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    345/499      4.32G    0.01184    0.01024   0.002546         82        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    345/499      4.32G    0.01165    0.01026   0.002338         84        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    345/499      4.32G    0.01165    0.01026   0.002338         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    345/499      4.32G     0.0118    0.01035   0.002497         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    345/499      4.32G     0.0118    0.01035   0.002497         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    345/499      4.32G    0.01177    0.01033   0.002353         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    345/499      4.32G    0.01177    0.01033   0.002353         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    345/499      4.32G     0.0117    0.01004   0.002302         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    345/499      4.32G     0.0117    0.01004   0.002302         63        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    345/499      4.32G    0.01177    0.01003   0.002473         76        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    345/499      4.32G    0.01177    0.01003   0.002473         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    345/499      4.32G    0.01174   0.009937   0.002335         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    345/499      4.32G    0.01174   0.009937   0.002335         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    345/499      4.32G     0.0117   0.009992   0.002226         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
    345/499      4.32G     0.0117   0.009992   0.002226         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    345/499      4.32G    0.01164    0.01012   0.002113         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    345/499      4.32G    0.01164    0.01012   0.002113         83        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    345/499      4.32G    0.01157    0.01017   0.002204         75        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    345/499      4.32G    0.01157    0.01017   0.002204         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    345/499      4.32G    0.01152    0.01002    0.00213         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    345/499      4.32G    0.01152    0.01002    0.00213         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    345/499      4.32G    0.01143   0.009972   0.002057         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    345/499      4.32G    0.01143   0.009972   0.002057         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    345/499      4.32G     0.0114   0.009862   0.001968         60        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    345/499      4.32G     0.0114   0.009862   0.001968         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    345/499      4.32G    0.01146   0.009761    0.00202         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    345/499      4.32G    0.01146   0.009761    0.00202         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    345/499      4.32G    0.01145   0.009786   0.002114         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    345/499      4.32G    0.01145   0.009786   0.002114         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    345/499      4.32G    0.01148   0.009676    0.00204         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    345/499      4.32G    0.01148   0.009676    0.00204         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    345/499      4.32G    0.01155   0.009718   0.002036         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    345/499      4.32G    0.01155   0.009718   0.002036         75        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    345/499      4.32G    0.01155   0.009768   0.002004         75        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    345/499      4.32G    0.01155   0.009768   0.002004         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    345/499      4.32G    0.01147   0.009697   0.001957         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    345/499      4.32G    0.01147   0.009697   0.001957         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    345/499      4.32G    0.01148   0.009663   0.002014         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    345/499      4.32G    0.01148   0.009663   0.002014         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    345/499      4.32G    0.01148   0.009595   0.002173         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
    345/499      4.32G    0.01148   0.009595   0.002173         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    345/499      4.32G     0.0115   0.009591   0.002194         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    345/499      4.32G     0.0115   0.009591   0.002194         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    345/499      4.32G    0.01149   0.009625   0.002207         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    345/499      4.32G    0.01149   0.009625   0.002207         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    345/499      4.32G    0.01149   0.009651   0.002185         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    345/499      4.32G    0.01149   0.009651   0.002185         91        640:  78%|#######7  | 31/40 [00:05<00:01,  5.09it/s]
    345/499      4.32G    0.01148   0.009656   0.002198         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.09it/s]
    345/499      4.32G    0.01148   0.009656   0.002198         74        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    345/499      4.32G    0.01146   0.009634   0.002216         70        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    345/499      4.32G    0.01146   0.009634   0.002216         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    345/499      4.32G    0.01142   0.009636   0.002269         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    345/499      4.32G    0.01142   0.009636   0.002269         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    345/499      4.32G    0.01139    0.00966   0.002236         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    345/499      4.32G    0.01139    0.00966   0.002236         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    345/499      4.32G    0.01136   0.009713   0.002191         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    345/499      4.32G    0.01136   0.009713   0.002191         88        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    345/499      4.32G    0.01143   0.009726    0.00234         67        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    345/499      4.32G    0.01143   0.009726    0.00234         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.08it/s]
    345/499      4.32G    0.01152   0.009711   0.002383         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.08it/s]
    345/499      4.32G    0.01152   0.009711   0.002383         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    345/499      4.32G     0.0115   0.009713   0.002392         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    345/499      4.32G     0.0115   0.009713   0.002392         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    345/499      4.32G    0.01149   0.009787   0.002366         47        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    345/499      4.32G    0.01149   0.009787   0.002366         47        640: 100%|##########| 40/40 [00:07<00:00,  5.14it/s]
    345/499      4.32G    0.01149   0.009787   0.002366         47        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.861      0.858      0.877      0.761
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 245, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.

346 epochs completed in 0.969 hours.
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp10\weights\last.pt, 14.4MB
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp10\weights\best.pt, 14.4MB

Validating yolov5_ws\yolov5\runs\train\exp10\weights\best.pt...
Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.05it/s]
                   all        132        263      0.915      0.844      0.918      0.805
        Right_Scissors        132         29      0.811      0.897       0.96      0.845
   Right_Needle_driver        132         95      0.989      0.946      0.993      0.883
    Left_Needle_driver        132          6      0.811      0.833      0.843      0.826
          Left_Forceps        132         44      0.929      0.909      0.908      0.804
           Right_Empty        132          7          1      0.518      0.844       0.62
            Left_Empty        132         82      0.952      0.962      0.959      0.851
Results saved to yolov5_ws\yolov5\runs\train\exp10

!python yolov5_ws/yolov5/train.py --img 640 --batch 20 --epochs 500 --optimizer "AdamW" --device "cuda:0" --data yolov5_ws/yolov5/dataset-balanced.yaml --weights yolov5_ws/yolov5/yolov5s.pt

github: skipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5

train: weights=yolov5_ws/yolov5/yolov5s.pt, cfg=, data=yolov5_ws/yolov5/dataset-balanced.yaml, hyp=yolov5_ws\yolov5\data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=20, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=cuda:0, multi_scale=False, single_cls=False, optimizer=AdamW, sync_bn=False, workers=8, project=yolov5_ws\yolov5\runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5  in ClearML
Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5  runs in Comet
TensorBoard: Start with 'tensorboard --logdir yolov5_ws\yolov5\runs\train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=8

                 from  n    params  module                                  arguments                     
  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              
  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                
  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   
  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               
  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 
  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              
  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 
  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              
  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 
  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 
 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              
 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 12           [-1, 6]  1         0  models.common.Concat                    [1]                           
 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          
 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              
 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 16           [-1, 4]  1         0  models.common.Concat                    [1]                           
 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          
 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              
 19          [-1, 14]  1         0  models.common.Concat                    [1]                           
 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          
 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              
 22          [-1, 10]  1         0  models.common.Concat                    [1]                           
 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          
 24      [17, 20, 23]  1     35061  models.yolo.Detect                      [8, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model summary: 214 layers, 7041205 parameters, 7041205 gradients, 16.0 GFLOPs

Transferred 343/349 items from yolov5_ws\yolov5\yolov5s.pt
AMP: checks passed 
optimizer: AdamW(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.00046875), 60 bias

train: Scanning C:\Users\user\Projects\cvor1\data\processed\labels\training.cache... 3349 images, 0 backgrounds, 0 corrupt: 100%|##########| 3349/3349 [00:00<?, ?it/s]
train: Scanning C:\Users\user\Projects\cvor1\data\processed\labels\training.cache... 3349 images, 0 backgrounds, 0 corrupt: 100%|##########| 3349/3349 [00:00<?, ?it/s]

val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s]
val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s]

AutoAnchor: 5.18 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset 
Plotting labels to yolov5_ws\yolov5\runs\train\exp11\labels.jpg... 
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to yolov5_ws\yolov5\runs\train\exp11
Starting training for 500 epochs...

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      0/499      3.68G     0.1154    0.03485    0.06237         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
      0/499      3.68G     0.1154    0.03485    0.06237         66        640:   1%|          | 1/168 [00:01<05:33,  1.99s/it]
      0/499      3.75G     0.1112    0.03449    0.06221         62        640:   1%|          | 1/168 [00:02<05:33,  1.99s/it]
      0/499      3.75G     0.1112    0.03449    0.06221         62        640:   1%|1         | 2/168 [00:02<02:35,  1.07it/s]
      0/499      3.88G     0.1058    0.03433    0.06136         64        640:   1%|1         | 2/168 [00:02<02:35,  1.07it/s]
      0/499      3.88G     0.1058    0.03433    0.06136         64        640:   2%|1         | 3/168 [00:02<01:41,  1.63it/s]
      0/499      3.88G     0.1006    0.03466    0.06041         62        640:   2%|1         | 3/168 [00:02<01:41,  1.63it/s]
      0/499      3.88G     0.1006    0.03466    0.06041         62        640:   2%|2         | 4/168 [00:02<01:15,  2.17it/s]
      0/499      3.88G    0.09762    0.03463    0.05946         61        640:   2%|2         | 4/168 [00:02<01:15,  2.17it/s]
      0/499      3.88G    0.09762    0.03463    0.05946         61        640:   3%|2         | 5/168 [00:02<00:59,  2.72it/s]
      0/499      3.88G    0.09543    0.03589    0.05909         83        640:   3%|2         | 5/168 [00:03<00:59,  2.72it/s]
      0/499      3.88G    0.09543    0.03589    0.05909         83        640:   4%|3         | 6/168 [00:03<00:50,  3.21it/s]
      0/499      3.88G    0.09278     0.0363    0.05857         66        640:   4%|3         | 6/168 [00:03<00:50,  3.21it/s]
      0/499      3.88G    0.09278     0.0363    0.05857         66        640:   4%|4         | 7/168 [00:03<00:44,  3.62it/s]
      0/499      3.88G     0.0905    0.03676    0.05827         64        640:   4%|4         | 7/168 [00:03<00:44,  3.62it/s]
      0/499      3.88G     0.0905    0.03676    0.05827         64        640:   5%|4         | 8/168 [00:03<00:40,  3.94it/s]
      0/499      3.88G    0.08799    0.03651    0.05791         57        640:   5%|4         | 8/168 [00:03<00:40,  3.94it/s]
      0/499      3.88G    0.08799    0.03651    0.05791         57        640:   5%|5         | 9/168 [00:03<00:37,  4.19it/s]
      0/499      3.88G    0.08641    0.03667    0.05738         65        640:   5%|5         | 9/168 [00:03<00:37,  4.19it/s]
      0/499      3.88G    0.08641    0.03667    0.05738         65        640:   6%|5         | 10/168 [00:03<00:36,  4.37it/s]
      0/499      3.88G    0.08404    0.03668    0.05699         53        640:   6%|5         | 10/168 [00:04<00:36,  4.37it/s]
      0/499      3.88G    0.08404    0.03668    0.05699         53        640:   7%|6         | 11/168 [00:04<00:34,  4.52it/s]
      0/499      3.88G    0.08223    0.03691    0.05667         69        640:   7%|6         | 11/168 [00:04<00:34,  4.52it/s]
      0/499      3.88G    0.08223    0.03691    0.05667         69        640:   7%|7         | 12/168 [00:04<00:33,  4.64it/s]
      0/499      3.88G    0.08047    0.03647    0.05643         56        640:   7%|7         | 12/168 [00:04<00:33,  4.64it/s]
      0/499      3.88G    0.08047    0.03647    0.05643         56        640:   8%|7         | 13/168 [00:04<00:32,  4.72it/s]
      0/499      3.88G    0.07894    0.03648    0.05619         61        640:   8%|7         | 13/168 [00:04<00:32,  4.72it/s]
      0/499      3.88G    0.07894    0.03648    0.05619         61        640:   8%|8         | 14/168 [00:04<00:32,  4.77it/s]
      0/499      3.88G    0.07758    0.03726    0.05592         78        640:   8%|8         | 14/168 [00:04<00:32,  4.77it/s]
      0/499      3.88G    0.07758    0.03726    0.05592         78        640:   9%|8         | 15/168 [00:04<00:31,  4.81it/s]
      0/499      3.88G    0.07635    0.03733    0.05562         66        640:   9%|8         | 15/168 [00:05<00:31,  4.81it/s]
      0/499      3.88G    0.07635    0.03733    0.05562         66        640:  10%|9         | 16/168 [00:05<00:31,  4.84it/s]
      0/499      3.88G     0.0755    0.03749    0.05548         74        640:  10%|9         | 16/168 [00:05<00:31,  4.84it/s]
      0/499      3.88G     0.0755    0.03749    0.05548         74        640:  10%|#         | 17/168 [00:05<00:30,  4.88it/s]
      0/499      3.88G    0.07454    0.03757    0.05522         64        640:  10%|#         | 17/168 [00:05<00:30,  4.88it/s]
      0/499      3.88G    0.07454    0.03757    0.05522         64        640:  11%|#         | 18/168 [00:05<00:30,  4.90it/s]
      0/499      3.88G    0.07338     0.0375    0.05501         61        640:  11%|#         | 18/168 [00:05<00:30,  4.90it/s]
      0/499      3.88G    0.07338     0.0375    0.05501         61        640:  11%|#1        | 19/168 [00:05<00:30,  4.91it/s]
      0/499      3.88G    0.07235    0.03757    0.05485         69        640:  11%|#1        | 19/168 [00:05<00:30,  4.91it/s]
      0/499      3.88G    0.07235    0.03757    0.05485         69        640:  12%|#1        | 20/168 [00:05<00:29,  5.00it/s]
      0/499      3.88G    0.07159    0.03765    0.05471         71        640:  12%|#1        | 20/168 [00:06<00:29,  5.00it/s]
      0/499      3.88G    0.07159    0.03765    0.05471         71        640:  12%|#2        | 21/168 [00:06<00:29,  4.97it/s]
      0/499      3.88G    0.07107    0.03793    0.05454         83        640:  12%|#2        | 21/168 [00:06<00:29,  4.97it/s]
      0/499      3.88G    0.07107    0.03793    0.05454         83        640:  13%|#3        | 22/168 [00:06<00:29,  4.96it/s]
      0/499      3.88G     0.0703    0.03781    0.05441         67        640:  13%|#3        | 22/168 [00:06<00:29,  4.96it/s]
      0/499      3.88G     0.0703    0.03781    0.05441         67        640:  14%|#3        | 23/168 [00:06<00:29,  4.92it/s]
      0/499      3.88G    0.06958    0.03746    0.05438         57        640:  14%|#3        | 23/168 [00:06<00:29,  4.92it/s]
      0/499      3.88G    0.06958    0.03746    0.05438         57        640:  14%|#4        | 24/168 [00:06<00:29,  4.93it/s]
      0/499      3.88G    0.06904    0.03737    0.05427         76        640:  14%|#4        | 24/168 [00:06<00:29,  4.93it/s]
      0/499      3.88G    0.06904    0.03737    0.05427         76        640:  15%|#4        | 25/168 [00:06<00:29,  4.88it/s]
      0/499      3.88G    0.06838    0.03718    0.05414         72        640:  15%|#4        | 25/168 [00:07<00:29,  4.88it/s]
      0/499      3.88G    0.06838    0.03718    0.05414         72        640:  15%|#5        | 26/168 [00:07<00:29,  4.85it/s]
      0/499      3.88G    0.06792    0.03675    0.05405         55        640:  15%|#5        | 26/168 [00:07<00:29,  4.85it/s]
      0/499      3.88G    0.06792    0.03675    0.05405         55        640:  16%|#6        | 27/168 [00:07<00:29,  4.82it/s]
      0/499      3.88G    0.06738    0.03659    0.05389         71        640:  16%|#6        | 27/168 [00:07<00:29,  4.82it/s]
      0/499      3.88G    0.06738    0.03659    0.05389         71        640:  17%|#6        | 28/168 [00:07<00:29,  4.82it/s]
      0/499      3.88G    0.06697    0.03621    0.05382         61        640:  17%|#6        | 28/168 [00:07<00:29,  4.82it/s]
      0/499      3.88G    0.06697    0.03621    0.05382         61        640:  17%|#7        | 29/168 [00:07<00:28,  4.85it/s]
      0/499      3.88G    0.06637    0.03602    0.05376         67        640:  17%|#7        | 29/168 [00:07<00:28,  4.85it/s]
      0/499      3.88G    0.06637    0.03602    0.05376         67        640:  18%|#7        | 30/168 [00:07<00:28,  4.90it/s]
      0/499      3.88G    0.06577    0.03585    0.05374         69        640:  18%|#7        | 30/168 [00:08<00:28,  4.90it/s]
      0/499      3.88G    0.06577    0.03585    0.05374         69        640:  18%|#8        | 31/168 [00:08<00:27,  4.90it/s]
      0/499      3.88G    0.06532    0.03576    0.05366         78        640:  18%|#8        | 31/168 [00:08<00:27,  4.90it/s]
      0/499      3.88G    0.06532    0.03576    0.05366         78        640:  19%|#9        | 32/168 [00:08<00:27,  4.90it/s]
      0/499      3.88G    0.06482    0.03561     0.0536         80        640:  19%|#9        | 32/168 [00:08<00:27,  4.90it/s]
      0/499      3.88G    0.06482    0.03561     0.0536         80        640:  20%|#9        | 33/168 [00:08<00:27,  4.88it/s]
      0/499      3.88G    0.06434    0.03533    0.05347         67        640:  20%|#9        | 33/168 [00:08<00:27,  4.88it/s]
      0/499      3.88G    0.06434    0.03533    0.05347         67        640:  20%|##        | 34/168 [00:08<00:27,  4.87it/s]
      0/499      3.88G     0.0638     0.0351    0.05343         63        640:  20%|##        | 34/168 [00:08<00:27,  4.87it/s]
      0/499      3.88G     0.0638     0.0351    0.05343         63        640:  21%|##        | 35/168 [00:08<00:27,  4.87it/s]
      0/499      3.88G    0.06337    0.03481    0.05329         61        640:  21%|##        | 35/168 [00:09<00:27,  4.87it/s]
      0/499      3.88G    0.06337    0.03481    0.05329         61        640:  21%|##1       | 36/168 [00:09<00:27,  4.84it/s]
      0/499      3.88G    0.06297    0.03452    0.05318         63        640:  21%|##1       | 36/168 [00:09<00:27,  4.84it/s]
      0/499      3.88G    0.06297    0.03452    0.05318         63        640:  22%|##2       | 37/168 [00:09<00:26,  4.88it/s]
      0/499      3.88G    0.06248    0.03422    0.05303         65        640:  22%|##2       | 37/168 [00:09<00:26,  4.88it/s]
      0/499      3.88G    0.06248    0.03422    0.05303         65        640:  23%|##2       | 38/168 [00:09<00:26,  4.87it/s]
      0/499      3.88G    0.06216    0.03411    0.05301         78        640:  23%|##2       | 38/168 [00:09<00:26,  4.87it/s]
      0/499      3.88G    0.06216    0.03411    0.05301         78        640:  23%|##3       | 39/168 [00:09<00:26,  4.89it/s]
      0/499      3.88G    0.06183    0.03382    0.05303         58        640:  23%|##3       | 39/168 [00:09<00:26,  4.89it/s]
      0/499      3.88G    0.06183    0.03382    0.05303         58        640:  24%|##3       | 40/168 [00:09<00:26,  4.92it/s]
      0/499      3.88G    0.06143    0.03373    0.05301         78        640:  24%|##3       | 40/168 [00:10<00:26,  4.92it/s]
      0/499      3.88G    0.06143    0.03373    0.05301         78        640:  24%|##4       | 41/168 [00:10<00:25,  4.92it/s]
      0/499      3.88G    0.06097    0.03331    0.05299         40        640:  24%|##4       | 41/168 [00:10<00:25,  4.92it/s]
      0/499      3.88G    0.06097    0.03331    0.05299         40        640:  25%|##5       | 42/168 [00:10<00:25,  4.94it/s]
      0/499      3.88G    0.06075    0.03306    0.05289         63        640:  25%|##5       | 42/168 [00:10<00:25,  4.94it/s]
      0/499      3.88G    0.06075    0.03306    0.05289         63        640:  26%|##5       | 43/168 [00:10<00:25,  4.89it/s]
      0/499      3.88G    0.06048     0.0328     0.0528         58        640:  26%|##5       | 43/168 [00:10<00:25,  4.89it/s]
      0/499      3.88G    0.06048     0.0328     0.0528         58        640:  26%|##6       | 44/168 [00:10<00:25,  4.87it/s]
      0/499      3.88G    0.06008    0.03248    0.05276         48        640:  26%|##6       | 44/168 [00:11<00:25,  4.87it/s]
      0/499      3.88G    0.06008    0.03248    0.05276         48        640:  27%|##6       | 45/168 [00:11<00:25,  4.87it/s]
      0/499      3.88G    0.05982    0.03245    0.05273         79        640:  27%|##6       | 45/168 [00:11<00:25,  4.87it/s]
      0/499      3.88G    0.05982    0.03245    0.05273         79        640:  27%|##7       | 46/168 [00:11<00:24,  4.88it/s]
      0/499      3.88G     0.0595    0.03228    0.05263         66        640:  27%|##7       | 46/168 [00:11<00:24,  4.88it/s]
      0/499      3.88G     0.0595    0.03228    0.05263         66        640:  28%|##7       | 47/168 [00:11<00:24,  4.90it/s]
      0/499      3.88G    0.05914    0.03209    0.05255         70        640:  28%|##7       | 47/168 [00:11<00:24,  4.90it/s]
      0/499      3.88G    0.05914    0.03209    0.05255         70        640:  29%|##8       | 48/168 [00:11<00:24,  4.93it/s]
      0/499      3.88G    0.05887    0.03195     0.0525         66        640:  29%|##8       | 48/168 [00:11<00:24,  4.93it/s]
      0/499      3.88G    0.05887    0.03195     0.0525         66        640:  29%|##9       | 49/168 [00:11<00:24,  4.91it/s]
      0/499      3.88G    0.05861    0.03187    0.05241         88        640:  29%|##9       | 49/168 [00:12<00:24,  4.91it/s]
      0/499      3.88G    0.05861    0.03187    0.05241         88        640:  30%|##9       | 50/168 [00:12<00:23,  4.92it/s]
      0/499      3.88G    0.05846    0.03162    0.05236         57        640:  30%|##9       | 50/168 [00:12<00:23,  4.92it/s]
      0/499      3.88G    0.05846    0.03162    0.05236         57        640:  30%|###       | 51/168 [00:12<00:23,  4.93it/s]
      0/499      3.88G    0.05826    0.03153    0.05231         82        640:  30%|###       | 51/168 [00:12<00:23,  4.93it/s]
      0/499      3.88G    0.05826    0.03153    0.05231         82        640:  31%|###       | 52/168 [00:12<00:23,  4.92it/s]
      0/499      3.88G    0.05805     0.0314    0.05222         71        640:  31%|###       | 52/168 [00:12<00:23,  4.92it/s]
      0/499      3.88G    0.05805     0.0314    0.05222         71        640:  32%|###1      | 53/168 [00:12<00:23,  4.92it/s]
      0/499      3.88G    0.05778    0.03124    0.05212         61        640:  32%|###1      | 53/168 [00:12<00:23,  4.92it/s]
      0/499      3.88G    0.05778    0.03124    0.05212         61        640:  32%|###2      | 54/168 [00:12<00:23,  4.90it/s]
      0/499      3.88G    0.05758    0.03105    0.05207         62        640:  32%|###2      | 54/168 [00:13<00:23,  4.90it/s]
      0/499      3.88G    0.05758    0.03105    0.05207         62        640:  33%|###2      | 55/168 [00:13<00:23,  4.90it/s]
      0/499      3.88G     0.0573    0.03095    0.05198         76        640:  33%|###2      | 55/168 [00:13<00:23,  4.90it/s]
      0/499      3.88G     0.0573    0.03095    0.05198         76        640:  33%|###3      | 56/168 [00:13<00:22,  4.90it/s]
      0/499      3.88G    0.05703    0.03088    0.05193         82        640:  33%|###3      | 56/168 [00:13<00:22,  4.90it/s]
      0/499      3.88G    0.05703    0.03088    0.05193         82        640:  34%|###3      | 57/168 [00:13<00:22,  4.90it/s]
      0/499      3.88G    0.05674    0.03068    0.05189         58        640:  34%|###3      | 57/168 [00:13<00:22,  4.90it/s]
      0/499      3.88G    0.05674    0.03068    0.05189         58        640:  35%|###4      | 58/168 [00:13<00:22,  4.90it/s]
      0/499      3.88G    0.05649    0.03061    0.05187         69        640:  35%|###4      | 58/168 [00:13<00:22,  4.90it/s]
      0/499      3.88G    0.05649    0.03061    0.05187         69        640:  35%|###5      | 59/168 [00:13<00:22,  4.92it/s]
      0/499      3.88G    0.05628    0.03048     0.0518         67        640:  35%|###5      | 59/168 [00:14<00:22,  4.92it/s]
      0/499      3.88G    0.05628    0.03048     0.0518         67        640:  36%|###5      | 60/168 [00:14<00:21,  4.91it/s]
      0/499      3.88G    0.05605    0.03035    0.05178         67        640:  36%|###5      | 60/168 [00:14<00:21,  4.91it/s]
      0/499      3.88G    0.05605    0.03035    0.05178         67        640:  36%|###6      | 61/168 [00:14<00:21,  4.91it/s]
      0/499      3.88G    0.05582    0.03018    0.05174         61        640:  36%|###6      | 61/168 [00:14<00:21,  4.91it/s]
      0/499      3.88G    0.05582    0.03018    0.05174         61        640:  37%|###6      | 62/168 [00:14<00:21,  4.91it/s]
      0/499      3.88G    0.05564    0.03011     0.0517         76        640:  37%|###6      | 62/168 [00:14<00:21,  4.91it/s]
      0/499      3.88G    0.05564    0.03011     0.0517         76        640:  38%|###7      | 63/168 [00:14<00:21,  4.88it/s]
      0/499      3.88G    0.05537    0.02994    0.05161         52        640:  38%|###7      | 63/168 [00:14<00:21,  4.88it/s]
      0/499      3.88G    0.05537    0.02994    0.05161         52        640:  38%|###8      | 64/168 [00:14<00:21,  4.90it/s]
      0/499      3.88G    0.05511    0.02986    0.05159         73        640:  38%|###8      | 64/168 [00:15<00:21,  4.90it/s]
      0/499      3.88G    0.05511    0.02986    0.05159         73        640:  39%|###8      | 65/168 [00:15<00:20,  4.91it/s]
      0/499      3.88G    0.05491    0.02974     0.0515         68        640:  39%|###8      | 65/168 [00:15<00:20,  4.91it/s]
      0/499      3.88G    0.05491    0.02974     0.0515         68        640:  39%|###9      | 66/168 [00:15<00:20,  4.92it/s]
      0/499      3.88G    0.05473    0.02968    0.05143         82        640:  39%|###9      | 66/168 [00:15<00:20,  4.92it/s]
      0/499      3.88G    0.05473    0.02968    0.05143         82        640:  40%|###9      | 67/168 [00:15<00:20,  4.93it/s]
      0/499      3.88G    0.05449    0.02961    0.05138         74        640:  40%|###9      | 67/168 [00:15<00:20,  4.93it/s]
      0/499      3.88G    0.05449    0.02961    0.05138         74        640:  40%|####      | 68/168 [00:15<00:20,  4.93it/s]
      0/499      3.88G    0.05423     0.0295    0.05134         71        640:  40%|####      | 68/168 [00:15<00:20,  4.93it/s]
      0/499      3.88G    0.05423     0.0295    0.05134         71        640:  41%|####1     | 69/168 [00:15<00:20,  4.94it/s]
      0/499      3.88G    0.05396    0.02938    0.05127         69        640:  41%|####1     | 69/168 [00:16<00:20,  4.94it/s]
      0/499      3.88G    0.05396    0.02938    0.05127         69        640:  42%|####1     | 70/168 [00:16<00:19,  4.93it/s]
      0/499      3.88G    0.05373    0.02926    0.05122         64        640:  42%|####1     | 70/168 [00:16<00:19,  4.93it/s]
      0/499      3.88G    0.05373    0.02926    0.05122         64        640:  42%|####2     | 71/168 [00:16<00:19,  4.92it/s]
      0/499      3.88G    0.05352    0.02919     0.0512         73        640:  42%|####2     | 71/168 [00:16<00:19,  4.92it/s]
      0/499      3.88G    0.05352    0.02919     0.0512         73        640:  43%|####2     | 72/168 [00:16<00:19,  4.95it/s]
      0/499      3.88G    0.05332    0.02911    0.05117         70        640:  43%|####2     | 72/168 [00:16<00:19,  4.95it/s]
      0/499      3.88G    0.05332    0.02911    0.05117         70        640:  43%|####3     | 73/168 [00:16<00:19,  4.97it/s]
      0/499      3.88G    0.05316    0.02911    0.05115         89        640:  43%|####3     | 73/168 [00:16<00:19,  4.97it/s]
      0/499      3.88G    0.05316    0.02911    0.05115         89        640:  44%|####4     | 74/168 [00:16<00:18,  4.97it/s]
      0/499      3.88G    0.05297      0.029     0.0511         64        640:  44%|####4     | 74/168 [00:17<00:18,  4.97it/s]
      0/499      3.88G    0.05297      0.029     0.0511         64        640:  45%|####4     | 75/168 [00:17<00:18,  4.98it/s]
      0/499      3.88G    0.05277      0.029    0.05104         83        640:  45%|####4     | 75/168 [00:17<00:18,  4.98it/s]
      0/499      3.88G    0.05277      0.029    0.05104         83        640:  45%|####5     | 76/168 [00:17<00:18,  4.96it/s]
      0/499      3.88G    0.05256    0.02887    0.05101         59        640:  45%|####5     | 76/168 [00:17<00:18,  4.96it/s]
      0/499      3.88G    0.05256    0.02887    0.05101         59        640:  46%|####5     | 77/168 [00:17<00:18,  4.95it/s]
      0/499      3.88G    0.05236    0.02879    0.05098         73        640:  46%|####5     | 77/168 [00:17<00:18,  4.95it/s]
      0/499      3.88G    0.05236    0.02879    0.05098         73        640:  46%|####6     | 78/168 [00:17<00:18,  4.95it/s]
      0/499      3.88G     0.0522    0.02872    0.05092         80        640:  46%|####6     | 78/168 [00:17<00:18,  4.95it/s]
      0/499      3.88G     0.0522    0.02872    0.05092         80        640:  47%|####7     | 79/168 [00:17<00:18,  4.94it/s]
      0/499      3.88G    0.05206    0.02862    0.05092         65        640:  47%|####7     | 79/168 [00:18<00:18,  4.94it/s]
      0/499      3.88G    0.05206    0.02862    0.05092         65        640:  48%|####7     | 80/168 [00:18<00:17,  4.97it/s]
      0/499      3.88G    0.05187    0.02855    0.05091         72        640:  48%|####7     | 80/168 [00:18<00:17,  4.97it/s]
      0/499      3.88G    0.05187    0.02855    0.05091         72        640:  48%|####8     | 81/168 [00:18<00:17,  4.96it/s]
      0/499      3.88G     0.0517    0.02848    0.05089         72        640:  48%|####8     | 81/168 [00:18<00:17,  4.96it/s]
      0/499      3.88G     0.0517    0.02848    0.05089         72        640:  49%|####8     | 82/168 [00:18<00:17,  4.96it/s]
      0/499      3.88G    0.05157    0.02839    0.05087         66        640:  49%|####8     | 82/168 [00:18<00:17,  4.96it/s]
      0/499      3.88G    0.05157    0.02839    0.05087         66        640:  49%|####9     | 83/168 [00:18<00:17,  4.97it/s]
      0/499      3.88G    0.05143    0.02829    0.05086         64        640:  49%|####9     | 83/168 [00:18<00:17,  4.97it/s]
      0/499      3.88G    0.05143    0.02829    0.05086         64        640:  50%|#####     | 84/168 [00:18<00:16,  4.97it/s]
      0/499      3.88G    0.05131     0.0282    0.05083         71        640:  50%|#####     | 84/168 [00:19<00:16,  4.97it/s]
      0/499      3.88G    0.05131     0.0282    0.05083         71        640:  51%|#####     | 85/168 [00:19<00:16,  4.98it/s]
      0/499      3.88G    0.05116    0.02815    0.05079         75        640:  51%|#####     | 85/168 [00:19<00:16,  4.98it/s]
      0/499      3.88G    0.05116    0.02815    0.05079         75        640:  51%|#####1    | 86/168 [00:19<00:16,  4.96it/s]
      0/499      3.88G    0.05103     0.0281    0.05076         76        640:  51%|#####1    | 86/168 [00:19<00:16,  4.96it/s]
      0/499      3.88G    0.05103     0.0281    0.05076         76        640:  52%|#####1    | 87/168 [00:19<00:16,  4.96it/s]
      0/499      3.88G    0.05087    0.02799    0.05073         60        640:  52%|#####1    | 87/168 [00:19<00:16,  4.96it/s]
      0/499      3.88G    0.05087    0.02799    0.05073         60        640:  52%|#####2    | 88/168 [00:19<00:16,  4.97it/s]
      0/499      3.88G    0.05073    0.02793    0.05071         69        640:  52%|#####2    | 88/168 [00:19<00:16,  4.97it/s]
      0/499      3.88G    0.05073    0.02793    0.05071         69        640:  53%|#####2    | 89/168 [00:19<00:15,  4.97it/s]
      0/499      3.88G    0.05061    0.02783    0.05068         67        640:  53%|#####2    | 89/168 [00:20<00:15,  4.97it/s]
      0/499      3.88G    0.05061    0.02783    0.05068         67        640:  54%|#####3    | 90/168 [00:20<00:15,  4.97it/s]
      0/499      3.88G    0.05044    0.02776    0.05061         66        640:  54%|#####3    | 90/168 [00:20<00:15,  4.97it/s]
      0/499      3.88G    0.05044    0.02776    0.05061         66        640:  54%|#####4    | 91/168 [00:20<00:15,  4.97it/s]
      0/499      3.88G    0.05027    0.02774    0.05059         80        640:  54%|#####4    | 91/168 [00:20<00:15,  4.97it/s]
      0/499      3.88G    0.05027    0.02774    0.05059         80        640:  55%|#####4    | 92/168 [00:20<00:15,  4.95it/s]
      0/499      3.88G    0.05012    0.02768    0.05055         69        640:  55%|#####4    | 92/168 [00:20<00:15,  4.95it/s]
      0/499      3.88G    0.05012    0.02768    0.05055         69        640:  55%|#####5    | 93/168 [00:20<00:15,  4.93it/s]
      0/499      3.88G    0.04999    0.02762    0.05051         65        640:  55%|#####5    | 93/168 [00:20<00:15,  4.93it/s]
      0/499      3.88G    0.04999    0.02762    0.05051         65        640:  56%|#####5    | 94/168 [00:20<00:15,  4.91it/s]
      0/499      3.88G    0.04987    0.02756    0.05048         64        640:  56%|#####5    | 94/168 [00:21<00:15,  4.91it/s]
      0/499      3.88G    0.04987    0.02756    0.05048         64        640:  57%|#####6    | 95/168 [00:21<00:14,  4.87it/s]
      0/499      3.88G    0.04973    0.02751    0.05045         79        640:  57%|#####6    | 95/168 [00:21<00:14,  4.87it/s]
      0/499      3.88G    0.04973    0.02751    0.05045         79        640:  57%|#####7    | 96/168 [00:21<00:14,  4.85it/s]
      0/499      3.88G    0.04957     0.0275    0.05041         76        640:  57%|#####7    | 96/168 [00:21<00:14,  4.85it/s]
      0/499      3.88G    0.04957     0.0275    0.05041         76        640:  58%|#####7    | 97/168 [00:21<00:14,  4.83it/s]
      0/499      3.88G    0.04943    0.02746    0.05037         75        640:  58%|#####7    | 97/168 [00:21<00:14,  4.83it/s]
      0/499      3.88G    0.04943    0.02746    0.05037         75        640:  58%|#####8    | 98/168 [00:21<00:14,  4.86it/s]
      0/499      3.88G    0.04929    0.02745    0.05034         82        640:  58%|#####8    | 98/168 [00:21<00:14,  4.86it/s]
      0/499      3.88G    0.04929    0.02745    0.05034         82        640:  59%|#####8    | 99/168 [00:21<00:14,  4.86it/s]
      0/499      3.88G    0.04916    0.02738    0.05031         69        640:  59%|#####8    | 99/168 [00:22<00:14,  4.86it/s]
      0/499      3.88G    0.04916    0.02738    0.05031         69        640:  60%|#####9    | 100/168 [00:22<00:13,  4.87it/s]
      0/499      3.88G    0.04904     0.0273    0.05029         62        640:  60%|#####9    | 100/168 [00:22<00:13,  4.87it/s]
      0/499      3.88G    0.04904     0.0273    0.05029         62        640:  60%|######    | 101/168 [00:22<00:13,  4.87it/s]
      0/499      3.88G     0.0489    0.02729    0.05025         85        640:  60%|######    | 101/168 [00:22<00:13,  4.87it/s]
      0/499      3.88G     0.0489    0.02729    0.05025         85        640:  61%|######    | 102/168 [00:22<00:13,  4.89it/s]
      0/499      3.88G    0.04876    0.02724    0.05021         71        640:  61%|######    | 102/168 [00:22<00:13,  4.89it/s]
      0/499      3.88G    0.04876    0.02724    0.05021         71        640:  61%|######1   | 103/168 [00:22<00:13,  4.87it/s]
      0/499      3.88G    0.04862    0.02718    0.05018         73        640:  61%|######1   | 103/168 [00:23<00:13,  4.87it/s]
      0/499      3.88G    0.04862    0.02718    0.05018         73        640:  62%|######1   | 104/168 [00:23<00:13,  4.87it/s]
      0/499      3.88G    0.04848    0.02714    0.05015         77        640:  62%|######1   | 104/168 [00:23<00:13,  4.87it/s]
      0/499      3.88G    0.04848    0.02714    0.05015         77        640:  62%|######2   | 105/168 [00:23<00:12,  4.87it/s]
      0/499      3.88G    0.04834    0.02705    0.05011         54        640:  62%|######2   | 105/168 [00:23<00:12,  4.87it/s]
      0/499      3.88G    0.04834    0.02705    0.05011         54        640:  63%|######3   | 106/168 [00:23<00:12,  4.89it/s]
      0/499      3.88G    0.04828    0.02697    0.05006         57        640:  63%|######3   | 106/168 [00:23<00:12,  4.89it/s]
      0/499      3.88G    0.04828    0.02697    0.05006         57        640:  64%|######3   | 107/168 [00:23<00:12,  4.90it/s]
      0/499      3.88G    0.04817    0.02692    0.05002         62        640:  64%|######3   | 107/168 [00:23<00:12,  4.90it/s]
      0/499      3.88G    0.04817    0.02692    0.05002         62        640:  64%|######4   | 108/168 [00:23<00:12,  4.93it/s]
      0/499      3.88G    0.04805    0.02683    0.04999         65        640:  64%|######4   | 108/168 [00:24<00:12,  4.93it/s]
      0/499      3.88G    0.04805    0.02683    0.04999         65        640:  65%|######4   | 109/168 [00:24<00:12,  4.91it/s]
      0/499      3.88G      0.048    0.02678    0.04995         69        640:  65%|######4   | 109/168 [00:24<00:12,  4.91it/s]
      0/499      3.88G      0.048    0.02678    0.04995         69        640:  65%|######5   | 110/168 [00:24<00:11,  4.92it/s]
      0/499      3.88G    0.04791    0.02673    0.04991         68        640:  65%|######5   | 110/168 [00:24<00:11,  4.92it/s]
      0/499      3.88G    0.04791    0.02673    0.04991         68        640:  66%|######6   | 111/168 [00:24<00:11,  4.94it/s]
      0/499      3.88G    0.04784    0.02669    0.04987         71        640:  66%|######6   | 111/168 [00:24<00:11,  4.94it/s]
      0/499      3.88G    0.04784    0.02669    0.04987         71        640:  67%|######6   | 112/168 [00:24<00:11,  4.94it/s]
      0/499      3.88G    0.04776    0.02665    0.04984         71        640:  67%|######6   | 112/168 [00:24<00:11,  4.94it/s]
      0/499      3.88G    0.04776    0.02665    0.04984         71        640:  67%|######7   | 113/168 [00:24<00:11,  4.96it/s]
      0/499      3.88G    0.04764    0.02662     0.0498         79        640:  67%|######7   | 113/168 [00:25<00:11,  4.96it/s]
      0/499      3.88G    0.04764    0.02662     0.0498         79        640:  68%|######7   | 114/168 [00:25<00:10,  4.96it/s]
      0/499      3.88G    0.04755     0.0266    0.04976         75        640:  68%|######7   | 114/168 [00:25<00:10,  4.96it/s]
      0/499      3.88G    0.04755     0.0266    0.04976         75        640:  68%|######8   | 115/168 [00:25<00:10,  4.96it/s]
      0/499      3.88G    0.04746    0.02654    0.04972         68        640:  68%|######8   | 115/168 [00:25<00:10,  4.96it/s]
      0/499      3.88G    0.04746    0.02654    0.04972         68        640:  69%|######9   | 116/168 [00:25<00:10,  5.15it/s]
      0/499      3.88G    0.04735    0.02648    0.04965         65        640:  69%|######9   | 116/168 [00:25<00:10,  5.15it/s]
      0/499      3.88G    0.04735    0.02648    0.04965         65        640:  70%|######9   | 117/168 [00:25<00:10,  5.03it/s]
      0/499      3.88G    0.04724    0.02643    0.04961         67        640:  70%|######9   | 117/168 [00:25<00:10,  5.03it/s]
      0/499      3.88G    0.04724    0.02643    0.04961         67        640:  70%|#######   | 118/168 [00:25<00:09,  5.14it/s]
      0/499      3.88G    0.04718    0.02636    0.04958         63        640:  70%|#######   | 118/168 [00:26<00:09,  5.14it/s]
      0/499      3.88G    0.04718    0.02636    0.04958         63        640:  71%|#######   | 119/168 [00:26<00:09,  5.05it/s]
      0/499      3.88G    0.04709    0.02626    0.04951         52        640:  71%|#######   | 119/168 [00:26<00:09,  5.05it/s]
      0/499      3.88G    0.04709    0.02626    0.04951         52        640:  71%|#######1  | 120/168 [00:26<00:09,  5.15it/s]
      0/499      3.88G    0.04701    0.02625    0.04945         79        640:  71%|#######1  | 120/168 [00:26<00:09,  5.15it/s]
      0/499      3.88G    0.04701    0.02625    0.04945         79        640:  72%|#######2  | 121/168 [00:26<00:09,  5.02it/s]
      0/499      3.88G    0.04692    0.02621    0.04939         66        640:  72%|#######2  | 121/168 [00:26<00:09,  5.02it/s]
      0/499      3.88G    0.04692    0.02621    0.04939         66        640:  73%|#######2  | 122/168 [00:26<00:08,  5.19it/s]
      0/499      3.88G    0.04682    0.02617    0.04933         69        640:  73%|#######2  | 122/168 [00:26<00:08,  5.19it/s]
      0/499      3.88G    0.04682    0.02617    0.04933         69        640:  73%|#######3  | 123/168 [00:26<00:08,  5.13it/s]
      0/499      3.88G    0.04676    0.02611    0.04928         62        640:  73%|#######3  | 123/168 [00:26<00:08,  5.13it/s]
      0/499      3.88G    0.04676    0.02611    0.04928         62        640:  74%|#######3  | 124/168 [00:26<00:08,  5.27it/s]
      0/499      3.88G    0.04666    0.02608    0.04922         76        640:  74%|#######3  | 124/168 [00:27<00:08,  5.27it/s]
      0/499      3.88G    0.04666    0.02608    0.04922         76        640:  74%|#######4  | 125/168 [00:27<00:08,  5.16it/s]
      0/499      3.88G    0.04655    0.02604    0.04917         70        640:  74%|#######4  | 125/168 [00:27<00:08,  5.16it/s]
      0/499      3.88G    0.04655    0.02604    0.04917         70        640:  75%|#######5  | 126/168 [00:27<00:07,  5.30it/s]
      0/499      3.88G    0.04649    0.02598    0.04912         62        640:  75%|#######5  | 126/168 [00:27<00:07,  5.30it/s]
      0/499      3.88G    0.04649    0.02598    0.04912         62        640:  76%|#######5  | 127/168 [00:27<00:07,  5.20it/s]
      0/499      3.88G    0.04642    0.02597    0.04907         79        640:  76%|#######5  | 127/168 [00:27<00:07,  5.20it/s]
      0/499      3.88G    0.04642    0.02597    0.04907         79        640:  76%|#######6  | 128/168 [00:27<00:07,  5.33it/s]
      0/499      3.88G    0.04633    0.02595    0.04901         86        640:  76%|#######6  | 128/168 [00:27<00:07,  5.33it/s]
      0/499      3.88G    0.04633    0.02595    0.04901         86        640:  77%|#######6  | 129/168 [00:27<00:07,  5.23it/s]
      0/499      3.88G    0.04626    0.02588    0.04898         56        640:  77%|#######6  | 129/168 [00:28<00:07,  5.23it/s]
      0/499      3.88G    0.04626    0.02588    0.04898         56        640:  77%|#######7  | 130/168 [00:28<00:07,  5.36it/s]
      0/499      3.88G    0.04618    0.02584    0.04893         64        640:  77%|#######7  | 130/168 [00:28<00:07,  5.36it/s]
      0/499      3.88G    0.04618    0.02584    0.04893         64        640:  78%|#######7  | 131/168 [00:28<00:06,  5.34it/s]
      0/499      3.88G    0.04611    0.02584    0.04887         91        640:  78%|#######7  | 131/168 [00:28<00:06,  5.34it/s]
      0/499      3.88G    0.04611    0.02584    0.04887         91        640:  79%|#######8  | 132/168 [00:28<00:06,  5.35it/s]
      0/499      3.88G    0.04604    0.02581    0.04883         72        640:  79%|#######8  | 132/168 [00:28<00:06,  5.35it/s]
      0/499      3.88G    0.04604    0.02581    0.04883         72        640:  79%|#######9  | 133/168 [00:28<00:06,  5.20it/s]
      0/499      3.88G    0.04597    0.02579     0.0488         70        640:  79%|#######9  | 133/168 [00:28<00:06,  5.20it/s]
      0/499      3.88G    0.04597    0.02579     0.0488         70        640:  80%|#######9  | 134/168 [00:28<00:06,  5.31it/s]
      0/499      3.88G     0.0459    0.02577    0.04874         82        640:  80%|#######9  | 134/168 [00:29<00:06,  5.31it/s]
      0/499      3.88G     0.0459    0.02577    0.04874         82        640:  80%|########  | 135/168 [00:29<00:06,  5.15it/s]
      0/499      3.88G    0.04582    0.02572    0.04867         66        640:  80%|########  | 135/168 [00:29<00:06,  5.15it/s]
      0/499      3.88G    0.04582    0.02572    0.04867         66        640:  81%|########  | 136/168 [00:29<00:06,  5.25it/s]
      0/499      3.88G    0.04574    0.02568    0.04862         63        640:  81%|########  | 136/168 [00:29<00:06,  5.25it/s]
      0/499      3.88G    0.04574    0.02568    0.04862         63        640:  82%|########1 | 137/168 [00:29<00:05,  5.17it/s]
      0/499      3.88G    0.04569    0.02563    0.04857         62        640:  82%|########1 | 137/168 [00:29<00:05,  5.17it/s]
      0/499      3.88G    0.04569    0.02563    0.04857         62        640:  82%|########2 | 138/168 [00:29<00:05,  5.29it/s]
      0/499      3.88G    0.04559    0.02558    0.04851         65        640:  82%|########2 | 138/168 [00:29<00:05,  5.29it/s]
      0/499      3.88G    0.04559    0.02558    0.04851         65        640:  83%|########2 | 139/168 [00:29<00:05,  5.18it/s]
      0/499      3.88G    0.04553    0.02554    0.04845         61        640:  83%|########2 | 139/168 [00:30<00:05,  5.18it/s]
      0/499      3.88G    0.04553    0.02554    0.04845         61        640:  83%|########3 | 140/168 [00:30<00:05,  5.29it/s]
      0/499      3.88G    0.04546    0.02552    0.04839         67        640:  83%|########3 | 140/168 [00:30<00:05,  5.29it/s]
      0/499      3.88G    0.04546    0.02552    0.04839         67        640:  84%|########3 | 141/168 [00:30<00:05,  5.11it/s]
      0/499      3.88G    0.04537    0.02545    0.04833         55        640:  84%|########3 | 141/168 [00:30<00:05,  5.11it/s]
      0/499      3.88G    0.04537    0.02545    0.04833         55        640:  85%|########4 | 142/168 [00:30<00:05,  5.19it/s]
      0/499      3.88G    0.04531    0.02541     0.0483         64        640:  85%|########4 | 142/168 [00:30<00:05,  5.19it/s]
      0/499      3.88G    0.04531    0.02541     0.0483         64        640:  85%|########5 | 143/168 [00:30<00:04,  5.11it/s]
      0/499      3.88G    0.04527    0.02537    0.04825         62        640:  85%|########5 | 143/168 [00:30<00:04,  5.11it/s]
      0/499      3.88G    0.04527    0.02537    0.04825         62        640:  86%|########5 | 144/168 [00:30<00:04,  5.22it/s]
      0/499      3.88G     0.0452    0.02534    0.04822         70        640:  86%|########5 | 144/168 [00:30<00:04,  5.22it/s]
      0/499      3.88G     0.0452    0.02534    0.04822         70        640:  86%|########6 | 145/168 [00:30<00:04,  5.14it/s]
      0/499      3.88G    0.04516    0.02532    0.04817         66        640:  86%|########6 | 145/168 [00:31<00:04,  5.14it/s]
      0/499      3.88G    0.04516    0.02532    0.04817         66        640:  87%|########6 | 146/168 [00:31<00:04,  5.26it/s]
      0/499      3.88G    0.04517    0.02531    0.04812         77        640:  87%|########6 | 146/168 [00:31<00:04,  5.26it/s]
      0/499      3.88G    0.04517    0.02531    0.04812         77        640:  88%|########7 | 147/168 [00:31<00:04,  5.18it/s]
      0/499      3.88G    0.04514    0.02525    0.04806         48        640:  88%|########7 | 147/168 [00:31<00:04,  5.18it/s]
      0/499      3.88G    0.04514    0.02525    0.04806         48        640:  88%|########8 | 148/168 [00:31<00:03,  5.31it/s]
      0/499      3.88G    0.04511    0.02522    0.04803         64        640:  88%|########8 | 148/168 [00:31<00:03,  5.31it/s]
      0/499      3.88G    0.04511    0.02522    0.04803         64        640:  89%|########8 | 149/168 [00:31<00:03,  5.20it/s]
      0/499      3.88G    0.04504    0.02519    0.04799         75        640:  89%|########8 | 149/168 [00:31<00:03,  5.20it/s]
      0/499      3.88G    0.04504    0.02519    0.04799         75        640:  89%|########9 | 150/168 [00:31<00:03,  5.28it/s]
      0/499      3.88G    0.04501    0.02516    0.04795         64        640:  89%|########9 | 150/168 [00:32<00:03,  5.28it/s]
      0/499      3.88G    0.04501    0.02516    0.04795         64        640:  90%|########9 | 151/168 [00:32<00:03,  5.15it/s]
      0/499      3.88G    0.04494    0.02515    0.04789         66        640:  90%|########9 | 151/168 [00:32<00:03,  5.15it/s]
      0/499      3.88G    0.04494    0.02515    0.04789         66        640:  90%|######### | 152/168 [00:32<00:03,  5.24it/s]
      0/499      3.88G    0.04489    0.02513    0.04786         66        640:  90%|######### | 152/168 [00:32<00:03,  5.24it/s]
      0/499      3.88G    0.04489    0.02513    0.04786         66        640:  91%|#########1| 153/168 [00:32<00:02,  5.17it/s]
      0/499      3.88G    0.04484     0.0251     0.0478         65        640:  91%|#########1| 153/168 [00:32<00:02,  5.17it/s]
      0/499      3.88G    0.04484     0.0251     0.0478         65        640:  92%|#########1| 154/168 [00:32<00:02,  5.30it/s]
      0/499      3.88G    0.04477    0.02507    0.04776         61        640:  92%|#########1| 154/168 [00:32<00:02,  5.30it/s]
      0/499      3.88G    0.04477    0.02507    0.04776         61        640:  92%|#########2| 155/168 [00:32<00:02,  5.22it/s]
      0/499      3.88G    0.04472    0.02502    0.04771         51        640:  92%|#########2| 155/168 [00:33<00:02,  5.22it/s]
      0/499      3.88G    0.04472    0.02502    0.04771         51        640:  93%|#########2| 156/168 [00:33<00:02,  5.34it/s]
      0/499      3.88G    0.04465    0.02498    0.04768         59        640:  93%|#########2| 156/168 [00:33<00:02,  5.34it/s]
      0/499      3.88G    0.04465    0.02498    0.04768         59        640:  93%|#########3| 157/168 [00:33<00:02,  5.21it/s]
      0/499      3.88G     0.0446    0.02495    0.04764         63        640:  93%|#########3| 157/168 [00:33<00:02,  5.21it/s]
      0/499      3.88G     0.0446    0.02495    0.04764         63        640:  94%|#########4| 158/168 [00:33<00:01,  5.31it/s]
      0/499      3.88G    0.04456    0.02493    0.04759         78        640:  94%|#########4| 158/168 [00:33<00:01,  5.31it/s]
      0/499      3.88G    0.04456    0.02493    0.04759         78        640:  95%|#########4| 159/168 [00:33<00:01,  5.11it/s]
      0/499      3.88G    0.04452    0.02489    0.04755         59        640:  95%|#########4| 159/168 [00:33<00:01,  5.11it/s]
      0/499      3.88G    0.04452    0.02489    0.04755         59        640:  95%|#########5| 160/168 [00:33<00:01,  5.23it/s]
      0/499      3.88G    0.04447    0.02487    0.04752         67        640:  95%|#########5| 160/168 [00:34<00:01,  5.23it/s]
      0/499      3.88G    0.04447    0.02487    0.04752         67        640:  96%|#########5| 161/168 [00:34<00:01,  5.15it/s]
      0/499      3.88G    0.04445    0.02486    0.04747         78        640:  96%|#########5| 161/168 [00:34<00:01,  5.15it/s]
      0/499      3.88G    0.04445    0.02486    0.04747         78        640:  96%|#########6| 162/168 [00:34<00:01,  5.25it/s]
      0/499      3.88G     0.0444    0.02483    0.04743         66        640:  96%|#########6| 162/168 [00:34<00:01,  5.25it/s]
      0/499      3.88G     0.0444    0.02483    0.04743         66        640:  97%|#########7| 163/168 [00:34<00:00,  5.16it/s]
      0/499      3.88G    0.04436    0.02481    0.04739         69        640:  97%|#########7| 163/168 [00:34<00:00,  5.16it/s]
      0/499      3.88G    0.04436    0.02481    0.04739         69        640:  98%|#########7| 164/168 [00:34<00:00,  5.27it/s]
      0/499      3.88G    0.04432    0.02477    0.04734         58        640:  98%|#########7| 164/168 [00:34<00:00,  5.27it/s]
      0/499      3.88G    0.04432    0.02477    0.04734         58        640:  98%|#########8| 165/168 [00:34<00:00,  5.17it/s]
      0/499      3.88G    0.04425    0.02472    0.04728         56        640:  98%|#########8| 165/168 [00:34<00:00,  5.17it/s]
      0/499      3.88G    0.04425    0.02472    0.04728         56        640:  99%|#########8| 166/168 [00:34<00:00,  5.28it/s]
      0/499      3.88G    0.04421    0.02466    0.04724         48        640:  99%|#########8| 166/168 [00:35<00:00,  5.28it/s]
      0/499      3.88G    0.04421    0.02466    0.04724         48        640:  99%|#########9| 167/168 [00:35<00:00,  5.16it/s]
      0/499      3.88G    0.04414    0.02461    0.04724         22        640:  99%|#########9| 167/168 [00:35<00:00,  5.16it/s]
      0/499      3.88G    0.04414    0.02461    0.04724         22        640: 100%|##########| 168/168 [00:35<00:00,  5.32it/s]
      0/499      3.88G    0.04414    0.02461    0.04724         22        640: 100%|##########| 168/168 [00:35<00:00,  4.75it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  4.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.87it/s]
                   all        132        263      0.097      0.285       0.12     0.0625

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      1/499      4.32G    0.04009    0.02755    0.03793         84        640:   0%|          | 0/168 [00:00<?, ?it/s]
      1/499      4.32G    0.04009    0.02755    0.03793         84        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
      1/499      4.32G    0.04217     0.0244    0.03844         74        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
      1/499      4.32G    0.04217     0.0244    0.03844         74        640:   1%|1         | 2/168 [00:00<00:30,  5.37it/s]
      1/499      4.32G    0.04277    0.02382    0.03942         70        640:   1%|1         | 2/168 [00:00<00:30,  5.37it/s]
      1/499      4.32G    0.04277    0.02382    0.03942         70        640:   2%|1         | 3/168 [00:00<00:31,  5.19it/s]
      1/499      4.32G    0.04255    0.02316    0.03876         65        640:   2%|1         | 3/168 [00:00<00:31,  5.19it/s]
      1/499      4.32G    0.04255    0.02316    0.03876         65        640:   2%|2         | 4/168 [00:00<00:30,  5.33it/s]
      1/499      4.32G    0.04364    0.02167    0.03829         50        640:   2%|2         | 4/168 [00:00<00:30,  5.33it/s]
      1/499      4.32G    0.04364    0.02167    0.03829         50        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
      1/499      4.32G    0.04318    0.02242    0.03808         83        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
      1/499      4.32G    0.04318    0.02242    0.03808         83        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
      1/499      4.32G    0.04262    0.02253    0.03803         68        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
      1/499      4.32G    0.04262    0.02253    0.03803         68        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
      1/499      4.32G    0.04234    0.02257    0.03785         80        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
      1/499      4.32G    0.04234    0.02257    0.03785         80        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
      1/499      4.32G     0.0417    0.02257    0.03762         75        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
      1/499      4.32G     0.0417    0.02257    0.03762         75        640:   5%|5         | 9/168 [00:01<00:30,  5.14it/s]
      1/499      4.32G    0.04185    0.02224    0.03763         65        640:   5%|5         | 9/168 [00:01<00:30,  5.14it/s]
      1/499      4.32G    0.04185    0.02224    0.03763         65        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
      1/499      4.32G    0.04205    0.02242    0.03766         71        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
      1/499      4.32G    0.04205    0.02242    0.03766         71        640:   7%|6         | 11/168 [00:02<00:30,  5.13it/s]
      1/499      4.32G    0.04197    0.02268    0.03742         79        640:   7%|6         | 11/168 [00:02<00:30,  5.13it/s]
      1/499      4.32G    0.04197    0.02268    0.03742         79        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
      1/499      4.32G    0.04181     0.0225    0.03717         62        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
      1/499      4.32G    0.04181     0.0225    0.03717         62        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
      1/499      4.32G    0.04139    0.02251    0.03708         67        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
      1/499      4.32G    0.04139    0.02251    0.03708         67        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
      1/499      4.32G    0.04114    0.02282    0.03712         83        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
      1/499      4.32G    0.04114    0.02282    0.03712         83        640:   9%|8         | 15/168 [00:02<00:29,  5.10it/s]
      1/499      4.32G    0.04065    0.02257    0.03704         60        640:   9%|8         | 15/168 [00:03<00:29,  5.10it/s]
      1/499      4.32G    0.04065    0.02257    0.03704         60        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
      1/499      4.32G    0.04046    0.02266    0.03677         74        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
      1/499      4.32G    0.04046    0.02266    0.03677         74        640:  10%|#         | 17/168 [00:03<00:29,  5.14it/s]
      1/499      4.32G    0.04044    0.02243    0.03692         57        640:  10%|#         | 17/168 [00:03<00:29,  5.14it/s]
      1/499      4.32G    0.04044    0.02243    0.03692         57        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
      1/499      4.32G    0.04045    0.02254    0.03691         81        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
      1/499      4.32G    0.04045    0.02254    0.03691         81        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
      1/499      4.32G    0.04025    0.02278    0.03683         89        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
      1/499      4.32G    0.04025    0.02278    0.03683         89        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
      1/499      4.32G    0.04001    0.02271    0.03663         66        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
      1/499      4.32G    0.04001    0.02271    0.03663         66        640:  12%|#2        | 21/168 [00:04<00:28,  5.09it/s]
      1/499      4.32G       0.04    0.02266    0.03662         74        640:  12%|#2        | 21/168 [00:04<00:28,  5.09it/s]
      1/499      4.32G       0.04    0.02266    0.03662         74        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
      1/499      4.32G    0.03982    0.02255    0.03662         63        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
      1/499      4.32G    0.03982    0.02255    0.03662         63        640:  14%|#3        | 23/168 [00:04<00:28,  5.13it/s]
      1/499      4.32G    0.03962     0.0225    0.03649         73        640:  14%|#3        | 23/168 [00:04<00:28,  5.13it/s]
      1/499      4.32G    0.03962     0.0225    0.03649         73        640:  14%|#4        | 24/168 [00:04<00:27,  5.24it/s]
      1/499      4.32G    0.03939    0.02241    0.03631         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.24it/s]
      1/499      4.32G    0.03939    0.02241    0.03631         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
      1/499      4.32G    0.03923    0.02239    0.03619         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
      1/499      4.32G    0.03923    0.02239    0.03619         76        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
      1/499      4.32G    0.03903     0.0225    0.03612         80        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
      1/499      4.32G    0.03903     0.0225    0.03612         80        640:  16%|#6        | 27/168 [00:05<00:27,  5.15it/s]
      1/499      4.32G    0.03896    0.02233    0.03608         63        640:  16%|#6        | 27/168 [00:05<00:27,  5.15it/s]
      1/499      4.32G    0.03896    0.02233    0.03608         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
      1/499      4.32G     0.0389    0.02227    0.03615         73        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
      1/499      4.32G     0.0389    0.02227    0.03615         73        640:  17%|#7        | 29/168 [00:05<00:27,  5.13it/s]
      1/499      4.32G     0.0389    0.02219    0.03601         70        640:  17%|#7        | 29/168 [00:05<00:27,  5.13it/s]
      1/499      4.32G     0.0389    0.02219    0.03601         70        640:  18%|#7        | 30/168 [00:05<00:26,  5.25it/s]
      1/499      4.32G    0.03882     0.0222    0.03592         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.25it/s]
      1/499      4.32G    0.03882     0.0222    0.03592         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
      1/499      4.32G    0.03869     0.0221    0.03589         67        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
      1/499      4.32G    0.03869     0.0221    0.03589         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
      1/499      4.32G    0.03865    0.02197    0.03598         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
      1/499      4.32G    0.03865    0.02197    0.03598         58        640:  20%|#9        | 33/168 [00:06<00:26,  5.17it/s]
      1/499      4.32G     0.0385    0.02195     0.0359         74        640:  20%|#9        | 33/168 [00:06<00:26,  5.17it/s]
      1/499      4.32G     0.0385    0.02195     0.0359         74        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
      1/499      4.32G    0.03847    0.02186    0.03573         61        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
      1/499      4.32G    0.03847    0.02186    0.03573         61        640:  21%|##        | 35/168 [00:06<00:25,  5.16it/s]
      1/499      4.32G    0.03835    0.02185     0.0357         70        640:  21%|##        | 35/168 [00:06<00:25,  5.16it/s]
      1/499      4.32G    0.03835    0.02185     0.0357         70        640:  21%|##1       | 36/168 [00:06<00:25,  5.22it/s]
      1/499      4.32G    0.03837    0.02188    0.03554         74        640:  21%|##1       | 36/168 [00:07<00:25,  5.22it/s]
      1/499      4.32G    0.03837    0.02188    0.03554         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
      1/499      4.32G    0.03837    0.02184    0.03553         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
      1/499      4.32G    0.03837    0.02184    0.03553         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
      1/499      4.32G    0.03837    0.02175    0.03554         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
      1/499      4.32G    0.03837    0.02175    0.03554         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.17it/s]
      1/499      4.32G    0.03828    0.02162    0.03539         54        640:  23%|##3       | 39/168 [00:07<00:24,  5.17it/s]
      1/499      4.32G    0.03828    0.02162    0.03539         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.28it/s]
      1/499      4.32G    0.03826    0.02154     0.0354         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.28it/s]
      1/499      4.32G    0.03826    0.02154     0.0354         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.18it/s]
      1/499      4.32G    0.03825    0.02167    0.03534         87        640:  24%|##4       | 41/168 [00:08<00:24,  5.18it/s]
      1/499      4.32G    0.03825    0.02167    0.03534         87        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
      1/499      4.32G    0.03825    0.02168    0.03538         60        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
      1/499      4.32G    0.03825    0.02168    0.03538         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
      1/499      4.32G    0.03813    0.02161    0.03525         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
      1/499      4.32G    0.03813    0.02161    0.03525         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
      1/499      4.32G    0.03807    0.02156    0.03513         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
      1/499      4.32G    0.03807    0.02156    0.03513         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.17it/s]
      1/499      4.32G    0.03795    0.02149      0.035         54        640:  27%|##6       | 45/168 [00:08<00:23,  5.17it/s]
      1/499      4.32G    0.03795    0.02149      0.035         54        640:  27%|##7       | 46/168 [00:08<00:23,  5.28it/s]
      1/499      4.32G    0.03783    0.02155    0.03483         77        640:  27%|##7       | 46/168 [00:09<00:23,  5.28it/s]
      1/499      4.32G    0.03783    0.02155    0.03483         77        640:  28%|##7       | 47/168 [00:09<00:23,  5.18it/s]
      1/499      4.32G    0.03782    0.02156    0.03485         60        640:  28%|##7       | 47/168 [00:09<00:23,  5.18it/s]
      1/499      4.32G    0.03782    0.02156    0.03485         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
      1/499      4.32G    0.03772    0.02156    0.03484         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
      1/499      4.32G    0.03772    0.02156    0.03484         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
      1/499      4.32G    0.03767    0.02156    0.03473         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
      1/499      4.32G    0.03767    0.02156    0.03473         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
      1/499      4.32G    0.03762     0.0215    0.03482         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
      1/499      4.32G    0.03762     0.0215    0.03482         55        640:  30%|###       | 51/168 [00:09<00:22,  5.19it/s]
      1/499      4.32G    0.03761    0.02155    0.03486         75        640:  30%|###       | 51/168 [00:09<00:22,  5.19it/s]
      1/499      4.32G    0.03761    0.02155    0.03486         75        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
      1/499      4.32G    0.03764    0.02152    0.03488         67        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
      1/499      4.32G    0.03764    0.02152    0.03488         67        640:  32%|###1      | 53/168 [00:10<00:22,  5.15it/s]
      1/499      4.32G    0.03761    0.02165    0.03484         86        640:  32%|###1      | 53/168 [00:10<00:22,  5.15it/s]
      1/499      4.32G    0.03761    0.02165    0.03484         86        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
      1/499      4.32G    0.03758    0.02168    0.03482         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
      1/499      4.32G    0.03758    0.02168    0.03482         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.14it/s]
      1/499      4.32G    0.03758    0.02161    0.03484         54        640:  33%|###2      | 55/168 [00:10<00:22,  5.14it/s]
      1/499      4.32G    0.03758    0.02161    0.03484         54        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
      1/499      4.32G    0.03754    0.02161     0.0348         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
      1/499      4.32G    0.03754    0.02161     0.0348         60        640:  34%|###3      | 57/168 [00:10<00:21,  5.15it/s]
      1/499      4.32G    0.03752    0.02164    0.03475         71        640:  34%|###3      | 57/168 [00:11<00:21,  5.15it/s]
      1/499      4.32G    0.03752    0.02164    0.03475         71        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
      1/499      4.32G     0.0375    0.02161     0.0347         61        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
      1/499      4.32G     0.0375    0.02161     0.0347         61        640:  35%|###5      | 59/168 [00:11<00:21,  5.13it/s]
      1/499      4.32G     0.0375    0.02161    0.03469         64        640:  35%|###5      | 59/168 [00:11<00:21,  5.13it/s]
      1/499      4.32G     0.0375    0.02161    0.03469         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
      1/499      4.32G    0.03745    0.02156    0.03463         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
      1/499      4.32G    0.03745    0.02156    0.03463         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
      1/499      4.32G    0.03737    0.02153     0.0346         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
      1/499      4.32G    0.03737    0.02153     0.0346         67        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
      1/499      4.32G    0.03735    0.02158    0.03451         79        640:  37%|###6      | 62/168 [00:12<00:20,  5.27it/s]
      1/499      4.32G    0.03735    0.02158    0.03451         79        640:  38%|###7      | 63/168 [00:12<00:20,  5.16it/s]
      1/499      4.32G    0.03736    0.02161     0.0345         70        640:  38%|###7      | 63/168 [00:12<00:20,  5.16it/s]
      1/499      4.32G    0.03736    0.02161     0.0345         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
      1/499      4.32G    0.03732    0.02162    0.03446         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
      1/499      4.32G    0.03732    0.02162    0.03446         73        640:  39%|###8      | 65/168 [00:12<00:20,  5.12it/s]
      1/499      4.32G    0.03732    0.02166    0.03448         68        640:  39%|###8      | 65/168 [00:12<00:20,  5.12it/s]
      1/499      4.32G    0.03732    0.02166    0.03448         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
      1/499      4.32G    0.03726    0.02158    0.03443         48        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
      1/499      4.32G    0.03726    0.02158    0.03443         48        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
      1/499      4.32G     0.0372    0.02159    0.03438         73        640:  40%|###9      | 67/168 [00:13<00:19,  5.14it/s]
      1/499      4.32G     0.0372    0.02159    0.03438         73        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
      1/499      4.32G    0.03718    0.02154    0.03432         56        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
      1/499      4.32G    0.03718    0.02154    0.03432         56        640:  41%|####1     | 69/168 [00:13<00:19,  5.14it/s]
      1/499      4.32G    0.03711    0.02149    0.03424         57        640:  41%|####1     | 69/168 [00:13<00:19,  5.14it/s]
      1/499      4.32G    0.03711    0.02149    0.03424         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
      1/499      4.32G     0.0371    0.02147    0.03418         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
      1/499      4.32G     0.0371    0.02147    0.03418         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.14it/s]
      1/499      4.32G    0.03708    0.02155    0.03413         89        640:  42%|####2     | 71/168 [00:13<00:18,  5.14it/s]
      1/499      4.32G    0.03708    0.02155    0.03413         89        640:  43%|####2     | 72/168 [00:13<00:18,  5.25it/s]
      1/499      4.32G    0.03705    0.02152    0.03416         57        640:  43%|####2     | 72/168 [00:14<00:18,  5.25it/s]
      1/499      4.32G    0.03705    0.02152    0.03416         57        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
      1/499      4.32G    0.03705    0.02147    0.03414         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
      1/499      4.32G    0.03705    0.02147    0.03414         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
      1/499      4.32G      0.037    0.02149    0.03411         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
      1/499      4.32G      0.037    0.02149    0.03411         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.18it/s]
      1/499      4.32G    0.03699    0.02151    0.03406         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.18it/s]
      1/499      4.32G    0.03699    0.02151    0.03406         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.31it/s]
      1/499      4.32G    0.03696    0.02148    0.03403         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.31it/s]
      1/499      4.32G    0.03696    0.02148    0.03403         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.18it/s]
      1/499      4.32G    0.03688    0.02146    0.03395         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.18it/s]
      1/499      4.32G    0.03688    0.02146    0.03395         68        640:  46%|####6     | 78/168 [00:14<00:17,  5.29it/s]
      1/499      4.32G    0.03686    0.02145    0.03391         58        640:  46%|####6     | 78/168 [00:15<00:17,  5.29it/s]
      1/499      4.32G    0.03686    0.02145    0.03391         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
      1/499      4.32G    0.03683    0.02143    0.03384         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
      1/499      4.32G    0.03683    0.02143    0.03384         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
      1/499      4.32G    0.03679    0.02145    0.03375         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
      1/499      4.32G    0.03679    0.02145    0.03375         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.18it/s]
      1/499      4.32G    0.03675    0.02145     0.0337         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.18it/s]
      1/499      4.32G    0.03675    0.02145     0.0337         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.29it/s]
      1/499      4.32G    0.03671     0.0215    0.03369         80        640:  49%|####8     | 82/168 [00:15<00:16,  5.29it/s]
      1/499      4.32G    0.03671     0.0215    0.03369         80        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
      1/499      4.32G    0.03673     0.0215    0.03368         61        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
      1/499      4.32G    0.03673     0.0215    0.03368         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
      1/499      4.32G    0.03671     0.0215    0.03363         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
      1/499      4.32G    0.03671     0.0215    0.03363         75        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
      1/499      4.32G    0.03669    0.02148    0.03361         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
      1/499      4.32G    0.03669    0.02148    0.03361         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
      1/499      4.32G    0.03669    0.02146    0.03356         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
      1/499      4.32G    0.03669    0.02146    0.03356         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.18it/s]
      1/499      4.32G    0.03668    0.02147    0.03353         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.18it/s]
      1/499      4.32G    0.03668    0.02147    0.03353         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.29it/s]
      1/499      4.32G    0.03671    0.02149    0.03349         69        640:  52%|#####2    | 88/168 [00:17<00:15,  5.29it/s]
      1/499      4.32G    0.03671    0.02149    0.03349         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.18it/s]
      1/499      4.32G    0.03672    0.02149    0.03343         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.18it/s]
      1/499      4.32G    0.03672    0.02149    0.03343         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
      1/499      4.32G    0.03669    0.02149     0.0334         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
      1/499      4.32G    0.03669    0.02149     0.0334         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
      1/499      4.32G     0.0367     0.0215    0.03337         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
      1/499      4.32G     0.0367     0.0215    0.03337         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
      1/499      4.32G    0.03666    0.02148    0.03332         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
      1/499      4.32G    0.03666    0.02148    0.03332         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.20it/s]
      1/499      4.32G     0.0367    0.02149    0.03335         68        640:  55%|#####5    | 93/168 [00:18<00:14,  5.20it/s]
      1/499      4.32G     0.0367    0.02149    0.03335         68        640:  56%|#####5    | 94/168 [00:18<00:13,  5.30it/s]
      1/499      4.32G    0.03665    0.02148    0.03331         69        640:  56%|#####5    | 94/168 [00:18<00:13,  5.30it/s]
      1/499      4.32G    0.03665    0.02148    0.03331         69        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
      1/499      4.32G    0.03664    0.02148    0.03326         60        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
      1/499      4.32G    0.03664    0.02148    0.03326         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
      1/499      4.32G    0.03667    0.02151    0.03325         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
      1/499      4.32G    0.03667    0.02151    0.03325         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
      1/499      4.32G    0.03669    0.02149    0.03326         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
      1/499      4.32G    0.03669    0.02149    0.03326         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
      1/499      4.32G    0.03673    0.02148    0.03319         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
      1/499      4.32G    0.03673    0.02148    0.03319         67        640:  59%|#####8    | 99/168 [00:18<00:13,  5.18it/s]
      1/499      4.32G    0.03674    0.02147    0.03315         69        640:  59%|#####8    | 99/168 [00:19<00:13,  5.18it/s]
      1/499      4.32G    0.03674    0.02147    0.03315         69        640:  60%|#####9    | 100/168 [00:19<00:12,  5.28it/s]
      1/499      4.32G    0.03678    0.02147    0.03311         63        640:  60%|#####9    | 100/168 [00:19<00:12,  5.28it/s]
      1/499      4.32G    0.03678    0.02147    0.03311         63        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
      1/499      4.32G     0.0368    0.02145    0.03309         58        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
      1/499      4.32G     0.0368    0.02145    0.03309         58        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
      1/499      4.32G    0.03683    0.02146    0.03306         67        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
      1/499      4.32G    0.03683    0.02146    0.03306         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
      1/499      4.32G    0.03687    0.02145    0.03302         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
      1/499      4.32G    0.03687    0.02145    0.03302         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
      1/499      4.32G     0.0369     0.0215    0.03299         79        640:  62%|######1   | 104/168 [00:20<00:12,  5.29it/s]
      1/499      4.32G     0.0369     0.0215    0.03299         79        640:  62%|######2   | 105/168 [00:20<00:12,  5.14it/s]
      1/499      4.32G    0.03694     0.0215    0.03294         68        640:  62%|######2   | 105/168 [00:20<00:12,  5.14it/s]
      1/499      4.32G    0.03694     0.0215    0.03294         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
      1/499      4.32G    0.03694    0.02153    0.03287         81        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
      1/499      4.32G    0.03694    0.02153    0.03287         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.14it/s]
      1/499      4.32G    0.03698    0.02154    0.03285         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.14it/s]
      1/499      4.32G    0.03698    0.02154    0.03285         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
      1/499      4.32G    0.03699    0.02158     0.0328         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
      1/499      4.32G    0.03699    0.02158     0.0328         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
      1/499      4.32G    0.03697     0.0216    0.03273         74        640:  65%|######4   | 109/168 [00:21<00:11,  5.14it/s]
      1/499      4.32G    0.03697     0.0216    0.03273         74        640:  65%|######5   | 110/168 [00:21<00:10,  5.27it/s]
      1/499      4.32G    0.03699    0.02162    0.03271         74        640:  65%|######5   | 110/168 [00:21<00:10,  5.27it/s]
      1/499      4.32G    0.03699    0.02162    0.03271         74        640:  66%|######6   | 111/168 [00:21<00:11,  5.15it/s]
      1/499      4.32G      0.037    0.02162    0.03264         63        640:  66%|######6   | 111/168 [00:21<00:11,  5.15it/s]
      1/499      4.32G      0.037    0.02162    0.03264         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
      1/499      4.32G    0.03698    0.02161     0.0326         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
      1/499      4.32G    0.03698    0.02161     0.0326         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.15it/s]
      1/499      4.32G    0.03702    0.02158    0.03258         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.15it/s]
      1/499      4.32G    0.03702    0.02158    0.03258         58        640:  68%|######7   | 114/168 [00:21<00:10,  5.24it/s]
      1/499      4.32G    0.03704     0.0216    0.03256         70        640:  68%|######7   | 114/168 [00:22<00:10,  5.24it/s]
      1/499      4.32G    0.03704     0.0216    0.03256         70        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
      1/499      4.32G    0.03706    0.02163    0.03254         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
      1/499      4.32G    0.03706    0.02163    0.03254         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
      1/499      4.32G    0.03707    0.02164     0.0325         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
      1/499      4.32G    0.03707    0.02164     0.0325         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.17it/s]
      1/499      4.32G    0.03706    0.02163    0.03246         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.17it/s]
      1/499      4.32G    0.03706    0.02163    0.03246         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.29it/s]
      1/499      4.32G    0.03704    0.02159    0.03244         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.29it/s]
      1/499      4.32G    0.03704    0.02159    0.03244         57        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
      1/499      4.32G    0.03702    0.02155    0.03243         57        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
      1/499      4.32G    0.03702    0.02155    0.03243         57        640:  71%|#######1  | 120/168 [00:23<00:09,  5.33it/s]
      1/499      4.32G    0.03705    0.02155    0.03241         65        640:  71%|#######1  | 120/168 [00:23<00:09,  5.33it/s]
      1/499      4.32G    0.03705    0.02155    0.03241         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
      1/499      4.32G    0.03702    0.02152    0.03238         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
      1/499      4.32G    0.03702    0.02152    0.03238         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
      1/499      4.32G      0.037    0.02151     0.0323         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
      1/499      4.32G      0.037    0.02151     0.0323         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.24it/s]
      1/499      4.32G    0.03695    0.02148    0.03222         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.24it/s]
      1/499      4.32G    0.03695    0.02148    0.03222         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.30it/s]
      1/499      4.32G    0.03696    0.02149    0.03217         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.30it/s]
      1/499      4.32G    0.03696    0.02149    0.03217         81        640:  74%|#######4  | 125/168 [00:23<00:08,  5.20it/s]
      1/499      4.32G    0.03696    0.02149    0.03216         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
      1/499      4.32G    0.03696    0.02149    0.03216         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
      1/499      4.32G    0.03693    0.02149     0.0321         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
      1/499      4.32G    0.03693    0.02149     0.0321         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
      1/499      4.32G    0.03692     0.0215    0.03206         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
      1/499      4.32G    0.03692     0.0215    0.03206         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
      1/499      4.32G    0.03689    0.02148    0.03205         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
      1/499      4.32G    0.03689    0.02148    0.03205         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.21it/s]
      1/499      4.32G    0.03688    0.02151    0.03201         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.21it/s]
      1/499      4.32G    0.03688    0.02151    0.03201         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.32it/s]
      1/499      4.32G    0.03687    0.02152    0.03198         72        640:  77%|#######7  | 130/168 [00:25<00:07,  5.32it/s]
      1/499      4.32G    0.03687    0.02152    0.03198         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
      1/499      4.32G    0.03683    0.02151    0.03195         60        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
      1/499      4.32G    0.03683    0.02151    0.03195         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
      1/499      4.32G    0.03681    0.02151    0.03191         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
      1/499      4.32G    0.03681    0.02151    0.03191         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
      1/499      4.32G    0.03679     0.0215    0.03189         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
      1/499      4.32G    0.03679     0.0215    0.03189         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.35it/s]
      1/499      4.32G    0.03678    0.02151    0.03183         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.35it/s]
      1/499      4.32G    0.03678    0.02151    0.03183         71        640:  80%|########  | 135/168 [00:25<00:06,  5.21it/s]
      1/499      4.32G    0.03675    0.02148    0.03179         58        640:  80%|########  | 135/168 [00:26<00:06,  5.21it/s]
      1/499      4.32G    0.03675    0.02148    0.03179         58        640:  81%|########  | 136/168 [00:26<00:06,  5.33it/s]
      1/499      4.32G    0.03672    0.02146    0.03176         65        640:  81%|########  | 136/168 [00:26<00:06,  5.33it/s]
      1/499      4.32G    0.03672    0.02146    0.03176         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
      1/499      4.32G    0.03673    0.02145    0.03172         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
      1/499      4.32G    0.03673    0.02145    0.03172         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
      1/499      4.32G    0.03673    0.02146     0.0317         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
      1/499      4.32G    0.03673    0.02146     0.0317         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
      1/499      4.32G    0.03671    0.02146    0.03166         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
      1/499      4.32G    0.03671    0.02146    0.03166         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
      1/499      4.32G     0.0367    0.02145     0.0316         63        640:  83%|########3 | 140/168 [00:27<00:05,  5.31it/s]
      1/499      4.32G     0.0367    0.02145     0.0316         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.20it/s]
      1/499      4.32G    0.03667    0.02143     0.0316         55        640:  84%|########3 | 141/168 [00:27<00:05,  5.20it/s]
      1/499      4.32G    0.03667    0.02143     0.0316         55        640:  85%|########4 | 142/168 [00:27<00:04,  5.31it/s]
      1/499      4.32G    0.03665    0.02142    0.03155         65        640:  85%|########4 | 142/168 [00:27<00:04,  5.31it/s]
      1/499      4.32G    0.03665    0.02142    0.03155         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.19it/s]
      1/499      4.32G    0.03666    0.02141    0.03154         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.19it/s]
      1/499      4.32G    0.03666    0.02141    0.03154         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
      1/499      4.32G    0.03667    0.02145    0.03151         85        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
      1/499      4.32G    0.03667    0.02145    0.03151         85        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
      1/499      4.32G    0.03665    0.02143    0.03151         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
      1/499      4.32G    0.03665    0.02143    0.03151         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
      1/499      4.32G    0.03662    0.02141    0.03145         58        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
      1/499      4.32G    0.03662    0.02141    0.03145         58        640:  88%|########7 | 147/168 [00:28<00:04,  5.16it/s]
      1/499      4.32G    0.03661    0.02141    0.03145         68        640:  88%|########7 | 147/168 [00:28<00:04,  5.16it/s]
      1/499      4.32G    0.03661    0.02141    0.03145         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
      1/499      4.32G     0.0366    0.02141    0.03141         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
      1/499      4.32G     0.0366    0.02141    0.03141         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.14it/s]
      1/499      4.32G    0.03659    0.02141    0.03134         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.14it/s]
      1/499      4.32G    0.03659    0.02141    0.03134         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
      1/499      4.32G    0.03658    0.02137     0.0313         48        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
      1/499      4.32G    0.03658    0.02137     0.0313         48        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
      1/499      4.32G    0.03658    0.02134    0.03129         47        640:  90%|########9 | 151/168 [00:29<00:03,  5.11it/s]
      1/499      4.32G    0.03658    0.02134    0.03129         47        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
      1/499      4.32G    0.03657    0.02134    0.03126         74        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
      1/499      4.32G    0.03657    0.02134    0.03126         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.16it/s]
      1/499      4.32G    0.03657    0.02132    0.03124         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.16it/s]
      1/499      4.32G    0.03657    0.02132    0.03124         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
      1/499      4.32G    0.03655    0.02131     0.0312         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
      1/499      4.32G    0.03655    0.02131     0.0312         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
      1/499      4.32G    0.03654    0.02136    0.03117         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
      1/499      4.32G    0.03654    0.02136    0.03117         80        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
      1/499      4.32G    0.03655    0.02136    0.03116         58        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
      1/499      4.32G    0.03655    0.02136    0.03116         58        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
      1/499      4.32G    0.03654    0.02134    0.03116         58        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
      1/499      4.32G    0.03654    0.02134    0.03116         58        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
      1/499      4.32G    0.03653    0.02134    0.03115         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
      1/499      4.32G    0.03653    0.02134    0.03115         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.16it/s]
      1/499      4.32G    0.03652    0.02133    0.03112         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.16it/s]
      1/499      4.32G    0.03652    0.02133    0.03112         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
      1/499      4.32G    0.03652    0.02131    0.03113         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
      1/499      4.32G    0.03652    0.02131    0.03113         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.12it/s]
      1/499      4.32G    0.03651     0.0213    0.03111         64        640:  96%|#########5| 161/168 [00:31<00:01,  5.12it/s]
      1/499      4.32G    0.03651     0.0213    0.03111         64        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
      1/499      4.32G     0.0365    0.02131    0.03108         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
      1/499      4.32G     0.0365    0.02131    0.03108         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
      1/499      4.32G    0.03649    0.02133    0.03105         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
      1/499      4.32G    0.03649    0.02133    0.03105         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
      1/499      4.32G    0.03647    0.02132    0.03103         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
      1/499      4.32G    0.03647    0.02132    0.03103         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.19it/s]
      1/499      4.32G    0.03646    0.02131    0.03102         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.19it/s]
      1/499      4.32G    0.03646    0.02131    0.03102         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.29it/s]
      1/499      4.32G    0.03647    0.02131    0.03097         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.29it/s]
      1/499      4.32G    0.03647    0.02131    0.03097         71        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
      1/499      4.32G    0.03647    0.02128    0.03096         19        640:  99%|#########9| 167/168 [00:32<00:00,  5.18it/s]
      1/499      4.32G    0.03647    0.02128    0.03096         19        640: 100%|##########| 168/168 [00:32<00:00,  5.38it/s]
      1/499      4.32G    0.03647    0.02128    0.03096         19        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:01,  2.38it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.95it/s]
                   all        132        263   0.000715      0.192   0.000541   0.000132

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      2/499      4.32G    0.03617    0.02077    0.02522         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
      2/499      4.32G    0.03617    0.02077    0.02522         65        640:   1%|          | 1/168 [00:00<00:39,  4.20it/s]
      2/499      4.32G    0.03704    0.02123     0.0262         68        640:   1%|          | 1/168 [00:00<00:39,  4.20it/s]
      2/499      4.32G    0.03704    0.02123     0.0262         68        640:   1%|1         | 2/168 [00:00<00:34,  4.87it/s]
      2/499      4.32G    0.03754    0.02002    0.02727         50        640:   1%|1         | 2/168 [00:00<00:34,  4.87it/s]
      2/499      4.32G    0.03754    0.02002    0.02727         50        640:   2%|1         | 3/168 [00:00<00:33,  4.93it/s]
      2/499      4.32G    0.03835    0.02125    0.02677         71        640:   2%|1         | 3/168 [00:00<00:33,  4.93it/s]
      2/499      4.32G    0.03835    0.02125    0.02677         71        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
      2/499      4.32G    0.03787    0.02184    0.02581         75        640:   2%|2         | 4/168 [00:01<00:31,  5.18it/s]
      2/499      4.32G    0.03787    0.02184    0.02581         75        640:   3%|2         | 5/168 [00:01<00:32,  5.06it/s]
      2/499      4.32G    0.03746    0.02176    0.02614         64        640:   3%|2         | 5/168 [00:01<00:32,  5.06it/s]
      2/499      4.32G    0.03746    0.02176    0.02614         64        640:   4%|3         | 6/168 [00:01<00:31,  5.19it/s]
      2/499      4.32G    0.03773    0.02141    0.02576         62        640:   4%|3         | 6/168 [00:01<00:31,  5.19it/s]
      2/499      4.32G    0.03773    0.02141    0.02576         62        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
      2/499      4.32G    0.03752    0.02158    0.02616         79        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
      2/499      4.32G    0.03752    0.02158    0.02616         79        640:   5%|4         | 8/168 [00:01<00:31,  5.14it/s]
      2/499      4.32G    0.03756    0.02203    0.02645         76        640:   5%|4         | 8/168 [00:01<00:31,  5.14it/s]
      2/499      4.32G    0.03756    0.02203    0.02645         76        640:   5%|5         | 9/168 [00:01<00:30,  5.22it/s]
      2/499      4.32G    0.03743    0.02223    0.02658         73        640:   5%|5         | 9/168 [00:01<00:30,  5.22it/s]
      2/499      4.32G    0.03743    0.02223    0.02658         73        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
      2/499      4.32G    0.03745    0.02195    0.02644         61        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
      2/499      4.32G    0.03745    0.02195    0.02644         61        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
      2/499      4.32G    0.03751    0.02203    0.02661         71        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
      2/499      4.32G    0.03751    0.02203    0.02661         71        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
      2/499      4.32G    0.03728    0.02189    0.02701         61        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
      2/499      4.32G    0.03728    0.02189    0.02701         61        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
      2/499      4.32G    0.03714    0.02174    0.02684         64        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
      2/499      4.32G    0.03714    0.02174    0.02684         64        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
      2/499      4.32G    0.03682    0.02146    0.02675         58        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
      2/499      4.32G    0.03682    0.02146    0.02675         58        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
      2/499      4.32G    0.03676    0.02145    0.02683         67        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
      2/499      4.32G    0.03676    0.02145    0.02683         67        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
      2/499      4.32G     0.0368    0.02134     0.0272         66        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
      2/499      4.32G     0.0368    0.02134     0.0272         66        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
      2/499      4.32G    0.03666    0.02123    0.02722         65        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
      2/499      4.32G    0.03666    0.02123    0.02722         65        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
      2/499      4.32G    0.03637    0.02125    0.02727         79        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
      2/499      4.32G    0.03637    0.02125    0.02727         79        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
      2/499      4.32G    0.03616    0.02133    0.02713         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
      2/499      4.32G    0.03616    0.02133    0.02713         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
      2/499      4.32G    0.03592    0.02138    0.02699         74        640:  12%|#1        | 20/168 [00:04<00:27,  5.31it/s]
      2/499      4.32G    0.03592    0.02138    0.02699         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
      2/499      4.32G    0.03583    0.02135    0.02696         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
      2/499      4.32G    0.03583    0.02135    0.02696         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
      2/499      4.32G    0.03567    0.02117    0.02688         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
      2/499      4.32G    0.03567    0.02117    0.02688         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
      2/499      4.32G    0.03553    0.02098    0.02677         52        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
      2/499      4.32G    0.03553    0.02098    0.02677         52        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
      2/499      4.32G     0.0353    0.02084    0.02656         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
      2/499      4.32G     0.0353    0.02084    0.02656         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
      2/499      4.32G    0.03525    0.02086    0.02632         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
      2/499      4.32G    0.03525    0.02086    0.02632         77        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
      2/499      4.32G    0.03537    0.02086    0.02628         65        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
      2/499      4.32G    0.03537    0.02086    0.02628         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
      2/499      4.32G    0.03549    0.02094    0.02629         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
      2/499      4.32G    0.03549    0.02094    0.02629         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
      2/499      4.32G    0.03552     0.0209    0.02613         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
      2/499      4.32G    0.03552     0.0209    0.02613         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
      2/499      4.32G    0.03557    0.02076    0.02633         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
      2/499      4.32G    0.03557    0.02076    0.02633         59        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
      2/499      4.32G    0.03563    0.02075    0.02645         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
      2/499      4.32G    0.03563    0.02075    0.02645         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.26it/s]
      2/499      4.32G    0.03554    0.02071    0.02645         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.26it/s]
      2/499      4.32G    0.03554    0.02071    0.02645         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
      2/499      4.32G    0.03553    0.02088    0.02644         86        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
      2/499      4.32G    0.03553    0.02088    0.02644         86        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
      2/499      4.32G    0.03549    0.02079     0.0263         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
      2/499      4.32G    0.03549    0.02079     0.0263         58        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
      2/499      4.32G    0.03546    0.02079    0.02622         63        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
      2/499      4.32G    0.03546    0.02079    0.02622         63        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
      2/499      4.32G     0.0354    0.02096    0.02606         82        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
      2/499      4.32G     0.0354    0.02096    0.02606         82        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
      2/499      4.32G    0.03538    0.02101    0.02607         67        640:  21%|##1       | 36/168 [00:07<00:24,  5.40it/s]
      2/499      4.32G    0.03538    0.02101    0.02607         67        640:  22%|##2       | 37/168 [00:07<00:24,  5.27it/s]
      2/499      4.32G    0.03532    0.02093    0.02591         65        640:  22%|##2       | 37/168 [00:07<00:24,  5.27it/s]
      2/499      4.32G    0.03532    0.02093    0.02591         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.38it/s]
      2/499      4.32G    0.03525    0.02095    0.02585         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.38it/s]
      2/499      4.32G    0.03525    0.02095    0.02585         77        640:  23%|##3       | 39/168 [00:07<00:23,  5.46it/s]
      2/499      4.32G    0.03519    0.02096    0.02578         70        640:  23%|##3       | 39/168 [00:07<00:23,  5.46it/s]
      2/499      4.32G    0.03519    0.02096    0.02578         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.30it/s]
      2/499      4.32G    0.03514    0.02097    0.02575         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.30it/s]
      2/499      4.32G    0.03514    0.02097    0.02575         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.37it/s]
      2/499      4.32G    0.03507    0.02095    0.02579         68        640:  24%|##4       | 41/168 [00:07<00:23,  5.37it/s]
      2/499      4.32G    0.03507    0.02095    0.02579         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.44it/s]
      2/499      4.32G    0.03498    0.02096    0.02571         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.44it/s]
      2/499      4.32G    0.03498    0.02096    0.02571         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
      2/499      4.32G    0.03506    0.02098    0.02571         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
      2/499      4.32G    0.03506    0.02098    0.02571         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
      2/499      4.32G    0.03508    0.02093     0.0258         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
      2/499      4.32G    0.03508    0.02093     0.0258         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.42it/s]
      2/499      4.32G    0.03505    0.02097    0.02579         76        640:  27%|##6       | 45/168 [00:08<00:22,  5.42it/s]
      2/499      4.32G    0.03505    0.02097    0.02579         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
      2/499      4.32G    0.03511    0.02109    0.02576         83        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
      2/499      4.32G    0.03511    0.02109    0.02576         83        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
      2/499      4.32G    0.03509    0.02113    0.02571         80        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
      2/499      4.32G    0.03509    0.02113    0.02571         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
      2/499      4.32G    0.03513     0.0212    0.02573         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
      2/499      4.32G    0.03513     0.0212    0.02573         81        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
      2/499      4.32G    0.03517    0.02124    0.02584         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
      2/499      4.32G    0.03517    0.02124    0.02584         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
      2/499      4.32G    0.03527    0.02122    0.02581         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
      2/499      4.32G    0.03527    0.02122    0.02581         64        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
      2/499      4.32G    0.03528    0.02117    0.02571         61        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
      2/499      4.32G    0.03528    0.02117    0.02571         61        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
      2/499      4.32G    0.03526    0.02113    0.02568         62        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
      2/499      4.32G    0.03526    0.02113    0.02568         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
      2/499      4.32G    0.03519    0.02106    0.02562         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
      2/499      4.32G    0.03519    0.02106    0.02562         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
      2/499      4.32G    0.03513     0.0211    0.02548         81        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
      2/499      4.32G    0.03513     0.0211    0.02548         81        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
      2/499      4.32G    0.03513    0.02109    0.02543         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
      2/499      4.32G    0.03513    0.02109    0.02543         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
      2/499      4.32G    0.03521    0.02107    0.02537         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
      2/499      4.32G    0.03521    0.02107    0.02537         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
      2/499      4.32G    0.03521    0.02106    0.02533         66        640:  34%|###3      | 57/168 [00:11<00:20,  5.40it/s]
      2/499      4.32G    0.03521    0.02106    0.02533         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.24it/s]
      2/499      4.32G     0.0352    0.02097    0.02532         55        640:  35%|###4      | 58/168 [00:11<00:21,  5.24it/s]
      2/499      4.32G     0.0352    0.02097    0.02532         55        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
      2/499      4.32G    0.03526    0.02099    0.02534         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
      2/499      4.32G    0.03526    0.02099    0.02534         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
      2/499      4.32G    0.03527    0.02104     0.0253         80        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
      2/499      4.32G    0.03527    0.02104     0.0253         80        640:  36%|###6      | 61/168 [00:11<00:20,  5.26it/s]
      2/499      4.32G    0.03527    0.02101    0.02528         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.26it/s]
      2/499      4.32G    0.03527    0.02101    0.02528         55        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
      2/499      4.32G    0.03527    0.02098    0.02527         59        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
      2/499      4.32G    0.03527    0.02098    0.02527         59        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
      2/499      4.32G    0.03524    0.02094    0.02515         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
      2/499      4.32G    0.03524    0.02094    0.02515         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
      2/499      4.32G    0.03525    0.02099    0.02508         74        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
      2/499      4.32G    0.03525    0.02099    0.02508         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
      2/499      4.32G    0.03524    0.02102     0.0251         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
      2/499      4.32G    0.03524    0.02102     0.0251         74        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
      2/499      4.32G    0.03528    0.02103    0.02506         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
      2/499      4.32G    0.03528    0.02103    0.02506         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
      2/499      4.32G    0.03527    0.02099    0.02506         54        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
      2/499      4.32G    0.03527    0.02099    0.02506         54        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
      2/499      4.32G    0.03524    0.02098    0.02506         63        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
      2/499      4.32G    0.03524    0.02098    0.02506         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
      2/499      4.32G    0.03521    0.02102      0.025         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
      2/499      4.32G    0.03521    0.02102      0.025         80        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
      2/499      4.32G    0.03516    0.02098    0.02499         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
      2/499      4.32G    0.03516    0.02098    0.02499         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
      2/499      4.32G     0.0352      0.021    0.02495         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
      2/499      4.32G     0.0352      0.021    0.02495         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
      2/499      4.32G    0.03519      0.021    0.02492         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
      2/499      4.32G    0.03519      0.021    0.02492         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
      2/499      4.32G    0.03516    0.02095    0.02489         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.26it/s]
      2/499      4.32G    0.03516    0.02095    0.02489         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.36it/s]
      2/499      4.32G    0.03513    0.02092    0.02482         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.36it/s]
      2/499      4.32G    0.03513    0.02092    0.02482         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
      2/499      4.32G    0.03515    0.02092    0.02484         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
      2/499      4.32G    0.03515    0.02092    0.02484         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
      2/499      4.32G    0.03513    0.02091    0.02484         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
      2/499      4.32G    0.03513    0.02091    0.02484         62        640:  46%|####5     | 77/168 [00:14<00:16,  5.37it/s]
      2/499      4.32G    0.03511    0.02085    0.02484         48        640:  46%|####5     | 77/168 [00:14<00:16,  5.37it/s]
      2/499      4.32G    0.03511    0.02085    0.02484         48        640:  46%|####6     | 78/168 [00:14<00:16,  5.44it/s]
      2/499      4.32G    0.03508     0.0208    0.02484         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.44it/s]
      2/499      4.32G    0.03508     0.0208    0.02484         54        640:  47%|####7     | 79/168 [00:14<00:16,  5.29it/s]
      2/499      4.32G    0.03503    0.02078    0.02479         65        640:  47%|####7     | 79/168 [00:15<00:16,  5.29it/s]
      2/499      4.32G    0.03503    0.02078    0.02479         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.37it/s]
      2/499      4.32G    0.03499    0.02082    0.02474         88        640:  48%|####7     | 80/168 [00:15<00:16,  5.37it/s]
      2/499      4.32G    0.03499    0.02082    0.02474         88        640:  48%|####8     | 81/168 [00:15<00:15,  5.44it/s]
      2/499      4.32G    0.03498     0.0208    0.02473         74        640:  48%|####8     | 81/168 [00:15<00:15,  5.44it/s]
      2/499      4.32G    0.03498     0.0208    0.02473         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
      2/499      4.32G    0.03498    0.02077    0.02473         56        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
      2/499      4.32G    0.03498    0.02077    0.02473         56        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
      2/499      4.32G    0.03495    0.02076    0.02474         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
      2/499      4.32G    0.03495    0.02076    0.02474         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.44it/s]
      2/499      4.32G    0.03492    0.02072    0.02465         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.44it/s]
      2/499      4.32G    0.03492    0.02072    0.02465         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
      2/499      4.32G     0.0349    0.02073    0.02468         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
      2/499      4.32G     0.0349    0.02073    0.02468         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.34it/s]
      2/499      4.32G    0.03487    0.02076    0.02465         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.34it/s]
      2/499      4.32G    0.03487    0.02076    0.02465         75        640:  52%|#####1    | 87/168 [00:16<00:14,  5.40it/s]
      2/499      4.32G    0.03482    0.02077    0.02462         78        640:  52%|#####1    | 87/168 [00:16<00:14,  5.40it/s]
      2/499      4.32G    0.03482    0.02077    0.02462         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.28it/s]
      2/499      4.32G    0.03479    0.02077    0.02463         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.28it/s]
      2/499      4.32G    0.03479    0.02077    0.02463         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.39it/s]
      2/499      4.32G    0.03477    0.02081     0.0246         84        640:  53%|#####2    | 89/168 [00:16<00:14,  5.39it/s]
      2/499      4.32G    0.03477    0.02081     0.0246         84        640:  54%|#####3    | 90/168 [00:16<00:14,  5.40it/s]
      2/499      4.32G    0.03472    0.02078    0.02458         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
      2/499      4.32G    0.03472    0.02078    0.02458         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
      2/499      4.32G    0.03469    0.02079    0.02457         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
      2/499      4.32G    0.03469    0.02079    0.02457         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
      2/499      4.32G    0.03466    0.02081    0.02453         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
      2/499      4.32G    0.03466    0.02081    0.02453         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.41it/s]
      2/499      4.32G    0.03463    0.02081     0.0245         70        640:  55%|#####5    | 93/168 [00:17<00:13,  5.41it/s]
      2/499      4.32G    0.03463    0.02081     0.0245         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
      2/499      4.32G     0.0346    0.02082    0.02449         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
      2/499      4.32G     0.0346    0.02082    0.02449         68        640:  57%|#####6    | 95/168 [00:17<00:13,  5.35it/s]
      2/499      4.32G     0.0346    0.02076     0.0246         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.35it/s]
      2/499      4.32G     0.0346    0.02076     0.0246         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.45it/s]
      2/499      4.32G    0.03458     0.0207     0.0246         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.45it/s]
      2/499      4.32G    0.03458     0.0207     0.0246         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.27it/s]
      2/499      4.32G    0.03459    0.02073    0.02458         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.27it/s]
      2/499      4.32G    0.03459    0.02073    0.02458         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.37it/s]
      2/499      4.32G    0.03457    0.02068    0.02455         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.37it/s]
      2/499      4.32G    0.03457    0.02068    0.02455         57        640:  59%|#####8    | 99/168 [00:18<00:12,  5.44it/s]
      2/499      4.32G    0.03455    0.02069    0.02455         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.44it/s]
      2/499      4.32G    0.03455    0.02069    0.02455         71        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
      2/499      4.32G    0.03455    0.02067    0.02451         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
      2/499      4.32G    0.03455    0.02067    0.02451         69        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
      2/499      4.32G    0.03452    0.02066    0.02452         61        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
      2/499      4.32G    0.03452    0.02066    0.02452         61        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
      2/499      4.32G    0.03452    0.02068    0.02457         71        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
      2/499      4.32G    0.03452    0.02068    0.02457         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.26it/s]
      2/499      4.32G    0.03448    0.02065    0.02455         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.26it/s]
      2/499      4.32G    0.03448    0.02065    0.02455         57        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
      2/499      4.32G    0.03445    0.02065    0.02459         70        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
      2/499      4.32G    0.03445    0.02065    0.02459         70        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
      2/499      4.32G    0.03442    0.02066    0.02454         75        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
      2/499      4.32G    0.03442    0.02066    0.02454         75        640:  63%|######3   | 106/168 [00:19<00:11,  5.26it/s]
      2/499      4.32G    0.03441    0.02062    0.02455         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
      2/499      4.32G    0.03441    0.02062    0.02455         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
      2/499      4.32G    0.03441    0.02063    0.02454         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
      2/499      4.32G    0.03441    0.02063    0.02454         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
      2/499      4.32G    0.03438    0.02062    0.02451         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
      2/499      4.32G    0.03438    0.02062    0.02451         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
      2/499      4.32G    0.03437    0.02061    0.02451         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
      2/499      4.32G    0.03437    0.02061    0.02451         64        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
      2/499      4.32G    0.03435    0.02064    0.02448         87        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
      2/499      4.32G    0.03435    0.02064    0.02448         87        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
      2/499      4.32G    0.03432    0.02065    0.02449         78        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
      2/499      4.32G    0.03432    0.02065    0.02449         78        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
      2/499      4.32G    0.03433    0.02063    0.02453         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
      2/499      4.32G    0.03433    0.02063    0.02453         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
      2/499      4.32G    0.03435    0.02065    0.02451         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
      2/499      4.32G    0.03435    0.02065    0.02451         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.22it/s]
      2/499      4.32G    0.03434     0.0207    0.02451         85        640:  68%|######7   | 114/168 [00:21<00:10,  5.22it/s]
      2/499      4.32G    0.03434     0.0207    0.02451         85        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
      2/499      4.32G    0.03432    0.02071    0.02448         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
      2/499      4.32G    0.03432    0.02071    0.02448         71        640:  69%|######9   | 116/168 [00:21<00:09,  5.21it/s]
      2/499      4.32G    0.03428    0.02069    0.02449         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
      2/499      4.32G    0.03428    0.02069    0.02449         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
      2/499      4.32G    0.03427    0.02072    0.02444         84        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
      2/499      4.32G    0.03427    0.02072    0.02444         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
      2/499      4.32G    0.03427    0.02072    0.02444         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
      2/499      4.32G    0.03427    0.02072    0.02444         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
      2/499      4.32G    0.03426    0.02071    0.02444         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
      2/499      4.32G    0.03426    0.02071    0.02444         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
      2/499      4.32G    0.03428    0.02071    0.02444         76        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
      2/499      4.32G    0.03428    0.02071    0.02444         76        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
      2/499      4.32G    0.03427    0.02073    0.02439         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
      2/499      4.32G    0.03427    0.02073    0.02439         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
      2/499      4.32G    0.03424    0.02072    0.02441         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
      2/499      4.32G    0.03424    0.02072    0.02441         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
      2/499      4.32G    0.03424    0.02071    0.02436         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
      2/499      4.32G    0.03424    0.02071    0.02436         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
      2/499      4.32G    0.03421    0.02069    0.02438         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
      2/499      4.32G    0.03421    0.02069    0.02438         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
      2/499      4.32G     0.0342    0.02072    0.02442         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
      2/499      4.32G     0.0342    0.02072    0.02442         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
      2/499      4.32G    0.03421    0.02076    0.02442         79        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
      2/499      4.32G    0.03421    0.02076    0.02442         79        640:  76%|#######5  | 127/168 [00:23<00:07,  5.27it/s]
      2/499      4.32G    0.03419    0.02075    0.02443         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.27it/s]
      2/499      4.32G    0.03419    0.02075    0.02443         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.37it/s]
      2/499      4.32G    0.03417    0.02072     0.0245         50        640:  76%|#######6  | 128/168 [00:24<00:07,  5.37it/s]
      2/499      4.32G    0.03417    0.02072     0.0245         50        640:  77%|#######6  | 129/168 [00:24<00:07,  5.45it/s]
      2/499      4.32G    0.03417    0.02071    0.02449         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.45it/s]
      2/499      4.32G    0.03417    0.02071    0.02449         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
      2/499      4.32G    0.03416    0.02071    0.02446         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
      2/499      4.32G    0.03416    0.02071    0.02446         74        640:  78%|#######7  | 131/168 [00:24<00:06,  5.36it/s]
      2/499      4.32G    0.03415     0.0207    0.02447         65        640:  78%|#######7  | 131/168 [00:24<00:06,  5.36it/s]
      2/499      4.32G    0.03415     0.0207    0.02447         65        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
      2/499      4.32G    0.03414    0.02071    0.02444         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
      2/499      4.32G    0.03414    0.02071    0.02444         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
      2/499      4.32G    0.03411    0.02071    0.02441         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
      2/499      4.32G    0.03411    0.02071    0.02441         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
      2/499      4.32G    0.03411     0.0207    0.02437         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
      2/499      4.32G    0.03411     0.0207    0.02437         62        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
      2/499      4.32G    0.03411    0.02069    0.02437         68        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
      2/499      4.32G    0.03411    0.02069    0.02437         68        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
      2/499      4.32G    0.03411    0.02071    0.02438         76        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
      2/499      4.32G    0.03411    0.02071    0.02438         76        640:  82%|########1 | 137/168 [00:25<00:05,  5.35it/s]
      2/499      4.32G    0.03411    0.02069    0.02437         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.35it/s]
      2/499      4.32G    0.03411    0.02069    0.02437         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.43it/s]
      2/499      4.32G    0.03411    0.02068    0.02436         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.43it/s]
      2/499      4.32G    0.03411    0.02068    0.02436         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.27it/s]
      2/499      4.32G     0.0341    0.02069    0.02436         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.27it/s]
      2/499      4.32G     0.0341    0.02069    0.02436         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
      2/499      4.32G     0.0341     0.0207    0.02436         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
      2/499      4.32G     0.0341     0.0207    0.02436         78        640:  84%|########3 | 141/168 [00:26<00:04,  5.43it/s]
      2/499      4.32G    0.03411    0.02071     0.0243         82        640:  84%|########3 | 141/168 [00:26<00:04,  5.43it/s]
      2/499      4.32G    0.03411    0.02071     0.0243         82        640:  85%|########4 | 142/168 [00:26<00:04,  5.28it/s]
      2/499      4.32G     0.0341    0.02071    0.02428         76        640:  85%|########4 | 142/168 [00:26<00:04,  5.28it/s]
      2/499      4.32G     0.0341    0.02071    0.02428         76        640:  85%|########5 | 143/168 [00:26<00:04,  5.30it/s]
      2/499      4.32G    0.03408    0.02071    0.02427         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
      2/499      4.32G    0.03408    0.02071    0.02427         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
      2/499      4.32G    0.03408     0.0207     0.0243         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
      2/499      4.32G    0.03408     0.0207     0.0243         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.25it/s]
      2/499      4.32G    0.03408    0.02071     0.0243         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.25it/s]
      2/499      4.32G    0.03408    0.02071     0.0243         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
      2/499      4.32G    0.03407    0.02072    0.02428         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
      2/499      4.32G    0.03407    0.02072    0.02428         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
      2/499      4.32G    0.03406    0.02071    0.02429         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
      2/499      4.32G    0.03406    0.02071    0.02429         65        640:  88%|########8 | 148/168 [00:27<00:03,  5.20it/s]
      2/499      4.32G    0.03404     0.0207    0.02429         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
      2/499      4.32G    0.03404     0.0207    0.02429         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
      2/499      4.32G    0.03402    0.02069     0.0243         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
      2/499      4.32G    0.03402    0.02069     0.0243         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
      2/499      4.32G    0.03404    0.02074    0.02428         98        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
      2/499      4.32G    0.03404    0.02074    0.02428         98        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
      2/499      4.32G    0.03402    0.02077    0.02426         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
      2/499      4.32G    0.03402    0.02077    0.02426         85        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
      2/499      4.32G    0.03402    0.02076    0.02423         61        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
      2/499      4.32G    0.03402    0.02076    0.02423         61        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
      2/499      4.32G      0.034    0.02076    0.02425         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
      2/499      4.32G      0.034    0.02076    0.02425         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
      2/499      4.32G      0.034    0.02075    0.02425         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
      2/499      4.32G      0.034    0.02075    0.02425         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
      2/499      4.32G      0.034    0.02073    0.02424         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
      2/499      4.32G      0.034    0.02073    0.02424         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
      2/499      4.32G    0.03401    0.02074    0.02422         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
      2/499      4.32G    0.03401    0.02074    0.02422         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
      2/499      4.32G    0.03402    0.02073    0.02425         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
      2/499      4.32G    0.03402    0.02073    0.02425         66        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
      2/499      4.32G    0.03402    0.02074     0.0242         75        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
      2/499      4.32G    0.03402    0.02074     0.0242         75        640:  95%|#########4| 159/168 [00:29<00:01,  5.33it/s]
      2/499      4.32G    0.03403    0.02072    0.02422         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
      2/499      4.32G    0.03403    0.02072    0.02422         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
      2/499      4.32G    0.03402    0.02076    0.02421         86        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
      2/499      4.32G    0.03402    0.02076    0.02421         86        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
      2/499      4.32G    0.03402    0.02075    0.02419         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
      2/499      4.32G    0.03402    0.02075    0.02419         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
      2/499      4.32G    0.03403    0.02076    0.02417         84        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
      2/499      4.32G    0.03403    0.02076    0.02417         84        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
      2/499      4.32G    0.03405    0.02075    0.02421         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
      2/499      4.32G    0.03405    0.02075    0.02421         58        640:  98%|#########7| 164/168 [00:30<00:00,  4.95it/s]
      2/499      4.32G    0.03405    0.02076     0.0242         75        640:  98%|#########7| 164/168 [00:31<00:00,  4.95it/s]
      2/499      4.32G    0.03405    0.02076     0.0242         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.09it/s]
      2/499      4.32G    0.03406     0.0208     0.0242         79        640:  98%|#########8| 165/168 [00:31<00:00,  5.09it/s]
      2/499      4.32G    0.03406     0.0208     0.0242         79        640:  99%|#########8| 166/168 [00:31<00:00,  5.02it/s]
      2/499      4.32G    0.03405     0.0208    0.02417         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.02it/s]
      2/499      4.32G    0.03405     0.0208    0.02417         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.17it/s]
      2/499      4.32G    0.03406    0.02081    0.02419         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.17it/s]
      2/499      4.32G    0.03406    0.02081    0.02419         32        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
      2/499      4.32G    0.03406    0.02081    0.02419         32        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.06it/s]
                   all        132        263      0.184      0.242      0.182     0.0846

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      3/499      4.32G    0.03287    0.02294    0.02342         83        640:   0%|          | 0/168 [00:00<?, ?it/s]
      3/499      4.32G    0.03287    0.02294    0.02342         83        640:   1%|          | 1/168 [00:00<00:33,  5.03it/s]
      3/499      4.32G    0.03314    0.02174    0.02141         73        640:   1%|          | 1/168 [00:00<00:33,  5.03it/s]
      3/499      4.32G    0.03314    0.02174    0.02141         73        640:   1%|1         | 2/168 [00:00<00:30,  5.37it/s]
      3/499      4.32G    0.03361     0.0214    0.02183         70        640:   1%|1         | 2/168 [00:00<00:30,  5.37it/s]
      3/499      4.32G    0.03361     0.0214    0.02183         70        640:   2%|1         | 3/168 [00:00<00:30,  5.46it/s]
      3/499      4.32G    0.03353    0.02261    0.02192         78        640:   2%|1         | 3/168 [00:00<00:30,  5.46it/s]
      3/499      4.32G    0.03353    0.02261    0.02192         78        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
      3/499      4.32G    0.03359    0.02144    0.02172         57        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
      3/499      4.32G    0.03359    0.02144    0.02172         57        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
      3/499      4.32G    0.03382    0.02164    0.02179         73        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
      3/499      4.32G    0.03382    0.02164    0.02179         73        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
      3/499      4.32G    0.03358    0.02099    0.02216         65        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
      3/499      4.32G    0.03358    0.02099    0.02216         65        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
      3/499      4.32G     0.0337    0.02126    0.02269         74        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
      3/499      4.32G     0.0337    0.02126    0.02269         74        640:   5%|4         | 8/168 [00:01<00:29,  5.36it/s]
      3/499      4.32G    0.03335    0.02065    0.02236         60        640:   5%|4         | 8/168 [00:01<00:29,  5.36it/s]
      3/499      4.32G    0.03335    0.02065    0.02236         60        640:   5%|5         | 9/168 [00:01<00:29,  5.43it/s]
      3/499      4.32G    0.03333    0.02059     0.0219         63        640:   5%|5         | 9/168 [00:01<00:29,  5.43it/s]
      3/499      4.32G    0.03333    0.02059     0.0219         63        640:   6%|5         | 10/168 [00:01<00:29,  5.29it/s]
      3/499      4.32G    0.03343    0.02056    0.02164         67        640:   6%|5         | 10/168 [00:02<00:29,  5.29it/s]
      3/499      4.32G    0.03343    0.02056    0.02164         67        640:   7%|6         | 11/168 [00:02<00:29,  5.39it/s]
      3/499      4.32G    0.03319     0.0203    0.02128         64        640:   7%|6         | 11/168 [00:02<00:29,  5.39it/s]
      3/499      4.32G    0.03319     0.0203    0.02128         64        640:   7%|7         | 12/168 [00:02<00:28,  5.47it/s]
      3/499      4.32G    0.03319    0.02013    0.02117         64        640:   7%|7         | 12/168 [00:02<00:28,  5.47it/s]
      3/499      4.32G    0.03319    0.02013    0.02117         64        640:   8%|7         | 13/168 [00:02<00:29,  5.29it/s]
      3/499      4.32G    0.03318    0.01994    0.02146         59        640:   8%|7         | 13/168 [00:02<00:29,  5.29it/s]
      3/499      4.32G    0.03318    0.01994    0.02146         59        640:   8%|8         | 14/168 [00:02<00:28,  5.37it/s]
      3/499      4.32G    0.03291    0.01982     0.0216         69        640:   8%|8         | 14/168 [00:02<00:28,  5.37it/s]
      3/499      4.32G    0.03291    0.01982     0.0216         69        640:   9%|8         | 15/168 [00:02<00:28,  5.43it/s]
      3/499      4.32G    0.03264    0.01967    0.02135         59        640:   9%|8         | 15/168 [00:02<00:28,  5.43it/s]
      3/499      4.32G    0.03264    0.01967    0.02135         59        640:  10%|9         | 16/168 [00:02<00:28,  5.29it/s]
      3/499      4.32G    0.03261    0.01977    0.02127         65        640:  10%|9         | 16/168 [00:03<00:28,  5.29it/s]
      3/499      4.32G    0.03261    0.01977    0.02127         65        640:  10%|#         | 17/168 [00:03<00:28,  5.38it/s]
      3/499      4.32G     0.0326    0.01977    0.02159         62        640:  10%|#         | 17/168 [00:03<00:28,  5.38it/s]
      3/499      4.32G     0.0326    0.01977    0.02159         62        640:  11%|#         | 18/168 [00:03<00:27,  5.45it/s]
      3/499      4.32G    0.03253     0.0199     0.0215         71        640:  11%|#         | 18/168 [00:03<00:27,  5.45it/s]
      3/499      4.32G    0.03253     0.0199     0.0215         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.27it/s]
      3/499      4.32G    0.03236    0.01996     0.0216         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.27it/s]
      3/499      4.32G    0.03236    0.01996     0.0216         77        640:  12%|#1        | 20/168 [00:03<00:27,  5.37it/s]
      3/499      4.32G    0.03242     0.0198    0.02146         55        640:  12%|#1        | 20/168 [00:03<00:27,  5.37it/s]
      3/499      4.32G    0.03242     0.0198    0.02146         55        640:  12%|#2        | 21/168 [00:03<00:27,  5.39it/s]
      3/499      4.32G    0.03231    0.01962    0.02107         53        640:  12%|#2        | 21/168 [00:04<00:27,  5.39it/s]
      3/499      4.32G    0.03231    0.01962    0.02107         53        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
      3/499      4.32G    0.03239    0.01965    0.02105         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
      3/499      4.32G    0.03239    0.01965    0.02105         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
      3/499      4.32G    0.03231    0.01953      0.021         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
      3/499      4.32G    0.03231    0.01953      0.021         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.41it/s]
      3/499      4.32G    0.03239    0.01949     0.0213         57        640:  14%|#4        | 24/168 [00:04<00:26,  5.41it/s]
      3/499      4.32G    0.03239    0.01949     0.0213         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
      3/499      4.32G    0.03226     0.0195    0.02124         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
      3/499      4.32G    0.03226     0.0195    0.02124         68        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
      3/499      4.32G    0.03215     0.0195    0.02136         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
      3/499      4.32G    0.03215     0.0195    0.02136         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
      3/499      4.32G    0.03209    0.01952    0.02126         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
      3/499      4.32G    0.03209    0.01952    0.02126         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
      3/499      4.32G    0.03205    0.01969    0.02125         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
      3/499      4.32G    0.03205    0.01969    0.02125         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
      3/499      4.32G    0.03209    0.01961    0.02125         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
      3/499      4.32G    0.03209    0.01961    0.02125         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
      3/499      4.32G    0.03208    0.01961    0.02143         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
      3/499      4.32G    0.03208    0.01961    0.02143         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
      3/499      4.32G    0.03198    0.01952    0.02139         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
      3/499      4.32G    0.03198    0.01952    0.02139         60        640:  19%|#9        | 32/168 [00:05<00:25,  5.33it/s]
      3/499      4.32G    0.03188     0.0195    0.02141         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
      3/499      4.32G    0.03188     0.0195    0.02141         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
      3/499      4.32G    0.03184    0.01943    0.02136         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
      3/499      4.32G    0.03184    0.01943    0.02136         66        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
      3/499      4.32G    0.03185    0.01949    0.02142         73        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
      3/499      4.32G    0.03185    0.01949    0.02142         73        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
      3/499      4.32G    0.03187    0.01953    0.02153         70        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
      3/499      4.32G    0.03187    0.01953    0.02153         70        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
      3/499      4.32G    0.03187    0.01965    0.02151         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
      3/499      4.32G    0.03187    0.01965    0.02151         77        640:  22%|##2       | 37/168 [00:06<00:24,  5.24it/s]
      3/499      4.32G    0.03182    0.01968    0.02153         73        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
      3/499      4.32G    0.03182    0.01968    0.02153         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
      3/499      4.32G    0.03176    0.01979    0.02146         86        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
      3/499      4.32G    0.03176    0.01979    0.02146         86        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
      3/499      4.32G     0.0317    0.01987    0.02149         77        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
      3/499      4.32G     0.0317    0.01987    0.02149         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
      3/499      4.32G    0.03169     0.0198    0.02149         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
      3/499      4.32G    0.03169     0.0198    0.02149         58        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      3/499      4.32G    0.03164    0.01974    0.02148         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      3/499      4.32G    0.03164    0.01974    0.02148         59        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
      3/499      4.32G    0.03162    0.01975    0.02138         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
      3/499      4.32G    0.03162    0.01975    0.02138         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
      3/499      4.32G    0.03161    0.01972    0.02138         65        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
      3/499      4.32G    0.03161    0.01972    0.02138         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
      3/499      4.32G    0.03155    0.01966    0.02133         53        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
      3/499      4.32G    0.03155    0.01966    0.02133         53        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
      3/499      4.32G    0.03152    0.01959    0.02138         56        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
      3/499      4.32G    0.03152    0.01959    0.02138         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.29it/s]
      3/499      4.32G    0.03151    0.01955    0.02135         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.29it/s]
      3/499      4.32G    0.03151    0.01955    0.02135         63        640:  28%|##7       | 47/168 [00:08<00:22,  5.35it/s]
      3/499      4.32G    0.03148    0.01955    0.02141         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.35it/s]
      3/499      4.32G    0.03148    0.01955    0.02141         67        640:  29%|##8       | 48/168 [00:08<00:22,  5.44it/s]
      3/499      4.32G    0.03153     0.0195    0.02136         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.44it/s]
      3/499      4.32G    0.03153     0.0195    0.02136         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.29it/s]
      3/499      4.32G    0.03147    0.01967    0.02144         97        640:  29%|##9       | 49/168 [00:09<00:22,  5.29it/s]
      3/499      4.32G    0.03147    0.01967    0.02144         97        640:  30%|##9       | 50/168 [00:09<00:22,  5.36it/s]
      3/499      4.32G    0.03146    0.01968    0.02149         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.36it/s]
      3/499      4.32G    0.03146    0.01968    0.02149         75        640:  30%|###       | 51/168 [00:09<00:21,  5.45it/s]
      3/499      4.32G    0.03148    0.01972    0.02161         67        640:  30%|###       | 51/168 [00:09<00:21,  5.45it/s]
      3/499      4.32G    0.03148    0.01972    0.02161         67        640:  31%|###       | 52/168 [00:09<00:21,  5.29it/s]
      3/499      4.32G    0.03148    0.01978    0.02164         78        640:  31%|###       | 52/168 [00:09<00:21,  5.29it/s]
      3/499      4.32G    0.03148    0.01978    0.02164         78        640:  32%|###1      | 53/168 [00:09<00:21,  5.40it/s]
      3/499      4.32G    0.03148     0.0198    0.02158         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.40it/s]
      3/499      4.32G    0.03148     0.0198    0.02158         68        640:  32%|###2      | 54/168 [00:10<00:20,  5.47it/s]
      3/499      4.32G    0.03144    0.01976    0.02156         66        640:  32%|###2      | 54/168 [00:10<00:20,  5.47it/s]
      3/499      4.32G    0.03144    0.01976    0.02156         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.33it/s]
      3/499      4.32G    0.03144    0.01971     0.0216         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.33it/s]
      3/499      4.32G    0.03144    0.01971     0.0216         56        640:  33%|###3      | 56/168 [00:10<00:20,  5.40it/s]
      3/499      4.32G    0.03141    0.01969    0.02157         67        640:  33%|###3      | 56/168 [00:10<00:20,  5.40it/s]
      3/499      4.32G    0.03141    0.01969    0.02157         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.46it/s]
      3/499      4.32G    0.03136    0.01964    0.02159         61        640:  34%|###3      | 57/168 [00:10<00:20,  5.46it/s]
      3/499      4.32G    0.03136    0.01964    0.02159         61        640:  35%|###4      | 58/168 [00:10<00:20,  5.31it/s]
      3/499      4.32G    0.03139    0.01965    0.02165         70        640:  35%|###4      | 58/168 [00:11<00:20,  5.31it/s]
      3/499      4.32G    0.03139    0.01965    0.02165         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.39it/s]
      3/499      4.32G    0.03139    0.01963    0.02169         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.39it/s]
      3/499      4.32G    0.03139    0.01963    0.02169         63        640:  36%|###5      | 60/168 [00:11<00:19,  5.44it/s]
      3/499      4.32G     0.0314    0.01961    0.02174         68        640:  36%|###5      | 60/168 [00:11<00:19,  5.44it/s]
      3/499      4.32G     0.0314    0.01961    0.02174         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.31it/s]
      3/499      4.32G    0.03137    0.01962    0.02176         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.31it/s]
      3/499      4.32G    0.03137    0.01962    0.02176         75        640:  37%|###6      | 62/168 [00:11<00:19,  5.42it/s]
      3/499      4.32G    0.03135    0.01957    0.02177         59        640:  37%|###6      | 62/168 [00:11<00:19,  5.42it/s]
      3/499      4.32G    0.03135    0.01957    0.02177         59        640:  38%|###7      | 63/168 [00:11<00:19,  5.45it/s]
      3/499      4.32G    0.03136    0.01953     0.0218         62        640:  38%|###7      | 63/168 [00:11<00:19,  5.45it/s]
      3/499      4.32G    0.03136    0.01953     0.0218         62        640:  38%|###8      | 64/168 [00:11<00:19,  5.29it/s]
      3/499      4.32G    0.03135    0.01952    0.02191         57        640:  38%|###8      | 64/168 [00:12<00:19,  5.29it/s]
      3/499      4.32G    0.03135    0.01952    0.02191         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.39it/s]
      3/499      4.32G    0.03136    0.01951    0.02195         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.39it/s]
      3/499      4.32G    0.03136    0.01951    0.02195         63        640:  39%|###9      | 66/168 [00:12<00:18,  5.45it/s]
      3/499      4.32G    0.03133    0.01955    0.02195         77        640:  39%|###9      | 66/168 [00:12<00:18,  5.45it/s]
      3/499      4.32G    0.03133    0.01955    0.02195         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.30it/s]
      3/499      4.32G     0.0313    0.01954    0.02198         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.30it/s]
      3/499      4.32G     0.0313    0.01954    0.02198         74        640:  40%|####      | 68/168 [00:12<00:18,  5.38it/s]
      3/499      4.32G    0.03131    0.01962      0.022         79        640:  40%|####      | 68/168 [00:12<00:18,  5.38it/s]
      3/499      4.32G    0.03131    0.01962      0.022         79        640:  41%|####1     | 69/168 [00:12<00:18,  5.44it/s]
      3/499      4.32G    0.03129    0.01961    0.02204         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.44it/s]
      3/499      4.32G    0.03129    0.01961    0.02204         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.29it/s]
      3/499      4.32G    0.03129    0.01959    0.02204         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.29it/s]
      3/499      4.32G    0.03129    0.01959    0.02204         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
      3/499      4.32G    0.03126    0.01953    0.02198         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
      3/499      4.32G    0.03126    0.01953    0.02198         58        640:  43%|####2     | 72/168 [00:13<00:17,  5.42it/s]
      3/499      4.32G    0.03123    0.01953    0.02193         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.42it/s]
      3/499      4.32G    0.03123    0.01953    0.02193         73        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
      3/499      4.32G    0.03117    0.01952    0.02185         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
      3/499      4.32G    0.03117    0.01952    0.02185         66        640:  44%|####4     | 74/168 [00:13<00:17,  5.32it/s]
      3/499      4.32G    0.03115    0.01954    0.02177         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
      3/499      4.32G    0.03115    0.01954    0.02177         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
      3/499      4.32G    0.03115    0.01957    0.02173         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
      3/499      4.32G    0.03115    0.01957    0.02173         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
      3/499      4.32G    0.03111    0.01954    0.02169         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
      3/499      4.32G    0.03111    0.01954    0.02169         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.34it/s]
      3/499      4.32G    0.03106    0.01951    0.02165         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.34it/s]
      3/499      4.32G    0.03106    0.01951    0.02165         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
      3/499      4.32G    0.03101    0.01946    0.02161         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
      3/499      4.32G    0.03101    0.01946    0.02161         63        640:  47%|####7     | 79/168 [00:14<00:16,  5.28it/s]
      3/499      4.32G    0.03101    0.01947    0.02162         66        640:  47%|####7     | 79/168 [00:14<00:16,  5.28it/s]
      3/499      4.32G    0.03101    0.01947    0.02162         66        640:  48%|####7     | 80/168 [00:14<00:16,  5.36it/s]
      3/499      4.32G    0.03102     0.0195    0.02163         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.36it/s]
      3/499      4.32G    0.03102     0.0195    0.02163         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
      3/499      4.32G    0.03098    0.01953    0.02161         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
      3/499      4.32G    0.03098    0.01953    0.02161         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
      3/499      4.32G    0.03098    0.01949    0.02164         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
      3/499      4.32G    0.03098    0.01949    0.02164         61        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
      3/499      4.32G    0.03098     0.0195    0.02159         70        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
      3/499      4.32G    0.03098     0.0195    0.02159         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
      3/499      4.32G    0.03096    0.01948     0.0216         62        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
      3/499      4.32G    0.03096    0.01948     0.0216         62        640:  51%|#####     | 85/168 [00:15<00:16,  5.18it/s]
      3/499      4.32G    0.03099    0.01947    0.02162         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
      3/499      4.32G    0.03099    0.01947    0.02162         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
      3/499      4.32G    0.03095    0.01944    0.02162         50        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
      3/499      4.32G    0.03095    0.01944    0.02162         50        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
      3/499      4.32G    0.03096    0.01942     0.0216         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
      3/499      4.32G    0.03096    0.01942     0.0216         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
      3/499      4.32G    0.03098    0.01946    0.02163         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
      3/499      4.32G    0.03098    0.01946    0.02163         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
      3/499      4.32G    0.03098    0.01943    0.02171         57        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
      3/499      4.32G    0.03098    0.01943    0.02171         57        640:  54%|#####3    | 90/168 [00:16<00:14,  5.41it/s]
      3/499      4.32G    0.03097    0.01941    0.02163         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.41it/s]
      3/499      4.32G    0.03097    0.01941    0.02163         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.29it/s]
      3/499      4.32G    0.03098    0.01939    0.02163         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.29it/s]
      3/499      4.32G    0.03098    0.01939    0.02163         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.36it/s]
      3/499      4.32G    0.03097    0.01938    0.02159         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.36it/s]
      3/499      4.32G    0.03097    0.01938    0.02159         64        640:  55%|#####5    | 93/168 [00:17<00:13,  5.43it/s]
      3/499      4.32G    0.03097     0.0194    0.02155         70        640:  55%|#####5    | 93/168 [00:17<00:13,  5.43it/s]
      3/499      4.32G    0.03097     0.0194    0.02155         70        640:  56%|#####5    | 94/168 [00:17<00:13,  5.30it/s]
      3/499      4.32G      0.031     0.0194    0.02154         69        640:  56%|#####5    | 94/168 [00:17<00:13,  5.30it/s]
      3/499      4.32G      0.031     0.0194    0.02154         69        640:  57%|#####6    | 95/168 [00:17<00:13,  5.38it/s]
      3/499      4.32G    0.03098    0.01939    0.02145         64        640:  57%|#####6    | 95/168 [00:17<00:13,  5.38it/s]
      3/499      4.32G    0.03098    0.01939    0.02145         64        640:  57%|#####7    | 96/168 [00:17<00:13,  5.43it/s]
      3/499      4.32G    0.03098    0.01942    0.02141         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.43it/s]
      3/499      4.32G    0.03098    0.01942    0.02141         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.29it/s]
      3/499      4.32G    0.03098    0.01941    0.02143         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.29it/s]
      3/499      4.32G    0.03098    0.01941    0.02143         64        640:  58%|#####8    | 98/168 [00:18<00:12,  5.39it/s]
      3/499      4.32G    0.03097    0.01941    0.02148         77        640:  58%|#####8    | 98/168 [00:18<00:12,  5.39it/s]
      3/499      4.32G    0.03097    0.01941    0.02148         77        640:  59%|#####8    | 99/168 [00:18<00:12,  5.46it/s]
      3/499      4.32G    0.03095    0.01942    0.02148         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.46it/s]
      3/499      4.32G    0.03095    0.01942    0.02148         74        640:  60%|#####9    | 100/168 [00:18<00:12,  5.32it/s]
      3/499      4.32G    0.03091    0.01938    0.02144         62        640:  60%|#####9    | 100/168 [00:18<00:12,  5.32it/s]
      3/499      4.32G    0.03091    0.01938    0.02144         62        640:  60%|######    | 101/168 [00:18<00:12,  5.41it/s]
      3/499      4.32G     0.0309    0.01937    0.02139         62        640:  60%|######    | 101/168 [00:19<00:12,  5.41it/s]
      3/499      4.32G     0.0309    0.01937    0.02139         62        640:  61%|######    | 102/168 [00:19<00:12,  5.46it/s]
      3/499      4.32G    0.03089    0.01939    0.02139         76        640:  61%|######    | 102/168 [00:19<00:12,  5.46it/s]
      3/499      4.32G    0.03089    0.01939    0.02139         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.30it/s]
      3/499      4.32G    0.03089    0.01938    0.02135         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.30it/s]
      3/499      4.32G    0.03089    0.01938    0.02135         68        640:  62%|######1   | 104/168 [00:19<00:11,  5.38it/s]
      3/499      4.32G     0.0309    0.01942    0.02128         72        640:  62%|######1   | 104/168 [00:19<00:11,  5.38it/s]
      3/499      4.32G     0.0309    0.01942    0.02128         72        640:  62%|######2   | 105/168 [00:19<00:11,  5.43it/s]
      3/499      4.32G     0.0309    0.01943    0.02131         67        640:  62%|######2   | 105/168 [00:19<00:11,  5.43it/s]
      3/499      4.32G     0.0309    0.01943    0.02131         67        640:  63%|######3   | 106/168 [00:19<00:11,  5.28it/s]
      3/499      4.32G    0.03089    0.01944     0.0213         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.28it/s]
      3/499      4.32G    0.03089    0.01944     0.0213         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
      3/499      4.32G    0.03087    0.01944    0.02132         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
      3/499      4.32G    0.03087    0.01944    0.02132         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.43it/s]
      3/499      4.32G    0.03083    0.01942    0.02138         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.43it/s]
      3/499      4.32G    0.03083    0.01942    0.02138         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.27it/s]
      3/499      4.32G    0.03081    0.01944    0.02132         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.27it/s]
      3/499      4.32G    0.03081    0.01944    0.02132         72        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
      3/499      4.32G    0.03083    0.01943     0.0213         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
      3/499      4.32G    0.03083    0.01943     0.0213         62        640:  66%|######6   | 111/168 [00:20<00:10,  5.40it/s]
      3/499      4.32G    0.03082    0.01945    0.02129         79        640:  66%|######6   | 111/168 [00:20<00:10,  5.40it/s]
      3/499      4.32G    0.03082    0.01945    0.02129         79        640:  67%|######6   | 112/168 [00:20<00:10,  5.27it/s]
      3/499      4.32G     0.0308    0.01946    0.02129         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.27it/s]
      3/499      4.32G     0.0308    0.01946    0.02129         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.36it/s]
      3/499      4.32G    0.03084    0.01943    0.02131         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.36it/s]
      3/499      4.32G    0.03084    0.01943    0.02131         57        640:  68%|######7   | 114/168 [00:21<00:09,  5.44it/s]
      3/499      4.32G    0.03081    0.01942    0.02126         72        640:  68%|######7   | 114/168 [00:21<00:09,  5.44it/s]
      3/499      4.32G    0.03081    0.01942    0.02126         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
      3/499      4.32G    0.03082    0.01941    0.02127         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
      3/499      4.32G    0.03082    0.01941    0.02127         63        640:  69%|######9   | 116/168 [00:21<00:09,  5.34it/s]
      3/499      4.32G    0.03085    0.01945     0.0213         95        640:  69%|######9   | 116/168 [00:21<00:09,  5.34it/s]
      3/499      4.32G    0.03085    0.01945     0.0213         95        640:  70%|######9   | 117/168 [00:21<00:09,  5.40it/s]
      3/499      4.32G    0.03084    0.01944    0.02125         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.40it/s]
      3/499      4.32G    0.03084    0.01944    0.02125         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
      3/499      4.32G    0.03083    0.01942    0.02123         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
      3/499      4.32G    0.03083    0.01942    0.02123         56        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
      3/499      4.32G    0.03083    0.01942     0.0212         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
      3/499      4.32G    0.03083    0.01942     0.0212         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
      3/499      4.32G    0.03084    0.01941    0.02117         61        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
      3/499      4.32G    0.03084    0.01941    0.02117         61        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
      3/499      4.32G    0.03083    0.01939    0.02117         55        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
      3/499      4.32G    0.03083    0.01939    0.02117         55        640:  73%|#######2  | 122/168 [00:22<00:08,  5.34it/s]
      3/499      4.32G     0.0308     0.0194    0.02115         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
      3/499      4.32G     0.0308     0.0194    0.02115         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
      3/499      4.32G    0.03079    0.01938    0.02117         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
      3/499      4.32G    0.03079    0.01938    0.02117         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
      3/499      4.32G    0.03078    0.01941    0.02117         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
      3/499      4.32G    0.03078    0.01941    0.02117         79        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
      3/499      4.32G    0.03074    0.01937    0.02111         64        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
      3/499      4.32G    0.03074    0.01937    0.02111         64        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
      3/499      4.32G    0.03073    0.01941    0.02109         83        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
      3/499      4.32G    0.03073    0.01941    0.02109         83        640:  76%|#######5  | 127/168 [00:23<00:07,  5.22it/s]
      3/499      4.32G    0.03072    0.01941    0.02107         76        640:  76%|#######5  | 127/168 [00:23<00:07,  5.22it/s]
      3/499      4.32G    0.03072    0.01941    0.02107         76        640:  76%|#######6  | 128/168 [00:23<00:07,  5.26it/s]
      3/499      4.32G    0.03072     0.0194    0.02108         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
      3/499      4.32G    0.03072     0.0194    0.02108         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
      3/499      4.32G    0.03072    0.01941    0.02103         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
      3/499      4.32G    0.03072    0.01941    0.02103         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
      3/499      4.32G    0.03071     0.0194    0.02099         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
      3/499      4.32G    0.03071     0.0194    0.02099         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
      3/499      4.32G    0.03069     0.0194    0.02095         64        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
      3/499      4.32G    0.03069     0.0194    0.02095         64        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
      3/499      4.32G    0.03066    0.01942    0.02091         83        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
      3/499      4.32G    0.03066    0.01942    0.02091         83        640:  79%|#######9  | 133/168 [00:24<00:06,  5.23it/s]
      3/499      4.32G    0.03066    0.01943    0.02086         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
      3/499      4.32G    0.03066    0.01943    0.02086         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
      3/499      4.32G    0.03063    0.01944    0.02084         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
      3/499      4.32G    0.03063    0.01944    0.02084         76        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
      3/499      4.32G    0.03062    0.01943    0.02082         69        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
      3/499      4.32G    0.03062    0.01943    0.02082         69        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
      3/499      4.32G     0.0306     0.0194    0.02082         51        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
      3/499      4.32G     0.0306     0.0194    0.02082         51        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
      3/499      4.32G     0.0306    0.01939    0.02077         58        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
      3/499      4.32G     0.0306    0.01939    0.02077         58        640:  82%|########2 | 138/168 [00:25<00:05,  5.42it/s]
      3/499      4.32G    0.03058    0.01937    0.02075         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.42it/s]
      3/499      4.32G    0.03058    0.01937    0.02075         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
      3/499      4.32G    0.03057    0.01936    0.02075         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
      3/499      4.32G    0.03057    0.01936    0.02075         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
      3/499      4.32G    0.03056    0.01937    0.02071         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
      3/499      4.32G    0.03056    0.01937    0.02071         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
      3/499      4.32G    0.03056    0.01938     0.0207         80        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
      3/499      4.32G    0.03056    0.01938     0.0207         80        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
      3/499      4.32G    0.03055     0.0194    0.02067         88        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
      3/499      4.32G    0.03055     0.0194    0.02067         88        640:  85%|########5 | 143/168 [00:26<00:04,  5.36it/s]
      3/499      4.32G    0.03054    0.01941    0.02065         77        640:  85%|########5 | 143/168 [00:26<00:04,  5.36it/s]
      3/499      4.32G    0.03054    0.01941    0.02065         77        640:  86%|########5 | 144/168 [00:26<00:04,  5.42it/s]
      3/499      4.32G    0.03054    0.01942    0.02062         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
      3/499      4.32G    0.03054    0.01942    0.02062         83        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
      3/499      4.32G    0.03054    0.01941    0.02063         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
      3/499      4.32G    0.03054    0.01941    0.02063         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
      3/499      4.32G    0.03059     0.0194    0.02063         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
      3/499      4.32G    0.03059     0.0194    0.02063         60        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
      3/499      4.32G    0.03059     0.0194     0.0206         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
      3/499      4.32G    0.03059     0.0194     0.0206         71        640:  88%|########8 | 148/168 [00:27<00:03,  5.26it/s]
      3/499      4.32G    0.03058    0.01938    0.02055         60        640:  88%|########8 | 148/168 [00:27<00:03,  5.26it/s]
      3/499      4.32G    0.03058    0.01938    0.02055         60        640:  89%|########8 | 149/168 [00:27<00:03,  5.35it/s]
      3/499      4.32G    0.03056    0.01937    0.02051         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.35it/s]
      3/499      4.32G    0.03056    0.01937    0.02051         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
      3/499      4.32G    0.03055    0.01936    0.02053         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
      3/499      4.32G    0.03055    0.01936    0.02053         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
      3/499      4.32G    0.03056    0.01934    0.02053         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
      3/499      4.32G    0.03056    0.01934    0.02053         66        640:  90%|######### | 152/168 [00:28<00:02,  5.36it/s]
      3/499      4.32G    0.03058    0.01934    0.02054         71        640:  90%|######### | 152/168 [00:28<00:02,  5.36it/s]
      3/499      4.32G    0.03058    0.01934    0.02054         71        640:  91%|#########1| 153/168 [00:28<00:02,  5.45it/s]
      3/499      4.32G     0.0306    0.01934    0.02054         75        640:  91%|#########1| 153/168 [00:28<00:02,  5.45it/s]
      3/499      4.32G     0.0306    0.01934    0.02054         75        640:  92%|#########1| 154/168 [00:28<00:02,  5.29it/s]
      3/499      4.32G    0.03061    0.01935    0.02052         81        640:  92%|#########1| 154/168 [00:29<00:02,  5.29it/s]
      3/499      4.32G    0.03061    0.01935    0.02052         81        640:  92%|#########2| 155/168 [00:29<00:02,  5.37it/s]
      3/499      4.32G     0.0306    0.01935    0.02053         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.37it/s]
      3/499      4.32G     0.0306    0.01935    0.02053         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.42it/s]
      3/499      4.32G    0.03059    0.01933    0.02052         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.42it/s]
      3/499      4.32G    0.03059    0.01933    0.02052         58        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
      3/499      4.32G    0.03059    0.01933     0.0205         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
      3/499      4.32G    0.03059    0.01933     0.0205         65        640:  94%|#########4| 158/168 [00:29<00:01,  5.33it/s]
      3/499      4.32G    0.03059    0.01933    0.02051         69        640:  94%|#########4| 158/168 [00:29<00:01,  5.33it/s]
      3/499      4.32G    0.03059    0.01933    0.02051         69        640:  95%|#########4| 159/168 [00:29<00:01,  5.40it/s]
      3/499      4.32G    0.03058    0.01934    0.02049         77        640:  95%|#########4| 159/168 [00:29<00:01,  5.40it/s]
      3/499      4.32G    0.03058    0.01934    0.02049         77        640:  95%|#########5| 160/168 [00:29<00:01,  5.23it/s]
      3/499      4.32G    0.03059    0.01932    0.02049         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
      3/499      4.32G    0.03059    0.01932    0.02049         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
      3/499      4.32G    0.03057    0.01935    0.02048         91        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
      3/499      4.32G    0.03057    0.01935    0.02048         91        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
      3/499      4.32G    0.03055    0.01934    0.02046         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
      3/499      4.32G    0.03055    0.01934    0.02046         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
      3/499      4.32G    0.03055    0.01933    0.02044         67        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
      3/499      4.32G    0.03055    0.01933    0.02044         67        640:  98%|#########7| 164/168 [00:30<00:00,  5.32it/s]
      3/499      4.32G    0.03052    0.01933    0.02042         63        640:  98%|#########7| 164/168 [00:30<00:00,  5.32it/s]
      3/499      4.32G    0.03052    0.01933    0.02042         63        640:  98%|#########8| 165/168 [00:30<00:00,  5.38it/s]
      3/499      4.32G    0.03052    0.01933    0.02043         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
      3/499      4.32G    0.03052    0.01933    0.02043         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
      3/499      4.32G    0.03052    0.01931    0.02044         50        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
      3/499      4.32G    0.03052    0.01931    0.02044         50        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
      3/499      4.32G    0.03051    0.01932    0.02041         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
      3/499      4.32G    0.03051    0.01932    0.02041         33        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
      3/499      4.32G    0.03051    0.01932    0.02041         33        640: 100%|##########| 168/168 [00:31<00:00,  5.34it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.59it/s]
                   all        132        263      0.647      0.514      0.539      0.268

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      4/499      4.32G    0.03213    0.01929    0.01375         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
      4/499      4.32G    0.03213    0.01929    0.01375         70        640:   1%|          | 1/168 [00:00<00:35,  4.76it/s]
      4/499      4.32G    0.03124    0.01882    0.01897         70        640:   1%|          | 1/168 [00:00<00:35,  4.76it/s]
      4/499      4.32G    0.03124    0.01882    0.01897         70        640:   1%|1         | 2/168 [00:00<00:32,  5.10it/s]
      4/499      4.32G     0.0315    0.01909    0.01912         75        640:   1%|1         | 2/168 [00:00<00:32,  5.10it/s]
      4/499      4.32G     0.0315    0.01909    0.01912         75        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
      4/499      4.32G    0.03184    0.01898    0.01879         70        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
      4/499      4.32G    0.03184    0.01898    0.01879         70        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
      4/499      4.32G     0.0315    0.01862    0.01922         54        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
      4/499      4.32G     0.0315    0.01862    0.01922         54        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
      4/499      4.32G    0.03138    0.01906     0.0186         74        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
      4/499      4.32G    0.03138    0.01906     0.0186         74        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
      4/499      4.32G    0.03131    0.01925    0.01867         76        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
      4/499      4.32G    0.03131    0.01925    0.01867         76        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
      4/499      4.32G    0.03109    0.01921    0.01872         73        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
      4/499      4.32G    0.03109    0.01921    0.01872         73        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
      4/499      4.32G     0.0309    0.01915    0.01868         67        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
      4/499      4.32G     0.0309    0.01915    0.01868         67        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
      4/499      4.32G    0.03093    0.01963    0.01867         82        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
      4/499      4.32G    0.03093    0.01963    0.01867         82        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
      4/499      4.32G    0.03094    0.02017    0.01847         91        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
      4/499      4.32G    0.03094    0.02017    0.01847         91        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
      4/499      4.32G     0.0308    0.02003    0.01844         61        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
      4/499      4.32G     0.0308    0.02003    0.01844         61        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
      4/499      4.32G    0.03056    0.02012    0.01861         82        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
      4/499      4.32G    0.03056    0.02012    0.01861         82        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
      4/499      4.32G    0.03029    0.02009     0.0186         90        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
      4/499      4.32G    0.03029    0.02009     0.0186         90        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
      4/499      4.32G    0.03034    0.02007    0.01908         69        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
      4/499      4.32G    0.03034    0.02007    0.01908         69        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
      4/499      4.32G    0.03029    0.02044    0.01914         95        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
      4/499      4.32G    0.03029    0.02044    0.01914         95        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
      4/499      4.32G    0.03019    0.02018     0.0189         60        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
      4/499      4.32G    0.03019    0.02018     0.0189         60        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
      4/499      4.32G    0.03013    0.02027    0.01914         83        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
      4/499      4.32G    0.03013    0.02027    0.01914         83        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
      4/499      4.32G    0.03012    0.02004     0.0192         56        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
      4/499      4.32G    0.03012    0.02004     0.0192         56        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
      4/499      4.32G    0.02989    0.02005    0.01901         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
      4/499      4.32G    0.02989    0.02005    0.01901         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
      4/499      4.32G    0.02986    0.01987    0.01899         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
      4/499      4.32G    0.02986    0.01987    0.01899         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
      4/499      4.32G    0.02975    0.01988    0.01878         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
      4/499      4.32G    0.02975    0.01988    0.01878         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
      4/499      4.32G    0.02952     0.0197    0.01861         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
      4/499      4.32G    0.02952     0.0197    0.01861         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
      4/499      4.32G    0.02953    0.01961    0.01859         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
      4/499      4.32G    0.02953    0.01961    0.01859         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
      4/499      4.32G    0.02944    0.01961    0.01861         81        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
      4/499      4.32G    0.02944    0.01961    0.01861         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
      4/499      4.32G    0.02936    0.01952    0.01862         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
      4/499      4.32G    0.02936    0.01952    0.01862         67        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
      4/499      4.32G    0.02929    0.01951    0.01872         80        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
      4/499      4.32G    0.02929    0.01951    0.01872         80        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
      4/499      4.32G     0.0292     0.0194    0.01873         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
      4/499      4.32G     0.0292     0.0194    0.01873         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
      4/499      4.32G    0.02903    0.01934    0.01855         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
      4/499      4.32G    0.02903    0.01934    0.01855         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
      4/499      4.32G    0.02896    0.01934    0.01826         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
      4/499      4.32G    0.02896    0.01934    0.01826         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
      4/499      4.32G    0.02904    0.01919    0.01854         50        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
      4/499      4.32G    0.02904    0.01919    0.01854         50        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
      4/499      4.32G    0.02903    0.01918    0.01853         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
      4/499      4.32G    0.02903    0.01918    0.01853         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
      4/499      4.32G    0.02897    0.01919    0.01864         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
      4/499      4.32G    0.02897    0.01919    0.01864         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
      4/499      4.32G    0.02892    0.01912    0.01868         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
      4/499      4.32G    0.02892    0.01912    0.01868         61        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
      4/499      4.32G    0.02882    0.01906    0.01869         71        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
      4/499      4.32G    0.02882    0.01906    0.01869         71        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
      4/499      4.32G    0.02874    0.01896    0.01862         58        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
      4/499      4.32G    0.02874    0.01896    0.01862         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
      4/499      4.32G    0.02864    0.01882    0.01852         58        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
      4/499      4.32G    0.02864    0.01882    0.01852         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
      4/499      4.32G    0.02861    0.01882    0.01849         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
      4/499      4.32G    0.02861    0.01882    0.01849         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
      4/499      4.32G    0.02858    0.01874    0.01861         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
      4/499      4.32G    0.02858    0.01874    0.01861         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
      4/499      4.32G    0.02858    0.01874     0.0185         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
      4/499      4.32G    0.02858    0.01874     0.0185         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
      4/499      4.32G    0.02852    0.01871    0.01847         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
      4/499      4.32G    0.02852    0.01871    0.01847         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
      4/499      4.32G    0.02859     0.0189    0.01844         92        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
      4/499      4.32G    0.02859     0.0189    0.01844         92        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
      4/499      4.32G    0.02855    0.01888    0.01835         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
      4/499      4.32G    0.02855    0.01888    0.01835         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
      4/499      4.32G    0.02856    0.01893    0.01825         80        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
      4/499      4.32G    0.02856    0.01893    0.01825         80        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
      4/499      4.32G    0.02856    0.01886    0.01821         51        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
      4/499      4.32G    0.02856    0.01886    0.01821         51        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
      4/499      4.32G    0.02853    0.01882    0.01822         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
      4/499      4.32G    0.02853    0.01882    0.01822         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
      4/499      4.32G    0.02858    0.01875    0.01823         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
      4/499      4.32G    0.02858    0.01875    0.01823         61        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
      4/499      4.32G    0.02856    0.01877    0.01814         77        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
      4/499      4.32G    0.02856    0.01877    0.01814         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
      4/499      4.32G    0.02854    0.01874    0.01813         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
      4/499      4.32G    0.02854    0.01874    0.01813         68        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
      4/499      4.32G    0.02848    0.01874    0.01811         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
      4/499      4.32G    0.02848    0.01874    0.01811         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
      4/499      4.32G    0.02844     0.0187     0.0182         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
      4/499      4.32G    0.02844     0.0187     0.0182         61        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
      4/499      4.32G    0.02838    0.01868    0.01812         66        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
      4/499      4.32G    0.02838    0.01868    0.01812         66        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
      4/499      4.32G    0.02826    0.01866    0.01818         79        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
      4/499      4.32G    0.02826    0.01866    0.01818         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
      4/499      4.32G    0.02823    0.01872    0.01816         81        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
      4/499      4.32G    0.02823    0.01872    0.01816         81        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
      4/499      4.32G    0.02821    0.01866    0.01812         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
      4/499      4.32G    0.02821    0.01866    0.01812         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
      4/499      4.32G    0.02815    0.01866    0.01819         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
      4/499      4.32G    0.02815    0.01866    0.01819         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
      4/499      4.32G    0.02807    0.01867    0.01819         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
      4/499      4.32G    0.02807    0.01867    0.01819         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
      4/499      4.32G    0.02802    0.01866    0.01826         73        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
      4/499      4.32G    0.02802    0.01866    0.01826         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
      4/499      4.32G    0.02802     0.0187    0.01826         83        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
      4/499      4.32G    0.02802     0.0187    0.01826         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
      4/499      4.32G    0.02805    0.01867    0.01836         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
      4/499      4.32G    0.02805    0.01867    0.01836         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
      4/499      4.32G    0.02804    0.01867    0.01842         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
      4/499      4.32G    0.02804    0.01867    0.01842         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
      4/499      4.32G    0.02802    0.01864     0.0184         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
      4/499      4.32G    0.02802    0.01864     0.0184         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
      4/499      4.32G    0.02798     0.0186     0.0183         57        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
      4/499      4.32G    0.02798     0.0186     0.0183         57        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
      4/499      4.32G    0.02793    0.01861    0.01826         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
      4/499      4.32G    0.02793    0.01861    0.01826         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
      4/499      4.32G    0.02788    0.01855     0.0182         57        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
      4/499      4.32G    0.02788    0.01855     0.0182         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
      4/499      4.32G    0.02785    0.01857    0.01821         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
      4/499      4.32G    0.02785    0.01857    0.01821         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
      4/499      4.32G    0.02782    0.01855    0.01825         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
      4/499      4.32G    0.02782    0.01855    0.01825         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
      4/499      4.32G    0.02785    0.01856    0.01821         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
      4/499      4.32G    0.02785    0.01856    0.01821         77        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
      4/499      4.32G    0.02787    0.01859     0.0182         71        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
      4/499      4.32G    0.02787    0.01859     0.0182         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
      4/499      4.32G    0.02782    0.01856    0.01816         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
      4/499      4.32G    0.02782    0.01856    0.01816         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
      4/499      4.32G    0.02784    0.01856    0.01818         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
      4/499      4.32G    0.02784    0.01856    0.01818         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
      4/499      4.32G     0.0278    0.01851     0.0182         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
      4/499      4.32G     0.0278    0.01851     0.0182         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
      4/499      4.32G    0.02782     0.0185    0.01823         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
      4/499      4.32G    0.02782     0.0185    0.01823         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
      4/499      4.32G    0.02778    0.01849     0.0182         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
      4/499      4.32G    0.02778    0.01849     0.0182         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
      4/499      4.32G    0.02777    0.01852    0.01815         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
      4/499      4.32G    0.02777    0.01852    0.01815         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
      4/499      4.32G     0.0278    0.01853     0.0182         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
      4/499      4.32G     0.0278    0.01853     0.0182         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
      4/499      4.32G     0.0278    0.01858    0.01816         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
      4/499      4.32G     0.0278    0.01858    0.01816         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
      4/499      4.32G    0.02777    0.01858    0.01811         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
      4/499      4.32G    0.02777    0.01858    0.01811         73        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
      4/499      4.32G    0.02778     0.0186    0.01812         77        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
      4/499      4.32G    0.02778     0.0186    0.01812         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
      4/499      4.32G    0.02777    0.01864    0.01814         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
      4/499      4.32G    0.02777    0.01864    0.01814         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
      4/499      4.32G    0.02778    0.01864    0.01811         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
      4/499      4.32G    0.02778    0.01864    0.01811         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
      4/499      4.32G     0.0278    0.01862    0.01812         56        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
      4/499      4.32G     0.0278    0.01862    0.01812         56        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
      4/499      4.32G    0.02783    0.01858    0.01811         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
      4/499      4.32G    0.02783    0.01858    0.01811         55        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
      4/499      4.32G     0.0278    0.01857    0.01809         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
      4/499      4.32G     0.0278    0.01857    0.01809         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
      4/499      4.32G    0.02777    0.01852    0.01807         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
      4/499      4.32G    0.02777    0.01852    0.01807         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
      4/499      4.32G    0.02778    0.01852    0.01802         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
      4/499      4.32G    0.02778    0.01852    0.01802         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
      4/499      4.32G    0.02776    0.01851    0.01797         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
      4/499      4.32G    0.02776    0.01851    0.01797         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
      4/499      4.32G    0.02776     0.0185    0.01791         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
      4/499      4.32G    0.02776     0.0185    0.01791         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
      4/499      4.32G    0.02773    0.01849    0.01791         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
      4/499      4.32G    0.02773    0.01849    0.01791         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
      4/499      4.32G    0.02772    0.01854    0.01786         85        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
      4/499      4.32G    0.02772    0.01854    0.01786         85        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
      4/499      4.32G    0.02769    0.01851    0.01783         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
      4/499      4.32G    0.02769    0.01851    0.01783         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
      4/499      4.32G    0.02768    0.01853    0.01786         84        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
      4/499      4.32G    0.02768    0.01853    0.01786         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
      4/499      4.32G    0.02768    0.01856    0.01784         85        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
      4/499      4.32G    0.02768    0.01856    0.01784         85        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
      4/499      4.32G    0.02768    0.01855    0.01781         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
      4/499      4.32G    0.02768    0.01855    0.01781         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
      4/499      4.32G    0.02768    0.01856    0.01781         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
      4/499      4.32G    0.02768    0.01856    0.01781         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
      4/499      4.32G    0.02765    0.01857    0.01779         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
      4/499      4.32G    0.02765    0.01857    0.01779         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
      4/499      4.32G     0.0276    0.01856    0.01774         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
      4/499      4.32G     0.0276    0.01856    0.01774         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
      4/499      4.32G     0.0276    0.01856    0.01776         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
      4/499      4.32G     0.0276    0.01856    0.01776         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
      4/499      4.32G    0.02759    0.01854    0.01779         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
      4/499      4.32G    0.02759    0.01854    0.01779         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
      4/499      4.32G    0.02759    0.01848    0.01779         51        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
      4/499      4.32G    0.02759    0.01848    0.01779         51        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
      4/499      4.32G    0.02758    0.01846     0.0178         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
      4/499      4.32G    0.02758    0.01846     0.0178         68        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
      4/499      4.32G    0.02758    0.01849    0.01782         81        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
      4/499      4.32G    0.02758    0.01849    0.01782         81        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
      4/499      4.32G    0.02757    0.01853     0.0178         83        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
      4/499      4.32G    0.02757    0.01853     0.0178         83        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
      4/499      4.32G    0.02754    0.01853    0.01777         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
      4/499      4.32G    0.02754    0.01853    0.01777         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
      4/499      4.32G    0.02757    0.01851     0.0178         55        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
      4/499      4.32G    0.02757    0.01851     0.0178         55        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
      4/499      4.32G    0.02756    0.01849     0.0178         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
      4/499      4.32G    0.02756    0.01849     0.0178         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
      4/499      4.32G    0.02758     0.0185    0.01783         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
      4/499      4.32G    0.02758     0.0185    0.01783         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
      4/499      4.32G    0.02755    0.01849     0.0178         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
      4/499      4.32G    0.02755    0.01849     0.0178         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
      4/499      4.32G    0.02758    0.01848    0.01783         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
      4/499      4.32G    0.02758    0.01848    0.01783         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
      4/499      4.32G    0.02755    0.01845    0.01778         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
      4/499      4.32G    0.02755    0.01845    0.01778         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
      4/499      4.32G    0.02752    0.01842    0.01775         64        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
      4/499      4.32G    0.02752    0.01842    0.01775         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
      4/499      4.32G     0.0275    0.01842    0.01771         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
      4/499      4.32G     0.0275    0.01842    0.01771         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
      4/499      4.32G    0.02751    0.01841    0.01776         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
      4/499      4.32G    0.02751    0.01841    0.01776         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
      4/499      4.32G    0.02749    0.01841    0.01773         81        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
      4/499      4.32G    0.02749    0.01841    0.01773         81        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
      4/499      4.32G    0.02749     0.0184    0.01772         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
      4/499      4.32G    0.02749     0.0184    0.01772         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
      4/499      4.32G    0.02746    0.01839    0.01768         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
      4/499      4.32G    0.02746    0.01839    0.01768         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
      4/499      4.32G    0.02745    0.01836    0.01767         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
      4/499      4.32G    0.02745    0.01836    0.01767         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
      4/499      4.32G    0.02744    0.01837     0.0177         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
      4/499      4.32G    0.02744    0.01837     0.0177         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      4/499      4.32G    0.02743    0.01836    0.01772         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      4/499      4.32G    0.02743    0.01836    0.01772         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
      4/499      4.32G    0.02744    0.01838    0.01767         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
      4/499      4.32G    0.02744    0.01838    0.01767         79        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
      4/499      4.32G    0.02746    0.01838    0.01761         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
      4/499      4.32G    0.02746    0.01838    0.01761         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
      4/499      4.32G    0.02745     0.0184     0.0176         80        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
      4/499      4.32G    0.02745     0.0184     0.0176         80        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
      4/499      4.32G    0.02746    0.01841    0.01762         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
      4/499      4.32G    0.02746    0.01841    0.01762         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
      4/499      4.32G    0.02747    0.01838    0.01764         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
      4/499      4.32G    0.02747    0.01838    0.01764         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
      4/499      4.32G    0.02746    0.01837    0.01759         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
      4/499      4.32G    0.02746    0.01837    0.01759         64        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
      4/499      4.32G    0.02746    0.01838    0.01758         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
      4/499      4.32G    0.02746    0.01838    0.01758         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
      4/499      4.32G    0.02744    0.01839    0.01757         79        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
      4/499      4.32G    0.02744    0.01839    0.01757         79        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
      4/499      4.32G    0.02743    0.01838    0.01754         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
      4/499      4.32G    0.02743    0.01838    0.01754         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
      4/499      4.32G    0.02742    0.01834    0.01756         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
      4/499      4.32G    0.02742    0.01834    0.01756         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
      4/499      4.32G    0.02741    0.01833    0.01755         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
      4/499      4.32G    0.02741    0.01833    0.01755         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
      4/499      4.32G    0.02741    0.01832    0.01752         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
      4/499      4.32G    0.02741    0.01832    0.01752         58        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
      4/499      4.32G     0.0274    0.01831    0.01749         64        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
      4/499      4.32G     0.0274    0.01831    0.01749         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
      4/499      4.32G    0.02742     0.0183     0.0175         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
      4/499      4.32G    0.02742     0.0183     0.0175         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
      4/499      4.32G    0.02739    0.01829    0.01749         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
      4/499      4.32G    0.02739    0.01829    0.01749         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
      4/499      4.32G    0.02739    0.01832    0.01744         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
      4/499      4.32G    0.02739    0.01832    0.01744         77        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
      4/499      4.32G    0.02738    0.01834    0.01742         76        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
      4/499      4.32G    0.02738    0.01834    0.01742         76        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
      4/499      4.32G    0.02737    0.01833    0.01743         68        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
      4/499      4.32G    0.02737    0.01833    0.01743         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
      4/499      4.32G    0.02738    0.01834    0.01747         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
      4/499      4.32G    0.02738    0.01834    0.01747         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
      4/499      4.32G    0.02739    0.01834    0.01749         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
      4/499      4.32G    0.02739    0.01834    0.01749         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
      4/499      4.32G    0.02739    0.01833    0.01748         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
      4/499      4.32G    0.02739    0.01833    0.01748         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
      4/499      4.32G    0.02737    0.01831    0.01743         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
      4/499      4.32G    0.02737    0.01831    0.01743         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
      4/499      4.32G    0.02737     0.0183    0.01741         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
      4/499      4.32G    0.02737     0.0183    0.01741         62        640:  85%|########4 | 142/168 [00:26<00:04,  5.20it/s]
      4/499      4.32G    0.02736     0.0183    0.01741         75        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
      4/499      4.32G    0.02736     0.0183    0.01741         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
      4/499      4.32G    0.02736    0.01827    0.01741         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
      4/499      4.32G    0.02736    0.01827    0.01741         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
      4/499      4.32G    0.02735    0.01829    0.01739         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
      4/499      4.32G    0.02735    0.01829    0.01739         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
      4/499      4.32G    0.02732     0.0183    0.01739         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
      4/499      4.32G    0.02732     0.0183    0.01739         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
      4/499      4.32G     0.0273     0.0183    0.01739         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
      4/499      4.32G     0.0273     0.0183    0.01739         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
      4/499      4.32G    0.02728    0.01831    0.01737         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
      4/499      4.32G    0.02728    0.01831    0.01737         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
      4/499      4.32G    0.02729    0.01828    0.01739         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
      4/499      4.32G    0.02729    0.01828    0.01739         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
      4/499      4.32G    0.02729    0.01827    0.01738         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
      4/499      4.32G    0.02729    0.01827    0.01738         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      4/499      4.32G    0.02728    0.01823    0.01738         48        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      4/499      4.32G    0.02728    0.01823    0.01738         48        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
      4/499      4.32G    0.02728    0.01822    0.01735         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
      4/499      4.32G    0.02728    0.01822    0.01735         58        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
      4/499      4.32G    0.02728    0.01824    0.01732         84        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
      4/499      4.32G    0.02728    0.01824    0.01732         84        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
      4/499      4.32G    0.02729    0.01823    0.01731         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
      4/499      4.32G    0.02729    0.01823    0.01731         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
      4/499      4.32G     0.0273    0.01824    0.01727         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
      4/499      4.32G     0.0273    0.01824    0.01727         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
      4/499      4.32G     0.0273    0.01824    0.01726         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
      4/499      4.32G     0.0273    0.01824    0.01726         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
      4/499      4.32G     0.0273    0.01823    0.01725         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
      4/499      4.32G     0.0273    0.01823    0.01725         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
      4/499      4.32G    0.02732    0.01821    0.01723         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
      4/499      4.32G    0.02732    0.01821    0.01723         55        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
      4/499      4.32G    0.02732    0.01821    0.01727         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
      4/499      4.32G    0.02732    0.01821    0.01727         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
      4/499      4.32G     0.0273    0.01822    0.01722         80        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
      4/499      4.32G     0.0273    0.01822    0.01722         80        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
      4/499      4.32G     0.0273    0.01821    0.01721         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
      4/499      4.32G     0.0273    0.01821    0.01721         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
      4/499      4.32G    0.02731    0.01819    0.01722         53        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
      4/499      4.32G    0.02731    0.01819    0.01722         53        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
      4/499      4.32G    0.02731     0.0182    0.01724         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
      4/499      4.32G    0.02731     0.0182    0.01724         73        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
      4/499      4.32G    0.02728    0.01817    0.01724         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
      4/499      4.32G    0.02728    0.01817    0.01724         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
      4/499      4.32G    0.02729    0.01815    0.01727         56        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
      4/499      4.32G    0.02729    0.01815    0.01727         56        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
      4/499      4.32G    0.02728    0.01813    0.01726         52        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
      4/499      4.32G    0.02728    0.01813    0.01726         52        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
      4/499      4.32G    0.02728    0.01813    0.01725         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
      4/499      4.32G    0.02728    0.01813    0.01725         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
      4/499      4.32G     0.0273    0.01811    0.01731         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
      4/499      4.32G     0.0273    0.01811    0.01731         26        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
      4/499      4.32G     0.0273    0.01811    0.01731         26        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.57it/s]
                   all        132        263      0.652       0.73      0.775      0.521

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      5/499      4.32G    0.02726    0.01493    0.01545         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
      5/499      4.32G    0.02726    0.01493    0.01545         59        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
      5/499      4.32G    0.02828    0.01687    0.01595         75        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
      5/499      4.32G    0.02828    0.01687    0.01595         75        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
      5/499      4.32G    0.02844    0.01569    0.01514         47        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
      5/499      4.32G    0.02844    0.01569    0.01514         47        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
      5/499      4.32G    0.02846    0.01532    0.01524         65        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
      5/499      4.32G    0.02846    0.01532    0.01524         65        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
      5/499      4.32G    0.02872    0.01546    0.01531         69        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
      5/499      4.32G    0.02872    0.01546    0.01531         69        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
      5/499      4.32G    0.02848    0.01498     0.0153         51        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
      5/499      4.32G    0.02848    0.01498     0.0153         51        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
      5/499      4.32G    0.02857    0.01563     0.0153         72        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
      5/499      4.32G    0.02857    0.01563     0.0153         72        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
      5/499      4.32G    0.02863    0.01595    0.01507         67        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
      5/499      4.32G    0.02863    0.01595    0.01507         67        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
      5/499      4.32G    0.02874    0.01582    0.01537         54        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
      5/499      4.32G    0.02874    0.01582    0.01537         54        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
      5/499      4.32G    0.02894    0.01561    0.01542         54        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
      5/499      4.32G    0.02894    0.01561    0.01542         54        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
      5/499      4.32G    0.02895    0.01613    0.01566         83        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
      5/499      4.32G    0.02895    0.01613    0.01566         83        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
      5/499      4.32G    0.02901    0.01639    0.01588         73        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
      5/499      4.32G    0.02901    0.01639    0.01588         73        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
      5/499      4.32G    0.02901    0.01666    0.01647         75        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
      5/499      4.32G    0.02901    0.01666    0.01647         75        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
      5/499      4.32G    0.02913    0.01673    0.01637         67        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
      5/499      4.32G    0.02913    0.01673    0.01637         67        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
      5/499      4.32G    0.02894    0.01661    0.01631         61        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
      5/499      4.32G    0.02894    0.01661    0.01631         61        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
      5/499      4.32G    0.02887    0.01667    0.01619         69        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
      5/499      4.32G    0.02887    0.01667    0.01619         69        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
      5/499      4.32G    0.02888     0.0167    0.01655         66        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
      5/499      4.32G    0.02888     0.0167    0.01655         66        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
      5/499      4.32G     0.0289    0.01683    0.01664         77        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
      5/499      4.32G     0.0289    0.01683    0.01664         77        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
      5/499      4.32G    0.02882    0.01676    0.01665         60        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
      5/499      4.32G    0.02882    0.01676    0.01665         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
      5/499      4.32G    0.02869    0.01683    0.01664         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
      5/499      4.32G    0.02869    0.01683    0.01664         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
      5/499      4.32G    0.02863    0.01691    0.01662         79        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
      5/499      4.32G    0.02863    0.01691    0.01662         79        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
      5/499      4.32G    0.02866    0.01693    0.01667         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
      5/499      4.32G    0.02866    0.01693    0.01667         67        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
      5/499      4.32G    0.02859    0.01722    0.01656         88        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
      5/499      4.32G    0.02859    0.01722    0.01656         88        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
      5/499      4.32G    0.02859    0.01722    0.01658         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
      5/499      4.32G    0.02859    0.01722    0.01658         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
      5/499      4.32G    0.02856    0.01715    0.01641         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
      5/499      4.32G    0.02856    0.01715    0.01641         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
      5/499      4.32G    0.02854    0.01716    0.01662         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
      5/499      4.32G    0.02854    0.01716    0.01662         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
      5/499      4.32G     0.0285     0.0172    0.01681         70        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
      5/499      4.32G     0.0285     0.0172    0.01681         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
      5/499      4.32G    0.02842    0.01717    0.01669         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
      5/499      4.32G    0.02842    0.01717    0.01669         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
      5/499      4.32G    0.02846    0.01728    0.01651         79        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
      5/499      4.32G    0.02846    0.01728    0.01651         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
      5/499      4.32G    0.02854    0.01734    0.01683         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
      5/499      4.32G    0.02854    0.01734    0.01683         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
      5/499      4.32G    0.02847    0.01725    0.01674         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
      5/499      4.32G    0.02847    0.01725    0.01674         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
      5/499      4.32G    0.02849    0.01733    0.01668         81        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
      5/499      4.32G    0.02849    0.01733    0.01668         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
      5/499      4.32G    0.02844    0.01739    0.01677         83        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
      5/499      4.32G    0.02844    0.01739    0.01677         83        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
      5/499      4.32G    0.02836    0.01739    0.01681         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
      5/499      4.32G    0.02836    0.01739    0.01681         76        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
      5/499      4.32G    0.02835     0.0173     0.0167         60        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
      5/499      4.32G    0.02835     0.0173     0.0167         60        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
      5/499      4.32G    0.02838    0.01731    0.01672         69        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
      5/499      4.32G    0.02838    0.01731    0.01672         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
      5/499      4.32G    0.02841    0.01724    0.01671         55        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
      5/499      4.32G    0.02841    0.01724    0.01671         55        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
      5/499      4.32G    0.02841    0.01724    0.01673         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
      5/499      4.32G    0.02841    0.01724    0.01673         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
      5/499      4.32G    0.02839    0.01716    0.01666         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
      5/499      4.32G    0.02839    0.01716    0.01666         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
      5/499      4.32G    0.02843    0.01722    0.01672         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
      5/499      4.32G    0.02843    0.01722    0.01672         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
      5/499      4.32G    0.02839    0.01724    0.01666         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
      5/499      4.32G    0.02839    0.01724    0.01666         74        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      5/499      4.32G    0.02835    0.01731    0.01667         76        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      5/499      4.32G    0.02835    0.01731    0.01667         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
      5/499      4.32G    0.02838    0.01744     0.0167         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
      5/499      4.32G    0.02838    0.01744     0.0167         76        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
      5/499      4.32G    0.02837    0.01739     0.0167         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
      5/499      4.32G    0.02837    0.01739     0.0167         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
      5/499      4.32G    0.02834    0.01734    0.01665         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
      5/499      4.32G    0.02834    0.01734    0.01665         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
      5/499      4.32G    0.02834    0.01741    0.01658         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
      5/499      4.32G    0.02834    0.01741    0.01658         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
      5/499      4.32G    0.02833    0.01741     0.0166         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
      5/499      4.32G    0.02833    0.01741     0.0166         61        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
      5/499      4.32G     0.0283    0.01737    0.01661         63        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
      5/499      4.32G     0.0283    0.01737    0.01661         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
      5/499      4.32G    0.02826    0.01739    0.01648         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
      5/499      4.32G    0.02826    0.01739    0.01648         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
      5/499      4.32G    0.02832    0.01743    0.01662         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
      5/499      4.32G    0.02832    0.01743    0.01662         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
      5/499      4.32G    0.02823    0.01738    0.01654         49        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
      5/499      4.32G    0.02823    0.01738    0.01654         49        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
      5/499      4.32G    0.02825    0.01737    0.01648         61        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
      5/499      4.32G    0.02825    0.01737    0.01648         61        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
      5/499      4.32G    0.02819    0.01733    0.01641         58        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
      5/499      4.32G    0.02819    0.01733    0.01641         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
      5/499      4.32G    0.02819    0.01729    0.01637         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
      5/499      4.32G    0.02819    0.01729    0.01637         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
      5/499      4.32G    0.02812    0.01728    0.01648         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
      5/499      4.32G    0.02812    0.01728    0.01648         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
      5/499      4.32G    0.02806    0.01725    0.01643         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
      5/499      4.32G    0.02806    0.01725    0.01643         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
      5/499      4.32G    0.02801    0.01727    0.01647         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
      5/499      4.32G    0.02801    0.01727    0.01647         66        640:  34%|###3      | 57/168 [00:10<00:21,  5.22it/s]
      5/499      4.32G    0.02798     0.0174    0.01641         90        640:  34%|###3      | 57/168 [00:11<00:21,  5.22it/s]
      5/499      4.32G    0.02798     0.0174    0.01641         90        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
      5/499      4.32G    0.02798     0.0174    0.01645         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
      5/499      4.32G    0.02798     0.0174    0.01645         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
      5/499      4.32G    0.02798    0.01741    0.01643         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
      5/499      4.32G    0.02798    0.01741    0.01643         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
      5/499      4.32G      0.028     0.0174    0.01641         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
      5/499      4.32G      0.028     0.0174    0.01641         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
      5/499      4.32G    0.02795     0.0174    0.01642         81        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
      5/499      4.32G    0.02795     0.0174    0.01642         81        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
      5/499      4.32G    0.02794    0.01738    0.01644         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
      5/499      4.32G    0.02794    0.01738    0.01644         61        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
      5/499      4.32G    0.02791    0.01744     0.0165         82        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
      5/499      4.32G    0.02791    0.01744     0.0165         82        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
      5/499      4.32G    0.02785    0.01739    0.01647         52        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
      5/499      4.32G    0.02785    0.01739    0.01647         52        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
      5/499      4.32G    0.02784    0.01735    0.01647         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
      5/499      4.32G    0.02784    0.01735    0.01647         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
      5/499      4.32G    0.02782    0.01744    0.01642         87        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
      5/499      4.32G    0.02782    0.01744    0.01642         87        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
      5/499      4.32G    0.02781    0.01745    0.01639         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
      5/499      4.32G    0.02781    0.01745    0.01639         69        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
      5/499      4.32G    0.02777    0.01741    0.01631         56        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
      5/499      4.32G    0.02777    0.01741    0.01631         56        640:  41%|####1     | 69/168 [00:13<00:18,  5.25it/s]
      5/499      4.32G    0.02774    0.01741    0.01633         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.25it/s]
      5/499      4.32G    0.02774    0.01741    0.01633         63        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
      5/499      4.32G    0.02769    0.01734    0.01627         48        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
      5/499      4.32G    0.02769    0.01734    0.01627         48        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
      5/499      4.32G    0.02765    0.01731    0.01625         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
      5/499      4.32G    0.02765    0.01731    0.01625         56        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
      5/499      4.32G     0.0276     0.0173    0.01618         69        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
      5/499      4.32G     0.0276     0.0173    0.01618         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
      5/499      4.32G    0.02759    0.01731    0.01616         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
      5/499      4.32G    0.02759    0.01731    0.01616         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
      5/499      4.32G    0.02753    0.01729    0.01619         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
      5/499      4.32G    0.02753    0.01729    0.01619         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
      5/499      4.32G    0.02754    0.01729    0.01623         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
      5/499      4.32G    0.02754    0.01729    0.01623         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
      5/499      4.32G    0.02749    0.01729    0.01619         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
      5/499      4.32G    0.02749    0.01729    0.01619         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
      5/499      4.32G    0.02746     0.0173    0.01624         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
      5/499      4.32G    0.02746     0.0173    0.01624         67        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
      5/499      4.32G    0.02746    0.01735    0.01624         81        640:  46%|####6     | 78/168 [00:15<00:16,  5.37it/s]
      5/499      4.32G    0.02746    0.01735    0.01624         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
      5/499      4.32G    0.02742    0.01734    0.01615         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
      5/499      4.32G    0.02742    0.01734    0.01615         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
      5/499      4.32G    0.02738    0.01729    0.01611         53        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
      5/499      4.32G    0.02738    0.01729    0.01611         53        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
      5/499      4.32G    0.02735     0.0173    0.01615         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
      5/499      4.32G    0.02735     0.0173    0.01615         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
      5/499      4.32G     0.0273    0.01728    0.01608         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
      5/499      4.32G     0.0273    0.01728    0.01608         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
      5/499      4.32G    0.02726    0.01722    0.01607         49        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
      5/499      4.32G    0.02726    0.01722    0.01607         49        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
      5/499      4.32G    0.02725    0.01729     0.0161         92        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
      5/499      4.32G    0.02725    0.01729     0.0161         92        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
      5/499      4.32G     0.0272    0.01732    0.01607         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
      5/499      4.32G     0.0272    0.01732    0.01607         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
      5/499      4.32G    0.02717    0.01729    0.01608         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
      5/499      4.32G    0.02717    0.01729    0.01608         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
      5/499      4.32G    0.02715    0.01734    0.01612         88        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
      5/499      4.32G    0.02715    0.01734    0.01612         88        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
      5/499      4.32G    0.02714    0.01732    0.01617         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
      5/499      4.32G    0.02714    0.01732    0.01617         58        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
      5/499      4.32G     0.0271    0.01735    0.01614         75        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
      5/499      4.32G     0.0271    0.01735    0.01614         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
      5/499      4.32G    0.02709    0.01738    0.01611         81        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
      5/499      4.32G    0.02709    0.01738    0.01611         81        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
      5/499      4.32G    0.02708    0.01739    0.01609         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
      5/499      4.32G    0.02708    0.01739    0.01609         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
      5/499      4.32G    0.02708    0.01737    0.01612         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
      5/499      4.32G    0.02708    0.01737    0.01612         57        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
      5/499      4.32G    0.02705    0.01738    0.01615         78        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
      5/499      4.32G    0.02705    0.01738    0.01615         78        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
      5/499      4.32G    0.02703    0.01737    0.01612         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
      5/499      4.32G    0.02703    0.01737    0.01612         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
      5/499      4.32G    0.02701    0.01739     0.0161         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
      5/499      4.32G    0.02701    0.01739     0.0161         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
      5/499      4.32G    0.02702    0.01744     0.0161         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
      5/499      4.32G    0.02702    0.01744     0.0161         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
      5/499      4.32G    0.02698    0.01745    0.01607         84        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
      5/499      4.32G    0.02698    0.01745    0.01607         84        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
      5/499      4.32G    0.02699    0.01744    0.01607         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
      5/499      4.32G    0.02699    0.01744    0.01607         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
      5/499      4.32G    0.02697    0.01743    0.01604         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
      5/499      4.32G    0.02697    0.01743    0.01604         67        640:  60%|#####9    | 100/168 [00:18<00:13,  5.16it/s]
      5/499      4.32G    0.02697    0.01743      0.016         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
      5/499      4.32G    0.02697    0.01743      0.016         61        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
      5/499      4.32G    0.02694    0.01744    0.01597         74        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
      5/499      4.32G    0.02694    0.01744    0.01597         74        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
      5/499      4.32G    0.02693    0.01743    0.01595         74        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
      5/499      4.32G    0.02693    0.01743    0.01595         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
      5/499      4.32G    0.02691    0.01741    0.01592         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
      5/499      4.32G    0.02691    0.01741    0.01592         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
      5/499      4.32G    0.02691    0.01741    0.01592         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
      5/499      4.32G    0.02691    0.01741    0.01592         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
      5/499      4.32G    0.02688    0.01738    0.01595         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
      5/499      4.32G    0.02688    0.01738    0.01595         55        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
      5/499      4.32G    0.02688    0.01742    0.01594         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
      5/499      4.32G    0.02688    0.01742    0.01594         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
      5/499      4.32G    0.02686    0.01742    0.01595         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
      5/499      4.32G    0.02686    0.01742    0.01595         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
      5/499      4.32G    0.02682    0.01744    0.01594         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
      5/499      4.32G    0.02682    0.01744    0.01594         82        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
      5/499      4.32G     0.0268    0.01745    0.01594         80        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
      5/499      4.32G     0.0268    0.01745    0.01594         80        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
      5/499      4.32G    0.02676    0.01741    0.01591         49        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
      5/499      4.32G    0.02676    0.01741    0.01591         49        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
      5/499      4.32G    0.02673     0.0174    0.01589         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
      5/499      4.32G    0.02673     0.0174    0.01589         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
      5/499      4.32G     0.0267    0.01737    0.01592         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
      5/499      4.32G     0.0267    0.01737    0.01592         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
      5/499      4.32G    0.02668    0.01738    0.01589         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
      5/499      4.32G    0.02668    0.01738    0.01589         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
      5/499      4.32G    0.02666    0.01736    0.01589         50        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
      5/499      4.32G    0.02666    0.01736    0.01589         50        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
      5/499      4.32G    0.02665    0.01734    0.01589         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
      5/499      4.32G    0.02665    0.01734    0.01589         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
      5/499      4.32G    0.02664     0.0174     0.0159         93        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
      5/499      4.32G    0.02664     0.0174     0.0159         93        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
      5/499      4.32G    0.02661    0.01741    0.01587         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
      5/499      4.32G    0.02661    0.01741    0.01587         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
      5/499      4.32G    0.02658    0.01742    0.01584         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
      5/499      4.32G    0.02658    0.01742    0.01584         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
      5/499      4.32G    0.02656    0.01741    0.01585         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
      5/499      4.32G    0.02656    0.01741    0.01585         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
      5/499      4.32G    0.02654    0.01742    0.01582         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
      5/499      4.32G    0.02654    0.01742    0.01582         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
      5/499      4.32G    0.02651    0.01741    0.01579         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
      5/499      4.32G    0.02651    0.01741    0.01579         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
      5/499      4.32G    0.02653    0.01742    0.01575         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
      5/499      4.32G    0.02653    0.01742    0.01575         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
      5/499      4.32G    0.02654     0.0174    0.01579         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
      5/499      4.32G    0.02654     0.0174    0.01579         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
      5/499      4.32G    0.02654    0.01738    0.01576         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
      5/499      4.32G    0.02654    0.01738    0.01576         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
      5/499      4.32G    0.02651    0.01738    0.01576         79        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
      5/499      4.32G    0.02651    0.01738    0.01576         79        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
      5/499      4.32G     0.0265    0.01737    0.01574         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
      5/499      4.32G     0.0265    0.01737    0.01574         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
      5/499      4.32G    0.02651    0.01738    0.01572         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
      5/499      4.32G    0.02651    0.01738    0.01572         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
      5/499      4.32G    0.02649    0.01739     0.0157         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
      5/499      4.32G    0.02649    0.01739     0.0157         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
      5/499      4.32G     0.0265    0.01737     0.0157         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
      5/499      4.32G     0.0265    0.01737     0.0157         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
      5/499      4.32G    0.02649    0.01739    0.01565         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
      5/499      4.32G    0.02649    0.01739    0.01565         69        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
      5/499      4.32G    0.02648    0.01739    0.01568         64        640:  78%|#######7  | 131/168 [00:25<00:06,  5.32it/s]
      5/499      4.32G    0.02648    0.01739    0.01568         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
      5/499      4.32G    0.02646    0.01741    0.01566         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
      5/499      4.32G    0.02646    0.01741    0.01566         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
      5/499      4.32G    0.02644    0.01741    0.01563         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
      5/499      4.32G    0.02644    0.01741    0.01563         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
      5/499      4.32G    0.02643    0.01742    0.01559         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
      5/499      4.32G    0.02643    0.01742    0.01559         77        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
      5/499      4.32G    0.02644    0.01739    0.01557         52        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
      5/499      4.32G    0.02644    0.01739    0.01557         52        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
      5/499      4.32G    0.02643    0.01737    0.01554         59        640:  81%|########  | 136/168 [00:26<00:06,  5.22it/s]
      5/499      4.32G    0.02643    0.01737    0.01554         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
      5/499      4.32G     0.0264    0.01737    0.01554         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
      5/499      4.32G     0.0264    0.01737    0.01554         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
      5/499      4.32G    0.02639    0.01739    0.01552         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
      5/499      4.32G    0.02639    0.01739    0.01552         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
      5/499      4.32G    0.02638    0.01742     0.0155         88        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
      5/499      4.32G    0.02638    0.01742     0.0155         88        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
      5/499      4.32G    0.02637    0.01743    0.01547         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
      5/499      4.32G    0.02637    0.01743    0.01547         76        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
      5/499      4.32G    0.02635    0.01739    0.01548         47        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
      5/499      4.32G    0.02635    0.01739    0.01548         47        640:  85%|########4 | 142/168 [00:26<00:05,  5.13it/s]
      5/499      4.32G    0.02634    0.01739    0.01553         72        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
      5/499      4.32G    0.02634    0.01739    0.01553         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
      5/499      4.32G    0.02632    0.01738    0.01551         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
      5/499      4.32G    0.02632    0.01738    0.01551         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
      5/499      4.32G     0.0263    0.01739    0.01548         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
      5/499      4.32G     0.0263    0.01739    0.01548         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
      5/499      4.32G    0.02632    0.01737    0.01552         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
      5/499      4.32G    0.02632    0.01737    0.01552         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
      5/499      4.32G    0.02632    0.01738    0.01549         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
      5/499      4.32G    0.02632    0.01738    0.01549         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
      5/499      4.32G    0.02629    0.01735    0.01548         53        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
      5/499      4.32G    0.02629    0.01735    0.01548         53        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
      5/499      4.32G    0.02627    0.01734    0.01549         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
      5/499      4.32G    0.02627    0.01734    0.01549         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
      5/499      4.32G    0.02625    0.01734    0.01547         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
      5/499      4.32G    0.02625    0.01734    0.01547         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      5/499      4.32G    0.02623    0.01734    0.01548         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      5/499      4.32G    0.02623    0.01734    0.01548         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
      5/499      4.32G    0.02624    0.01736    0.01553         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
      5/499      4.32G    0.02624    0.01736    0.01553         72        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
      5/499      4.32G    0.02623    0.01735    0.01553         63        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
      5/499      4.32G    0.02623    0.01735    0.01553         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
      5/499      4.32G    0.02621    0.01731    0.01555         46        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
      5/499      4.32G    0.02621    0.01731    0.01555         46        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
      5/499      4.32G    0.02619    0.01728    0.01553         52        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
      5/499      4.32G    0.02619    0.01728    0.01553         52        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
      5/499      4.32G    0.02618    0.01726    0.01558         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
      5/499      4.32G    0.02618    0.01726    0.01558         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
      5/499      4.32G    0.02618    0.01726    0.01561         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
      5/499      4.32G    0.02618    0.01726    0.01561         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
      5/499      4.32G    0.02618    0.01723    0.01559         49        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
      5/499      4.32G    0.02618    0.01723    0.01559         49        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
      5/499      4.32G    0.02617     0.0172    0.01557         44        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
      5/499      4.32G    0.02617     0.0172    0.01557         44        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
      5/499      4.32G    0.02615    0.01721    0.01559         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
      5/499      4.32G    0.02615    0.01721    0.01559         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
      5/499      4.32G    0.02615    0.01722    0.01559         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
      5/499      4.32G    0.02615    0.01722    0.01559         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
      5/499      4.32G    0.02614    0.01724    0.01559         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
      5/499      4.32G    0.02614    0.01724    0.01559         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
      5/499      4.32G    0.02614    0.01724    0.01561         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
      5/499      4.32G    0.02614    0.01724    0.01561         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
      5/499      4.32G    0.02612    0.01724    0.01565         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
      5/499      4.32G    0.02612    0.01724    0.01565         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
      5/499      4.32G    0.02612    0.01723    0.01565         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
      5/499      4.32G    0.02612    0.01723    0.01565         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
      5/499      4.32G    0.02613    0.01722    0.01567         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
      5/499      4.32G    0.02613    0.01722    0.01567         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
      5/499      4.32G     0.0261    0.01721    0.01572         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
      5/499      4.32G     0.0261    0.01721    0.01572         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
      5/499      4.32G     0.0261    0.01722    0.01573         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
      5/499      4.32G     0.0261    0.01722    0.01573         32        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
      5/499      4.32G     0.0261    0.01722    0.01573         32        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.66it/s]
                   all        132        263      0.717      0.596      0.723      0.458

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      6/499      4.32G    0.02186    0.01787    0.01496         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
      6/499      4.32G    0.02186    0.01787    0.01496         76        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
      6/499      4.32G    0.02398    0.01639    0.01742         61        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
      6/499      4.32G    0.02398    0.01639    0.01742         61        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
      6/499      4.32G    0.02471    0.01607    0.01799         64        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
      6/499      4.32G    0.02471    0.01607    0.01799         64        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
      6/499      4.32G    0.02488    0.01651    0.01764         73        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
      6/499      4.32G    0.02488    0.01651    0.01764         73        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
      6/499      4.32G    0.02522    0.01657    0.01643         71        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
      6/499      4.32G    0.02522    0.01657    0.01643         71        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
      6/499      4.32G    0.02557    0.01662    0.01679         69        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
      6/499      4.32G    0.02557    0.01662    0.01679         69        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
      6/499      4.32G    0.02538    0.01657    0.01592         60        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
      6/499      4.32G    0.02538    0.01657    0.01592         60        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
      6/499      4.32G    0.02549     0.0163    0.01594         56        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
      6/499      4.32G    0.02549     0.0163    0.01594         56        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
      6/499      4.32G    0.02504    0.01625    0.01558         70        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
      6/499      4.32G    0.02504    0.01625    0.01558         70        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
      6/499      4.32G    0.02515    0.01615    0.01598         59        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
      6/499      4.32G    0.02515    0.01615    0.01598         59        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
      6/499      4.32G    0.02509     0.0166    0.01558         78        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
      6/499      4.32G    0.02509     0.0166    0.01558         78        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
      6/499      4.32G    0.02521    0.01637    0.01573         54        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
      6/499      4.32G    0.02521    0.01637    0.01573         54        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
      6/499      4.32G    0.02505    0.01644    0.01571         68        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
      6/499      4.32G    0.02505    0.01644    0.01571         68        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
      6/499      4.32G    0.02498    0.01641    0.01588         63        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
      6/499      4.32G    0.02498    0.01641    0.01588         63        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
      6/499      4.32G    0.02484    0.01625    0.01571         56        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
      6/499      4.32G    0.02484    0.01625    0.01571         56        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
      6/499      4.32G    0.02495    0.01606    0.01579         49        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
      6/499      4.32G    0.02495    0.01606    0.01579         49        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
      6/499      4.32G    0.02482    0.01603    0.01588         69        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
      6/499      4.32G    0.02482    0.01603    0.01588         69        640:  10%|#         | 17/168 [00:03<00:29,  5.20it/s]
      6/499      4.32G    0.02495    0.01603    0.01607         55        640:  10%|#         | 17/168 [00:03<00:29,  5.20it/s]
      6/499      4.32G    0.02495    0.01603    0.01607         55        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
      6/499      4.32G    0.02494    0.01605    0.01584         67        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
      6/499      4.32G    0.02494    0.01605    0.01584         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
      6/499      4.32G    0.02501    0.01625    0.01586         83        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
      6/499      4.32G    0.02501    0.01625    0.01586         83        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
      6/499      4.32G    0.02502    0.01619    0.01586         54        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
      6/499      4.32G    0.02502    0.01619    0.01586         54        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
      6/499      4.32G    0.02497      0.016    0.01621         46        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
      6/499      4.32G    0.02497      0.016    0.01621         46        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
      6/499      4.32G    0.02489    0.01595    0.01625         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
      6/499      4.32G    0.02489    0.01595    0.01625         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
      6/499      4.32G    0.02491    0.01593    0.01618         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
      6/499      4.32G    0.02491    0.01593    0.01618         58        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
      6/499      4.32G    0.02484    0.01585    0.01624         55        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
      6/499      4.32G    0.02484    0.01585    0.01624         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
      6/499      4.32G    0.02474    0.01587    0.01611         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
      6/499      4.32G    0.02474    0.01587    0.01611         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
      6/499      4.32G     0.0248    0.01584    0.01624         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
      6/499      4.32G     0.0248    0.01584    0.01624         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
      6/499      4.32G    0.02484    0.01583    0.01638         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
      6/499      4.32G    0.02484    0.01583    0.01638         58        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
      6/499      4.32G    0.02489    0.01586    0.01634         57        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
      6/499      4.32G    0.02489    0.01586    0.01634         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
      6/499      4.32G    0.02494    0.01581    0.01623         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
      6/499      4.32G    0.02494    0.01581    0.01623         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
      6/499      4.32G    0.02498    0.01575    0.01623         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
      6/499      4.32G    0.02498    0.01575    0.01623         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
      6/499      4.32G    0.02495    0.01566    0.01627         49        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
      6/499      4.32G    0.02495    0.01566    0.01627         49        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
      6/499      4.32G    0.02495    0.01568    0.01619         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
      6/499      4.32G    0.02495    0.01568    0.01619         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
      6/499      4.32G    0.02497    0.01572    0.01612         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
      6/499      4.32G    0.02497    0.01572    0.01612         62        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
      6/499      4.32G    0.02503    0.01575    0.01603         67        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
      6/499      4.32G    0.02503    0.01575    0.01603         67        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
      6/499      4.32G    0.02512     0.0158     0.0161         64        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
      6/499      4.32G    0.02512     0.0158     0.0161         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
      6/499      4.32G    0.02513    0.01589    0.01604         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.38it/s]
      6/499      4.32G    0.02513    0.01589    0.01604         77        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
      6/499      4.32G    0.02512    0.01595    0.01608         74        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
      6/499      4.32G    0.02512    0.01595    0.01608         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
      6/499      4.32G    0.02507    0.01591    0.01602         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
      6/499      4.32G    0.02507    0.01591    0.01602         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
      6/499      4.32G    0.02513    0.01592    0.01601         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
      6/499      4.32G    0.02513    0.01592    0.01601         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
      6/499      4.32G     0.0252    0.01592    0.01615         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
      6/499      4.32G     0.0252    0.01592    0.01615         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      6/499      4.32G    0.02525    0.01599    0.01624         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      6/499      4.32G    0.02525    0.01599    0.01624         69        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
      6/499      4.32G    0.02523     0.0161    0.01618         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
      6/499      4.32G    0.02523     0.0161    0.01618         76        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
      6/499      4.32G    0.02527    0.01618     0.0161         80        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
      6/499      4.32G    0.02527    0.01618     0.0161         80        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
      6/499      4.32G    0.02528    0.01628    0.01605         79        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
      6/499      4.32G    0.02528    0.01628    0.01605         79        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
      6/499      4.32G    0.02531    0.01628     0.0161         62        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
      6/499      4.32G    0.02531    0.01628     0.0161         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
      6/499      4.32G    0.02531    0.01633    0.01605         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
      6/499      4.32G    0.02531    0.01633    0.01605         73        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
      6/499      4.32G     0.0254    0.01646    0.01603         69        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
      6/499      4.32G     0.0254    0.01646    0.01603         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
      6/499      4.32G    0.02536     0.0165    0.01594         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
      6/499      4.32G    0.02536     0.0165    0.01594         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
      6/499      4.32G    0.02535    0.01656    0.01597         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
      6/499      4.32G    0.02535    0.01656    0.01597         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
      6/499      4.32G    0.02537    0.01663    0.01597         85        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
      6/499      4.32G    0.02537    0.01663    0.01597         85        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
      6/499      4.32G    0.02536    0.01667      0.016         81        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
      6/499      4.32G    0.02536    0.01667      0.016         81        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
      6/499      4.32G    0.02535     0.0167    0.01599         79        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
      6/499      4.32G    0.02535     0.0167    0.01599         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
      6/499      4.32G    0.02533    0.01669    0.01597         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
      6/499      4.32G    0.02533    0.01669    0.01597         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
      6/499      4.32G    0.02535    0.01667     0.0161         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
      6/499      4.32G    0.02535    0.01667     0.0161         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
      6/499      4.32G     0.0253    0.01663    0.01601         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
      6/499      4.32G     0.0253    0.01663    0.01601         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
      6/499      4.32G    0.02529    0.01663    0.01588         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
      6/499      4.32G    0.02529    0.01663    0.01588         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
      6/499      4.32G     0.0253    0.01662     0.0158         60        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
      6/499      4.32G     0.0253    0.01662     0.0158         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
      6/499      4.32G     0.0253    0.01659    0.01581         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
      6/499      4.32G     0.0253    0.01659    0.01581         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
      6/499      4.32G     0.0253    0.01658    0.01577         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
      6/499      4.32G     0.0253    0.01658    0.01577         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
      6/499      4.32G    0.02529    0.01656    0.01584         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
      6/499      4.32G    0.02529    0.01656    0.01584         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
      6/499      4.32G    0.02525    0.01654    0.01578         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
      6/499      4.32G    0.02525    0.01654    0.01578         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
      6/499      4.32G    0.02524    0.01656    0.01581         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
      6/499      4.32G    0.02524    0.01656    0.01581         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
      6/499      4.32G    0.02525    0.01654    0.01581         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
      6/499      4.32G    0.02525    0.01654    0.01581         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
      6/499      4.32G    0.02528    0.01656    0.01573         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
      6/499      4.32G    0.02528    0.01656    0.01573         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
      6/499      4.32G    0.02524    0.01658    0.01569         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
      6/499      4.32G    0.02524    0.01658    0.01569         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
      6/499      4.32G    0.02527    0.01658    0.01573         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
      6/499      4.32G    0.02527    0.01658    0.01573         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
      6/499      4.32G    0.02523    0.01657    0.01571         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
      6/499      4.32G    0.02523    0.01657    0.01571         68        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
      6/499      4.32G    0.02521    0.01659    0.01569         67        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
      6/499      4.32G    0.02521    0.01659    0.01569         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
      6/499      4.32G    0.02523    0.01658    0.01569         52        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
      6/499      4.32G    0.02523    0.01658    0.01569         52        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
      6/499      4.32G    0.02522     0.0166    0.01567         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
      6/499      4.32G    0.02522     0.0166    0.01567         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
      6/499      4.32G    0.02518    0.01659    0.01565         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
      6/499      4.32G    0.02518    0.01659    0.01565         69        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
      6/499      4.32G    0.02516    0.01659    0.01567         70        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
      6/499      4.32G    0.02516    0.01659    0.01567         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
      6/499      4.32G    0.02515    0.01658    0.01562         57        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
      6/499      4.32G    0.02515    0.01658    0.01562         57        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
      6/499      4.32G    0.02514     0.0166    0.01564         80        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
      6/499      4.32G    0.02514     0.0166    0.01564         80        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
      6/499      4.32G     0.0251    0.01655    0.01557         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
      6/499      4.32G     0.0251    0.01655    0.01557         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
      6/499      4.32G    0.02509    0.01658     0.0156         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
      6/499      4.32G    0.02509    0.01658     0.0156         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
      6/499      4.32G     0.0251    0.01659    0.01561         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
      6/499      4.32G     0.0251    0.01659    0.01561         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
      6/499      4.32G    0.02508    0.01658    0.01563         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
      6/499      4.32G    0.02508    0.01658    0.01563         63        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
      6/499      4.32G    0.02506    0.01656    0.01559         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
      6/499      4.32G    0.02506    0.01656    0.01559         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
      6/499      4.32G    0.02503    0.01654    0.01559         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
      6/499      4.32G    0.02503    0.01654    0.01559         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
      6/499      4.32G    0.02501    0.01654    0.01554         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
      6/499      4.32G    0.02501    0.01654    0.01554         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
      6/499      4.32G    0.02503    0.01661    0.01553         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
      6/499      4.32G    0.02503    0.01661    0.01553         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
      6/499      4.32G    0.02502    0.01661    0.01551         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
      6/499      4.32G    0.02502    0.01661    0.01551         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
      6/499      4.32G    0.02501    0.01658    0.01546         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
      6/499      4.32G    0.02501    0.01658    0.01546         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
      6/499      4.32G    0.02499    0.01659    0.01541         77        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
      6/499      4.32G    0.02499    0.01659    0.01541         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
      6/499      4.32G    0.02499    0.01659    0.01538         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
      6/499      4.32G    0.02499    0.01659    0.01538         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
      6/499      4.32G      0.025    0.01659    0.01536         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
      6/499      4.32G      0.025    0.01659    0.01536         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
      6/499      4.32G    0.02498    0.01656    0.01534         48        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
      6/499      4.32G    0.02498    0.01656    0.01534         48        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
      6/499      4.32G    0.02499    0.01653    0.01533         61        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
      6/499      4.32G    0.02499    0.01653    0.01533         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
      6/499      4.32G    0.02495    0.01651     0.0153         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
      6/499      4.32G    0.02495    0.01651     0.0153         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
      6/499      4.32G    0.02491    0.01651    0.01525         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
      6/499      4.32G    0.02491    0.01651    0.01525         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
      6/499      4.32G    0.02489    0.01654     0.0152         81        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
      6/499      4.32G    0.02489    0.01654     0.0152         81        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
      6/499      4.32G    0.02486    0.01655    0.01512         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
      6/499      4.32G    0.02486    0.01655    0.01512         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
      6/499      4.32G    0.02489    0.01651    0.01508         53        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
      6/499      4.32G    0.02489    0.01651    0.01508         53        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
      6/499      4.32G    0.02487    0.01651    0.01503         70        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
      6/499      4.32G    0.02487    0.01651    0.01503         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
      6/499      4.32G    0.02484    0.01651    0.01498         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
      6/499      4.32G    0.02484    0.01651    0.01498         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
      6/499      4.32G    0.02484    0.01653    0.01497         81        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
      6/499      4.32G    0.02484    0.01653    0.01497         81        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
      6/499      4.32G    0.02484    0.01655      0.015         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
      6/499      4.32G    0.02484    0.01655      0.015         69        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
      6/499      4.32G    0.02484    0.01653    0.01496         60        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
      6/499      4.32G    0.02484    0.01653    0.01496         60        640:  60%|#####9    | 100/168 [00:18<00:13,  5.17it/s]
      6/499      4.32G    0.02481    0.01652    0.01494         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
      6/499      4.32G    0.02481    0.01652    0.01494         64        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
      6/499      4.32G    0.02481    0.01651    0.01497         67        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
      6/499      4.32G    0.02481    0.01651    0.01497         67        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
      6/499      4.32G    0.02481    0.01654    0.01498         70        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
      6/499      4.32G    0.02481    0.01654    0.01498         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
      6/499      4.32G    0.02479    0.01652    0.01491         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
      6/499      4.32G    0.02479    0.01652    0.01491         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
      6/499      4.32G     0.0248    0.01653     0.0149         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
      6/499      4.32G     0.0248    0.01653     0.0149         75        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
      6/499      4.32G    0.02479    0.01653    0.01491         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
      6/499      4.32G    0.02479    0.01653    0.01491         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
      6/499      4.32G     0.0248    0.01654    0.01491         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
      6/499      4.32G     0.0248    0.01654    0.01491         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
      6/499      4.32G     0.0248    0.01651    0.01487         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
      6/499      4.32G     0.0248    0.01651    0.01487         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
      6/499      4.32G     0.0248    0.01655    0.01487         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
      6/499      4.32G     0.0248    0.01655    0.01487         80        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
      6/499      4.32G    0.02478    0.01653    0.01486         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
      6/499      4.32G    0.02478    0.01653    0.01486         62        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
      6/499      4.32G    0.02479    0.01653    0.01482         69        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
      6/499      4.32G    0.02479    0.01653    0.01482         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
      6/499      4.32G    0.02479    0.01651     0.0148         53        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
      6/499      4.32G    0.02479    0.01651     0.0148         53        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
      6/499      4.32G    0.02477    0.01653    0.01476         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
      6/499      4.32G    0.02477    0.01653    0.01476         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
      6/499      4.32G    0.02477    0.01653    0.01478         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
      6/499      4.32G    0.02477    0.01653    0.01478         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
      6/499      4.32G    0.02477    0.01656    0.01479         80        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
      6/499      4.32G    0.02477    0.01656    0.01479         80        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
      6/499      4.32G    0.02479    0.01656    0.01476         67        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
      6/499      4.32G    0.02479    0.01656    0.01476         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
      6/499      4.32G    0.02477    0.01651    0.01481         43        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
      6/499      4.32G    0.02477    0.01651    0.01481         43        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
      6/499      4.32G    0.02476    0.01652    0.01477         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
      6/499      4.32G    0.02476    0.01652    0.01477         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      6/499      4.32G    0.02475    0.01654    0.01472         81        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      6/499      4.32G    0.02475    0.01654    0.01472         81        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
      6/499      4.32G    0.02472    0.01652    0.01469         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
      6/499      4.32G    0.02472    0.01652    0.01469         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
      6/499      4.32G    0.02469    0.01653    0.01466         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
      6/499      4.32G    0.02469    0.01653    0.01466         80        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
      6/499      4.32G    0.02468    0.01653    0.01466         67        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
      6/499      4.32G    0.02468    0.01653    0.01466         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
      6/499      4.32G    0.02466    0.01653    0.01465         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
      6/499      4.32G    0.02466    0.01653    0.01465         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
      6/499      4.32G    0.02464    0.01652    0.01463         53        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
      6/499      4.32G    0.02464    0.01652    0.01463         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
      6/499      4.32G    0.02464    0.01651    0.01466         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
      6/499      4.32G    0.02464    0.01651    0.01466         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
      6/499      4.32G    0.02465    0.01653    0.01464         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
      6/499      4.32G    0.02465    0.01653    0.01464         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
      6/499      4.32G    0.02464    0.01651    0.01462         53        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
      6/499      4.32G    0.02464    0.01651    0.01462         53        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
      6/499      4.32G    0.02462    0.01653    0.01459         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
      6/499      4.32G    0.02462    0.01653    0.01459         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
      6/499      4.32G     0.0246    0.01651    0.01458         54        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
      6/499      4.32G     0.0246    0.01651    0.01458         54        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
      6/499      4.32G     0.0246    0.01651    0.01463         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
      6/499      4.32G     0.0246    0.01651    0.01463         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
      6/499      4.32G    0.02459    0.01652    0.01462         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
      6/499      4.32G    0.02459    0.01652    0.01462         73        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
      6/499      4.32G    0.02458    0.01652    0.01464         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
      6/499      4.32G    0.02458    0.01652    0.01464         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
      6/499      4.32G    0.02458    0.01651    0.01465         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
      6/499      4.32G    0.02458    0.01651    0.01465         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
      6/499      4.32G    0.02457    0.01652    0.01465         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
      6/499      4.32G    0.02457    0.01652    0.01465         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
      6/499      4.32G    0.02456    0.01652    0.01463         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
      6/499      4.32G    0.02456    0.01652    0.01463         65        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
      6/499      4.32G    0.02454    0.01653    0.01463         76        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
      6/499      4.32G    0.02454    0.01653    0.01463         76        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
      6/499      4.32G    0.02452    0.01652     0.0146         72        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
      6/499      4.32G    0.02452    0.01652     0.0146         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
      6/499      4.32G    0.02452    0.01653    0.01461         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
      6/499      4.32G    0.02452    0.01653    0.01461         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
      6/499      4.32G    0.02451    0.01652    0.01465         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
      6/499      4.32G    0.02451    0.01652    0.01465         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
      6/499      4.32G    0.02451    0.01654    0.01463         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
      6/499      4.32G    0.02451    0.01654    0.01463         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
      6/499      4.32G    0.02448    0.01655    0.01465         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
      6/499      4.32G    0.02448    0.01655    0.01465         79        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
      6/499      4.32G    0.02449    0.01653    0.01467         54        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
      6/499      4.32G    0.02449    0.01653    0.01467         54        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
      6/499      4.32G    0.02448     0.0165    0.01465         54        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
      6/499      4.32G    0.02448     0.0165    0.01465         54        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
      6/499      4.32G     0.0245    0.01651    0.01463         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
      6/499      4.32G     0.0245    0.01651    0.01463         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
      6/499      4.32G     0.0245     0.0165    0.01463         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
      6/499      4.32G     0.0245     0.0165    0.01463         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
      6/499      4.32G     0.0245    0.01651    0.01465         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
      6/499      4.32G     0.0245    0.01651    0.01465         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
      6/499      4.32G    0.02451     0.0165    0.01466         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
      6/499      4.32G    0.02451     0.0165    0.01466         68        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
      6/499      4.32G    0.02449    0.01653    0.01465         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
      6/499      4.32G    0.02449    0.01653    0.01465         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
      6/499      4.32G    0.02448     0.0165    0.01465         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
      6/499      4.32G    0.02448     0.0165    0.01465         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
      6/499      4.32G    0.02449    0.01648    0.01466         52        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
      6/499      4.32G    0.02449    0.01648    0.01466         52        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      6/499      4.32G    0.02449    0.01647    0.01465         54        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      6/499      4.32G    0.02449    0.01647    0.01465         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
      6/499      4.32G    0.02449    0.01646    0.01465         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
      6/499      4.32G    0.02449    0.01646    0.01465         69        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
      6/499      4.32G    0.02448    0.01645    0.01463         58        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
      6/499      4.32G    0.02448    0.01645    0.01463         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
      6/499      4.32G    0.02448    0.01646    0.01461         84        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
      6/499      4.32G    0.02448    0.01646    0.01461         84        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
      6/499      4.32G    0.02448    0.01646     0.0146         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
      6/499      4.32G    0.02448    0.01646     0.0146         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
      6/499      4.32G    0.02446    0.01647    0.01459         84        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
      6/499      4.32G    0.02446    0.01647    0.01459         84        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
      6/499      4.32G    0.02444    0.01646    0.01459         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
      6/499      4.32G    0.02444    0.01646    0.01459         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
      6/499      4.32G    0.02444    0.01649     0.0146         84        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
      6/499      4.32G    0.02444    0.01649     0.0146         84        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
      6/499      4.32G    0.02443    0.01647    0.01457         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
      6/499      4.32G    0.02443    0.01647    0.01457         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
      6/499      4.32G    0.02442    0.01647    0.01458         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
      6/499      4.32G    0.02442    0.01647    0.01458         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
      6/499      4.32G    0.02443    0.01646    0.01463         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
      6/499      4.32G    0.02443    0.01646    0.01463         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
      6/499      4.32G    0.02444    0.01644     0.0146         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
      6/499      4.32G    0.02444    0.01644     0.0146         54        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
      6/499      4.32G    0.02444    0.01644    0.01459         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
      6/499      4.32G    0.02444    0.01644    0.01459         69        640:  97%|#########7| 163/168 [00:30<00:00,  5.12it/s]
      6/499      4.32G    0.02442    0.01642    0.01459         55        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
      6/499      4.32G    0.02442    0.01642    0.01459         55        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
      6/499      4.32G    0.02441    0.01641    0.01458         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
      6/499      4.32G    0.02441    0.01641    0.01458         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
      6/499      4.32G     0.0244    0.01641    0.01456         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
      6/499      4.32G     0.0244    0.01641    0.01456         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
      6/499      4.32G    0.02441    0.01641    0.01456         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
      6/499      4.32G    0.02441    0.01641    0.01456         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
      6/499      4.32G    0.02442    0.01641    0.01454         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
      6/499      4.32G    0.02442    0.01641    0.01454         28        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
      6/499      4.32G    0.02442    0.01641    0.01454         28        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.63it/s]
                   all        132        263      0.735      0.745      0.825      0.603

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      7/499      4.32G    0.02912    0.01489    0.01635         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
      7/499      4.32G    0.02912    0.01489    0.01635         61        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
      7/499      4.32G    0.02775    0.01598    0.01377         68        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
      7/499      4.32G    0.02775    0.01598    0.01377         68        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
      7/499      4.32G    0.02607    0.01501     0.0128         57        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
      7/499      4.32G    0.02607    0.01501     0.0128         57        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
      7/499      4.32G    0.02585    0.01474    0.01242         61        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
      7/499      4.32G    0.02585    0.01474    0.01242         61        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
      7/499      4.32G    0.02558    0.01566    0.01175         65        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
      7/499      4.32G    0.02558    0.01566    0.01175         65        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
      7/499      4.32G    0.02572    0.01547    0.01372         63        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
      7/499      4.32G    0.02572    0.01547    0.01372         63        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
      7/499      4.32G    0.02584    0.01498    0.01444         48        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
      7/499      4.32G    0.02584    0.01498    0.01444         48        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
      7/499      4.32G    0.02573    0.01524    0.01363         73        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
      7/499      4.32G    0.02573    0.01524    0.01363         73        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
      7/499      4.32G    0.02534    0.01551    0.01389         85        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
      7/499      4.32G    0.02534    0.01551    0.01389         85        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
      7/499      4.32G    0.02502    0.01556    0.01377         72        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
      7/499      4.32G    0.02502    0.01556    0.01377         72        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
      7/499      4.32G    0.02492    0.01567    0.01333         60        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
      7/499      4.32G    0.02492    0.01567    0.01333         60        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
      7/499      4.32G    0.02467     0.0157    0.01332         71        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
      7/499      4.32G    0.02467     0.0157    0.01332         71        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
      7/499      4.32G    0.02502    0.01558    0.01308         59        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
      7/499      4.32G    0.02502    0.01558    0.01308         59        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
      7/499      4.32G    0.02476    0.01556    0.01326         71        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
      7/499      4.32G    0.02476    0.01556    0.01326         71        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
      7/499      4.32G    0.02475     0.0157    0.01332         78        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
      7/499      4.32G    0.02475     0.0157    0.01332         78        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
      7/499      4.32G    0.02464    0.01567    0.01366         62        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
      7/499      4.32G    0.02464    0.01567    0.01366         62        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
      7/499      4.32G    0.02438    0.01553    0.01348         64        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
      7/499      4.32G    0.02438    0.01553    0.01348         64        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
      7/499      4.32G    0.02428    0.01555     0.0133         73        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
      7/499      4.32G    0.02428    0.01555     0.0133         73        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
      7/499      4.32G    0.02424    0.01543    0.01317         56        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
      7/499      4.32G    0.02424    0.01543    0.01317         56        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
      7/499      4.32G    0.02416    0.01546    0.01323         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
      7/499      4.32G    0.02416    0.01546    0.01323         63        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
      7/499      4.32G    0.02423    0.01564    0.01315         75        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
      7/499      4.32G    0.02423    0.01564    0.01315         75        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
      7/499      4.32G    0.02417    0.01569    0.01302         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
      7/499      4.32G    0.02417    0.01569    0.01302         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
      7/499      4.32G    0.02411    0.01565    0.01303         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
      7/499      4.32G    0.02411    0.01565    0.01303         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
      7/499      4.32G    0.02408    0.01559    0.01299         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
      7/499      4.32G    0.02408    0.01559    0.01299         55        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
      7/499      4.32G    0.02408    0.01558    0.01316         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
      7/499      4.32G    0.02408    0.01558    0.01316         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
      7/499      4.32G    0.02422    0.01574    0.01302         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
      7/499      4.32G    0.02422    0.01574    0.01302         74        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
      7/499      4.32G    0.02412    0.01573    0.01296         63        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
      7/499      4.32G    0.02412    0.01573    0.01296         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
      7/499      4.32G    0.02416    0.01577    0.01292         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
      7/499      4.32G    0.02416    0.01577    0.01292         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
      7/499      4.32G    0.02411    0.01573     0.0132         55        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
      7/499      4.32G    0.02411    0.01573     0.0132         55        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
      7/499      4.32G    0.02421    0.01581    0.01325         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
      7/499      4.32G    0.02421    0.01581    0.01325         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
      7/499      4.32G    0.02421    0.01576    0.01329         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
      7/499      4.32G    0.02421    0.01576    0.01329         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
      7/499      4.32G    0.02433    0.01575    0.01322         56        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
      7/499      4.32G    0.02433    0.01575    0.01322         56        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
      7/499      4.32G    0.02437    0.01581    0.01317         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
      7/499      4.32G    0.02437    0.01581    0.01317         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
      7/499      4.32G     0.0243    0.01579    0.01303         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
      7/499      4.32G     0.0243    0.01579    0.01303         64        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
      7/499      4.32G    0.02417    0.01586    0.01295         77        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
      7/499      4.32G    0.02417    0.01586    0.01295         77        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
      7/499      4.32G    0.02411    0.01582    0.01293         59        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
      7/499      4.32G    0.02411    0.01582    0.01293         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
      7/499      4.32G     0.0241    0.01583    0.01289         68        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
      7/499      4.32G     0.0241    0.01583    0.01289         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.24it/s]
      7/499      4.32G    0.02408    0.01584     0.0128         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.24it/s]
      7/499      4.32G    0.02408    0.01584     0.0128         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
      7/499      4.32G    0.02405    0.01581    0.01286         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
      7/499      4.32G    0.02405    0.01581    0.01286         71        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
      7/499      4.32G    0.02399    0.01585    0.01282         76        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
      7/499      4.32G    0.02399    0.01585    0.01282         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
      7/499      4.32G    0.02398    0.01582    0.01284         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
      7/499      4.32G    0.02398    0.01582    0.01284         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      7/499      4.32G    0.02394    0.01592    0.01288         86        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
      7/499      4.32G    0.02394    0.01592    0.01288         86        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
      7/499      4.32G    0.02388    0.01586    0.01286         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
      7/499      4.32G    0.02388    0.01586    0.01286         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
      7/499      4.32G    0.02383    0.01595    0.01295         78        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
      7/499      4.32G    0.02383    0.01595    0.01295         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
      7/499      4.32G    0.02386    0.01611    0.01301         93        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
      7/499      4.32G    0.02386    0.01611    0.01301         93        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
      7/499      4.32G    0.02385    0.01611    0.01334         54        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
      7/499      4.32G    0.02385    0.01611    0.01334         54        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
      7/499      4.32G     0.0238    0.01605    0.01336         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
      7/499      4.32G     0.0238    0.01605    0.01336         63        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
      7/499      4.32G    0.02382    0.01602    0.01331         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
      7/499      4.32G    0.02382    0.01602    0.01331         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
      7/499      4.32G     0.0238    0.01606    0.01333         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
      7/499      4.32G     0.0238    0.01606    0.01333         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
      7/499      4.32G     0.0238    0.01602    0.01339         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
      7/499      4.32G     0.0238    0.01602    0.01339         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
      7/499      4.32G    0.02383    0.01602    0.01344         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
      7/499      4.32G    0.02383    0.01602    0.01344         61        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
      7/499      4.32G    0.02386    0.01603     0.0134         63        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
      7/499      4.32G    0.02386    0.01603     0.0134         63        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
      7/499      4.32G    0.02392    0.01603    0.01342         64        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
      7/499      4.32G    0.02392    0.01603    0.01342         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
      7/499      4.32G    0.02389    0.01605    0.01343         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
      7/499      4.32G    0.02389    0.01605    0.01343         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
      7/499      4.32G    0.02387    0.01608    0.01336         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
      7/499      4.32G    0.02387    0.01608    0.01336         71        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
      7/499      4.32G    0.02386    0.01604    0.01349         58        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
      7/499      4.32G    0.02386    0.01604    0.01349         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
      7/499      4.32G    0.02388    0.01611    0.01348         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
      7/499      4.32G    0.02388    0.01611    0.01348         81        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
      7/499      4.32G    0.02386    0.01607    0.01345         53        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
      7/499      4.32G    0.02386    0.01607    0.01345         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.08it/s]
      7/499      4.32G    0.02387     0.0161    0.01342         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.08it/s]
      7/499      4.32G    0.02387     0.0161    0.01342         78        640:  35%|###5      | 59/168 [00:11<00:21,  5.16it/s]
      7/499      4.32G    0.02388    0.01611    0.01335         67        640:  35%|###5      | 59/168 [00:11<00:21,  5.16it/s]
      7/499      4.32G    0.02388    0.01611    0.01335         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.21it/s]
      7/499      4.32G    0.02388    0.01615    0.01331         80        640:  36%|###5      | 60/168 [00:11<00:20,  5.21it/s]
      7/499      4.32G    0.02388    0.01615    0.01331         80        640:  36%|###6      | 61/168 [00:11<00:20,  5.10it/s]
      7/499      4.32G    0.02386    0.01615    0.01325         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.10it/s]
      7/499      4.32G    0.02386    0.01615    0.01325         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
      7/499      4.32G    0.02387    0.01618    0.01319         72        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
      7/499      4.32G    0.02387    0.01618    0.01319         72        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
      7/499      4.32G    0.02388    0.01614    0.01319         56        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
      7/499      4.32G    0.02388    0.01614    0.01319         56        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
      7/499      4.32G    0.02389    0.01615    0.01318         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
      7/499      4.32G    0.02389    0.01615    0.01318         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
      7/499      4.32G     0.0239    0.01613    0.01315         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
      7/499      4.32G     0.0239    0.01613    0.01315         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
      7/499      4.32G    0.02388    0.01612    0.01314         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
      7/499      4.32G    0.02388    0.01612    0.01314         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
      7/499      4.32G    0.02389    0.01613     0.0131         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
      7/499      4.32G    0.02389    0.01613     0.0131         69        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
      7/499      4.32G     0.0239    0.01613    0.01306         67        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
      7/499      4.32G     0.0239    0.01613    0.01306         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
      7/499      4.32G     0.0239    0.01613    0.01306         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
      7/499      4.32G     0.0239    0.01613    0.01306         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
      7/499      4.32G    0.02387    0.01616      0.013         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
      7/499      4.32G    0.02387    0.01616      0.013         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
      7/499      4.32G    0.02387    0.01615    0.01301         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
      7/499      4.32G    0.02387    0.01615    0.01301         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
      7/499      4.32G    0.02385    0.01613    0.01307         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
      7/499      4.32G    0.02385    0.01613    0.01307         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
      7/499      4.32G    0.02381    0.01611      0.013         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
      7/499      4.32G    0.02381    0.01611      0.013         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
      7/499      4.32G    0.02381    0.01614    0.01301         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
      7/499      4.32G    0.02381    0.01614    0.01301         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
      7/499      4.32G    0.02381    0.01612    0.01299         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
      7/499      4.32G    0.02381    0.01612    0.01299         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
      7/499      4.32G    0.02376    0.01611    0.01292         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
      7/499      4.32G    0.02376    0.01611    0.01292         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
      7/499      4.32G    0.02376    0.01609    0.01289         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
      7/499      4.32G    0.02376    0.01609    0.01289         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
      7/499      4.32G    0.02374    0.01611    0.01289         78        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
      7/499      4.32G    0.02374    0.01611    0.01289         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
      7/499      4.32G    0.02373     0.0161     0.0129         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
      7/499      4.32G    0.02373     0.0161     0.0129         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
      7/499      4.32G    0.02371    0.01605    0.01295         56        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
      7/499      4.32G    0.02371    0.01605    0.01295         56        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
      7/499      4.32G     0.0237    0.01607    0.01294         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
      7/499      4.32G     0.0237    0.01607    0.01294         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
      7/499      4.32G    0.02368    0.01605    0.01294         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
      7/499      4.32G    0.02368    0.01605    0.01294         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
      7/499      4.32G    0.02364    0.01603    0.01297         70        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
      7/499      4.32G    0.02364    0.01603    0.01297         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
      7/499      4.32G    0.02361    0.01605    0.01297         77        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
      7/499      4.32G    0.02361    0.01605    0.01297         77        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
      7/499      4.32G    0.02361    0.01605    0.01302         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
      7/499      4.32G    0.02361    0.01605    0.01302         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
      7/499      4.32G    0.02362    0.01609    0.01306         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
      7/499      4.32G    0.02362    0.01609    0.01306         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
      7/499      4.32G    0.02358    0.01608    0.01298         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
      7/499      4.32G    0.02358    0.01608    0.01298         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
      7/499      4.32G    0.02362    0.01608    0.01302         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
      7/499      4.32G    0.02362    0.01608    0.01302         58        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
      7/499      4.32G    0.02362    0.01608    0.01307         68        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
      7/499      4.32G    0.02362    0.01608    0.01307         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
      7/499      4.32G    0.02361    0.01607    0.01304         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
      7/499      4.32G    0.02361    0.01607    0.01304         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
      7/499      4.32G    0.02359    0.01607    0.01302         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
      7/499      4.32G    0.02359    0.01607    0.01302         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
      7/499      4.32G    0.02354    0.01603    0.01303         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
      7/499      4.32G    0.02354    0.01603    0.01303         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
      7/499      4.32G    0.02352    0.01601    0.01306         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
      7/499      4.32G    0.02352    0.01601    0.01306         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
      7/499      4.32G    0.02353    0.01599    0.01304         57        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
      7/499      4.32G    0.02353    0.01599    0.01304         57        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
      7/499      4.32G    0.02355      0.016    0.01304         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
      7/499      4.32G    0.02355      0.016    0.01304         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
      7/499      4.32G    0.02354    0.01598    0.01308         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
      7/499      4.32G    0.02354    0.01598    0.01308         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
      7/499      4.32G    0.02355    0.01597    0.01309         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
      7/499      4.32G    0.02355    0.01597    0.01309         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
      7/499      4.32G    0.02352    0.01596    0.01306         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
      7/499      4.32G    0.02352    0.01596    0.01306         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
      7/499      4.32G    0.02351    0.01598    0.01303         73        640:  59%|#####8    | 99/168 [00:19<00:12,  5.36it/s]
      7/499      4.32G    0.02351    0.01598    0.01303         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
      7/499      4.32G    0.02348    0.01597    0.01303         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
      7/499      4.32G    0.02348    0.01597    0.01303         65        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
      7/499      4.32G    0.02349    0.01597    0.01303         67        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
      7/499      4.32G    0.02349    0.01597    0.01303         67        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
      7/499      4.32G    0.02349    0.01596    0.01299         61        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
      7/499      4.32G    0.02349    0.01596    0.01299         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
      7/499      4.32G    0.02352    0.01595    0.01302         54        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
      7/499      4.32G    0.02352    0.01595    0.01302         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
      7/499      4.32G     0.0235    0.01593    0.01303         56        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
      7/499      4.32G     0.0235    0.01593    0.01303         56        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
      7/499      4.32G    0.02346    0.01591    0.01301         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
      7/499      4.32G    0.02346    0.01591    0.01301         55        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
      7/499      4.32G    0.02344     0.0159    0.01298         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
      7/499      4.32G    0.02344     0.0159    0.01298         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
      7/499      4.32G    0.02342    0.01588    0.01294         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
      7/499      4.32G    0.02342    0.01588    0.01294         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
      7/499      4.32G    0.02341    0.01588    0.01293         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
      7/499      4.32G    0.02341    0.01588    0.01293         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
      7/499      4.32G    0.02341    0.01587    0.01288         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
      7/499      4.32G    0.02341    0.01587    0.01288         63        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
      7/499      4.32G     0.0234     0.0159    0.01289         81        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
      7/499      4.32G     0.0234     0.0159    0.01289         81        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
      7/499      4.32G     0.0234     0.0159    0.01289         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
      7/499      4.32G     0.0234     0.0159    0.01289         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
      7/499      4.32G     0.0234    0.01591    0.01288         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
      7/499      4.32G     0.0234    0.01591    0.01288         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
      7/499      4.32G    0.02338    0.01591    0.01289         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
      7/499      4.32G    0.02338    0.01591    0.01289         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
      7/499      4.32G    0.02336    0.01592    0.01286         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
      7/499      4.32G    0.02336    0.01592    0.01286         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
      7/499      4.32G    0.02335    0.01594    0.01286         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
      7/499      4.32G    0.02335    0.01594    0.01286         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
      7/499      4.32G    0.02335    0.01595    0.01285         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
      7/499      4.32G    0.02335    0.01595    0.01285         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
      7/499      4.32G    0.02332    0.01591    0.01282         52        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
      7/499      4.32G    0.02332    0.01591    0.01282         52        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
      7/499      4.32G    0.02333    0.01591    0.01284         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
      7/499      4.32G    0.02333    0.01591    0.01284         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
      7/499      4.32G    0.02333    0.01592    0.01287         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
      7/499      4.32G    0.02333    0.01592    0.01287         70        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
      7/499      4.32G    0.02331    0.01592    0.01283         76        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
      7/499      4.32G    0.02331    0.01592    0.01283         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
      7/499      4.32G    0.02331     0.0159    0.01284         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
      7/499      4.32G    0.02331     0.0159    0.01284         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
      7/499      4.32G    0.02331    0.01591    0.01284         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
      7/499      4.32G    0.02331    0.01591    0.01284         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
      7/499      4.32G    0.02332    0.01589    0.01282         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
      7/499      4.32G    0.02332    0.01589    0.01282         54        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
      7/499      4.32G    0.02331     0.0159    0.01281         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
      7/499      4.32G    0.02331     0.0159    0.01281         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
      7/499      4.32G    0.02329     0.0159    0.01279         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
      7/499      4.32G    0.02329     0.0159    0.01279         75        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
      7/499      4.32G    0.02327    0.01592     0.0128         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
      7/499      4.32G    0.02327    0.01592     0.0128         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
      7/499      4.32G    0.02326    0.01593     0.0128         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
      7/499      4.32G    0.02326    0.01593     0.0128         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
      7/499      4.32G    0.02327    0.01591    0.01283         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
      7/499      4.32G    0.02327    0.01591    0.01283         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
      7/499      4.32G    0.02327    0.01592    0.01284         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
      7/499      4.32G    0.02327    0.01592    0.01284         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
      7/499      4.32G    0.02325    0.01592    0.01287         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
      7/499      4.32G    0.02325    0.01592    0.01287         63        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
      7/499      4.32G    0.02324    0.01593    0.01287         76        640:  78%|#######7  | 131/168 [00:25<00:06,  5.31it/s]
      7/499      4.32G    0.02324    0.01593    0.01287         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
      7/499      4.32G    0.02324    0.01591    0.01291         51        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
      7/499      4.32G    0.02324    0.01591    0.01291         51        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
      7/499      4.32G    0.02325    0.01591    0.01292         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
      7/499      4.32G    0.02325    0.01591    0.01292         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
      7/499      4.32G    0.02325    0.01592    0.01292         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
      7/499      4.32G    0.02325    0.01592    0.01292         62        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
      7/499      4.32G    0.02325     0.0159    0.01289         64        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
      7/499      4.32G    0.02325     0.0159    0.01289         64        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
      7/499      4.32G    0.02323    0.01589    0.01286         75        640:  81%|########  | 136/168 [00:26<00:06,  5.22it/s]
      7/499      4.32G    0.02323    0.01589    0.01286         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
      7/499      4.32G    0.02324    0.01591    0.01287         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
      7/499      4.32G    0.02324    0.01591    0.01287         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
      7/499      4.32G    0.02325    0.01592    0.01289         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
      7/499      4.32G    0.02325    0.01592    0.01289         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
      7/499      4.32G    0.02325    0.01592    0.01287         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
      7/499      4.32G    0.02325    0.01592    0.01287         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
      7/499      4.32G    0.02327    0.01592    0.01289         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
      7/499      4.32G    0.02327    0.01592    0.01289         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
      7/499      4.32G    0.02327    0.01592    0.01286         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
      7/499      4.32G    0.02327    0.01592    0.01286         67        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
      7/499      4.32G    0.02329    0.01596    0.01286         81        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
      7/499      4.32G    0.02329    0.01596    0.01286         81        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
      7/499      4.32G    0.02328    0.01594    0.01285         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
      7/499      4.32G    0.02328    0.01594    0.01285         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
      7/499      4.32G    0.02327    0.01591     0.0128         51        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
      7/499      4.32G    0.02327    0.01591     0.0128         51        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
      7/499      4.32G    0.02326     0.0159    0.01277         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
      7/499      4.32G    0.02326     0.0159    0.01277         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
      7/499      4.32G    0.02325    0.01591    0.01276         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
      7/499      4.32G    0.02325    0.01591    0.01276         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
      7/499      4.32G    0.02324    0.01592    0.01277         77        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
      7/499      4.32G    0.02324    0.01592    0.01277         77        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
      7/499      4.32G    0.02325    0.01592    0.01274         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
      7/499      4.32G    0.02325    0.01592    0.01274         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
      7/499      4.32G    0.02327     0.0159    0.01279         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
      7/499      4.32G    0.02327     0.0159    0.01279         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      7/499      4.32G    0.02328     0.0159    0.01282         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
      7/499      4.32G    0.02328     0.0159    0.01282         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
      7/499      4.32G    0.02329    0.01592    0.01285         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
      7/499      4.32G    0.02329    0.01592    0.01285         82        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
      7/499      4.32G    0.02328    0.01592    0.01283         68        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
      7/499      4.32G    0.02328    0.01592    0.01283         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
      7/499      4.32G    0.02326    0.01591    0.01282         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
      7/499      4.32G    0.02326    0.01591    0.01282         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
      7/499      4.32G    0.02329    0.01593    0.01283         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
      7/499      4.32G    0.02329    0.01593    0.01283         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
      7/499      4.32G    0.02329    0.01592    0.01283         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
      7/499      4.32G    0.02329    0.01592    0.01283         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
      7/499      4.32G     0.0233     0.0159    0.01281         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
      7/499      4.32G     0.0233     0.0159    0.01281         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
      7/499      4.32G    0.02332    0.01591    0.01284         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
      7/499      4.32G    0.02332    0.01591    0.01284         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
      7/499      4.32G    0.02333     0.0159    0.01283         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
      7/499      4.32G    0.02333     0.0159    0.01283         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
      7/499      4.32G    0.02334     0.0159    0.01286         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
      7/499      4.32G    0.02334     0.0159    0.01286         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
      7/499      4.32G    0.02334    0.01589    0.01286         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
      7/499      4.32G    0.02334    0.01589    0.01286         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
      7/499      4.32G    0.02334    0.01589    0.01286         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
      7/499      4.32G    0.02334    0.01589    0.01286         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
      7/499      4.32G    0.02333    0.01587    0.01285         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
      7/499      4.32G    0.02333    0.01587    0.01285         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
      7/499      4.32G    0.02335    0.01587    0.01287         65        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
      7/499      4.32G    0.02335    0.01587    0.01287         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
      7/499      4.32G    0.02335    0.01589    0.01285         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
      7/499      4.32G    0.02335    0.01589    0.01285         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
      7/499      4.32G    0.02335    0.01587    0.01283         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
      7/499      4.32G    0.02335    0.01587    0.01283         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
      7/499      4.32G    0.02335    0.01588    0.01285         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
      7/499      4.32G    0.02335    0.01588    0.01285         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
      7/499      4.32G    0.02335    0.01588    0.01282         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
      7/499      4.32G    0.02335    0.01588    0.01282         31        640: 100%|##########| 168/168 [00:31<00:00,  5.41it/s]
      7/499      4.32G    0.02335    0.01588    0.01282         31        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.59it/s]
                   all        132        263      0.754       0.82      0.844      0.612

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      8/499      4.32G    0.02187    0.01649    0.01108         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
      8/499      4.32G    0.02187    0.01649    0.01108         71        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
      8/499      4.32G      0.022    0.01472    0.01228         58        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
      8/499      4.32G      0.022    0.01472    0.01228         58        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
      8/499      4.32G    0.02277    0.01684    0.01206         85        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
      8/499      4.32G    0.02277    0.01684    0.01206         85        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
      8/499      4.32G    0.02363    0.01681    0.01152         68        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
      8/499      4.32G    0.02363    0.01681    0.01152         68        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
      8/499      4.32G    0.02346    0.01677    0.01166         70        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
      8/499      4.32G    0.02346    0.01677    0.01166         70        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
      8/499      4.32G    0.02366    0.01687     0.0116         75        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
      8/499      4.32G    0.02366    0.01687     0.0116         75        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
      8/499      4.32G    0.02407    0.01654    0.01161         56        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
      8/499      4.32G    0.02407    0.01654    0.01161         56        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
      8/499      4.32G    0.02369    0.01623    0.01188         70        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
      8/499      4.32G    0.02369    0.01623    0.01188         70        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
      8/499      4.32G    0.02372      0.016    0.01234         64        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
      8/499      4.32G    0.02372      0.016    0.01234         64        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
      8/499      4.32G    0.02368    0.01561    0.01265         60        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
      8/499      4.32G    0.02368    0.01561    0.01265         60        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
      8/499      4.32G    0.02362    0.01539    0.01278         51        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
      8/499      4.32G    0.02362    0.01539    0.01278         51        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
      8/499      4.32G    0.02353    0.01511    0.01266         52        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
      8/499      4.32G    0.02353    0.01511    0.01266         52        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
      8/499      4.32G    0.02358    0.01529    0.01269         70        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
      8/499      4.32G    0.02358    0.01529    0.01269         70        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
      8/499      4.32G    0.02361    0.01545    0.01295         72        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
      8/499      4.32G    0.02361    0.01545    0.01295         72        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
      8/499      4.32G    0.02373    0.01538     0.0129         66        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
      8/499      4.32G    0.02373    0.01538     0.0129         66        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
      8/499      4.32G    0.02363    0.01552    0.01285         87        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
      8/499      4.32G    0.02363    0.01552    0.01285         87        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
      8/499      4.32G    0.02367    0.01549    0.01284         67        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
      8/499      4.32G    0.02367    0.01549    0.01284         67        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
      8/499      4.32G     0.0237    0.01573    0.01281         80        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
      8/499      4.32G     0.0237    0.01573    0.01281         80        640:  11%|#         | 18/168 [00:03<00:27,  5.41it/s]
      8/499      4.32G    0.02362    0.01586     0.0126         77        640:  11%|#         | 18/168 [00:03<00:27,  5.41it/s]
      8/499      4.32G    0.02362    0.01586     0.0126         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
      8/499      4.32G    0.02358    0.01584     0.0124         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
      8/499      4.32G    0.02358    0.01584     0.0124         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
      8/499      4.32G    0.02361     0.0159    0.01238         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
      8/499      4.32G    0.02361     0.0159    0.01238         70        640:  12%|#2        | 21/168 [00:03<00:27,  5.41it/s]
      8/499      4.32G    0.02364    0.01594    0.01259         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.41it/s]
      8/499      4.32G    0.02364    0.01594    0.01259         62        640:  13%|#3        | 22/168 [00:04<00:27,  5.27it/s]
      8/499      4.32G    0.02357    0.01593    0.01251         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.27it/s]
      8/499      4.32G    0.02357    0.01593    0.01251         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
      8/499      4.32G    0.02358    0.01607     0.0126         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
      8/499      4.32G    0.02358    0.01607     0.0126         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
      8/499      4.32G    0.02349      0.016    0.01243         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
      8/499      4.32G    0.02349      0.016    0.01243         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
      8/499      4.32G    0.02348    0.01606    0.01232         84        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
      8/499      4.32G    0.02348    0.01606    0.01232         84        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
      8/499      4.32G    0.02346    0.01595    0.01261         56        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
      8/499      4.32G    0.02346    0.01595    0.01261         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
      8/499      4.32G    0.02336    0.01589    0.01262         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
      8/499      4.32G    0.02336    0.01589    0.01262         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
      8/499      4.32G    0.02324    0.01597    0.01269         82        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
      8/499      4.32G    0.02324    0.01597    0.01269         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
      8/499      4.32G    0.02327      0.016    0.01269         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
      8/499      4.32G    0.02327      0.016    0.01269         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
      8/499      4.32G    0.02334    0.01601    0.01285         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
      8/499      4.32G    0.02334    0.01601    0.01285         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
      8/499      4.32G    0.02341     0.0161    0.01286         77        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
      8/499      4.32G    0.02341     0.0161    0.01286         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
      8/499      4.32G    0.02333    0.01608     0.0127         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
      8/499      4.32G    0.02333    0.01608     0.0127         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
      8/499      4.32G    0.02331    0.01607    0.01273         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
      8/499      4.32G    0.02331    0.01607    0.01273         66        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
      8/499      4.32G    0.02329    0.01612    0.01265         75        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
      8/499      4.32G    0.02329    0.01612    0.01265         75        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
      8/499      4.32G    0.02326    0.01604    0.01258         64        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
      8/499      4.32G    0.02326    0.01604    0.01258         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
      8/499      4.32G    0.02332    0.01604    0.01259         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
      8/499      4.32G    0.02332    0.01604    0.01259         65        640:  22%|##2       | 37/168 [00:06<00:25,  5.19it/s]
      8/499      4.32G    0.02333    0.01602    0.01263         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
      8/499      4.32G    0.02333    0.01602    0.01263         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
      8/499      4.32G    0.02329      0.016    0.01261         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
      8/499      4.32G    0.02329      0.016    0.01261         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
      8/499      4.32G    0.02335    0.01599    0.01263         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
      8/499      4.32G    0.02335    0.01599    0.01263         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
      8/499      4.32G    0.02332    0.01596    0.01268         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
      8/499      4.32G    0.02332    0.01596    0.01268         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
      8/499      4.32G    0.02339    0.01591    0.01268         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
      8/499      4.32G    0.02339    0.01591    0.01268         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
      8/499      4.32G    0.02333    0.01591    0.01255         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
      8/499      4.32G    0.02333    0.01591    0.01255         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
      8/499      4.32G    0.02333    0.01592    0.01251         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
      8/499      4.32G    0.02333    0.01592    0.01251         83        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
      8/499      4.32G    0.02326    0.01588    0.01241         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
      8/499      4.32G    0.02326    0.01588    0.01241         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
      8/499      4.32G    0.02325    0.01587    0.01234         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
      8/499      4.32G    0.02325    0.01587    0.01234         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
      8/499      4.32G    0.02331    0.01586    0.01235         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
      8/499      4.32G    0.02331    0.01586    0.01235         59        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
      8/499      4.32G    0.02329    0.01582    0.01222         56        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
      8/499      4.32G    0.02329    0.01582    0.01222         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
      8/499      4.32G    0.02326    0.01579    0.01222         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
      8/499      4.32G    0.02326    0.01579    0.01222         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
      8/499      4.32G    0.02322    0.01578    0.01229         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
      8/499      4.32G    0.02322    0.01578    0.01229         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
      8/499      4.32G     0.0232    0.01572    0.01228         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
      8/499      4.32G     0.0232    0.01572    0.01228         54        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
      8/499      4.32G     0.0231    0.01564    0.01226         56        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
      8/499      4.32G     0.0231    0.01564    0.01226         56        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
      8/499      4.32G     0.0231    0.01562    0.01228         61        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
      8/499      4.32G     0.0231    0.01562    0.01228         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
      8/499      4.32G    0.02307    0.01553     0.0122         53        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
      8/499      4.32G    0.02307    0.01553     0.0122         53        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
      8/499      4.32G    0.02301    0.01549    0.01235         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
      8/499      4.32G    0.02301    0.01549    0.01235         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
      8/499      4.32G    0.02299     0.0155     0.0123         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
      8/499      4.32G    0.02299     0.0155     0.0123         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
      8/499      4.32G    0.02299    0.01552     0.0123         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
      8/499      4.32G    0.02299    0.01552     0.0123         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
      8/499      4.32G    0.02295    0.01549    0.01225         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
      8/499      4.32G    0.02295    0.01549    0.01225         65        640:  35%|###4      | 58/168 [00:10<00:21,  5.15it/s]
      8/499      4.32G    0.02292    0.01549    0.01223         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
      8/499      4.32G    0.02292    0.01549    0.01223         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
      8/499      4.32G     0.0229    0.01556    0.01226         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
      8/499      4.32G     0.0229    0.01556    0.01226         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
      8/499      4.32G    0.02289    0.01559    0.01225         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
      8/499      4.32G    0.02289    0.01559    0.01225         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
      8/499      4.32G    0.02285    0.01554    0.01219         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
      8/499      4.32G    0.02285    0.01554    0.01219         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.30it/s]
      8/499      4.32G    0.02281    0.01551    0.01209         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.30it/s]
      8/499      4.32G    0.02281    0.01551    0.01209         61        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
      8/499      4.32G    0.02282    0.01548    0.01207         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
      8/499      4.32G    0.02282    0.01548    0.01207         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
      8/499      4.32G    0.02275    0.01544    0.01212         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
      8/499      4.32G    0.02275    0.01544    0.01212         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
      8/499      4.32G    0.02276    0.01541    0.01214         51        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
      8/499      4.32G    0.02276    0.01541    0.01214         51        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
      8/499      4.32G    0.02272    0.01539    0.01215         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
      8/499      4.32G    0.02272    0.01539    0.01215         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
      8/499      4.32G    0.02273    0.01533    0.01215         54        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
      8/499      4.32G    0.02273    0.01533    0.01215         54        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
      8/499      4.32G    0.02273    0.01534    0.01214         70        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
      8/499      4.32G    0.02273    0.01534    0.01214         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
      8/499      4.32G    0.02275    0.01536    0.01212         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
      8/499      4.32G    0.02275    0.01536    0.01212         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
      8/499      4.32G    0.02272    0.01537     0.0121         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
      8/499      4.32G    0.02272    0.01537     0.0121         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
      8/499      4.32G    0.02271     0.0154    0.01218         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
      8/499      4.32G    0.02271     0.0154    0.01218         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
      8/499      4.32G    0.02268    0.01537    0.01213         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
      8/499      4.32G    0.02268    0.01537    0.01213         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
      8/499      4.32G    0.02267    0.01537    0.01213         80        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
      8/499      4.32G    0.02267    0.01537    0.01213         80        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
      8/499      4.32G     0.0227     0.0154    0.01208         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
      8/499      4.32G     0.0227     0.0154    0.01208         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
      8/499      4.32G     0.0227    0.01536      0.012         55        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
      8/499      4.32G     0.0227    0.01536      0.012         55        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
      8/499      4.32G    0.02268    0.01532    0.01196         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
      8/499      4.32G    0.02268    0.01532    0.01196         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
      8/499      4.32G    0.02263    0.01535     0.0119         84        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
      8/499      4.32G    0.02263    0.01535     0.0119         84        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
      8/499      4.32G    0.02263    0.01536    0.01188         67        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
      8/499      4.32G    0.02263    0.01536    0.01188         67        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
      8/499      4.32G    0.02261    0.01536    0.01189         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
      8/499      4.32G    0.02261    0.01536    0.01189         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
      8/499      4.32G     0.0226    0.01537    0.01191         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
      8/499      4.32G     0.0226    0.01537    0.01191         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
      8/499      4.32G    0.02261    0.01537    0.01189         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
      8/499      4.32G    0.02261    0.01537    0.01189         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
      8/499      4.32G    0.02259    0.01537    0.01194         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
      8/499      4.32G    0.02259    0.01537    0.01194         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
      8/499      4.32G    0.02258    0.01535    0.01192         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
      8/499      4.32G    0.02258    0.01535    0.01192         63        640:  50%|#####     | 84/168 [00:15<00:15,  5.28it/s]
      8/499      4.32G     0.0226    0.01535     0.0119         54        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
      8/499      4.32G     0.0226    0.01535     0.0119         54        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
      8/499      4.32G    0.02258    0.01535    0.01187         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
      8/499      4.32G    0.02258    0.01535    0.01187         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
      8/499      4.32G    0.02257    0.01535    0.01197         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
      8/499      4.32G    0.02257    0.01535    0.01197         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
      8/499      4.32G    0.02254    0.01531    0.01196         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
      8/499      4.32G    0.02254    0.01531    0.01196         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
      8/499      4.32G    0.02255    0.01529    0.01197         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
      8/499      4.32G    0.02255    0.01529    0.01197         54        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
      8/499      4.32G    0.02253    0.01531    0.01198         76        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
      8/499      4.32G    0.02253    0.01531    0.01198         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
      8/499      4.32G    0.02254    0.01535    0.01198         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
      8/499      4.32G    0.02254    0.01535    0.01198         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
      8/499      4.32G     0.0225    0.01533    0.01203         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
      8/499      4.32G     0.0225    0.01533    0.01203         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
      8/499      4.32G    0.02248    0.01532    0.01198         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
      8/499      4.32G    0.02248    0.01532    0.01198         58        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
      8/499      4.32G    0.02247    0.01532    0.01196         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
      8/499      4.32G    0.02247    0.01532    0.01196         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
      8/499      4.32G    0.02247    0.01533    0.01195         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
      8/499      4.32G    0.02247    0.01533    0.01195         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
      8/499      4.32G    0.02247    0.01532    0.01197         70        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
      8/499      4.32G    0.02247    0.01532    0.01197         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
      8/499      4.32G    0.02246    0.01534    0.01198         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
      8/499      4.32G    0.02246    0.01534    0.01198         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
      8/499      4.32G    0.02244     0.0153    0.01196         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
      8/499      4.32G    0.02244     0.0153    0.01196         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
      8/499      4.32G    0.02244    0.01529    0.01196         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
      8/499      4.32G    0.02244    0.01529    0.01196         67        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
      8/499      4.32G    0.02244    0.01528    0.01191         66        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
      8/499      4.32G    0.02244    0.01528    0.01191         66        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
      8/499      4.32G    0.02245    0.01531    0.01195         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
      8/499      4.32G    0.02245    0.01531    0.01195         80        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
      8/499      4.32G    0.02246    0.01533    0.01193         78        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
      8/499      4.32G    0.02246    0.01533    0.01193         78        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
      8/499      4.32G    0.02246    0.01531    0.01193         51        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
      8/499      4.32G    0.02246    0.01531    0.01193         51        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
      8/499      4.32G    0.02246     0.0153    0.01193         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
      8/499      4.32G    0.02246     0.0153    0.01193         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
      8/499      4.32G    0.02246    0.01532    0.01191         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
      8/499      4.32G    0.02246    0.01532    0.01191         76        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
      8/499      4.32G    0.02246    0.01533     0.0119         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
      8/499      4.32G    0.02246    0.01533     0.0119         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
      8/499      4.32G    0.02243    0.01532    0.01192         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
      8/499      4.32G    0.02243    0.01532    0.01192         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
      8/499      4.32G    0.02242    0.01533    0.01187         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
      8/499      4.32G    0.02242    0.01533    0.01187         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
      8/499      4.32G    0.02242    0.01536    0.01186         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
      8/499      4.32G    0.02242    0.01536    0.01186         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
      8/499      4.32G    0.02243    0.01536    0.01189         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
      8/499      4.32G    0.02243    0.01536    0.01189         64        640:  65%|######5   | 110/168 [00:20<00:11,  5.21it/s]
      8/499      4.32G     0.0224    0.01536    0.01188         77        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
      8/499      4.32G     0.0224    0.01536    0.01188         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
      8/499      4.32G    0.02239    0.01534    0.01186         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
      8/499      4.32G    0.02239    0.01534    0.01186         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
      8/499      4.32G    0.02238    0.01535    0.01185         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
      8/499      4.32G    0.02238    0.01535    0.01185         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
      8/499      4.32G    0.02239    0.01534    0.01182         54        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
      8/499      4.32G    0.02239    0.01534    0.01182         54        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
      8/499      4.32G    0.02238    0.01536    0.01178         84        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
      8/499      4.32G    0.02238    0.01536    0.01178         84        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
      8/499      4.32G    0.02237     0.0154    0.01175         80        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
      8/499      4.32G    0.02237     0.0154    0.01175         80        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
      8/499      4.32G    0.02237    0.01543    0.01174         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
      8/499      4.32G    0.02237    0.01543    0.01174         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
      8/499      4.32G    0.02235    0.01543    0.01178         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
      8/499      4.32G    0.02235    0.01543    0.01178         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      8/499      4.32G    0.02235    0.01543    0.01182         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      8/499      4.32G    0.02235    0.01543    0.01182         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
      8/499      4.32G    0.02235    0.01543     0.0118         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
      8/499      4.32G    0.02235    0.01543     0.0118         67        640:  71%|#######1  | 120/168 [00:22<00:09,  5.28it/s]
      8/499      4.32G    0.02233    0.01544    0.01178         76        640:  71%|#######1  | 120/168 [00:22<00:09,  5.28it/s]
      8/499      4.32G    0.02233    0.01544    0.01178         76        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
      8/499      4.32G    0.02236    0.01545     0.0118         62        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
      8/499      4.32G    0.02236    0.01545     0.0118         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
      8/499      4.32G    0.02239    0.01543    0.01179         54        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
      8/499      4.32G    0.02239    0.01543    0.01179         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
      8/499      4.32G    0.02239    0.01542    0.01177         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
      8/499      4.32G    0.02239    0.01542    0.01177         54        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
      8/499      4.32G    0.02241    0.01542    0.01174         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
      8/499      4.32G    0.02241    0.01542    0.01174         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
      8/499      4.32G    0.02242    0.01544    0.01172         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
      8/499      4.32G    0.02242    0.01544    0.01172         77        640:  75%|#######5  | 126/168 [00:23<00:08,  5.23it/s]
      8/499      4.32G    0.02242    0.01542     0.0117         56        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
      8/499      4.32G    0.02242    0.01542     0.0117         56        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
      8/499      4.32G    0.02244    0.01545     0.0117         81        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
      8/499      4.32G    0.02244    0.01545     0.0117         81        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
      8/499      4.32G    0.02247    0.01547    0.01173         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
      8/499      4.32G    0.02247    0.01547    0.01173         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
      8/499      4.32G    0.02248    0.01549    0.01172         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
      8/499      4.32G    0.02248    0.01549    0.01172         80        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
      8/499      4.32G    0.02248    0.01553    0.01169         83        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
      8/499      4.32G    0.02248    0.01553    0.01169         83        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
      8/499      4.32G    0.02249    0.01551    0.01169         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
      8/499      4.32G    0.02249    0.01551    0.01169         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
      8/499      4.32G    0.02249    0.01551     0.0117         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
      8/499      4.32G    0.02249    0.01551     0.0117         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
      8/499      4.32G     0.0225    0.01551    0.01169         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
      8/499      4.32G     0.0225    0.01551    0.01169         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
      8/499      4.32G    0.02249     0.0155     0.0117         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
      8/499      4.32G    0.02249     0.0155     0.0117         58        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
      8/499      4.32G    0.02247     0.0155    0.01167         66        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
      8/499      4.32G    0.02247     0.0155    0.01167         66        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
      8/499      4.32G    0.02247    0.01549    0.01167         61        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
      8/499      4.32G    0.02247    0.01549    0.01167         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
      8/499      4.32G    0.02248    0.01547    0.01163         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
      8/499      4.32G    0.02248    0.01547    0.01163         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
      8/499      4.32G    0.02249    0.01546    0.01168         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
      8/499      4.32G    0.02249    0.01546    0.01168         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
      8/499      4.32G    0.02249    0.01546    0.01168         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
      8/499      4.32G    0.02249    0.01546    0.01168         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.15it/s]
      8/499      4.32G    0.02249    0.01546    0.01164         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.15it/s]
      8/499      4.32G    0.02249    0.01546    0.01164         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
      8/499      4.32G    0.02248    0.01546    0.01164         80        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
      8/499      4.32G    0.02248    0.01546    0.01164         80        640:  85%|########4 | 142/168 [00:26<00:05,  5.14it/s]
      8/499      4.32G    0.02248    0.01548    0.01163         78        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
      8/499      4.32G    0.02248    0.01548    0.01163         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
      8/499      4.32G    0.02249    0.01548    0.01162         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
      8/499      4.32G    0.02249    0.01548    0.01162         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
      8/499      4.32G    0.02248    0.01549    0.01162         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
      8/499      4.32G    0.02248    0.01549    0.01162         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
      8/499      4.32G    0.02249    0.01549     0.0116         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
      8/499      4.32G    0.02249    0.01549     0.0116         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
      8/499      4.32G    0.02248    0.01546    0.01158         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
      8/499      4.32G    0.02248    0.01546    0.01158         55        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
      8/499      4.32G    0.02247    0.01548    0.01156         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
      8/499      4.32G    0.02247    0.01548    0.01156         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
      8/499      4.32G    0.02248    0.01547    0.01158         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
      8/499      4.32G    0.02248    0.01547    0.01158         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
      8/499      4.32G    0.02248    0.01549    0.01157         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
      8/499      4.32G    0.02248    0.01549    0.01157         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
      8/499      4.32G    0.02249    0.01552    0.01156         79        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
      8/499      4.32G    0.02249    0.01552    0.01156         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
      8/499      4.32G    0.02248    0.01551    0.01154         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
      8/499      4.32G    0.02248    0.01551    0.01154         59        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
      8/499      4.32G    0.02249    0.01553    0.01155         86        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
      8/499      4.32G    0.02249    0.01553    0.01155         86        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
      8/499      4.32G    0.02248     0.0155    0.01157         48        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
      8/499      4.32G    0.02248     0.0155    0.01157         48        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
      8/499      4.32G    0.02249    0.01553    0.01156         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
      8/499      4.32G    0.02249    0.01553    0.01156         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
      8/499      4.32G     0.0225    0.01553    0.01155         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
      8/499      4.32G     0.0225    0.01553    0.01155         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
      8/499      4.32G    0.02248    0.01553    0.01153         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
      8/499      4.32G    0.02248    0.01553    0.01153         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
      8/499      4.32G    0.02247    0.01553    0.01154         75        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
      8/499      4.32G    0.02247    0.01553    0.01154         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
      8/499      4.32G    0.02246    0.01554    0.01153         83        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
      8/499      4.32G    0.02246    0.01554    0.01153         83        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
      8/499      4.32G    0.02246    0.01553    0.01155         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
      8/499      4.32G    0.02246    0.01553    0.01155         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
      8/499      4.32G    0.02247    0.01551    0.01154         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
      8/499      4.32G    0.02247    0.01551    0.01154         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
      8/499      4.32G    0.02246    0.01551    0.01153         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
      8/499      4.32G    0.02246    0.01551    0.01153         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
      8/499      4.32G    0.02246    0.01553    0.01153         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
      8/499      4.32G    0.02246    0.01553    0.01153         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
      8/499      4.32G    0.02245    0.01551    0.01149         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
      8/499      4.32G    0.02245    0.01551    0.01149         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
      8/499      4.32G    0.02245    0.01554    0.01148         87        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
      8/499      4.32G    0.02245    0.01554    0.01148         87        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
      8/499      4.32G    0.02246    0.01552    0.01148         48        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
      8/499      4.32G    0.02246    0.01552    0.01148         48        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
      8/499      4.32G    0.02248    0.01554     0.0115         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
      8/499      4.32G    0.02248    0.01554     0.0115         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.20it/s]
      8/499      4.32G    0.02245    0.01554     0.0115         36        640:  99%|#########9| 167/168 [00:31<00:00,  5.20it/s]
      8/499      4.32G    0.02245    0.01554     0.0115         36        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
      8/499      4.32G    0.02245    0.01554     0.0115         36        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.595      0.669      0.715      0.531

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
      9/499      4.32G    0.02086    0.01472    0.01052         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
      9/499      4.32G    0.02086    0.01472    0.01052         68        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
      9/499      4.32G    0.02096    0.01443   0.009067         66        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
      9/499      4.32G    0.02096    0.01443   0.009067         66        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
      9/499      4.32G    0.02121    0.01593    0.00855         94        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
      9/499      4.32G    0.02121    0.01593    0.00855         94        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
      9/499      4.32G    0.02125    0.01614    0.00954         72        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
      9/499      4.32G    0.02125    0.01614    0.00954         72        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
      9/499      4.32G    0.02125    0.01574   0.009339         62        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
      9/499      4.32G    0.02125    0.01574   0.009339         62        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
      9/499      4.32G    0.02164    0.01543    0.01007         60        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
      9/499      4.32G    0.02164    0.01543    0.01007         60        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
      9/499      4.32G    0.02248    0.01525    0.01104         69        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
      9/499      4.32G    0.02248    0.01525    0.01104         69        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
      9/499      4.32G    0.02256    0.01539    0.01064         66        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
      9/499      4.32G    0.02256    0.01539    0.01064         66        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
      9/499      4.32G    0.02243    0.01537    0.01027         67        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
      9/499      4.32G    0.02243    0.01537    0.01027         67        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
      9/499      4.32G    0.02262    0.01518    0.01046         56        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
      9/499      4.32G    0.02262    0.01518    0.01046         56        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
      9/499      4.32G     0.0225    0.01543    0.01035         75        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
      9/499      4.32G     0.0225    0.01543    0.01035         75        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
      9/499      4.32G    0.02246    0.01515    0.01015         57        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
      9/499      4.32G    0.02246    0.01515    0.01015         57        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
      9/499      4.32G    0.02244    0.01506    0.01043         66        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
      9/499      4.32G    0.02244    0.01506    0.01043         66        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
      9/499      4.32G     0.0223    0.01511    0.01068         77        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
      9/499      4.32G     0.0223    0.01511    0.01068         77        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
      9/499      4.32G    0.02227    0.01513    0.01101         66        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
      9/499      4.32G    0.02227    0.01513    0.01101         66        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
      9/499      4.32G    0.02236    0.01513     0.0112         63        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
      9/499      4.32G    0.02236    0.01513     0.0112         63        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
      9/499      4.32G    0.02246    0.01528    0.01104         83        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
      9/499      4.32G    0.02246    0.01528    0.01104         83        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
      9/499      4.32G    0.02258    0.01542    0.01105         77        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
      9/499      4.32G    0.02258    0.01542    0.01105         77        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
      9/499      4.32G    0.02257    0.01544    0.01108         75        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
      9/499      4.32G    0.02257    0.01544    0.01108         75        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
      9/499      4.32G    0.02255    0.01534    0.01129         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
      9/499      4.32G    0.02255    0.01534    0.01129         60        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
      9/499      4.32G    0.02245    0.01517     0.0114         53        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
      9/499      4.32G    0.02245    0.01517     0.0114         53        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
      9/499      4.32G    0.02251    0.01513    0.01148         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
      9/499      4.32G    0.02251    0.01513    0.01148         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
      9/499      4.32G    0.02251     0.0151    0.01149         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
      9/499      4.32G    0.02251     0.0151    0.01149         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
      9/499      4.32G    0.02252    0.01517    0.01132         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
      9/499      4.32G    0.02252    0.01517    0.01132         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
      9/499      4.32G    0.02262    0.01533    0.01142         94        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
      9/499      4.32G    0.02262    0.01533    0.01142         94        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
      9/499      4.32G    0.02262    0.01529    0.01146         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
      9/499      4.32G    0.02262    0.01529    0.01146         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
      9/499      4.32G    0.02271    0.01526    0.01141         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
      9/499      4.32G    0.02271    0.01526    0.01141         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
      9/499      4.32G    0.02263    0.01527    0.01135         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
      9/499      4.32G    0.02263    0.01527    0.01135         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
      9/499      4.32G    0.02265    0.01526    0.01128         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
      9/499      4.32G    0.02265    0.01526    0.01128         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
      9/499      4.32G    0.02258     0.0153    0.01132         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
      9/499      4.32G    0.02258     0.0153    0.01132         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
      9/499      4.32G    0.02259    0.01533    0.01137         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
      9/499      4.32G    0.02259    0.01533    0.01137         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
      9/499      4.32G    0.02258    0.01539    0.01139         86        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
      9/499      4.32G    0.02258    0.01539    0.01139         86        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
      9/499      4.32G    0.02253    0.01538    0.01135         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
      9/499      4.32G    0.02253    0.01538    0.01135         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
      9/499      4.32G    0.02258    0.01545    0.01131         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
      9/499      4.32G    0.02258    0.01545    0.01131         76        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
      9/499      4.32G    0.02259    0.01542    0.01131         63        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
      9/499      4.32G    0.02259    0.01542    0.01131         63        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
      9/499      4.32G    0.02261    0.01548    0.01126         78        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
      9/499      4.32G    0.02261    0.01548    0.01126         78        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
      9/499      4.32G    0.02263    0.01537     0.0112         52        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
      9/499      4.32G    0.02263    0.01537     0.0112         52        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
      9/499      4.32G    0.02261    0.01539    0.01117         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
      9/499      4.32G    0.02261    0.01539    0.01117         82        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
      9/499      4.32G    0.02254    0.01533    0.01113         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
      9/499      4.32G    0.02254    0.01533    0.01113         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
      9/499      4.32G     0.0225    0.01522    0.01117         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
      9/499      4.32G     0.0225    0.01522    0.01117         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
      9/499      4.32G     0.0225    0.01527    0.01116         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
      9/499      4.32G     0.0225    0.01527    0.01116         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
      9/499      4.32G    0.02253    0.01526    0.01127         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
      9/499      4.32G    0.02253    0.01526    0.01127         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
      9/499      4.32G    0.02252    0.01526    0.01128         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
      9/499      4.32G    0.02252    0.01526    0.01128         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
      9/499      4.32G    0.02252    0.01526    0.01133         53        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
      9/499      4.32G    0.02252    0.01526    0.01133         53        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
      9/499      4.32G    0.02251    0.01528     0.0113         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
      9/499      4.32G    0.02251    0.01528     0.0113         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
      9/499      4.32G    0.02249    0.01522     0.0113         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
      9/499      4.32G    0.02249    0.01522     0.0113         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
      9/499      4.32G    0.02249    0.01533    0.01137         86        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
      9/499      4.32G    0.02249    0.01533    0.01137         86        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
      9/499      4.32G     0.0225    0.01529    0.01136         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
      9/499      4.32G     0.0225    0.01529    0.01136         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
      9/499      4.32G    0.02247    0.01531    0.01137         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
      9/499      4.32G    0.02247    0.01531    0.01137         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
      9/499      4.32G    0.02247    0.01531    0.01133         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
      9/499      4.32G    0.02247    0.01531    0.01133         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
      9/499      4.32G    0.02248    0.01534    0.01134         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
      9/499      4.32G    0.02248    0.01534    0.01134         83        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
      9/499      4.32G    0.02247    0.01535     0.0113         68        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
      9/499      4.32G    0.02247    0.01535     0.0113         68        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
      9/499      4.32G    0.02246    0.01535     0.0113         65        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
      9/499      4.32G    0.02246    0.01535     0.0113         65        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
      9/499      4.32G    0.02251    0.01535    0.01126         64        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
      9/499      4.32G    0.02251    0.01535    0.01126         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
      9/499      4.32G     0.0225    0.01536    0.01128         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
      9/499      4.32G     0.0225    0.01536    0.01128         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
      9/499      4.32G    0.02246    0.01536    0.01124         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
      9/499      4.32G    0.02246    0.01536    0.01124         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
      9/499      4.32G    0.02241    0.01541    0.01118         86        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
      9/499      4.32G    0.02241    0.01541    0.01118         86        640:  34%|###3      | 57/168 [00:10<00:21,  5.20it/s]
      9/499      4.32G     0.0224    0.01543     0.0112         68        640:  34%|###3      | 57/168 [00:11<00:21,  5.20it/s]
      9/499      4.32G     0.0224    0.01543     0.0112         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.08it/s]
      9/499      4.32G     0.0224    0.01551     0.0113         82        640:  35%|###4      | 58/168 [00:11<00:21,  5.08it/s]
      9/499      4.32G     0.0224    0.01551     0.0113         82        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
      9/499      4.32G    0.02241    0.01546     0.0113         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
      9/499      4.32G    0.02241    0.01546     0.0113         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.23it/s]
      9/499      4.32G    0.02241    0.01546    0.01125         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.23it/s]
      9/499      4.32G    0.02241    0.01546    0.01125         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
      9/499      4.32G    0.02238    0.01545    0.01126         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
      9/499      4.32G    0.02238    0.01545    0.01126         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
      9/499      4.32G    0.02241    0.01548    0.01126         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
      9/499      4.32G    0.02241    0.01548    0.01126         79        640:  38%|###7      | 63/168 [00:11<00:20,  5.24it/s]
      9/499      4.32G    0.02239    0.01547    0.01132         65        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
      9/499      4.32G    0.02239    0.01547    0.01132         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
      9/499      4.32G    0.02241    0.01549    0.01128         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
      9/499      4.32G    0.02241    0.01549    0.01128         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
      9/499      4.32G    0.02239    0.01545    0.01129         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
      9/499      4.32G    0.02239    0.01545    0.01129         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
      9/499      4.32G    0.02239    0.01545    0.01131         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
      9/499      4.32G    0.02239    0.01545    0.01131         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
      9/499      4.32G     0.0224    0.01549    0.01135         82        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
      9/499      4.32G     0.0224    0.01549    0.01135         82        640:  40%|####      | 68/168 [00:12<00:19,  5.22it/s]
      9/499      4.32G    0.02242    0.01549    0.01133         62        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
      9/499      4.32G    0.02242    0.01549    0.01133         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
      9/499      4.32G    0.02242    0.01554    0.01136         84        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
      9/499      4.32G    0.02242    0.01554    0.01136         84        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
      9/499      4.32G     0.0224    0.01553    0.01138         68        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
      9/499      4.32G     0.0224    0.01553    0.01138         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
      9/499      4.32G    0.02239    0.01554    0.01131         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
      9/499      4.32G    0.02239    0.01554    0.01131         78        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
      9/499      4.32G    0.02241    0.01549    0.01126         56        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
      9/499      4.32G    0.02241    0.01549    0.01126         56        640:  43%|####3     | 73/168 [00:13<00:18,  5.10it/s]
      9/499      4.32G     0.0224     0.0155    0.01125         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
      9/499      4.32G     0.0224     0.0155    0.01125         70        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
      9/499      4.32G     0.0224    0.01546    0.01126         58        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
      9/499      4.32G     0.0224    0.01546    0.01126         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
      9/499      4.32G    0.02239    0.01543    0.01125         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
      9/499      4.32G    0.02239    0.01543    0.01125         60        640:  45%|####5     | 76/168 [00:14<00:18,  5.08it/s]
      9/499      4.32G    0.02238    0.01546    0.01122         75        640:  45%|####5     | 76/168 [00:14<00:18,  5.08it/s]
      9/499      4.32G    0.02238    0.01546    0.01122         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
      9/499      4.32G    0.02236    0.01543    0.01121         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
      9/499      4.32G    0.02236    0.01543    0.01121         58        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
      9/499      4.32G    0.02236    0.01543    0.01121         69        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
      9/499      4.32G    0.02236    0.01543    0.01121         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
      9/499      4.32G    0.02236    0.01544    0.01119         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
      9/499      4.32G    0.02236    0.01544    0.01119         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
      9/499      4.32G    0.02235    0.01542    0.01118         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
      9/499      4.32G    0.02235    0.01542    0.01118         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
      9/499      4.32G    0.02235    0.01543    0.01121         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
      9/499      4.32G    0.02235    0.01543    0.01121         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
      9/499      4.32G    0.02236    0.01549    0.01118         88        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
      9/499      4.32G    0.02236    0.01549    0.01118         88        640:  49%|####9     | 83/168 [00:15<00:16,  5.17it/s]
      9/499      4.32G    0.02241    0.01547    0.01116         56        640:  49%|####9     | 83/168 [00:16<00:16,  5.17it/s]
      9/499      4.32G    0.02241    0.01547    0.01116         56        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
      9/499      4.32G    0.02243    0.01545    0.01112         59        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
      9/499      4.32G    0.02243    0.01545    0.01112         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
      9/499      4.32G    0.02243    0.01543    0.01114         57        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
      9/499      4.32G    0.02243    0.01543    0.01114         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
      9/499      4.32G    0.02241    0.01544    0.01112         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
      9/499      4.32G    0.02241    0.01544    0.01112         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
      9/499      4.32G    0.02241    0.01544    0.01112         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
      9/499      4.32G    0.02241    0.01544    0.01112         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
      9/499      4.32G    0.02242    0.01544    0.01112         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
      9/499      4.32G    0.02242    0.01544    0.01112         68        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
      9/499      4.32G     0.0224    0.01539    0.01117         61        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
      9/499      4.32G     0.0224    0.01539    0.01117         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
      9/499      4.32G    0.02239    0.01539     0.0112         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
      9/499      4.32G    0.02239    0.01539     0.0112         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
      9/499      4.32G    0.02237     0.0154    0.01119         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
      9/499      4.32G    0.02237     0.0154    0.01119         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
      9/499      4.32G    0.02237    0.01542    0.01129         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
      9/499      4.32G    0.02237    0.01542    0.01129         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
      9/499      4.32G    0.02236    0.01538    0.01134         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
      9/499      4.32G    0.02236    0.01538    0.01134         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.13it/s]
      9/499      4.32G    0.02234    0.01538    0.01134         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
      9/499      4.32G    0.02234    0.01538    0.01134         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
      9/499      4.32G    0.02238    0.01542    0.01133         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
      9/499      4.32G    0.02238    0.01542    0.01133         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
      9/499      4.32G    0.02237    0.01542    0.01131         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
      9/499      4.32G    0.02237    0.01542    0.01131         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
      9/499      4.32G    0.02234    0.01539    0.01127         50        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
      9/499      4.32G    0.02234    0.01539    0.01127         50        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
      9/499      4.32G    0.02234    0.01538    0.01125         51        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
      9/499      4.32G    0.02234    0.01538    0.01125         51        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
      9/499      4.32G    0.02233    0.01539    0.01127         76        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
      9/499      4.32G    0.02233    0.01539    0.01127         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
      9/499      4.32G    0.02233    0.01537    0.01131         58        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
      9/499      4.32G    0.02233    0.01537    0.01131         58        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
      9/499      4.32G    0.02232    0.01537    0.01128         72        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
      9/499      4.32G    0.02232    0.01537    0.01128         72        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
      9/499      4.32G     0.0223    0.01535    0.01128         64        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
      9/499      4.32G     0.0223    0.01535    0.01128         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
      9/499      4.32G     0.0223    0.01533    0.01136         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
      9/499      4.32G     0.0223    0.01533    0.01136         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
      9/499      4.32G    0.02229    0.01537    0.01133         78        640:  62%|######1   | 104/168 [00:20<00:12,  5.30it/s]
      9/499      4.32G    0.02229    0.01537    0.01133         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
      9/499      4.32G    0.02231    0.01537    0.01136         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
      9/499      4.32G    0.02231    0.01537    0.01136         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
      9/499      4.32G    0.02231    0.01538     0.0114         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
      9/499      4.32G    0.02231    0.01538     0.0114         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
      9/499      4.32G    0.02229    0.01537    0.01139         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
      9/499      4.32G    0.02229    0.01537    0.01139         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
      9/499      4.32G    0.02227    0.01538    0.01142         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
      9/499      4.32G    0.02227    0.01538    0.01142         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
      9/499      4.32G    0.02226    0.01537    0.01141         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
      9/499      4.32G    0.02226    0.01537    0.01141         64        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
      9/499      4.32G    0.02224    0.01537     0.0114         68        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
      9/499      4.32G    0.02224    0.01537     0.0114         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
      9/499      4.32G     0.0222    0.01536     0.0114         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
      9/499      4.32G     0.0222    0.01536     0.0114         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
      9/499      4.32G    0.02221    0.01536    0.01139         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
      9/499      4.32G    0.02221    0.01536    0.01139         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
      9/499      4.32G    0.02221    0.01531    0.01139         46        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
      9/499      4.32G    0.02221    0.01531    0.01139         46        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
      9/499      4.32G    0.02221     0.0153    0.01138         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
      9/499      4.32G    0.02221     0.0153    0.01138         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
      9/499      4.32G    0.02221    0.01534    0.01141         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
      9/499      4.32G    0.02221    0.01534    0.01141         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
      9/499      4.32G    0.02219    0.01533     0.0114         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
      9/499      4.32G    0.02219    0.01533     0.0114         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
      9/499      4.32G    0.02216    0.01531     0.0114         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
      9/499      4.32G    0.02216    0.01531     0.0114         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      9/499      4.32G    0.02215    0.01531    0.01138         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
      9/499      4.32G    0.02215    0.01531    0.01138         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
      9/499      4.32G    0.02214    0.01531    0.01144         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
      9/499      4.32G    0.02214    0.01531    0.01144         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
      9/499      4.32G    0.02212    0.01527    0.01143         54        640:  71%|#######1  | 120/168 [00:23<00:08,  5.39it/s]
      9/499      4.32G    0.02212    0.01527    0.01143         54        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
      9/499      4.32G     0.0221    0.01524    0.01142         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
      9/499      4.32G     0.0221    0.01524    0.01142         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
      9/499      4.32G    0.02207    0.01523    0.01143         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
      9/499      4.32G    0.02207    0.01523    0.01143         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
      9/499      4.32G    0.02208    0.01523    0.01143         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
      9/499      4.32G    0.02208    0.01523    0.01143         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
      9/499      4.32G    0.02209    0.01526    0.01141         85        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
      9/499      4.32G    0.02209    0.01526    0.01141         85        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
      9/499      4.32G    0.02208    0.01525     0.0114         60        640:  74%|#######4  | 125/168 [00:24<00:08,  5.28it/s]
      9/499      4.32G    0.02208    0.01525     0.0114         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
      9/499      4.32G    0.02204    0.01523    0.01142         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
      9/499      4.32G    0.02204    0.01523    0.01142         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
      9/499      4.32G    0.02203    0.01524    0.01143         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
      9/499      4.32G    0.02203    0.01524    0.01143         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
      9/499      4.32G    0.02203    0.01524    0.01143         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
      9/499      4.32G    0.02203    0.01524    0.01143         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
      9/499      4.32G    0.02202    0.01523    0.01146         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
      9/499      4.32G    0.02202    0.01523    0.01146         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
      9/499      4.32G    0.02201    0.01522    0.01143         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
      9/499      4.32G    0.02201    0.01522    0.01143         65        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
      9/499      4.32G      0.022    0.01521    0.01143         70        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
      9/499      4.32G      0.022    0.01521    0.01143         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
      9/499      4.32G      0.022     0.0152    0.01147         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
      9/499      4.32G      0.022     0.0152    0.01147         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
      9/499      4.32G      0.022    0.01518    0.01145         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
      9/499      4.32G      0.022    0.01518    0.01145         54        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
      9/499      4.32G      0.022    0.01519    0.01146         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
      9/499      4.32G      0.022    0.01519    0.01146         69        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
      9/499      4.32G    0.02201    0.01519    0.01147         68        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
      9/499      4.32G    0.02201    0.01519    0.01147         68        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
      9/499      4.32G    0.02199    0.01517    0.01145         61        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
      9/499      4.32G    0.02199    0.01517    0.01145         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
      9/499      4.32G    0.02198    0.01515    0.01148         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
      9/499      4.32G    0.02198    0.01515    0.01148         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
      9/499      4.32G    0.02198    0.01516     0.0115         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
      9/499      4.32G    0.02198    0.01516     0.0115         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
      9/499      4.32G      0.022    0.01515    0.01153         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
      9/499      4.32G      0.022    0.01515    0.01153         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
      9/499      4.32G    0.02199    0.01514    0.01152         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
      9/499      4.32G    0.02199    0.01514    0.01152         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
      9/499      4.32G    0.02201    0.01513    0.01151         58        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
      9/499      4.32G    0.02201    0.01513    0.01151         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
      9/499      4.32G    0.02202    0.01513    0.01152         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
      9/499      4.32G    0.02202    0.01513    0.01152         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
      9/499      4.32G    0.02203    0.01515    0.01153         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
      9/499      4.32G    0.02203    0.01515    0.01153         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
      9/499      4.32G    0.02203    0.01513    0.01152         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
      9/499      4.32G    0.02203    0.01513    0.01152         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
      9/499      4.32G    0.02203    0.01517     0.0115         86        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
      9/499      4.32G    0.02203    0.01517     0.0115         86        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
      9/499      4.32G    0.02202    0.01517    0.01148         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
      9/499      4.32G    0.02202    0.01517    0.01148         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
      9/499      4.32G    0.02202    0.01518    0.01151         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
      9/499      4.32G    0.02202    0.01518    0.01151         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
      9/499      4.32G    0.02201    0.01519    0.01151         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
      9/499      4.32G    0.02201    0.01519    0.01151         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
      9/499      4.32G      0.022     0.0152    0.01148         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
      9/499      4.32G      0.022     0.0152    0.01148         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
      9/499      4.32G    0.02202    0.01522     0.0115         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
      9/499      4.32G    0.02202    0.01522     0.0115         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
      9/499      4.32G    0.02202    0.01523    0.01152         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
      9/499      4.32G    0.02202    0.01523    0.01152         66        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
      9/499      4.32G    0.02204    0.01525    0.01152         69        640:  90%|######### | 152/168 [00:29<00:03,  5.33it/s]
      9/499      4.32G    0.02204    0.01525    0.01152         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
      9/499      4.32G    0.02204    0.01526    0.01151         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
      9/499      4.32G    0.02204    0.01526    0.01151         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
      9/499      4.32G    0.02205    0.01525     0.0115         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
      9/499      4.32G    0.02205    0.01525     0.0115         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
      9/499      4.32G    0.02205    0.01523     0.0115         51        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
      9/499      4.32G    0.02205    0.01523     0.0115         51        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
      9/499      4.32G    0.02205    0.01522    0.01149         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
      9/499      4.32G    0.02205    0.01522    0.01149         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
      9/499      4.32G    0.02205    0.01522    0.01148         66        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
      9/499      4.32G    0.02205    0.01522    0.01148         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
      9/499      4.32G    0.02203    0.01522    0.01149         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
      9/499      4.32G    0.02203    0.01522    0.01149         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
      9/499      4.32G    0.02203    0.01522    0.01148         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
      9/499      4.32G    0.02203    0.01522    0.01148         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
      9/499      4.32G    0.02202    0.01521    0.01147         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
      9/499      4.32G    0.02202    0.01521    0.01147         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
      9/499      4.32G    0.02202    0.01522    0.01148         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
      9/499      4.32G    0.02202    0.01522    0.01148         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
      9/499      4.32G    0.02203    0.01521    0.01145         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
      9/499      4.32G    0.02203    0.01521    0.01145         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
      9/499      4.32G    0.02203    0.01521    0.01144         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
      9/499      4.32G    0.02203    0.01521    0.01144         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
      9/499      4.32G    0.02201    0.01519    0.01144         42        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
      9/499      4.32G    0.02201    0.01519    0.01144         42        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
      9/499      4.32G    0.02202    0.01521    0.01143         82        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
      9/499      4.32G    0.02202    0.01521    0.01143         82        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
      9/499      4.32G    0.02202    0.01521    0.01145         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
      9/499      4.32G    0.02202    0.01521    0.01145         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
      9/499      4.32G    0.02201    0.01523    0.01145         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
      9/499      4.32G    0.02201    0.01523    0.01145         32        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
      9/499      4.32G    0.02201    0.01523    0.01145         32        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.57it/s]
                   all        132        263      0.756      0.829      0.854      0.628

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     10/499      4.32G    0.01925    0.01554   0.007155         75        640:   0%|          | 0/168 [00:00<?, ?it/s]
     10/499      4.32G    0.01925    0.01554   0.007155         75        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     10/499      4.32G     0.0224    0.01664   0.008699         68        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     10/499      4.32G     0.0224    0.01664   0.008699         68        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     10/499      4.32G    0.02324    0.01635   0.008859         66        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     10/499      4.32G    0.02324    0.01635   0.008859         66        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     10/499      4.32G    0.02286    0.01562   0.008877         64        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     10/499      4.32G    0.02286    0.01562   0.008877         64        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     10/499      4.32G    0.02239    0.01472   0.009642         57        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     10/499      4.32G    0.02239    0.01472   0.009642         57        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     10/499      4.32G    0.02285    0.01531    0.01018         74        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     10/499      4.32G    0.02285    0.01531    0.01018         74        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     10/499      4.32G    0.02278    0.01539    0.01069         73        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     10/499      4.32G    0.02278    0.01539    0.01069         73        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     10/499      4.32G    0.02274     0.0151    0.01084         59        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     10/499      4.32G    0.02274     0.0151    0.01084         59        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
     10/499      4.32G    0.02254    0.01512    0.01073         73        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
     10/499      4.32G    0.02254    0.01512    0.01073         73        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     10/499      4.32G    0.02238    0.01525     0.0106         74        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     10/499      4.32G    0.02238    0.01525     0.0106         74        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     10/499      4.32G    0.02231    0.01534    0.01062         71        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     10/499      4.32G    0.02231    0.01534    0.01062         71        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
     10/499      4.32G     0.0222     0.0153    0.01082         71        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
     10/499      4.32G     0.0222     0.0153    0.01082         71        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     10/499      4.32G    0.02209    0.01514      0.011         49        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     10/499      4.32G    0.02209    0.01514      0.011         49        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     10/499      4.32G    0.02212    0.01498    0.01065         54        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     10/499      4.32G    0.02212    0.01498    0.01065         54        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     10/499      4.32G    0.02211    0.01499    0.01059         64        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     10/499      4.32G    0.02211    0.01499    0.01059         64        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     10/499      4.32G    0.02187    0.01481    0.01045         57        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     10/499      4.32G    0.02187    0.01481    0.01045         57        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     10/499      4.32G    0.02175    0.01482    0.01037         65        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     10/499      4.32G    0.02175    0.01482    0.01037         65        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     10/499      4.32G     0.0217      0.015    0.01039         79        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     10/499      4.32G     0.0217      0.015    0.01039         79        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
     10/499      4.32G    0.02181    0.01497    0.01043         69        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
     10/499      4.32G    0.02181    0.01497    0.01043         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
     10/499      4.32G    0.02172    0.01504    0.01052         80        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
     10/499      4.32G    0.02172    0.01504    0.01052         80        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     10/499      4.32G    0.02174    0.01502    0.01065         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     10/499      4.32G    0.02174    0.01502    0.01065         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
     10/499      4.32G    0.02171    0.01511    0.01072         84        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     10/499      4.32G    0.02171    0.01511    0.01072         84        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
     10/499      4.32G     0.0217    0.01505    0.01048         50        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
     10/499      4.32G     0.0217    0.01505    0.01048         50        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     10/499      4.32G     0.0217    0.01504     0.0104         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     10/499      4.32G     0.0217    0.01504     0.0104         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     10/499      4.32G    0.02175    0.01506    0.01055         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     10/499      4.32G    0.02175    0.01506    0.01055         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     10/499      4.32G    0.02167    0.01509    0.01052         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     10/499      4.32G    0.02167    0.01509    0.01052         74        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
     10/499      4.32G    0.02157    0.01512    0.01047         69        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
     10/499      4.32G    0.02157    0.01512    0.01047         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     10/499      4.32G    0.02156     0.0151    0.01046         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     10/499      4.32G    0.02156     0.0151    0.01046         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     10/499      4.32G    0.02165    0.01516    0.01052         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     10/499      4.32G    0.02165    0.01516    0.01052         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     10/499      4.32G    0.02158    0.01513    0.01045         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     10/499      4.32G    0.02158    0.01513    0.01045         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
     10/499      4.32G    0.02147     0.0151     0.0104         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
     10/499      4.32G    0.02147     0.0151     0.0104         79        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
     10/499      4.32G    0.02144    0.01515    0.01034         85        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
     10/499      4.32G    0.02144    0.01515    0.01034         85        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     10/499      4.32G     0.0214     0.0151    0.01036         63        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     10/499      4.32G     0.0214     0.0151    0.01036         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     10/499      4.32G    0.02133    0.01501    0.01033         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     10/499      4.32G    0.02133    0.01501    0.01033         62        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     10/499      4.32G    0.02129    0.01506    0.01034         80        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     10/499      4.32G    0.02129    0.01506    0.01034         80        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     10/499      4.32G    0.02127    0.01507    0.01036         75        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     10/499      4.32G    0.02127    0.01507    0.01036         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     10/499      4.32G    0.02126    0.01512    0.01043         69        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     10/499      4.32G    0.02126    0.01512    0.01043         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     10/499      4.32G    0.02119    0.01511    0.01055         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     10/499      4.32G    0.02119    0.01511    0.01055         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     10/499      4.32G     0.0212    0.01515    0.01048         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     10/499      4.32G     0.0212    0.01515    0.01048         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     10/499      4.32G    0.02117    0.01517     0.0106         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     10/499      4.32G    0.02117    0.01517     0.0106         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     10/499      4.32G    0.02115     0.0152    0.01061         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     10/499      4.32G    0.02115     0.0152    0.01061         78        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
     10/499      4.32G    0.02114    0.01527    0.01058         83        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
     10/499      4.32G    0.02114    0.01527    0.01058         83        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
     10/499      4.32G    0.02111    0.01523    0.01052         60        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
     10/499      4.32G    0.02111    0.01523    0.01052         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     10/499      4.32G    0.02114    0.01519    0.01045         54        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     10/499      4.32G    0.02114    0.01519    0.01045         54        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     10/499      4.32G    0.02114    0.01524     0.0105         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     10/499      4.32G    0.02114    0.01524     0.0105         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     10/499      4.32G    0.02116    0.01511    0.01054         47        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     10/499      4.32G    0.02116    0.01511    0.01054         47        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     10/499      4.32G    0.02115    0.01511    0.01059         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     10/499      4.32G    0.02115    0.01511    0.01059         76        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
     10/499      4.32G    0.02113    0.01512    0.01057         66        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
     10/499      4.32G    0.02113    0.01512    0.01057         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     10/499      4.32G    0.02116    0.01513    0.01052         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     10/499      4.32G    0.02116    0.01513    0.01052         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     10/499      4.32G    0.02114    0.01514    0.01063         76        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     10/499      4.32G    0.02114    0.01514    0.01063         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     10/499      4.32G    0.02117     0.0152    0.01065         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     10/499      4.32G    0.02117     0.0152    0.01065         80        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     10/499      4.32G    0.02116    0.01516    0.01074         54        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     10/499      4.32G    0.02116    0.01516    0.01074         54        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     10/499      4.32G    0.02118    0.01511    0.01083         60        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     10/499      4.32G    0.02118    0.01511    0.01083         60        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
     10/499      4.32G    0.02116    0.01509    0.01092         71        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
     10/499      4.32G    0.02116    0.01509    0.01092         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     10/499      4.32G    0.02115    0.01511     0.0109         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     10/499      4.32G    0.02115    0.01511     0.0109         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     10/499      4.32G    0.02111    0.01512    0.01089         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     10/499      4.32G    0.02111    0.01512    0.01089         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     10/499      4.32G     0.0211    0.01516    0.01092         85        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     10/499      4.32G     0.0211    0.01516    0.01092         85        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     10/499      4.32G    0.02108    0.01515    0.01091         67        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     10/499      4.32G    0.02108    0.01515    0.01091         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     10/499      4.32G    0.02102    0.01511    0.01085         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     10/499      4.32G    0.02102    0.01511    0.01085         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     10/499      4.32G    0.02102    0.01515    0.01089         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     10/499      4.32G    0.02102    0.01515    0.01089         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     10/499      4.32G    0.02102    0.01512    0.01093         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     10/499      4.32G    0.02102    0.01512    0.01093         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     10/499      4.32G      0.021    0.01511    0.01093         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     10/499      4.32G      0.021    0.01511    0.01093         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     10/499      4.32G    0.02101    0.01516     0.0109         82        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     10/499      4.32G    0.02101    0.01516     0.0109         82        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
     10/499      4.32G    0.02101    0.01515    0.01089         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
     10/499      4.32G    0.02101    0.01515    0.01089         74        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     10/499      4.32G      0.021    0.01515    0.01093         60        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     10/499      4.32G      0.021    0.01515    0.01093         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
     10/499      4.32G      0.021    0.01513    0.01095         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
     10/499      4.32G      0.021    0.01513    0.01095         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.37it/s]
     10/499      4.32G    0.02103    0.01512    0.01099         53        640:  39%|###9      | 66/168 [00:12<00:19,  5.37it/s]
     10/499      4.32G    0.02103    0.01512    0.01099         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     10/499      4.32G    0.02101    0.01509    0.01093         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     10/499      4.32G    0.02101    0.01509    0.01093         58        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     10/499      4.32G    0.02099    0.01505    0.01103         64        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     10/499      4.32G    0.02099    0.01505    0.01103         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     10/499      4.32G    0.02103     0.0151    0.01106         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     10/499      4.32G    0.02103     0.0151    0.01106         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     10/499      4.32G    0.02103    0.01514    0.01114         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     10/499      4.32G    0.02103    0.01514    0.01114         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     10/499      4.32G    0.02104    0.01514    0.01117         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     10/499      4.32G    0.02104    0.01514    0.01117         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
     10/499      4.32G    0.02103    0.01516    0.01118         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
     10/499      4.32G    0.02103    0.01516    0.01118         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     10/499      4.32G    0.02103    0.01515    0.01117         63        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     10/499      4.32G    0.02103    0.01515    0.01117         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     10/499      4.32G    0.02105    0.01518    0.01115         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     10/499      4.32G    0.02105    0.01518    0.01115         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
     10/499      4.32G    0.02102    0.01514    0.01116         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
     10/499      4.32G    0.02102    0.01514    0.01116         53        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     10/499      4.32G    0.02102    0.01513    0.01108         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     10/499      4.32G    0.02102    0.01513    0.01108         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     10/499      4.32G    0.02104    0.01512    0.01105         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     10/499      4.32G    0.02104    0.01512    0.01105         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     10/499      4.32G    0.02104    0.01512    0.01106         69        640:  46%|####6     | 78/168 [00:15<00:16,  5.38it/s]
     10/499      4.32G    0.02104    0.01512    0.01106         69        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
     10/499      4.32G    0.02101     0.0151    0.01103         66        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
     10/499      4.32G    0.02101     0.0151    0.01103         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     10/499      4.32G    0.02101    0.01511    0.01099         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     10/499      4.32G    0.02101    0.01511    0.01099         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     10/499      4.32G    0.02098    0.01512    0.01095         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     10/499      4.32G    0.02098    0.01512    0.01095         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     10/499      4.32G    0.02101    0.01512    0.01097         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     10/499      4.32G    0.02101    0.01512    0.01097         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     10/499      4.32G      0.021    0.01512    0.01098         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     10/499      4.32G      0.021    0.01512    0.01098         75        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     10/499      4.32G    0.02103    0.01513    0.01098         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     10/499      4.32G    0.02103    0.01513    0.01098         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     10/499      4.32G    0.02101    0.01515    0.01101         75        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     10/499      4.32G    0.02101    0.01515    0.01101         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     10/499      4.32G    0.02099    0.01516    0.01099         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     10/499      4.32G    0.02099    0.01516    0.01099         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     10/499      4.32G    0.02097    0.01513    0.01096         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     10/499      4.32G    0.02097    0.01513    0.01096         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     10/499      4.32G      0.021    0.01513    0.01098         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     10/499      4.32G      0.021    0.01513    0.01098         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
     10/499      4.32G    0.02103    0.01515    0.01102         74        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
     10/499      4.32G    0.02103    0.01515    0.01102         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     10/499      4.32G    0.02101    0.01514    0.01105         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     10/499      4.32G    0.02101    0.01514    0.01105         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     10/499      4.32G    0.02103    0.01514    0.01108         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     10/499      4.32G    0.02103    0.01514    0.01108         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     10/499      4.32G    0.02102    0.01514    0.01107         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     10/499      4.32G    0.02102    0.01514    0.01107         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     10/499      4.32G    0.02108    0.01509     0.0111         43        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     10/499      4.32G    0.02108    0.01509     0.0111         43        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     10/499      4.32G    0.02109    0.01506    0.01113         53        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
     10/499      4.32G    0.02109    0.01506    0.01113         53        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     10/499      4.32G    0.02114    0.01504    0.01114         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     10/499      4.32G    0.02114    0.01504    0.01114         54        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     10/499      4.32G    0.02115    0.01505    0.01113         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     10/499      4.32G    0.02115    0.01505    0.01113         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     10/499      4.32G    0.02115    0.01503     0.0111         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     10/499      4.32G    0.02115    0.01503     0.0111         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     10/499      4.32G    0.02114    0.01502    0.01107         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     10/499      4.32G    0.02114    0.01502    0.01107         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     10/499      4.32G    0.02116    0.01506    0.01103         72        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     10/499      4.32G    0.02116    0.01506    0.01103         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     10/499      4.32G    0.02117    0.01506     0.0111         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     10/499      4.32G    0.02117    0.01506     0.0111         66        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     10/499      4.32G    0.02119    0.01507    0.01115         70        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     10/499      4.32G    0.02119    0.01507    0.01115         70        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     10/499      4.32G    0.02117    0.01506    0.01112         68        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     10/499      4.32G    0.02117    0.01506    0.01112         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     10/499      4.32G     0.0212    0.01509    0.01119         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     10/499      4.32G     0.0212    0.01509    0.01119         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     10/499      4.32G    0.02119    0.01507     0.0112         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     10/499      4.32G    0.02119    0.01507     0.0112         67        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     10/499      4.32G    0.02121    0.01509    0.01119         85        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     10/499      4.32G    0.02121    0.01509    0.01119         85        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     10/499      4.32G     0.0212    0.01505    0.01117         49        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     10/499      4.32G     0.0212    0.01505    0.01117         49        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
     10/499      4.32G     0.0212    0.01503    0.01118         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
     10/499      4.32G     0.0212    0.01503    0.01118         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     10/499      4.32G    0.02121    0.01504     0.0112         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     10/499      4.32G    0.02121    0.01504     0.0112         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     10/499      4.32G     0.0212    0.01506    0.01118         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     10/499      4.32G     0.0212    0.01506    0.01118         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     10/499      4.32G    0.02121    0.01505    0.01117         70        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     10/499      4.32G    0.02121    0.01505    0.01117         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     10/499      4.32G    0.02122    0.01507    0.01119         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     10/499      4.32G    0.02122    0.01507    0.01119         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     10/499      4.32G    0.02122    0.01511    0.01117         89        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     10/499      4.32G    0.02122    0.01511    0.01117         89        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     10/499      4.32G     0.0212    0.01511    0.01117         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     10/499      4.32G     0.0212    0.01511    0.01117         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     10/499      4.32G     0.0212    0.01512    0.01117         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     10/499      4.32G     0.0212    0.01512    0.01117         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     10/499      4.32G    0.02119    0.01513     0.0112         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
     10/499      4.32G    0.02119    0.01513     0.0112         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     10/499      4.32G    0.02119    0.01514    0.01117         85        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     10/499      4.32G    0.02119    0.01514    0.01117         85        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     10/499      4.32G     0.0212    0.01516    0.01118         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     10/499      4.32G     0.0212    0.01516    0.01118         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     10/499      4.32G     0.0212    0.01519    0.01118         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     10/499      4.32G     0.0212    0.01519    0.01118         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     10/499      4.32G    0.02122    0.01522     0.0112         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     10/499      4.32G    0.02122    0.01522     0.0112         76        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     10/499      4.32G    0.02121    0.01523    0.01121         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     10/499      4.32G    0.02121    0.01523    0.01121         73        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
     10/499      4.32G    0.02121    0.01522    0.01123         63        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
     10/499      4.32G    0.02121    0.01522    0.01123         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     10/499      4.32G    0.02123    0.01523    0.01124         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     10/499      4.32G    0.02123    0.01523    0.01124         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
     10/499      4.32G    0.02122    0.01522    0.01122         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
     10/499      4.32G    0.02122    0.01522    0.01122         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
     10/499      4.32G    0.02122    0.01522    0.01118         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
     10/499      4.32G    0.02122    0.01522    0.01118         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
     10/499      4.32G    0.02122     0.0152    0.01117         57        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
     10/499      4.32G    0.02122     0.0152    0.01117         57        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
     10/499      4.32G     0.0212    0.01518    0.01115         56        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
     10/499      4.32G     0.0212    0.01518    0.01115         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     10/499      4.32G    0.02121    0.01517     0.0112         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     10/499      4.32G    0.02121    0.01517     0.0112         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     10/499      4.32G    0.02119    0.01514    0.01117         49        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     10/499      4.32G    0.02119    0.01514    0.01117         49        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
     10/499      4.32G    0.02121    0.01513    0.01119         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
     10/499      4.32G    0.02121    0.01513    0.01119         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     10/499      4.32G     0.0212    0.01513    0.01118         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     10/499      4.32G     0.0212    0.01513    0.01118         71        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     10/499      4.32G    0.02121    0.01516    0.01119         79        640:  78%|#######7  | 131/168 [00:25<00:06,  5.31it/s]
     10/499      4.32G    0.02121    0.01516    0.01119         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     10/499      4.32G     0.0212    0.01515    0.01123         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     10/499      4.32G     0.0212    0.01515    0.01123         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     10/499      4.32G    0.02121    0.01515     0.0112         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     10/499      4.32G    0.02121    0.01515     0.0112         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     10/499      4.32G    0.02123    0.01514    0.01122         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     10/499      4.32G    0.02123    0.01514    0.01122         58        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     10/499      4.32G    0.02125    0.01513    0.01131         54        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     10/499      4.32G    0.02125    0.01513    0.01131         54        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     10/499      4.32G    0.02124    0.01515     0.0113         77        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     10/499      4.32G    0.02124    0.01515     0.0113         77        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
     10/499      4.32G    0.02124    0.01513     0.0113         52        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     10/499      4.32G    0.02124    0.01513     0.0113         52        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     10/499      4.32G    0.02126    0.01513     0.0113         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     10/499      4.32G    0.02126    0.01513     0.0113         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     10/499      4.32G    0.02124    0.01512     0.0113         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     10/499      4.32G    0.02124    0.01512     0.0113         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     10/499      4.32G    0.02123    0.01515    0.01129         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     10/499      4.32G    0.02123    0.01515    0.01129         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     10/499      4.32G    0.02123    0.01517    0.01126         83        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     10/499      4.32G    0.02123    0.01517    0.01126         83        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
     10/499      4.32G    0.02122    0.01519    0.01126         86        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     10/499      4.32G    0.02122    0.01519    0.01126         86        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     10/499      4.32G    0.02122    0.01521    0.01124         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     10/499      4.32G    0.02122    0.01521    0.01124         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
     10/499      4.32G    0.02125    0.01518    0.01125         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
     10/499      4.32G    0.02125    0.01518    0.01125         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     10/499      4.32G    0.02123    0.01519    0.01124         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     10/499      4.32G    0.02123    0.01519    0.01124         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     10/499      4.32G    0.02124    0.01519    0.01125         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     10/499      4.32G    0.02124    0.01519    0.01125         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
     10/499      4.32G    0.02125    0.01519    0.01125         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     10/499      4.32G    0.02125    0.01519    0.01125         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     10/499      4.32G    0.02125     0.0152    0.01124         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     10/499      4.32G    0.02125     0.0152    0.01124         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     10/499      4.32G    0.02125    0.01519    0.01123         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     10/499      4.32G    0.02125    0.01519    0.01123         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     10/499      4.32G    0.02124    0.01522    0.01125         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     10/499      4.32G    0.02124    0.01522    0.01125         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
     10/499      4.32G    0.02124     0.0152    0.01125         55        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
     10/499      4.32G    0.02124     0.0152    0.01125         55        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
     10/499      4.32G    0.02124     0.0152    0.01123         65        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
     10/499      4.32G    0.02124     0.0152    0.01123         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     10/499      4.32G    0.02123    0.01519    0.01122         55        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     10/499      4.32G    0.02123    0.01519    0.01122         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     10/499      4.32G    0.02123    0.01521    0.01122         90        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     10/499      4.32G    0.02123    0.01521    0.01122         90        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     10/499      4.32G    0.02125    0.01522    0.01123         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     10/499      4.32G    0.02125    0.01522    0.01123         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     10/499      4.32G    0.02125    0.01522     0.0112         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     10/499      4.32G    0.02125    0.01522     0.0112         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     10/499      4.32G    0.02125    0.01522    0.01123         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     10/499      4.32G    0.02125    0.01522    0.01123         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     10/499      4.32G    0.02123    0.01521    0.01122         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     10/499      4.32G    0.02123    0.01521    0.01122         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     10/499      4.32G    0.02122    0.01521    0.01119         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     10/499      4.32G    0.02122    0.01521    0.01119         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     10/499      4.32G    0.02122    0.01521    0.01117         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     10/499      4.32G    0.02122    0.01521    0.01117         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     10/499      4.32G    0.02121     0.0152    0.01117         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     10/499      4.32G    0.02121     0.0152    0.01117         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     10/499      4.32G    0.02121    0.01522    0.01116         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     10/499      4.32G    0.02121    0.01522    0.01116         75        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     10/499      4.32G    0.02121    0.01522    0.01114         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     10/499      4.32G    0.02121    0.01522    0.01114         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     10/499      4.32G    0.02119     0.0152    0.01116         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     10/499      4.32G    0.02119     0.0152    0.01116         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     10/499      4.32G    0.02117     0.0152    0.01116         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     10/499      4.32G    0.02117     0.0152    0.01116         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     10/499      4.32G    0.02117    0.01518    0.01114         53        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     10/499      4.32G    0.02117    0.01518    0.01114         53        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     10/499      4.32G    0.02115    0.01517    0.01116         29        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     10/499      4.32G    0.02115    0.01517    0.01116         29        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
     10/499      4.32G    0.02115    0.01517    0.01116         29        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.60it/s]
                   all        132        263      0.744      0.841      0.836      0.636

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     11/499      4.32G     0.0233     0.0167   0.008361         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     11/499      4.32G     0.0233     0.0167   0.008361         65        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     11/499      4.32G    0.02325    0.01674   0.009778         66        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     11/499      4.32G    0.02325    0.01674   0.009778         66        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
     11/499      4.32G    0.02261    0.01653   0.008898         73        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
     11/499      4.32G    0.02261    0.01653   0.008898         73        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     11/499      4.32G    0.02224    0.01649   0.009046         82        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     11/499      4.32G    0.02224    0.01649   0.009046         82        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
     11/499      4.32G    0.02207    0.01647   0.009563         73        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
     11/499      4.32G    0.02207    0.01647   0.009563         73        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
     11/499      4.32G    0.02232    0.01652    0.01015         61        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
     11/499      4.32G    0.02232    0.01652    0.01015         61        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     11/499      4.32G    0.02239    0.01666     0.0105         76        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     11/499      4.32G    0.02239    0.01666     0.0105         76        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     11/499      4.32G    0.02246    0.01652    0.01108         67        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     11/499      4.32G    0.02246    0.01652    0.01108         67        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     11/499      4.32G    0.02258    0.01641    0.01089         64        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     11/499      4.32G    0.02258    0.01641    0.01089         64        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     11/499      4.32G    0.02228    0.01645    0.01128         72        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     11/499      4.32G    0.02228    0.01645    0.01128         72        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     11/499      4.32G    0.02223    0.01674    0.01107         81        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     11/499      4.32G    0.02223    0.01674    0.01107         81        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     11/499      4.32G    0.02191    0.01636    0.01087         62        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     11/499      4.32G    0.02191    0.01636    0.01087         62        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     11/499      4.32G    0.02178    0.01613    0.01101         59        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     11/499      4.32G    0.02178    0.01613    0.01101         59        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
     11/499      4.32G    0.02162    0.01601    0.01085         64        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
     11/499      4.32G    0.02162    0.01601    0.01085         64        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     11/499      4.32G    0.02142    0.01591    0.01106         67        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     11/499      4.32G    0.02142    0.01591    0.01106         67        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
     11/499      4.32G    0.02138     0.0159    0.01096         71        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
     11/499      4.32G    0.02138     0.0159    0.01096         71        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     11/499      4.32G    0.02145    0.01581    0.01106         59        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     11/499      4.32G    0.02145    0.01581    0.01106         59        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     11/499      4.32G    0.02128    0.01568    0.01076         59        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     11/499      4.32G    0.02128    0.01568    0.01076         59        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     11/499      4.32G    0.02111     0.0156    0.01074         68        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     11/499      4.32G    0.02111     0.0156    0.01074         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     11/499      4.32G    0.02113    0.01574     0.0107         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     11/499      4.32G    0.02113    0.01574     0.0107         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     11/499      4.32G    0.02113    0.01575    0.01063         77        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     11/499      4.32G    0.02113    0.01575    0.01063         77        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     11/499      4.32G    0.02104    0.01574    0.01059         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     11/499      4.32G    0.02104    0.01574    0.01059         69        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     11/499      4.32G    0.02104     0.0158    0.01067         77        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     11/499      4.32G    0.02104     0.0158    0.01067         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     11/499      4.32G    0.02111    0.01577    0.01079         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     11/499      4.32G    0.02111    0.01577    0.01079         74        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     11/499      4.32G    0.02108    0.01571    0.01076         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     11/499      4.32G    0.02108    0.01571    0.01076         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     11/499      4.32G    0.02102    0.01563    0.01074         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     11/499      4.32G    0.02102    0.01563    0.01074         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     11/499      4.32G    0.02096    0.01556    0.01065         60        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     11/499      4.32G    0.02096    0.01556    0.01065         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     11/499      4.32G    0.02091     0.0156    0.01078         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     11/499      4.32G    0.02091     0.0156    0.01078         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     11/499      4.32G    0.02093    0.01565    0.01089         73        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     11/499      4.32G    0.02093    0.01565    0.01089         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     11/499      4.32G    0.02087    0.01562    0.01073         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     11/499      4.32G    0.02087    0.01562    0.01073         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     11/499      4.32G    0.02076     0.0156    0.01058         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     11/499      4.32G    0.02076     0.0156    0.01058         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     11/499      4.32G    0.02087    0.01556    0.01074         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     11/499      4.32G    0.02087    0.01556    0.01074         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     11/499      4.32G    0.02083    0.01547    0.01077         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     11/499      4.32G    0.02083    0.01547    0.01077         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     11/499      4.32G    0.02088    0.01543    0.01076         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     11/499      4.32G    0.02088    0.01543    0.01076         61        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     11/499      4.32G    0.02089    0.01538    0.01077         65        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     11/499      4.32G    0.02089    0.01538    0.01077         65        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     11/499      4.32G    0.02091    0.01541    0.01065         74        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     11/499      4.32G    0.02091    0.01541    0.01065         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
     11/499      4.32G    0.02089    0.01538    0.01069         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.38it/s]
     11/499      4.32G    0.02089    0.01538    0.01069         65        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     11/499      4.32G    0.02092    0.01538    0.01061         72        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     11/499      4.32G    0.02092    0.01538    0.01061         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     11/499      4.32G    0.02093    0.01542    0.01052         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     11/499      4.32G    0.02093    0.01542    0.01052         70        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
     11/499      4.32G    0.02095    0.01549    0.01053         77        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
     11/499      4.32G    0.02095    0.01549    0.01053         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     11/499      4.32G    0.02099    0.01553    0.01047         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     11/499      4.32G    0.02099    0.01553    0.01047         76        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     11/499      4.32G    0.02097    0.01548    0.01042         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     11/499      4.32G    0.02097    0.01548    0.01042         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     11/499      4.32G    0.02097    0.01547    0.01055         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     11/499      4.32G    0.02097    0.01547    0.01055         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     11/499      4.32G    0.02097    0.01544    0.01063         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     11/499      4.32G    0.02097    0.01544    0.01063         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     11/499      4.32G    0.02099    0.01544    0.01055         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     11/499      4.32G    0.02099    0.01544    0.01055         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     11/499      4.32G    0.02099    0.01543    0.01065         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     11/499      4.32G    0.02099    0.01543    0.01065         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     11/499      4.32G    0.02097    0.01542    0.01066         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     11/499      4.32G    0.02097    0.01542    0.01066         78        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
     11/499      4.32G    0.02099    0.01548    0.01072         81        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
     11/499      4.32G    0.02099    0.01548    0.01072         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     11/499      4.32G      0.021    0.01545    0.01068         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     11/499      4.32G      0.021    0.01545    0.01068         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     11/499      4.32G    0.02095    0.01539    0.01066         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     11/499      4.32G    0.02095    0.01539    0.01066         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     11/499      4.32G    0.02093    0.01539    0.01064         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     11/499      4.32G    0.02093    0.01539    0.01064         68        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     11/499      4.32G    0.02096    0.01537    0.01069         59        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     11/499      4.32G    0.02096    0.01537    0.01069         59        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     11/499      4.32G    0.02095    0.01534    0.01072         69        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     11/499      4.32G    0.02095    0.01534    0.01072         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     11/499      4.32G    0.02093    0.01531    0.01068         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     11/499      4.32G    0.02093    0.01531    0.01068         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     11/499      4.32G    0.02095    0.01537    0.01066         92        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     11/499      4.32G    0.02095    0.01537    0.01066         92        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     11/499      4.32G    0.02091    0.01535    0.01056         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     11/499      4.32G    0.02091    0.01535    0.01056         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     11/499      4.32G    0.02088    0.01533    0.01046         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     11/499      4.32G    0.02088    0.01533    0.01046         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     11/499      4.32G    0.02088    0.01537    0.01045         86        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     11/499      4.32G    0.02088    0.01537    0.01045         86        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     11/499      4.32G    0.02086    0.01535    0.01044         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     11/499      4.32G    0.02086    0.01535    0.01044         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     11/499      4.32G    0.02084     0.0153    0.01038         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     11/499      4.32G    0.02084     0.0153    0.01038         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     11/499      4.32G    0.02085    0.01528    0.01041         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     11/499      4.32G    0.02085    0.01528    0.01041         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     11/499      4.32G    0.02081    0.01528    0.01037         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     11/499      4.32G    0.02081    0.01528    0.01037         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     11/499      4.32G    0.02081    0.01534    0.01035         82        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     11/499      4.32G    0.02081    0.01534    0.01035         82        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     11/499      4.32G    0.02079    0.01527    0.01036         56        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     11/499      4.32G    0.02079    0.01527    0.01036         56        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     11/499      4.32G    0.02074    0.01527    0.01031         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     11/499      4.32G    0.02074    0.01527    0.01031         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
     11/499      4.32G    0.02071    0.01524    0.01029         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
     11/499      4.32G    0.02071    0.01524    0.01029         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     11/499      4.32G    0.02069    0.01525    0.01034         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     11/499      4.32G    0.02069    0.01525    0.01034         80        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     11/499      4.32G    0.02064    0.01522    0.01033         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     11/499      4.32G    0.02064    0.01522    0.01033         72        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
     11/499      4.32G    0.02063    0.01526    0.01035         81        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
     11/499      4.32G    0.02063    0.01526    0.01035         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     11/499      4.32G     0.0206    0.01528    0.01027         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     11/499      4.32G     0.0206    0.01528    0.01027         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     11/499      4.32G     0.0206    0.01527     0.0102         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     11/499      4.32G     0.0206    0.01527     0.0102         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     11/499      4.32G     0.0206    0.01528     0.0102         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     11/499      4.32G     0.0206    0.01528     0.0102         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     11/499      4.32G    0.02058    0.01529     0.0102         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     11/499      4.32G    0.02058    0.01529     0.0102         76        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     11/499      4.32G    0.02054    0.01526    0.01018         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     11/499      4.32G    0.02054    0.01526    0.01018         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     11/499      4.32G    0.02053    0.01525    0.01013         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     11/499      4.32G    0.02053    0.01525    0.01013         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     11/499      4.32G    0.02051    0.01523    0.01019         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     11/499      4.32G    0.02051    0.01523    0.01019         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     11/499      4.32G    0.02051     0.0152    0.01017         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     11/499      4.32G    0.02051     0.0152    0.01017         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     11/499      4.32G     0.0205    0.01522    0.01018         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     11/499      4.32G     0.0205    0.01522    0.01018         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
     11/499      4.32G     0.0205    0.01522    0.01016         67        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
     11/499      4.32G     0.0205    0.01522    0.01016         67        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
     11/499      4.32G     0.0205    0.01519    0.01015         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     11/499      4.32G     0.0205    0.01519    0.01015         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     11/499      4.32G    0.02053    0.01515    0.01016         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     11/499      4.32G    0.02053    0.01515    0.01016         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     11/499      4.32G    0.02052    0.01515    0.01012         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     11/499      4.32G    0.02052    0.01515    0.01012         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     11/499      4.32G    0.02051    0.01515    0.01011         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     11/499      4.32G    0.02051    0.01515    0.01011         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     11/499      4.32G    0.02049    0.01515    0.01011         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     11/499      4.32G    0.02049    0.01515    0.01011         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
     11/499      4.32G    0.02052    0.01515    0.01014         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     11/499      4.32G    0.02052    0.01515    0.01014         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     11/499      4.32G     0.0205    0.01518    0.01014         82        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     11/499      4.32G     0.0205    0.01518    0.01014         82        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     11/499      4.32G     0.0205    0.01522    0.01011         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     11/499      4.32G     0.0205    0.01522    0.01011         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     11/499      4.32G    0.02049    0.01522    0.01008         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     11/499      4.32G    0.02049    0.01522    0.01008         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     11/499      4.32G    0.02047    0.01521    0.01009         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     11/499      4.32G    0.02047    0.01521    0.01009         62        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     11/499      4.32G     0.0205    0.01523    0.01009         80        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     11/499      4.32G     0.0205    0.01523    0.01009         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     11/499      4.32G    0.02051    0.01522    0.01011         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     11/499      4.32G    0.02051    0.01522    0.01011         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     11/499      4.32G     0.0205    0.01522    0.01011         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     11/499      4.32G     0.0205    0.01522    0.01011         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
     11/499      4.32G    0.02052    0.01523     0.0101         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
     11/499      4.32G    0.02052    0.01523     0.0101         74        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
     11/499      4.32G    0.02055     0.0152    0.01008         49        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
     11/499      4.32G    0.02055     0.0152    0.01008         49        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
     11/499      4.32G    0.02058    0.01519    0.01008         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.25it/s]
     11/499      4.32G    0.02058    0.01519    0.01008         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     11/499      4.32G    0.02056    0.01514    0.01009         52        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     11/499      4.32G    0.02056    0.01514    0.01009         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     11/499      4.32G    0.02057    0.01513     0.0101         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     11/499      4.32G    0.02057    0.01513     0.0101         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
     11/499      4.32G    0.02055    0.01509    0.01009         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
     11/499      4.32G    0.02055    0.01509    0.01009         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     11/499      4.32G    0.02054    0.01508    0.01009         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     11/499      4.32G    0.02054    0.01508    0.01009         74        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     11/499      4.32G    0.02049     0.0151    0.01004         82        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     11/499      4.32G    0.02049     0.0151    0.01004         82        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
     11/499      4.32G    0.02047    0.01506    0.01003         58        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     11/499      4.32G    0.02047    0.01506    0.01003         58        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     11/499      4.32G    0.02046    0.01508       0.01         83        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     11/499      4.32G    0.02046    0.01508       0.01         83        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     11/499      4.32G    0.02047    0.01504    0.01004         55        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     11/499      4.32G    0.02047    0.01504    0.01004         55        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     11/499      4.32G    0.02046    0.01502    0.01003         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     11/499      4.32G    0.02046    0.01502    0.01003         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     11/499      4.32G    0.02046    0.01501    0.01001         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     11/499      4.32G    0.02046    0.01501    0.01001         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
     11/499      4.32G    0.02046    0.01502    0.01002         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     11/499      4.32G    0.02046    0.01502    0.01002         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     11/499      4.32G    0.02046    0.01504   0.009985         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     11/499      4.32G    0.02046    0.01504   0.009985         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     11/499      4.32G    0.02049     0.0151       0.01         89        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     11/499      4.32G    0.02049     0.0151       0.01         89        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     11/499      4.32G    0.02051    0.01509       0.01         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     11/499      4.32G    0.02051    0.01509       0.01         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     11/499      4.32G    0.02049    0.01509    0.01006         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     11/499      4.32G    0.02049    0.01509    0.01006         70        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     11/499      4.32G    0.02048    0.01512    0.01006         86        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
     11/499      4.32G    0.02048    0.01512    0.01006         86        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     11/499      4.32G     0.0205    0.01513    0.01004         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     11/499      4.32G     0.0205    0.01513    0.01004         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     11/499      4.32G     0.0205    0.01513    0.01007         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     11/499      4.32G     0.0205    0.01513    0.01007         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
     11/499      4.32G    0.02049    0.01513    0.01008         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
     11/499      4.32G    0.02049    0.01513    0.01008         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     11/499      4.32G     0.0205    0.01518    0.01005         87        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     11/499      4.32G     0.0205    0.01518    0.01005         87        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     11/499      4.32G     0.0205    0.01516    0.01002         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     11/499      4.32G     0.0205    0.01516    0.01002         64        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
     11/499      4.32G     0.0205     0.0152    0.01004         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     11/499      4.32G     0.0205     0.0152    0.01004         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     11/499      4.32G    0.02048    0.01518    0.01003         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     11/499      4.32G    0.02048    0.01518    0.01003         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     11/499      4.32G     0.0205    0.01517     0.0101         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     11/499      4.32G     0.0205    0.01517     0.0101         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     11/499      4.32G    0.02051    0.01516    0.01011         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     11/499      4.32G    0.02051    0.01516    0.01011         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     11/499      4.32G    0.02052    0.01516    0.01012         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     11/499      4.32G    0.02052    0.01516    0.01012         69        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     11/499      4.32G     0.0205    0.01514    0.01014         56        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     11/499      4.32G     0.0205    0.01514    0.01014         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     11/499      4.32G     0.0205    0.01513    0.01012         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     11/499      4.32G     0.0205    0.01513    0.01012         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     11/499      4.32G    0.02049    0.01513    0.01012         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     11/499      4.32G    0.02049    0.01513    0.01012         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
     11/499      4.32G    0.02049    0.01516    0.01012         89        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
     11/499      4.32G    0.02049    0.01516    0.01012         89        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     11/499      4.32G    0.02048    0.01513    0.01012         48        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     11/499      4.32G    0.02048    0.01513    0.01012         48        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
     11/499      4.32G    0.02046    0.01512     0.0101         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
     11/499      4.32G    0.02046    0.01512     0.0101         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     11/499      4.32G    0.02046    0.01511    0.01009         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     11/499      4.32G    0.02046    0.01511    0.01009         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
     11/499      4.32G    0.02045    0.01509    0.01007         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
     11/499      4.32G    0.02045    0.01509    0.01007         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
     11/499      4.32G    0.02045    0.01508    0.01006         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
     11/499      4.32G    0.02045    0.01508    0.01006         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     11/499      4.32G    0.02044    0.01509    0.01006         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     11/499      4.32G    0.02044    0.01509    0.01006         65        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     11/499      4.32G    0.02043    0.01507    0.01008         62        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     11/499      4.32G    0.02043    0.01507    0.01008         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     11/499      4.32G    0.02044    0.01508    0.01008         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     11/499      4.32G    0.02044    0.01508    0.01008         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     11/499      4.32G    0.02044     0.0151    0.01011         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     11/499      4.32G    0.02044     0.0151    0.01011         81        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     11/499      4.32G    0.02044    0.01507    0.01011         48        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     11/499      4.32G    0.02044    0.01507    0.01011         48        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     11/499      4.32G    0.02044    0.01504    0.01014         57        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     11/499      4.32G    0.02044    0.01504    0.01014         57        640:  81%|########  | 136/168 [00:25<00:06,  5.26it/s]
     11/499      4.32G    0.02044    0.01506     0.0101         89        640:  81%|########  | 136/168 [00:25<00:06,  5.26it/s]
     11/499      4.32G    0.02044    0.01506     0.0101         89        640:  82%|########1 | 137/168 [00:25<00:05,  5.34it/s]
     11/499      4.32G    0.02045    0.01506     0.0101         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
     11/499      4.32G    0.02045    0.01506     0.0101         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.41it/s]
     11/499      4.32G    0.02044     0.0151    0.01009         90        640:  82%|########2 | 138/168 [00:26<00:05,  5.41it/s]
     11/499      4.32G    0.02044     0.0151    0.01009         90        640:  83%|########2 | 139/168 [00:26<00:05,  5.27it/s]
     11/499      4.32G    0.02044     0.0151    0.01008         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.27it/s]
     11/499      4.32G    0.02044     0.0151    0.01008         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     11/499      4.32G    0.02047    0.01512    0.01006         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     11/499      4.32G    0.02047    0.01512    0.01006         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     11/499      4.32G    0.02048     0.0151    0.01007         57        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     11/499      4.32G    0.02048     0.0151    0.01007         57        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
     11/499      4.32G    0.02049     0.0151    0.01006         76        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     11/499      4.32G    0.02049     0.0151    0.01006         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
     11/499      4.32G    0.02047    0.01509    0.01008         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
     11/499      4.32G    0.02047    0.01509    0.01008         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
     11/499      4.32G    0.02046    0.01508    0.01006         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
     11/499      4.32G    0.02046    0.01508    0.01006         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     11/499      4.32G    0.02048    0.01507    0.01009         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     11/499      4.32G    0.02048    0.01507    0.01009         56        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     11/499      4.32G    0.02046    0.01506    0.01008         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     11/499      4.32G    0.02046    0.01506    0.01008         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
     11/499      4.32G    0.02045    0.01508    0.01008         86        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     11/499      4.32G    0.02045    0.01508    0.01008         86        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     11/499      4.32G    0.02044    0.01507    0.01007         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     11/499      4.32G    0.02044    0.01507    0.01007         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     11/499      4.32G    0.02042    0.01504    0.01008         51        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     11/499      4.32G    0.02042    0.01504    0.01008         51        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     11/499      4.32G    0.02041    0.01503    0.01014         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     11/499      4.32G    0.02041    0.01503    0.01014         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     11/499      4.32G    0.02042    0.01502    0.01013         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     11/499      4.32G    0.02042    0.01502    0.01013         65        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
     11/499      4.32G     0.0204    0.01503    0.01014         80        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
     11/499      4.32G     0.0204    0.01503    0.01014         80        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
     11/499      4.32G    0.02039    0.01502    0.01013         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     11/499      4.32G    0.02039    0.01502    0.01013         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     11/499      4.32G    0.02038    0.01503    0.01011         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     11/499      4.32G    0.02038    0.01503    0.01011         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     11/499      4.32G    0.02037    0.01501    0.01013         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     11/499      4.32G    0.02037    0.01501    0.01013         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     11/499      4.32G    0.02036      0.015    0.01016         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     11/499      4.32G    0.02036      0.015    0.01016         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     11/499      4.32G    0.02034      0.015    0.01018         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     11/499      4.32G    0.02034      0.015    0.01018         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
     11/499      4.32G    0.02033    0.01497    0.01021         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     11/499      4.32G    0.02033    0.01497    0.01021         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     11/499      4.32G    0.02032    0.01496    0.01021         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     11/499      4.32G    0.02032    0.01496    0.01021         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     11/499      4.32G    0.02031    0.01498    0.01021         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     11/499      4.32G    0.02031    0.01498    0.01021         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     11/499      4.32G    0.02032    0.01498    0.01021         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     11/499      4.32G    0.02032    0.01498    0.01021         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.27it/s]
     11/499      4.32G    0.02032    0.01497    0.01022         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.27it/s]
     11/499      4.32G    0.02032    0.01497    0.01022         63        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
     11/499      4.32G    0.02033    0.01498    0.01021         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     11/499      4.32G    0.02033    0.01498    0.01021         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     11/499      4.32G    0.02033    0.01497    0.01021         53        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     11/499      4.32G    0.02033    0.01497    0.01021         53        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     11/499      4.32G    0.02032    0.01495     0.0102         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     11/499      4.32G    0.02032    0.01495     0.0102         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     11/499      4.32G    0.02034    0.01495    0.01022         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     11/499      4.32G    0.02034    0.01495    0.01022         60        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     11/499      4.32G    0.02036    0.01494    0.01024         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     11/499      4.32G    0.02036    0.01494    0.01024         27        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
     11/499      4.32G    0.02036    0.01494    0.01024         27        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.753      0.753      0.851      0.655

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     12/499      4.32G    0.02076    0.01582   0.008359         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
     12/499      4.32G    0.02076    0.01582   0.008359         72        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     12/499      4.32G    0.02101    0.01514   0.009599         68        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     12/499      4.32G    0.02101    0.01514   0.009599         68        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
     12/499      4.32G    0.02052    0.01528   0.008569         74        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
     12/499      4.32G    0.02052    0.01528   0.008569         74        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     12/499      4.32G    0.02105    0.01444   0.009708         51        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     12/499      4.32G    0.02105    0.01444   0.009708         51        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
     12/499      4.32G    0.02096    0.01496   0.009715         78        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
     12/499      4.32G    0.02096    0.01496   0.009715         78        640:   3%|2         | 5/168 [00:00<00:31,  5.26it/s]
     12/499      4.32G     0.0209    0.01533   0.009797         83        640:   3%|2         | 5/168 [00:01<00:31,  5.26it/s]
     12/499      4.32G     0.0209    0.01533   0.009797         83        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
     12/499      4.32G    0.02049    0.01494   0.009747         66        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
     12/499      4.32G    0.02049    0.01494   0.009747         66        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     12/499      4.32G     0.0207     0.0147   0.009966         67        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     12/499      4.32G     0.0207     0.0147   0.009966         67        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     12/499      4.32G    0.02057    0.01473   0.009989         70        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     12/499      4.32G    0.02057    0.01473   0.009989         70        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     12/499      4.32G    0.02044    0.01461    0.01002         66        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     12/499      4.32G    0.02044    0.01461    0.01002         66        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
     12/499      4.32G    0.02079    0.01461    0.01031         71        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
     12/499      4.32G    0.02079    0.01461    0.01031         71        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     12/499      4.32G    0.02062    0.01429    0.01016         58        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     12/499      4.32G    0.02062    0.01429    0.01016         58        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     12/499      4.32G    0.02072    0.01431    0.01049         63        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     12/499      4.32G    0.02072    0.01431    0.01049         63        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     12/499      4.32G    0.02062    0.01412    0.01062         56        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     12/499      4.32G    0.02062    0.01412    0.01062         56        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     12/499      4.32G    0.02059    0.01415     0.0111         65        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     12/499      4.32G    0.02059    0.01415     0.0111         65        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
     12/499      4.32G    0.02062    0.01407    0.01106         70        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
     12/499      4.32G    0.02062    0.01407    0.01106         70        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     12/499      4.32G    0.02043    0.01411    0.01108         69        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     12/499      4.32G    0.02043    0.01411    0.01108         69        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     12/499      4.32G    0.02051    0.01409    0.01115         62        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     12/499      4.32G    0.02051    0.01409    0.01115         62        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     12/499      4.32G    0.02046    0.01428    0.01086         87        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     12/499      4.32G    0.02046    0.01428    0.01086         87        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     12/499      4.32G     0.0205    0.01436    0.01073         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     12/499      4.32G     0.0205    0.01436    0.01073         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     12/499      4.32G    0.02045    0.01431    0.01068         66        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     12/499      4.32G    0.02045    0.01431    0.01068         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     12/499      4.32G    0.02052    0.01424    0.01084         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     12/499      4.32G    0.02052    0.01424    0.01084         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     12/499      4.32G    0.02044    0.01429    0.01078         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     12/499      4.32G    0.02044    0.01429    0.01078         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     12/499      4.32G    0.02042    0.01451    0.01064        101        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     12/499      4.32G    0.02042    0.01451    0.01064        101        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     12/499      4.32G    0.02035    0.01443    0.01056         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     12/499      4.32G    0.02035    0.01443    0.01056         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     12/499      4.32G    0.02033    0.01438    0.01068         49        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     12/499      4.32G    0.02033    0.01438    0.01068         49        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
     12/499      4.32G    0.02029    0.01435    0.01073         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
     12/499      4.32G    0.02029    0.01435    0.01073         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
     12/499      4.32G    0.02032    0.01428     0.0107         53        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
     12/499      4.32G    0.02032    0.01428     0.0107         53        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     12/499      4.32G    0.02025    0.01421    0.01054         56        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     12/499      4.32G    0.02025    0.01421    0.01054         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.19it/s]
     12/499      4.32G    0.02026    0.01428    0.01036         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.19it/s]
     12/499      4.32G    0.02026    0.01428    0.01036         68        640:  18%|#7        | 30/168 [00:05<00:26,  5.21it/s]
     12/499      4.32G    0.02024    0.01444    0.01039         81        640:  18%|#7        | 30/168 [00:05<00:26,  5.21it/s]
     12/499      4.32G    0.02024    0.01444    0.01039         81        640:  18%|#8        | 31/168 [00:05<00:26,  5.08it/s]
     12/499      4.32G    0.02024    0.01436    0.01047         48        640:  18%|#8        | 31/168 [00:06<00:26,  5.08it/s]
     12/499      4.32G    0.02024    0.01436    0.01047         48        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
     12/499      4.32G    0.02025    0.01443    0.01047         70        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
     12/499      4.32G    0.02025    0.01443    0.01047         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.24it/s]
     12/499      4.32G    0.02023    0.01435     0.0104         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.24it/s]
     12/499      4.32G    0.02023    0.01435     0.0104         56        640:  20%|##        | 34/168 [00:06<00:26,  5.07it/s]
     12/499      4.32G    0.02024    0.01441    0.01038         79        640:  20%|##        | 34/168 [00:06<00:26,  5.07it/s]
     12/499      4.32G    0.02024    0.01441    0.01038         79        640:  21%|##        | 35/168 [00:06<00:25,  5.16it/s]
     12/499      4.32G    0.02033    0.01446    0.01036         61        640:  21%|##        | 35/168 [00:06<00:25,  5.16it/s]
     12/499      4.32G    0.02033    0.01446    0.01036         61        640:  21%|##1       | 36/168 [00:06<00:25,  5.26it/s]
     12/499      4.32G    0.02038    0.01459     0.0103         86        640:  21%|##1       | 36/168 [00:07<00:25,  5.26it/s]
     12/499      4.32G    0.02038    0.01459     0.0103         86        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     12/499      4.32G    0.02041    0.01465    0.01039         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     12/499      4.32G    0.02041    0.01465    0.01039         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
     12/499      4.32G    0.02038    0.01469    0.01032         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
     12/499      4.32G    0.02038    0.01469    0.01032         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     12/499      4.32G    0.02041    0.01461    0.01025         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     12/499      4.32G    0.02041    0.01461    0.01025         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     12/499      4.32G    0.02049    0.01469    0.01036         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     12/499      4.32G    0.02049    0.01469    0.01036         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     12/499      4.32G    0.02047    0.01467    0.01059         69        640:  24%|##4       | 41/168 [00:08<00:24,  5.28it/s]
     12/499      4.32G    0.02047    0.01467    0.01059         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     12/499      4.32G    0.02049     0.0147    0.01063         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     12/499      4.32G    0.02049     0.0147    0.01063         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     12/499      4.32G    0.02047     0.0147    0.01052         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     12/499      4.32G    0.02047     0.0147    0.01052         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     12/499      4.32G    0.02049    0.01468    0.01057         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     12/499      4.32G    0.02049    0.01468    0.01057         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     12/499      4.32G    0.02053    0.01471    0.01065         79        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     12/499      4.32G    0.02053    0.01471    0.01065         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     12/499      4.32G    0.02045    0.01467    0.01058         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     12/499      4.32G    0.02045    0.01467    0.01058         60        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
     12/499      4.32G    0.02044    0.01463    0.01052         65        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
     12/499      4.32G    0.02044    0.01463    0.01052         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     12/499      4.32G    0.02049    0.01461     0.0106         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     12/499      4.32G    0.02049    0.01461     0.0106         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     12/499      4.32G    0.02048    0.01458    0.01059         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     12/499      4.32G    0.02048    0.01458    0.01059         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     12/499      4.32G    0.02044    0.01461    0.01056         78        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     12/499      4.32G    0.02044    0.01461    0.01056         78        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     12/499      4.32G    0.02048    0.01458    0.01061         64        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     12/499      4.32G    0.02048    0.01458    0.01061         64        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
     12/499      4.32G     0.0205    0.01459    0.01059         75        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
     12/499      4.32G     0.0205    0.01459    0.01059         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     12/499      4.32G    0.02049    0.01464    0.01054         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     12/499      4.32G    0.02049    0.01464    0.01054         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     12/499      4.32G     0.0205    0.01475    0.01056         93        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     12/499      4.32G     0.0205    0.01475    0.01056         93        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     12/499      4.32G    0.02049    0.01472    0.01056         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     12/499      4.32G    0.02049    0.01472    0.01056         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     12/499      4.32G    0.02049    0.01475    0.01058         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     12/499      4.32G    0.02049    0.01475    0.01058         81        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     12/499      4.32G    0.02049    0.01475    0.01054         72        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
     12/499      4.32G    0.02049    0.01475    0.01054         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     12/499      4.32G    0.02049    0.01472    0.01058         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     12/499      4.32G    0.02049    0.01472    0.01058         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     12/499      4.32G    0.02052    0.01473    0.01058         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     12/499      4.32G    0.02052    0.01473    0.01058         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     12/499      4.32G    0.02049    0.01472    0.01057         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     12/499      4.32G    0.02049    0.01472    0.01057         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     12/499      4.32G    0.02049    0.01471    0.01054         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     12/499      4.32G    0.02049    0.01471    0.01054         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     12/499      4.32G    0.02049    0.01469    0.01049         69        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
     12/499      4.32G    0.02049    0.01469    0.01049         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     12/499      4.32G    0.02049    0.01472    0.01052         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     12/499      4.32G    0.02049    0.01472    0.01052         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     12/499      4.32G    0.02046     0.0147    0.01049         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     12/499      4.32G    0.02046     0.0147    0.01049         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     12/499      4.32G    0.02044    0.01465    0.01051         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     12/499      4.32G    0.02044    0.01465    0.01051         55        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     12/499      4.32G    0.02047    0.01468     0.0105         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     12/499      4.32G    0.02047    0.01468     0.0105         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     12/499      4.32G    0.02044    0.01463    0.01051         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     12/499      4.32G    0.02044    0.01463    0.01051         59        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
     12/499      4.32G    0.02042    0.01462    0.01043         65        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
     12/499      4.32G    0.02042    0.01462    0.01043         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     12/499      4.32G    0.02043    0.01461    0.01038         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     12/499      4.32G    0.02043    0.01461    0.01038         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     12/499      4.32G    0.02041     0.0146    0.01033         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     12/499      4.32G    0.02041     0.0146    0.01033         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     12/499      4.32G    0.02039    0.01461    0.01029         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     12/499      4.32G    0.02039    0.01461    0.01029         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
     12/499      4.32G    0.02043    0.01461    0.01035         59        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
     12/499      4.32G    0.02043    0.01461    0.01035         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.15it/s]
     12/499      4.32G    0.02041    0.01457    0.01037         56        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     12/499      4.32G    0.02041    0.01457    0.01037         56        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     12/499      4.32G     0.0204    0.01459    0.01035         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     12/499      4.32G     0.0204    0.01459    0.01035         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     12/499      4.32G     0.0204    0.01462    0.01033         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     12/499      4.32G     0.0204    0.01462    0.01033         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     12/499      4.32G    0.02039     0.0146    0.01035         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     12/499      4.32G    0.02039     0.0146    0.01035         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     12/499      4.32G     0.0204    0.01458     0.0103         53        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     12/499      4.32G     0.0204    0.01458     0.0103         53        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     12/499      4.32G    0.02037    0.01456    0.01029         67        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     12/499      4.32G    0.02037    0.01456    0.01029         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     12/499      4.32G    0.02037    0.01459    0.01024         82        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     12/499      4.32G    0.02037    0.01459    0.01024         82        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     12/499      4.32G    0.02036     0.0146    0.01025         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     12/499      4.32G    0.02036     0.0146    0.01025         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     12/499      4.32G    0.02035     0.0146    0.01021         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     12/499      4.32G    0.02035     0.0146    0.01021         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
     12/499      4.32G    0.02035    0.01464    0.01017         86        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
     12/499      4.32G    0.02035    0.01464    0.01017         86        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     12/499      4.32G    0.02034    0.01465    0.01019         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
     12/499      4.32G    0.02034    0.01465    0.01019         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     12/499      4.32G    0.02032    0.01466    0.01014         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     12/499      4.32G    0.02032    0.01466    0.01014         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     12/499      4.32G    0.02036    0.01466    0.01016         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     12/499      4.32G    0.02036    0.01466    0.01016         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     12/499      4.32G    0.02041    0.01468    0.01015         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     12/499      4.32G    0.02041    0.01468    0.01015         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     12/499      4.32G    0.02042    0.01468    0.01012         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     12/499      4.32G    0.02042    0.01468    0.01012         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     12/499      4.32G    0.02044    0.01468    0.01014         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     12/499      4.32G    0.02044    0.01468    0.01014         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     12/499      4.32G    0.02043    0.01469    0.01011         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.33it/s]
     12/499      4.32G    0.02043    0.01469    0.01011         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
     12/499      4.32G    0.02039    0.01467    0.01009         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
     12/499      4.32G    0.02039    0.01467    0.01009         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     12/499      4.32G    0.02037    0.01469    0.01008         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     12/499      4.32G    0.02037    0.01469    0.01008         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     12/499      4.32G    0.02036    0.01469    0.01002         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     12/499      4.32G    0.02036    0.01469    0.01002         67        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     12/499      4.32G    0.02037    0.01466     0.0101         62        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     12/499      4.32G    0.02037    0.01466     0.0101         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     12/499      4.32G    0.02038    0.01468    0.01013         81        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
     12/499      4.32G    0.02038    0.01468    0.01013         81        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     12/499      4.32G    0.02036    0.01465     0.0101         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     12/499      4.32G    0.02036    0.01465     0.0101         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     12/499      4.32G    0.02035    0.01467    0.01008         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     12/499      4.32G    0.02035    0.01467    0.01008         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     12/499      4.32G    0.02036    0.01465    0.01013         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     12/499      4.32G    0.02036    0.01465    0.01013         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     12/499      4.32G    0.02034    0.01464    0.01011         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     12/499      4.32G    0.02034    0.01464    0.01011         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     12/499      4.32G    0.02037    0.01467    0.01013         79        640:  59%|#####8    | 99/168 [00:19<00:12,  5.38it/s]
     12/499      4.32G    0.02037    0.01467    0.01013         79        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
     12/499      4.32G    0.02036    0.01465    0.01015         69        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
     12/499      4.32G    0.02036    0.01465    0.01015         69        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     12/499      4.32G    0.02035    0.01468    0.01013         82        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     12/499      4.32G    0.02035    0.01468    0.01013         82        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     12/499      4.32G    0.02033    0.01468    0.01015         78        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     12/499      4.32G    0.02033    0.01468    0.01015         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     12/499      4.32G    0.02033    0.01471    0.01015         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     12/499      4.32G    0.02033    0.01471    0.01015         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     12/499      4.32G    0.02031    0.01474    0.01015         87        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     12/499      4.32G    0.02031    0.01474    0.01015         87        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
     12/499      4.32G     0.0203    0.01472    0.01016         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
     12/499      4.32G     0.0203    0.01472    0.01016         55        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     12/499      4.32G    0.02031    0.01472    0.01015         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     12/499      4.32G    0.02031    0.01472    0.01015         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     12/499      4.32G    0.02028    0.01469    0.01018         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     12/499      4.32G    0.02028    0.01469    0.01018         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     12/499      4.32G    0.02029    0.01468     0.0102         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     12/499      4.32G    0.02029    0.01468     0.0102         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     12/499      4.32G    0.02027    0.01467     0.0102         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     12/499      4.32G    0.02027    0.01467     0.0102         72        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     12/499      4.32G    0.02027    0.01468    0.01017         77        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     12/499      4.32G    0.02027    0.01468    0.01017         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     12/499      4.32G    0.02025    0.01465    0.01017         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     12/499      4.32G    0.02025    0.01465    0.01017         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     12/499      4.32G    0.02022    0.01465    0.01015         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     12/499      4.32G    0.02022    0.01465    0.01015         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     12/499      4.32G    0.02021    0.01464    0.01016         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     12/499      4.32G    0.02021    0.01464    0.01016         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     12/499      4.32G     0.0202    0.01462    0.01013         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     12/499      4.32G     0.0202    0.01462    0.01013         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     12/499      4.32G    0.02018    0.01462     0.0101         76        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     12/499      4.32G    0.02018    0.01462     0.0101         76        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     12/499      4.32G    0.02018    0.01461    0.01008         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     12/499      4.32G    0.02018    0.01461    0.01008         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     12/499      4.32G     0.0202    0.01461     0.0101         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     12/499      4.32G     0.0202    0.01461     0.0101         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     12/499      4.32G     0.0202    0.01461     0.0101         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     12/499      4.32G     0.0202    0.01461     0.0101         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     12/499      4.32G    0.02018    0.01461    0.01013         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     12/499      4.32G    0.02018    0.01461    0.01013         70        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     12/499      4.32G    0.02019    0.01461    0.01011         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     12/499      4.32G    0.02019    0.01461    0.01011         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     12/499      4.32G    0.02018    0.01461    0.01011         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     12/499      4.32G    0.02018    0.01461    0.01011         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     12/499      4.32G    0.02016    0.01459    0.01011         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     12/499      4.32G    0.02016    0.01459    0.01011         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     12/499      4.32G    0.02016    0.01462    0.01011         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     12/499      4.32G    0.02016    0.01462    0.01011         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     12/499      4.32G    0.02016    0.01462    0.01011         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     12/499      4.32G    0.02016    0.01462    0.01011         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     12/499      4.32G    0.02016    0.01462    0.01011         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     12/499      4.32G    0.02016    0.01462    0.01011         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
     12/499      4.32G    0.02015    0.01462     0.0101         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
     12/499      4.32G    0.02015    0.01462     0.0101         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     12/499      4.32G    0.02015    0.01463    0.01006         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     12/499      4.32G    0.02015    0.01463    0.01006         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     12/499      4.32G    0.02016    0.01463    0.01005         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     12/499      4.32G    0.02016    0.01463    0.01005         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     12/499      4.32G    0.02017    0.01461    0.01003         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     12/499      4.32G    0.02017    0.01461    0.01003         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     12/499      4.32G    0.02018     0.0146    0.01003         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     12/499      4.32G    0.02018     0.0146    0.01003         71        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     12/499      4.32G    0.02017    0.01459    0.01005         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     12/499      4.32G    0.02017    0.01459    0.01005         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     12/499      4.32G    0.02018    0.01462    0.01005         88        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     12/499      4.32G    0.02018    0.01462    0.01005         88        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     12/499      4.32G    0.02018    0.01463    0.01005         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     12/499      4.32G    0.02018    0.01463    0.01005         81        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     12/499      4.32G    0.02018    0.01462    0.01004         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     12/499      4.32G    0.02018    0.01462    0.01004         65        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     12/499      4.32G    0.02017    0.01461    0.01006         70        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     12/499      4.32G    0.02017    0.01461    0.01006         70        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     12/499      4.32G    0.02019    0.01461    0.01005         67        640:  81%|########  | 136/168 [00:26<00:06,  5.22it/s]
     12/499      4.32G    0.02019    0.01461    0.01005         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     12/499      4.32G    0.02018    0.01459    0.01006         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     12/499      4.32G    0.02018    0.01459    0.01006         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     12/499      4.32G    0.02018    0.01462    0.01007         90        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     12/499      4.32G    0.02018    0.01462    0.01007         90        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     12/499      4.32G    0.02018    0.01462    0.01004         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     12/499      4.32G    0.02018    0.01462    0.01004         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     12/499      4.32G    0.02018    0.01461    0.01003         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     12/499      4.32G    0.02018    0.01461    0.01003         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     12/499      4.32G    0.02019     0.0146    0.01002         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.36it/s]
     12/499      4.32G    0.02019     0.0146    0.01002         71        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     12/499      4.32G    0.02019    0.01459    0.01002         60        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     12/499      4.32G    0.02019    0.01459    0.01002         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     12/499      4.32G    0.02019    0.01459    0.01005         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     12/499      4.32G    0.02019    0.01459    0.01005         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     12/499      4.32G    0.02018    0.01459    0.01004         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     12/499      4.32G    0.02018    0.01459    0.01004         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     12/499      4.32G    0.02019    0.01459    0.01002         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     12/499      4.32G    0.02019    0.01459    0.01002         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     12/499      4.32G    0.02017    0.01455    0.01004         53        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     12/499      4.32G    0.02017    0.01455    0.01004         53        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
     12/499      4.32G    0.02018    0.01456    0.01002         84        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
     12/499      4.32G    0.02018    0.01456    0.01002         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     12/499      4.32G    0.02017    0.01454    0.01001         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     12/499      4.32G    0.02017    0.01454    0.01001         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     12/499      4.32G    0.02017    0.01456    0.00998         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     12/499      4.32G    0.02017    0.01456    0.00998         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     12/499      4.32G    0.02015    0.01456   0.009981         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     12/499      4.32G    0.02015    0.01456   0.009981         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     12/499      4.32G    0.02016    0.01456   0.009977         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     12/499      4.32G    0.02016    0.01456   0.009977         71        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     12/499      4.32G    0.02016    0.01457   0.009996         70        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     12/499      4.32G    0.02016    0.01457   0.009996         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     12/499      4.32G    0.02017    0.01455    0.01002         44        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     12/499      4.32G    0.02017    0.01455    0.01002         44        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     12/499      4.32G    0.02018    0.01454    0.01001         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     12/499      4.32G    0.02018    0.01454    0.01001         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     12/499      4.32G    0.02018    0.01454       0.01         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     12/499      4.32G    0.02018    0.01454       0.01         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     12/499      4.32G    0.02018    0.01453    0.01002         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     12/499      4.32G    0.02018    0.01453    0.01002         77        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     12/499      4.32G    0.02016    0.01453       0.01         73        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
     12/499      4.32G    0.02016    0.01453       0.01         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     12/499      4.32G    0.02016    0.01452    0.01001         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     12/499      4.32G    0.02016    0.01452    0.01001         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     12/499      4.32G    0.02015    0.01453       0.01         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     12/499      4.32G    0.02015    0.01453       0.01         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     12/499      4.32G    0.02014    0.01451       0.01         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     12/499      4.32G    0.02014    0.01451       0.01         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     12/499      4.32G    0.02013    0.01449    0.01002         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     12/499      4.32G    0.02013    0.01449    0.01002         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     12/499      4.32G    0.02012    0.01448    0.01003         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     12/499      4.32G    0.02012    0.01448    0.01003         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
     12/499      4.32G    0.02012    0.01449    0.01001         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     12/499      4.32G    0.02012    0.01449    0.01001         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     12/499      4.32G    0.02012    0.01449   0.009993         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     12/499      4.32G    0.02012    0.01449   0.009993         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     12/499      4.32G    0.02011     0.0145   0.009996         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     12/499      4.32G    0.02011     0.0145   0.009996         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     12/499      4.32G     0.0201     0.0145    0.01002         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     12/499      4.32G     0.0201     0.0145    0.01002         67        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     12/499      4.32G     0.0201    0.01452   0.009995         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     12/499      4.32G     0.0201    0.01452   0.009995         33        640: 100%|##########| 168/168 [00:31<00:00,  5.42it/s]
     12/499      4.32G     0.0201    0.01452   0.009995         33        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.822      0.774      0.813      0.641

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     13/499      4.32G    0.01786    0.01311    0.01239         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
     13/499      4.32G    0.01786    0.01311    0.01239         59        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     13/499      4.32G     0.0195    0.01427    0.01221         74        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     13/499      4.32G     0.0195    0.01427    0.01221         74        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     13/499      4.32G     0.0202    0.01461    0.01242         68        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     13/499      4.32G     0.0202    0.01461    0.01242         68        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     13/499      4.32G    0.02048    0.01476    0.01141         78        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     13/499      4.32G    0.02048    0.01476    0.01141         78        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     13/499      4.32G    0.02033    0.01504    0.01161         84        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     13/499      4.32G    0.02033    0.01504    0.01161         84        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     13/499      4.32G    0.02017    0.01445    0.01183         66        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     13/499      4.32G    0.02017    0.01445    0.01183         66        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     13/499      4.32G     0.0205    0.01493    0.01266         79        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     13/499      4.32G     0.0205    0.01493    0.01266         79        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     13/499      4.32G    0.02072    0.01522    0.01181         80        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     13/499      4.32G    0.02072    0.01522    0.01181         80        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     13/499      4.32G     0.0207    0.01511    0.01193         65        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     13/499      4.32G     0.0207    0.01511    0.01193         65        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     13/499      4.32G    0.02063    0.01528    0.01207         82        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     13/499      4.32G    0.02063    0.01528    0.01207         82        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     13/499      4.32G    0.02033    0.01514    0.01206         71        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     13/499      4.32G    0.02033    0.01514    0.01206         71        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     13/499      4.32G    0.02042    0.01499    0.01181         60        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     13/499      4.32G    0.02042    0.01499    0.01181         60        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     13/499      4.32G    0.02049    0.01494    0.01204         68        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     13/499      4.32G    0.02049    0.01494    0.01204         68        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     13/499      4.32G    0.02044     0.0149    0.01215         65        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     13/499      4.32G    0.02044     0.0149    0.01215         65        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     13/499      4.32G    0.02033    0.01473    0.01197         64        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     13/499      4.32G    0.02033    0.01473    0.01197         64        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
     13/499      4.32G    0.02032    0.01484    0.01197         74        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
     13/499      4.32G    0.02032    0.01484    0.01197         74        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     13/499      4.32G    0.02022    0.01477    0.01175         73        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     13/499      4.32G    0.02022    0.01477    0.01175         73        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     13/499      4.32G    0.02014    0.01474    0.01168         58        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     13/499      4.32G    0.02014    0.01474    0.01168         58        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     13/499      4.32G    0.02023    0.01472    0.01167         59        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     13/499      4.32G    0.02023    0.01472    0.01167         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     13/499      4.32G    0.02011    0.01469    0.01156         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     13/499      4.32G    0.02011    0.01469    0.01156         76        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     13/499      4.32G    0.02006    0.01466    0.01132         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     13/499      4.32G    0.02006    0.01466    0.01132         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     13/499      4.32G    0.02006    0.01456    0.01137         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     13/499      4.32G    0.02006    0.01456    0.01137         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     13/499      4.32G    0.02013    0.01459    0.01139         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     13/499      4.32G    0.02013    0.01459    0.01139         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     13/499      4.32G    0.02025    0.01469    0.01149         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     13/499      4.32G    0.02025    0.01469    0.01149         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
     13/499      4.32G    0.02022    0.01479    0.01138         88        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
     13/499      4.32G    0.02022    0.01479    0.01138         88        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     13/499      4.32G    0.02017    0.01482    0.01132         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     13/499      4.32G    0.02017    0.01482    0.01132         81        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     13/499      4.32G    0.02011    0.01476    0.01144         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     13/499      4.32G    0.02011    0.01476    0.01144         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     13/499      4.32G    0.02006    0.01473     0.0113         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     13/499      4.32G    0.02006    0.01473     0.0113         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     13/499      4.32G    0.01998    0.01467    0.01125         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     13/499      4.32G    0.01998    0.01467    0.01125         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     13/499      4.32G    0.01994    0.01461    0.01115         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     13/499      4.32G    0.01994    0.01461    0.01115         59        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     13/499      4.32G    0.01991    0.01455    0.01122         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     13/499      4.32G    0.01991    0.01455    0.01122         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     13/499      4.32G    0.01991    0.01454    0.01118         65        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     13/499      4.32G    0.01991    0.01454    0.01118         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     13/499      4.32G    0.01987    0.01455    0.01109         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     13/499      4.32G    0.01987    0.01455    0.01109         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     13/499      4.32G    0.01987    0.01459    0.01102         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     13/499      4.32G    0.01987    0.01459    0.01102         76        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     13/499      4.32G    0.01991    0.01455    0.01095         60        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     13/499      4.32G    0.01991    0.01455    0.01095         60        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     13/499      4.32G    0.01993    0.01447    0.01099         58        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     13/499      4.32G    0.01993    0.01447    0.01099         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.28it/s]
     13/499      4.32G    0.01992    0.01446    0.01099         71        640:  21%|##1       | 36/168 [00:07<00:24,  5.28it/s]
     13/499      4.32G    0.01992    0.01446    0.01099         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     13/499      4.32G    0.01989    0.01442     0.0109         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     13/499      4.32G    0.01989    0.01442     0.0109         59        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
     13/499      4.32G    0.01987     0.0144    0.01098         73        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
     13/499      4.32G    0.01987     0.0144    0.01098         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     13/499      4.32G    0.01992    0.01441    0.01097         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     13/499      4.32G    0.01992    0.01441    0.01097         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     13/499      4.32G    0.01994    0.01443    0.01089         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     13/499      4.32G    0.01994    0.01443    0.01089         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     13/499      4.32G    0.01994    0.01444     0.0109         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     13/499      4.32G    0.01994    0.01444     0.0109         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.30it/s]
     13/499      4.32G    0.01995    0.01446    0.01097         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
     13/499      4.32G    0.01995    0.01446    0.01097         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     13/499      4.32G    0.01997    0.01453    0.01086         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     13/499      4.32G    0.01997    0.01453    0.01086         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     13/499      4.32G    0.01999    0.01452    0.01073         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     13/499      4.32G    0.01999    0.01452    0.01073         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     13/499      4.32G    0.02003    0.01452    0.01076         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     13/499      4.32G    0.02003    0.01452    0.01076         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     13/499      4.32G    0.02006    0.01448    0.01077         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     13/499      4.32G    0.02006    0.01448    0.01077         53        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
     13/499      4.32G    0.02009     0.0145    0.01075         70        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
     13/499      4.32G    0.02009     0.0145    0.01075         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     13/499      4.32G    0.02007    0.01453    0.01069         88        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     13/499      4.32G    0.02007    0.01453    0.01069         88        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
     13/499      4.32G    0.02011    0.01449    0.01063         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
     13/499      4.32G    0.02011    0.01449    0.01063         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     13/499      4.32G    0.02011    0.01448    0.01089         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     13/499      4.32G    0.02011    0.01448    0.01089         64        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
     13/499      4.32G    0.02008    0.01449    0.01085         75        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
     13/499      4.32G    0.02008    0.01449    0.01085         75        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
     13/499      4.32G    0.02011    0.01448    0.01084         72        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
     13/499      4.32G    0.02011    0.01448    0.01084         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     13/499      4.32G    0.02006    0.01451    0.01086         85        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     13/499      4.32G    0.02006    0.01451    0.01086         85        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     13/499      4.32G    0.02007    0.01452    0.01081         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     13/499      4.32G    0.02007    0.01452    0.01081         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     13/499      4.32G    0.02005    0.01458    0.01075         86        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     13/499      4.32G    0.02005    0.01458    0.01075         86        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     13/499      4.32G    0.02008    0.01458    0.01072         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     13/499      4.32G    0.02008    0.01458    0.01072         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     13/499      4.32G    0.02008    0.01455    0.01072         59        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
     13/499      4.32G    0.02008    0.01455    0.01072         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     13/499      4.32G    0.02007    0.01453    0.01067         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     13/499      4.32G    0.02007    0.01453    0.01067         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     13/499      4.32G    0.02009     0.0145    0.01073         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     13/499      4.32G    0.02009     0.0145    0.01073         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     13/499      4.32G    0.02013    0.01448    0.01085         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     13/499      4.32G    0.02013    0.01448    0.01085         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     13/499      4.32G    0.02013    0.01452     0.0108         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     13/499      4.32G    0.02013    0.01452     0.0108         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     13/499      4.32G    0.02015    0.01453    0.01081         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     13/499      4.32G    0.02015    0.01453    0.01081         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.27it/s]
     13/499      4.32G    0.02014    0.01452    0.01082         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
     13/499      4.32G    0.02014    0.01452    0.01082         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     13/499      4.32G    0.02017    0.01451    0.01083         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     13/499      4.32G    0.02017    0.01451    0.01083         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     13/499      4.32G    0.02019    0.01453    0.01081         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     13/499      4.32G    0.02019    0.01453    0.01081         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     13/499      4.32G    0.02018     0.0145    0.01076         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     13/499      4.32G    0.02018     0.0145    0.01076         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     13/499      4.32G    0.02019    0.01445    0.01071         50        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     13/499      4.32G    0.02019    0.01445    0.01071         50        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     13/499      4.32G    0.02021    0.01446    0.01071         69        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     13/499      4.32G    0.02021    0.01446    0.01071         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     13/499      4.32G    0.02021    0.01444    0.01069         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     13/499      4.32G    0.02021    0.01444    0.01069         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     13/499      4.32G    0.02019    0.01444     0.0106         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     13/499      4.32G    0.02019    0.01444     0.0106         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     13/499      4.32G    0.02018    0.01447    0.01061         79        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     13/499      4.32G    0.02018    0.01447    0.01061         79        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     13/499      4.32G    0.02021    0.01448    0.01064         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     13/499      4.32G    0.02021    0.01448    0.01064         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
     13/499      4.32G    0.02022    0.01451    0.01058         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.24it/s]
     13/499      4.32G    0.02022    0.01451    0.01058         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
     13/499      4.32G    0.02025    0.01452     0.0106         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
     13/499      4.32G    0.02025    0.01452     0.0106         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     13/499      4.32G     0.0203     0.0145    0.01066         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     13/499      4.32G     0.0203     0.0145    0.01066         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     13/499      4.32G    0.02025    0.01447    0.01064         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     13/499      4.32G    0.02025    0.01447    0.01064         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     13/499      4.32G    0.02025    0.01449    0.01062         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     13/499      4.32G    0.02025    0.01449    0.01062         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     13/499      4.32G    0.02024    0.01452    0.01065         80        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     13/499      4.32G    0.02024    0.01452    0.01065         80        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     13/499      4.32G    0.02022    0.01451    0.01062         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     13/499      4.32G    0.02022    0.01451    0.01062         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     13/499      4.32G    0.02024    0.01455    0.01059         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     13/499      4.32G    0.02024    0.01455    0.01059         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     13/499      4.32G    0.02025    0.01454    0.01058         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     13/499      4.32G    0.02025    0.01454    0.01058         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     13/499      4.32G    0.02023    0.01449    0.01053         51        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     13/499      4.32G    0.02023    0.01449    0.01053         51        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     13/499      4.32G    0.02024     0.0145    0.01053         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     13/499      4.32G    0.02024     0.0145    0.01053         79        640:  50%|#####     | 84/168 [00:15<00:15,  5.30it/s]
     13/499      4.32G    0.02022    0.01449    0.01053         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     13/499      4.32G    0.02022    0.01449    0.01053         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     13/499      4.32G     0.0202    0.01448    0.01053         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     13/499      4.32G     0.0202    0.01448    0.01053         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     13/499      4.32G     0.0202    0.01447    0.01049         56        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     13/499      4.32G     0.0202    0.01447    0.01049         56        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     13/499      4.32G    0.02024    0.01446    0.01045         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     13/499      4.32G    0.02024    0.01446    0.01045         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     13/499      4.32G    0.02023    0.01444    0.01042         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     13/499      4.32G    0.02023    0.01444    0.01042         54        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     13/499      4.32G    0.02023     0.0145     0.0104         78        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     13/499      4.32G    0.02023     0.0145     0.0104         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     13/499      4.32G    0.02023    0.01451    0.01038         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     13/499      4.32G    0.02023    0.01451    0.01038         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     13/499      4.32G    0.02021    0.01449    0.01036         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     13/499      4.32G    0.02021    0.01449    0.01036         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     13/499      4.32G    0.02021     0.0145    0.01031         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     13/499      4.32G    0.02021     0.0145    0.01031         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     13/499      4.32G     0.0202    0.01452    0.01028         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     13/499      4.32G     0.0202    0.01452    0.01028         75        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     13/499      4.32G    0.02019    0.01454    0.01026         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
     13/499      4.32G    0.02019    0.01454    0.01026         70        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     13/499      4.32G    0.02017    0.01452    0.01025         57        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     13/499      4.32G    0.02017    0.01452    0.01025         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     13/499      4.32G    0.02014    0.01448    0.01023         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     13/499      4.32G    0.02014    0.01448    0.01023         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
     13/499      4.32G    0.02013    0.01447    0.01021         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
     13/499      4.32G    0.02013    0.01447    0.01021         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     13/499      4.32G    0.02011    0.01446    0.01023         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     13/499      4.32G    0.02011    0.01446    0.01023         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     13/499      4.32G    0.02012    0.01447    0.01027         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     13/499      4.32G    0.02012    0.01447    0.01027         72        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
     13/499      4.32G     0.0201    0.01447    0.01025         70        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
     13/499      4.32G     0.0201    0.01447    0.01025         70        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     13/499      4.32G    0.02008    0.01448    0.01021         74        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     13/499      4.32G    0.02008    0.01448    0.01021         74        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     13/499      4.32G    0.02006    0.01449    0.01021         80        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     13/499      4.32G    0.02006    0.01449    0.01021         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
     13/499      4.32G    0.02005    0.01449    0.01017         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
     13/499      4.32G    0.02005    0.01449    0.01017         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
     13/499      4.32G    0.02007    0.01449     0.0102         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
     13/499      4.32G    0.02007    0.01449     0.0102         69        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
     13/499      4.32G    0.02007    0.01449     0.0102         66        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
     13/499      4.32G    0.02007    0.01449     0.0102         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
     13/499      4.32G    0.02004    0.01451    0.01013         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
     13/499      4.32G    0.02004    0.01451    0.01013         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
     13/499      4.32G    0.02004     0.0145    0.01013         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
     13/499      4.32G    0.02004     0.0145    0.01013         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     13/499      4.32G    0.02001    0.01446    0.01014         52        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     13/499      4.32G    0.02001    0.01446    0.01014         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     13/499      4.32G       0.02    0.01443    0.01011         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     13/499      4.32G       0.02    0.01443    0.01011         61        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     13/499      4.32G    0.01998    0.01445    0.01008         73        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     13/499      4.32G    0.01998    0.01445    0.01008         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     13/499      4.32G    0.02001    0.01441    0.01005         51        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     13/499      4.32G    0.02001    0.01441    0.01005         51        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     13/499      4.32G    0.02001    0.01442    0.01005         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     13/499      4.32G    0.02001    0.01442    0.01005         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
     13/499      4.32G    0.02001    0.01443    0.01004         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
     13/499      4.32G    0.02001    0.01443    0.01004         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     13/499      4.32G    0.02001    0.01446    0.01003         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     13/499      4.32G    0.02001    0.01446    0.01003         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     13/499      4.32G    0.02001    0.01444    0.01001         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
     13/499      4.32G    0.02001    0.01444    0.01001         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     13/499      4.32G    0.01998    0.01444    0.01001         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     13/499      4.32G    0.01998    0.01444    0.01001         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     13/499      4.32G    0.01995    0.01441   0.009954         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     13/499      4.32G    0.01995    0.01441   0.009954         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     13/499      4.32G    0.01993    0.01441   0.009951         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     13/499      4.32G    0.01993    0.01441   0.009951         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
     13/499      4.32G    0.01992    0.01439   0.009962         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
     13/499      4.32G    0.01992    0.01439   0.009962         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
     13/499      4.32G    0.01994    0.01436   0.009963         62        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
     13/499      4.32G    0.01994    0.01436   0.009963         62        640:  72%|#######2  | 121/168 [00:22<00:09,  5.15it/s]
     13/499      4.32G    0.01994    0.01433   0.009987         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     13/499      4.32G    0.01994    0.01433   0.009987         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     13/499      4.32G    0.01994    0.01435   0.009971         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     13/499      4.32G    0.01994    0.01435   0.009971         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     13/499      4.32G    0.01993    0.01434    0.01002         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     13/499      4.32G    0.01993    0.01434    0.01002         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     13/499      4.32G    0.01993    0.01434    0.01004         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     13/499      4.32G    0.01993    0.01434    0.01004         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     13/499      4.32G    0.01993     0.0144    0.01003         93        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     13/499      4.32G    0.01993     0.0144    0.01003         93        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     13/499      4.32G    0.01993    0.01442    0.01003         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     13/499      4.32G    0.01993    0.01442    0.01003         77        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
     13/499      4.32G    0.01993    0.01444    0.01002         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
     13/499      4.32G    0.01993    0.01444    0.01002         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     13/499      4.32G    0.01992    0.01444    0.01001         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     13/499      4.32G    0.01992    0.01444    0.01001         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     13/499      4.32G    0.01993    0.01446    0.01002         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     13/499      4.32G    0.01993    0.01446    0.01002         80        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     13/499      4.32G    0.01991    0.01444    0.01003         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     13/499      4.32G    0.01991    0.01444    0.01003         55        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
     13/499      4.32G    0.01988    0.01443    0.01004         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
     13/499      4.32G    0.01988    0.01443    0.01004         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     13/499      4.32G    0.01985    0.01443    0.01003         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     13/499      4.32G    0.01985    0.01443    0.01003         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     13/499      4.32G    0.01986    0.01442    0.01001         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     13/499      4.32G    0.01986    0.01442    0.01001         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     13/499      4.32G    0.01985     0.0144    0.01001         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     13/499      4.32G    0.01985     0.0144    0.01001         62        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     13/499      4.32G    0.01984    0.01443   0.009993         73        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     13/499      4.32G    0.01984    0.01443   0.009993         73        640:  81%|########  | 136/168 [00:25<00:06,  5.12it/s]
     13/499      4.32G    0.01985    0.01445   0.009997         79        640:  81%|########  | 136/168 [00:26<00:06,  5.12it/s]
     13/499      4.32G    0.01985    0.01445   0.009997         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     13/499      4.32G    0.01987    0.01444   0.009999         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     13/499      4.32G    0.01987    0.01444   0.009999         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     13/499      4.32G    0.01988    0.01443    0.01003         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     13/499      4.32G    0.01988    0.01443    0.01003         54        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     13/499      4.32G    0.01989    0.01441    0.01006         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     13/499      4.32G    0.01989    0.01441    0.01006         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     13/499      4.32G    0.01987    0.01441    0.01006         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     13/499      4.32G    0.01987    0.01441    0.01006         76        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     13/499      4.32G    0.01985    0.01438    0.01005         56        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     13/499      4.32G    0.01985    0.01438    0.01005         56        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
     13/499      4.32G    0.01983    0.01438    0.01002         66        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
     13/499      4.32G    0.01983    0.01438    0.01002         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
     13/499      4.32G    0.01985    0.01437    0.01004         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
     13/499      4.32G    0.01985    0.01437    0.01004         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     13/499      4.32G    0.01982    0.01436    0.01001         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     13/499      4.32G    0.01982    0.01436    0.01001         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     13/499      4.32G    0.01982    0.01435   0.009986         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     13/499      4.32G    0.01982    0.01435   0.009986         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
     13/499      4.32G     0.0198    0.01432   0.009971         47        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
     13/499      4.32G     0.0198    0.01432   0.009971         47        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
     13/499      4.32G     0.0198    0.01431   0.009994         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
     13/499      4.32G     0.0198    0.01431   0.009994         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     13/499      4.32G    0.01978    0.01431       0.01         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     13/499      4.32G    0.01978    0.01431       0.01         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     13/499      4.32G    0.01976     0.0143   0.009991         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     13/499      4.32G    0.01976     0.0143   0.009991         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     13/499      4.32G    0.01975    0.01429    0.01002         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     13/499      4.32G    0.01975    0.01429    0.01002         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     13/499      4.32G    0.01973    0.01431    0.01001         81        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     13/499      4.32G    0.01973    0.01431    0.01001         81        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     13/499      4.32G    0.01974    0.01432    0.01002         70        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
     13/499      4.32G    0.01974    0.01432    0.01002         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     13/499      4.32G    0.01975    0.01432    0.01006         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     13/499      4.32G    0.01975    0.01432    0.01006         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
     13/499      4.32G    0.01975    0.01434    0.01006         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
     13/499      4.32G    0.01975    0.01434    0.01006         85        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     13/499      4.32G    0.01974    0.01433    0.01004         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     13/499      4.32G    0.01974    0.01433    0.01004         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     13/499      4.32G    0.01974    0.01434     0.0101         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     13/499      4.32G    0.01974    0.01434     0.0101         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     13/499      4.32G    0.01973    0.01434    0.01011         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     13/499      4.32G    0.01973    0.01434    0.01011         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
     13/499      4.32G    0.01971    0.01433    0.01012         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     13/499      4.32G    0.01971    0.01433    0.01012         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     13/499      4.32G    0.01972    0.01433    0.01011         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     13/499      4.32G    0.01972    0.01433    0.01011         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     13/499      4.32G    0.01972    0.01433    0.01011         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     13/499      4.32G    0.01972    0.01433    0.01011         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     13/499      4.32G    0.01972    0.01432     0.0101         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     13/499      4.32G    0.01972    0.01432     0.0101         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     13/499      4.32G    0.01971    0.01431    0.01012         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     13/499      4.32G    0.01971    0.01431    0.01012         67        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     13/499      4.32G     0.0197    0.01433    0.01012         84        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     13/499      4.32G     0.0197    0.01433    0.01012         84        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     13/499      4.32G    0.01968    0.01433    0.01013         86        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     13/499      4.32G    0.01968    0.01433    0.01013         86        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     13/499      4.32G    0.01968    0.01433    0.01013         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     13/499      4.32G    0.01968    0.01433    0.01013         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     13/499      4.32G    0.01967    0.01433    0.01011         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     13/499      4.32G    0.01967    0.01433    0.01011         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     13/499      4.32G    0.01967    0.01431    0.01013         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     13/499      4.32G    0.01967    0.01431    0.01013         26        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
     13/499      4.32G    0.01967    0.01431    0.01013         26        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.735      0.744      0.788      0.602

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     14/499      4.32G    0.01945    0.01599   0.006234         77        640:   0%|          | 0/168 [00:00<?, ?it/s]
     14/499      4.32G    0.01945    0.01599   0.006234         77        640:   1%|          | 1/168 [00:00<00:35,  4.69it/s]
     14/499      4.32G    0.01886    0.01632   0.006778         83        640:   1%|          | 1/168 [00:00<00:35,  4.69it/s]
     14/499      4.32G    0.01886    0.01632   0.006778         83        640:   1%|1         | 2/168 [00:00<00:32,  5.08it/s]
     14/499      4.32G    0.01959    0.01642   0.007537         79        640:   1%|1         | 2/168 [00:00<00:32,  5.08it/s]
     14/499      4.32G    0.01959    0.01642   0.007537         79        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     14/499      4.32G    0.01968    0.01622   0.008457         73        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     14/499      4.32G    0.01968    0.01622   0.008457         73        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     14/499      4.32G    0.01944    0.01584   0.009497         72        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     14/499      4.32G    0.01944    0.01584   0.009497         72        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     14/499      4.32G    0.01942    0.01591   0.009439         76        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     14/499      4.32G    0.01942    0.01591   0.009439         76        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
     14/499      4.32G     0.0191    0.01562    0.01025         63        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
     14/499      4.32G     0.0191    0.01562    0.01025         63        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     14/499      4.32G    0.01876    0.01525    0.01055         68        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     14/499      4.32G    0.01876    0.01525    0.01055         68        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
     14/499      4.32G    0.01883    0.01496   0.009955         61        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
     14/499      4.32G    0.01883    0.01496   0.009955         61        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     14/499      4.32G     0.0187    0.01487    0.00971         70        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     14/499      4.32G     0.0187    0.01487    0.00971         70        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
     14/499      4.32G    0.01891    0.01521   0.009775         77        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
     14/499      4.32G    0.01891    0.01521   0.009775         77        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
     14/499      4.32G    0.01883    0.01494   0.009834         62        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
     14/499      4.32G    0.01883    0.01494   0.009834         62        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     14/499      4.32G    0.01882    0.01502   0.009481         72        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     14/499      4.32G    0.01882    0.01502   0.009481         72        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     14/499      4.32G    0.01867    0.01491   0.009566         77        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     14/499      4.32G    0.01867    0.01491   0.009566         77        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     14/499      4.32G     0.0187    0.01478    0.01008         67        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     14/499      4.32G     0.0187    0.01478    0.01008         67        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     14/499      4.32G    0.01855     0.0145    0.01004         55        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     14/499      4.32G    0.01855     0.0145    0.01004         55        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     14/499      4.32G    0.01874    0.01451    0.01024         61        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     14/499      4.32G    0.01874    0.01451    0.01024         61        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     14/499      4.32G    0.01871    0.01447    0.01013         72        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     14/499      4.32G    0.01871    0.01447    0.01013         72        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
     14/499      4.32G    0.01865    0.01437    0.01038         64        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
     14/499      4.32G    0.01865    0.01437    0.01038         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     14/499      4.32G    0.01881    0.01431    0.01043         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     14/499      4.32G    0.01881    0.01431    0.01043         58        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     14/499      4.32G    0.01887     0.0143    0.01018         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     14/499      4.32G    0.01887     0.0143    0.01018         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     14/499      4.32G    0.01893    0.01426    0.01013         58        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     14/499      4.32G    0.01893    0.01426    0.01013         58        640:  13%|#3        | 22/168 [00:04<00:27,  5.21it/s]
     14/499      4.32G    0.01889    0.01441     0.0101         82        640:  13%|#3        | 22/168 [00:04<00:27,  5.21it/s]
     14/499      4.32G    0.01889    0.01441     0.0101         82        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
     14/499      4.32G    0.01892     0.0143    0.01006         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
     14/499      4.32G    0.01892     0.0143    0.01006         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     14/499      4.32G    0.01892    0.01434    0.01015         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     14/499      4.32G    0.01892    0.01434    0.01015         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     14/499      4.32G    0.01895    0.01433    0.01006         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     14/499      4.32G    0.01895    0.01433    0.01006         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
     14/499      4.32G    0.01897    0.01428    0.01011         65        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
     14/499      4.32G    0.01897    0.01428    0.01011         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     14/499      4.32G    0.01905    0.01434    0.01013         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     14/499      4.32G    0.01905    0.01434    0.01013         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     14/499      4.32G    0.01912    0.01435    0.01026         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     14/499      4.32G    0.01912    0.01435    0.01026         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
     14/499      4.32G    0.01907    0.01435    0.01029         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
     14/499      4.32G    0.01907    0.01435    0.01029         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     14/499      4.32G    0.01904    0.01433    0.01028         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     14/499      4.32G    0.01904    0.01433    0.01028         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
     14/499      4.32G    0.01903    0.01426    0.01017         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
     14/499      4.32G    0.01903    0.01426    0.01017         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     14/499      4.32G    0.01902    0.01434    0.01007         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     14/499      4.32G    0.01902    0.01434    0.01007         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
     14/499      4.32G      0.019    0.01427    0.01003         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
     14/499      4.32G      0.019    0.01427    0.01003         59        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     14/499      4.32G    0.01899    0.01427    0.01006         73        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     14/499      4.32G    0.01899    0.01427    0.01006         73        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     14/499      4.32G    0.01895    0.01426   0.009952         77        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     14/499      4.32G    0.01895    0.01426   0.009952         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     14/499      4.32G    0.01894    0.01431   0.009898         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
     14/499      4.32G    0.01894    0.01431   0.009898         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
     14/499      4.32G    0.01891    0.01431   0.009867         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
     14/499      4.32G    0.01891    0.01431   0.009867         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     14/499      4.32G    0.01888    0.01428   0.009903         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     14/499      4.32G    0.01888    0.01428   0.009903         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     14/499      4.32G    0.01884    0.01418    0.01013         52        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     14/499      4.32G    0.01884    0.01418    0.01013         52        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     14/499      4.32G    0.01885    0.01422    0.01008         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     14/499      4.32G    0.01885    0.01422    0.01008         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     14/499      4.32G    0.01885    0.01423   0.009996         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     14/499      4.32G    0.01885    0.01423   0.009996         64        640:  25%|##5       | 42/168 [00:07<00:23,  5.29it/s]
     14/499      4.32G    0.01888    0.01427    0.01011         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
     14/499      4.32G    0.01888    0.01427    0.01011         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     14/499      4.32G    0.01886     0.0142   0.009994         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     14/499      4.32G    0.01886     0.0142   0.009994         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     14/499      4.32G    0.01887    0.01422    0.00995         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     14/499      4.32G    0.01887    0.01422    0.00995         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     14/499      4.32G    0.01885    0.01417   0.009871         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     14/499      4.32G    0.01885    0.01417   0.009871         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     14/499      4.32G    0.01885    0.01424    0.00984         88        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     14/499      4.32G    0.01885    0.01424    0.00984         88        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
     14/499      4.32G    0.01891    0.01425   0.009743         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
     14/499      4.32G    0.01891    0.01425   0.009743         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
     14/499      4.32G    0.01898     0.0143   0.009842         82        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
     14/499      4.32G    0.01898     0.0143   0.009842         82        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     14/499      4.32G    0.01896    0.01425   0.009777         54        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     14/499      4.32G    0.01896    0.01425   0.009777         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     14/499      4.32G    0.01901    0.01427   0.009786         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     14/499      4.32G    0.01901    0.01427   0.009786         65        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     14/499      4.32G    0.01899    0.01422   0.009754         56        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     14/499      4.32G    0.01899    0.01422   0.009754         56        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
     14/499      4.32G    0.01901    0.01428   0.009742         81        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
     14/499      4.32G    0.01901    0.01428   0.009742         81        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     14/499      4.32G    0.01904    0.01429   0.009832         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     14/499      4.32G    0.01904    0.01429   0.009832         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     14/499      4.32G    0.01907    0.01427   0.009962         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     14/499      4.32G    0.01907    0.01427   0.009962         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     14/499      4.32G    0.01907    0.01425   0.009979         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     14/499      4.32G    0.01907    0.01425   0.009979         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     14/499      4.32G    0.01903    0.01426   0.009988         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     14/499      4.32G    0.01903    0.01426   0.009988         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     14/499      4.32G    0.01905    0.01431   0.009977         75        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     14/499      4.32G    0.01905    0.01431   0.009977         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     14/499      4.32G    0.01903    0.01436   0.009991         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     14/499      4.32G    0.01903    0.01436   0.009991         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     14/499      4.32G      0.019    0.01439   0.009985         85        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     14/499      4.32G      0.019    0.01439   0.009985         85        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     14/499      4.32G      0.019    0.01438   0.009943         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     14/499      4.32G      0.019    0.01438   0.009943         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
     14/499      4.32G    0.01902    0.01436       0.01         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
     14/499      4.32G    0.01902    0.01436       0.01         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     14/499      4.32G    0.01902    0.01439       0.01         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     14/499      4.32G    0.01902    0.01439       0.01         79        640:  38%|###7      | 63/168 [00:11<00:19,  5.27it/s]
     14/499      4.32G    0.01898    0.01437   0.009923         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
     14/499      4.32G    0.01898    0.01437   0.009923         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     14/499      4.32G    0.01896    0.01439   0.009967         83        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     14/499      4.32G    0.01896    0.01439   0.009967         83        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
     14/499      4.32G    0.01898    0.01437   0.009924         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
     14/499      4.32G    0.01898    0.01437   0.009924         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     14/499      4.32G    0.01897    0.01434    0.00993         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     14/499      4.32G    0.01897    0.01434    0.00993         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     14/499      4.32G    0.01894    0.01432   0.009857         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     14/499      4.32G    0.01894    0.01432   0.009857         58        640:  40%|####      | 68/168 [00:12<00:19,  5.23it/s]
     14/499      4.32G    0.01895    0.01428   0.009819         51        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
     14/499      4.32G    0.01895    0.01428   0.009819         51        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     14/499      4.32G    0.01891    0.01427   0.009865         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     14/499      4.32G    0.01891    0.01427   0.009865         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     14/499      4.32G    0.01896     0.0143   0.009915         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     14/499      4.32G    0.01896     0.0143   0.009915         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     14/499      4.32G      0.019    0.01431   0.009963         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     14/499      4.32G      0.019    0.01431   0.009963         60        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
     14/499      4.32G    0.01901    0.01431   0.009992         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
     14/499      4.32G    0.01901    0.01431   0.009992         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     14/499      4.32G    0.01901    0.01432   0.009966         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
     14/499      4.32G    0.01901    0.01432   0.009966         70        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
     14/499      4.32G    0.01898    0.01434   0.009929         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
     14/499      4.32G    0.01898    0.01434   0.009929         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     14/499      4.32G    0.01902    0.01437    0.00992         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     14/499      4.32G    0.01902    0.01437    0.00992         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     14/499      4.32G    0.01902    0.01436   0.009955         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     14/499      4.32G    0.01902    0.01436   0.009955         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     14/499      4.32G      0.019    0.01438   0.009919         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     14/499      4.32G      0.019    0.01438   0.009919         78        640:  46%|####6     | 78/168 [00:14<00:17,  5.29it/s]
     14/499      4.32G    0.01901    0.01441   0.009907         82        640:  46%|####6     | 78/168 [00:15<00:17,  5.29it/s]
     14/499      4.32G    0.01901    0.01441   0.009907         82        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
     14/499      4.32G    0.01902    0.01439   0.009893         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
     14/499      4.32G    0.01902    0.01439   0.009893         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
     14/499      4.32G    0.01898    0.01435   0.009899         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
     14/499      4.32G    0.01898    0.01435   0.009899         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     14/499      4.32G    0.01897    0.01433   0.009873         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     14/499      4.32G    0.01897    0.01433   0.009873         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     14/499      4.32G    0.01895    0.01435   0.009841         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     14/499      4.32G    0.01895    0.01435   0.009841         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     14/499      4.32G    0.01892    0.01436   0.009804         81        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
     14/499      4.32G    0.01892    0.01436   0.009804         81        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     14/499      4.32G    0.01893    0.01434   0.009771         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     14/499      4.32G    0.01893    0.01434   0.009771         60        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     14/499      4.32G    0.01894    0.01431    0.00981         52        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     14/499      4.32G    0.01894    0.01431    0.00981         52        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     14/499      4.32G    0.01896    0.01433   0.009866         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     14/499      4.32G    0.01896    0.01433   0.009866         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     14/499      4.32G    0.01897    0.01431   0.009916         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     14/499      4.32G    0.01897    0.01431   0.009916         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     14/499      4.32G    0.01898    0.01432   0.009859         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     14/499      4.32G    0.01898    0.01432   0.009859         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     14/499      4.32G    0.01898    0.01432   0.009869         68        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     14/499      4.32G    0.01898    0.01432   0.009869         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     14/499      4.32G    0.01898    0.01433   0.009845         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     14/499      4.32G    0.01898    0.01433   0.009845         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     14/499      4.32G      0.019    0.01435   0.009832         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     14/499      4.32G      0.019    0.01435   0.009832         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     14/499      4.32G    0.01901    0.01431    0.00989         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     14/499      4.32G    0.01901    0.01431    0.00989         57        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     14/499      4.32G    0.01899    0.01429   0.009883         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     14/499      4.32G    0.01899    0.01429   0.009883         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
     14/499      4.32G    0.01903    0.01431   0.009921         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     14/499      4.32G    0.01903    0.01431   0.009921         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     14/499      4.32G    0.01902    0.01428   0.009931         52        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     14/499      4.32G    0.01902    0.01428   0.009931         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     14/499      4.32G    0.01899    0.01426   0.009921         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     14/499      4.32G    0.01899    0.01426   0.009921         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     14/499      4.32G    0.01898    0.01425   0.009886         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     14/499      4.32G    0.01898    0.01425   0.009886         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     14/499      4.32G    0.01897    0.01425    0.00987         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     14/499      4.32G    0.01897    0.01425    0.00987         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     14/499      4.32G    0.01898    0.01424   0.009919         69        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
     14/499      4.32G    0.01898    0.01424   0.009919         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     14/499      4.32G    0.01898    0.01427   0.009895         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     14/499      4.32G    0.01898    0.01427   0.009895         72        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     14/499      4.32G    0.01902    0.01427   0.009928         67        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     14/499      4.32G    0.01902    0.01427   0.009928         67        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     14/499      4.32G    0.01901    0.01425    0.00997         66        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     14/499      4.32G    0.01901    0.01425    0.00997         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     14/499      4.32G    0.01902    0.01431   0.009935         89        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     14/499      4.32G    0.01902    0.01431   0.009935         89        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     14/499      4.32G    0.01902     0.0143   0.009929         76        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     14/499      4.32G    0.01902     0.0143   0.009929         76        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     14/499      4.32G    0.01901    0.01432   0.009944         84        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     14/499      4.32G    0.01901    0.01432   0.009944         84        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     14/499      4.32G    0.01901    0.01429   0.009953         51        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     14/499      4.32G    0.01901    0.01429   0.009953         51        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     14/499      4.32G    0.01901    0.01429   0.009934         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     14/499      4.32G    0.01901    0.01429   0.009934         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     14/499      4.32G    0.01902    0.01428   0.009927         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     14/499      4.32G    0.01902    0.01428   0.009927         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     14/499      4.32G    0.01901     0.0143   0.009961         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     14/499      4.32G    0.01901     0.0143   0.009961         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     14/499      4.32G    0.01902    0.01433    0.00994         83        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     14/499      4.32G    0.01902    0.01433    0.00994         83        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     14/499      4.32G    0.01901    0.01433    0.00991         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     14/499      4.32G    0.01901    0.01433    0.00991         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     14/499      4.32G    0.01899    0.01432   0.009876         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     14/499      4.32G    0.01899    0.01432   0.009876         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     14/499      4.32G    0.01899    0.01431   0.009859         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     14/499      4.32G    0.01899    0.01431   0.009859         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     14/499      4.32G    0.01897    0.01427   0.009823         46        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     14/499      4.32G    0.01897    0.01427   0.009823         46        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     14/499      4.32G    0.01898    0.01424   0.009851         49        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     14/499      4.32G    0.01898    0.01424   0.009851         49        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     14/499      4.32G      0.019    0.01426   0.009831         84        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     14/499      4.32G      0.019    0.01426   0.009831         84        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
     14/499      4.32G      0.019    0.01426   0.009866         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
     14/499      4.32G      0.019    0.01426   0.009866         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     14/499      4.32G    0.01898    0.01425   0.009828         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     14/499      4.32G    0.01898    0.01425   0.009828         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     14/499      4.32G    0.01896    0.01424    0.00979         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     14/499      4.32G    0.01896    0.01424    0.00979         65        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     14/499      4.32G    0.01896    0.01424   0.009797         64        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     14/499      4.32G    0.01896    0.01424   0.009797         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     14/499      4.32G    0.01896    0.01426   0.009802         83        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     14/499      4.32G    0.01896    0.01426   0.009802         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     14/499      4.32G    0.01896    0.01428   0.009807         82        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     14/499      4.32G    0.01896    0.01428   0.009807         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     14/499      4.32G    0.01894    0.01427   0.009785         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     14/499      4.32G    0.01894    0.01427   0.009785         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
     14/499      4.32G    0.01892    0.01426   0.009761         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
     14/499      4.32G    0.01892    0.01426   0.009761         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
     14/499      4.32G     0.0189    0.01427   0.009726         78        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
     14/499      4.32G     0.0189    0.01427   0.009726         78        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     14/499      4.32G     0.0189    0.01427   0.009698         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     14/499      4.32G     0.0189    0.01427   0.009698         74        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     14/499      4.32G    0.01888    0.01427   0.009697         66        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     14/499      4.32G    0.01888    0.01427   0.009697         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     14/499      4.32G     0.0189    0.01426   0.009718         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     14/499      4.32G     0.0189    0.01426   0.009718         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     14/499      4.32G     0.0189    0.01428   0.009705         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     14/499      4.32G     0.0189    0.01428   0.009705         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
     14/499      4.32G     0.0189    0.01427   0.009732         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
     14/499      4.32G     0.0189    0.01427   0.009732         55        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
     14/499      4.32G    0.01893    0.01426   0.009736         59        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
     14/499      4.32G    0.01893    0.01426   0.009736         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     14/499      4.32G    0.01892    0.01427   0.009728         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     14/499      4.32G    0.01892    0.01427   0.009728         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     14/499      4.32G     0.0189    0.01425   0.009732         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     14/499      4.32G     0.0189    0.01425   0.009732         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     14/499      4.32G     0.0189    0.01424    0.00971         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     14/499      4.32G     0.0189    0.01424    0.00971         57        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
     14/499      4.32G     0.0189    0.01425   0.009684         77        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
     14/499      4.32G     0.0189    0.01425   0.009684         77        640:  81%|########  | 136/168 [00:25<00:06,  5.13it/s]
     14/499      4.32G    0.01889    0.01424   0.009678         63        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
     14/499      4.32G    0.01889    0.01424   0.009678         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     14/499      4.32G    0.01888    0.01421   0.009647         51        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     14/499      4.32G    0.01888    0.01421   0.009647         51        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     14/499      4.32G    0.01889    0.01422    0.00965         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     14/499      4.32G    0.01889    0.01422    0.00965         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     14/499      4.32G    0.01887    0.01421   0.009612         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     14/499      4.32G    0.01887    0.01421   0.009612         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
     14/499      4.32G    0.01886    0.01421   0.009633         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
     14/499      4.32G    0.01886    0.01421   0.009633         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
     14/499      4.32G    0.01887    0.01421   0.009626         76        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     14/499      4.32G    0.01887    0.01421   0.009626         76        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     14/499      4.32G    0.01887     0.0142   0.009634         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     14/499      4.32G    0.01887     0.0142   0.009634         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.17it/s]
     14/499      4.32G    0.01886    0.01419    0.00962         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.17it/s]
     14/499      4.32G    0.01886    0.01419    0.00962         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
     14/499      4.32G    0.01885    0.01418   0.009591         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
     14/499      4.32G    0.01885    0.01418   0.009591         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     14/499      4.32G    0.01884    0.01418   0.009586         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     14/499      4.32G    0.01884    0.01418   0.009586         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     14/499      4.32G    0.01883     0.0142   0.009579         84        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     14/499      4.32G    0.01883     0.0142   0.009579         84        640:  88%|########7 | 147/168 [00:28<00:03,  5.26it/s]
     14/499      4.32G    0.01883    0.01423   0.009616         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.26it/s]
     14/499      4.32G    0.01883    0.01423   0.009616         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     14/499      4.32G    0.01883    0.01421    0.00962         53        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     14/499      4.32G    0.01883    0.01421    0.00962         53        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     14/499      4.32G    0.01882    0.01422   0.009629         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     14/499      4.32G    0.01882    0.01422   0.009629         83        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
     14/499      4.32G    0.01881    0.01421   0.009609         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
     14/499      4.32G    0.01881    0.01421   0.009609         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
     14/499      4.32G    0.01881    0.01421   0.009601         56        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
     14/499      4.32G    0.01881    0.01421   0.009601         56        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     14/499      4.32G     0.0188     0.0142   0.009594         59        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     14/499      4.32G     0.0188     0.0142   0.009594         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     14/499      4.32G    0.01881    0.01422   0.009595         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     14/499      4.32G    0.01881    0.01422   0.009595         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     14/499      4.32G    0.01879    0.01421   0.009565         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     14/499      4.32G    0.01879    0.01421   0.009565         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     14/499      4.32G    0.01879    0.01422   0.009575         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     14/499      4.32G    0.01879    0.01422   0.009575         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     14/499      4.32G    0.01879    0.01424   0.009538         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     14/499      4.32G    0.01879    0.01424   0.009538         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.13it/s]
     14/499      4.32G    0.01878    0.01423    0.00954         76        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
     14/499      4.32G    0.01878    0.01423    0.00954         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     14/499      4.32G    0.01878    0.01422    0.00955         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     14/499      4.32G    0.01878    0.01422    0.00955         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     14/499      4.32G    0.01878    0.01421    0.00953         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     14/499      4.32G    0.01878    0.01421    0.00953         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     14/499      4.32G    0.01876     0.0142   0.009511         53        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     14/499      4.32G    0.01876     0.0142   0.009511         53        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     14/499      4.32G    0.01877     0.0142   0.009507         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     14/499      4.32G    0.01877     0.0142   0.009507         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     14/499      4.32G    0.01877    0.01419   0.009507         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
     14/499      4.32G    0.01877    0.01419   0.009507         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
     14/499      4.32G    0.01876    0.01419   0.009501         82        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
     14/499      4.32G    0.01876    0.01419   0.009501         82        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     14/499      4.32G    0.01875     0.0142   0.009483         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     14/499      4.32G    0.01875     0.0142   0.009483         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     14/499      4.32G    0.01875     0.0142   0.009504         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     14/499      4.32G    0.01875     0.0142   0.009504         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     14/499      4.32G    0.01874    0.01421   0.009482         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     14/499      4.32G    0.01874    0.01421   0.009482         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     14/499      4.32G    0.01874    0.01418   0.009486         22        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
     14/499      4.32G    0.01874    0.01418   0.009486         22        640: 100%|##########| 168/168 [00:32<00:00,  5.45it/s]
     14/499      4.32G    0.01874    0.01418   0.009486         22        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.58it/s]
                   all        132        263      0.733      0.821      0.855      0.671

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     15/499      4.32G    0.02056    0.01057    0.01295         56        640:   0%|          | 0/168 [00:00<?, ?it/s]
     15/499      4.32G    0.02056    0.01057    0.01295         56        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     15/499      4.32G    0.02274    0.01216    0.01261         61        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     15/499      4.32G    0.02274    0.01216    0.01261         61        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
     15/499      4.32G    0.02118    0.01264    0.01258         81        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
     15/499      4.32G    0.02118    0.01264    0.01258         81        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     15/499      4.32G    0.02055    0.01221    0.01113         53        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     15/499      4.32G    0.02055    0.01221    0.01113         53        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     15/499      4.32G    0.02045    0.01301    0.01226         78        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     15/499      4.32G    0.02045    0.01301    0.01226         78        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
     15/499      4.32G    0.02006    0.01345     0.0114         82        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
     15/499      4.32G    0.02006    0.01345     0.0114         82        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
     15/499      4.32G    0.01993    0.01328     0.0107         57        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
     15/499      4.32G    0.01993    0.01328     0.0107         57        640:   4%|4         | 7/168 [00:01<00:31,  5.08it/s]
     15/499      4.32G    0.01972    0.01344    0.01047         71        640:   4%|4         | 7/168 [00:01<00:31,  5.08it/s]
     15/499      4.32G    0.01972    0.01344    0.01047         71        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     15/499      4.32G    0.01966    0.01327    0.01013         57        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     15/499      4.32G    0.01966    0.01327    0.01013         57        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     15/499      4.32G    0.01934    0.01343   0.009873         76        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     15/499      4.32G    0.01934    0.01343   0.009873         76        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     15/499      4.32G    0.01923    0.01341   0.009926         68        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     15/499      4.32G    0.01923    0.01341   0.009926         68        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     15/499      4.32G    0.01912    0.01391   0.009571         90        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     15/499      4.32G    0.01912    0.01391   0.009571         90        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     15/499      4.32G    0.01898    0.01377   0.009488         71        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     15/499      4.32G    0.01898    0.01377   0.009488         71        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     15/499      4.32G    0.01885    0.01397   0.009335         85        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     15/499      4.32G    0.01885    0.01397   0.009335         85        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     15/499      4.32G     0.0192    0.01413   0.009801         70        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     15/499      4.32G     0.0192    0.01413   0.009801         70        640:   9%|8         | 15/168 [00:02<00:29,  5.25it/s]
     15/499      4.32G    0.01922    0.01406    0.01022         65        640:   9%|8         | 15/168 [00:03<00:29,  5.25it/s]
     15/499      4.32G    0.01922    0.01406    0.01022         65        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     15/499      4.32G    0.01914    0.01411    0.01025         68        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     15/499      4.32G    0.01914    0.01411    0.01025         68        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     15/499      4.32G    0.01926    0.01436    0.01012         84        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     15/499      4.32G    0.01926    0.01436    0.01012         84        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     15/499      4.32G    0.01921     0.0142     0.0102         57        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     15/499      4.32G    0.01921     0.0142     0.0102         57        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
     15/499      4.32G    0.01922    0.01428    0.01022         68        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
     15/499      4.32G    0.01922    0.01428    0.01022         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     15/499      4.32G    0.01916    0.01424    0.01003         72        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
     15/499      4.32G    0.01916    0.01424    0.01003         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     15/499      4.32G    0.01916    0.01436    0.01014         83        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     15/499      4.32G    0.01916    0.01436    0.01014         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     15/499      4.32G    0.01915    0.01445    0.01001         82        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     15/499      4.32G    0.01915    0.01445    0.01001         82        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     15/499      4.32G    0.01923    0.01447   0.009963         66        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     15/499      4.32G    0.01923    0.01447   0.009963         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     15/499      4.32G    0.01933    0.01443    0.01002         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     15/499      4.32G    0.01933    0.01443    0.01002         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     15/499      4.32G    0.01937    0.01432   0.009835         54        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     15/499      4.32G    0.01937    0.01432   0.009835         54        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
     15/499      4.32G    0.01937    0.01435   0.009701         71        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
     15/499      4.32G    0.01937    0.01435   0.009701         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     15/499      4.32G    0.01941    0.01424    0.00956         47        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     15/499      4.32G    0.01941    0.01424    0.00956         47        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     15/499      4.32G    0.01943    0.01427   0.009631         76        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     15/499      4.32G    0.01943    0.01427   0.009631         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     15/499      4.32G    0.01935     0.0142   0.009533         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     15/499      4.32G    0.01935     0.0142   0.009533         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     15/499      4.32G    0.01943    0.01422   0.009628         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     15/499      4.32G    0.01943    0.01422   0.009628         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     15/499      4.32G    0.01942    0.01432   0.009538         85        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     15/499      4.32G    0.01942    0.01432   0.009538         85        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     15/499      4.32G    0.01937    0.01426   0.009765         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     15/499      4.32G    0.01937    0.01426   0.009765         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     15/499      4.32G    0.01936    0.01436   0.009853         91        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     15/499      4.32G    0.01936    0.01436   0.009853         91        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     15/499      4.32G    0.01938    0.01432    0.01001         56        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     15/499      4.32G    0.01938    0.01432    0.01001         56        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     15/499      4.32G    0.01939    0.01431    0.01004         67        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     15/499      4.32G    0.01939    0.01431    0.01004         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     15/499      4.32G    0.01938     0.0143    0.01001         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
     15/499      4.32G    0.01938     0.0143    0.01001         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     15/499      4.32G     0.0194    0.01429    0.01009         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     15/499      4.32G     0.0194    0.01429    0.01009         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     15/499      4.32G    0.01944    0.01426    0.01002         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     15/499      4.32G    0.01944    0.01426    0.01002         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     15/499      4.32G    0.01939    0.01425       0.01         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     15/499      4.32G    0.01939    0.01425       0.01         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     15/499      4.32G    0.01943    0.01421   0.009919         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     15/499      4.32G    0.01943    0.01421   0.009919         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     15/499      4.32G    0.01943    0.01416   0.009979         47        640:  24%|##4       | 41/168 [00:08<00:24,  5.28it/s]
     15/499      4.32G    0.01943    0.01416   0.009979         47        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     15/499      4.32G    0.01941    0.01413   0.009982         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     15/499      4.32G    0.01941    0.01413   0.009982         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     15/499      4.32G    0.01945    0.01412   0.009898         59        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     15/499      4.32G    0.01945    0.01412   0.009898         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     15/499      4.32G    0.01949    0.01408   0.009914         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     15/499      4.32G    0.01949    0.01408   0.009914         57        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     15/499      4.32G    0.01952     0.0141    0.00987         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     15/499      4.32G    0.01952     0.0141    0.00987         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
     15/499      4.32G     0.0195    0.01412   0.009784         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
     15/499      4.32G     0.0195    0.01412   0.009784         70        640:  28%|##7       | 47/168 [00:08<00:23,  5.21it/s]
     15/499      4.32G     0.0195    0.01409   0.009843         55        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     15/499      4.32G     0.0195    0.01409   0.009843         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.27it/s]
     15/499      4.32G    0.01956    0.01404   0.009881         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.27it/s]
     15/499      4.32G    0.01956    0.01404   0.009881         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
     15/499      4.32G    0.01951    0.01401   0.009784         59        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
     15/499      4.32G    0.01951    0.01401   0.009784         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.19it/s]
     15/499      4.32G    0.01951    0.01403   0.009743         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.19it/s]
     15/499      4.32G    0.01951    0.01403   0.009743         77        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     15/499      4.32G    0.01951    0.01403   0.009687         73        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     15/499      4.32G    0.01951    0.01403   0.009687         73        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     15/499      4.32G    0.01951    0.01401   0.009604         61        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     15/499      4.32G    0.01951    0.01401   0.009604         61        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
     15/499      4.32G     0.0195    0.01402   0.009553         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
     15/499      4.32G     0.0195    0.01402   0.009553         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.22it/s]
     15/499      4.32G    0.01953    0.01401   0.009549         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.22it/s]
     15/499      4.32G    0.01953    0.01401   0.009549         65        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     15/499      4.32G    0.01952    0.01395    0.00966         60        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     15/499      4.32G    0.01952    0.01395    0.00966         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     15/499      4.32G    0.01952    0.01395     0.0097         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     15/499      4.32G    0.01952    0.01395     0.0097         69        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
     15/499      4.32G    0.01951    0.01398   0.009688         71        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
     15/499      4.32G    0.01951    0.01398   0.009688         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
     15/499      4.32G    0.01948    0.01391   0.009736         50        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
     15/499      4.32G    0.01948    0.01391   0.009736         50        640:  35%|###5      | 59/168 [00:11<00:21,  5.18it/s]
     15/499      4.32G     0.0195    0.01389   0.009749         63        640:  35%|###5      | 59/168 [00:11<00:21,  5.18it/s]
     15/499      4.32G     0.0195    0.01389   0.009749         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
     15/499      4.32G    0.01949    0.01394   0.009723         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
     15/499      4.32G    0.01949    0.01394   0.009723         82        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     15/499      4.32G    0.01952    0.01393   0.009826         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     15/499      4.32G    0.01952    0.01393   0.009826         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
     15/499      4.32G    0.01949    0.01393   0.009893         74        640:  37%|###6      | 62/168 [00:12<00:20,  5.21it/s]
     15/499      4.32G    0.01949    0.01393   0.009893         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     15/499      4.32G    0.01948     0.0139   0.009942         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     15/499      4.32G    0.01948     0.0139   0.009942         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     15/499      4.32G    0.01945    0.01387   0.009962         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     15/499      4.32G    0.01945    0.01387   0.009962         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     15/499      4.32G    0.01944     0.0139    0.01001         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     15/499      4.32G    0.01944     0.0139    0.01001         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     15/499      4.32G    0.01946    0.01394    0.01008         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     15/499      4.32G    0.01946    0.01394    0.01008         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     15/499      4.32G    0.01945    0.01393    0.01001         62        640:  40%|###9      | 67/168 [00:13<00:19,  5.14it/s]
     15/499      4.32G    0.01945    0.01393    0.01001         62        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     15/499      4.32G    0.01943    0.01391    0.01006         62        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     15/499      4.32G    0.01943    0.01391    0.01006         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     15/499      4.32G    0.01942    0.01393    0.01007         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     15/499      4.32G    0.01942    0.01393    0.01007         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     15/499      4.32G    0.01944    0.01396    0.01008         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     15/499      4.32G    0.01944    0.01396    0.01008         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     15/499      4.32G    0.01945    0.01397    0.01009         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     15/499      4.32G    0.01945    0.01397    0.01009         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     15/499      4.32G    0.01944    0.01396    0.01008         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     15/499      4.32G    0.01944    0.01396    0.01008         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     15/499      4.32G    0.01943    0.01397    0.01005         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     15/499      4.32G    0.01943    0.01397    0.01005         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     15/499      4.32G    0.01943    0.01397    0.01003         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     15/499      4.32G    0.01943    0.01397    0.01003         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     15/499      4.32G     0.0194    0.01397    0.01003         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     15/499      4.32G     0.0194    0.01397    0.01003         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
     15/499      4.32G    0.01942    0.01399    0.01009         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
     15/499      4.32G    0.01942    0.01399    0.01009         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     15/499      4.32G    0.01938      0.014    0.01005         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     15/499      4.32G    0.01938      0.014    0.01005         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     15/499      4.32G    0.01936    0.01397    0.01001         69        640:  46%|####6     | 78/168 [00:15<00:16,  5.37it/s]
     15/499      4.32G    0.01936    0.01397    0.01001         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     15/499      4.32G    0.01936    0.01401    0.01006         83        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     15/499      4.32G    0.01936    0.01401    0.01006         83        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     15/499      4.32G    0.01937    0.01402    0.01002         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     15/499      4.32G    0.01937    0.01402    0.01002         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     15/499      4.32G    0.01935    0.01399    0.01003         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     15/499      4.32G    0.01935    0.01399    0.01003         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     15/499      4.32G    0.01933      0.014   0.009999         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     15/499      4.32G    0.01933      0.014   0.009999         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     15/499      4.32G    0.01929    0.01396   0.009969         60        640:  49%|####9     | 83/168 [00:16<00:15,  5.32it/s]
     15/499      4.32G    0.01929    0.01396   0.009969         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     15/499      4.32G    0.01928    0.01394   0.009941         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     15/499      4.32G    0.01928    0.01394   0.009941         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     15/499      4.32G     0.0193    0.01396   0.009909         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     15/499      4.32G     0.0193    0.01396   0.009909         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     15/499      4.32G     0.0193    0.01396   0.009895         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     15/499      4.32G     0.0193    0.01396   0.009895         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     15/499      4.32G     0.0193    0.01394   0.009924         48        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     15/499      4.32G     0.0193    0.01394   0.009924         48        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     15/499      4.32G    0.01929    0.01398   0.009904         85        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     15/499      4.32G    0.01929    0.01398   0.009904         85        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
     15/499      4.32G    0.01929    0.01396   0.009888         63        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
     15/499      4.32G    0.01929    0.01396   0.009888         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     15/499      4.32G    0.01929    0.01397   0.009861         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     15/499      4.32G    0.01929    0.01397   0.009861         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     15/499      4.32G    0.01928    0.01394   0.009904         55        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     15/499      4.32G    0.01928    0.01394   0.009904         55        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     15/499      4.32G    0.01926    0.01392   0.009901         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     15/499      4.32G    0.01926    0.01392   0.009901         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     15/499      4.32G    0.01927     0.0139   0.009962         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     15/499      4.32G    0.01927     0.0139   0.009962         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     15/499      4.32G    0.01927    0.01389   0.009936         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     15/499      4.32G    0.01927    0.01389   0.009936         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     15/499      4.32G    0.01927    0.01391   0.009907         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     15/499      4.32G    0.01927    0.01391   0.009907         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     15/499      4.32G    0.01927    0.01391   0.009891         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     15/499      4.32G    0.01927    0.01391   0.009891         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     15/499      4.32G    0.01926    0.01392   0.009866         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     15/499      4.32G    0.01926    0.01392   0.009866         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     15/499      4.32G    0.01923    0.01392   0.009848         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     15/499      4.32G    0.01923    0.01392   0.009848         75        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     15/499      4.32G    0.01923    0.01393   0.009833         73        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     15/499      4.32G    0.01923    0.01393   0.009833         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
     15/499      4.32G    0.01922    0.01391   0.009884         53        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
     15/499      4.32G    0.01922    0.01391   0.009884         53        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     15/499      4.32G    0.01924     0.0139   0.009864         65        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     15/499      4.32G    0.01924     0.0139   0.009864         65        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     15/499      4.32G    0.01927     0.0139   0.009886         68        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     15/499      4.32G    0.01927     0.0139   0.009886         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     15/499      4.32G    0.01925     0.0139   0.009876         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     15/499      4.32G    0.01925     0.0139   0.009876         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.20it/s]
     15/499      4.32G    0.01927    0.01387   0.009858         48        640:  62%|######1   | 104/168 [00:20<00:12,  5.20it/s]
     15/499      4.32G    0.01927    0.01387   0.009858         48        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     15/499      4.32G    0.01927    0.01389   0.009872         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     15/499      4.32G    0.01927    0.01389   0.009872         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     15/499      4.32G    0.01928    0.01388   0.009897         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     15/499      4.32G    0.01928    0.01388   0.009897         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     15/499      4.32G    0.01928    0.01389   0.009897         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     15/499      4.32G    0.01928    0.01389   0.009897         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     15/499      4.32G    0.01926    0.01385   0.009858         51        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     15/499      4.32G    0.01926    0.01385   0.009858         51        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     15/499      4.32G    0.01927    0.01389   0.009866         81        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
     15/499      4.32G    0.01927    0.01389   0.009866         81        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     15/499      4.32G    0.01928     0.0139   0.009866         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     15/499      4.32G    0.01928     0.0139   0.009866         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.20it/s]
     15/499      4.32G    0.01927    0.01389   0.009859         47        640:  66%|######6   | 111/168 [00:21<00:10,  5.20it/s]
     15/499      4.32G    0.01927    0.01389   0.009859         47        640:  67%|######6   | 112/168 [00:21<00:11,  5.07it/s]
     15/499      4.32G    0.01927    0.01391   0.009831         74        640:  67%|######6   | 112/168 [00:21<00:11,  5.07it/s]
     15/499      4.32G    0.01927    0.01391   0.009831         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.18it/s]
     15/499      4.32G    0.01926    0.01391   0.009827         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.18it/s]
     15/499      4.32G    0.01926    0.01391   0.009827         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.23it/s]
     15/499      4.32G    0.01925    0.01391    0.00982         77        640:  68%|######7   | 114/168 [00:22<00:10,  5.23it/s]
     15/499      4.32G    0.01925    0.01391    0.00982         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.09it/s]
     15/499      4.32G    0.01924    0.01389   0.009812         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.09it/s]
     15/499      4.32G    0.01924    0.01389   0.009812         59        640:  69%|######9   | 116/168 [00:22<00:10,  5.19it/s]
     15/499      4.32G    0.01925     0.0139   0.009821         76        640:  69%|######9   | 116/168 [00:22<00:10,  5.19it/s]
     15/499      4.32G    0.01925     0.0139   0.009821         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.24it/s]
     15/499      4.32G    0.01923     0.0139   0.009789         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.24it/s]
     15/499      4.32G    0.01923     0.0139   0.009789         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
     15/499      4.32G    0.01923    0.01391   0.009797         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
     15/499      4.32G    0.01923    0.01391   0.009797         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.19it/s]
     15/499      4.32G    0.01921     0.0139   0.009813         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.19it/s]
     15/499      4.32G    0.01921     0.0139   0.009813         66        640:  71%|#######1  | 120/168 [00:22<00:09,  5.27it/s]
     15/499      4.32G    0.01921    0.01392   0.009809         82        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
     15/499      4.32G    0.01921    0.01392   0.009809         82        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     15/499      4.32G    0.01922    0.01392   0.009861         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     15/499      4.32G    0.01922    0.01392   0.009861         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     15/499      4.32G     0.0192     0.0139   0.009853         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     15/499      4.32G     0.0192     0.0139   0.009853         58        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     15/499      4.32G     0.0192    0.01391   0.009837         88        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     15/499      4.32G     0.0192    0.01391   0.009837         88        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     15/499      4.32G    0.01918    0.01389   0.009821         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     15/499      4.32G    0.01918    0.01389   0.009821         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     15/499      4.32G    0.01916    0.01388   0.009812         68        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
     15/499      4.32G    0.01916    0.01388   0.009812         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
     15/499      4.32G    0.01915    0.01389   0.009845         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
     15/499      4.32G    0.01915    0.01389   0.009845         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     15/499      4.32G    0.01915    0.01391   0.009848         79        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     15/499      4.32G    0.01915    0.01391   0.009848         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.16it/s]
     15/499      4.32G    0.01915    0.01391   0.009898         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.16it/s]
     15/499      4.32G    0.01915    0.01391   0.009898         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.23it/s]
     15/499      4.32G    0.01914    0.01391   0.009886         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.23it/s]
     15/499      4.32G    0.01914    0.01391   0.009886         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
     15/499      4.32G    0.01914    0.01391    0.00987         62        640:  77%|#######7  | 130/168 [00:25<00:07,  5.11it/s]
     15/499      4.32G    0.01914    0.01391    0.00987         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     15/499      4.32G    0.01915    0.01389   0.009837         56        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     15/499      4.32G    0.01915    0.01389   0.009837         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
     15/499      4.32G    0.01916    0.01389   0.009823         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
     15/499      4.32G    0.01916    0.01389   0.009823         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
     15/499      4.32G    0.01917    0.01391    0.00981         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
     15/499      4.32G    0.01917    0.01391    0.00981         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     15/499      4.32G    0.01916    0.01389   0.009782         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     15/499      4.32G    0.01916    0.01389   0.009782         60        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
     15/499      4.32G    0.01914    0.01389   0.009759         67        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
     15/499      4.32G    0.01914    0.01389   0.009759         67        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
     15/499      4.32G    0.01912    0.01387   0.009733         61        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
     15/499      4.32G    0.01912    0.01387   0.009733         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
     15/499      4.32G    0.01911    0.01387   0.009734         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
     15/499      4.32G    0.01911    0.01387   0.009734         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     15/499      4.32G     0.0191    0.01387   0.009721         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     15/499      4.32G     0.0191    0.01387   0.009721         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
     15/499      4.32G    0.01911    0.01386   0.009758         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
     15/499      4.32G    0.01911    0.01386   0.009758         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.20it/s]
     15/499      4.32G     0.0191    0.01385   0.009761         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.20it/s]
     15/499      4.32G     0.0191    0.01385   0.009761         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.25it/s]
     15/499      4.32G    0.01909    0.01385   0.009741         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.25it/s]
     15/499      4.32G    0.01909    0.01385   0.009741         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     15/499      4.32G    0.01909    0.01386   0.009725         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     15/499      4.32G    0.01909    0.01386   0.009725         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
     15/499      4.32G    0.01908    0.01388   0.009727         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
     15/499      4.32G    0.01908    0.01388   0.009727         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     15/499      4.32G    0.01907    0.01387   0.009738         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     15/499      4.32G    0.01907    0.01387   0.009738         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     15/499      4.32G    0.01908    0.01387   0.009787         52        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     15/499      4.32G    0.01908    0.01387   0.009787         52        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
     15/499      4.32G    0.01908    0.01387   0.009797         66        640:  87%|########6 | 146/168 [00:28<00:04,  5.22it/s]
     15/499      4.32G    0.01908    0.01387   0.009797         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     15/499      4.32G    0.01907    0.01387   0.009803         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     15/499      4.32G    0.01907    0.01387   0.009803         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
     15/499      4.32G    0.01906    0.01386   0.009807         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
     15/499      4.32G    0.01906    0.01386   0.009807         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
     15/499      4.32G    0.01907    0.01387   0.009812         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
     15/499      4.32G    0.01907    0.01387   0.009812         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     15/499      4.32G    0.01905    0.01388   0.009804         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     15/499      4.32G    0.01905    0.01388   0.009804         81        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
     15/499      4.32G    0.01904    0.01389   0.009785         70        640:  90%|########9 | 151/168 [00:29<00:03,  5.12it/s]
     15/499      4.32G    0.01904    0.01389   0.009785         70        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     15/499      4.32G    0.01904     0.0139   0.009799         71        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     15/499      4.32G    0.01904     0.0139   0.009799         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
     15/499      4.32G    0.01902    0.01387   0.009792         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
     15/499      4.32G    0.01902    0.01387   0.009792         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     15/499      4.32G    0.01902    0.01389   0.009779         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     15/499      4.32G    0.01902    0.01389   0.009779         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
     15/499      4.32G    0.01902    0.01388   0.009767         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
     15/499      4.32G    0.01902    0.01388   0.009767         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     15/499      4.32G    0.01903    0.01386   0.009757         56        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     15/499      4.32G    0.01903    0.01386   0.009757         56        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     15/499      4.32G    0.01903    0.01385   0.009759         54        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     15/499      4.32G    0.01903    0.01385   0.009759         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     15/499      4.32G    0.01903    0.01385   0.009754         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     15/499      4.32G    0.01903    0.01385   0.009754         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     15/499      4.32G    0.01904    0.01385   0.009751         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     15/499      4.32G    0.01904    0.01385   0.009751         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     15/499      4.32G    0.01904    0.01387   0.009762         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     15/499      4.32G    0.01904    0.01387   0.009762         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.21it/s]
     15/499      4.32G    0.01905    0.01387   0.009798         57        640:  96%|#########5| 161/168 [00:31<00:01,  5.21it/s]
     15/499      4.32G    0.01905    0.01387   0.009798         57        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     15/499      4.32G    0.01905    0.01387   0.009789         77        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     15/499      4.32G    0.01905    0.01387   0.009789         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.11it/s]
     15/499      4.32G    0.01907    0.01387   0.009808         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.11it/s]
     15/499      4.32G    0.01907    0.01387   0.009808         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     15/499      4.32G    0.01905    0.01386   0.009772         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     15/499      4.32G    0.01905    0.01386   0.009772         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     15/499      4.32G    0.01904    0.01384   0.009763         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     15/499      4.32G    0.01904    0.01384   0.009763         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     15/499      4.32G    0.01904    0.01385   0.009767         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     15/499      4.32G    0.01904    0.01385   0.009767         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     15/499      4.32G    0.01905    0.01389   0.009742         43        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
     15/499      4.32G    0.01905    0.01389   0.009742         43        640: 100%|##########| 168/168 [00:32<00:00,  5.48it/s]
     15/499      4.32G    0.01905    0.01389   0.009742         43        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.59it/s]
                   all        132        263      0.694      0.778      0.801      0.639

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     16/499      4.32G    0.01735    0.01291   0.006957         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
     16/499      4.32G    0.01735    0.01291   0.006957         64        640:   1%|          | 1/168 [00:00<00:35,  4.67it/s]
     16/499      4.32G    0.01823    0.01251   0.007476         67        640:   1%|          | 1/168 [00:00<00:35,  4.67it/s]
     16/499      4.32G    0.01823    0.01251   0.007476         67        640:   1%|1         | 2/168 [00:00<00:32,  5.04it/s]
     16/499      4.32G    0.01855    0.01258    0.01065         65        640:   1%|1         | 2/168 [00:00<00:32,  5.04it/s]
     16/499      4.32G    0.01855    0.01258    0.01065         65        640:   2%|1         | 3/168 [00:00<00:31,  5.18it/s]
     16/499      4.32G    0.01832    0.01203    0.01094         53        640:   2%|1         | 3/168 [00:00<00:31,  5.18it/s]
     16/499      4.32G    0.01832    0.01203    0.01094         53        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     16/499      4.32G    0.01829    0.01262   0.009962         72        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     16/499      4.32G    0.01829    0.01262   0.009962         72        640:   3%|2         | 5/168 [00:00<00:31,  5.17it/s]
     16/499      4.32G     0.0184    0.01286   0.009335         75        640:   3%|2         | 5/168 [00:01<00:31,  5.17it/s]
     16/499      4.32G     0.0184    0.01286   0.009335         75        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
     16/499      4.32G    0.01829    0.01283   0.009345         69        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
     16/499      4.32G    0.01829    0.01283   0.009345         69        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     16/499      4.32G    0.01866    0.01277   0.009228         63        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     16/499      4.32G    0.01866    0.01277   0.009228         63        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     16/499      4.32G    0.01903    0.01257    0.00918         50        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     16/499      4.32G    0.01903    0.01257    0.00918         50        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     16/499      4.32G    0.01909    0.01232    0.00909         47        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     16/499      4.32G    0.01909    0.01232    0.00909         47        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
     16/499      4.32G    0.01918    0.01261   0.008985         69        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
     16/499      4.32G    0.01918    0.01261   0.008985         69        640:   7%|6         | 11/168 [00:02<00:30,  5.17it/s]
     16/499      4.32G     0.0194    0.01283    0.00907         68        640:   7%|6         | 11/168 [00:02<00:30,  5.17it/s]
     16/499      4.32G     0.0194    0.01283    0.00907         68        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     16/499      4.32G    0.01924    0.01301   0.009089         74        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     16/499      4.32G    0.01924    0.01301   0.009089         74        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     16/499      4.32G    0.01924    0.01308   0.008922         63        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     16/499      4.32G    0.01924    0.01308   0.008922         63        640:   8%|8         | 14/168 [00:02<00:30,  5.09it/s]
     16/499      4.32G    0.01929     0.0134   0.008857         86        640:   8%|8         | 14/168 [00:02<00:30,  5.09it/s]
     16/499      4.32G    0.01929     0.0134   0.008857         86        640:   9%|8         | 15/168 [00:02<00:29,  5.17it/s]
     16/499      4.32G    0.01929    0.01322   0.009398         50        640:   9%|8         | 15/168 [00:03<00:29,  5.17it/s]
     16/499      4.32G    0.01929    0.01322   0.009398         50        640:  10%|9         | 16/168 [00:03<00:30,  5.03it/s]
     16/499      4.32G    0.01918    0.01338    0.00923         67        640:  10%|9         | 16/168 [00:03<00:30,  5.03it/s]
     16/499      4.32G    0.01918    0.01338    0.00923         67        640:  10%|#         | 17/168 [00:03<00:29,  5.13it/s]
     16/499      4.32G    0.01929    0.01347   0.009169         68        640:  10%|#         | 17/168 [00:03<00:29,  5.13it/s]
     16/499      4.32G    0.01929    0.01347   0.009169         68        640:  11%|#         | 18/168 [00:03<00:28,  5.21it/s]
     16/499      4.32G     0.0193    0.01363   0.009149         66        640:  11%|#         | 18/168 [00:03<00:28,  5.21it/s]
     16/499      4.32G     0.0193    0.01363   0.009149         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.10it/s]
     16/499      4.32G    0.01926    0.01374   0.009082         71        640:  11%|#1        | 19/168 [00:03<00:29,  5.10it/s]
     16/499      4.32G    0.01926    0.01374   0.009082         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.16it/s]
     16/499      4.32G    0.01921    0.01375   0.009049         73        640:  12%|#1        | 20/168 [00:04<00:28,  5.16it/s]
     16/499      4.32G    0.01921    0.01375   0.009049         73        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
     16/499      4.32G    0.01912    0.01371   0.008955         60        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
     16/499      4.32G    0.01912    0.01371   0.008955         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     16/499      4.32G    0.01911    0.01381   0.008885         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     16/499      4.32G    0.01911    0.01381   0.008885         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     16/499      4.32G    0.01915    0.01397   0.008921         91        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     16/499      4.32G    0.01915    0.01397   0.008921         91        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     16/499      4.32G     0.0191    0.01388   0.008831         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     16/499      4.32G     0.0191    0.01388   0.008831         63        640:  15%|#4        | 25/168 [00:04<00:28,  5.08it/s]
     16/499      4.32G    0.01921    0.01398   0.009012         76        640:  15%|#4        | 25/168 [00:05<00:28,  5.08it/s]
     16/499      4.32G    0.01921    0.01398   0.009012         76        640:  15%|#5        | 26/168 [00:05<00:27,  5.19it/s]
     16/499      4.32G    0.01916    0.01405   0.008879         70        640:  15%|#5        | 26/168 [00:05<00:27,  5.19it/s]
     16/499      4.32G    0.01916    0.01405   0.008879         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     16/499      4.32G    0.01914    0.01408   0.008983         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     16/499      4.32G    0.01914    0.01408   0.008983         74        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
     16/499      4.32G    0.01927    0.01418    0.00889         82        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
     16/499      4.32G    0.01927    0.01418    0.00889         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     16/499      4.32G    0.01927    0.01431   0.008917         88        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     16/499      4.32G    0.01927    0.01431   0.008917         88        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
     16/499      4.32G    0.01924    0.01429   0.008905         72        640:  18%|#7        | 30/168 [00:06<00:26,  5.31it/s]
     16/499      4.32G    0.01924    0.01429   0.008905         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     16/499      4.32G    0.01921    0.01421   0.009002         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     16/499      4.32G    0.01921    0.01421   0.009002         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     16/499      4.32G    0.01917    0.01416   0.009136         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     16/499      4.32G    0.01917    0.01416   0.009136         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     16/499      4.32G    0.01913    0.01414   0.009273         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     16/499      4.32G    0.01913    0.01414   0.009273         66        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     16/499      4.32G    0.01911    0.01412   0.009244         71        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     16/499      4.32G    0.01911    0.01412   0.009244         71        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     16/499      4.32G    0.01912    0.01411   0.009414         58        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     16/499      4.32G    0.01912    0.01411   0.009414         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     16/499      4.32G     0.0191    0.01412   0.009462         68        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     16/499      4.32G     0.0191    0.01412   0.009462         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     16/499      4.32G    0.01907    0.01404   0.009413         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     16/499      4.32G    0.01907    0.01404   0.009413         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     16/499      4.32G    0.01902    0.01399   0.009379         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     16/499      4.32G    0.01902    0.01399   0.009379         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     16/499      4.32G      0.019    0.01388   0.009372         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     16/499      4.32G      0.019    0.01388   0.009372         55        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     16/499      4.32G      0.019    0.01397   0.009365         83        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     16/499      4.32G      0.019    0.01397   0.009365         83        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     16/499      4.32G    0.01894    0.01389   0.009347         56        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
     16/499      4.32G    0.01894    0.01389   0.009347         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
     16/499      4.32G    0.01894    0.01382   0.009397         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
     16/499      4.32G    0.01894    0.01382   0.009397         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     16/499      4.32G    0.01895    0.01388   0.009332         84        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     16/499      4.32G    0.01895    0.01388   0.009332         84        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     16/499      4.32G    0.01892    0.01387   0.009204         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     16/499      4.32G    0.01892    0.01387   0.009204         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     16/499      4.32G    0.01896    0.01387   0.009305         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     16/499      4.32G    0.01896    0.01387   0.009305         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     16/499      4.32G    0.01893    0.01385   0.009343         65        640:  27%|##7       | 46/168 [00:09<00:23,  5.19it/s]
     16/499      4.32G    0.01893    0.01385   0.009343         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     16/499      4.32G    0.01905    0.01389   0.009412         72        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     16/499      4.32G    0.01905    0.01389   0.009412         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     16/499      4.32G    0.01903    0.01389   0.009426         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     16/499      4.32G    0.01903    0.01389   0.009426         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     16/499      4.32G    0.01905    0.01393   0.009404         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     16/499      4.32G    0.01905    0.01393   0.009404         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     16/499      4.32G    0.01908    0.01392   0.009375         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     16/499      4.32G    0.01908    0.01392   0.009375         70        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
     16/499      4.32G    0.01905    0.01393    0.00936         77        640:  30%|###       | 51/168 [00:10<00:22,  5.30it/s]
     16/499      4.32G    0.01905    0.01393    0.00936         77        640:  31%|###       | 52/168 [00:10<00:22,  5.09it/s]
     16/499      4.32G    0.01902    0.01395   0.009338         78        640:  31%|###       | 52/168 [00:10<00:22,  5.09it/s]
     16/499      4.32G    0.01902    0.01395   0.009338         78        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
     16/499      4.32G      0.019    0.01393   0.009311         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
     16/499      4.32G      0.019    0.01393   0.009311         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.24it/s]
     16/499      4.32G    0.01898    0.01394   0.009312         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.24it/s]
     16/499      4.32G    0.01898    0.01394   0.009312         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     16/499      4.32G    0.01894    0.01392   0.009364         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     16/499      4.32G    0.01894    0.01392   0.009364         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     16/499      4.32G    0.01896     0.0139   0.009362         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     16/499      4.32G    0.01896     0.0139   0.009362         61        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
     16/499      4.32G    0.01897    0.01396   0.009361         75        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
     16/499      4.32G    0.01897    0.01396   0.009361         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     16/499      4.32G    0.01894    0.01396    0.00935         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     16/499      4.32G    0.01894    0.01396    0.00935         79        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     16/499      4.32G    0.01895    0.01397   0.009331         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     16/499      4.32G    0.01895    0.01397   0.009331         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     16/499      4.32G    0.01892    0.01391   0.009362         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     16/499      4.32G    0.01892    0.01391   0.009362         54        640:  36%|###6      | 61/168 [00:11<00:21,  5.07it/s]
     16/499      4.32G    0.01893    0.01389   0.009299         59        640:  36%|###6      | 61/168 [00:11<00:21,  5.07it/s]
     16/499      4.32G    0.01893    0.01389   0.009299         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.17it/s]
     16/499      4.32G     0.0189    0.01388   0.009396         67        640:  37%|###6      | 62/168 [00:12<00:20,  5.17it/s]
     16/499      4.32G     0.0189    0.01388   0.009396         67        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
     16/499      4.32G    0.01888    0.01391   0.009441         77        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
     16/499      4.32G    0.01888    0.01391   0.009441         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.12it/s]
     16/499      4.32G    0.01886    0.01389   0.009414         61        640:  38%|###8      | 64/168 [00:12<00:20,  5.12it/s]
     16/499      4.32G    0.01886    0.01389   0.009414         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     16/499      4.32G    0.01889     0.0139     0.0094         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     16/499      4.32G    0.01889     0.0139     0.0094         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.25it/s]
     16/499      4.32G     0.0189     0.0139   0.009333         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.25it/s]
     16/499      4.32G     0.0189     0.0139   0.009333         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
     16/499      4.32G    0.01887    0.01388   0.009244         63        640:  40%|###9      | 67/168 [00:13<00:19,  5.15it/s]
     16/499      4.32G    0.01887    0.01388   0.009244         63        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
     16/499      4.32G    0.01887    0.01389    0.00921         60        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
     16/499      4.32G    0.01887    0.01389    0.00921         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     16/499      4.32G    0.01887    0.01391   0.009214         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     16/499      4.32G    0.01887    0.01391   0.009214         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     16/499      4.32G    0.01883    0.01392   0.009149         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     16/499      4.32G    0.01883    0.01392   0.009149         79        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     16/499      4.32G    0.01884    0.01392    0.00918         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     16/499      4.32G    0.01884    0.01392    0.00918         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     16/499      4.32G    0.01885    0.01389   0.009258         56        640:  43%|####2     | 72/168 [00:14<00:17,  5.36it/s]
     16/499      4.32G    0.01885    0.01389   0.009258         56        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     16/499      4.32G    0.01886    0.01388    0.00926         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     16/499      4.32G    0.01886    0.01388    0.00926         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     16/499      4.32G    0.01884    0.01388   0.009218         82        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     16/499      4.32G    0.01884    0.01388   0.009218         82        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     16/499      4.32G    0.01885    0.01387   0.009202         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     16/499      4.32G    0.01885    0.01387   0.009202         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     16/499      4.32G    0.01884    0.01384   0.009205         51        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     16/499      4.32G    0.01884    0.01384   0.009205         51        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     16/499      4.32G    0.01883    0.01387   0.009195         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     16/499      4.32G    0.01883    0.01387   0.009195         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     16/499      4.32G    0.01881    0.01386   0.009203         67        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
     16/499      4.32G    0.01881    0.01386   0.009203         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     16/499      4.32G    0.01881    0.01386   0.009203         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     16/499      4.32G    0.01881    0.01386   0.009203         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     16/499      4.32G    0.01883    0.01384   0.009262         56        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     16/499      4.32G    0.01883    0.01384   0.009262         56        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     16/499      4.32G    0.01884    0.01386   0.009257         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     16/499      4.32G    0.01884    0.01386   0.009257         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     16/499      4.32G    0.01884    0.01384   0.009234         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     16/499      4.32G    0.01884    0.01384   0.009234         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     16/499      4.32G    0.01882    0.01383   0.009234         63        640:  49%|####9     | 83/168 [00:16<00:16,  5.29it/s]
     16/499      4.32G    0.01882    0.01383   0.009234         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     16/499      4.32G    0.01883    0.01385   0.009225         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     16/499      4.32G    0.01883    0.01385   0.009225         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     16/499      4.32G    0.01886    0.01386   0.009282         76        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     16/499      4.32G    0.01886    0.01386   0.009282         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     16/499      4.32G    0.01885    0.01384   0.009303         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     16/499      4.32G    0.01885    0.01384   0.009303         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     16/499      4.32G    0.01887    0.01388   0.009312         88        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     16/499      4.32G    0.01887    0.01388   0.009312         88        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     16/499      4.32G    0.01887    0.01388   0.009279         66        640:  52%|#####2    | 88/168 [00:17<00:15,  5.21it/s]
     16/499      4.32G    0.01887    0.01388   0.009279         66        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     16/499      4.32G    0.01887    0.01389   0.009295         70        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     16/499      4.32G    0.01887    0.01389   0.009295         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     16/499      4.32G     0.0189     0.0139   0.009303         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     16/499      4.32G     0.0189     0.0139   0.009303         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     16/499      4.32G     0.0189     0.0139   0.009253         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     16/499      4.32G     0.0189     0.0139   0.009253         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     16/499      4.32G     0.0189    0.01391   0.009233         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     16/499      4.32G     0.0189    0.01391   0.009233         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     16/499      4.32G    0.01889    0.01389    0.00923         63        640:  55%|#####5    | 93/168 [00:18<00:14,  5.33it/s]
     16/499      4.32G    0.01889    0.01389    0.00923         63        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
     16/499      4.32G    0.01888    0.01388   0.009211         60        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
     16/499      4.32G    0.01888    0.01388   0.009211         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     16/499      4.32G    0.01887    0.01385   0.009179         52        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     16/499      4.32G    0.01887    0.01385   0.009179         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     16/499      4.32G    0.01887    0.01384   0.009175         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     16/499      4.32G    0.01887    0.01384   0.009175         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     16/499      4.32G    0.01887    0.01383   0.009168         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     16/499      4.32G    0.01887    0.01383   0.009168         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     16/499      4.32G    0.01887    0.01381   0.009165         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     16/499      4.32G    0.01887    0.01381   0.009165         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     16/499      4.32G    0.01888     0.0138   0.009197         55        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     16/499      4.32G    0.01888     0.0138   0.009197         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     16/499      4.32G    0.01889    0.01383   0.009225         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     16/499      4.32G    0.01889    0.01383   0.009225         77        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     16/499      4.32G    0.01892    0.01382   0.009188         55        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     16/499      4.32G    0.01892    0.01382   0.009188         55        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     16/499      4.32G    0.01892    0.01378   0.009144         48        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     16/499      4.32G    0.01892    0.01378   0.009144         48        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     16/499      4.32G    0.01891    0.01381   0.009109         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     16/499      4.32G    0.01891    0.01381   0.009109         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     16/499      4.32G     0.0189     0.0138   0.009055         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
     16/499      4.32G     0.0189     0.0138   0.009055         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     16/499      4.32G    0.01891     0.0138   0.009084         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     16/499      4.32G    0.01891     0.0138   0.009084         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     16/499      4.32G    0.01889    0.01381   0.009062         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     16/499      4.32G    0.01889    0.01381   0.009062         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     16/499      4.32G    0.01889    0.01385   0.009083         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     16/499      4.32G    0.01889    0.01385   0.009083         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     16/499      4.32G    0.01888    0.01381   0.009065         56        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     16/499      4.32G    0.01888    0.01381   0.009065         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.11it/s]
     16/499      4.32G    0.01888    0.01379   0.009041         55        640:  65%|######4   | 109/168 [00:21<00:11,  5.11it/s]
     16/499      4.32G    0.01888    0.01379   0.009041         55        640:  65%|######5   | 110/168 [00:21<00:11,  5.18it/s]
     16/499      4.32G    0.01887    0.01378    0.00906         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.18it/s]
     16/499      4.32G    0.01887    0.01378    0.00906         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.23it/s]
     16/499      4.32G    0.01887    0.01378   0.009064         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.23it/s]
     16/499      4.32G    0.01887    0.01378   0.009064         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     16/499      4.32G    0.01886    0.01378   0.009076         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     16/499      4.32G    0.01886    0.01378   0.009076         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     16/499      4.32G    0.01885    0.01375   0.009082         53        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     16/499      4.32G    0.01885    0.01375   0.009082         53        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     16/499      4.32G    0.01884    0.01374   0.009062         65        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
     16/499      4.32G    0.01884    0.01374   0.009062         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     16/499      4.32G    0.01883    0.01374   0.009046         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     16/499      4.32G    0.01883    0.01374   0.009046         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
     16/499      4.32G    0.01884    0.01371   0.009052         55        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
     16/499      4.32G    0.01884    0.01371   0.009052         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     16/499      4.32G    0.01885    0.01373   0.009072         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     16/499      4.32G    0.01885    0.01373   0.009072         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     16/499      4.32G    0.01883    0.01373    0.00906         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     16/499      4.32G    0.01883    0.01373    0.00906         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     16/499      4.32G    0.01882    0.01375   0.009064         86        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     16/499      4.32G    0.01882    0.01375   0.009064         86        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     16/499      4.32G    0.01884    0.01374   0.009053         59        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
     16/499      4.32G    0.01884    0.01374   0.009053         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     16/499      4.32G    0.01884    0.01375   0.009026         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     16/499      4.32G    0.01884    0.01375   0.009026         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     16/499      4.32G    0.01883    0.01376    0.00904         80        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     16/499      4.32G    0.01883    0.01376    0.00904         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     16/499      4.32G    0.01882    0.01376    0.00903         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     16/499      4.32G    0.01882    0.01376    0.00903         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     16/499      4.32G    0.01881    0.01373   0.009031         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     16/499      4.32G    0.01881    0.01373   0.009031         57        640:  74%|#######4  | 125/168 [00:23<00:08,  5.22it/s]
     16/499      4.32G    0.01881    0.01373    0.00906         70        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     16/499      4.32G    0.01881    0.01373    0.00906         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     16/499      4.32G    0.01882    0.01371   0.009057         54        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     16/499      4.32G    0.01882    0.01371   0.009057         54        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     16/499      4.32G    0.01883    0.01371   0.009024         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     16/499      4.32G    0.01883    0.01371   0.009024         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     16/499      4.32G    0.01884    0.01371   0.009055         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     16/499      4.32G    0.01884    0.01371   0.009055         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     16/499      4.32G    0.01884    0.01369   0.009042         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     16/499      4.32G    0.01884    0.01369   0.009042         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     16/499      4.32G    0.01885    0.01371   0.009037         68        640:  77%|#######7  | 130/168 [00:25<00:07,  5.22it/s]
     16/499      4.32G    0.01885    0.01371   0.009037         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     16/499      4.32G    0.01885     0.0137    0.00902         59        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     16/499      4.32G    0.01885     0.0137    0.00902         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
     16/499      4.32G    0.01885    0.01368   0.009024         48        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
     16/499      4.32G    0.01885    0.01368   0.009024         48        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
     16/499      4.32G    0.01883    0.01366   0.009024         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
     16/499      4.32G    0.01883    0.01366   0.009024         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     16/499      4.32G    0.01884     0.0137   0.009007         94        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     16/499      4.32G    0.01884     0.0137   0.009007         94        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     16/499      4.32G    0.01885    0.01369    0.00903         52        640:  80%|########  | 135/168 [00:26<00:06,  5.31it/s]
     16/499      4.32G    0.01885    0.01369    0.00903         52        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     16/499      4.32G    0.01884    0.01372   0.009001         90        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     16/499      4.32G    0.01884    0.01372   0.009001         90        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     16/499      4.32G    0.01885    0.01372   0.009037         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     16/499      4.32G    0.01885    0.01372   0.009037         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     16/499      4.32G    0.01886    0.01375   0.009026         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     16/499      4.32G    0.01886    0.01375   0.009026         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     16/499      4.32G    0.01887    0.01374   0.009041         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     16/499      4.32G    0.01887    0.01374   0.009041         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     16/499      4.32G    0.01888    0.01375   0.009063         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     16/499      4.32G    0.01888    0.01375   0.009063         79        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     16/499      4.32G    0.01888    0.01375    0.00905         69        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
     16/499      4.32G    0.01888    0.01375    0.00905         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     16/499      4.32G    0.01889    0.01375   0.009054         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     16/499      4.32G    0.01889    0.01375   0.009054         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     16/499      4.32G    0.01888    0.01372   0.009061         53        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     16/499      4.32G    0.01888    0.01372   0.009061         53        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     16/499      4.32G    0.01888    0.01373   0.009056         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     16/499      4.32G    0.01888    0.01373   0.009056         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
     16/499      4.32G    0.01889    0.01373    0.00904         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
     16/499      4.32G    0.01889    0.01373    0.00904         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     16/499      4.32G    0.01889    0.01373   0.009035         69        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
     16/499      4.32G    0.01889    0.01373   0.009035         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     16/499      4.32G    0.01889    0.01373   0.009012         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     16/499      4.32G    0.01889    0.01373   0.009012         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
     16/499      4.32G    0.01889    0.01372   0.009027         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
     16/499      4.32G    0.01889    0.01372   0.009027         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     16/499      4.32G    0.01888    0.01372   0.009037         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     16/499      4.32G    0.01888    0.01372   0.009037         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     16/499      4.32G    0.01887    0.01372   0.009023         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     16/499      4.32G    0.01887    0.01372   0.009023         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     16/499      4.32G    0.01887     0.0137   0.009019         51        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
     16/499      4.32G    0.01887     0.0137   0.009019         51        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
     16/499      4.32G    0.01887     0.0137   0.009017         74        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
     16/499      4.32G    0.01887     0.0137   0.009017         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     16/499      4.32G    0.01888    0.01369   0.009025         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     16/499      4.32G    0.01888    0.01369   0.009025         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     16/499      4.32G    0.01889     0.0137   0.009023         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     16/499      4.32G    0.01889     0.0137   0.009023         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     16/499      4.32G     0.0189    0.01369   0.009037         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     16/499      4.32G     0.0189    0.01369   0.009037         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
     16/499      4.32G    0.01892    0.01371   0.009069         74        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
     16/499      4.32G    0.01892    0.01371   0.009069         74        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
     16/499      4.32G    0.01891    0.01372   0.009082         79        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
     16/499      4.32G    0.01891    0.01372   0.009082         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.17it/s]
     16/499      4.32G    0.01891    0.01372   0.009085         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.17it/s]
     16/499      4.32G    0.01891    0.01372   0.009085         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     16/499      4.32G    0.01891    0.01373   0.009095         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     16/499      4.32G    0.01891    0.01373   0.009095         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     16/499      4.32G    0.01891    0.01373   0.009082         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     16/499      4.32G    0.01891    0.01373   0.009082         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
     16/499      4.32G    0.01892    0.01374   0.009075         77        640:  96%|#########5| 161/168 [00:31<00:01,  5.20it/s]
     16/499      4.32G    0.01892    0.01374   0.009075         77        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     16/499      4.32G    0.01891    0.01373   0.009105         65        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     16/499      4.32G    0.01891    0.01373   0.009105         65        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
     16/499      4.32G    0.01891    0.01374   0.009101         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
     16/499      4.32G    0.01891    0.01374   0.009101         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     16/499      4.32G     0.0189    0.01375   0.009118         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     16/499      4.32G     0.0189    0.01375   0.009118         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     16/499      4.32G    0.01889    0.01375    0.00911         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     16/499      4.32G    0.01889    0.01375    0.00911         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     16/499      4.32G    0.01889    0.01376   0.009115         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     16/499      4.32G    0.01889    0.01376   0.009115         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     16/499      4.32G    0.01887    0.01377   0.009149         40        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
     16/499      4.32G    0.01887    0.01377   0.009149         40        640: 100%|##########| 168/168 [00:32<00:00,  5.46it/s]
     16/499      4.32G    0.01887    0.01377   0.009149         40        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.60it/s]
                   all        132        263      0.785      0.784      0.851      0.656

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     17/499      4.32G    0.01813    0.01317   0.008659         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
     17/499      4.32G    0.01813    0.01317   0.008659         68        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     17/499      4.32G    0.01997    0.01425     0.0098         78        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     17/499      4.32G    0.01997    0.01425     0.0098         78        640:   1%|1         | 2/168 [00:00<00:32,  5.18it/s]
     17/499      4.32G    0.02088    0.01411    0.01085         69        640:   1%|1         | 2/168 [00:00<00:32,  5.18it/s]
     17/499      4.32G    0.02088    0.01411    0.01085         69        640:   2%|1         | 3/168 [00:00<00:31,  5.18it/s]
     17/499      4.32G    0.02092    0.01363   0.008847         66        640:   2%|1         | 3/168 [00:00<00:31,  5.18it/s]
     17/499      4.32G    0.02092    0.01363   0.008847         66        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
     17/499      4.32G    0.02099    0.01405   0.008999         75        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
     17/499      4.32G    0.02099    0.01405   0.008999         75        640:   3%|2         | 5/168 [00:00<00:31,  5.17it/s]
     17/499      4.32G    0.02066    0.01405   0.009204         72        640:   3%|2         | 5/168 [00:01<00:31,  5.17it/s]
     17/499      4.32G    0.02066    0.01405   0.009204         72        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     17/499      4.32G    0.02088    0.01417   0.009258         60        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     17/499      4.32G    0.02088    0.01417   0.009258         60        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     17/499      4.32G    0.02081    0.01391   0.009247         61        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     17/499      4.32G    0.02081    0.01391   0.009247         61        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
     17/499      4.32G    0.02074    0.01366   0.009152         58        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
     17/499      4.32G    0.02074    0.01366   0.009152         58        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     17/499      4.32G    0.02113    0.01358   0.009127         66        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     17/499      4.32G    0.02113    0.01358   0.009127         66        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     17/499      4.32G     0.0211    0.01381   0.008956         76        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     17/499      4.32G     0.0211    0.01381   0.008956         76        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     17/499      4.32G    0.02095    0.01388    0.00909         66        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     17/499      4.32G    0.02095    0.01388    0.00909         66        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     17/499      4.32G    0.02098    0.01396    0.00882         70        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     17/499      4.32G    0.02098    0.01396    0.00882         70        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
     17/499      4.32G    0.02097    0.01416    0.00911         69        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
     17/499      4.32G    0.02097    0.01416    0.00911         69        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     17/499      4.32G    0.02068    0.01412   0.009634         69        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     17/499      4.32G    0.02068    0.01412   0.009634         69        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
     17/499      4.32G    0.02061    0.01397   0.009707         50        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
     17/499      4.32G    0.02061    0.01397   0.009707         50        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     17/499      4.32G    0.02047    0.01387   0.009655         63        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     17/499      4.32G    0.02047    0.01387   0.009655         63        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     17/499      4.32G    0.02027    0.01383   0.009404         68        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     17/499      4.32G    0.02027    0.01383   0.009404         68        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     17/499      4.32G    0.02004    0.01381   0.009222         67        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     17/499      4.32G    0.02004    0.01381   0.009222         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     17/499      4.32G    0.02004    0.01391   0.009184         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     17/499      4.32G    0.02004    0.01391   0.009184         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.16it/s]
     17/499      4.32G    0.01991    0.01394    0.00917         76        640:  12%|#1        | 20/168 [00:04<00:28,  5.16it/s]
     17/499      4.32G    0.01991    0.01394    0.00917         76        640:  12%|#2        | 21/168 [00:04<00:28,  5.22it/s]
     17/499      4.32G    0.01986    0.01393   0.009175         70        640:  12%|#2        | 21/168 [00:04<00:28,  5.22it/s]
     17/499      4.32G    0.01986    0.01393   0.009175         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
     17/499      4.32G    0.01971    0.01381   0.009142         58        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
     17/499      4.32G    0.01971    0.01381   0.009142         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     17/499      4.32G    0.01973    0.01376   0.009391         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     17/499      4.32G    0.01973    0.01376   0.009391         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     17/499      4.32G    0.01968    0.01364   0.009242         46        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     17/499      4.32G    0.01968    0.01364   0.009242         46        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     17/499      4.32G    0.01971    0.01354   0.009356         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     17/499      4.32G    0.01971    0.01354   0.009356         59        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
     17/499      4.32G    0.01977    0.01352   0.009413         57        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     17/499      4.32G    0.01977    0.01352   0.009413         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     17/499      4.32G    0.01983    0.01348   0.009648         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     17/499      4.32G    0.01983    0.01348   0.009648         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     17/499      4.32G    0.01984    0.01348   0.009867         59        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     17/499      4.32G    0.01984    0.01348   0.009867         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     17/499      4.32G    0.01983    0.01347   0.009731         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     17/499      4.32G    0.01983    0.01347   0.009731         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     17/499      4.32G    0.01984    0.01342   0.009712         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     17/499      4.32G    0.01984    0.01342   0.009712         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
     17/499      4.32G    0.01986    0.01356   0.009604         82        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
     17/499      4.32G    0.01986    0.01356   0.009604         82        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     17/499      4.32G    0.01986    0.01359   0.009552         76        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     17/499      4.32G    0.01986    0.01359   0.009552         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     17/499      4.32G    0.01981    0.01355   0.009545         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     17/499      4.32G    0.01981    0.01355   0.009545         59        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     17/499      4.32G    0.01981    0.01353   0.009481         60        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     17/499      4.32G    0.01981    0.01353   0.009481         60        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     17/499      4.32G    0.01979    0.01353   0.009447         74        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     17/499      4.32G    0.01979    0.01353   0.009447         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
     17/499      4.32G    0.01987    0.01353   0.009499         57        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
     17/499      4.32G    0.01987    0.01353   0.009499         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     17/499      4.32G    0.01979    0.01352   0.009501         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     17/499      4.32G    0.01979    0.01352   0.009501         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     17/499      4.32G    0.01974    0.01353   0.009367         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     17/499      4.32G    0.01974    0.01353   0.009367         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     17/499      4.32G    0.01975    0.01354   0.009275         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     17/499      4.32G    0.01975    0.01354   0.009275         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     17/499      4.32G     0.0197    0.01353   0.009306         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     17/499      4.32G     0.0197    0.01353   0.009306         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     17/499      4.32G    0.01969    0.01355    0.00932         61        640:  24%|##4       | 41/168 [00:08<00:23,  5.30it/s]
     17/499      4.32G    0.01969    0.01355    0.00932         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     17/499      4.32G    0.01965    0.01359   0.009299         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     17/499      4.32G    0.01965    0.01359   0.009299         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     17/499      4.32G    0.01963    0.01356   0.009215         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     17/499      4.32G    0.01963    0.01356   0.009215         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     17/499      4.32G    0.01963    0.01358   0.009158         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     17/499      4.32G    0.01963    0.01358   0.009158         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     17/499      4.32G     0.0196    0.01354   0.009126         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     17/499      4.32G     0.0196    0.01354   0.009126         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     17/499      4.32G    0.01964    0.01356   0.009094         67        640:  27%|##7       | 46/168 [00:09<00:23,  5.15it/s]
     17/499      4.32G    0.01964    0.01356   0.009094         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     17/499      4.32G    0.01967     0.0136   0.009062         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     17/499      4.32G    0.01967     0.0136   0.009062         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     17/499      4.32G    0.01962    0.01355   0.009106         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     17/499      4.32G    0.01962    0.01355   0.009106         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     17/499      4.32G    0.01964    0.01356   0.009258         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     17/499      4.32G    0.01964    0.01356   0.009258         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     17/499      4.32G    0.01961    0.01355   0.009187         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     17/499      4.32G    0.01961    0.01355   0.009187         61        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     17/499      4.32G    0.01962    0.01355    0.00919         65        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     17/499      4.32G    0.01962    0.01355    0.00919         65        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
     17/499      4.32G    0.01962    0.01355   0.009195         63        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
     17/499      4.32G    0.01962    0.01355   0.009195         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     17/499      4.32G    0.01965    0.01349   0.009095         50        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     17/499      4.32G    0.01965    0.01349   0.009095         50        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     17/499      4.32G    0.01964    0.01351   0.009102         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     17/499      4.32G    0.01964    0.01351   0.009102         65        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     17/499      4.32G    0.01966    0.01356   0.009104         75        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     17/499      4.32G    0.01966    0.01356   0.009104         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     17/499      4.32G    0.01965    0.01355   0.009243         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     17/499      4.32G    0.01965    0.01355   0.009243         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
     17/499      4.32G    0.01963    0.01356   0.009156         75        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
     17/499      4.32G    0.01963    0.01356   0.009156         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
     17/499      4.32G    0.01965    0.01363   0.009142         95        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
     17/499      4.32G    0.01965    0.01363   0.009142         95        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     17/499      4.32G    0.01966     0.0136   0.009195         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     17/499      4.32G    0.01966     0.0136   0.009195         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     17/499      4.32G    0.01964    0.01359   0.009158         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     17/499      4.32G    0.01964    0.01359   0.009158         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     17/499      4.32G    0.01962    0.01365   0.009153         94        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     17/499      4.32G    0.01962    0.01365   0.009153         94        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     17/499      4.32G    0.01962    0.01364   0.009127         58        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
     17/499      4.32G    0.01962    0.01364   0.009127         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     17/499      4.32G     0.0196    0.01364   0.009088         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     17/499      4.32G     0.0196    0.01364   0.009088         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     17/499      4.32G    0.01961    0.01369   0.009077         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     17/499      4.32G    0.01961    0.01369   0.009077         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     17/499      4.32G    0.01956     0.0137   0.009012         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     17/499      4.32G    0.01956     0.0137   0.009012         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     17/499      4.32G    0.01958     0.0137    0.00899         59        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     17/499      4.32G    0.01958     0.0137    0.00899         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     17/499      4.32G     0.0196    0.01373   0.009118         63        640:  40%|###9      | 67/168 [00:13<00:19,  5.18it/s]
     17/499      4.32G     0.0196    0.01373   0.009118         63        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     17/499      4.32G     0.0196    0.01374   0.009117         77        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     17/499      4.32G     0.0196    0.01374   0.009117         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     17/499      4.32G    0.01962    0.01377   0.009103         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     17/499      4.32G    0.01962    0.01377   0.009103         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     17/499      4.32G     0.0196    0.01377   0.009064         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     17/499      4.32G     0.0196    0.01377   0.009064         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     17/499      4.32G    0.01959    0.01376   0.009037         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     17/499      4.32G    0.01959    0.01376   0.009037         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     17/499      4.32G    0.01955    0.01375    0.00914         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     17/499      4.32G    0.01955    0.01375    0.00914         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     17/499      4.32G    0.01953    0.01382   0.009098         92        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     17/499      4.32G    0.01953    0.01382   0.009098         92        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     17/499      4.32G     0.0195    0.01381   0.009115         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     17/499      4.32G     0.0195    0.01381   0.009115         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     17/499      4.32G    0.01949    0.01374    0.00906         44        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     17/499      4.32G    0.01949    0.01374    0.00906         44        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     17/499      4.32G    0.01943    0.01368   0.009111         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     17/499      4.32G    0.01943    0.01368   0.009111         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     17/499      4.32G    0.01944    0.01367   0.009123         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     17/499      4.32G    0.01944    0.01367   0.009123         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     17/499      4.32G    0.01943    0.01365   0.009134         66        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     17/499      4.32G    0.01943    0.01365   0.009134         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     17/499      4.32G    0.01942    0.01369   0.009168         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     17/499      4.32G    0.01942    0.01369   0.009168         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     17/499      4.32G    0.01939    0.01368   0.009179         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     17/499      4.32G    0.01939    0.01368   0.009179         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     17/499      4.32G    0.01938    0.01371   0.009131         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     17/499      4.32G    0.01938    0.01371   0.009131         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     17/499      4.32G    0.01936    0.01371   0.009087         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     17/499      4.32G    0.01936    0.01371   0.009087         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
     17/499      4.32G    0.01936    0.01372   0.009072         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.26it/s]
     17/499      4.32G    0.01936    0.01372   0.009072         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     17/499      4.32G    0.01935    0.01375     0.0091         87        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     17/499      4.32G    0.01935    0.01375     0.0091         87        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     17/499      4.32G    0.01934    0.01376   0.009126         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     17/499      4.32G    0.01934    0.01376   0.009126         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     17/499      4.32G    0.01934    0.01375   0.009108         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     17/499      4.32G    0.01934    0.01375   0.009108         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     17/499      4.32G    0.01931    0.01377   0.009095         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     17/499      4.32G    0.01931    0.01377   0.009095         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
     17/499      4.32G     0.0193    0.01376   0.009062         69        640:  52%|#####2    | 88/168 [00:17<00:15,  5.18it/s]
     17/499      4.32G     0.0193    0.01376   0.009062         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
     17/499      4.32G    0.01928    0.01376   0.009054         67        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
     17/499      4.32G    0.01928    0.01376   0.009054         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     17/499      4.32G    0.01928    0.01374   0.009058         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     17/499      4.32G    0.01928    0.01374   0.009058         68        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
     17/499      4.32G    0.01926    0.01372   0.009056         68        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
     17/499      4.32G    0.01926    0.01372   0.009056         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     17/499      4.32G    0.01926     0.0137   0.009015         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     17/499      4.32G    0.01926     0.0137   0.009015         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     17/499      4.32G    0.01924    0.01369    0.00899         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     17/499      4.32G    0.01924    0.01369    0.00899         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
     17/499      4.32G    0.01925    0.01366   0.009006         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
     17/499      4.32G    0.01925    0.01366   0.009006         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     17/499      4.32G    0.01926    0.01369   0.009021         84        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     17/499      4.32G    0.01926    0.01369   0.009021         84        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     17/499      4.32G    0.01923    0.01366   0.009023         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     17/499      4.32G    0.01923    0.01366   0.009023         52        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     17/499      4.32G    0.01924    0.01367   0.009009         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     17/499      4.32G    0.01924    0.01367   0.009009         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     17/499      4.32G    0.01923    0.01366    0.00905         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     17/499      4.32G    0.01923    0.01366    0.00905         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     17/499      4.32G    0.01921    0.01366   0.009024         76        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
     17/499      4.32G    0.01921    0.01366   0.009024         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     17/499      4.32G    0.01921    0.01367   0.009013         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     17/499      4.32G    0.01921    0.01367   0.009013         64        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     17/499      4.32G    0.01921    0.01366   0.009023         59        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     17/499      4.32G    0.01921    0.01366   0.009023         59        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     17/499      4.32G     0.0192    0.01364   0.008997         65        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     17/499      4.32G     0.0192    0.01364   0.008997         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     17/499      4.32G    0.01919    0.01365   0.008995         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     17/499      4.32G    0.01919    0.01365   0.008995         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     17/499      4.32G     0.0192    0.01365   0.009032         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.29it/s]
     17/499      4.32G     0.0192    0.01365   0.009032         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     17/499      4.32G    0.01919    0.01365   0.009048         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     17/499      4.32G    0.01919    0.01365   0.009048         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     17/499      4.32G    0.01916    0.01361   0.009092         66        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     17/499      4.32G    0.01916    0.01361   0.009092         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     17/499      4.32G    0.01914    0.01359   0.009081         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     17/499      4.32G    0.01914    0.01359   0.009081         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     17/499      4.32G    0.01913    0.01358   0.009061         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     17/499      4.32G    0.01913    0.01358   0.009061         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     17/499      4.32G    0.01913     0.0136   0.009077         67        640:  65%|######4   | 109/168 [00:21<00:11,  5.21it/s]
     17/499      4.32G    0.01913     0.0136   0.009077         67        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     17/499      4.32G    0.01913    0.01363   0.009061         69        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     17/499      4.32G    0.01913    0.01363   0.009061         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     17/499      4.32G    0.01916    0.01363   0.009044         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     17/499      4.32G    0.01916    0.01363   0.009044         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     17/499      4.32G    0.01915    0.01362   0.009039         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     17/499      4.32G    0.01915    0.01362   0.009039         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     17/499      4.32G    0.01914    0.01362   0.009088         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     17/499      4.32G    0.01914    0.01362   0.009088         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     17/499      4.32G    0.01915    0.01361     0.0091         51        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     17/499      4.32G    0.01915    0.01361     0.0091         51        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
     17/499      4.32G    0.01915    0.01362   0.009147         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     17/499      4.32G    0.01915    0.01362   0.009147         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     17/499      4.32G    0.01915    0.01362   0.009139         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     17/499      4.32G    0.01915    0.01362   0.009139         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     17/499      4.32G    0.01914    0.01363   0.009157         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     17/499      4.32G    0.01914    0.01363   0.009157         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
     17/499      4.32G    0.01913    0.01364   0.009196         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
     17/499      4.32G    0.01913    0.01364   0.009196         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     17/499      4.32G    0.01911    0.01364   0.009204         80        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     17/499      4.32G    0.01911    0.01364   0.009204         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     17/499      4.32G     0.0191    0.01362   0.009202         61        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
     17/499      4.32G     0.0191    0.01362   0.009202         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     17/499      4.32G    0.01909    0.01363   0.009198         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     17/499      4.32G    0.01909    0.01363   0.009198         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     17/499      4.32G    0.01908    0.01363    0.00924         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     17/499      4.32G    0.01908    0.01363    0.00924         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     17/499      4.32G    0.01908    0.01363   0.009215         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     17/499      4.32G    0.01908    0.01363   0.009215         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     17/499      4.32G    0.01906    0.01359    0.00926         46        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     17/499      4.32G    0.01906    0.01359    0.00926         46        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     17/499      4.32G    0.01905     0.0136   0.009257         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.30it/s]
     17/499      4.32G    0.01905     0.0136   0.009257         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
     17/499      4.32G    0.01905    0.01358   0.009249         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
     17/499      4.32G    0.01905    0.01358   0.009249         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     17/499      4.32G    0.01905    0.01357    0.00928         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     17/499      4.32G    0.01905    0.01357    0.00928         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     17/499      4.32G    0.01905    0.01357   0.009274         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     17/499      4.32G    0.01905    0.01357   0.009274         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     17/499      4.32G    0.01904    0.01357   0.009251         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     17/499      4.32G    0.01904    0.01357   0.009251         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     17/499      4.32G    0.01904    0.01357   0.009266         68        640:  77%|#######7  | 130/168 [00:25<00:07,  5.20it/s]
     17/499      4.32G    0.01904    0.01357   0.009266         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     17/499      4.32G    0.01904    0.01356   0.009267         64        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     17/499      4.32G    0.01904    0.01356   0.009267         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     17/499      4.32G    0.01906    0.01356    0.00927         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     17/499      4.32G    0.01906    0.01356    0.00927         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     17/499      4.32G    0.01904    0.01353   0.009266         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     17/499      4.32G    0.01904    0.01353   0.009266         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     17/499      4.32G    0.01902    0.01352   0.009252         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     17/499      4.32G    0.01902    0.01352   0.009252         60        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     17/499      4.32G    0.01901    0.01351    0.00925         66        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     17/499      4.32G    0.01901    0.01351    0.00925         66        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
     17/499      4.32G    0.01901    0.01351   0.009257         63        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     17/499      4.32G    0.01901    0.01351   0.009257         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     17/499      4.32G      0.019    0.01353   0.009223         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     17/499      4.32G      0.019    0.01353   0.009223         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     17/499      4.32G    0.01901    0.01354   0.009204         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     17/499      4.32G    0.01901    0.01354   0.009204         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     17/499      4.32G    0.01902    0.01354   0.009261         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     17/499      4.32G    0.01902    0.01354   0.009261         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     17/499      4.32G    0.01902    0.01352   0.009265         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     17/499      4.32G    0.01902    0.01352   0.009265         66        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     17/499      4.32G    0.01902    0.01352   0.009288         58        640:  84%|########3 | 141/168 [00:27<00:05,  5.36it/s]
     17/499      4.32G    0.01902    0.01352   0.009288         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     17/499      4.32G    0.01903    0.01353    0.00929         77        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     17/499      4.32G    0.01903    0.01353    0.00929         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     17/499      4.32G    0.01905    0.01354   0.009327         81        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     17/499      4.32G    0.01905    0.01354   0.009327         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     17/499      4.32G    0.01906    0.01356   0.009348         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     17/499      4.32G    0.01906    0.01356   0.009348         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     17/499      4.32G    0.01906    0.01356   0.009363         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     17/499      4.32G    0.01906    0.01356   0.009363         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     17/499      4.32G    0.01905    0.01357   0.009332         65        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
     17/499      4.32G    0.01905    0.01357   0.009332         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     17/499      4.32G    0.01907    0.01359   0.009316         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     17/499      4.32G    0.01907    0.01359   0.009316         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     17/499      4.32G    0.01906    0.01358   0.009307         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     17/499      4.32G    0.01906    0.01358   0.009307         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     17/499      4.32G    0.01905    0.01357   0.009287         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     17/499      4.32G    0.01905    0.01357   0.009287         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     17/499      4.32G    0.01907    0.01361   0.009267         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     17/499      4.32G    0.01907    0.01361   0.009267         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     17/499      4.32G    0.01907    0.01361   0.009262         71        640:  90%|########9 | 151/168 [00:29<00:03,  5.19it/s]
     17/499      4.32G    0.01907    0.01361   0.009262         71        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     17/499      4.32G    0.01907    0.01361   0.009239         61        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     17/499      4.32G    0.01907    0.01361   0.009239         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     17/499      4.32G    0.01907    0.01362   0.009243         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     17/499      4.32G    0.01907    0.01362   0.009243         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     17/499      4.32G    0.01908     0.0136   0.009242         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     17/499      4.32G    0.01908     0.0136   0.009242         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     17/499      4.32G    0.01907     0.0136   0.009232         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     17/499      4.32G    0.01907     0.0136   0.009232         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     17/499      4.32G    0.01906    0.01359   0.009214         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     17/499      4.32G    0.01906    0.01359   0.009214         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     17/499      4.32G    0.01906     0.0136   0.009194         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     17/499      4.32G    0.01906     0.0136   0.009194         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     17/499      4.32G    0.01906     0.0136   0.009183         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     17/499      4.32G    0.01906     0.0136   0.009183         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     17/499      4.32G    0.01906    0.01364    0.00917        101        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     17/499      4.32G    0.01906    0.01364    0.00917        101        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     17/499      4.32G    0.01906    0.01362   0.009163         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     17/499      4.32G    0.01906    0.01362   0.009163         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     17/499      4.32G    0.01906    0.01364   0.009149         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     17/499      4.32G    0.01906    0.01364   0.009149         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     17/499      4.32G    0.01907    0.01366   0.009153         82        640:  96%|#########6| 162/168 [00:31<00:01,  5.36it/s]
     17/499      4.32G    0.01907    0.01366   0.009153         82        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     17/499      4.32G    0.01905    0.01368   0.009142         92        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     17/499      4.32G    0.01905    0.01368   0.009142         92        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     17/499      4.32G    0.01904    0.01369   0.009127         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     17/499      4.32G    0.01904    0.01369   0.009127         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     17/499      4.32G    0.01903    0.01368   0.009114         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     17/499      4.32G    0.01903    0.01368   0.009114         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     17/499      4.32G    0.01902    0.01369   0.009112         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     17/499      4.32G    0.01902    0.01369   0.009112         71        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     17/499      4.32G    0.01903     0.0137   0.009115         39        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
     17/499      4.32G    0.01903     0.0137   0.009115         39        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
     17/499      4.32G    0.01903     0.0137   0.009115         39        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263       0.85      0.814      0.852      0.677

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     18/499      4.32G    0.01844    0.01378   0.005437         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
     18/499      4.32G    0.01844    0.01378   0.005437         70        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     18/499      4.32G     0.0195    0.01307   0.008965         55        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     18/499      4.32G     0.0195    0.01307   0.008965         55        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
     18/499      4.32G    0.01856    0.01319   0.007547         65        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
     18/499      4.32G    0.01856    0.01319   0.007547         65        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
     18/499      4.32G    0.01837    0.01373   0.006906         73        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
     18/499      4.32G    0.01837    0.01373   0.006906         73        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     18/499      4.32G    0.01815    0.01377   0.007826         63        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     18/499      4.32G    0.01815    0.01377   0.007826         63        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
     18/499      4.32G     0.0181    0.01417   0.007368         85        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
     18/499      4.32G     0.0181    0.01417   0.007368         85        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     18/499      4.32G    0.01833    0.01414   0.008603         66        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     18/499      4.32G    0.01833    0.01414   0.008603         66        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     18/499      4.32G    0.01829    0.01459   0.008122         90        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     18/499      4.32G    0.01829    0.01459   0.008122         90        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     18/499      4.32G    0.01812    0.01456   0.008248         70        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     18/499      4.32G    0.01812    0.01456   0.008248         70        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     18/499      4.32G    0.01808    0.01436   0.007997         67        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     18/499      4.32G    0.01808    0.01436   0.007997         67        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
     18/499      4.32G    0.01802     0.0144     0.0078         76        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
     18/499      4.32G    0.01802     0.0144     0.0078         76        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     18/499      4.32G    0.01795    0.01418   0.007845         65        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     18/499      4.32G    0.01795    0.01418   0.007845         65        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     18/499      4.32G    0.01792    0.01416   0.008088         70        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     18/499      4.32G    0.01792    0.01416   0.008088         70        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     18/499      4.32G    0.01804    0.01399   0.008062         56        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     18/499      4.32G    0.01804    0.01399   0.008062         56        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
     18/499      4.32G    0.01803    0.01386   0.008268         64        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
     18/499      4.32G    0.01803    0.01386   0.008268         64        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
     18/499      4.32G    0.01815    0.01375   0.008169         61        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
     18/499      4.32G    0.01815    0.01375   0.008169         61        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     18/499      4.32G    0.01825    0.01388   0.008226         80        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     18/499      4.32G    0.01825    0.01388   0.008226         80        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     18/499      4.32G    0.01821    0.01369   0.008383         51        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     18/499      4.32G    0.01821    0.01369   0.008383         51        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     18/499      4.32G    0.01818    0.01361   0.008305         59        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     18/499      4.32G    0.01818    0.01361   0.008305         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     18/499      4.32G    0.01819    0.01365   0.008284         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     18/499      4.32G    0.01819    0.01365   0.008284         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     18/499      4.32G    0.01825    0.01377   0.008135         79        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     18/499      4.32G    0.01825    0.01377   0.008135         79        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
     18/499      4.32G    0.01829    0.01381   0.007903         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     18/499      4.32G    0.01829    0.01381   0.007903         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     18/499      4.32G    0.01822    0.01367   0.008225         55        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     18/499      4.32G    0.01822    0.01367   0.008225         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     18/499      4.32G    0.01819    0.01371   0.008165         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     18/499      4.32G    0.01819    0.01371   0.008165         72        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     18/499      4.32G    0.01811    0.01373   0.008034         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     18/499      4.32G    0.01811    0.01373   0.008034         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     18/499      4.32G    0.01821     0.0138   0.008079         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     18/499      4.32G    0.01821     0.0138   0.008079         76        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
     18/499      4.32G    0.01823    0.01381   0.008202         65        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     18/499      4.32G    0.01823    0.01381   0.008202         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     18/499      4.32G    0.01819    0.01384   0.008214         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     18/499      4.32G    0.01819    0.01384   0.008214         78        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     18/499      4.32G    0.01828    0.01387   0.008273         60        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     18/499      4.32G    0.01828    0.01387   0.008273         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     18/499      4.32G    0.01828    0.01399    0.00822         86        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     18/499      4.32G    0.01828    0.01399    0.00822         86        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     18/499      4.32G    0.01825    0.01397   0.008166         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     18/499      4.32G    0.01825    0.01397   0.008166         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     18/499      4.32G    0.01826    0.01388   0.008249         67        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     18/499      4.32G    0.01826    0.01388   0.008249         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     18/499      4.32G     0.0182    0.01397   0.008186         86        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     18/499      4.32G     0.0182    0.01397   0.008186         86        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     18/499      4.32G    0.01821    0.01394   0.008188         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     18/499      4.32G    0.01821    0.01394   0.008188         63        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
     18/499      4.32G    0.01825     0.0139   0.008186         62        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
     18/499      4.32G    0.01825     0.0139   0.008186         62        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     18/499      4.32G    0.01824    0.01387   0.008147         70        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     18/499      4.32G    0.01824    0.01387   0.008147         70        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     18/499      4.32G    0.01821    0.01378   0.008063         56        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     18/499      4.32G    0.01821    0.01378   0.008063         56        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     18/499      4.32G     0.0182    0.01374   0.008123         56        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     18/499      4.32G     0.0182    0.01374   0.008123         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     18/499      4.32G    0.01819    0.01373   0.008221         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     18/499      4.32G    0.01819    0.01373   0.008221         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     18/499      4.32G    0.01815    0.01371   0.008243         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     18/499      4.32G    0.01815    0.01371   0.008243         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     18/499      4.32G    0.01819    0.01379    0.00826         86        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     18/499      4.32G    0.01819    0.01379    0.00826         86        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     18/499      4.32G    0.01817    0.01379   0.008235         72        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     18/499      4.32G    0.01817    0.01379   0.008235         72        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
     18/499      4.32G    0.01818    0.01373   0.008281         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     18/499      4.32G    0.01818    0.01373   0.008281         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     18/499      4.32G    0.01814    0.01366   0.008262         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     18/499      4.32G    0.01814    0.01366   0.008262         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     18/499      4.32G    0.01819     0.0137   0.008285         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     18/499      4.32G    0.01819     0.0137   0.008285         71        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     18/499      4.32G    0.01817    0.01364   0.008187         55        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     18/499      4.32G    0.01817    0.01364   0.008187         55        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     18/499      4.32G    0.01813    0.01371    0.00822         84        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     18/499      4.32G    0.01813    0.01371    0.00822         84        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     18/499      4.32G    0.01816    0.01368   0.008257         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     18/499      4.32G    0.01816    0.01368   0.008257         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     18/499      4.32G    0.01812    0.01362   0.008233         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     18/499      4.32G    0.01812    0.01362   0.008233         55        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     18/499      4.32G    0.01817    0.01368   0.008178         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     18/499      4.32G    0.01817    0.01368   0.008178         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     18/499      4.32G    0.01813    0.01365   0.008111         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     18/499      4.32G    0.01813    0.01365   0.008111         63        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     18/499      4.32G    0.01818    0.01363   0.008109         58        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     18/499      4.32G    0.01818    0.01363   0.008109         58        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     18/499      4.32G    0.01818    0.01371   0.008182         88        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     18/499      4.32G    0.01818    0.01371   0.008182         88        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     18/499      4.32G    0.01817    0.01372   0.008159         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     18/499      4.32G    0.01817    0.01372   0.008159         80        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     18/499      4.32G    0.01814    0.01372   0.008216         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     18/499      4.32G    0.01814    0.01372   0.008216         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     18/499      4.32G    0.01817    0.01373   0.008254         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     18/499      4.32G    0.01817    0.01373   0.008254         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     18/499      4.32G    0.01818    0.01373   0.008236         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     18/499      4.32G    0.01818    0.01373   0.008236         74        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     18/499      4.32G     0.0182    0.01382   0.008347         83        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
     18/499      4.32G     0.0182    0.01382   0.008347         83        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     18/499      4.32G    0.01819    0.01385   0.008331         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     18/499      4.32G    0.01819    0.01385   0.008331         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     18/499      4.32G    0.01817    0.01383   0.008359         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     18/499      4.32G    0.01817    0.01383   0.008359         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     18/499      4.32G    0.01816    0.01381   0.008347         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     18/499      4.32G    0.01816    0.01381   0.008347         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     18/499      4.32G    0.01815    0.01377   0.008363         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     18/499      4.32G    0.01815    0.01377   0.008363         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     18/499      4.32G    0.01815    0.01373   0.008317         50        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     18/499      4.32G    0.01815    0.01373   0.008317         50        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     18/499      4.32G    0.01812    0.01368    0.00832         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     18/499      4.32G    0.01812    0.01368    0.00832         59        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     18/499      4.32G     0.0181    0.01365   0.008348         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     18/499      4.32G     0.0181    0.01365   0.008348         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     18/499      4.32G    0.01811     0.0137   0.008333         86        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     18/499      4.32G    0.01811     0.0137   0.008333         86        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     18/499      4.32G    0.01811    0.01366    0.00829         50        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     18/499      4.32G    0.01811    0.01366    0.00829         50        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     18/499      4.32G    0.01812     0.0137   0.008288         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     18/499      4.32G    0.01812     0.0137   0.008288         79        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
     18/499      4.32G    0.01811    0.01371   0.008285         78        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
     18/499      4.32G    0.01811    0.01371   0.008285         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     18/499      4.32G    0.01813     0.0138   0.008274         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     18/499      4.32G    0.01813     0.0138   0.008274         83        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     18/499      4.32G    0.01811    0.01381   0.008306         80        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     18/499      4.32G    0.01811    0.01381   0.008306         80        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     18/499      4.32G    0.01812    0.01379   0.008312         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     18/499      4.32G    0.01812    0.01379   0.008312         62        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     18/499      4.32G    0.01813    0.01377   0.008383         56        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     18/499      4.32G    0.01813    0.01377   0.008383         56        640:  43%|####3     | 73/168 [00:13<00:18,  5.13it/s]
     18/499      4.32G    0.01816    0.01376    0.00836         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
     18/499      4.32G    0.01816    0.01376    0.00836         74        640:  44%|####4     | 74/168 [00:14<00:18,  5.16it/s]
     18/499      4.32G    0.01814    0.01376   0.008313         74        640:  44%|####4     | 74/168 [00:14<00:18,  5.16it/s]
     18/499      4.32G    0.01814    0.01376   0.008313         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
     18/499      4.32G    0.01814    0.01377   0.008284         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
     18/499      4.32G    0.01814    0.01377   0.008284         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     18/499      4.32G    0.01813    0.01377   0.008269         80        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     18/499      4.32G    0.01813    0.01377   0.008269         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     18/499      4.32G    0.01813    0.01379   0.008242         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     18/499      4.32G    0.01813    0.01379   0.008242         73        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
     18/499      4.32G    0.01809    0.01378    0.00818         63        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
     18/499      4.32G    0.01809    0.01378    0.00818         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
     18/499      4.32G    0.01809    0.01377   0.008157         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
     18/499      4.32G    0.01809    0.01377   0.008157         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     18/499      4.32G    0.01809    0.01375   0.008172         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     18/499      4.32G    0.01809    0.01375   0.008172         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
     18/499      4.32G    0.01806    0.01375   0.008208         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
     18/499      4.32G    0.01806    0.01375   0.008208         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
     18/499      4.32G    0.01805    0.01373    0.00821         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
     18/499      4.32G    0.01805    0.01373    0.00821         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
     18/499      4.32G    0.01804    0.01371   0.008179         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
     18/499      4.32G    0.01804    0.01371   0.008179         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.29it/s]
     18/499      4.32G    0.01805     0.0137   0.008177         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     18/499      4.32G    0.01805     0.0137   0.008177         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     18/499      4.32G    0.01805     0.0137   0.008213         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     18/499      4.32G    0.01805     0.0137   0.008213         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     18/499      4.32G    0.01804    0.01371   0.008183         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     18/499      4.32G    0.01804    0.01371   0.008183         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     18/499      4.32G      0.018    0.01371   0.008178         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     18/499      4.32G      0.018    0.01371   0.008178         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     18/499      4.32G      0.018    0.01369   0.008193         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     18/499      4.32G      0.018    0.01369   0.008193         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     18/499      4.32G    0.01798    0.01371   0.008224         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     18/499      4.32G    0.01798    0.01371   0.008224         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     18/499      4.32G    0.01799    0.01367   0.008205         54        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     18/499      4.32G    0.01799    0.01367   0.008205         54        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     18/499      4.32G    0.01798    0.01365    0.00817         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     18/499      4.32G    0.01798    0.01365    0.00817         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     18/499      4.32G    0.01799    0.01361   0.008126         51        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     18/499      4.32G    0.01799    0.01361   0.008126         51        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     18/499      4.32G    0.01798    0.01359   0.008142         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     18/499      4.32G    0.01798    0.01359   0.008142         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     18/499      4.32G    0.01796    0.01359   0.008148         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     18/499      4.32G    0.01796    0.01359   0.008148         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     18/499      4.32G    0.01796    0.01358   0.008111         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     18/499      4.32G    0.01796    0.01358   0.008111         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     18/499      4.32G    0.01797    0.01357   0.008111         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     18/499      4.32G    0.01797    0.01357   0.008111         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     18/499      4.32G    0.01795    0.01357   0.008116         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     18/499      4.32G    0.01795    0.01357   0.008116         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     18/499      4.32G    0.01792    0.01354     0.0081         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     18/499      4.32G    0.01792    0.01354     0.0081         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     18/499      4.32G    0.01792    0.01356   0.008103         72        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
     18/499      4.32G    0.01792    0.01356   0.008103         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
     18/499      4.32G    0.01792    0.01355   0.008116         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
     18/499      4.32G    0.01792    0.01355   0.008116         57        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     18/499      4.32G    0.01794    0.01356   0.008146         67        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     18/499      4.32G    0.01794    0.01356   0.008146         67        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     18/499      4.32G    0.01794    0.01355     0.0082         70        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     18/499      4.32G    0.01794    0.01355     0.0082         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     18/499      4.32G    0.01793    0.01356   0.008198         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     18/499      4.32G    0.01793    0.01356   0.008198         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     18/499      4.32G    0.01792    0.01356   0.008163         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     18/499      4.32G    0.01792    0.01356   0.008163         71        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
     18/499      4.32G    0.01791    0.01358   0.008136         79        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     18/499      4.32G    0.01791    0.01358   0.008136         79        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     18/499      4.32G    0.01794    0.01358   0.008127         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     18/499      4.32G    0.01794    0.01358   0.008127         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     18/499      4.32G    0.01798    0.01359   0.008154         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     18/499      4.32G    0.01798    0.01359   0.008154         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     18/499      4.32G    0.01798    0.01358   0.008156         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     18/499      4.32G    0.01798    0.01358   0.008156         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     18/499      4.32G    0.01795    0.01357   0.008134         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     18/499      4.32G    0.01795    0.01357   0.008134         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     18/499      4.32G    0.01794    0.01358   0.008164         76        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     18/499      4.32G    0.01794    0.01358   0.008164         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     18/499      4.32G    0.01792    0.01358   0.008175         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     18/499      4.32G    0.01792    0.01358   0.008175         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     18/499      4.32G     0.0179    0.01356    0.00819         54        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     18/499      4.32G     0.0179    0.01356    0.00819         54        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     18/499      4.32G    0.01789    0.01355   0.008185         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     18/499      4.32G    0.01789    0.01355   0.008185         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     18/499      4.32G    0.01788    0.01355   0.008177         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     18/499      4.32G    0.01788    0.01355   0.008177         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     18/499      4.32G    0.01786    0.01353   0.008165         62        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     18/499      4.32G    0.01786    0.01353   0.008165         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     18/499      4.32G    0.01785    0.01352   0.008127         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     18/499      4.32G    0.01785    0.01352   0.008127         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     18/499      4.32G    0.01786    0.01352   0.008116         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     18/499      4.32G    0.01786    0.01352   0.008116         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     18/499      4.32G    0.01786    0.01353   0.008083         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     18/499      4.32G    0.01786    0.01353   0.008083         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
     18/499      4.32G    0.01785    0.01352    0.00809         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
     18/499      4.32G    0.01785    0.01352    0.00809         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     18/499      4.32G    0.01785    0.01351   0.008073         62        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     18/499      4.32G    0.01785    0.01351   0.008073         62        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     18/499      4.32G    0.01784    0.01352   0.008068         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     18/499      4.32G    0.01784    0.01352   0.008068         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     18/499      4.32G    0.01782     0.0135   0.008055         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     18/499      4.32G    0.01782     0.0135   0.008055         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     18/499      4.32G    0.01782    0.01348   0.008002         50        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     18/499      4.32G    0.01782    0.01348   0.008002         50        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     18/499      4.32G    0.01782    0.01349   0.008099         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     18/499      4.32G    0.01782    0.01349   0.008099         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     18/499      4.32G    0.01782    0.01353   0.008099         83        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     18/499      4.32G    0.01782    0.01353   0.008099         83        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
     18/499      4.32G    0.01782    0.01354   0.008097         79        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
     18/499      4.32G    0.01782    0.01354   0.008097         79        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
     18/499      4.32G    0.01783    0.01354   0.008113         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
     18/499      4.32G    0.01783    0.01354   0.008113         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     18/499      4.32G    0.01785    0.01352   0.008121         52        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     18/499      4.32G    0.01785    0.01352   0.008121         52        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     18/499      4.32G    0.01785    0.01351   0.008112         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     18/499      4.32G    0.01785    0.01351   0.008112         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     18/499      4.32G    0.01784    0.01351   0.008098         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     18/499      4.32G    0.01784    0.01351   0.008098         74        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     18/499      4.32G    0.01784    0.01351   0.008111         75        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     18/499      4.32G    0.01784    0.01351   0.008111         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
     18/499      4.32G    0.01784     0.0135   0.008094         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
     18/499      4.32G    0.01784     0.0135   0.008094         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     18/499      4.32G    0.01785    0.01349   0.008112         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     18/499      4.32G    0.01785    0.01349   0.008112         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     18/499      4.32G    0.01783     0.0135   0.008128         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     18/499      4.32G    0.01783     0.0135   0.008128         72        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     18/499      4.32G    0.01782    0.01348   0.008126         68        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     18/499      4.32G    0.01782    0.01348   0.008126         68        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     18/499      4.32G     0.0178    0.01346   0.008123         64        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
     18/499      4.32G     0.0178    0.01346   0.008123         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     18/499      4.32G    0.01779    0.01345   0.008136         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     18/499      4.32G    0.01779    0.01345   0.008136         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     18/499      4.32G    0.01779    0.01345   0.008141         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     18/499      4.32G    0.01779    0.01345   0.008141         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     18/499      4.32G    0.01779    0.01343   0.008165         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     18/499      4.32G    0.01779    0.01343   0.008165         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     18/499      4.32G    0.01779    0.01345   0.008172         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     18/499      4.32G    0.01779    0.01345   0.008172         79        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     18/499      4.32G    0.01779    0.01346   0.008177         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
     18/499      4.32G    0.01779    0.01346   0.008177         67        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     18/499      4.32G    0.01779    0.01344   0.008173         57        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     18/499      4.32G    0.01779    0.01344   0.008173         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     18/499      4.32G    0.01778    0.01342   0.008186         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     18/499      4.32G    0.01778    0.01342   0.008186         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     18/499      4.32G    0.01777    0.01342   0.008219         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     18/499      4.32G    0.01777    0.01342   0.008219         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     18/499      4.32G    0.01778    0.01341   0.008244         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     18/499      4.32G    0.01778    0.01341   0.008244         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     18/499      4.32G    0.01778    0.01342   0.008235         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     18/499      4.32G    0.01778    0.01342   0.008235         70        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
     18/499      4.32G    0.01777    0.01341   0.008227         58        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
     18/499      4.32G    0.01777    0.01341   0.008227         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     18/499      4.32G    0.01778    0.01339   0.008287         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     18/499      4.32G    0.01778    0.01339   0.008287         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     18/499      4.32G    0.01778    0.01338   0.008303         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     18/499      4.32G    0.01778    0.01338   0.008303         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     18/499      4.32G    0.01778     0.0134   0.008291         91        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     18/499      4.32G    0.01778     0.0134   0.008291         91        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     18/499      4.32G    0.01777     0.0134   0.008318         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     18/499      4.32G    0.01777     0.0134   0.008318         60        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     18/499      4.32G    0.01778     0.0134    0.00829         69        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     18/499      4.32G    0.01778     0.0134    0.00829         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     18/499      4.32G    0.01778    0.01343   0.008285         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     18/499      4.32G    0.01778    0.01343   0.008285         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     18/499      4.32G    0.01778    0.01343   0.008268         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     18/499      4.32G    0.01778    0.01343   0.008268         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     18/499      4.32G    0.01778    0.01343   0.008283         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     18/499      4.32G    0.01778    0.01343   0.008283         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     18/499      4.32G    0.01777    0.01345   0.008277         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     18/499      4.32G    0.01777    0.01345   0.008277         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
     18/499      4.32G    0.01777    0.01345   0.008301         74        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
     18/499      4.32G    0.01777    0.01345   0.008301         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     18/499      4.32G    0.01776    0.01345   0.008291         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     18/499      4.32G    0.01776    0.01345   0.008291         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     18/499      4.32G    0.01777    0.01344   0.008281         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     18/499      4.32G    0.01777    0.01344   0.008281         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     18/499      4.32G    0.01777    0.01343   0.008264         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     18/499      4.32G    0.01777    0.01343   0.008264         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     18/499      4.32G    0.01777    0.01344   0.008273         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     18/499      4.32G    0.01777    0.01344   0.008273         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     18/499      4.32G    0.01777    0.01345   0.008296         78        640:  96%|#########6| 162/168 [00:31<00:01,  5.34it/s]
     18/499      4.32G    0.01777    0.01345   0.008296         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     18/499      4.32G    0.01777    0.01343   0.008296         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     18/499      4.32G    0.01777    0.01343   0.008296         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     18/499      4.32G    0.01777    0.01345   0.008315         83        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     18/499      4.32G    0.01777    0.01345   0.008315         83        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     18/499      4.32G    0.01778    0.01345   0.008295         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     18/499      4.32G    0.01778    0.01345   0.008295         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     18/499      4.32G    0.01778    0.01346   0.008292         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     18/499      4.32G    0.01778    0.01346   0.008292         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.19it/s]
     18/499      4.32G    0.01778    0.01349   0.008281         41        640:  99%|#########9| 167/168 [00:31<00:00,  5.19it/s]
     18/499      4.32G    0.01778    0.01349   0.008281         41        640: 100%|##########| 168/168 [00:31<00:00,  5.32it/s]
     18/499      4.32G    0.01778    0.01349   0.008281         41        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.817      0.859      0.879      0.718

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     19/499      4.32G    0.02034    0.01657    0.01222         78        640:   0%|          | 0/168 [00:00<?, ?it/s]
     19/499      4.32G    0.02034    0.01657    0.01222         78        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     19/499      4.32G    0.01835    0.01545    0.01062         70        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     19/499      4.32G    0.01835    0.01545    0.01062         70        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
     19/499      4.32G    0.01863    0.01458     0.0106         65        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
     19/499      4.32G    0.01863    0.01458     0.0106         65        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     19/499      4.32G    0.01835    0.01466    0.01013         85        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     19/499      4.32G    0.01835    0.01466    0.01013         85        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     19/499      4.32G     0.0182    0.01425    0.01023         59        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     19/499      4.32G     0.0182    0.01425    0.01023         59        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     19/499      4.32G    0.01794    0.01373     0.0102         63        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     19/499      4.32G    0.01794    0.01373     0.0102         63        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     19/499      4.32G    0.01761     0.0135    0.01037         56        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     19/499      4.32G    0.01761     0.0135    0.01037         56        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     19/499      4.32G    0.01778    0.01375    0.01065         75        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     19/499      4.32G    0.01778    0.01375    0.01065         75        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     19/499      4.32G    0.01769    0.01323    0.01035         47        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     19/499      4.32G    0.01769    0.01323    0.01035         47        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     19/499      4.32G    0.01769    0.01325    0.01038         73        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     19/499      4.32G    0.01769    0.01325    0.01038         73        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
     19/499      4.32G    0.01758    0.01319    0.01017         70        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
     19/499      4.32G    0.01758    0.01319    0.01017         70        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
     19/499      4.32G    0.01747    0.01326    0.01009         73        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
     19/499      4.32G    0.01747    0.01326    0.01009         73        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     19/499      4.32G    0.01769    0.01332    0.01029         64        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     19/499      4.32G    0.01769    0.01332    0.01029         64        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     19/499      4.32G    0.01761    0.01319       0.01         57        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     19/499      4.32G    0.01761    0.01319       0.01         57        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     19/499      4.32G     0.0176     0.0132   0.009773         72        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     19/499      4.32G     0.0176     0.0132   0.009773         72        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
     19/499      4.32G    0.01752    0.01326   0.009631         77        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
     19/499      4.32G    0.01752    0.01326   0.009631         77        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     19/499      4.32G    0.01758    0.01318   0.009504         64        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     19/499      4.32G    0.01758    0.01318   0.009504         64        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     19/499      4.32G    0.01776    0.01329   0.009425         73        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     19/499      4.32G    0.01776    0.01329   0.009425         73        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     19/499      4.32G    0.01767     0.0132   0.009537         51        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     19/499      4.32G    0.01767     0.0132   0.009537         51        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     19/499      4.32G    0.01785    0.01319   0.009526         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     19/499      4.32G    0.01785    0.01319   0.009526         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     19/499      4.32G    0.01781    0.01345   0.009364         93        640:  12%|#1        | 20/168 [00:04<00:28,  5.28it/s]
     19/499      4.32G    0.01781    0.01345   0.009364         93        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     19/499      4.32G    0.01779    0.01354   0.009341         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     19/499      4.32G    0.01779    0.01354   0.009341         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     19/499      4.32G    0.01771    0.01359   0.009346         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     19/499      4.32G    0.01771    0.01359   0.009346         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     19/499      4.32G    0.01763    0.01349   0.009236         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     19/499      4.32G    0.01763    0.01349   0.009236         53        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     19/499      4.32G    0.01762    0.01348   0.009136         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     19/499      4.32G    0.01762    0.01348   0.009136         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     19/499      4.32G    0.01758    0.01344   0.009066         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     19/499      4.32G    0.01758    0.01344   0.009066         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     19/499      4.32G    0.01759     0.0134   0.009069         74        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     19/499      4.32G    0.01759     0.0134   0.009069         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     19/499      4.32G    0.01763     0.0134   0.009098         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     19/499      4.32G    0.01763     0.0134   0.009098         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     19/499      4.32G     0.0176    0.01341   0.009082         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     19/499      4.32G     0.0176    0.01341   0.009082         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     19/499      4.32G    0.01755    0.01338   0.008982         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     19/499      4.32G    0.01755    0.01338   0.008982         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     19/499      4.32G    0.01751    0.01332   0.008904         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     19/499      4.32G    0.01751    0.01332   0.008904         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     19/499      4.32G    0.01757    0.01331   0.008895         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     19/499      4.32G    0.01757    0.01331   0.008895         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
     19/499      4.32G    0.01758    0.01329    0.00879         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
     19/499      4.32G    0.01758    0.01329    0.00879         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
     19/499      4.32G    0.01751    0.01317   0.008714         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
     19/499      4.32G    0.01751    0.01317   0.008714         56        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     19/499      4.32G    0.01757     0.0131    0.00868         60        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     19/499      4.32G    0.01757     0.0131    0.00868         60        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     19/499      4.32G    0.01759    0.01316   0.008643         75        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     19/499      4.32G    0.01759    0.01316   0.008643         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     19/499      4.32G    0.01766    0.01318   0.008571         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     19/499      4.32G    0.01766    0.01318   0.008571         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     19/499      4.32G    0.01762    0.01314   0.008546         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     19/499      4.32G    0.01762    0.01314   0.008546         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     19/499      4.32G    0.01762    0.01327   0.008522         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     19/499      4.32G    0.01762    0.01327   0.008522         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     19/499      4.32G    0.01761    0.01326    0.00854         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     19/499      4.32G    0.01761    0.01326    0.00854         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     19/499      4.32G     0.0176    0.01325   0.008646         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     19/499      4.32G     0.0176    0.01325   0.008646         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
     19/499      4.32G    0.01763    0.01324   0.008606         70        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
     19/499      4.32G    0.01763    0.01324   0.008606         70        640:  25%|##5       | 42/168 [00:08<00:24,  5.22it/s]
     19/499      4.32G     0.0176     0.0133   0.008699         84        640:  25%|##5       | 42/168 [00:08<00:24,  5.22it/s]
     19/499      4.32G     0.0176     0.0133   0.008699         84        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
     19/499      4.32G    0.01759    0.01332   0.008682         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
     19/499      4.32G    0.01759    0.01332   0.008682         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     19/499      4.32G    0.01758    0.01325   0.008646         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     19/499      4.32G    0.01758    0.01325   0.008646         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     19/499      4.32G    0.01759    0.01319   0.008622         52        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     19/499      4.32G    0.01759    0.01319   0.008622         52        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     19/499      4.32G    0.01756    0.01319   0.008561         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     19/499      4.32G    0.01756    0.01319   0.008561         71        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
     19/499      4.32G    0.01756    0.01323   0.008588         72        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     19/499      4.32G    0.01756    0.01323   0.008588         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
     19/499      4.32G    0.01758    0.01327   0.008548         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
     19/499      4.32G    0.01758    0.01327   0.008548         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     19/499      4.32G     0.0176    0.01327    0.00856         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     19/499      4.32G     0.0176    0.01327    0.00856         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     19/499      4.32G    0.01763    0.01326   0.008541         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     19/499      4.32G    0.01763    0.01326   0.008541         59        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     19/499      4.32G     0.0176     0.0133   0.008498         82        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     19/499      4.32G     0.0176     0.0133   0.008498         82        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     19/499      4.32G    0.01758    0.01324   0.008457         56        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     19/499      4.32G    0.01758    0.01324   0.008457         56        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     19/499      4.32G    0.01758    0.01321   0.008394         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     19/499      4.32G    0.01758    0.01321   0.008394         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     19/499      4.32G     0.0176    0.01322   0.008412         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     19/499      4.32G     0.0176    0.01322   0.008412         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     19/499      4.32G    0.01761    0.01328   0.008504         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     19/499      4.32G    0.01761    0.01328   0.008504         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
     19/499      4.32G     0.0176    0.01328    0.00851         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
     19/499      4.32G     0.0176    0.01328    0.00851         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
     19/499      4.32G    0.01758    0.01327   0.008563         77        640:  34%|###3      | 57/168 [00:11<00:20,  5.38it/s]
     19/499      4.32G    0.01758    0.01327   0.008563         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     19/499      4.32G    0.01758    0.01327   0.008548         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     19/499      4.32G    0.01758    0.01327   0.008548         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     19/499      4.32G    0.01758     0.0133   0.008581         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     19/499      4.32G    0.01758     0.0133   0.008581         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     19/499      4.32G     0.0176    0.01328   0.008589         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     19/499      4.32G     0.0176    0.01328   0.008589         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     19/499      4.32G    0.01759    0.01327   0.008591         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     19/499      4.32G    0.01759    0.01327   0.008591         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     19/499      4.32G    0.01754    0.01323   0.008584         64        640:  37%|###6      | 62/168 [00:12<00:20,  5.28it/s]
     19/499      4.32G    0.01754    0.01323   0.008584         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     19/499      4.32G    0.01755    0.01326   0.008545         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     19/499      4.32G    0.01755    0.01326   0.008545         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     19/499      4.32G    0.01751    0.01321   0.008576         61        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     19/499      4.32G    0.01751    0.01321   0.008576         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     19/499      4.32G    0.01751    0.01318   0.008644         53        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     19/499      4.32G    0.01751    0.01318   0.008644         53        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     19/499      4.32G    0.01752    0.01323   0.008591         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     19/499      4.32G    0.01752    0.01323   0.008591         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.12it/s]
     19/499      4.32G    0.01749    0.01323   0.008532         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.12it/s]
     19/499      4.32G    0.01749    0.01323   0.008532         66        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
     19/499      4.32G    0.01749    0.01326   0.008554         79        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
     19/499      4.32G    0.01749    0.01326   0.008554         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     19/499      4.32G    0.01746    0.01323   0.008638         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     19/499      4.32G    0.01746    0.01323   0.008638         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     19/499      4.32G    0.01746    0.01327   0.008614         86        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     19/499      4.32G    0.01746    0.01327   0.008614         86        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     19/499      4.32G    0.01746    0.01326   0.008553         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     19/499      4.32G    0.01746    0.01326   0.008553         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     19/499      4.32G    0.01746    0.01323   0.008574         53        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     19/499      4.32G    0.01746    0.01323   0.008574         53        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     19/499      4.32G    0.01744    0.01321   0.008519         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     19/499      4.32G    0.01744    0.01321   0.008519         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     19/499      4.32G    0.01745    0.01322   0.008514         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     19/499      4.32G    0.01745    0.01322   0.008514         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     19/499      4.32G    0.01743    0.01321   0.008511         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     19/499      4.32G    0.01743    0.01321   0.008511         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     19/499      4.32G    0.01742    0.01319   0.008515         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     19/499      4.32G    0.01742    0.01319   0.008515         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     19/499      4.32G    0.01739    0.01321   0.008489         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     19/499      4.32G    0.01739    0.01321   0.008489         76        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
     19/499      4.32G    0.01738     0.0132   0.008496         64        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
     19/499      4.32G    0.01738     0.0132   0.008496         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     19/499      4.32G    0.01737    0.01319   0.008496         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     19/499      4.32G    0.01737    0.01319   0.008496         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     19/499      4.32G    0.01738    0.01326   0.008521         91        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     19/499      4.32G    0.01738    0.01326   0.008521         91        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     19/499      4.32G    0.01735    0.01324   0.008494         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     19/499      4.32G    0.01735    0.01324   0.008494         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     19/499      4.32G    0.01736    0.01328   0.008541         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     19/499      4.32G    0.01736    0.01328   0.008541         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     19/499      4.32G    0.01736    0.01327   0.008574         71        640:  49%|####9     | 83/168 [00:16<00:16,  5.25it/s]
     19/499      4.32G    0.01736    0.01327   0.008574         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     19/499      4.32G    0.01735    0.01329   0.008557         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     19/499      4.32G    0.01735    0.01329   0.008557         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     19/499      4.32G    0.01738    0.01329   0.008549         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     19/499      4.32G    0.01738    0.01329   0.008549         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
     19/499      4.32G    0.01739     0.0133   0.008553         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
     19/499      4.32G    0.01739     0.0133   0.008553         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     19/499      4.32G    0.01739    0.01332   0.008535         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     19/499      4.32G    0.01739    0.01332   0.008535         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
     19/499      4.32G    0.01743    0.01336   0.008497         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
     19/499      4.32G    0.01743    0.01336   0.008497         67        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
     19/499      4.32G    0.01742    0.01338   0.008473         87        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
     19/499      4.32G    0.01742    0.01338   0.008473         87        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     19/499      4.32G     0.0174    0.01338   0.008429         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     19/499      4.32G     0.0174    0.01338   0.008429         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     19/499      4.32G    0.01738    0.01339   0.008405         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     19/499      4.32G    0.01738    0.01339   0.008405         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     19/499      4.32G    0.01738    0.01333    0.00841         45        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     19/499      4.32G    0.01738    0.01333    0.00841         45        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     19/499      4.32G    0.01738    0.01338   0.008416         87        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     19/499      4.32G    0.01738    0.01338   0.008416         87        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     19/499      4.32G    0.01738    0.01337   0.008444         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
     19/499      4.32G    0.01738    0.01337   0.008444         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     19/499      4.32G    0.01741    0.01337   0.008458         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     19/499      4.32G    0.01741    0.01337   0.008458         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     19/499      4.32G     0.0174    0.01337   0.008435         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     19/499      4.32G     0.0174    0.01337   0.008435         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     19/499      4.32G     0.0174    0.01336   0.008479         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     19/499      4.32G     0.0174    0.01336   0.008479         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     19/499      4.32G    0.01739    0.01334   0.008474         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     19/499      4.32G    0.01739    0.01334   0.008474         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     19/499      4.32G     0.0174    0.01335   0.008493         64        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
     19/499      4.32G     0.0174    0.01335   0.008493         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     19/499      4.32G     0.0174    0.01335   0.008487         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     19/499      4.32G     0.0174    0.01335   0.008487         62        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     19/499      4.32G    0.01741    0.01334   0.008445         64        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     19/499      4.32G    0.01741    0.01334   0.008445         64        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     19/499      4.32G    0.01742    0.01332    0.00845         56        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     19/499      4.32G    0.01742    0.01332    0.00845         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     19/499      4.32G    0.01743     0.0133    0.00844         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     19/499      4.32G    0.01743     0.0133    0.00844         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     19/499      4.32G    0.01743    0.01332   0.008412         81        640:  62%|######1   | 104/168 [00:20<00:12,  5.28it/s]
     19/499      4.32G    0.01743    0.01332   0.008412         81        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     19/499      4.32G    0.01743    0.01331   0.008393         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     19/499      4.32G    0.01743    0.01331   0.008393         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     19/499      4.32G    0.01742    0.01331    0.00837         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     19/499      4.32G    0.01742    0.01331    0.00837         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     19/499      4.32G    0.01743    0.01331   0.008352         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     19/499      4.32G    0.01743    0.01331   0.008352         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     19/499      4.32G    0.01742    0.01331   0.008296         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     19/499      4.32G    0.01742    0.01331   0.008296         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     19/499      4.32G    0.01741    0.01332   0.008279         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     19/499      4.32G    0.01741    0.01332   0.008279         79        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     19/499      4.32G    0.01742    0.01331   0.008251         61        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     19/499      4.32G    0.01742    0.01331   0.008251         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     19/499      4.32G     0.0174    0.01331    0.00823         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     19/499      4.32G     0.0174    0.01331    0.00823         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     19/499      4.32G     0.0174    0.01329   0.008209         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     19/499      4.32G     0.0174    0.01329   0.008209         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     19/499      4.32G    0.01738    0.01328   0.008194         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     19/499      4.32G    0.01738    0.01328   0.008194         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     19/499      4.32G    0.01738    0.01329   0.008212         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     19/499      4.32G    0.01738    0.01329   0.008212         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
     19/499      4.32G    0.01739     0.0133    0.00823         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
     19/499      4.32G    0.01739     0.0133    0.00823         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     19/499      4.32G    0.01739    0.01331   0.008214         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     19/499      4.32G    0.01739    0.01331   0.008214         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     19/499      4.32G    0.01739     0.0133   0.008188         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     19/499      4.32G    0.01739     0.0133   0.008188         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     19/499      4.32G    0.01738    0.01332   0.008203         91        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     19/499      4.32G    0.01738    0.01332   0.008203         91        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     19/499      4.32G    0.01737    0.01333   0.008201         87        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     19/499      4.32G    0.01737    0.01333   0.008201         87        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
     19/499      4.32G    0.01736    0.01332   0.008207         60        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     19/499      4.32G    0.01736    0.01332   0.008207         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     19/499      4.32G    0.01735     0.0133   0.008223         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     19/499      4.32G    0.01735     0.0133   0.008223         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     19/499      4.32G    0.01735    0.01329    0.00823         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     19/499      4.32G    0.01735    0.01329    0.00823         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     19/499      4.32G    0.01736     0.0133   0.008211         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     19/499      4.32G    0.01736     0.0133   0.008211         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     19/499      4.32G    0.01736    0.01328   0.008211         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     19/499      4.32G    0.01736    0.01328   0.008211         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     19/499      4.32G    0.01736     0.0133   0.008207         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     19/499      4.32G    0.01736     0.0133   0.008207         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     19/499      4.32G    0.01738    0.01331   0.008213         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     19/499      4.32G    0.01738    0.01331   0.008213         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     19/499      4.32G    0.01737    0.01331   0.008207         81        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     19/499      4.32G    0.01737    0.01331   0.008207         81        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     19/499      4.32G    0.01739    0.01333   0.008169         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     19/499      4.32G    0.01739    0.01333   0.008169         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     19/499      4.32G    0.01736    0.01332   0.008209         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     19/499      4.32G    0.01736    0.01332   0.008209         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     19/499      4.32G    0.01736    0.01333   0.008206         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     19/499      4.32G    0.01736    0.01333   0.008206         63        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     19/499      4.32G    0.01736    0.01333    0.00823         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     19/499      4.32G    0.01736    0.01333    0.00823         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     19/499      4.32G    0.01737    0.01331   0.008224         49        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     19/499      4.32G    0.01737    0.01331   0.008224         49        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     19/499      4.32G    0.01738    0.01331   0.008221         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     19/499      4.32G    0.01738    0.01331   0.008221         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     19/499      4.32G    0.01739    0.01333   0.008215         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     19/499      4.32G    0.01739    0.01333   0.008215         67        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
     19/499      4.32G    0.01739    0.01335   0.008239         81        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
     19/499      4.32G    0.01739    0.01335   0.008239         81        640:  81%|########  | 136/168 [00:25<00:06,  5.11it/s]
     19/499      4.32G     0.0174    0.01336   0.008227         77        640:  81%|########  | 136/168 [00:26<00:06,  5.11it/s]
     19/499      4.32G     0.0174    0.01336   0.008227         77        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
     19/499      4.32G     0.0174    0.01336   0.008228         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
     19/499      4.32G     0.0174    0.01336   0.008228         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     19/499      4.32G    0.01738    0.01334   0.008207         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     19/499      4.32G    0.01738    0.01334   0.008207         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     19/499      4.32G    0.01738    0.01335   0.008189         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     19/499      4.32G    0.01738    0.01335   0.008189         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
     19/499      4.32G    0.01737    0.01335   0.008173         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
     19/499      4.32G    0.01737    0.01335   0.008173         81        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     19/499      4.32G    0.01738    0.01336   0.008153         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     19/499      4.32G    0.01738    0.01336   0.008153         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     19/499      4.32G    0.01736    0.01334   0.008157         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     19/499      4.32G    0.01736    0.01334   0.008157         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     19/499      4.32G    0.01736    0.01332   0.008141         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     19/499      4.32G    0.01736    0.01332   0.008141         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     19/499      4.32G    0.01735    0.01332   0.008171         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     19/499      4.32G    0.01735    0.01332   0.008171         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
     19/499      4.32G    0.01736    0.01332    0.00816         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
     19/499      4.32G    0.01736    0.01332    0.00816         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     19/499      4.32G    0.01737    0.01334   0.008166         80        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     19/499      4.32G    0.01737    0.01334   0.008166         80        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     19/499      4.32G    0.01735    0.01331   0.008154         43        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     19/499      4.32G    0.01735    0.01331   0.008154         43        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     19/499      4.32G    0.01736    0.01332   0.008151         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     19/499      4.32G    0.01736    0.01332   0.008151         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     19/499      4.32G    0.01735     0.0133    0.00814         51        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     19/499      4.32G    0.01735     0.0133    0.00814         51        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     19/499      4.32G    0.01734    0.01329   0.008133         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     19/499      4.32G    0.01734    0.01329   0.008133         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     19/499      4.32G    0.01734    0.01328   0.008158         56        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     19/499      4.32G    0.01734    0.01328   0.008158         56        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     19/499      4.32G    0.01736    0.01329    0.00819         66        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
     19/499      4.32G    0.01736    0.01329    0.00819         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     19/499      4.32G    0.01736    0.01329   0.008165         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     19/499      4.32G    0.01736    0.01329   0.008165         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     19/499      4.32G    0.01736    0.01327   0.008192         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     19/499      4.32G    0.01736    0.01327   0.008192         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
     19/499      4.32G    0.01736    0.01327    0.00816         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
     19/499      4.32G    0.01736    0.01327    0.00816         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     19/499      4.32G    0.01736    0.01327   0.008162         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     19/499      4.32G    0.01736    0.01327   0.008162         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     19/499      4.32G    0.01735    0.01327   0.008154         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.22it/s]
     19/499      4.32G    0.01735    0.01327   0.008154         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     19/499      4.32G    0.01733    0.01326   0.008126         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     19/499      4.32G    0.01733    0.01326   0.008126         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
     19/499      4.32G    0.01732    0.01325   0.008123         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
     19/499      4.32G    0.01732    0.01325   0.008123         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     19/499      4.32G    0.01733    0.01325   0.008108         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     19/499      4.32G    0.01733    0.01325   0.008108         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     19/499      4.32G    0.01732    0.01326    0.00809         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     19/499      4.32G    0.01732    0.01326    0.00809         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     19/499      4.32G    0.01733    0.01327   0.008088         93        640:  96%|#########6| 162/168 [00:31<00:01,  5.36it/s]
     19/499      4.32G    0.01733    0.01327   0.008088         93        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
     19/499      4.32G    0.01733    0.01325   0.008069         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
     19/499      4.32G    0.01733    0.01325   0.008069         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     19/499      4.32G    0.01732    0.01328   0.008049         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     19/499      4.32G    0.01732    0.01328   0.008049         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     19/499      4.32G    0.01731    0.01329   0.008057         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     19/499      4.32G    0.01731    0.01329   0.008057         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     19/499      4.32G    0.01731    0.01328   0.008043         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     19/499      4.32G    0.01731    0.01328   0.008043         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     19/499      4.32G    0.01731    0.01327   0.008029         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     19/499      4.32G    0.01731    0.01327   0.008029         27        640: 100%|##########| 168/168 [00:31<00:00,  5.38it/s]
     19/499      4.32G    0.01731    0.01327   0.008029         27        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.739      0.871       0.84      0.675

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     20/499      4.32G    0.02134    0.01197   0.006158         54        640:   0%|          | 0/168 [00:00<?, ?it/s]
     20/499      4.32G    0.02134    0.01197   0.006158         54        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     20/499      4.32G    0.01928    0.01343   0.004862         74        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     20/499      4.32G    0.01928    0.01343   0.004862         74        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     20/499      4.32G    0.01893     0.0127   0.007627         64        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     20/499      4.32G    0.01893     0.0127   0.007627         64        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     20/499      4.32G    0.01876    0.01327     0.0077         62        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     20/499      4.32G    0.01876    0.01327     0.0077         62        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     20/499      4.32G    0.01833    0.01318   0.007197         68        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     20/499      4.32G    0.01833    0.01318   0.007197         68        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
     20/499      4.32G    0.01835    0.01313   0.007074         63        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
     20/499      4.32G    0.01835    0.01313   0.007074         63        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     20/499      4.32G    0.01854    0.01332   0.007252         68        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     20/499      4.32G    0.01854    0.01332   0.007252         68        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     20/499      4.32G    0.01856    0.01348   0.007066         85        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     20/499      4.32G    0.01856    0.01348   0.007066         85        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     20/499      4.32G    0.01854    0.01337   0.007355         56        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     20/499      4.32G    0.01854    0.01337   0.007355         56        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     20/499      4.32G    0.01844     0.0135   0.008461         72        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     20/499      4.32G    0.01844     0.0135   0.008461         72        640:   6%|5         | 10/168 [00:01<00:31,  5.07it/s]
     20/499      4.32G    0.01846    0.01363   0.008717         69        640:   6%|5         | 10/168 [00:02<00:31,  5.07it/s]
     20/499      4.32G    0.01846    0.01363   0.008717         69        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
     20/499      4.32G    0.01853    0.01339   0.008548         55        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
     20/499      4.32G    0.01853    0.01339   0.008548         55        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     20/499      4.32G    0.01863    0.01345   0.008468         65        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     20/499      4.32G    0.01863    0.01345   0.008468         65        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     20/499      4.32G    0.01866    0.01352    0.00816         70        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     20/499      4.32G    0.01866    0.01352    0.00816         70        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     20/499      4.32G    0.01873    0.01345   0.007888         65        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     20/499      4.32G    0.01873    0.01345   0.007888         65        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
     20/499      4.32G    0.01861    0.01324   0.008024         55        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
     20/499      4.32G    0.01861    0.01324   0.008024         55        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     20/499      4.32G    0.01862     0.0132   0.007956         66        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     20/499      4.32G    0.01862     0.0132   0.007956         66        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     20/499      4.32G    0.01843    0.01323   0.007821         75        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     20/499      4.32G    0.01843    0.01323   0.007821         75        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     20/499      4.32G    0.01831    0.01319   0.007674         65        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     20/499      4.32G    0.01831    0.01319   0.007674         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     20/499      4.32G    0.01826    0.01329   0.007696         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     20/499      4.32G    0.01826    0.01329   0.007696         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     20/499      4.32G    0.01819    0.01322   0.007684         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     20/499      4.32G    0.01819    0.01322   0.007684         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
     20/499      4.32G    0.01809    0.01326   0.007695         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
     20/499      4.32G    0.01809    0.01326   0.007695         66        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     20/499      4.32G    0.01809    0.01317   0.007642         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     20/499      4.32G    0.01809    0.01317   0.007642         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     20/499      4.32G    0.01802    0.01305   0.007754         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     20/499      4.32G    0.01802    0.01305   0.007754         57        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     20/499      4.32G    0.01804    0.01299   0.007795         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     20/499      4.32G    0.01804    0.01299   0.007795         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     20/499      4.32G    0.01799    0.01289   0.007743         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     20/499      4.32G    0.01799    0.01289   0.007743         60        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     20/499      4.32G    0.01799    0.01283   0.007881         58        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     20/499      4.32G    0.01799    0.01283   0.007881         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
     20/499      4.32G    0.01794    0.01273   0.007878         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
     20/499      4.32G    0.01794    0.01273   0.007878         56        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     20/499      4.32G    0.01787    0.01272   0.007719         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     20/499      4.32G    0.01787    0.01272   0.007719         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     20/499      4.32G    0.01789    0.01277   0.007753         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     20/499      4.32G    0.01789    0.01277   0.007753         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     20/499      4.32G    0.01792    0.01277   0.007855         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     20/499      4.32G    0.01792    0.01277   0.007855         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     20/499      4.32G    0.01789    0.01268   0.007841         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     20/499      4.32G    0.01789    0.01268   0.007841         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     20/499      4.32G    0.01789     0.0128   0.007795         82        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     20/499      4.32G    0.01789     0.0128   0.007795         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     20/499      4.32G    0.01795    0.01277   0.007864         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     20/499      4.32G    0.01795    0.01277   0.007864         63        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     20/499      4.32G    0.01796    0.01279    0.00781         71        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     20/499      4.32G    0.01796    0.01279    0.00781         71        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     20/499      4.32G    0.01792    0.01278   0.007798         63        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     20/499      4.32G    0.01792    0.01278   0.007798         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     20/499      4.32G     0.0179    0.01286   0.007777         80        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
     20/499      4.32G     0.0179    0.01286   0.007777         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     20/499      4.32G    0.01789    0.01285   0.007692         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     20/499      4.32G    0.01789    0.01285   0.007692         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     20/499      4.32G    0.01783    0.01281   0.007751         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     20/499      4.32G    0.01783    0.01281   0.007751         59        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     20/499      4.32G    0.01774    0.01277   0.007767         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     20/499      4.32G    0.01774    0.01277   0.007767         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     20/499      4.32G    0.01773    0.01273   0.007728         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     20/499      4.32G    0.01773    0.01273   0.007728         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     20/499      4.32G    0.01775    0.01277   0.007743         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     20/499      4.32G    0.01775    0.01277   0.007743         69        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
     20/499      4.32G     0.0178    0.01282   0.007806         80        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
     20/499      4.32G     0.0178    0.01282   0.007806         80        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     20/499      4.32G    0.01776    0.01287   0.007833         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     20/499      4.32G    0.01776    0.01287   0.007833         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     20/499      4.32G    0.01775    0.01286   0.007843         51        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     20/499      4.32G    0.01775    0.01286   0.007843         51        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     20/499      4.32G    0.01777    0.01286   0.007852         64        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     20/499      4.32G    0.01777    0.01286   0.007852         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     20/499      4.32G    0.01779    0.01291   0.007881         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     20/499      4.32G    0.01779    0.01291   0.007881         72        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
     20/499      4.32G     0.0178    0.01293   0.007869         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     20/499      4.32G     0.0178    0.01293   0.007869         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     20/499      4.32G    0.01783    0.01292    0.00803         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     20/499      4.32G    0.01783    0.01292    0.00803         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     20/499      4.32G    0.01783    0.01292   0.007989         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     20/499      4.32G    0.01783    0.01292   0.007989         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.14it/s]
     20/499      4.32G    0.01782    0.01296   0.007976         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.14it/s]
     20/499      4.32G    0.01782    0.01296   0.007976         76        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     20/499      4.32G    0.01781    0.01295   0.008018         69        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     20/499      4.32G    0.01781    0.01295   0.008018         69        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
     20/499      4.32G    0.01781    0.01295   0.008033         75        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
     20/499      4.32G    0.01781    0.01295   0.008033         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     20/499      4.32G    0.01782    0.01293   0.008146         64        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     20/499      4.32G    0.01782    0.01293   0.008146         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.18it/s]
     20/499      4.32G    0.01784    0.01299   0.008147         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.18it/s]
     20/499      4.32G    0.01784    0.01299   0.008147         82        640:  33%|###2      | 55/168 [00:10<00:22,  5.09it/s]
     20/499      4.32G     0.0178    0.01298   0.008051         64        640:  33%|###2      | 55/168 [00:10<00:22,  5.09it/s]
     20/499      4.32G     0.0178    0.01298   0.008051         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
     20/499      4.32G    0.01777    0.01295   0.008068         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
     20/499      4.32G    0.01777    0.01295   0.008068         70        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
     20/499      4.32G    0.01781    0.01297   0.008072         65        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
     20/499      4.32G    0.01781    0.01297   0.008072         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     20/499      4.32G    0.01784    0.01299   0.008062         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     20/499      4.32G    0.01784    0.01299   0.008062         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     20/499      4.32G    0.01781    0.01299   0.008058         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     20/499      4.32G    0.01781    0.01299   0.008058         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     20/499      4.32G    0.01785    0.01299   0.008157         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     20/499      4.32G    0.01785    0.01299   0.008157         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     20/499      4.32G    0.01786    0.01302   0.008127         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     20/499      4.32G    0.01786    0.01302   0.008127         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     20/499      4.32G    0.01784      0.013   0.008144         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     20/499      4.32G    0.01784      0.013   0.008144         70        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
     20/499      4.32G    0.01784    0.01302   0.008226         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     20/499      4.32G    0.01784    0.01302   0.008226         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     20/499      4.32G    0.01781      0.013   0.008175         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     20/499      4.32G    0.01781      0.013   0.008175         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     20/499      4.32G    0.01784    0.01298   0.008188         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     20/499      4.32G    0.01784    0.01298   0.008188         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     20/499      4.32G    0.01785    0.01299   0.008253         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     20/499      4.32G    0.01785    0.01299   0.008253         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     20/499      4.32G    0.01786    0.01305   0.008269         91        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     20/499      4.32G    0.01786    0.01305   0.008269         91        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
     20/499      4.32G    0.01788    0.01303    0.00828         53        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
     20/499      4.32G    0.01788    0.01303    0.00828         53        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     20/499      4.32G    0.01787    0.01303   0.008257         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     20/499      4.32G    0.01787    0.01303   0.008257         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     20/499      4.32G     0.0179     0.0131   0.008238         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     20/499      4.32G     0.0179     0.0131   0.008238         85        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     20/499      4.32G    0.01788     0.0131   0.008301         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     20/499      4.32G    0.01788     0.0131   0.008301         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     20/499      4.32G    0.01786    0.01312   0.008329         78        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     20/499      4.32G    0.01786    0.01312   0.008329         78        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     20/499      4.32G    0.01784    0.01312   0.008268         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     20/499      4.32G    0.01784    0.01312   0.008268         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     20/499      4.32G    0.01783    0.01316   0.008234         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     20/499      4.32G    0.01783    0.01316   0.008234         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     20/499      4.32G    0.01782    0.01319   0.008263         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     20/499      4.32G    0.01782    0.01319   0.008263         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     20/499      4.32G    0.01781    0.01319   0.008265         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     20/499      4.32G    0.01781    0.01319   0.008265         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     20/499      4.32G     0.0178     0.0132   0.008255         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     20/499      4.32G     0.0178     0.0132   0.008255         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     20/499      4.32G     0.0178    0.01319   0.008297         61        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     20/499      4.32G     0.0178    0.01319   0.008297         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     20/499      4.32G     0.0178    0.01318    0.00832         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     20/499      4.32G     0.0178    0.01318    0.00832         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     20/499      4.32G    0.01779    0.01319   0.008367         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     20/499      4.32G    0.01779    0.01319   0.008367         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     20/499      4.32G    0.01779    0.01322   0.008354         82        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     20/499      4.32G    0.01779    0.01322   0.008354         82        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     20/499      4.32G    0.01777    0.01319   0.008317         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     20/499      4.32G    0.01777    0.01319   0.008317         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     20/499      4.32G    0.01778    0.01317   0.008288         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     20/499      4.32G    0.01778    0.01317   0.008288         60        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
     20/499      4.32G    0.01778    0.01321   0.008255         80        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     20/499      4.32G    0.01778    0.01321   0.008255         80        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     20/499      4.32G    0.01778    0.01321   0.008254         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     20/499      4.32G    0.01778    0.01321   0.008254         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     20/499      4.32G    0.01775    0.01321   0.008235         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     20/499      4.32G    0.01775    0.01321   0.008235         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     20/499      4.32G    0.01775    0.01325   0.008215         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     20/499      4.32G    0.01775    0.01325   0.008215         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     20/499      4.32G    0.01775    0.01328   0.008251         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     20/499      4.32G    0.01775    0.01328   0.008251         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
     20/499      4.32G    0.01771    0.01327   0.008254         62        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
     20/499      4.32G    0.01771    0.01327   0.008254         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     20/499      4.32G     0.0177    0.01325   0.008274         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     20/499      4.32G     0.0177    0.01325   0.008274         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     20/499      4.32G    0.01768    0.01322   0.008236         60        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     20/499      4.32G    0.01768    0.01322   0.008236         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     20/499      4.32G    0.01767    0.01322   0.008233         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     20/499      4.32G    0.01767    0.01322   0.008233         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     20/499      4.32G    0.01766     0.0132   0.008213         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     20/499      4.32G    0.01766     0.0132   0.008213         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     20/499      4.32G    0.01764     0.0132    0.00818         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     20/499      4.32G    0.01764     0.0132    0.00818         69        640:  57%|#####6    | 95/168 [00:18<00:14,  5.17it/s]
     20/499      4.32G    0.01766    0.01321   0.008158         64        640:  57%|#####6    | 95/168 [00:18<00:14,  5.17it/s]
     20/499      4.32G    0.01766    0.01321   0.008158         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
     20/499      4.32G    0.01762    0.01321   0.008112         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
     20/499      4.32G    0.01762    0.01321   0.008112         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
     20/499      4.32G    0.01763    0.01322   0.008063         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
     20/499      4.32G    0.01763    0.01322   0.008063         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     20/499      4.32G    0.01762    0.01319   0.008073         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     20/499      4.32G    0.01762    0.01319   0.008073         59        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     20/499      4.32G    0.01761    0.01318   0.008054         73        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     20/499      4.32G    0.01761    0.01318   0.008054         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.09it/s]
     20/499      4.32G    0.01759    0.01321   0.008035         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.09it/s]
     20/499      4.32G    0.01759    0.01321   0.008035         79        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     20/499      4.32G    0.01757    0.01321   0.008065         68        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     20/499      4.32G    0.01757    0.01321   0.008065         68        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     20/499      4.32G    0.01756    0.01321   0.008066         72        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     20/499      4.32G    0.01756    0.01321   0.008066         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     20/499      4.32G    0.01756    0.01319   0.008063         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     20/499      4.32G    0.01756    0.01319   0.008063         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     20/499      4.32G    0.01753    0.01319   0.008041         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     20/499      4.32G    0.01753    0.01319   0.008041         76        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
     20/499      4.32G    0.01753    0.01321   0.008037         79        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     20/499      4.32G    0.01753    0.01321   0.008037         79        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     20/499      4.32G    0.01752     0.0132   0.008013         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     20/499      4.32G    0.01752     0.0132   0.008013         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     20/499      4.32G    0.01751     0.0132    0.00801         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     20/499      4.32G    0.01751     0.0132    0.00801         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     20/499      4.32G    0.01749    0.01319   0.007999         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     20/499      4.32G    0.01749    0.01319   0.007999         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     20/499      4.32G    0.01748    0.01318   0.008091         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     20/499      4.32G    0.01748    0.01318   0.008091         55        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
     20/499      4.32G    0.01746     0.0132    0.00807         89        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     20/499      4.32G    0.01746     0.0132    0.00807         89        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     20/499      4.32G    0.01745    0.01318   0.008079         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     20/499      4.32G    0.01745    0.01318   0.008079         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     20/499      4.32G    0.01744    0.01318   0.008099         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     20/499      4.32G    0.01744    0.01318   0.008099         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     20/499      4.32G    0.01744    0.01316   0.008158         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     20/499      4.32G    0.01744    0.01316   0.008158         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     20/499      4.32G    0.01743    0.01313   0.008119         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     20/499      4.32G    0.01743    0.01313   0.008119         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
     20/499      4.32G    0.01742    0.01313    0.00809         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     20/499      4.32G    0.01742    0.01313    0.00809         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     20/499      4.32G     0.0174    0.01311   0.008114         52        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     20/499      4.32G     0.0174    0.01311   0.008114         52        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
     20/499      4.32G     0.0174    0.01309   0.008089         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
     20/499      4.32G     0.0174    0.01309   0.008089         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     20/499      4.32G    0.01739    0.01308   0.008101         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     20/499      4.32G    0.01739    0.01308   0.008101         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     20/499      4.32G     0.0174     0.0131    0.00808         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     20/499      4.32G     0.0174     0.0131    0.00808         78        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     20/499      4.32G    0.01739    0.01309     0.0081         63        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
     20/499      4.32G    0.01739    0.01309     0.0081         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
     20/499      4.32G     0.0174    0.01309   0.008081         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
     20/499      4.32G     0.0174    0.01309   0.008081         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     20/499      4.32G    0.01738    0.01308   0.008065         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     20/499      4.32G    0.01738    0.01308   0.008065         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     20/499      4.32G    0.01737    0.01307   0.008061         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     20/499      4.32G    0.01737    0.01307   0.008061         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     20/499      4.32G    0.01736     0.0131   0.008032         88        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     20/499      4.32G    0.01736     0.0131   0.008032         88        640:  74%|#######4  | 125/168 [00:23<00:08,  5.22it/s]
     20/499      4.32G    0.01735     0.0131    0.00802         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.22it/s]
     20/499      4.32G    0.01735     0.0131    0.00802         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.31it/s]
     20/499      4.32G    0.01733    0.01307   0.008024         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     20/499      4.32G    0.01733    0.01307   0.008024         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     20/499      4.32G    0.01732    0.01308   0.008018         84        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     20/499      4.32G    0.01732    0.01308   0.008018         84        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     20/499      4.32G    0.01732    0.01308   0.007993         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     20/499      4.32G    0.01732    0.01308   0.007993         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     20/499      4.32G    0.01732    0.01309   0.007998         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     20/499      4.32G    0.01732    0.01309   0.007998         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
     20/499      4.32G    0.01733     0.0131    0.00804         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
     20/499      4.32G    0.01733     0.0131    0.00804         65        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
     20/499      4.32G    0.01732    0.01309   0.008097         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     20/499      4.32G    0.01732    0.01309   0.008097         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     20/499      4.32G    0.01731     0.0131   0.008088         71        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     20/499      4.32G    0.01731     0.0131   0.008088         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     20/499      4.32G     0.0173    0.01309   0.008111         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     20/499      4.32G     0.0173    0.01309   0.008111         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
     20/499      4.32G    0.01731    0.01306   0.008151         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
     20/499      4.32G    0.01731    0.01306   0.008151         57        640:  80%|########  | 135/168 [00:25<00:06,  5.23it/s]
     20/499      4.32G    0.01731    0.01304   0.008175         60        640:  80%|########  | 135/168 [00:25<00:06,  5.23it/s]
     20/499      4.32G    0.01731    0.01304   0.008175         60        640:  81%|########  | 136/168 [00:25<00:06,  5.00it/s]
     20/499      4.32G     0.0173    0.01303    0.00816         68        640:  81%|########  | 136/168 [00:26<00:06,  5.00it/s]
     20/499      4.32G     0.0173    0.01303    0.00816         68        640:  82%|########1 | 137/168 [00:26<00:06,  5.13it/s]
     20/499      4.32G    0.01729    0.01301   0.008168         63        640:  82%|########1 | 137/168 [00:26<00:06,  5.13it/s]
     20/499      4.32G    0.01729    0.01301   0.008168         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.21it/s]
     20/499      4.32G    0.01731    0.01304   0.008169         80        640:  82%|########2 | 138/168 [00:26<00:05,  5.21it/s]
     20/499      4.32G    0.01731    0.01304   0.008169         80        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
     20/499      4.32G     0.0173    0.01305   0.008189         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
     20/499      4.32G     0.0173    0.01305   0.008189         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     20/499      4.32G     0.0173    0.01303   0.008223         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     20/499      4.32G     0.0173    0.01303   0.008223         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.27it/s]
     20/499      4.32G    0.01729    0.01306   0.008212         81        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
     20/499      4.32G    0.01729    0.01306   0.008212         81        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     20/499      4.32G    0.01727    0.01305   0.008211         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     20/499      4.32G    0.01727    0.01305   0.008211         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
     20/499      4.32G    0.01727    0.01303   0.008185         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
     20/499      4.32G    0.01727    0.01303   0.008185         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     20/499      4.32G    0.01726    0.01302   0.008189         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     20/499      4.32G    0.01726    0.01302   0.008189         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     20/499      4.32G    0.01726    0.01302   0.008194         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     20/499      4.32G    0.01726    0.01302   0.008194         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     20/499      4.32G    0.01725    0.01304   0.008189         75        640:  87%|########6 | 146/168 [00:28<00:04,  5.27it/s]
     20/499      4.32G    0.01725    0.01304   0.008189         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     20/499      4.32G    0.01724    0.01303   0.008209         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     20/499      4.32G    0.01724    0.01303   0.008209         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     20/499      4.32G    0.01724    0.01303   0.008215         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     20/499      4.32G    0.01724    0.01303   0.008215         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     20/499      4.32G    0.01723    0.01303   0.008208         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     20/499      4.32G    0.01723    0.01303   0.008208         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     20/499      4.32G    0.01724    0.01304   0.008226         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     20/499      4.32G    0.01724    0.01304   0.008226         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     20/499      4.32G    0.01724    0.01304   0.008224         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     20/499      4.32G    0.01724    0.01304   0.008224         70        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     20/499      4.32G    0.01725    0.01307    0.00821         77        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     20/499      4.32G    0.01725    0.01307    0.00821         77        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     20/499      4.32G    0.01723    0.01307   0.008226         80        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     20/499      4.32G    0.01723    0.01307   0.008226         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     20/499      4.32G    0.01723    0.01308   0.008213         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     20/499      4.32G    0.01723    0.01308   0.008213         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     20/499      4.32G    0.01722    0.01308   0.008211         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     20/499      4.32G    0.01722    0.01308   0.008211         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     20/499      4.32G    0.01721    0.01308   0.008198         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     20/499      4.32G    0.01721    0.01308   0.008198         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     20/499      4.32G    0.01721     0.0131   0.008178         84        640:  93%|#########3| 157/168 [00:30<00:02,  5.23it/s]
     20/499      4.32G    0.01721     0.0131   0.008178         84        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     20/499      4.32G    0.01721    0.01311   0.008195         87        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     20/499      4.32G    0.01721    0.01311   0.008195         87        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     20/499      4.32G    0.01721    0.01312   0.008207         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     20/499      4.32G    0.01721    0.01312   0.008207         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     20/499      4.32G     0.0172     0.0131   0.008205         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     20/499      4.32G     0.0172     0.0131   0.008205         52        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     20/499      4.32G    0.01721    0.01309   0.008221         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     20/499      4.32G    0.01721    0.01309   0.008221         55        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     20/499      4.32G     0.0172    0.01308   0.008222         53        640:  96%|#########6| 162/168 [00:31<00:01,  5.38it/s]
     20/499      4.32G     0.0172    0.01308   0.008222         53        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     20/499      4.32G    0.01719    0.01307    0.00822         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     20/499      4.32G    0.01719    0.01307    0.00822         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     20/499      4.32G    0.01719    0.01308   0.008211         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     20/499      4.32G    0.01719    0.01308   0.008211         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     20/499      4.32G    0.01719    0.01307   0.008218         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     20/499      4.32G    0.01719    0.01307   0.008218         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     20/499      4.32G    0.01718    0.01306   0.008217         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     20/499      4.32G    0.01718    0.01306   0.008217         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     20/499      4.32G    0.01721    0.01306   0.008254         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     20/499      4.32G    0.01721    0.01306   0.008254         24        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
     20/499      4.32G    0.01721    0.01306   0.008254         24        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.828      0.894      0.876      0.694

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     21/499      4.32G    0.01767    0.01435   0.009673         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
     21/499      4.32G    0.01767    0.01435   0.009673         72        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     21/499      4.32G    0.01657    0.01319   0.009133         69        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     21/499      4.32G    0.01657    0.01319   0.009133         69        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     21/499      4.32G    0.01625    0.01364   0.008556         87        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     21/499      4.32G    0.01625    0.01364   0.008556         87        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
     21/499      4.32G    0.01673    0.01338    0.00801         62        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
     21/499      4.32G    0.01673    0.01338    0.00801         62        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
     21/499      4.32G    0.01637    0.01254   0.007682         52        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
     21/499      4.32G    0.01637    0.01254   0.007682         52        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     21/499      4.32G    0.01715    0.01237    0.00964         63        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     21/499      4.32G    0.01715    0.01237    0.00964         63        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
     21/499      4.32G    0.01707    0.01282   0.009489         83        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
     21/499      4.32G    0.01707    0.01282   0.009489         83        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     21/499      4.32G    0.01676    0.01298   0.009359         77        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     21/499      4.32G    0.01676    0.01298   0.009359         77        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     21/499      4.32G    0.01685     0.0131   0.009386         81        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     21/499      4.32G    0.01685     0.0131   0.009386         81        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     21/499      4.32G    0.01702    0.01302   0.009256         56        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     21/499      4.32G    0.01702    0.01302   0.009256         56        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     21/499      4.32G    0.01684     0.0129   0.009342         68        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     21/499      4.32G    0.01684     0.0129   0.009342         68        640:   7%|6         | 11/168 [00:02<00:30,  5.15it/s]
     21/499      4.32G    0.01686    0.01289   0.009312         70        640:   7%|6         | 11/168 [00:02<00:30,  5.15it/s]
     21/499      4.32G    0.01686    0.01289   0.009312         70        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     21/499      4.32G    0.01703    0.01288   0.009528         59        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     21/499      4.32G    0.01703    0.01288   0.009528         59        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     21/499      4.32G    0.01705    0.01297    0.00943         72        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     21/499      4.32G    0.01705    0.01297    0.00943         72        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     21/499      4.32G    0.01692    0.01293   0.009491         69        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     21/499      4.32G    0.01692    0.01293   0.009491         69        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
     21/499      4.32G      0.017    0.01299   0.009239         70        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
     21/499      4.32G      0.017    0.01299   0.009239         70        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
     21/499      4.32G    0.01703    0.01304   0.009177         77        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
     21/499      4.32G    0.01703    0.01304   0.009177         77        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     21/499      4.32G    0.01702    0.01306   0.008961         74        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     21/499      4.32G    0.01702    0.01306   0.008961         74        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     21/499      4.32G    0.01705    0.01297   0.008803         70        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     21/499      4.32G    0.01705    0.01297   0.008803         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     21/499      4.32G    0.01697     0.0129   0.008667         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     21/499      4.32G    0.01697     0.0129   0.008667         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     21/499      4.32G    0.01697    0.01282   0.008617         58        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
     21/499      4.32G    0.01697    0.01282   0.008617         58        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     21/499      4.32G    0.01692    0.01285   0.008543         81        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     21/499      4.32G    0.01692    0.01285   0.008543         81        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     21/499      4.32G    0.01703    0.01285   0.008503         50        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     21/499      4.32G    0.01703    0.01285   0.008503         50        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     21/499      4.32G    0.01698    0.01298   0.008551         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     21/499      4.32G    0.01698    0.01298   0.008551         83        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     21/499      4.32G    0.01701    0.01305   0.008598         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     21/499      4.32G    0.01701    0.01305   0.008598         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     21/499      4.32G    0.01697    0.01297     0.0086         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     21/499      4.32G    0.01697    0.01297     0.0086         55        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
     21/499      4.32G    0.01705    0.01296   0.008526         65        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
     21/499      4.32G    0.01705    0.01296   0.008526         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     21/499      4.32G    0.01715    0.01307   0.008378         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     21/499      4.32G    0.01715    0.01307   0.008378         74        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     21/499      4.32G    0.01714    0.01302   0.008324         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     21/499      4.32G    0.01714    0.01302   0.008324         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     21/499      4.32G    0.01713    0.01303   0.008347         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     21/499      4.32G    0.01713    0.01303   0.008347         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     21/499      4.32G    0.01714    0.01301   0.008405         63        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     21/499      4.32G    0.01714    0.01301   0.008405         63        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     21/499      4.32G    0.01715    0.01286    0.00834         49        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     21/499      4.32G    0.01715    0.01286    0.00834         49        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     21/499      4.32G    0.01711    0.01286   0.008324         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     21/499      4.32G    0.01711    0.01286   0.008324         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     21/499      4.32G    0.01711    0.01281   0.008332         53        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     21/499      4.32G    0.01711    0.01281   0.008332         53        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     21/499      4.32G    0.01709    0.01288   0.008277         81        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     21/499      4.32G    0.01709    0.01288   0.008277         81        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     21/499      4.32G    0.01707    0.01284   0.008415         60        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     21/499      4.32G    0.01707    0.01284   0.008415         60        640:  21%|##1       | 36/168 [00:06<00:25,  5.28it/s]
     21/499      4.32G      0.017    0.01281   0.008377         71        640:  21%|##1       | 36/168 [00:07<00:25,  5.28it/s]
     21/499      4.32G      0.017    0.01281   0.008377         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
     21/499      4.32G    0.01705     0.0129   0.008411         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
     21/499      4.32G    0.01705     0.0129   0.008411         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
     21/499      4.32G    0.01702     0.0129   0.008386         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
     21/499      4.32G    0.01702     0.0129   0.008386         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     21/499      4.32G    0.01702    0.01286   0.008448         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     21/499      4.32G    0.01702    0.01286   0.008448         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     21/499      4.32G      0.017    0.01283   0.008428         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     21/499      4.32G      0.017    0.01283   0.008428         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     21/499      4.32G    0.01697    0.01283   0.008373         67        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
     21/499      4.32G    0.01697    0.01283   0.008373         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     21/499      4.32G    0.01695    0.01286   0.008461         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     21/499      4.32G    0.01695    0.01286   0.008461         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     21/499      4.32G    0.01694    0.01282   0.008359         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     21/499      4.32G    0.01694    0.01282   0.008359         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     21/499      4.32G    0.01696    0.01285   0.008238         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     21/499      4.32G    0.01696    0.01285   0.008238         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     21/499      4.32G    0.01696    0.01287   0.008171         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     21/499      4.32G    0.01696    0.01287   0.008171         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     21/499      4.32G    0.01697    0.01284   0.008173         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     21/499      4.32G    0.01697    0.01284   0.008173         68        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
     21/499      4.32G    0.01696    0.01284   0.008127         74        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     21/499      4.32G    0.01696    0.01284   0.008127         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     21/499      4.32G    0.01698    0.01282   0.008043         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     21/499      4.32G    0.01698    0.01282   0.008043         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     21/499      4.32G    0.01694    0.01285   0.007959         83        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     21/499      4.32G    0.01694    0.01285   0.007959         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     21/499      4.32G    0.01693    0.01291   0.007972         91        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     21/499      4.32G    0.01693    0.01291   0.007972         91        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     21/499      4.32G    0.01691    0.01287   0.008062         55        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     21/499      4.32G    0.01691    0.01287   0.008062         55        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
     21/499      4.32G    0.01686     0.0128    0.00805         62        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
     21/499      4.32G    0.01686     0.0128    0.00805         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     21/499      4.32G    0.01684    0.01278   0.008042         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     21/499      4.32G    0.01684    0.01278   0.008042         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     21/499      4.32G    0.01686    0.01282   0.008007         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     21/499      4.32G    0.01686    0.01282   0.008007         74        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
     21/499      4.32G    0.01688    0.01278   0.008063         58        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
     21/499      4.32G    0.01688    0.01278   0.008063         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.11it/s]
     21/499      4.32G    0.01688    0.01279   0.007979         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.11it/s]
     21/499      4.32G    0.01688    0.01279   0.007979         67        640:  34%|###3      | 57/168 [00:10<00:21,  5.22it/s]
     21/499      4.32G    0.01686    0.01277   0.008006         68        640:  34%|###3      | 57/168 [00:11<00:21,  5.22it/s]
     21/499      4.32G    0.01686    0.01277   0.008006         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
     21/499      4.32G    0.01685    0.01278   0.008027         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
     21/499      4.32G    0.01685    0.01278   0.008027         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     21/499      4.32G    0.01683    0.01279   0.008028         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     21/499      4.32G    0.01683    0.01279   0.008028         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     21/499      4.32G    0.01678    0.01279   0.007943         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     21/499      4.32G    0.01678    0.01279   0.007943         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     21/499      4.32G    0.01679    0.01281   0.007904         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     21/499      4.32G    0.01679    0.01281   0.007904         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     21/499      4.32G    0.01677    0.01278   0.007875         70        640:  37%|###6      | 62/168 [00:12<00:20,  5.24it/s]
     21/499      4.32G    0.01677    0.01278   0.007875         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     21/499      4.32G    0.01678    0.01282   0.007849         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     21/499      4.32G    0.01678    0.01282   0.007849         76        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     21/499      4.32G    0.01679     0.0128   0.007877         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     21/499      4.32G    0.01679     0.0128   0.007877         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     21/499      4.32G    0.01686    0.01279   0.007889         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     21/499      4.32G    0.01686    0.01279   0.007889         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     21/499      4.32G    0.01684     0.0128   0.007872         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     21/499      4.32G    0.01684     0.0128   0.007872         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     21/499      4.32G    0.01691    0.01281   0.007922         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     21/499      4.32G    0.01691    0.01281   0.007922         63        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
     21/499      4.32G     0.0169    0.01278   0.007898         58        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     21/499      4.32G     0.0169    0.01278   0.007898         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     21/499      4.32G    0.01689    0.01275   0.007961         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     21/499      4.32G    0.01689    0.01275   0.007961         54        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     21/499      4.32G    0.01692    0.01273   0.007948         48        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     21/499      4.32G    0.01692    0.01273   0.007948         48        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     21/499      4.32G    0.01693    0.01269   0.007875         47        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     21/499      4.32G    0.01693    0.01269   0.007875         47        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     21/499      4.32G    0.01694    0.01268   0.007846         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     21/499      4.32G    0.01694    0.01268   0.007846         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     21/499      4.32G    0.01698    0.01267   0.007854         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     21/499      4.32G    0.01698    0.01267   0.007854         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     21/499      4.32G    0.01696    0.01265   0.007873         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     21/499      4.32G    0.01696    0.01265   0.007873         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     21/499      4.32G    0.01699    0.01264   0.007959         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     21/499      4.32G    0.01699    0.01264   0.007959         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     21/499      4.32G    0.01702    0.01266   0.007985         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     21/499      4.32G    0.01702    0.01266   0.007985         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     21/499      4.32G    0.01699    0.01264    0.00794         55        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     21/499      4.32G    0.01699    0.01264    0.00794         55        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     21/499      4.32G    0.01697    0.01262   0.007913         63        640:  46%|####6     | 78/168 [00:15<00:16,  5.37it/s]
     21/499      4.32G    0.01697    0.01262   0.007913         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     21/499      4.32G    0.01695    0.01261    0.00792         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     21/499      4.32G    0.01695    0.01261    0.00792         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     21/499      4.32G    0.01698    0.01261   0.007929         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     21/499      4.32G    0.01698    0.01261   0.007929         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     21/499      4.32G    0.01698    0.01261   0.007914         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     21/499      4.32G    0.01698    0.01261   0.007914         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     21/499      4.32G    0.01699    0.01262   0.007865         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     21/499      4.32G    0.01699    0.01262   0.007865         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     21/499      4.32G    0.01698    0.01262   0.007812         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.31it/s]
     21/499      4.32G    0.01698    0.01262   0.007812         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     21/499      4.32G    0.01698    0.01263   0.007789         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     21/499      4.32G    0.01698    0.01263   0.007789         70        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     21/499      4.32G    0.01702    0.01269   0.007784         83        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     21/499      4.32G    0.01702    0.01269   0.007784         83        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     21/499      4.32G    0.01701    0.01269    0.00772         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     21/499      4.32G    0.01701    0.01269    0.00772         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     21/499      4.32G    0.01704     0.0127   0.007741         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     21/499      4.32G    0.01704     0.0127   0.007741         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     21/499      4.32G    0.01704    0.01272   0.007708         79        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     21/499      4.32G    0.01704    0.01272   0.007708         79        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
     21/499      4.32G    0.01701    0.01271   0.007709         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     21/499      4.32G    0.01701    0.01271   0.007709         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     21/499      4.32G    0.01702    0.01271   0.007742         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     21/499      4.32G    0.01702    0.01271   0.007742         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     21/499      4.32G    0.01702    0.01276   0.007765         84        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     21/499      4.32G    0.01702    0.01276   0.007765         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     21/499      4.32G      0.017    0.01274   0.007766         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     21/499      4.32G      0.017    0.01274   0.007766         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     21/499      4.32G      0.017    0.01276    0.00777         78        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     21/499      4.32G      0.017    0.01276    0.00777         78        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
     21/499      4.32G    0.01699    0.01275   0.007728         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
     21/499      4.32G    0.01699    0.01275   0.007728         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     21/499      4.32G    0.01698    0.01273   0.007744         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     21/499      4.32G    0.01698    0.01273   0.007744         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     21/499      4.32G    0.01698    0.01275   0.007727         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     21/499      4.32G    0.01698    0.01275   0.007727         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     21/499      4.32G    0.01698    0.01276   0.007743         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     21/499      4.32G    0.01698    0.01276   0.007743         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     21/499      4.32G    0.01695    0.01275   0.007731         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     21/499      4.32G    0.01695    0.01275   0.007731         64        640:  59%|#####8    | 99/168 [00:18<00:13,  5.31it/s]
     21/499      4.32G    0.01696    0.01276   0.007716         72        640:  59%|#####8    | 99/168 [00:19<00:13,  5.31it/s]
     21/499      4.32G    0.01696    0.01276   0.007716         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     21/499      4.32G    0.01695    0.01276   0.007696         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     21/499      4.32G    0.01695    0.01276   0.007696         71        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     21/499      4.32G    0.01696    0.01277   0.007676         76        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     21/499      4.32G    0.01696    0.01277   0.007676         76        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     21/499      4.32G    0.01696    0.01278   0.007677         73        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     21/499      4.32G    0.01696    0.01278   0.007677         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     21/499      4.32G    0.01695    0.01277   0.007654         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     21/499      4.32G    0.01695    0.01277   0.007654         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     21/499      4.32G    0.01694     0.0128   0.007643         82        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     21/499      4.32G    0.01694     0.0128   0.007643         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     21/499      4.32G    0.01694    0.01284   0.007664         85        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     21/499      4.32G    0.01694    0.01284   0.007664         85        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     21/499      4.32G    0.01695    0.01282   0.007703         51        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     21/499      4.32G    0.01695    0.01282   0.007703         51        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     21/499      4.32G    0.01696    0.01281   0.007732         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     21/499      4.32G    0.01696    0.01281   0.007732         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     21/499      4.32G    0.01697     0.0128    0.00773         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     21/499      4.32G    0.01697     0.0128    0.00773         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     21/499      4.32G    0.01699    0.01282   0.007703         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     21/499      4.32G    0.01699    0.01282   0.007703         79        640:  65%|######5   | 110/168 [00:20<00:11,  5.21it/s]
     21/499      4.32G      0.017    0.01284   0.007698         77        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
     21/499      4.32G      0.017    0.01284   0.007698         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     21/499      4.32G    0.01702    0.01287   0.007726         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     21/499      4.32G    0.01702    0.01287   0.007726         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     21/499      4.32G    0.01703    0.01287   0.007735         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     21/499      4.32G    0.01703    0.01287   0.007735         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     21/499      4.32G      0.017    0.01286   0.007728         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     21/499      4.32G      0.017    0.01286   0.007728         58        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     21/499      4.32G      0.017    0.01286   0.007728         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     21/499      4.32G      0.017    0.01286   0.007728         61        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     21/499      4.32G    0.01699    0.01282   0.007725         51        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     21/499      4.32G    0.01699    0.01282   0.007725         51        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     21/499      4.32G    0.01701    0.01281   0.007691         53        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     21/499      4.32G    0.01701    0.01281   0.007691         53        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     21/499      4.32G      0.017    0.01282   0.007669         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     21/499      4.32G      0.017    0.01282   0.007669         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     21/499      4.32G    0.01699    0.01282   0.007659         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     21/499      4.32G    0.01699    0.01282   0.007659         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     21/499      4.32G    0.01697    0.01282   0.007624         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     21/499      4.32G    0.01697    0.01282   0.007624         79        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     21/499      4.32G    0.01696    0.01282   0.007597         65        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
     21/499      4.32G    0.01696    0.01282   0.007597         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     21/499      4.32G    0.01696    0.01282   0.007598         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     21/499      4.32G    0.01696    0.01282   0.007598         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     21/499      4.32G    0.01694    0.01279   0.007573         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     21/499      4.32G    0.01694    0.01279   0.007573         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     21/499      4.32G    0.01695    0.01282   0.007551         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     21/499      4.32G    0.01695    0.01282   0.007551         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.08it/s]
     21/499      4.32G    0.01695     0.0128   0.007557         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.08it/s]
     21/499      4.32G    0.01695     0.0128   0.007557         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.16it/s]
     21/499      4.32G    0.01694    0.01278   0.007534         49        640:  74%|#######4  | 125/168 [00:24<00:08,  5.16it/s]
     21/499      4.32G    0.01694    0.01278   0.007534         49        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
     21/499      4.32G    0.01694     0.0128   0.007527         76        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
     21/499      4.32G    0.01694     0.0128   0.007527         76        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     21/499      4.32G    0.01693    0.01281   0.007525         72        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     21/499      4.32G    0.01693    0.01281   0.007525         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     21/499      4.32G    0.01693    0.01284   0.007575         83        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     21/499      4.32G    0.01693    0.01284   0.007575         83        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     21/499      4.32G    0.01692    0.01284   0.007576         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     21/499      4.32G    0.01692    0.01284   0.007576         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     21/499      4.32G    0.01692    0.01284   0.007578         57        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     21/499      4.32G    0.01692    0.01284   0.007578         57        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
     21/499      4.32G    0.01691    0.01283   0.007543         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
     21/499      4.32G    0.01691    0.01283   0.007543         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     21/499      4.32G    0.01692    0.01283    0.00755         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     21/499      4.32G    0.01692    0.01283    0.00755         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     21/499      4.32G    0.01692    0.01284   0.007564         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     21/499      4.32G    0.01692    0.01284   0.007564         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     21/499      4.32G    0.01693    0.01285   0.007604         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     21/499      4.32G    0.01693    0.01285   0.007604         66        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     21/499      4.32G    0.01695    0.01284   0.007599         64        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     21/499      4.32G    0.01695    0.01284   0.007599         64        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
     21/499      4.32G    0.01694    0.01286    0.00759         82        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     21/499      4.32G    0.01694    0.01286    0.00759         82        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     21/499      4.32G    0.01693    0.01287   0.007581         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     21/499      4.32G    0.01693    0.01287   0.007581         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     21/499      4.32G    0.01692    0.01286   0.007582         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     21/499      4.32G    0.01692    0.01286   0.007582         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
     21/499      4.32G    0.01693    0.01287   0.007578         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
     21/499      4.32G    0.01693    0.01287   0.007578         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     21/499      4.32G    0.01692    0.01286   0.007577         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     21/499      4.32G    0.01692    0.01286   0.007577         59        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     21/499      4.32G    0.01691    0.01286   0.007587         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
     21/499      4.32G    0.01691    0.01286   0.007587         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     21/499      4.32G    0.01691    0.01287   0.007588         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     21/499      4.32G    0.01691    0.01287   0.007588         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     21/499      4.32G    0.01691    0.01289   0.007568         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     21/499      4.32G    0.01691    0.01289   0.007568         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     21/499      4.32G     0.0169    0.01288   0.007571         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     21/499      4.32G     0.0169    0.01288   0.007571         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     21/499      4.32G    0.01689    0.01288   0.007579         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     21/499      4.32G    0.01689    0.01288   0.007579         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     21/499      4.32G    0.01689    0.01288   0.007566         64        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
     21/499      4.32G    0.01689    0.01288   0.007566         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     21/499      4.32G     0.0169    0.01287   0.007576         58        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     21/499      4.32G     0.0169    0.01287   0.007576         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     21/499      4.32G     0.0169    0.01287   0.007556         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     21/499      4.32G     0.0169    0.01287   0.007556         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     21/499      4.32G     0.0169    0.01285   0.007546         52        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     21/499      4.32G     0.0169    0.01285   0.007546         52        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     21/499      4.32G    0.01689    0.01285   0.007546         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     21/499      4.32G    0.01689    0.01285   0.007546         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     21/499      4.32G     0.0169    0.01287   0.007544         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     21/499      4.32G     0.0169    0.01287   0.007544         80        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     21/499      4.32G    0.01689    0.01285   0.007541         58        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     21/499      4.32G    0.01689    0.01285   0.007541         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     21/499      4.32G     0.0169    0.01286   0.007557         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     21/499      4.32G     0.0169    0.01286   0.007557         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     21/499      4.32G    0.01692    0.01286    0.00758         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     21/499      4.32G    0.01692    0.01286    0.00758         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     21/499      4.32G    0.01689    0.01285   0.007583         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     21/499      4.32G    0.01689    0.01285   0.007583         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     21/499      4.32G     0.0169    0.01285   0.007572         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     21/499      4.32G     0.0169    0.01285   0.007572         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     21/499      4.32G    0.01691    0.01287   0.007552         80        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
     21/499      4.32G    0.01691    0.01287   0.007552         80        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     21/499      4.32G     0.0169    0.01286   0.007544         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     21/499      4.32G     0.0169    0.01286   0.007544         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     21/499      4.32G     0.0169    0.01287   0.007529         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     21/499      4.32G     0.0169    0.01287   0.007529         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     21/499      4.32G    0.01691    0.01286   0.007534         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     21/499      4.32G    0.01691    0.01286   0.007534         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     21/499      4.32G     0.0169    0.01285   0.007532         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     21/499      4.32G     0.0169    0.01285   0.007532         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     21/499      4.32G    0.01689    0.01284   0.007529         59        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
     21/499      4.32G    0.01689    0.01284   0.007529         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
     21/499      4.32G     0.0169    0.01288   0.007554         91        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
     21/499      4.32G     0.0169    0.01288   0.007554         91        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     21/499      4.32G     0.0169    0.01291   0.007548         85        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     21/499      4.32G     0.0169    0.01291   0.007548         85        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     21/499      4.32G    0.01691    0.01292   0.007547         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     21/499      4.32G    0.01691    0.01292   0.007547         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     21/499      4.32G    0.01691    0.01293   0.007547         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     21/499      4.32G    0.01691    0.01293   0.007547         81        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     21/499      4.32G    0.01691    0.01294   0.007542         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     21/499      4.32G    0.01691    0.01294   0.007542         33        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     21/499      4.32G    0.01691    0.01294   0.007542         33        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263       0.83      0.867      0.873      0.719

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     22/499      4.32G    0.01607    0.01453   0.005194         82        640:   0%|          | 0/168 [00:00<?, ?it/s]
     22/499      4.32G    0.01607    0.01453   0.005194         82        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     22/499      4.32G    0.01703    0.01467    0.00647         82        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     22/499      4.32G    0.01703    0.01467    0.00647         82        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     22/499      4.32G    0.01701    0.01396   0.005295         73        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     22/499      4.32G    0.01701    0.01396   0.005295         73        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     22/499      4.32G     0.0173      0.014   0.005867         72        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     22/499      4.32G     0.0173      0.014   0.005867         72        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     22/499      4.32G    0.01675    0.01342   0.006186         65        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     22/499      4.32G    0.01675    0.01342   0.006186         65        640:   3%|2         | 5/168 [00:00<00:31,  5.18it/s]
     22/499      4.32G    0.01704    0.01318   0.006033         59        640:   3%|2         | 5/168 [00:01<00:31,  5.18it/s]
     22/499      4.32G    0.01704    0.01318   0.006033         59        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
     22/499      4.32G    0.01719    0.01342   0.006132         80        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
     22/499      4.32G    0.01719    0.01342   0.006132         80        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     22/499      4.32G    0.01751    0.01337   0.006573         55        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     22/499      4.32G    0.01751    0.01337   0.006573         55        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
     22/499      4.32G     0.0176     0.0134   0.007235         73        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
     22/499      4.32G     0.0176     0.0134   0.007235         73        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     22/499      4.32G    0.01743    0.01354   0.007259         73        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     22/499      4.32G    0.01743    0.01354   0.007259         73        640:   6%|5         | 10/168 [00:01<00:31,  5.10it/s]
     22/499      4.32G    0.01736    0.01334   0.007337         74        640:   6%|5         | 10/168 [00:02<00:31,  5.10it/s]
     22/499      4.32G    0.01736    0.01334   0.007337         74        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     22/499      4.32G    0.01736    0.01321   0.007722         70        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     22/499      4.32G    0.01736    0.01321   0.007722         70        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     22/499      4.32G    0.01734    0.01322   0.007818         77        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     22/499      4.32G    0.01734    0.01322   0.007818         77        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     22/499      4.32G    0.01735    0.01321   0.007765         66        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     22/499      4.32G    0.01735    0.01321   0.007765         66        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     22/499      4.32G    0.01729    0.01325   0.007513         69        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     22/499      4.32G    0.01729    0.01325   0.007513         69        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     22/499      4.32G    0.01736    0.01342   0.007275         87        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     22/499      4.32G    0.01736    0.01342   0.007275         87        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
     22/499      4.32G    0.01728    0.01347    0.00778         73        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
     22/499      4.32G    0.01728    0.01347    0.00778         73        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     22/499      4.32G    0.01736    0.01346   0.007969         77        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     22/499      4.32G    0.01736    0.01346   0.007969         77        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     22/499      4.32G    0.01737    0.01356   0.008043         80        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     22/499      4.32G    0.01737    0.01356   0.008043         80        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     22/499      4.32G    0.01731    0.01353   0.007893         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     22/499      4.32G    0.01731    0.01353   0.007893         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
     22/499      4.32G    0.01731    0.01346   0.007897         64        640:  12%|#1        | 20/168 [00:04<00:28,  5.26it/s]
     22/499      4.32G    0.01731    0.01346   0.007897         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     22/499      4.32G     0.0172    0.01347   0.007983         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     22/499      4.32G     0.0172    0.01347   0.007983         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     22/499      4.32G    0.01716    0.01337   0.007732         58        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     22/499      4.32G    0.01716    0.01337   0.007732         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
     22/499      4.32G    0.01705    0.01327   0.007642         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
     22/499      4.32G    0.01705    0.01327   0.007642         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     22/499      4.32G    0.01709    0.01321   0.007558         64        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     22/499      4.32G    0.01709    0.01321   0.007558         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     22/499      4.32G    0.01715    0.01316   0.007735         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     22/499      4.32G    0.01715    0.01316   0.007735         64        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
     22/499      4.32G    0.01712    0.01317   0.007707         77        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
     22/499      4.32G    0.01712    0.01317   0.007707         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     22/499      4.32G    0.01706    0.01306   0.007641         52        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     22/499      4.32G    0.01706    0.01306   0.007641         52        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     22/499      4.32G    0.01709    0.01309   0.007719         77        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     22/499      4.32G    0.01709    0.01309   0.007719         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     22/499      4.32G    0.01707    0.01309   0.007691         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     22/499      4.32G    0.01707    0.01309   0.007691         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
     22/499      4.32G    0.01696    0.01302   0.007721         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
     22/499      4.32G    0.01696    0.01302   0.007721         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
     22/499      4.32G    0.01702    0.01306   0.007558         70        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
     22/499      4.32G    0.01702    0.01306   0.007558         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     22/499      4.32G    0.01704    0.01309   0.007516         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     22/499      4.32G    0.01704    0.01309   0.007516         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     22/499      4.32G    0.01703     0.0131   0.007407         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     22/499      4.32G    0.01703     0.0131   0.007407         71        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     22/499      4.32G    0.01696    0.01304   0.007367         68        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     22/499      4.32G    0.01696    0.01304   0.007367         68        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     22/499      4.32G    0.01694    0.01297   0.007415         65        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     22/499      4.32G    0.01694    0.01297   0.007415         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
     22/499      4.32G    0.01695    0.01286   0.007339         53        640:  21%|##1       | 36/168 [00:07<00:24,  5.38it/s]
     22/499      4.32G    0.01695    0.01286   0.007339         53        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
     22/499      4.32G      0.017    0.01285   0.007337         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
     22/499      4.32G      0.017    0.01285   0.007337         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     22/499      4.32G      0.017    0.01282   0.007341         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     22/499      4.32G      0.017    0.01282   0.007341         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     22/499      4.32G      0.017    0.01284   0.007346         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     22/499      4.32G      0.017    0.01284   0.007346         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     22/499      4.32G    0.01698    0.01282   0.007359         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     22/499      4.32G    0.01698    0.01282   0.007359         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
     22/499      4.32G    0.01693    0.01281   0.007324         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
     22/499      4.32G    0.01693    0.01281   0.007324         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     22/499      4.32G     0.0169     0.0128   0.007297         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     22/499      4.32G     0.0169     0.0128   0.007297         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     22/499      4.32G    0.01696    0.01274   0.007253         45        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     22/499      4.32G    0.01696    0.01274   0.007253         45        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     22/499      4.32G    0.01695    0.01275   0.007275         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     22/499      4.32G    0.01695    0.01275   0.007275         63        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     22/499      4.32G    0.01701    0.01272   0.007325         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     22/499      4.32G    0.01701    0.01272   0.007325         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     22/499      4.32G    0.01707    0.01273   0.007333         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     22/499      4.32G    0.01707    0.01273   0.007333         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     22/499      4.32G    0.01707    0.01272   0.007298         67        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     22/499      4.32G    0.01707    0.01272   0.007298         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     22/499      4.32G    0.01702    0.01269   0.007248         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     22/499      4.32G    0.01702    0.01269   0.007248         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     22/499      4.32G    0.01702    0.01269   0.007275         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     22/499      4.32G    0.01702    0.01269   0.007275         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     22/499      4.32G    0.01701    0.01266   0.007311         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     22/499      4.32G    0.01701    0.01266   0.007311         62        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     22/499      4.32G    0.01703    0.01263    0.00737         51        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     22/499      4.32G    0.01703    0.01263    0.00737         51        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     22/499      4.32G    0.01705    0.01262   0.007294         59        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     22/499      4.32G    0.01705    0.01262   0.007294         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     22/499      4.32G    0.01705    0.01263   0.007325         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     22/499      4.32G    0.01705    0.01263   0.007325         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     22/499      4.32G    0.01706    0.01268   0.007292         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     22/499      4.32G    0.01706    0.01268   0.007292         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     22/499      4.32G    0.01709    0.01267    0.00732         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     22/499      4.32G    0.01709    0.01267    0.00732         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     22/499      4.32G    0.01712    0.01264   0.007247         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     22/499      4.32G    0.01712    0.01264   0.007247         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     22/499      4.32G    0.01713    0.01264   0.007236         75        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
     22/499      4.32G    0.01713    0.01264   0.007236         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     22/499      4.32G    0.01711    0.01264   0.007213         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     22/499      4.32G    0.01711    0.01264   0.007213         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     22/499      4.32G     0.0171    0.01265   0.007203         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     22/499      4.32G     0.0171    0.01265   0.007203         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     22/499      4.32G    0.01706    0.01263   0.007288         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     22/499      4.32G    0.01706    0.01263   0.007288         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     22/499      4.32G    0.01706    0.01269   0.007305         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     22/499      4.32G    0.01706    0.01269   0.007305         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     22/499      4.32G    0.01707    0.01265   0.007286         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     22/499      4.32G    0.01707    0.01265   0.007286         58        640:  38%|###7      | 63/168 [00:11<00:19,  5.29it/s]
     22/499      4.32G    0.01709    0.01271   0.007268         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     22/499      4.32G    0.01709    0.01271   0.007268         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     22/499      4.32G    0.01707    0.01278   0.007237         89        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     22/499      4.32G    0.01707    0.01278   0.007237         89        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     22/499      4.32G     0.0171    0.01282   0.007244         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     22/499      4.32G     0.0171    0.01282   0.007244         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     22/499      4.32G    0.01709    0.01284   0.007244         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     22/499      4.32G    0.01709    0.01284   0.007244         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     22/499      4.32G     0.0171    0.01287   0.007232         80        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     22/499      4.32G     0.0171    0.01287   0.007232         80        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
     22/499      4.32G    0.01707    0.01282   0.007186         54        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
     22/499      4.32G    0.01707    0.01282   0.007186         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     22/499      4.32G    0.01707    0.01283   0.007139         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     22/499      4.32G    0.01707    0.01283   0.007139         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     22/499      4.32G    0.01705    0.01286   0.007117         88        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     22/499      4.32G    0.01705    0.01286   0.007117         88        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     22/499      4.32G    0.01704    0.01285   0.007136         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     22/499      4.32G    0.01704    0.01285   0.007136         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     22/499      4.32G    0.01705    0.01286   0.007167         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     22/499      4.32G    0.01705    0.01286   0.007167         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     22/499      4.32G    0.01702    0.01286   0.007155         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     22/499      4.32G    0.01702    0.01286   0.007155         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     22/499      4.32G    0.01702    0.01282   0.007251         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     22/499      4.32G    0.01702    0.01282   0.007251         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     22/499      4.32G    0.01702    0.01281   0.007255         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     22/499      4.32G    0.01702    0.01281   0.007255         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     22/499      4.32G      0.017    0.01281   0.007283         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     22/499      4.32G      0.017    0.01281   0.007283         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     22/499      4.32G      0.017    0.01281   0.007283         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     22/499      4.32G      0.017    0.01281   0.007283         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     22/499      4.32G    0.01697    0.01277   0.007289         65        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
     22/499      4.32G    0.01697    0.01277   0.007289         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     22/499      4.32G    0.01697    0.01281   0.007297         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     22/499      4.32G    0.01697    0.01281   0.007297         81        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     22/499      4.32G    0.01699    0.01285   0.007252         84        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     22/499      4.32G    0.01699    0.01285   0.007252         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     22/499      4.32G      0.017    0.01284   0.007252         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     22/499      4.32G      0.017    0.01284   0.007252         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     22/499      4.32G    0.01698    0.01284   0.007249         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     22/499      4.32G    0.01698    0.01284   0.007249         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     22/499      4.32G    0.01697    0.01284   0.007218         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     22/499      4.32G    0.01697    0.01284   0.007218         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
     22/499      4.32G    0.01694    0.01284   0.007175         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     22/499      4.32G    0.01694    0.01284   0.007175         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     22/499      4.32G    0.01695    0.01283   0.007144         70        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     22/499      4.32G    0.01695    0.01283   0.007144         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
     22/499      4.32G    0.01694    0.01283   0.007207         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
     22/499      4.32G    0.01694    0.01283   0.007207         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     22/499      4.32G    0.01693    0.01282   0.007225         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     22/499      4.32G    0.01693    0.01282   0.007225         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     22/499      4.32G    0.01689    0.01279   0.007233         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     22/499      4.32G    0.01689    0.01279   0.007233         63        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
     22/499      4.32G    0.01689     0.0128   0.007241         77        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     22/499      4.32G    0.01689     0.0128   0.007241         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     22/499      4.32G    0.01689    0.01278   0.007249         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     22/499      4.32G    0.01689    0.01278   0.007249         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     22/499      4.32G     0.0169    0.01279    0.00727         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     22/499      4.32G     0.0169    0.01279    0.00727         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     22/499      4.32G    0.01689    0.01279    0.00725         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     22/499      4.32G    0.01689    0.01279    0.00725         70        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     22/499      4.32G    0.01691    0.01282   0.007235         82        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     22/499      4.32G    0.01691    0.01282   0.007235         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     22/499      4.32G    0.01688     0.0128   0.007269         63        640:  56%|#####5    | 94/168 [00:18<00:14,  5.24it/s]
     22/499      4.32G    0.01688     0.0128   0.007269         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     22/499      4.32G    0.01689     0.0128   0.007227         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     22/499      4.32G    0.01689     0.0128   0.007227         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     22/499      4.32G    0.01689     0.0128   0.007187         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     22/499      4.32G    0.01689     0.0128   0.007187         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     22/499      4.32G    0.01687     0.0128   0.007171         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     22/499      4.32G    0.01687     0.0128   0.007171         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     22/499      4.32G    0.01686    0.01279   0.007163         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     22/499      4.32G    0.01686    0.01279   0.007163         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     22/499      4.32G    0.01685    0.01279   0.007136         68        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
     22/499      4.32G    0.01685    0.01279   0.007136         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     22/499      4.32G    0.01686    0.01282   0.007167         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     22/499      4.32G    0.01686    0.01282   0.007167         76        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     22/499      4.32G    0.01685    0.01281   0.007176         57        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     22/499      4.32G    0.01685    0.01281   0.007176         57        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     22/499      4.32G    0.01684    0.01279   0.007153         58        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     22/499      4.32G    0.01684    0.01279   0.007153         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     22/499      4.32G    0.01683    0.01276   0.007165         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     22/499      4.32G    0.01683    0.01276   0.007165         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     22/499      4.32G    0.01683    0.01276   0.007191         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     22/499      4.32G    0.01683    0.01276   0.007191         69        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
     22/499      4.32G    0.01684    0.01277   0.007216         76        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     22/499      4.32G    0.01684    0.01277   0.007216         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     22/499      4.32G    0.01684    0.01277   0.007179         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     22/499      4.32G    0.01684    0.01277   0.007179         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     22/499      4.32G    0.01684    0.01278   0.007213         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     22/499      4.32G    0.01684    0.01278   0.007213         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     22/499      4.32G    0.01685    0.01279   0.007244         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     22/499      4.32G    0.01685    0.01279   0.007244         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     22/499      4.32G    0.01685    0.01278    0.00723         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     22/499      4.32G    0.01685    0.01278    0.00723         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     22/499      4.32G    0.01684    0.01279   0.007235         81        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     22/499      4.32G    0.01684    0.01279   0.007235         81        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     22/499      4.32G    0.01682    0.01278   0.007251         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     22/499      4.32G    0.01682    0.01278   0.007251         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     22/499      4.32G    0.01681    0.01278   0.007285         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     22/499      4.32G    0.01681    0.01278   0.007285         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.18it/s]
     22/499      4.32G     0.0168    0.01275   0.007327         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.18it/s]
     22/499      4.32G     0.0168    0.01275   0.007327         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
     22/499      4.32G     0.0168    0.01272   0.007343         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
     22/499      4.32G     0.0168    0.01272   0.007343         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     22/499      4.32G    0.01679    0.01272   0.007352         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     22/499      4.32G    0.01679    0.01272   0.007352         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     22/499      4.32G    0.01678    0.01272   0.007362         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     22/499      4.32G    0.01678    0.01272   0.007362         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     22/499      4.32G    0.01678    0.01273   0.007369         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     22/499      4.32G    0.01678    0.01273   0.007369         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     22/499      4.32G    0.01678    0.01272    0.00735         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     22/499      4.32G    0.01678    0.01272    0.00735         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     22/499      4.32G    0.01677    0.01271   0.007351         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     22/499      4.32G    0.01677    0.01271   0.007351         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     22/499      4.32G    0.01677    0.01271   0.007351         59        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
     22/499      4.32G    0.01677    0.01271   0.007351         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     22/499      4.32G    0.01676    0.01268   0.007327         52        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     22/499      4.32G    0.01676    0.01268   0.007327         52        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     22/499      4.32G    0.01676    0.01267   0.007325         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     22/499      4.32G    0.01676    0.01267   0.007325         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     22/499      4.32G     0.0168    0.01267   0.007361         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     22/499      4.32G     0.0168    0.01267   0.007361         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     22/499      4.32G     0.0168    0.01268   0.007352         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     22/499      4.32G     0.0168    0.01268   0.007352         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     22/499      4.32G     0.0168    0.01267   0.007385         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     22/499      4.32G     0.0168    0.01267   0.007385         73        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     22/499      4.32G    0.01679    0.01268   0.007392         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     22/499      4.32G    0.01679    0.01268   0.007392         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     22/499      4.32G    0.01678    0.01267   0.007363         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     22/499      4.32G    0.01678    0.01267   0.007363         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.20it/s]
     22/499      4.32G    0.01678    0.01265   0.007365         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.20it/s]
     22/499      4.32G    0.01678    0.01265   0.007365         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     22/499      4.32G    0.01677    0.01265   0.007369         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     22/499      4.32G    0.01677    0.01265   0.007369         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     22/499      4.32G    0.01679    0.01268   0.007381         79        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     22/499      4.32G    0.01679    0.01268   0.007381         79        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     22/499      4.32G    0.01678    0.01266   0.007467         58        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     22/499      4.32G    0.01678    0.01266   0.007467         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     22/499      4.32G    0.01677    0.01266   0.007478         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     22/499      4.32G    0.01677    0.01266   0.007478         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     22/499      4.32G    0.01678    0.01268   0.007497         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     22/499      4.32G    0.01678    0.01268   0.007497         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     22/499      4.32G    0.01676    0.01266   0.007491         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     22/499      4.32G    0.01676    0.01266   0.007491         56        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     22/499      4.32G    0.01677    0.01266   0.007508         69        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     22/499      4.32G    0.01677    0.01266   0.007508         69        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     22/499      4.32G    0.01679    0.01267   0.007497         74        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
     22/499      4.32G    0.01679    0.01267   0.007497         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     22/499      4.32G    0.01678    0.01268   0.007554         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     22/499      4.32G    0.01678    0.01268   0.007554         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     22/499      4.32G     0.0168    0.01268   0.007567         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     22/499      4.32G     0.0168    0.01268   0.007567         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     22/499      4.32G     0.0168    0.01269    0.00756         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     22/499      4.32G     0.0168    0.01269    0.00756         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     22/499      4.32G     0.0168    0.01269   0.007548         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     22/499      4.32G     0.0168    0.01269   0.007548         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     22/499      4.32G     0.0168    0.01269    0.00758         69        640:  84%|########3 | 141/168 [00:27<00:05,  5.36it/s]
     22/499      4.32G     0.0168    0.01269    0.00758         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     22/499      4.32G    0.01679    0.01269   0.007578         77        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     22/499      4.32G    0.01679    0.01269   0.007578         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     22/499      4.32G    0.01677    0.01269   0.007552         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     22/499      4.32G    0.01677    0.01269   0.007552         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     22/499      4.32G    0.01677    0.01271   0.007526         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     22/499      4.32G    0.01677    0.01271   0.007526         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     22/499      4.32G    0.01676     0.0127   0.007522         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     22/499      4.32G    0.01676     0.0127   0.007522         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     22/499      4.32G    0.01676    0.01269   0.007528         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     22/499      4.32G    0.01676    0.01269   0.007528         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
     22/499      4.32G    0.01678    0.01269   0.007497         60        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     22/499      4.32G    0.01678    0.01269   0.007497         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     22/499      4.32G    0.01678    0.01269   0.007486         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     22/499      4.32G    0.01678    0.01269   0.007486         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     22/499      4.32G    0.01677     0.0127   0.007492         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     22/499      4.32G    0.01677     0.0127   0.007492         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
     22/499      4.32G    0.01677     0.0127    0.00747         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
     22/499      4.32G    0.01677     0.0127    0.00747         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     22/499      4.32G    0.01676     0.0127   0.007444         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     22/499      4.32G    0.01676     0.0127   0.007444         74        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     22/499      4.32G    0.01676     0.0127   0.007439         68        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     22/499      4.32G    0.01676     0.0127   0.007439         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     22/499      4.32G    0.01677    0.01272   0.007434         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     22/499      4.32G    0.01677    0.01272   0.007434         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     22/499      4.32G    0.01676    0.01272   0.007434         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     22/499      4.32G    0.01676    0.01272   0.007434         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     22/499      4.32G    0.01675    0.01272   0.007432         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     22/499      4.32G    0.01675    0.01272   0.007432         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     22/499      4.32G    0.01674    0.01272   0.007418         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     22/499      4.32G    0.01674    0.01272   0.007418         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     22/499      4.32G    0.01673    0.01271   0.007439         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.22it/s]
     22/499      4.32G    0.01673    0.01271   0.007439         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     22/499      4.32G    0.01675    0.01272   0.007479         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     22/499      4.32G    0.01675    0.01272   0.007479         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     22/499      4.32G    0.01675    0.01271   0.007505         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     22/499      4.32G    0.01675    0.01271   0.007505         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     22/499      4.32G    0.01676     0.0127   0.007547         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     22/499      4.32G    0.01676     0.0127   0.007547         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     22/499      4.32G    0.01676    0.01269   0.007579         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     22/499      4.32G    0.01676    0.01269   0.007579         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     22/499      4.32G    0.01675    0.01269   0.007553         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     22/499      4.32G    0.01675    0.01269   0.007553         75        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
     22/499      4.32G    0.01674    0.01268    0.00759         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     22/499      4.32G    0.01674    0.01268    0.00759         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     22/499      4.32G    0.01673    0.01268   0.007578         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     22/499      4.32G    0.01673    0.01268   0.007578         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     22/499      4.32G    0.01672     0.0127    0.00757         85        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     22/499      4.32G    0.01672     0.0127    0.00757         85        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     22/499      4.32G    0.01675    0.01269   0.007589         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     22/499      4.32G    0.01675    0.01269   0.007589         54        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     22/499      4.32G    0.01675    0.01268   0.007589         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     22/499      4.32G    0.01675    0.01268   0.007589         32        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
     22/499      4.32G    0.01675    0.01268   0.007589         32        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.802      0.783      0.824      0.673

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     23/499      4.32G    0.01831    0.01247    0.01042         74        640:   0%|          | 0/168 [00:00<?, ?it/s]
     23/499      4.32G    0.01831    0.01247    0.01042         74        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     23/499      4.32G    0.01785    0.01232   0.009526         56        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     23/499      4.32G    0.01785    0.01232   0.009526         56        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     23/499      4.32G    0.01814    0.01276   0.008996         72        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     23/499      4.32G    0.01814    0.01276   0.008996         72        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     23/499      4.32G    0.01755    0.01263   0.009319         66        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     23/499      4.32G    0.01755    0.01263   0.009319         66        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     23/499      4.32G    0.01745     0.0127   0.009696         67        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     23/499      4.32G    0.01745     0.0127   0.009696         67        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
     23/499      4.32G    0.01714    0.01241   0.009583         63        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
     23/499      4.32G    0.01714    0.01241   0.009583         63        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     23/499      4.32G    0.01705    0.01249   0.008968         67        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     23/499      4.32G    0.01705    0.01249   0.008968         67        640:   4%|4         | 7/168 [00:01<00:30,  5.19it/s]
     23/499      4.32G    0.01704    0.01217   0.009022         69        640:   4%|4         | 7/168 [00:01<00:30,  5.19it/s]
     23/499      4.32G    0.01704    0.01217   0.009022         69        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     23/499      4.32G    0.01696    0.01208   0.008914         61        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     23/499      4.32G    0.01696    0.01208   0.008914         61        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     23/499      4.32G    0.01699     0.0124   0.008472         83        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     23/499      4.32G    0.01699     0.0124   0.008472         83        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     23/499      4.32G    0.01689    0.01218   0.008682         55        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     23/499      4.32G    0.01689    0.01218   0.008682         55        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     23/499      4.32G    0.01693    0.01245   0.008561         74        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     23/499      4.32G    0.01693    0.01245   0.008561         74        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
     23/499      4.32G    0.01679    0.01252   0.008408         75        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
     23/499      4.32G    0.01679    0.01252   0.008408         75        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     23/499      4.32G    0.01673    0.01231   0.008287         52        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     23/499      4.32G    0.01673    0.01231   0.008287         52        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     23/499      4.32G     0.0166     0.0124   0.008092         71        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     23/499      4.32G     0.0166     0.0124   0.008092         71        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     23/499      4.32G     0.0165     0.0124   0.008092         67        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     23/499      4.32G     0.0165     0.0124   0.008092         67        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     23/499      4.32G    0.01665    0.01259   0.007863         90        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     23/499      4.32G    0.01665    0.01259   0.007863         90        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     23/499      4.32G     0.0167    0.01287   0.008032         82        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     23/499      4.32G     0.0167    0.01287   0.008032         82        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
     23/499      4.32G    0.01664    0.01288   0.008036         83        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
     23/499      4.32G    0.01664    0.01288   0.008036         83        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     23/499      4.32G    0.01662    0.01282   0.008196         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     23/499      4.32G    0.01662    0.01282   0.008196         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     23/499      4.32G    0.01663    0.01292   0.008235         69        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     23/499      4.32G    0.01663    0.01292   0.008235         69        640:  12%|#2        | 21/168 [00:03<00:27,  5.28it/s]
     23/499      4.32G    0.01657    0.01283   0.007999         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     23/499      4.32G    0.01657    0.01283   0.007999         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     23/499      4.32G    0.01665    0.01285   0.008008         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     23/499      4.32G    0.01665    0.01285   0.008008         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     23/499      4.32G    0.01667    0.01282     0.0079         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     23/499      4.32G    0.01667    0.01282     0.0079         58        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
     23/499      4.32G    0.01659    0.01272   0.007885         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
     23/499      4.32G    0.01659    0.01272   0.007885         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     23/499      4.32G    0.01652    0.01272   0.007909         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     23/499      4.32G    0.01652    0.01272   0.007909         68        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     23/499      4.32G    0.01658    0.01281   0.007893         78        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     23/499      4.32G    0.01658    0.01281   0.007893         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     23/499      4.32G     0.0166     0.0128   0.007858         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     23/499      4.32G     0.0166     0.0128   0.007858         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     23/499      4.32G    0.01661    0.01276   0.007946         57        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     23/499      4.32G    0.01661    0.01276   0.007946         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     23/499      4.32G    0.01663    0.01269   0.007795         48        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     23/499      4.32G    0.01663    0.01269   0.007795         48        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     23/499      4.32G    0.01663    0.01265   0.007787         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     23/499      4.32G    0.01663    0.01265   0.007787         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
     23/499      4.32G    0.01665    0.01261   0.007861         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     23/499      4.32G    0.01665    0.01261   0.007861         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     23/499      4.32G    0.01659    0.01252   0.007732         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     23/499      4.32G    0.01659    0.01252   0.007732         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     23/499      4.32G    0.01657    0.01256    0.00775         85        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     23/499      4.32G    0.01657    0.01256    0.00775         85        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
     23/499      4.32G     0.0166    0.01261   0.007612         74        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
     23/499      4.32G     0.0166    0.01261   0.007612         74        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     23/499      4.32G    0.01664    0.01256   0.007621         58        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     23/499      4.32G    0.01664    0.01256   0.007621         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     23/499      4.32G    0.01663    0.01253   0.007569         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     23/499      4.32G    0.01663    0.01253   0.007569         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     23/499      4.32G    0.01663    0.01262   0.007527         84        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     23/499      4.32G    0.01663    0.01262   0.007527         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     23/499      4.32G    0.01658    0.01255   0.007463         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     23/499      4.32G    0.01658    0.01255   0.007463         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     23/499      4.32G    0.01664    0.01255   0.007686         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     23/499      4.32G    0.01664    0.01255   0.007686         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     23/499      4.32G    0.01666    0.01256   0.007616         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     23/499      4.32G    0.01666    0.01256   0.007616         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     23/499      4.32G    0.01662    0.01252   0.007662         55        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     23/499      4.32G    0.01662    0.01252   0.007662         55        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
     23/499      4.32G    0.01664    0.01256    0.00765         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
     23/499      4.32G    0.01664    0.01256    0.00765         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     23/499      4.32G    0.01665    0.01257   0.007657         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     23/499      4.32G    0.01665    0.01257   0.007657         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     23/499      4.32G    0.01667    0.01262   0.007652         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     23/499      4.32G    0.01667    0.01262   0.007652         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     23/499      4.32G    0.01676    0.01263   0.007639         72        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     23/499      4.32G    0.01676    0.01263   0.007639         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     23/499      4.32G    0.01675    0.01263    0.00762         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     23/499      4.32G    0.01675    0.01263    0.00762         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     23/499      4.32G    0.01675    0.01265   0.007676         73        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     23/499      4.32G    0.01675    0.01265   0.007676         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     23/499      4.32G    0.01676    0.01266   0.007707         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     23/499      4.32G    0.01676    0.01266   0.007707         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     23/499      4.32G    0.01675    0.01263   0.007644         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     23/499      4.32G    0.01675    0.01263   0.007644         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     23/499      4.32G    0.01672     0.0126   0.007579         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     23/499      4.32G    0.01672     0.0126   0.007579         67        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     23/499      4.32G    0.01672    0.01257   0.007521         61        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     23/499      4.32G    0.01672    0.01257   0.007521         61        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
     23/499      4.32G     0.0167    0.01255   0.007539         58        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
     23/499      4.32G     0.0167    0.01255   0.007539         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     23/499      4.32G    0.01671    0.01253   0.007582         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     23/499      4.32G    0.01671    0.01253   0.007582         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     23/499      4.32G    0.01675    0.01262   0.007618         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     23/499      4.32G    0.01675    0.01262   0.007618         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     23/499      4.32G    0.01676     0.0126    0.00774         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     23/499      4.32G    0.01676     0.0126    0.00774         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     23/499      4.32G    0.01673    0.01258   0.007707         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     23/499      4.32G    0.01673    0.01258   0.007707         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     23/499      4.32G    0.01671    0.01255   0.007739         59        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
     23/499      4.32G    0.01671    0.01255   0.007739         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     23/499      4.32G    0.01668    0.01257   0.007807         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     23/499      4.32G    0.01668    0.01257   0.007807         79        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     23/499      4.32G    0.01666    0.01258   0.007767         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     23/499      4.32G    0.01666    0.01258   0.007767         81        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     23/499      4.32G     0.0167    0.01254   0.007783         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     23/499      4.32G     0.0167    0.01254   0.007783         54        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     23/499      4.32G     0.0167    0.01256   0.007739         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     23/499      4.32G     0.0167    0.01256   0.007739         72        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     23/499      4.32G    0.01667    0.01255   0.007748         65        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     23/499      4.32G    0.01667    0.01255   0.007748         65        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     23/499      4.32G    0.01667    0.01257   0.007696         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     23/499      4.32G    0.01667    0.01257   0.007696         80        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     23/499      4.32G     0.0167    0.01261   0.007758         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     23/499      4.32G     0.0167    0.01261   0.007758         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
     23/499      4.32G    0.01669    0.01262   0.007747         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
     23/499      4.32G    0.01669    0.01262   0.007747         73        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
     23/499      4.32G    0.01672    0.01266   0.007736         76        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
     23/499      4.32G    0.01672    0.01266   0.007736         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
     23/499      4.32G    0.01672    0.01262   0.007712         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
     23/499      4.32G    0.01672    0.01262   0.007712         59        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     23/499      4.32G     0.0167     0.0126   0.007747         61        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     23/499      4.32G     0.0167     0.0126   0.007747         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
     23/499      4.32G    0.01674    0.01263   0.007876         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
     23/499      4.32G    0.01674    0.01263   0.007876         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     23/499      4.32G    0.01672    0.01262   0.007919         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     23/499      4.32G    0.01672    0.01262   0.007919         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     23/499      4.32G     0.0167    0.01263   0.007927         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     23/499      4.32G     0.0167    0.01263   0.007927         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.23it/s]
     23/499      4.32G    0.01668    0.01261   0.007911         62        640:  43%|####2     | 72/168 [00:13<00:18,  5.23it/s]
     23/499      4.32G    0.01668    0.01261   0.007911         62        640:  43%|####3     | 73/168 [00:13<00:18,  5.08it/s]
     23/499      4.32G     0.0167     0.0126   0.007966         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.08it/s]
     23/499      4.32G     0.0167     0.0126   0.007966         62        640:  44%|####4     | 74/168 [00:14<00:18,  5.17it/s]
     23/499      4.32G     0.0167    0.01263   0.007944         75        640:  44%|####4     | 74/168 [00:14<00:18,  5.17it/s]
     23/499      4.32G     0.0167    0.01263   0.007944         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
     23/499      4.32G     0.0167    0.01263   0.007957         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
     23/499      4.32G     0.0167    0.01263   0.007957         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     23/499      4.32G    0.01671    0.01263   0.007925         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     23/499      4.32G    0.01671    0.01263   0.007925         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     23/499      4.32G    0.01668     0.0126   0.007928         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     23/499      4.32G    0.01668     0.0126   0.007928         56        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
     23/499      4.32G    0.01666    0.01257   0.007928         63        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
     23/499      4.32G    0.01666    0.01257   0.007928         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.09it/s]
     23/499      4.32G    0.01666    0.01256   0.007933         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.09it/s]
     23/499      4.32G    0.01666    0.01256   0.007933         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     23/499      4.32G    0.01665    0.01256   0.007898         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     23/499      4.32G    0.01665    0.01256   0.007898         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
     23/499      4.32G    0.01665    0.01255   0.007864         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
     23/499      4.32G    0.01665    0.01255   0.007864         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     23/499      4.32G    0.01664    0.01254   0.007803         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     23/499      4.32G    0.01664    0.01254   0.007803         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     23/499      4.32G    0.01664    0.01253    0.00781         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     23/499      4.32G    0.01664    0.01253    0.00781         76        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     23/499      4.32G    0.01661     0.0125   0.007792         52        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     23/499      4.32G    0.01661     0.0125   0.007792         52        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     23/499      4.32G    0.01663    0.01251   0.007816         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     23/499      4.32G    0.01663    0.01251   0.007816         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     23/499      4.32G    0.01663     0.0125   0.007819         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     23/499      4.32G    0.01663     0.0125   0.007819         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     23/499      4.32G    0.01663    0.01253   0.007784         85        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     23/499      4.32G    0.01663    0.01253   0.007784         85        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     23/499      4.32G    0.01664    0.01253    0.00776         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     23/499      4.32G    0.01664    0.01253    0.00776         66        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
     23/499      4.32G    0.01662    0.01252    0.00774         66        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
     23/499      4.32G    0.01662    0.01252    0.00774         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     23/499      4.32G    0.01663    0.01254   0.007732         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     23/499      4.32G    0.01663    0.01254   0.007732         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     23/499      4.32G    0.01661    0.01253   0.007724         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     23/499      4.32G    0.01661    0.01253   0.007724         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     23/499      4.32G    0.01658    0.01248   0.007705         48        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     23/499      4.32G    0.01658    0.01248   0.007705         48        640:  55%|#####5    | 93/168 [00:17<00:14,  5.36it/s]
     23/499      4.32G    0.01658    0.01251   0.007713         78        640:  55%|#####5    | 93/168 [00:17<00:14,  5.36it/s]
     23/499      4.32G    0.01658    0.01251   0.007713         78        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
     23/499      4.32G    0.01658    0.01253   0.007696         75        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
     23/499      4.32G    0.01658    0.01253   0.007696         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     23/499      4.32G    0.01658    0.01255   0.007683         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     23/499      4.32G    0.01658    0.01255   0.007683         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     23/499      4.32G    0.01658    0.01253   0.007672         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     23/499      4.32G    0.01658    0.01253   0.007672         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     23/499      4.32G    0.01656    0.01253   0.007663         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     23/499      4.32G    0.01656    0.01253   0.007663         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     23/499      4.32G    0.01656    0.01252    0.00768         56        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     23/499      4.32G    0.01656    0.01252    0.00768         56        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     23/499      4.32G    0.01653    0.01253   0.007673         78        640:  59%|#####8    | 99/168 [00:19<00:12,  5.37it/s]
     23/499      4.32G    0.01653    0.01253   0.007673         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     23/499      4.32G    0.01653    0.01253   0.007642         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     23/499      4.32G    0.01653    0.01253   0.007642         72        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     23/499      4.32G    0.01653    0.01252   0.007653         64        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     23/499      4.32G    0.01653    0.01252   0.007653         64        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     23/499      4.32G    0.01654     0.0125   0.007642         57        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     23/499      4.32G    0.01654     0.0125   0.007642         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     23/499      4.32G    0.01652    0.01249    0.00761         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     23/499      4.32G    0.01652    0.01249    0.00761         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     23/499      4.32G    0.01651    0.01249   0.007594         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     23/499      4.32G    0.01651    0.01249   0.007594         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     23/499      4.32G    0.01654    0.01253   0.007629         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     23/499      4.32G    0.01654    0.01253   0.007629         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     23/499      4.32G    0.01656    0.01251   0.007608         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     23/499      4.32G    0.01656    0.01251   0.007608         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     23/499      4.32G    0.01655    0.01251   0.007613         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     23/499      4.32G    0.01655    0.01251   0.007613         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     23/499      4.32G    0.01653    0.01252   0.007596         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     23/499      4.32G    0.01653    0.01252   0.007596         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     23/499      4.32G    0.01655    0.01252     0.0076         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     23/499      4.32G    0.01655    0.01252     0.0076         74        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     23/499      4.32G    0.01656    0.01252   0.007608         67        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
     23/499      4.32G    0.01656    0.01252   0.007608         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     23/499      4.32G    0.01656    0.01251    0.00761         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     23/499      4.32G    0.01656    0.01251    0.00761         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     23/499      4.32G    0.01654     0.0125   0.007591         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     23/499      4.32G    0.01654     0.0125   0.007591         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     23/499      4.32G    0.01655     0.0125   0.007589         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     23/499      4.32G    0.01655     0.0125   0.007589         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     23/499      4.32G    0.01654    0.01251   0.007607         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     23/499      4.32G    0.01654    0.01251   0.007607         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     23/499      4.32G    0.01651     0.0125   0.007594         81        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
     23/499      4.32G    0.01651     0.0125   0.007594         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     23/499      4.32G    0.01653    0.01254   0.007579         85        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     23/499      4.32G    0.01653    0.01254   0.007579         85        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     23/499      4.32G    0.01652    0.01253   0.007559         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     23/499      4.32G    0.01652    0.01253   0.007559         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     23/499      4.32G    0.01652    0.01254    0.00755         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     23/499      4.32G    0.01652    0.01254    0.00755         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     23/499      4.32G    0.01653    0.01254   0.007538         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     23/499      4.32G    0.01653    0.01254   0.007538         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     23/499      4.32G    0.01653    0.01254   0.007521         72        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     23/499      4.32G    0.01653    0.01254   0.007521         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     23/499      4.32G    0.01653    0.01258   0.007518         91        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     23/499      4.32G    0.01653    0.01258   0.007518         91        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     23/499      4.32G    0.01654    0.01257   0.007544         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     23/499      4.32G    0.01654    0.01257   0.007544         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     23/499      4.32G    0.01654    0.01257   0.007516         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     23/499      4.32G    0.01654    0.01257   0.007516         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     23/499      4.32G    0.01653    0.01258   0.007498         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     23/499      4.32G    0.01653    0.01258   0.007498         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     23/499      4.32G    0.01652    0.01256   0.007472         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     23/499      4.32G    0.01652    0.01256   0.007472         58        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     23/499      4.32G    0.01654    0.01256   0.007499         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     23/499      4.32G    0.01654    0.01256   0.007499         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     23/499      4.32G    0.01655    0.01256   0.007509         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     23/499      4.32G    0.01655    0.01256   0.007509         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     23/499      4.32G    0.01655    0.01255   0.007531         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     23/499      4.32G    0.01655    0.01255   0.007531         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     23/499      4.32G    0.01653    0.01253   0.007532         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     23/499      4.32G    0.01653    0.01253   0.007532         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     23/499      4.32G    0.01651    0.01251   0.007509         51        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     23/499      4.32G    0.01651    0.01251   0.007509         51        640:  78%|#######7  | 131/168 [00:24<00:07,  5.29it/s]
     23/499      4.32G    0.01651    0.01251   0.007513         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.29it/s]
     23/499      4.32G    0.01651    0.01251   0.007513         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     23/499      4.32G    0.01651    0.01251   0.007493         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     23/499      4.32G    0.01651    0.01251   0.007493         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     23/499      4.32G    0.01652    0.01251    0.00748         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     23/499      4.32G    0.01652    0.01251    0.00748         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     23/499      4.32G    0.01651    0.01249   0.007456         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     23/499      4.32G    0.01651    0.01249   0.007456         57        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     23/499      4.32G    0.01651    0.01251   0.007476         80        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     23/499      4.32G    0.01651    0.01251   0.007476         80        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     23/499      4.32G    0.01651    0.01251   0.007471         81        640:  81%|########  | 136/168 [00:26<00:06,  5.22it/s]
     23/499      4.32G    0.01651    0.01251   0.007471         81        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     23/499      4.32G    0.01652    0.01252   0.007451         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     23/499      4.32G    0.01652    0.01252   0.007451         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     23/499      4.32G    0.01652     0.0125   0.007421         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     23/499      4.32G    0.01652     0.0125   0.007421         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     23/499      4.32G    0.01651    0.01251   0.007399         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     23/499      4.32G    0.01651    0.01251   0.007399         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
     23/499      4.32G    0.01652    0.01253   0.007381         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
     23/499      4.32G    0.01652    0.01253   0.007381         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     23/499      4.32G    0.01651    0.01254   0.007357         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     23/499      4.32G    0.01651    0.01254   0.007357         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     23/499      4.32G    0.01651    0.01254   0.007328         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     23/499      4.32G    0.01651    0.01254   0.007328         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     23/499      4.32G    0.01653    0.01255   0.007314         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     23/499      4.32G    0.01653    0.01255   0.007314         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     23/499      4.32G    0.01654    0.01258   0.007326         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     23/499      4.32G    0.01654    0.01258   0.007326         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     23/499      4.32G    0.01654    0.01257   0.007322         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     23/499      4.32G    0.01654    0.01257   0.007322         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     23/499      4.32G    0.01654    0.01256   0.007336         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     23/499      4.32G    0.01654    0.01256   0.007336         70        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
     23/499      4.32G    0.01654    0.01256   0.007338         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     23/499      4.32G    0.01654    0.01256   0.007338         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     23/499      4.32G    0.01656    0.01256   0.007365         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     23/499      4.32G    0.01656    0.01256   0.007365         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     23/499      4.32G    0.01654    0.01254   0.007372         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     23/499      4.32G    0.01654    0.01254   0.007372         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     23/499      4.32G    0.01654    0.01253   0.007372         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     23/499      4.32G    0.01654    0.01253   0.007372         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     23/499      4.32G    0.01655    0.01253   0.007394         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     23/499      4.32G    0.01655    0.01253   0.007394         66        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     23/499      4.32G    0.01654    0.01251   0.007381         56        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
     23/499      4.32G    0.01654    0.01251   0.007381         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     23/499      4.32G    0.01653    0.01251   0.007375         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     23/499      4.32G    0.01653    0.01251   0.007375         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     23/499      4.32G    0.01654    0.01251    0.00735         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     23/499      4.32G    0.01654    0.01251    0.00735         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
     23/499      4.32G    0.01654    0.01251   0.007342         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
     23/499      4.32G    0.01654    0.01251   0.007342         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     23/499      4.32G    0.01654    0.01251   0.007332         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     23/499      4.32G    0.01654    0.01251   0.007332         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
     23/499      4.32G    0.01653    0.01253   0.007308         85        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
     23/499      4.32G    0.01653    0.01253   0.007308         85        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     23/499      4.32G    0.01653    0.01252   0.007338         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     23/499      4.32G    0.01653    0.01252   0.007338         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     23/499      4.32G    0.01654    0.01253   0.007336         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     23/499      4.32G    0.01654    0.01253   0.007336         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
     23/499      4.32G    0.01653    0.01253   0.007343         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
     23/499      4.32G    0.01653    0.01253   0.007343         57        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     23/499      4.32G    0.01652    0.01253   0.007314         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     23/499      4.32G    0.01652    0.01253   0.007314         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     23/499      4.32G    0.01653    0.01256   0.007325         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     23/499      4.32G    0.01653    0.01256   0.007325         76        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
     23/499      4.32G    0.01654    0.01256   0.007334         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
     23/499      4.32G    0.01654    0.01256   0.007334         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     23/499      4.32G    0.01654    0.01257    0.00734         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     23/499      4.32G    0.01654    0.01257    0.00734         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     23/499      4.32G    0.01653    0.01256   0.007338         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     23/499      4.32G    0.01653    0.01256   0.007338         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     23/499      4.32G    0.01653    0.01257   0.007326         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     23/499      4.32G    0.01653    0.01257   0.007326         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     23/499      4.32G    0.01653    0.01259   0.007317         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     23/499      4.32G    0.01653    0.01259   0.007317         33        640: 100%|##########| 168/168 [00:31<00:00,  5.42it/s]
     23/499      4.32G    0.01653    0.01259   0.007317         33        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.806      0.872      0.871      0.707

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     24/499      4.32G    0.01655    0.01355    0.01266         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     24/499      4.32G    0.01655    0.01355    0.01266         65        640:   1%|          | 1/168 [00:00<00:33,  5.02it/s]
     24/499      4.32G    0.01624    0.01455   0.009396         82        640:   1%|          | 1/168 [00:00<00:33,  5.02it/s]
     24/499      4.32G    0.01624    0.01455   0.009396         82        640:   1%|1         | 2/168 [00:00<00:31,  5.34it/s]
     24/499      4.32G    0.01621    0.01414   0.008438         80        640:   1%|1         | 2/168 [00:00<00:31,  5.34it/s]
     24/499      4.32G    0.01621    0.01414   0.008438         80        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     24/499      4.32G    0.01611    0.01415   0.008514         73        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     24/499      4.32G    0.01611    0.01415   0.008514         73        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
     24/499      4.32G    0.01602    0.01362   0.008327         64        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
     24/499      4.32G    0.01602    0.01362   0.008327         64        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
     24/499      4.32G    0.01568    0.01308   0.007399         56        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
     24/499      4.32G    0.01568    0.01308   0.007399         56        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
     24/499      4.32G    0.01544    0.01263   0.007091         61        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
     24/499      4.32G    0.01544    0.01263   0.007091         61        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
     24/499      4.32G    0.01551    0.01309   0.006595         75        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
     24/499      4.32G    0.01551    0.01309   0.006595         75        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     24/499      4.32G    0.01555    0.01277   0.006104         53        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     24/499      4.32G    0.01555    0.01277   0.006104         53        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     24/499      4.32G    0.01582    0.01277   0.006021         67        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     24/499      4.32G    0.01582    0.01277   0.006021         67        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
     24/499      4.32G    0.01593    0.01275   0.005816         65        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
     24/499      4.32G    0.01593    0.01275   0.005816         65        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     24/499      4.32G    0.01602    0.01258   0.006007         59        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     24/499      4.32G    0.01602    0.01258   0.006007         59        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
     24/499      4.32G    0.01586    0.01246   0.005866         63        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
     24/499      4.32G    0.01586    0.01246   0.005866         63        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     24/499      4.32G    0.01584    0.01251   0.005838         62        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     24/499      4.32G    0.01584    0.01251   0.005838         62        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
     24/499      4.32G    0.01576    0.01247   0.005985         67        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
     24/499      4.32G    0.01576    0.01247   0.005985         67        640:   9%|8         | 15/168 [00:02<00:28,  5.41it/s]
     24/499      4.32G    0.01576    0.01232    0.00609         55        640:   9%|8         | 15/168 [00:03<00:28,  5.41it/s]
     24/499      4.32G    0.01576    0.01232    0.00609         55        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
     24/499      4.32G    0.01571    0.01227   0.006298         68        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
     24/499      4.32G    0.01571    0.01227   0.006298         68        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     24/499      4.32G    0.01556    0.01231   0.006525         74        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     24/499      4.32G    0.01556    0.01231   0.006525         74        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     24/499      4.32G    0.01562    0.01236    0.00648         69        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     24/499      4.32G    0.01562    0.01236    0.00648         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     24/499      4.32G    0.01563    0.01224   0.006354         53        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     24/499      4.32G    0.01563    0.01224   0.006354         53        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     24/499      4.32G    0.01563    0.01216   0.006538         58        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     24/499      4.32G    0.01563    0.01216   0.006538         58        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
     24/499      4.32G    0.01565    0.01221   0.006661         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
     24/499      4.32G    0.01565    0.01221   0.006661         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
     24/499      4.32G    0.01562    0.01223   0.006617         75        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
     24/499      4.32G    0.01562    0.01223   0.006617         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
     24/499      4.32G    0.01558    0.01211   0.006643         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
     24/499      4.32G    0.01558    0.01211   0.006643         56        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     24/499      4.32G    0.01568    0.01209   0.006908         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     24/499      4.32G    0.01568    0.01209   0.006908         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     24/499      4.32G    0.01567    0.01201   0.006886         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     24/499      4.32G    0.01567    0.01201   0.006886         61        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
     24/499      4.32G    0.01577    0.01199   0.007017         62        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
     24/499      4.32G    0.01577    0.01199   0.007017         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     24/499      4.32G    0.01576    0.01198   0.007088         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     24/499      4.32G    0.01576    0.01198   0.007088         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     24/499      4.32G    0.01578    0.01213   0.007026         84        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     24/499      4.32G    0.01578    0.01213   0.007026         84        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     24/499      4.32G    0.01576    0.01212   0.007067         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     24/499      4.32G    0.01576    0.01212   0.007067         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     24/499      4.32G    0.01578    0.01205   0.007057         63        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     24/499      4.32G    0.01578    0.01205   0.007057         63        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
     24/499      4.32G    0.01576    0.01204   0.006898         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     24/499      4.32G    0.01576    0.01204   0.006898         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     24/499      4.32G    0.01574    0.01199   0.006855         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     24/499      4.32G    0.01574    0.01199   0.006855         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     24/499      4.32G    0.01579    0.01201   0.007043         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     24/499      4.32G    0.01579    0.01201   0.007043         64        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     24/499      4.32G    0.01575    0.01198   0.007114         69        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     24/499      4.32G    0.01575    0.01198   0.007114         69        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     24/499      4.32G    0.01578    0.01204   0.007125         77        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     24/499      4.32G    0.01578    0.01204   0.007125         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     24/499      4.32G    0.01581    0.01208    0.00727         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     24/499      4.32G    0.01581    0.01208    0.00727         72        640:  22%|##2       | 37/168 [00:06<00:25,  5.22it/s]
     24/499      4.32G    0.01591     0.0121   0.007292         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     24/499      4.32G    0.01591     0.0121   0.007292         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     24/499      4.32G    0.01592    0.01211   0.007359         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     24/499      4.32G    0.01592    0.01211   0.007359         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     24/499      4.32G     0.0159    0.01214   0.007363         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     24/499      4.32G     0.0159    0.01214   0.007363         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     24/499      4.32G    0.01585    0.01211   0.007433         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     24/499      4.32G    0.01585    0.01211   0.007433         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     24/499      4.32G    0.01582    0.01213   0.007322         70        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     24/499      4.32G    0.01582    0.01213   0.007322         70        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     24/499      4.32G     0.0158    0.01212   0.007304         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     24/499      4.32G     0.0158    0.01212   0.007304         59        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     24/499      4.32G    0.01581    0.01215   0.007264         77        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     24/499      4.32G    0.01581    0.01215   0.007264         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     24/499      4.32G    0.01576    0.01215   0.007338         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     24/499      4.32G    0.01576    0.01215   0.007338         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     24/499      4.32G    0.01576    0.01212   0.007386         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     24/499      4.32G    0.01576    0.01212   0.007386         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     24/499      4.32G     0.0158    0.01221   0.007312         83        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     24/499      4.32G     0.0158    0.01221   0.007312         83        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     24/499      4.32G    0.01575    0.01217   0.007336         55        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     24/499      4.32G    0.01575    0.01217   0.007336         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     24/499      4.32G    0.01579    0.01221   0.007321         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     24/499      4.32G    0.01579    0.01221   0.007321         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     24/499      4.32G    0.01575    0.01223   0.007373         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     24/499      4.32G    0.01575    0.01223   0.007373         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     24/499      4.32G    0.01579    0.01221   0.007432         56        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     24/499      4.32G    0.01579    0.01221   0.007432         56        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
     24/499      4.32G    0.01574    0.01218   0.007413         59        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
     24/499      4.32G    0.01574    0.01218   0.007413         59        640:  31%|###       | 52/168 [00:09<00:22,  5.23it/s]
     24/499      4.32G     0.0158    0.01228   0.007372         75        640:  31%|###       | 52/168 [00:10<00:22,  5.23it/s]
     24/499      4.32G     0.0158    0.01228   0.007372         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     24/499      4.32G    0.01577     0.0123   0.007334         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     24/499      4.32G    0.01577     0.0123   0.007334         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     24/499      4.32G    0.01578    0.01233   0.007321         78        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     24/499      4.32G    0.01578    0.01233   0.007321         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     24/499      4.32G     0.0158    0.01232   0.007253         55        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     24/499      4.32G     0.0158    0.01232   0.007253         55        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     24/499      4.32G    0.01582    0.01234    0.00728         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     24/499      4.32G    0.01582    0.01234    0.00728         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     24/499      4.32G    0.01584    0.01231   0.007266         54        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     24/499      4.32G    0.01584    0.01231   0.007266         54        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
     24/499      4.32G    0.01586    0.01229   0.007255         57        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
     24/499      4.32G    0.01586    0.01229   0.007255         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     24/499      4.32G    0.01589    0.01233   0.007297         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     24/499      4.32G    0.01589    0.01233   0.007297         81        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     24/499      4.32G    0.01597    0.01237   0.007421         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     24/499      4.32G    0.01597    0.01237   0.007421         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     24/499      4.32G      0.016    0.01235   0.007386         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     24/499      4.32G      0.016    0.01235   0.007386         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     24/499      4.32G    0.01603    0.01236    0.00735         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     24/499      4.32G    0.01603    0.01236    0.00735         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     24/499      4.32G      0.016    0.01237   0.007289         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     24/499      4.32G      0.016    0.01237   0.007289         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     24/499      4.32G    0.01597    0.01239   0.007216         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     24/499      4.32G    0.01597    0.01239   0.007216         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     24/499      4.32G    0.01603    0.01246   0.007188         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     24/499      4.32G    0.01603    0.01246   0.007188         81        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     24/499      4.32G    0.01606    0.01246   0.007208         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     24/499      4.32G    0.01606    0.01246   0.007208         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     24/499      4.32G    0.01609    0.01248   0.007232         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     24/499      4.32G    0.01609    0.01248   0.007232         78        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
     24/499      4.32G    0.01609    0.01253   0.007233         82        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     24/499      4.32G    0.01609    0.01253   0.007233         82        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     24/499      4.32G    0.01607    0.01255   0.007243         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     24/499      4.32G    0.01607    0.01255   0.007243         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     24/499      4.32G    0.01608    0.01255   0.007262         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     24/499      4.32G    0.01608    0.01255   0.007262         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     24/499      4.32G    0.01608    0.01256   0.007249         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     24/499      4.32G    0.01608    0.01256   0.007249         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     24/499      4.32G    0.01609    0.01254   0.007194         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     24/499      4.32G    0.01609    0.01254   0.007194         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
     24/499      4.32G    0.01608    0.01255   0.007221         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
     24/499      4.32G    0.01608    0.01255   0.007221         72        640:  44%|####4     | 74/168 [00:13<00:17,  5.30it/s]
     24/499      4.32G    0.01609    0.01254   0.007254         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     24/499      4.32G    0.01609    0.01254   0.007254         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
     24/499      4.32G    0.01606    0.01253   0.007216         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
     24/499      4.32G    0.01606    0.01253   0.007216         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     24/499      4.32G    0.01604    0.01252   0.007283         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     24/499      4.32G    0.01604    0.01252   0.007283         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     24/499      4.32G    0.01605    0.01252   0.007323         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     24/499      4.32G    0.01605    0.01252   0.007323         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     24/499      4.32G    0.01605    0.01249   0.007308         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     24/499      4.32G    0.01605    0.01249   0.007308         63        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
     24/499      4.32G    0.01605    0.01245   0.007367         46        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     24/499      4.32G    0.01605    0.01245   0.007367         46        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     24/499      4.32G    0.01607    0.01247   0.007427         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     24/499      4.32G    0.01607    0.01247   0.007427         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     24/499      4.32G    0.01605    0.01248   0.007413         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     24/499      4.32G    0.01605    0.01248   0.007413         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     24/499      4.32G    0.01606    0.01255   0.007409        105        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     24/499      4.32G    0.01606    0.01255   0.007409        105        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     24/499      4.32G    0.01605    0.01257   0.007377         82        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     24/499      4.32G    0.01605    0.01257   0.007377         82        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     24/499      4.32G    0.01607    0.01256   0.007407         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     24/499      4.32G    0.01607    0.01256   0.007407         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     24/499      4.32G    0.01605    0.01259    0.00741         81        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     24/499      4.32G    0.01605    0.01259    0.00741         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     24/499      4.32G    0.01606    0.01256    0.00749         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     24/499      4.32G    0.01606    0.01256    0.00749         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     24/499      4.32G    0.01608    0.01256   0.007574         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     24/499      4.32G    0.01608    0.01256   0.007574         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     24/499      4.32G     0.0161    0.01254   0.007586         50        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     24/499      4.32G     0.0161    0.01254   0.007586         50        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
     24/499      4.32G    0.01607    0.01251   0.007562         59        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
     24/499      4.32G    0.01607    0.01251   0.007562         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     24/499      4.32G    0.01606     0.0125   0.007572         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     24/499      4.32G    0.01606     0.0125   0.007572         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     24/499      4.32G    0.01606     0.0125   0.007534         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     24/499      4.32G    0.01606     0.0125   0.007534         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     24/499      4.32G    0.01607     0.0125   0.007544         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     24/499      4.32G    0.01607     0.0125   0.007544         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     24/499      4.32G    0.01608    0.01253   0.007542         84        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     24/499      4.32G    0.01608    0.01253   0.007542         84        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     24/499      4.32G    0.01607    0.01253   0.007507         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     24/499      4.32G    0.01607    0.01253   0.007507         67        640:  57%|#####6    | 95/168 [00:17<00:13,  5.27it/s]
     24/499      4.32G    0.01607    0.01254   0.007574         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     24/499      4.32G    0.01607    0.01254   0.007574         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     24/499      4.32G    0.01608    0.01258   0.007537         85        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     24/499      4.32G    0.01608    0.01258   0.007537         85        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     24/499      4.32G    0.01607    0.01258   0.007552         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     24/499      4.32G    0.01607    0.01258   0.007552         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     24/499      4.32G    0.01608    0.01258   0.007574         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     24/499      4.32G    0.01608    0.01258   0.007574         63        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     24/499      4.32G    0.01606    0.01258   0.007576         81        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     24/499      4.32G    0.01606    0.01258   0.007576         81        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
     24/499      4.32G    0.01608    0.01258   0.007561         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     24/499      4.32G    0.01608    0.01258   0.007561         55        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     24/499      4.32G    0.01608    0.01258   0.007551         62        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     24/499      4.32G    0.01608    0.01258   0.007551         62        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     24/499      4.32G    0.01606    0.01259   0.007558         72        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     24/499      4.32G    0.01606    0.01259   0.007558         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     24/499      4.32G    0.01607     0.0126   0.007529         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     24/499      4.32G    0.01607     0.0126   0.007529         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     24/499      4.32G    0.01606    0.01259   0.007515         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     24/499      4.32G    0.01606    0.01259   0.007515         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.27it/s]
     24/499      4.32G    0.01606    0.01259   0.007556         83        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
     24/499      4.32G    0.01606    0.01259   0.007556         83        640:  63%|######3   | 106/168 [00:20<00:12,  5.17it/s]
     24/499      4.32G    0.01606    0.01255   0.007559         55        640:  63%|######3   | 106/168 [00:20<00:12,  5.17it/s]
     24/499      4.32G    0.01606    0.01255   0.007559         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     24/499      4.32G    0.01606    0.01253   0.007544         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     24/499      4.32G    0.01606    0.01253   0.007544         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     24/499      4.32G    0.01605    0.01252   0.007553         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     24/499      4.32G    0.01605    0.01252   0.007553         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     24/499      4.32G    0.01606    0.01252   0.007567         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     24/499      4.32G    0.01606    0.01252   0.007567         74        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     24/499      4.32G    0.01606    0.01249   0.007594         54        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     24/499      4.32G    0.01606    0.01249   0.007594         54        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     24/499      4.32G    0.01605    0.01251   0.007596         86        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     24/499      4.32G    0.01605    0.01251   0.007596         86        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     24/499      4.32G    0.01605    0.01255   0.007589         95        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     24/499      4.32G    0.01605    0.01255   0.007589         95        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     24/499      4.32G    0.01606    0.01256   0.007606         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     24/499      4.32G    0.01606    0.01256   0.007606         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     24/499      4.32G    0.01605    0.01256   0.007585         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     24/499      4.32G    0.01605    0.01256   0.007585         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     24/499      4.32G    0.01604    0.01255   0.007618         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     24/499      4.32G    0.01604    0.01255   0.007618         73        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
     24/499      4.32G    0.01604    0.01257   0.007613         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     24/499      4.32G    0.01604    0.01257   0.007613         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     24/499      4.32G    0.01606    0.01261   0.007587         85        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     24/499      4.32G    0.01606    0.01261   0.007587         85        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     24/499      4.32G    0.01608    0.01262   0.007565         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     24/499      4.32G    0.01608    0.01262   0.007565         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     24/499      4.32G    0.01608    0.01261   0.007553         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     24/499      4.32G    0.01608    0.01261   0.007553         68        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     24/499      4.32G     0.0161    0.01263   0.007549         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     24/499      4.32G     0.0161    0.01263   0.007549         75        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
     24/499      4.32G    0.01608    0.01262   0.007537         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     24/499      4.32G    0.01608    0.01262   0.007537         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     24/499      4.32G    0.01607     0.0126   0.007522         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     24/499      4.32G    0.01607     0.0126   0.007522         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     24/499      4.32G    0.01607    0.01259   0.007546         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     24/499      4.32G    0.01607    0.01259   0.007546         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     24/499      4.32G    0.01608    0.01257    0.00755         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     24/499      4.32G    0.01608    0.01257    0.00755         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     24/499      4.32G    0.01608    0.01259   0.007553         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     24/499      4.32G    0.01608    0.01259   0.007553         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.28it/s]
     24/499      4.32G     0.0161    0.01258    0.00757         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
     24/499      4.32G     0.0161    0.01258    0.00757         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     24/499      4.32G    0.01609    0.01261   0.007558         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     24/499      4.32G    0.01609    0.01261   0.007558         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     24/499      4.32G    0.01609     0.0126   0.007585         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     24/499      4.32G    0.01609     0.0126   0.007585         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.24it/s]
     24/499      4.32G    0.01609    0.01259   0.007618         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.24it/s]
     24/499      4.32G    0.01609    0.01259   0.007618         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     24/499      4.32G    0.01609    0.01258   0.007598         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     24/499      4.32G    0.01609    0.01258   0.007598         63        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     24/499      4.32G    0.01607    0.01259   0.007618         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     24/499      4.32G    0.01607    0.01259   0.007618         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     24/499      4.32G    0.01608     0.0126   0.007635         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     24/499      4.32G    0.01608     0.0126   0.007635         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     24/499      4.32G    0.01609    0.01258   0.007676         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     24/499      4.32G    0.01609    0.01258   0.007676         50        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     24/499      4.32G    0.01608    0.01255   0.007687         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     24/499      4.32G    0.01608    0.01255   0.007687         60        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     24/499      4.32G    0.01609    0.01258   0.007685         73        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     24/499      4.32G    0.01609    0.01258   0.007685         73        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     24/499      4.32G    0.01612    0.01258    0.00772         64        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     24/499      4.32G    0.01612    0.01258    0.00772         64        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
     24/499      4.32G    0.01613    0.01259   0.007722         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     24/499      4.32G    0.01613    0.01259   0.007722         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     24/499      4.32G    0.01613    0.01256   0.007727         56        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     24/499      4.32G    0.01613    0.01256   0.007727         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     24/499      4.32G    0.01615     0.0126   0.007707         80        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     24/499      4.32G    0.01615     0.0126   0.007707         80        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     24/499      4.32G    0.01616    0.01261   0.007702         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     24/499      4.32G    0.01616    0.01261   0.007702         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     24/499      4.32G    0.01616    0.01263   0.007707         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     24/499      4.32G    0.01616    0.01263   0.007707         82        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
     24/499      4.32G    0.01617    0.01263   0.007699         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     24/499      4.32G    0.01617    0.01263   0.007699         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
     24/499      4.32G    0.01617    0.01266   0.007717         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
     24/499      4.32G    0.01617    0.01266   0.007717         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     24/499      4.32G    0.01617    0.01266   0.007701         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     24/499      4.32G    0.01617    0.01266   0.007701         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     24/499      4.32G    0.01619    0.01265    0.00769         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     24/499      4.32G    0.01619    0.01265    0.00769         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     24/499      4.32G    0.01618    0.01264     0.0077         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     24/499      4.32G    0.01618    0.01264     0.0077         64        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
     24/499      4.32G     0.0162    0.01265   0.007741         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
     24/499      4.32G     0.0162    0.01265   0.007741         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     24/499      4.32G    0.01621    0.01268    0.00774         80        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     24/499      4.32G    0.01621    0.01268    0.00774         80        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     24/499      4.32G    0.01623    0.01268   0.007753         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     24/499      4.32G    0.01623    0.01268   0.007753         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     24/499      4.32G    0.01625    0.01269   0.007737         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     24/499      4.32G    0.01625    0.01269   0.007737         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     24/499      4.32G    0.01624    0.01271    0.00772         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     24/499      4.32G    0.01624    0.01271    0.00772         79        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     24/499      4.32G    0.01624    0.01269   0.007711         64        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     24/499      4.32G    0.01624    0.01269   0.007711         64        640:  91%|#########1| 153/168 [00:28<00:02,  5.34it/s]
     24/499      4.32G    0.01622     0.0127   0.007708         81        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     24/499      4.32G    0.01622     0.0127   0.007708         81        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     24/499      4.32G    0.01622    0.01269   0.007712         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     24/499      4.32G    0.01622    0.01269   0.007712         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     24/499      4.32G    0.01623    0.01267   0.007704         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     24/499      4.32G    0.01623    0.01267   0.007704         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     24/499      4.32G    0.01623    0.01267   0.007684         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     24/499      4.32G    0.01623    0.01267   0.007684         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     24/499      4.32G    0.01625    0.01268   0.007682         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     24/499      4.32G    0.01625    0.01268   0.007682         75        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
     24/499      4.32G    0.01624    0.01269   0.007682         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
     24/499      4.32G    0.01624    0.01269   0.007682         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     24/499      4.32G    0.01624    0.01271    0.00766         75        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     24/499      4.32G    0.01624    0.01271    0.00766         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
     24/499      4.32G    0.01624    0.01271   0.007662         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
     24/499      4.32G    0.01624    0.01271   0.007662         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     24/499      4.32G    0.01624    0.01272   0.007644         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     24/499      4.32G    0.01624    0.01272   0.007644         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     24/499      4.32G    0.01622    0.01272   0.007643         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     24/499      4.32G    0.01622    0.01272   0.007643         75        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     24/499      4.32G    0.01622    0.01273   0.007665         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     24/499      4.32G    0.01622    0.01273   0.007665         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     24/499      4.32G    0.01623    0.01274   0.007645         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     24/499      4.32G    0.01623    0.01274   0.007645         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     24/499      4.32G    0.01622    0.01272   0.007634         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     24/499      4.32G    0.01622    0.01272   0.007634         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     24/499      4.32G    0.01621    0.01273   0.007661         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     24/499      4.32G    0.01621    0.01273   0.007661         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     24/499      4.32G    0.01621    0.01275    0.00764         41        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     24/499      4.32G    0.01621    0.01275    0.00764         41        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
     24/499      4.32G    0.01621    0.01275    0.00764         41        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.847      0.868      0.891      0.724

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     25/499      4.32G    0.01514    0.01141    0.00723         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
     25/499      4.32G    0.01514    0.01141    0.00723         64        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     25/499      4.32G    0.01682    0.01276   0.006477         70        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     25/499      4.32G    0.01682    0.01276   0.006477         70        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     25/499      4.32G    0.01653    0.01301   0.007515         72        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     25/499      4.32G    0.01653    0.01301   0.007515         72        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     25/499      4.32G    0.01661    0.01271   0.007786         67        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     25/499      4.32G    0.01661    0.01271   0.007786         67        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
     25/499      4.32G    0.01674    0.01271   0.007372         61        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
     25/499      4.32G    0.01674    0.01271   0.007372         61        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
     25/499      4.32G    0.01679    0.01299    0.00749         79        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
     25/499      4.32G    0.01679    0.01299    0.00749         79        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     25/499      4.32G    0.01672    0.01332    0.00761         73        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     25/499      4.32G    0.01672    0.01332    0.00761         73        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     25/499      4.32G    0.01674    0.01332   0.007773         62        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     25/499      4.32G    0.01674    0.01332   0.007773         62        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     25/499      4.32G    0.01676    0.01333   0.007822         74        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     25/499      4.32G    0.01676    0.01333   0.007822         74        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     25/499      4.32G    0.01687    0.01326   0.008249         64        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     25/499      4.32G    0.01687    0.01326   0.008249         64        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
     25/499      4.32G     0.0168      0.013   0.007885         61        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
     25/499      4.32G     0.0168      0.013   0.007885         61        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     25/499      4.32G    0.01669    0.01301   0.007645         80        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     25/499      4.32G    0.01669    0.01301   0.007645         80        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     25/499      4.32G    0.01661    0.01292   0.007681         61        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     25/499      4.32G    0.01661    0.01292   0.007681         61        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     25/499      4.32G    0.01643    0.01286   0.007578         70        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     25/499      4.32G    0.01643    0.01286   0.007578         70        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     25/499      4.32G     0.0163    0.01278    0.00746         73        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     25/499      4.32G     0.0163    0.01278    0.00746         73        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     25/499      4.32G    0.01632    0.01299   0.007524         72        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     25/499      4.32G    0.01632    0.01299   0.007524         72        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     25/499      4.32G    0.01631    0.01297   0.007538         75        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     25/499      4.32G    0.01631    0.01297   0.007538         75        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     25/499      4.32G    0.01645    0.01293   0.007889         62        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     25/499      4.32G    0.01645    0.01293   0.007889         62        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     25/499      4.32G    0.01654    0.01291   0.008095         70        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     25/499      4.32G    0.01654    0.01291   0.008095         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     25/499      4.32G    0.01651    0.01284   0.008096         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     25/499      4.32G    0.01651    0.01284   0.008096         58        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     25/499      4.32G    0.01644    0.01271   0.008066         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     25/499      4.32G    0.01644    0.01271   0.008066         64        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
     25/499      4.32G    0.01638    0.01264     0.0082         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
     25/499      4.32G    0.01638    0.01264     0.0082         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     25/499      4.32G    0.01639    0.01263   0.008236         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     25/499      4.32G    0.01639    0.01263   0.008236         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     25/499      4.32G    0.01641    0.01263    0.00839         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     25/499      4.32G    0.01641    0.01263    0.00839         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     25/499      4.32G    0.01643     0.0126   0.008477         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     25/499      4.32G    0.01643     0.0126   0.008477         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     25/499      4.32G    0.01646    0.01253   0.008448         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     25/499      4.32G    0.01646    0.01253   0.008448         61        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
     25/499      4.32G     0.0164    0.01243   0.008298         56        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
     25/499      4.32G     0.0164    0.01243   0.008298         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     25/499      4.32G    0.01645    0.01234    0.00839         53        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     25/499      4.32G    0.01645    0.01234    0.00839         53        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     25/499      4.32G    0.01638    0.01231   0.008377         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     25/499      4.32G    0.01638    0.01231   0.008377         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     25/499      4.32G    0.01634    0.01224   0.008213         48        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     25/499      4.32G    0.01634    0.01224   0.008213         48        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     25/499      4.32G    0.01636    0.01226     0.0082         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     25/499      4.32G    0.01636    0.01226     0.0082         62        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     25/499      4.32G    0.01632    0.01221   0.008046         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     25/499      4.32G    0.01632    0.01221   0.008046         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     25/499      4.32G    0.01638    0.01226   0.008122         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     25/499      4.32G    0.01638    0.01226   0.008122         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     25/499      4.32G    0.01636    0.01226   0.008129         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     25/499      4.32G    0.01636    0.01226   0.008129         62        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
     25/499      4.32G    0.01637    0.01226   0.008089         58        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
     25/499      4.32G    0.01637    0.01226   0.008089         58        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     25/499      4.32G    0.01632    0.01222   0.007984         66        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     25/499      4.32G    0.01632    0.01222   0.007984         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
     25/499      4.32G    0.01632    0.01227   0.007939         75        640:  21%|##1       | 36/168 [00:07<00:24,  5.38it/s]
     25/499      4.32G    0.01632    0.01227   0.007939         75        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     25/499      4.32G    0.01626    0.01226   0.007919         71        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     25/499      4.32G    0.01626    0.01226   0.007919         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     25/499      4.32G    0.01626    0.01222   0.007897         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     25/499      4.32G    0.01626    0.01222   0.007897         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     25/499      4.32G    0.01623     0.0122   0.007898         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     25/499      4.32G    0.01623     0.0122   0.007898         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     25/499      4.32G    0.01623    0.01224   0.007893         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     25/499      4.32G    0.01623    0.01224   0.007893         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     25/499      4.32G    0.01618    0.01223   0.007809         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     25/499      4.32G    0.01618    0.01223   0.007809         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.30it/s]
     25/499      4.32G    0.01619    0.01229   0.007758         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
     25/499      4.32G    0.01619    0.01229   0.007758         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     25/499      4.32G    0.01623    0.01225    0.00779         54        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     25/499      4.32G    0.01623    0.01225    0.00779         54        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     25/499      4.32G    0.01623    0.01228   0.007766         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     25/499      4.32G    0.01623    0.01228   0.007766         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     25/499      4.32G    0.01622    0.01236   0.007743         89        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     25/499      4.32G    0.01622    0.01236   0.007743         89        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     25/499      4.32G    0.01622     0.0123    0.00776         48        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     25/499      4.32G    0.01622     0.0123    0.00776         48        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     25/499      4.32G    0.01624    0.01232   0.007819         78        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     25/499      4.32G    0.01624    0.01232   0.007819         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     25/499      4.32G    0.01618    0.01228   0.007741         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     25/499      4.32G    0.01618    0.01228   0.007741         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     25/499      4.32G    0.01616    0.01229   0.007682         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     25/499      4.32G    0.01616    0.01229   0.007682         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     25/499      4.32G     0.0161    0.01228   0.007687         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     25/499      4.32G     0.0161    0.01228   0.007687         71        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     25/499      4.32G    0.01609    0.01234   0.007717         81        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     25/499      4.32G    0.01609    0.01234   0.007717         81        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
     25/499      4.32G    0.01608    0.01232   0.007713         64        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
     25/499      4.32G    0.01608    0.01232   0.007713         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     25/499      4.32G    0.01606    0.01233   0.007666         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     25/499      4.32G    0.01606    0.01233   0.007666         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     25/499      4.32G    0.01603    0.01231   0.007639         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     25/499      4.32G    0.01603    0.01231   0.007639         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     25/499      4.32G    0.01605    0.01232   0.007643         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     25/499      4.32G    0.01605    0.01232   0.007643         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     25/499      4.32G    0.01603    0.01227   0.007718         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     25/499      4.32G    0.01603    0.01227   0.007718         58        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     25/499      4.32G    0.01602    0.01229   0.007643         75        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
     25/499      4.32G    0.01602    0.01229   0.007643         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     25/499      4.32G    0.01602    0.01232   0.007606         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     25/499      4.32G    0.01602    0.01232   0.007606         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     25/499      4.32G    0.01602    0.01237   0.007544         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     25/499      4.32G    0.01602    0.01237   0.007544         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     25/499      4.32G      0.016    0.01239   0.007492         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     25/499      4.32G      0.016    0.01239   0.007492         82        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     25/499      4.32G    0.01599    0.01237   0.007468         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     25/499      4.32G    0.01599    0.01237   0.007468         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     25/499      4.32G    0.01601    0.01238    0.00747         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     25/499      4.32G    0.01601    0.01238    0.00747         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     25/499      4.32G    0.01598    0.01235   0.007387         54        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     25/499      4.32G    0.01598    0.01235   0.007387         54        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     25/499      4.32G    0.01602    0.01235   0.007398         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     25/499      4.32G    0.01602    0.01235   0.007398         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     25/499      4.32G    0.01601    0.01237   0.007362         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     25/499      4.32G    0.01601    0.01237   0.007362         81        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     25/499      4.32G    0.01598    0.01234   0.007362         69        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     25/499      4.32G    0.01598    0.01234   0.007362         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
     25/499      4.32G    0.01601    0.01233   0.007393         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
     25/499      4.32G    0.01601    0.01233   0.007393         62        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
     25/499      4.32G    0.01604    0.01231   0.007406         57        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
     25/499      4.32G    0.01604    0.01231   0.007406         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     25/499      4.32G    0.01605    0.01229   0.007419         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     25/499      4.32G    0.01605    0.01229   0.007419         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     25/499      4.32G    0.01603    0.01231    0.00742         78        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     25/499      4.32G    0.01603    0.01231    0.00742         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
     25/499      4.32G    0.01604    0.01232   0.007397         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
     25/499      4.32G    0.01604    0.01232   0.007397         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     25/499      4.32G    0.01601    0.01231   0.007351         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     25/499      4.32G    0.01601    0.01231   0.007351         64        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
     25/499      4.32G    0.01597    0.01228   0.007317         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
     25/499      4.32G    0.01597    0.01228   0.007317         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
     25/499      4.32G    0.01598    0.01227   0.007255         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
     25/499      4.32G    0.01598    0.01227   0.007255         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     25/499      4.32G      0.016    0.01228   0.007238         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     25/499      4.32G      0.016    0.01228   0.007238         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     25/499      4.32G    0.01601     0.0123   0.007223         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     25/499      4.32G    0.01601     0.0123   0.007223         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     25/499      4.32G    0.01604     0.0123   0.007236         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     25/499      4.32G    0.01604     0.0123   0.007236         56        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     25/499      4.32G    0.01601    0.01233   0.007208         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     25/499      4.32G    0.01601    0.01233   0.007208         80        640:  47%|####7     | 79/168 [00:14<00:16,  5.24it/s]
     25/499      4.32G    0.01601    0.01234   0.007197         69        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
     25/499      4.32G    0.01601    0.01234   0.007197         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     25/499      4.32G    0.01599    0.01233   0.007239         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     25/499      4.32G    0.01599    0.01233   0.007239         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
     25/499      4.32G      0.016    0.01232   0.007209         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
     25/499      4.32G      0.016    0.01232   0.007209         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     25/499      4.32G    0.01599     0.0123   0.007184         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     25/499      4.32G    0.01599     0.0123   0.007184         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
     25/499      4.32G    0.01598    0.01228   0.007217         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
     25/499      4.32G    0.01598    0.01228   0.007217         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
     25/499      4.32G    0.01599    0.01229   0.007173         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
     25/499      4.32G    0.01599    0.01229   0.007173         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     25/499      4.32G    0.01596    0.01225   0.007183         58        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     25/499      4.32G    0.01596    0.01225   0.007183         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     25/499      4.32G    0.01595    0.01223   0.007168         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     25/499      4.32G    0.01595    0.01223   0.007168         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     25/499      4.32G    0.01596    0.01224   0.007161         56        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     25/499      4.32G    0.01596    0.01224   0.007161         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     25/499      4.32G    0.01593    0.01223   0.007158         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     25/499      4.32G    0.01593    0.01223   0.007158         67        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
     25/499      4.32G    0.01593    0.01225   0.007171         71        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     25/499      4.32G    0.01593    0.01225   0.007171         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     25/499      4.32G    0.01591    0.01226   0.007134         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     25/499      4.32G    0.01591    0.01226   0.007134         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     25/499      4.32G    0.01594    0.01225   0.007122         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     25/499      4.32G    0.01594    0.01225   0.007122         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     25/499      4.32G    0.01595    0.01223   0.007088         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     25/499      4.32G    0.01595    0.01223   0.007088         56        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     25/499      4.32G    0.01592    0.01221   0.007063         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     25/499      4.32G    0.01592    0.01221   0.007063         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
     25/499      4.32G    0.01592    0.01219   0.007032         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     25/499      4.32G    0.01592    0.01219   0.007032         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     25/499      4.32G    0.01593    0.01218   0.007017         55        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     25/499      4.32G    0.01593    0.01218   0.007017         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     25/499      4.32G    0.01591    0.01218   0.006973         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     25/499      4.32G    0.01591    0.01218   0.006973         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     25/499      4.32G    0.01592    0.01219    0.00698         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     25/499      4.32G    0.01592    0.01219    0.00698         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     25/499      4.32G    0.01589     0.0122   0.006971         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     25/499      4.32G    0.01589     0.0122   0.006971         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     25/499      4.32G     0.0159    0.01222   0.006942         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     25/499      4.32G     0.0159    0.01222   0.006942         74        640:  60%|#####9    | 100/168 [00:18<00:13,  5.17it/s]
     25/499      4.32G    0.01588    0.01223   0.006913         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     25/499      4.32G    0.01588    0.01223   0.006913         69        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     25/499      4.32G     0.0159    0.01224   0.006939         63        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     25/499      4.32G     0.0159    0.01224   0.006939         63        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     25/499      4.32G    0.01592    0.01224   0.006944         60        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     25/499      4.32G    0.01592    0.01224   0.006944         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     25/499      4.32G    0.01592    0.01227   0.006952         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     25/499      4.32G    0.01592    0.01227   0.006952         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     25/499      4.32G     0.0159    0.01226   0.006962         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     25/499      4.32G     0.0159    0.01226   0.006962         75        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
     25/499      4.32G    0.01594    0.01226   0.006972         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     25/499      4.32G    0.01594    0.01226   0.006972         71        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     25/499      4.32G    0.01593    0.01225   0.006992         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     25/499      4.32G    0.01593    0.01225   0.006992         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     25/499      4.32G    0.01594    0.01225   0.007002         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     25/499      4.32G    0.01594    0.01225   0.007002         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     25/499      4.32G    0.01591    0.01223   0.006995         54        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     25/499      4.32G    0.01591    0.01223   0.006995         54        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     25/499      4.32G    0.01591    0.01223   0.006979         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     25/499      4.32G    0.01591    0.01223   0.006979         71        640:  65%|######5   | 110/168 [00:20<00:11,  5.23it/s]
     25/499      4.32G    0.01591    0.01222   0.006947         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     25/499      4.32G    0.01591    0.01222   0.006947         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
     25/499      4.32G    0.01593    0.01229   0.006945         90        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
     25/499      4.32G    0.01593    0.01229   0.006945         90        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     25/499      4.32G    0.01593    0.01232   0.006911         91        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     25/499      4.32G    0.01593    0.01232   0.006911         91        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
     25/499      4.32G    0.01595    0.01231   0.006931         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
     25/499      4.32G    0.01595    0.01231   0.006931         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     25/499      4.32G    0.01596    0.01233   0.006921         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     25/499      4.32G    0.01596    0.01233   0.006921         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     25/499      4.32G      0.016    0.01233   0.006964         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
     25/499      4.32G      0.016    0.01233   0.006964         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     25/499      4.32G    0.01599    0.01233    0.00693         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     25/499      4.32G    0.01599    0.01233    0.00693         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     25/499      4.32G      0.016    0.01235   0.006944         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     25/499      4.32G      0.016    0.01235   0.006944         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     25/499      4.32G    0.01601    0.01235   0.006959         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     25/499      4.32G    0.01601    0.01235   0.006959         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     25/499      4.32G    0.01602    0.01236   0.006943         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     25/499      4.32G    0.01602    0.01236   0.006943         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     25/499      4.32G    0.01601    0.01235    0.00693         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     25/499      4.32G    0.01601    0.01235    0.00693         69        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
     25/499      4.32G    0.01601    0.01234   0.006939         53        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
     25/499      4.32G    0.01601    0.01234   0.006939         53        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     25/499      4.32G    0.01601    0.01231   0.006901         50        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     25/499      4.32G    0.01601    0.01231   0.006901         50        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     25/499      4.32G    0.01601     0.0123   0.006916         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     25/499      4.32G    0.01601     0.0123   0.006916         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     25/499      4.32G    0.01599    0.01227   0.006919         52        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     25/499      4.32G    0.01599    0.01227   0.006919         52        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
     25/499      4.32G    0.01601    0.01228   0.006958         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
     25/499      4.32G    0.01601    0.01228   0.006958         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     25/499      4.32G    0.01602    0.01226   0.006986         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     25/499      4.32G    0.01602    0.01226   0.006986         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     25/499      4.32G    0.01602    0.01227   0.007017         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     25/499      4.32G    0.01602    0.01227   0.007017         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     25/499      4.32G    0.01601    0.01225   0.007069         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     25/499      4.32G    0.01601    0.01225   0.007069         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     25/499      4.32G    0.01602    0.01228   0.007083         90        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     25/499      4.32G    0.01602    0.01228   0.007083         90        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     25/499      4.32G    0.01602    0.01231   0.007056         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     25/499      4.32G    0.01602    0.01231   0.007056         74        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     25/499      4.32G    0.01602    0.01232   0.007055         69        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     25/499      4.32G    0.01602    0.01232   0.007055         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     25/499      4.32G    0.01601    0.01231   0.007033         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     25/499      4.32G    0.01601    0.01231   0.007033         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     25/499      4.32G      0.016    0.01229   0.007038         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     25/499      4.32G      0.016    0.01229   0.007038         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     25/499      4.32G    0.01599     0.0123   0.007044         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     25/499      4.32G    0.01599     0.0123   0.007044         74        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     25/499      4.32G    0.01601    0.01232   0.007052         75        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     25/499      4.32G    0.01601    0.01232   0.007052         75        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     25/499      4.32G    0.01602    0.01235   0.007053         89        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     25/499      4.32G    0.01602    0.01235   0.007053         89        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
     25/499      4.32G    0.01603    0.01234     0.0071         50        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
     25/499      4.32G    0.01603    0.01234     0.0071         50        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     25/499      4.32G    0.01603    0.01234   0.007111         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     25/499      4.32G    0.01603    0.01234   0.007111         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     25/499      4.32G    0.01603    0.01234   0.007103         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     25/499      4.32G    0.01603    0.01234   0.007103         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     25/499      4.32G    0.01604    0.01234   0.007101         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     25/499      4.32G    0.01604    0.01234   0.007101         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.25it/s]
     25/499      4.32G    0.01603    0.01233    0.00711         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.25it/s]
     25/499      4.32G    0.01603    0.01233    0.00711         64        640:  85%|########4 | 142/168 [00:26<00:05,  5.03it/s]
     25/499      4.32G    0.01602    0.01233    0.00711         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.03it/s]
     25/499      4.32G    0.01602    0.01233    0.00711         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     25/499      4.32G    0.01603    0.01234   0.007126         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     25/499      4.32G    0.01603    0.01234   0.007126         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.26it/s]
     25/499      4.32G    0.01602    0.01233   0.007112         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.26it/s]
     25/499      4.32G    0.01602    0.01233   0.007112         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
     25/499      4.32G    0.01603    0.01233   0.007113         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
     25/499      4.32G    0.01603    0.01233   0.007113         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     25/499      4.32G    0.01603    0.01231   0.007095         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     25/499      4.32G    0.01603    0.01231   0.007095         57        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
     25/499      4.32G    0.01604    0.01231   0.007093         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     25/499      4.32G    0.01604    0.01231   0.007093         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     25/499      4.32G    0.01604    0.01231   0.007112         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     25/499      4.32G    0.01604    0.01231   0.007112         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     25/499      4.32G    0.01602    0.01231   0.007117         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     25/499      4.32G    0.01602    0.01231   0.007117         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     25/499      4.32G    0.01603    0.01233   0.007091         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     25/499      4.32G    0.01603    0.01233   0.007091         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     25/499      4.32G    0.01602    0.01233   0.007082         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     25/499      4.32G    0.01602    0.01233   0.007082         65        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
     25/499      4.32G    0.01601    0.01234   0.007077         79        640:  90%|######### | 152/168 [00:29<00:03,  5.32it/s]
     25/499      4.32G    0.01601    0.01234   0.007077         79        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
     25/499      4.32G    0.01601    0.01233   0.007094         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
     25/499      4.32G    0.01601    0.01233   0.007094         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     25/499      4.32G    0.01601    0.01233   0.007081         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     25/499      4.32G    0.01601    0.01233   0.007081         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
     25/499      4.32G    0.01603    0.01232     0.0071         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
     25/499      4.32G    0.01603    0.01232     0.0071         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
     25/499      4.32G    0.01603    0.01232   0.007105         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
     25/499      4.32G    0.01603    0.01232   0.007105         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
     25/499      4.32G    0.01604    0.01233   0.007108         78        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
     25/499      4.32G    0.01604    0.01233   0.007108         78        640:  94%|#########4| 158/168 [00:29<00:01,  5.35it/s]
     25/499      4.32G    0.01603    0.01233   0.007103         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.35it/s]
     25/499      4.32G    0.01603    0.01233   0.007103         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
     25/499      4.32G    0.01603    0.01233   0.007099         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
     25/499      4.32G    0.01603    0.01233   0.007099         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     25/499      4.32G    0.01602    0.01231   0.007106         56        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     25/499      4.32G    0.01602    0.01231   0.007106         56        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     25/499      4.32G    0.01602    0.01231   0.007102         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     25/499      4.32G    0.01602    0.01231   0.007102         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     25/499      4.32G    0.01603    0.01232   0.007128         62        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     25/499      4.32G    0.01603    0.01232   0.007128         62        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
     25/499      4.32G    0.01604    0.01232   0.007129         65        640:  97%|#########7| 163/168 [00:31<00:00,  5.25it/s]
     25/499      4.32G    0.01604    0.01232   0.007129         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
     25/499      4.32G    0.01604    0.01233    0.00715         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
     25/499      4.32G    0.01604    0.01233    0.00715         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     25/499      4.32G    0.01606    0.01233   0.007147         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     25/499      4.32G    0.01606    0.01233   0.007147         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
     25/499      4.32G    0.01605    0.01234   0.007157         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
     25/499      4.32G    0.01605    0.01234   0.007157         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     25/499      4.32G    0.01608    0.01232   0.007162         19        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     25/499      4.32G    0.01608    0.01232   0.007162         19        640: 100%|##########| 168/168 [00:31<00:00,  5.52it/s]
     25/499      4.32G    0.01608    0.01232   0.007162         19        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.58it/s]
                   all        132        263      0.794      0.857      0.891      0.693

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     26/499      4.32G    0.01849    0.01478   0.005545         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
     26/499      4.32G    0.01849    0.01478   0.005545         72        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     26/499      4.32G    0.01769    0.01456   0.006395         76        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     26/499      4.32G    0.01769    0.01456   0.006395         76        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     26/499      4.32G    0.01693    0.01289   0.006385         52        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     26/499      4.32G    0.01693    0.01289   0.006385         52        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     26/499      4.32G    0.01628    0.01261   0.005774         69        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     26/499      4.32G    0.01628    0.01261   0.005774         69        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     26/499      4.32G    0.01602    0.01209   0.007184         60        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     26/499      4.32G    0.01602    0.01209   0.007184         60        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     26/499      4.32G    0.01661    0.01221    0.00775         53        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     26/499      4.32G    0.01661    0.01221    0.00775         53        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     26/499      4.32G    0.01692    0.01233   0.007531         64        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     26/499      4.32G    0.01692    0.01233   0.007531         64        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     26/499      4.32G    0.01706     0.0127   0.007752         69        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     26/499      4.32G    0.01706     0.0127   0.007752         69        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     26/499      4.32G     0.0171    0.01259   0.007677         60        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     26/499      4.32G     0.0171    0.01259   0.007677         60        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     26/499      4.32G    0.01717    0.01261   0.007622         59        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     26/499      4.32G    0.01717    0.01261   0.007622         59        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
     26/499      4.32G    0.01701     0.0125   0.007773         57        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
     26/499      4.32G    0.01701     0.0125   0.007773         57        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     26/499      4.32G    0.01708    0.01244    0.00776         51        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     26/499      4.32G    0.01708    0.01244    0.00776         51        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     26/499      4.32G    0.01706    0.01254   0.007834         71        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     26/499      4.32G    0.01706    0.01254   0.007834         71        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     26/499      4.32G    0.01692    0.01239   0.007806         57        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     26/499      4.32G    0.01692    0.01239   0.007806         57        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     26/499      4.32G    0.01704    0.01244   0.007628         60        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     26/499      4.32G    0.01704    0.01244   0.007628         60        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     26/499      4.32G      0.017    0.01231   0.007641         52        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     26/499      4.32G      0.017    0.01231   0.007641         52        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     26/499      4.32G    0.01698    0.01219   0.007762         48        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     26/499      4.32G    0.01698    0.01219   0.007762         48        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     26/499      4.32G    0.01696    0.01232   0.007812         83        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     26/499      4.32G    0.01696    0.01232   0.007812         83        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     26/499      4.32G      0.017    0.01231   0.007661         62        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     26/499      4.32G      0.017    0.01231   0.007661         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     26/499      4.32G    0.01701    0.01226   0.007593         53        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     26/499      4.32G    0.01701    0.01226   0.007593         53        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     26/499      4.32G    0.01698    0.01222   0.007636         59        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     26/499      4.32G    0.01698    0.01222   0.007636         59        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
     26/499      4.32G    0.01708    0.01227   0.007797         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     26/499      4.32G    0.01708    0.01227   0.007797         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     26/499      4.32G    0.01708    0.01233    0.00774         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     26/499      4.32G    0.01708    0.01233    0.00774         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     26/499      4.32G    0.01705    0.01226   0.007694         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     26/499      4.32G    0.01705    0.01226   0.007694         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     26/499      4.32G    0.01698    0.01225   0.007805         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     26/499      4.32G    0.01698    0.01225   0.007805         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     26/499      4.32G    0.01698    0.01229   0.007909         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     26/499      4.32G    0.01698    0.01229   0.007909         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
     26/499      4.32G    0.01704    0.01243   0.008005         82        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
     26/499      4.32G    0.01704    0.01243   0.008005         82        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
     26/499      4.32G      0.017    0.01238   0.007937         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
     26/499      4.32G      0.017    0.01238   0.007937         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     26/499      4.32G    0.01696    0.01239    0.00793         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     26/499      4.32G    0.01696    0.01239    0.00793         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     26/499      4.32G    0.01691    0.01245   0.007845         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     26/499      4.32G    0.01691    0.01245   0.007845         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     26/499      4.32G    0.01699    0.01248   0.007847         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     26/499      4.32G    0.01699    0.01248   0.007847         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     26/499      4.32G    0.01691    0.01244   0.007753         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     26/499      4.32G    0.01691    0.01244   0.007753         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     26/499      4.32G    0.01697    0.01242   0.007843         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     26/499      4.32G    0.01697    0.01242   0.007843         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     26/499      4.32G    0.01698    0.01246   0.007942         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     26/499      4.32G    0.01698    0.01246   0.007942         77        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     26/499      4.32G    0.01693    0.01246   0.008065         65        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     26/499      4.32G    0.01693    0.01246   0.008065         65        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     26/499      4.32G    0.01694    0.01251   0.007912         69        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     26/499      4.32G    0.01694    0.01251   0.007912         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     26/499      4.32G    0.01689    0.01263   0.007895        101        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
     26/499      4.32G    0.01689    0.01263   0.007895        101        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     26/499      4.32G    0.01688    0.01258   0.007859         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     26/499      4.32G    0.01688    0.01258   0.007859         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     26/499      4.32G    0.01686    0.01256   0.007855         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     26/499      4.32G    0.01686    0.01256   0.007855         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     26/499      4.32G    0.01681    0.01254   0.007817         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     26/499      4.32G    0.01681    0.01254   0.007817         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     26/499      4.32G    0.01678    0.01253   0.007804         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     26/499      4.32G    0.01678    0.01253   0.007804         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     26/499      4.32G    0.01678    0.01258    0.00784         80        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     26/499      4.32G    0.01678    0.01258    0.00784         80        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     26/499      4.32G    0.01674    0.01256   0.007854         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     26/499      4.32G    0.01674    0.01256   0.007854         66        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     26/499      4.32G    0.01671    0.01254   0.007879         63        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     26/499      4.32G    0.01671    0.01254   0.007879         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     26/499      4.32G    0.01672    0.01255   0.007931         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     26/499      4.32G    0.01672    0.01255   0.007931         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     26/499      4.32G    0.01677    0.01258   0.007929         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     26/499      4.32G    0.01677    0.01258   0.007929         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     26/499      4.32G     0.0168    0.01256   0.007881         54        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     26/499      4.32G     0.0168    0.01256   0.007881         54        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     26/499      4.32G     0.0168    0.01254   0.007805         62        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     26/499      4.32G     0.0168    0.01254   0.007805         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     26/499      4.32G    0.01683    0.01257   0.007831         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     26/499      4.32G    0.01683    0.01257   0.007831         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     26/499      4.32G    0.01682    0.01257   0.007778         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     26/499      4.32G    0.01682    0.01257   0.007778         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     26/499      4.32G     0.0168    0.01254   0.007737         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     26/499      4.32G     0.0168    0.01254   0.007737         61        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     26/499      4.32G     0.0168    0.01251   0.007673         58        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     26/499      4.32G     0.0168    0.01251   0.007673         58        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
     26/499      4.32G    0.01678     0.0125   0.007646         64        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
     26/499      4.32G    0.01678     0.0125   0.007646         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     26/499      4.32G    0.01678    0.01248   0.007658         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     26/499      4.32G    0.01678    0.01248   0.007658         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     26/499      4.32G    0.01674    0.01246   0.007593         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     26/499      4.32G    0.01674    0.01246   0.007593         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     26/499      4.32G    0.01675    0.01253   0.007625         80        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     26/499      4.32G    0.01675    0.01253   0.007625         80        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     26/499      4.32G    0.01673    0.01255   0.007548         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     26/499      4.32G    0.01673    0.01255   0.007548         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     26/499      4.32G    0.01673    0.01254   0.007537         67        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     26/499      4.32G    0.01673    0.01254   0.007537         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     26/499      4.32G    0.01672    0.01252   0.007526         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     26/499      4.32G    0.01672    0.01252   0.007526         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     26/499      4.32G    0.01671    0.01249   0.007568         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     26/499      4.32G    0.01671    0.01249   0.007568         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     26/499      4.32G    0.01675    0.01251   0.007717         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     26/499      4.32G    0.01675    0.01251   0.007717         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     26/499      4.32G    0.01676     0.0126   0.007737         91        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     26/499      4.32G    0.01676     0.0126   0.007737         91        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     26/499      4.32G    0.01676    0.01258   0.007715         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     26/499      4.32G    0.01676    0.01258   0.007715         61        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
     26/499      4.32G    0.01677    0.01256   0.007726         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
     26/499      4.32G    0.01677    0.01256   0.007726         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     26/499      4.32G    0.01675    0.01258   0.007723         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     26/499      4.32G    0.01675    0.01258   0.007723         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     26/499      4.32G    0.01675    0.01261   0.007745         83        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     26/499      4.32G    0.01675    0.01261   0.007745         83        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     26/499      4.32G    0.01675    0.01261   0.007734         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     26/499      4.32G    0.01675    0.01261   0.007734         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     26/499      4.32G    0.01679    0.01263   0.007803         83        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     26/499      4.32G    0.01679    0.01263   0.007803         83        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
     26/499      4.32G    0.01675    0.01265   0.007805         86        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     26/499      4.32G    0.01675    0.01265   0.007805         86        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     26/499      4.32G    0.01675    0.01267   0.007784         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     26/499      4.32G    0.01675    0.01267   0.007784         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     26/499      4.32G    0.01674    0.01266   0.007731         55        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     26/499      4.32G    0.01674    0.01266   0.007731         55        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     26/499      4.32G    0.01672    0.01262   0.007727         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     26/499      4.32G    0.01672    0.01262   0.007727         57        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     26/499      4.32G     0.0167    0.01263     0.0078         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     26/499      4.32G     0.0167    0.01263     0.0078         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     26/499      4.32G    0.01673    0.01264   0.007814         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
     26/499      4.32G    0.01673    0.01264   0.007814         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     26/499      4.32G    0.01672    0.01262   0.007908         56        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     26/499      4.32G    0.01672    0.01262   0.007908         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     26/499      4.32G    0.01671    0.01263    0.00792         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     26/499      4.32G    0.01671    0.01263    0.00792         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     26/499      4.32G    0.01669    0.01261   0.007938         55        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     26/499      4.32G    0.01669    0.01261   0.007938         55        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     26/499      4.32G    0.01665    0.01259   0.007895         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     26/499      4.32G    0.01665    0.01259   0.007895         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     26/499      4.32G    0.01664     0.0126    0.00792         79        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     26/499      4.32G    0.01664     0.0126    0.00792         79        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
     26/499      4.32G    0.01662    0.01263    0.00792         90        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     26/499      4.32G    0.01662    0.01263    0.00792         90        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     26/499      4.32G    0.01662    0.01264   0.007972         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     26/499      4.32G    0.01662    0.01264   0.007972         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     26/499      4.32G    0.01661    0.01263   0.007982         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     26/499      4.32G    0.01661    0.01263   0.007982         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     26/499      4.32G     0.0166    0.01264   0.008027         82        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     26/499      4.32G     0.0166    0.01264   0.008027         82        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     26/499      4.32G    0.01661    0.01265   0.008029         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     26/499      4.32G    0.01661    0.01265   0.008029         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
     26/499      4.32G    0.01659    0.01267    0.00801         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     26/499      4.32G    0.01659    0.01267    0.00801         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     26/499      4.32G    0.01659    0.01268   0.008021         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     26/499      4.32G    0.01659    0.01268   0.008021         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     26/499      4.32G     0.0166    0.01267    0.00804         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     26/499      4.32G     0.0166    0.01267    0.00804         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     26/499      4.32G    0.01659    0.01267   0.007998         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     26/499      4.32G    0.01659    0.01267   0.007998         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     26/499      4.32G    0.01662    0.01264   0.008049         53        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     26/499      4.32G    0.01662    0.01264   0.008049         53        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     26/499      4.32G     0.0166    0.01262   0.008037         61        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     26/499      4.32G     0.0166    0.01262   0.008037         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     26/499      4.32G    0.01657    0.01262   0.008009         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     26/499      4.32G    0.01657    0.01262   0.008009         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     26/499      4.32G    0.01658    0.01261   0.008058         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     26/499      4.32G    0.01658    0.01261   0.008058         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     26/499      4.32G     0.0166    0.01261   0.008098         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     26/499      4.32G     0.0166    0.01261   0.008098         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     26/499      4.32G     0.0166    0.01262   0.008094         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     26/499      4.32G     0.0166    0.01262   0.008094         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     26/499      4.32G    0.01661    0.01261   0.008063         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     26/499      4.32G    0.01661    0.01261   0.008063         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     26/499      4.32G    0.01659     0.0126   0.008068         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     26/499      4.32G    0.01659     0.0126   0.008068         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     26/499      4.32G    0.01657     0.0126   0.008017         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     26/499      4.32G    0.01657     0.0126   0.008017         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     26/499      4.32G    0.01655    0.01258   0.008017         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     26/499      4.32G    0.01655    0.01258   0.008017         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     26/499      4.32G    0.01657    0.01259   0.007991         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     26/499      4.32G    0.01657    0.01259   0.007991         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     26/499      4.32G    0.01657    0.01256   0.007943         58        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     26/499      4.32G    0.01657    0.01256   0.007943         58        640:  60%|#####9    | 100/168 [00:18<00:13,  5.19it/s]
     26/499      4.32G    0.01656    0.01255   0.007966         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     26/499      4.32G    0.01656    0.01255   0.007966         69        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     26/499      4.32G    0.01655    0.01255   0.007931         64        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     26/499      4.32G    0.01655    0.01255   0.007931         64        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     26/499      4.32G    0.01655     0.0126   0.007927         90        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     26/499      4.32G    0.01655     0.0126   0.007927         90        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     26/499      4.32G    0.01653    0.01256   0.007925         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     26/499      4.32G    0.01653    0.01256   0.007925         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     26/499      4.32G    0.01654    0.01259   0.007928         87        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     26/499      4.32G    0.01654    0.01259   0.007928         87        640:  62%|######2   | 105/168 [00:19<00:11,  5.29it/s]
     26/499      4.32G    0.01655    0.01259   0.007916         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     26/499      4.32G    0.01655    0.01259   0.007916         58        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     26/499      4.32G    0.01657     0.0126   0.007888         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     26/499      4.32G    0.01657     0.0126   0.007888         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     26/499      4.32G    0.01656     0.0126   0.007936         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     26/499      4.32G    0.01656     0.0126   0.007936         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     26/499      4.32G    0.01654    0.01259   0.007936         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     26/499      4.32G    0.01654    0.01259   0.007936         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     26/499      4.32G    0.01655     0.0126   0.007926         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     26/499      4.32G    0.01655     0.0126   0.007926         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.27it/s]
     26/499      4.32G    0.01653    0.01261   0.007949         82        640:  65%|######5   | 110/168 [00:21<00:10,  5.27it/s]
     26/499      4.32G    0.01653    0.01261   0.007949         82        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     26/499      4.32G    0.01651    0.01259   0.007952         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     26/499      4.32G    0.01651    0.01259   0.007952         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     26/499      4.32G    0.01651    0.01261   0.007954         90        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     26/499      4.32G    0.01651    0.01261   0.007954         90        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     26/499      4.32G    0.01649    0.01259   0.007962         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     26/499      4.32G    0.01649    0.01259   0.007962         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     26/499      4.32G     0.0165     0.0126   0.007977         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     26/499      4.32G     0.0165     0.0126   0.007977         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     26/499      4.32G    0.01652    0.01262   0.007975         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     26/499      4.32G    0.01652    0.01262   0.007975         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     26/499      4.32G    0.01652    0.01263   0.007972         76        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     26/499      4.32G    0.01652    0.01263   0.007972         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     26/499      4.32G    0.01652    0.01263   0.007975         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     26/499      4.32G    0.01652    0.01263   0.007975         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     26/499      4.32G    0.01652    0.01263   0.007968         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     26/499      4.32G    0.01652    0.01263   0.007968         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     26/499      4.32G    0.01652    0.01262   0.007956         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     26/499      4.32G    0.01652    0.01262   0.007956         67        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     26/499      4.32G    0.01654    0.01263   0.007958         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     26/499      4.32G    0.01654    0.01263   0.007958         66        640:  72%|#######2  | 121/168 [00:22<00:09,  5.16it/s]
     26/499      4.32G    0.01653    0.01263    0.00793         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     26/499      4.32G    0.01653    0.01263    0.00793         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     26/499      4.32G    0.01652    0.01265   0.007893         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     26/499      4.32G    0.01652    0.01265   0.007893         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
     26/499      4.32G    0.01652    0.01266   0.007895         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
     26/499      4.32G    0.01652    0.01266   0.007895         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     26/499      4.32G    0.01653    0.01268   0.007892         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     26/499      4.32G    0.01653    0.01268   0.007892         79        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     26/499      4.32G    0.01654    0.01268   0.007883         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     26/499      4.32G    0.01654    0.01268   0.007883         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.31it/s]
     26/499      4.32G    0.01653    0.01266   0.007928         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     26/499      4.32G    0.01653    0.01266   0.007928         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     26/499      4.32G    0.01652    0.01266   0.007952         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     26/499      4.32G    0.01652    0.01266   0.007952         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     26/499      4.32G    0.01653    0.01265    0.00796         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     26/499      4.32G    0.01653    0.01265    0.00796         53        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
     26/499      4.32G    0.01653    0.01264   0.007948         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
     26/499      4.32G    0.01653    0.01264   0.007948         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     26/499      4.32G    0.01652    0.01264   0.007947         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     26/499      4.32G    0.01652    0.01264   0.007947         74        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     26/499      4.32G    0.01652    0.01263    0.00796         52        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     26/499      4.32G    0.01652    0.01263    0.00796         52        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     26/499      4.32G    0.01651    0.01263   0.007944         53        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     26/499      4.32G    0.01651    0.01263   0.007944         53        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     26/499      4.32G    0.01649    0.01263   0.007936         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     26/499      4.32G    0.01649    0.01263   0.007936         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     26/499      4.32G    0.01648    0.01262   0.007922         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     26/499      4.32G    0.01648    0.01262   0.007922         57        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
     26/499      4.32G    0.01647    0.01261   0.007899         52        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
     26/499      4.32G    0.01647    0.01261   0.007899         52        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
     26/499      4.32G    0.01648    0.01261   0.007895         74        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
     26/499      4.32G    0.01648    0.01261   0.007895         74        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
     26/499      4.32G    0.01648     0.0126   0.007868         55        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
     26/499      4.32G    0.01648     0.0126   0.007868         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     26/499      4.32G    0.01649     0.0126   0.007849         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     26/499      4.32G    0.01649     0.0126   0.007849         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     26/499      4.32G    0.01649    0.01258   0.007842         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     26/499      4.32G    0.01649    0.01258   0.007842         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     26/499      4.32G     0.0165    0.01257   0.007868         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     26/499      4.32G     0.0165    0.01257   0.007868         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     26/499      4.32G     0.0165    0.01257    0.00788         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     26/499      4.32G     0.0165    0.01257    0.00788         70        640:  85%|########4 | 142/168 [00:26<00:05,  5.17it/s]
     26/499      4.32G    0.01651    0.01259   0.007901         77        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     26/499      4.32G    0.01651    0.01259   0.007901         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     26/499      4.32G     0.0165    0.01259   0.007902         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     26/499      4.32G     0.0165    0.01259   0.007902         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     26/499      4.32G    0.01651     0.0126   0.007888         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     26/499      4.32G    0.01651     0.0126   0.007888         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     26/499      4.32G     0.0165     0.0126   0.007883         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     26/499      4.32G     0.0165     0.0126   0.007883         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     26/499      4.32G     0.0165     0.0126    0.00791         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     26/499      4.32G     0.0165     0.0126    0.00791         60        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
     26/499      4.32G    0.01649    0.01261   0.007947         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     26/499      4.32G    0.01649    0.01261   0.007947         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     26/499      4.32G    0.01648    0.01262   0.007933         85        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     26/499      4.32G    0.01648    0.01262   0.007933         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     26/499      4.32G    0.01649    0.01262   0.007944         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     26/499      4.32G    0.01649    0.01262   0.007944         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     26/499      4.32G    0.01649    0.01264   0.007961         87        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     26/499      4.32G    0.01649    0.01264   0.007961         87        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     26/499      4.32G    0.01648    0.01265   0.007951         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     26/499      4.32G    0.01648    0.01265   0.007951         68        640:  90%|######### | 152/168 [00:28<00:03,  5.22it/s]
     26/499      4.32G    0.01647    0.01266   0.007937         87        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     26/499      4.32G    0.01647    0.01266   0.007937         87        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
     26/499      4.32G    0.01647    0.01265   0.007929         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
     26/499      4.32G    0.01647    0.01265   0.007929         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     26/499      4.32G    0.01646    0.01263   0.007909         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     26/499      4.32G    0.01646    0.01263   0.007909         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     26/499      4.32G    0.01645    0.01264   0.007916         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     26/499      4.32G    0.01645    0.01264   0.007916         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
     26/499      4.32G    0.01645    0.01263   0.007908         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
     26/499      4.32G    0.01645    0.01263   0.007908         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
     26/499      4.32G    0.01644    0.01263   0.007909         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
     26/499      4.32G    0.01644    0.01263   0.007909         62        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
     26/499      4.32G    0.01645    0.01264   0.007938         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     26/499      4.32G    0.01645    0.01264   0.007938         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     26/499      4.32G    0.01644    0.01263   0.007919         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     26/499      4.32G    0.01644    0.01263   0.007919         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     26/499      4.32G    0.01646    0.01264   0.007894         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     26/499      4.32G    0.01646    0.01264   0.007894         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     26/499      4.32G    0.01646    0.01264   0.007874         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     26/499      4.32G    0.01646    0.01264   0.007874         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     26/499      4.32G    0.01646    0.01263   0.007871         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     26/499      4.32G    0.01646    0.01263   0.007871         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.15it/s]
     26/499      4.32G    0.01647    0.01265    0.00789         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     26/499      4.32G    0.01647    0.01265    0.00789         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     26/499      4.32G    0.01647    0.01265   0.007861         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     26/499      4.32G    0.01647    0.01265   0.007861         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     26/499      4.32G    0.01647    0.01268   0.007856         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     26/499      4.32G    0.01647    0.01268   0.007856         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     26/499      4.32G    0.01647    0.01267   0.007855         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     26/499      4.32G    0.01647    0.01267   0.007855         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     26/499      4.32G    0.01647    0.01267   0.007857         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     26/499      4.32G    0.01647    0.01267   0.007857         35        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     26/499      4.32G    0.01647    0.01267   0.007857         35        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.847      0.857       0.89      0.721

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     27/499      4.32G     0.0168    0.01569   0.007926         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
     27/499      4.32G     0.0168    0.01569   0.007926         79        640:   1%|          | 1/168 [00:00<00:36,  4.57it/s]
     27/499      4.32G    0.01665    0.01455    0.01034         77        640:   1%|          | 1/168 [00:00<00:36,  4.57it/s]
     27/499      4.32G    0.01665    0.01455    0.01034         77        640:   1%|1         | 2/168 [00:00<00:32,  5.07it/s]
     27/499      4.32G    0.01641    0.01324   0.009234         59        640:   1%|1         | 2/168 [00:00<00:32,  5.07it/s]
     27/499      4.32G    0.01641    0.01324   0.009234         59        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     27/499      4.32G    0.01622    0.01271   0.008573         66        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     27/499      4.32G    0.01622    0.01271   0.008573         66        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     27/499      4.32G    0.01631    0.01206   0.008089         54        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     27/499      4.32G    0.01631    0.01206   0.008089         54        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     27/499      4.32G     0.0158    0.01191   0.007678         68        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     27/499      4.32G     0.0158    0.01191   0.007678         68        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     27/499      4.32G    0.01581    0.01195   0.007918         67        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     27/499      4.32G    0.01581    0.01195   0.007918         67        640:   4%|4         | 7/168 [00:01<00:31,  5.10it/s]
     27/499      4.32G    0.01577    0.01192   0.007476         69        640:   4%|4         | 7/168 [00:01<00:31,  5.10it/s]
     27/499      4.32G    0.01577    0.01192   0.007476         69        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
     27/499      4.32G    0.01575    0.01186   0.007596         69        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
     27/499      4.32G    0.01575    0.01186   0.007596         69        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     27/499      4.32G    0.01571    0.01206   0.007397         80        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     27/499      4.32G    0.01571    0.01206   0.007397         80        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
     27/499      4.32G    0.01573    0.01218   0.007338         76        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
     27/499      4.32G    0.01573    0.01218   0.007338         76        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     27/499      4.32G    0.01569    0.01221   0.007478         64        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     27/499      4.32G    0.01569    0.01221   0.007478         64        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     27/499      4.32G    0.01564    0.01213   0.007293         53        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     27/499      4.32G    0.01564    0.01213   0.007293         53        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     27/499      4.32G    0.01573    0.01227   0.007302         74        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     27/499      4.32G    0.01573    0.01227   0.007302         74        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     27/499      4.32G    0.01569    0.01214   0.007217         61        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     27/499      4.32G    0.01569    0.01214   0.007217         61        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     27/499      4.32G    0.01584    0.01224    0.00718         71        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     27/499      4.32G    0.01584    0.01224    0.00718         71        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     27/499      4.32G    0.01568    0.01218   0.007198         65        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     27/499      4.32G    0.01568    0.01218   0.007198         65        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     27/499      4.32G    0.01569    0.01211   0.007233         64        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     27/499      4.32G    0.01569    0.01211   0.007233         64        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     27/499      4.32G    0.01555    0.01204   0.007174         67        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     27/499      4.32G    0.01555    0.01204   0.007174         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     27/499      4.32G     0.0156    0.01207   0.007294         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     27/499      4.32G     0.0156    0.01207   0.007294         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     27/499      4.32G    0.01567     0.0123   0.007232         81        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     27/499      4.32G    0.01567     0.0123   0.007232         81        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
     27/499      4.32G    0.01575    0.01236   0.007206         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     27/499      4.32G    0.01575    0.01236   0.007206         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     27/499      4.32G    0.01573    0.01232   0.007354         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     27/499      4.32G    0.01573    0.01232   0.007354         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     27/499      4.32G    0.01579    0.01227   0.007422         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     27/499      4.32G    0.01579    0.01227   0.007422         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     27/499      4.32G    0.01573    0.01226   0.007367         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     27/499      4.32G    0.01573    0.01226   0.007367         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     27/499      4.32G    0.01573    0.01221   0.007443         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     27/499      4.32G    0.01573    0.01221   0.007443         60        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     27/499      4.32G    0.01575    0.01217   0.007401         65        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     27/499      4.32G    0.01575    0.01217   0.007401         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     27/499      4.32G    0.01581    0.01221   0.007408         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     27/499      4.32G    0.01581    0.01221   0.007408         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     27/499      4.32G    0.01581    0.01226   0.007287         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     27/499      4.32G    0.01581    0.01226   0.007287         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     27/499      4.32G    0.01586    0.01226   0.007368         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     27/499      4.32G    0.01586    0.01226   0.007368         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     27/499      4.32G    0.01589     0.0123    0.00737         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     27/499      4.32G    0.01589     0.0123    0.00737         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     27/499      4.32G    0.01585    0.01233   0.007399         87        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     27/499      4.32G    0.01585    0.01233   0.007399         87        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     27/499      4.32G    0.01585    0.01239   0.007426         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     27/499      4.32G    0.01585    0.01239   0.007426         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
     27/499      4.32G    0.01582    0.01243   0.007476         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
     27/499      4.32G    0.01582    0.01243   0.007476         71        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
     27/499      4.32G    0.01581    0.01243   0.007439         73        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
     27/499      4.32G    0.01581    0.01243   0.007439         73        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
     27/499      4.32G    0.01576    0.01242   0.007437         70        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
     27/499      4.32G    0.01576    0.01242   0.007437         70        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     27/499      4.32G     0.0158    0.01248   0.007436         76        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
     27/499      4.32G     0.0158    0.01248   0.007436         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     27/499      4.32G     0.0158     0.0125   0.007429         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     27/499      4.32G     0.0158     0.0125   0.007429         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     27/499      4.32G    0.01576    0.01246   0.007356         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     27/499      4.32G    0.01576    0.01246   0.007356         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     27/499      4.32G    0.01579     0.0124   0.007281         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     27/499      4.32G    0.01579     0.0124   0.007281         55        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     27/499      4.32G    0.01582    0.01242   0.007232         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     27/499      4.32G    0.01582    0.01242   0.007232         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     27/499      4.32G    0.01587    0.01242   0.007194         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     27/499      4.32G    0.01587    0.01242   0.007194         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
     27/499      4.32G     0.0159    0.01236    0.00716         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
     27/499      4.32G     0.0159    0.01236    0.00716         58        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     27/499      4.32G    0.01596    0.01237   0.007159         67        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     27/499      4.32G    0.01596    0.01237   0.007159         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     27/499      4.32G    0.01599    0.01241   0.007193         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     27/499      4.32G    0.01599    0.01241   0.007193         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     27/499      4.32G    0.01601    0.01245   0.007171         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     27/499      4.32G    0.01601    0.01245   0.007171         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     27/499      4.32G    0.01606    0.01248   0.007179         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     27/499      4.32G    0.01606    0.01248   0.007179         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     27/499      4.32G    0.01606    0.01252   0.007165         74        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     27/499      4.32G    0.01606    0.01252   0.007165         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     27/499      4.32G    0.01599     0.0125   0.007197         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     27/499      4.32G    0.01599     0.0125   0.007197         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     27/499      4.32G    0.01596    0.01249   0.007187         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     27/499      4.32G    0.01596    0.01249   0.007187         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
     27/499      4.32G    0.01598    0.01253   0.007155         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
     27/499      4.32G    0.01598    0.01253   0.007155         79        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
     27/499      4.32G    0.01598    0.01254   0.007229         66        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
     27/499      4.32G    0.01598    0.01254   0.007229         66        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     27/499      4.32G      0.016    0.01256   0.007258         61        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
     27/499      4.32G      0.016    0.01256   0.007258         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     27/499      4.32G    0.01602     0.0126   0.007214         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     27/499      4.32G    0.01602     0.0126   0.007214         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     27/499      4.32G    0.01604    0.01258   0.007282         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     27/499      4.32G    0.01604    0.01258   0.007282         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     27/499      4.32G    0.01603    0.01252   0.007235         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     27/499      4.32G    0.01603    0.01252   0.007235         54        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
     27/499      4.32G    0.01606    0.01252   0.007216         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
     27/499      4.32G    0.01606    0.01252   0.007216         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
     27/499      4.32G    0.01607    0.01246   0.007187         46        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
     27/499      4.32G    0.01607    0.01246   0.007187         46        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
     27/499      4.32G    0.01605    0.01248   0.007167         83        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     27/499      4.32G    0.01605    0.01248   0.007167         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     27/499      4.32G    0.01604    0.01251   0.007147         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     27/499      4.32G    0.01604    0.01251   0.007147         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     27/499      4.32G    0.01603     0.0125   0.007099         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     27/499      4.32G    0.01603     0.0125   0.007099         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     27/499      4.32G    0.01601     0.0125   0.007064         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     27/499      4.32G    0.01601     0.0125   0.007064         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     27/499      4.32G    0.01601    0.01244    0.00707         43        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     27/499      4.32G    0.01601    0.01244    0.00707         43        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     27/499      4.32G    0.01602    0.01246   0.007077         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     27/499      4.32G    0.01602    0.01246   0.007077         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     27/499      4.32G    0.01602    0.01246   0.007037         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     27/499      4.32G    0.01602    0.01246   0.007037         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     27/499      4.32G    0.01599    0.01249    0.00703         88        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     27/499      4.32G    0.01599    0.01249    0.00703         88        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     27/499      4.32G    0.01599    0.01251   0.007018         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     27/499      4.32G    0.01599    0.01251   0.007018         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     27/499      4.32G    0.01596     0.0125    0.00701         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     27/499      4.32G    0.01596     0.0125    0.00701         72        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
     27/499      4.32G    0.01596    0.01247   0.006966         65        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     27/499      4.32G    0.01596    0.01247   0.006966         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     27/499      4.32G    0.01596    0.01245   0.006997         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     27/499      4.32G    0.01596    0.01245   0.006997         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     27/499      4.32G    0.01599    0.01251   0.007019         78        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     27/499      4.32G    0.01599    0.01251   0.007019         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     27/499      4.32G    0.01597    0.01249   0.007001         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     27/499      4.32G    0.01597    0.01249   0.007001         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     27/499      4.32G    0.01598    0.01253   0.007037         86        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     27/499      4.32G    0.01598    0.01253   0.007037         86        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     27/499      4.32G      0.016    0.01256   0.007021         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     27/499      4.32G      0.016    0.01256   0.007021         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     27/499      4.32G    0.01602    0.01258   0.007025         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     27/499      4.32G    0.01602    0.01258   0.007025         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     27/499      4.32G    0.01605    0.01261   0.007023         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     27/499      4.32G    0.01605    0.01261   0.007023         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     27/499      4.32G    0.01605    0.01262   0.007065         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     27/499      4.32G    0.01605    0.01262   0.007065         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     27/499      4.32G    0.01604    0.01264   0.007054         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     27/499      4.32G    0.01604    0.01264   0.007054         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     27/499      4.32G    0.01605    0.01263   0.007063         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     27/499      4.32G    0.01605    0.01263   0.007063         64        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
     27/499      4.32G    0.01606    0.01261   0.007084         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     27/499      4.32G    0.01606    0.01261   0.007084         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     27/499      4.32G    0.01606    0.01265   0.007057         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     27/499      4.32G    0.01606    0.01265   0.007057         80        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     27/499      4.32G    0.01607    0.01265    0.00709         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     27/499      4.32G    0.01607    0.01265    0.00709         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     27/499      4.32G    0.01605    0.01265   0.007117         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     27/499      4.32G    0.01605    0.01265   0.007117         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     27/499      4.32G    0.01605    0.01271   0.007129         89        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     27/499      4.32G    0.01605    0.01271   0.007129         89        640:  50%|#####     | 84/168 [00:15<00:15,  5.31it/s]
     27/499      4.32G    0.01607    0.01271   0.007195         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
     27/499      4.32G    0.01607    0.01271   0.007195         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     27/499      4.32G    0.01606    0.01272    0.00721         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     27/499      4.32G    0.01606    0.01272    0.00721         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     27/499      4.32G    0.01608    0.01275    0.00726         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     27/499      4.32G    0.01608    0.01275    0.00726         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     27/499      4.32G     0.0161    0.01273   0.007305         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     27/499      4.32G     0.0161    0.01273   0.007305         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     27/499      4.32G     0.0161    0.01271   0.007297         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     27/499      4.32G     0.0161    0.01271   0.007297         61        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     27/499      4.32G    0.01609    0.01271   0.007296         80        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     27/499      4.32G    0.01609    0.01271   0.007296         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     27/499      4.32G    0.01607    0.01271   0.007278         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     27/499      4.32G    0.01607    0.01271   0.007278         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
     27/499      4.32G    0.01607     0.0127   0.007313         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
     27/499      4.32G    0.01607     0.0127   0.007313         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     27/499      4.32G    0.01606     0.0127   0.007282         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     27/499      4.32G    0.01606     0.0127   0.007282         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
     27/499      4.32G    0.01603    0.01267   0.007232         56        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
     27/499      4.32G    0.01603    0.01267   0.007232         56        640:  56%|#####5    | 94/168 [00:17<00:14,  5.28it/s]
     27/499      4.32G    0.01601    0.01265    0.00719         59        640:  56%|#####5    | 94/168 [00:17<00:14,  5.28it/s]
     27/499      4.32G    0.01601    0.01265    0.00719         59        640:  57%|#####6    | 95/168 [00:17<00:13,  5.36it/s]
     27/499      4.32G      0.016    0.01265   0.007173         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.36it/s]
     27/499      4.32G      0.016    0.01265   0.007173         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.44it/s]
     27/499      4.32G    0.01598    0.01263   0.007191         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.44it/s]
     27/499      4.32G    0.01598    0.01263   0.007191         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.28it/s]
     27/499      4.32G    0.01597    0.01264    0.00717         81        640:  58%|#####7    | 97/168 [00:18<00:13,  5.28it/s]
     27/499      4.32G    0.01597    0.01264    0.00717         81        640:  58%|#####8    | 98/168 [00:18<00:13,  5.34it/s]
     27/499      4.32G    0.01599    0.01269   0.007156         83        640:  58%|#####8    | 98/168 [00:18<00:13,  5.34it/s]
     27/499      4.32G    0.01599    0.01269   0.007156         83        640:  59%|#####8    | 99/168 [00:18<00:12,  5.42it/s]
     27/499      4.32G      0.016    0.01272   0.007152         85        640:  59%|#####8    | 99/168 [00:18<00:12,  5.42it/s]
     27/499      4.32G      0.016    0.01272   0.007152         85        640:  60%|#####9    | 100/168 [00:18<00:12,  5.28it/s]
     27/499      4.32G    0.01601    0.01272   0.007141         63        640:  60%|#####9    | 100/168 [00:19<00:12,  5.28it/s]
     27/499      4.32G    0.01601    0.01272   0.007141         63        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     27/499      4.32G    0.01604    0.01273   0.007147         68        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     27/499      4.32G    0.01604    0.01273   0.007147         68        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     27/499      4.32G    0.01606    0.01274   0.007162         68        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     27/499      4.32G    0.01606    0.01274   0.007162         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
     27/499      4.32G    0.01605    0.01273   0.007148         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
     27/499      4.32G    0.01605    0.01273   0.007148         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     27/499      4.32G    0.01604    0.01274   0.007127         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     27/499      4.32G    0.01604    0.01274   0.007127         80        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     27/499      4.32G    0.01604    0.01274     0.0071         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     27/499      4.32G    0.01604    0.01274     0.0071         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     27/499      4.32G    0.01602    0.01275   0.007111         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     27/499      4.32G    0.01602    0.01275   0.007111         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     27/499      4.32G    0.01604    0.01276   0.007117         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     27/499      4.32G    0.01604    0.01276   0.007117         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     27/499      4.32G    0.01606    0.01276   0.007108         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     27/499      4.32G    0.01606    0.01276   0.007108         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     27/499      4.32G    0.01606    0.01276   0.007089         75        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     27/499      4.32G    0.01606    0.01276   0.007089         75        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     27/499      4.32G    0.01606    0.01278   0.007087         83        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     27/499      4.32G    0.01606    0.01278   0.007087         83        640:  66%|######6   | 111/168 [00:20<00:10,  5.34it/s]
     27/499      4.32G    0.01607    0.01277   0.007119         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     27/499      4.32G    0.01607    0.01277   0.007119         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     27/499      4.32G    0.01608    0.01279   0.007171         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     27/499      4.32G    0.01608    0.01279   0.007171         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     27/499      4.32G    0.01608    0.01277   0.007167         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     27/499      4.32G    0.01608    0.01277   0.007167         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
     27/499      4.32G    0.01607    0.01279   0.007163         86        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
     27/499      4.32G    0.01607    0.01279   0.007163         86        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     27/499      4.32G    0.01609    0.01279   0.007163         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     27/499      4.32G    0.01609    0.01279   0.007163         76        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
     27/499      4.32G    0.01607    0.01278   0.007162         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     27/499      4.32G    0.01607    0.01278   0.007162         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.40it/s]
     27/499      4.32G    0.01606    0.01278   0.007174         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.40it/s]
     27/499      4.32G    0.01606    0.01278   0.007174         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.26it/s]
     27/499      4.32G    0.01605    0.01276   0.007176         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.26it/s]
     27/499      4.32G    0.01605    0.01276   0.007176         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
     27/499      4.32G    0.01606    0.01278   0.007157         83        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
     27/499      4.32G    0.01606    0.01278   0.007157         83        640:  71%|#######1  | 120/168 [00:22<00:08,  5.42it/s]
     27/499      4.32G    0.01606    0.01276    0.00719         54        640:  71%|#######1  | 120/168 [00:22<00:08,  5.42it/s]
     27/499      4.32G    0.01606    0.01276    0.00719         54        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
     27/499      4.32G    0.01603    0.01275   0.007199         61        640:  72%|#######2  | 121/168 [00:23<00:08,  5.26it/s]
     27/499      4.32G    0.01603    0.01275   0.007199         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     27/499      4.32G    0.01603    0.01275   0.007184         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     27/499      4.32G    0.01603    0.01275   0.007184         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
     27/499      4.32G    0.01604    0.01275   0.007188         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
     27/499      4.32G    0.01604    0.01275   0.007188         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.29it/s]
     27/499      4.32G    0.01603    0.01274   0.007156         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.29it/s]
     27/499      4.32G    0.01603    0.01274   0.007156         63        640:  74%|#######4  | 125/168 [00:23<00:07,  5.38it/s]
     27/499      4.32G    0.01605    0.01272   0.007122         50        640:  74%|#######4  | 125/168 [00:23<00:07,  5.38it/s]
     27/499      4.32G    0.01605    0.01272   0.007122         50        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
     27/499      4.32G    0.01604    0.01269   0.007105         56        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
     27/499      4.32G    0.01604    0.01269   0.007105         56        640:  76%|#######5  | 127/168 [00:23<00:07,  5.23it/s]
     27/499      4.32G    0.01604    0.01271   0.007099         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     27/499      4.32G    0.01604    0.01271   0.007099         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     27/499      4.32G    0.01603    0.01269   0.007093         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     27/499      4.32G    0.01603    0.01269   0.007093         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     27/499      4.32G    0.01603    0.01268   0.007082         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     27/499      4.32G    0.01603    0.01268   0.007082         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
     27/499      4.32G    0.01603    0.01268    0.00712         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
     27/499      4.32G    0.01603    0.01268    0.00712         59        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     27/499      4.32G    0.01603    0.01268   0.007124         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     27/499      4.32G    0.01603    0.01268   0.007124         67        640:  79%|#######8  | 132/168 [00:24<00:06,  5.40it/s]
     27/499      4.32G    0.01603    0.01269   0.007128         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.40it/s]
     27/499      4.32G    0.01603    0.01269   0.007128         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.26it/s]
     27/499      4.32G    0.01604    0.01268    0.00713         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.26it/s]
     27/499      4.32G    0.01604    0.01268    0.00713         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     27/499      4.32G    0.01604    0.01269   0.007114         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     27/499      4.32G    0.01604    0.01269   0.007114         71        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     27/499      4.32G    0.01603     0.0127   0.007104         85        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     27/499      4.32G    0.01603     0.0127   0.007104         85        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     27/499      4.32G    0.01604    0.01272   0.007139         77        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     27/499      4.32G    0.01604    0.01272   0.007139         77        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
     27/499      4.32G    0.01603    0.01271   0.007145         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     27/499      4.32G    0.01603    0.01271   0.007145         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     27/499      4.32G    0.01602    0.01269   0.007163         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     27/499      4.32G    0.01602    0.01269   0.007163         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
     27/499      4.32G    0.01602    0.01269   0.007137         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
     27/499      4.32G    0.01602    0.01269   0.007137         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
     27/499      4.32G    0.01602    0.01269    0.00714         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
     27/499      4.32G    0.01602    0.01269    0.00714         75        640:  84%|########3 | 141/168 [00:26<00:04,  5.42it/s]
     27/499      4.32G    0.01601    0.01268   0.007127         77        640:  84%|########3 | 141/168 [00:26<00:04,  5.42it/s]
     27/499      4.32G    0.01601    0.01268   0.007127         77        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
     27/499      4.32G    0.01601    0.01267   0.007117         55        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
     27/499      4.32G    0.01601    0.01267   0.007117         55        640:  85%|########5 | 143/168 [00:26<00:04,  5.34it/s]
     27/499      4.32G      0.016    0.01266   0.007089         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
     27/499      4.32G      0.016    0.01266   0.007089         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
     27/499      4.32G      0.016    0.01266   0.007096         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
     27/499      4.32G      0.016    0.01266   0.007096         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     27/499      4.32G      0.016    0.01266   0.007074         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     27/499      4.32G      0.016    0.01266   0.007074         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     27/499      4.32G      0.016    0.01266   0.007056         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     27/499      4.32G      0.016    0.01266   0.007056         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     27/499      4.32G      0.016    0.01265   0.007063         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     27/499      4.32G      0.016    0.01265   0.007063         73        640:  88%|########8 | 148/168 [00:27<00:03,  5.22it/s]
     27/499      4.32G      0.016    0.01266   0.007066         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     27/499      4.32G      0.016    0.01266   0.007066         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     27/499      4.32G    0.01599    0.01265   0.007051         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     27/499      4.32G    0.01599    0.01265   0.007051         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     27/499      4.32G      0.016    0.01264   0.007049         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     27/499      4.32G      0.016    0.01264   0.007049         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     27/499      4.32G    0.01601    0.01263   0.007065         55        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     27/499      4.32G    0.01601    0.01263   0.007065         55        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     27/499      4.32G    0.01601    0.01263   0.007083         70        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     27/499      4.32G    0.01601    0.01263   0.007083         70        640:  91%|#########1| 153/168 [00:28<00:02,  5.35it/s]
     27/499      4.32G    0.01601    0.01262   0.007091         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     27/499      4.32G    0.01601    0.01262   0.007091         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     27/499      4.32G    0.01599     0.0126     0.0071         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     27/499      4.32G    0.01599     0.0126     0.0071         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     27/499      4.32G    0.01599    0.01259   0.007087         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     27/499      4.32G    0.01599    0.01259   0.007087         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     27/499      4.32G    0.01598    0.01258   0.007071         55        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     27/499      4.32G    0.01598    0.01258   0.007071         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.07it/s]
     27/499      4.32G    0.01597    0.01256   0.007076         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.07it/s]
     27/499      4.32G    0.01597    0.01256   0.007076         64        640:  94%|#########4| 158/168 [00:29<00:01,  5.15it/s]
     27/499      4.32G    0.01598    0.01257   0.007069         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.15it/s]
     27/499      4.32G    0.01598    0.01257   0.007069         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.23it/s]
     27/499      4.32G    0.01599    0.01258   0.007059         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.23it/s]
     27/499      4.32G    0.01599    0.01258   0.007059         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     27/499      4.32G      0.016    0.01257   0.007081         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     27/499      4.32G      0.016    0.01257   0.007081         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     27/499      4.32G    0.01599    0.01256   0.007088         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     27/499      4.32G    0.01599    0.01256   0.007088         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
     27/499      4.32G      0.016    0.01257   0.007084         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
     27/499      4.32G      0.016    0.01257   0.007084         75        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
     27/499      4.32G    0.01601    0.01259   0.007075         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
     27/499      4.32G    0.01601    0.01259   0.007075         77        640:  98%|#########7| 164/168 [00:30<00:00,  5.26it/s]
     27/499      4.32G      0.016    0.01259   0.007073         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     27/499      4.32G      0.016    0.01259   0.007073         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     27/499      4.32G      0.016     0.0126   0.007048         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     27/499      4.32G      0.016     0.0126   0.007048         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     27/499      4.32G    0.01602     0.0126   0.007031         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     27/499      4.32G    0.01602     0.0126   0.007031         64        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     27/499      4.32G    0.01602    0.01258   0.007093         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     27/499      4.32G    0.01602    0.01258   0.007093         30        640: 100%|##########| 168/168 [00:31<00:00,  5.41it/s]
     27/499      4.32G    0.01602    0.01258   0.007093         30        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.863       0.86      0.869       0.71

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     28/499      4.32G    0.01614    0.01187   0.007921         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
     28/499      4.32G    0.01614    0.01187   0.007921         68        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     28/499      4.32G    0.01693    0.01281   0.007306         71        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     28/499      4.32G    0.01693    0.01281   0.007306         71        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     28/499      4.32G    0.01677    0.01326   0.007412         80        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     28/499      4.32G    0.01677    0.01326   0.007412         80        640:   2%|1         | 3/168 [00:00<00:31,  5.25it/s]
     28/499      4.32G    0.01654    0.01331   0.007424         77        640:   2%|1         | 3/168 [00:00<00:31,  5.25it/s]
     28/499      4.32G    0.01654    0.01331   0.007424         77        640:   2%|2         | 4/168 [00:00<00:32,  5.04it/s]
     28/499      4.32G    0.01658    0.01307   0.007287         63        640:   2%|2         | 4/168 [00:00<00:32,  5.04it/s]
     28/499      4.32G    0.01658    0.01307   0.007287         63        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
     28/499      4.32G    0.01701     0.0131   0.006923         72        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
     28/499      4.32G    0.01701     0.0131   0.006923         72        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
     28/499      4.32G    0.01694     0.0131   0.006636         70        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
     28/499      4.32G    0.01694     0.0131   0.006636         70        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     28/499      4.32G    0.01691     0.0132   0.007179         78        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     28/499      4.32G    0.01691     0.0132   0.007179         78        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     28/499      4.32G    0.01671    0.01334   0.007305         77        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     28/499      4.32G    0.01671    0.01334   0.007305         77        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     28/499      4.32G    0.01656    0.01333   0.007102         70        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     28/499      4.32G    0.01656    0.01333   0.007102         70        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     28/499      4.32G    0.01656    0.01312   0.007458         70        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     28/499      4.32G    0.01656    0.01312   0.007458         70        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     28/499      4.32G    0.01657    0.01323   0.007169         86        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     28/499      4.32G    0.01657    0.01323   0.007169         86        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     28/499      4.32G    0.01658    0.01324   0.007065         72        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     28/499      4.32G    0.01658    0.01324   0.007065         72        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     28/499      4.32G    0.01648    0.01331   0.006943         76        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     28/499      4.32G    0.01648    0.01331   0.006943         76        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
     28/499      4.32G    0.01629    0.01308   0.006846         60        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
     28/499      4.32G    0.01629    0.01308   0.006846         60        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
     28/499      4.32G    0.01611    0.01297   0.006752         69        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
     28/499      4.32G    0.01611    0.01297   0.006752         69        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     28/499      4.32G    0.01617    0.01299   0.006836         70        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     28/499      4.32G    0.01617    0.01299   0.006836         70        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     28/499      4.32G    0.01615    0.01303   0.006694         79        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     28/499      4.32G    0.01615    0.01303   0.006694         79        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     28/499      4.32G    0.01618    0.01306   0.006735         82        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     28/499      4.32G    0.01618    0.01306   0.006735         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     28/499      4.32G    0.01614    0.01288   0.006952         56        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     28/499      4.32G    0.01614    0.01288   0.006952         56        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     28/499      4.32G      0.016    0.01273   0.006848         56        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     28/499      4.32G      0.016    0.01273   0.006848         56        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
     28/499      4.32G      0.016    0.01274   0.006964         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     28/499      4.32G      0.016    0.01274   0.006964         76        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     28/499      4.32G    0.01599    0.01267   0.006964         67        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     28/499      4.32G    0.01599    0.01267   0.006964         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     28/499      4.32G    0.01603    0.01263   0.006848         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     28/499      4.32G    0.01603    0.01263   0.006848         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     28/499      4.32G    0.01595    0.01268   0.006872         90        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     28/499      4.32G    0.01595    0.01268   0.006872         90        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     28/499      4.32G    0.01587    0.01263   0.006932         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     28/499      4.32G    0.01587    0.01263   0.006932         68        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
     28/499      4.32G    0.01586    0.01273   0.006827         90        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
     28/499      4.32G    0.01586    0.01273   0.006827         90        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     28/499      4.32G    0.01584    0.01266   0.006723         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     28/499      4.32G    0.01584    0.01266   0.006723         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     28/499      4.32G    0.01583    0.01268   0.006804         84        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     28/499      4.32G    0.01583    0.01268   0.006804         84        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     28/499      4.32G    0.01588    0.01269   0.006732         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     28/499      4.32G    0.01588    0.01269   0.006732         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     28/499      4.32G    0.01589     0.0127   0.006803         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     28/499      4.32G    0.01589     0.0127   0.006803         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     28/499      4.32G    0.01591    0.01266   0.007116         58        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     28/499      4.32G    0.01591    0.01266   0.007116         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     28/499      4.32G    0.01588    0.01271   0.007153         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     28/499      4.32G    0.01588    0.01271   0.007153         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     28/499      4.32G    0.01589    0.01271   0.007153         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     28/499      4.32G    0.01589    0.01271   0.007153         68        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
     28/499      4.32G    0.01588    0.01268   0.007192         66        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
     28/499      4.32G    0.01588    0.01268   0.007192         66        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     28/499      4.32G    0.01589    0.01262    0.00715         58        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     28/499      4.32G    0.01589    0.01262    0.00715         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     28/499      4.32G    0.01586    0.01251   0.007159         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     28/499      4.32G    0.01586    0.01251   0.007159         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     28/499      4.32G    0.01584     0.0125   0.007183         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     28/499      4.32G    0.01584     0.0125   0.007183         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     28/499      4.32G    0.01583    0.01248   0.007064         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     28/499      4.32G    0.01583    0.01248   0.007064         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     28/499      4.32G    0.01582    0.01249    0.00699         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     28/499      4.32G    0.01582    0.01249    0.00699         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     28/499      4.32G    0.01581    0.01251   0.006933         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     28/499      4.32G    0.01581    0.01251   0.006933         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     28/499      4.32G    0.01583    0.01255   0.007034         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     28/499      4.32G    0.01583    0.01255   0.007034         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
     28/499      4.32G    0.01581    0.01254   0.006948         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
     28/499      4.32G    0.01581    0.01254   0.006948         62        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     28/499      4.32G     0.0158    0.01256   0.006981         72        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     28/499      4.32G     0.0158    0.01256   0.006981         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     28/499      4.32G    0.01582    0.01256   0.006948         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     28/499      4.32G    0.01582    0.01256   0.006948         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
     28/499      4.32G    0.01578    0.01255   0.006855         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
     28/499      4.32G    0.01578    0.01255   0.006855         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
     28/499      4.32G    0.01581    0.01259   0.006763         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
     28/499      4.32G    0.01581    0.01259   0.006763         74        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     28/499      4.32G    0.01578    0.01257   0.006747         58        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     28/499      4.32G    0.01578    0.01257   0.006747         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     28/499      4.32G     0.0158    0.01259   0.006713         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     28/499      4.32G     0.0158    0.01259   0.006713         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     28/499      4.32G    0.01575    0.01254   0.006813         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     28/499      4.32G    0.01575    0.01254   0.006813         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     28/499      4.32G    0.01573    0.01251   0.006734         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     28/499      4.32G    0.01573    0.01251   0.006734         66        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     28/499      4.32G    0.01571     0.0126   0.006674        107        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     28/499      4.32G    0.01571     0.0126   0.006674        107        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
     28/499      4.32G    0.01571    0.01262   0.006621         86        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
     28/499      4.32G    0.01571    0.01262   0.006621         86        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     28/499      4.32G    0.01568     0.0126   0.006655         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     28/499      4.32G    0.01568     0.0126   0.006655         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     28/499      4.32G    0.01568    0.01258   0.006642         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     28/499      4.32G    0.01568    0.01258   0.006642         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     28/499      4.32G    0.01573    0.01263   0.006659         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     28/499      4.32G    0.01573    0.01263   0.006659         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     28/499      4.32G    0.01576     0.0126    0.00667         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     28/499      4.32G    0.01576     0.0126    0.00667         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
     28/499      4.32G    0.01575    0.01263   0.006626         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.39it/s]
     28/499      4.32G    0.01575    0.01263   0.006626         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     28/499      4.32G    0.01573    0.01262   0.006581         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     28/499      4.32G    0.01573    0.01262   0.006581         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     28/499      4.32G    0.01572    0.01264   0.006597         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     28/499      4.32G    0.01572    0.01264   0.006597         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     28/499      4.32G    0.01574    0.01264   0.006523         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     28/499      4.32G    0.01574    0.01264   0.006523         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     28/499      4.32G    0.01573    0.01265   0.006507         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     28/499      4.32G    0.01573    0.01265   0.006507         72        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
     28/499      4.32G    0.01569    0.01263    0.00654         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
     28/499      4.32G    0.01569    0.01263    0.00654         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     28/499      4.32G    0.01569    0.01263   0.006508         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     28/499      4.32G    0.01569    0.01263   0.006508         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     28/499      4.32G    0.01569    0.01263    0.00643         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     28/499      4.32G    0.01569    0.01263    0.00643         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     28/499      4.32G     0.0157    0.01262   0.006451         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     28/499      4.32G     0.0157    0.01262   0.006451         63        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     28/499      4.32G    0.01569    0.01263   0.006523         74        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     28/499      4.32G    0.01569    0.01263   0.006523         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     28/499      4.32G    0.01568    0.01264   0.006501         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     28/499      4.32G    0.01568    0.01264   0.006501         66        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
     28/499      4.32G    0.01569    0.01262   0.006485         66        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     28/499      4.32G    0.01569    0.01262   0.006485         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     28/499      4.32G     0.0157    0.01264   0.006474         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     28/499      4.32G     0.0157    0.01264   0.006474         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     28/499      4.32G    0.01569    0.01264   0.006458         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     28/499      4.32G    0.01569    0.01264   0.006458         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     28/499      4.32G    0.01565    0.01262   0.006464         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     28/499      4.32G    0.01565    0.01262   0.006464         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     28/499      4.32G    0.01565    0.01266   0.006447         88        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     28/499      4.32G    0.01565    0.01266   0.006447         88        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     28/499      4.32G    0.01564    0.01264    0.00652         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     28/499      4.32G    0.01564    0.01264    0.00652         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     28/499      4.32G    0.01563    0.01265   0.006472         81        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     28/499      4.32G    0.01563    0.01265   0.006472         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
     28/499      4.32G    0.01563    0.01264   0.006466         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
     28/499      4.32G    0.01563    0.01264   0.006466         71        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
     28/499      4.32G    0.01563    0.01263   0.006435         70        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
     28/499      4.32G    0.01563    0.01263   0.006435         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     28/499      4.32G    0.01562    0.01264   0.006426         82        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     28/499      4.32G    0.01562    0.01264   0.006426         82        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
     28/499      4.32G    0.01561    0.01262   0.006436         66        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
     28/499      4.32G    0.01561    0.01262   0.006436         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     28/499      4.32G    0.01558    0.01258   0.006403         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     28/499      4.32G    0.01558    0.01258   0.006403         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     28/499      4.32G    0.01559    0.01258   0.006436         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     28/499      4.32G    0.01559    0.01258   0.006436         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
     28/499      4.32G    0.01557    0.01257   0.006404         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
     28/499      4.32G    0.01557    0.01257   0.006404         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     28/499      4.32G    0.01556    0.01254   0.006398         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     28/499      4.32G    0.01556    0.01254   0.006398         57        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     28/499      4.32G    0.01557    0.01252   0.006418         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     28/499      4.32G    0.01557    0.01252   0.006418         62        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
     28/499      4.32G    0.01559    0.01251   0.006468         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
     28/499      4.32G    0.01559    0.01251   0.006468         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     28/499      4.32G    0.01559    0.01251   0.006428         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     28/499      4.32G    0.01559    0.01251   0.006428         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     28/499      4.32G    0.01559    0.01252   0.006444         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     28/499      4.32G    0.01559    0.01252   0.006444         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     28/499      4.32G    0.01559    0.01252   0.006458         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     28/499      4.32G    0.01559    0.01252   0.006458         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     28/499      4.32G    0.01561    0.01255   0.006512         82        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     28/499      4.32G    0.01561    0.01255   0.006512         82        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     28/499      4.32G    0.01561     0.0125   0.006502         48        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     28/499      4.32G    0.01561     0.0125   0.006502         48        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
     28/499      4.32G    0.01561    0.01251   0.006465         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
     28/499      4.32G    0.01561    0.01251   0.006465         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     28/499      4.32G     0.0156    0.01251    0.00649         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     28/499      4.32G     0.0156    0.01251    0.00649         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     28/499      4.32G    0.01559     0.0125   0.006449         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     28/499      4.32G    0.01559     0.0125   0.006449         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     28/499      4.32G    0.01558    0.01249   0.006458         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     28/499      4.32G    0.01558    0.01249   0.006458         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     28/499      4.32G    0.01557    0.01248   0.006458         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
     28/499      4.32G    0.01557    0.01248   0.006458         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     28/499      4.32G    0.01556    0.01247   0.006469         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     28/499      4.32G    0.01556    0.01247   0.006469         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
     28/499      4.32G     0.0156    0.01247   0.006471         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
     28/499      4.32G     0.0156    0.01247   0.006471         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
     28/499      4.32G     0.0156    0.01247   0.006468         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
     28/499      4.32G     0.0156    0.01247   0.006468         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.35it/s]
     28/499      4.32G    0.01559    0.01246   0.006504         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.35it/s]
     28/499      4.32G    0.01559    0.01246   0.006504         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
     28/499      4.32G    0.01559    0.01246   0.006475         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
     28/499      4.32G    0.01559    0.01246   0.006475         70        640:  60%|#####9    | 100/168 [00:18<00:12,  5.25it/s]
     28/499      4.32G    0.01558    0.01249   0.006511         77        640:  60%|#####9    | 100/168 [00:19<00:12,  5.25it/s]
     28/499      4.32G    0.01558    0.01249   0.006511         77        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
     28/499      4.32G    0.01559    0.01249   0.006523         57        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
     28/499      4.32G    0.01559    0.01249   0.006523         57        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     28/499      4.32G    0.01562    0.01249   0.006522         62        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     28/499      4.32G    0.01562    0.01249   0.006522         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     28/499      4.32G    0.01562     0.0125   0.006533         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     28/499      4.32G    0.01562     0.0125   0.006533         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     28/499      4.32G    0.01563    0.01248   0.006535         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     28/499      4.32G    0.01563    0.01248   0.006535         59        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
     28/499      4.32G    0.01561    0.01248   0.006527         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
     28/499      4.32G    0.01561    0.01248   0.006527         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     28/499      4.32G     0.0156    0.01245   0.006543         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     28/499      4.32G     0.0156    0.01245   0.006543         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     28/499      4.32G     0.0156    0.01244   0.006556         50        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     28/499      4.32G     0.0156    0.01244   0.006556         50        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     28/499      4.32G     0.0156    0.01245    0.00653         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     28/499      4.32G     0.0156    0.01245    0.00653         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     28/499      4.32G    0.01561    0.01246   0.006527         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     28/499      4.32G    0.01561    0.01246   0.006527         79        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     28/499      4.32G     0.0156    0.01247   0.006523         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     28/499      4.32G     0.0156    0.01247   0.006523         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     28/499      4.32G    0.01559    0.01247   0.006517         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     28/499      4.32G    0.01559    0.01247   0.006517         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     28/499      4.32G    0.01559    0.01248   0.006485         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     28/499      4.32G    0.01559    0.01248   0.006485         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     28/499      4.32G     0.0156    0.01252   0.006502         82        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     28/499      4.32G     0.0156    0.01252   0.006502         82        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     28/499      4.32G    0.01558    0.01251   0.006485         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     28/499      4.32G    0.01558    0.01251   0.006485         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
     28/499      4.32G    0.01559     0.0125   0.006487         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
     28/499      4.32G    0.01559     0.0125   0.006487         64        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
     28/499      4.32G    0.01558    0.01249   0.006506         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     28/499      4.32G    0.01558    0.01249   0.006506         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     28/499      4.32G    0.01559    0.01251    0.00652         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     28/499      4.32G    0.01559    0.01251    0.00652         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     28/499      4.32G     0.0156     0.0125   0.006488         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     28/499      4.32G     0.0156     0.0125   0.006488         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     28/499      4.32G     0.0156    0.01249   0.006476         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     28/499      4.32G     0.0156    0.01249   0.006476         67        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     28/499      4.32G     0.0156     0.0125   0.006454         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     28/499      4.32G     0.0156     0.0125   0.006454         80        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     28/499      4.32G     0.0156    0.01248   0.006432         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     28/499      4.32G     0.0156    0.01248   0.006432         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     28/499      4.32G    0.01562     0.0125   0.006448         81        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     28/499      4.32G    0.01562     0.0125   0.006448         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     28/499      4.32G    0.01562    0.01249   0.006444         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     28/499      4.32G    0.01562    0.01249   0.006444         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
     28/499      4.32G    0.01561    0.01249   0.006443         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
     28/499      4.32G    0.01561    0.01249   0.006443         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     28/499      4.32G    0.01564    0.01249   0.006427         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     28/499      4.32G    0.01564    0.01249   0.006427         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     28/499      4.32G    0.01563    0.01249   0.006412         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     28/499      4.32G    0.01563    0.01249   0.006412         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     28/499      4.32G    0.01564     0.0125   0.006437         82        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     28/499      4.32G    0.01564     0.0125   0.006437         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     28/499      4.32G    0.01563    0.01248   0.006409         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     28/499      4.32G    0.01563    0.01248   0.006409         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     28/499      4.32G    0.01564    0.01248   0.006401         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     28/499      4.32G    0.01564    0.01248   0.006401         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     28/499      4.32G    0.01565     0.0125   0.006415         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     28/499      4.32G    0.01565     0.0125   0.006415         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     28/499      4.32G    0.01566    0.01249   0.006402         64        640:  78%|#######7  | 131/168 [00:25<00:06,  5.31it/s]
     28/499      4.32G    0.01566    0.01249   0.006402         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     28/499      4.32G    0.01566     0.0125   0.006416         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     28/499      4.32G    0.01566     0.0125   0.006416         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     28/499      4.32G    0.01566    0.01249   0.006411         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     28/499      4.32G    0.01566    0.01249   0.006411         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     28/499      4.32G    0.01566    0.01252   0.006423         80        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     28/499      4.32G    0.01566    0.01252   0.006423         80        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     28/499      4.32G    0.01567    0.01251   0.006391         66        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     28/499      4.32G    0.01567    0.01251   0.006391         66        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     28/499      4.32G    0.01566    0.01253   0.006398         85        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     28/499      4.32G    0.01566    0.01253   0.006398         85        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
     28/499      4.32G    0.01566    0.01254   0.006393         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
     28/499      4.32G    0.01566    0.01254   0.006393         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     28/499      4.32G    0.01569    0.01256   0.006385         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     28/499      4.32G    0.01569    0.01256   0.006385         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     28/499      4.32G    0.01568    0.01255   0.006384         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     28/499      4.32G    0.01568    0.01255   0.006384         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     28/499      4.32G    0.01567    0.01254   0.006357         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     28/499      4.32G    0.01567    0.01254   0.006357         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     28/499      4.32G    0.01567    0.01253   0.006349         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     28/499      4.32G    0.01567    0.01253   0.006349         63        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
     28/499      4.32G    0.01566    0.01252   0.006349         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     28/499      4.32G    0.01566    0.01252   0.006349         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     28/499      4.32G    0.01567    0.01254   0.006367         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     28/499      4.32G    0.01567    0.01254   0.006367         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     28/499      4.32G    0.01568    0.01254   0.006358         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     28/499      4.32G    0.01568    0.01254   0.006358         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     28/499      4.32G    0.01566    0.01252   0.006391         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     28/499      4.32G    0.01566    0.01252   0.006391         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     28/499      4.32G    0.01565     0.0125   0.006382         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     28/499      4.32G    0.01565     0.0125   0.006382         57        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
     28/499      4.32G    0.01566    0.01251   0.006389         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
     28/499      4.32G    0.01566    0.01251   0.006389         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     28/499      4.32G    0.01565    0.01249   0.006374         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     28/499      4.32G    0.01565    0.01249   0.006374         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     28/499      4.32G    0.01567     0.0125   0.006385         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     28/499      4.32G    0.01567     0.0125   0.006385         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     28/499      4.32G    0.01565    0.01251   0.006383         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     28/499      4.32G    0.01565    0.01251   0.006383         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
     28/499      4.32G    0.01565    0.01249   0.006373         53        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
     28/499      4.32G    0.01565    0.01249   0.006373         53        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
     28/499      4.32G    0.01567    0.01247   0.006382         58        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
     28/499      4.32G    0.01567    0.01247   0.006382         58        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
     28/499      4.32G    0.01567    0.01248   0.006365         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
     28/499      4.32G    0.01567    0.01248   0.006365         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     28/499      4.32G    0.01569    0.01249   0.006383         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     28/499      4.32G    0.01569    0.01249   0.006383         85        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
     28/499      4.32G    0.01568    0.01248   0.006369         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
     28/499      4.32G    0.01568    0.01248   0.006369         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
     28/499      4.32G    0.01569    0.01247   0.006351         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
     28/499      4.32G    0.01569    0.01247   0.006351         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     28/499      4.32G    0.01569    0.01247   0.006343         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     28/499      4.32G    0.01569    0.01247   0.006343         60        640:  94%|#########4| 158/168 [00:29<00:01,  5.24it/s]
     28/499      4.32G    0.01569    0.01248   0.006357         85        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     28/499      4.32G    0.01569    0.01248   0.006357         85        640:  95%|#########4| 159/168 [00:30<00:01,  5.23it/s]
     28/499      4.32G    0.01569    0.01248   0.006351         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.23it/s]
     28/499      4.32G    0.01569    0.01248   0.006351         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
     28/499      4.32G     0.0157    0.01248   0.006344         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
     28/499      4.32G     0.0157    0.01248   0.006344         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     28/499      4.32G    0.01569    0.01248   0.006338         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     28/499      4.32G    0.01569    0.01248   0.006338         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.26it/s]
     28/499      4.32G     0.0157    0.01248   0.006346         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.26it/s]
     28/499      4.32G     0.0157    0.01248   0.006346         59        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
     28/499      4.32G     0.0157    0.01248    0.00634         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     28/499      4.32G     0.0157    0.01248    0.00634         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     28/499      4.32G    0.01569    0.01247    0.00634         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     28/499      4.32G    0.01569    0.01247    0.00634         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     28/499      4.32G    0.01571    0.01247   0.006317         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     28/499      4.32G    0.01571    0.01247   0.006317         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     28/499      4.32G    0.01571    0.01248    0.00633         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     28/499      4.32G    0.01571    0.01248    0.00633         78        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     28/499      4.32G     0.0157    0.01247   0.006309         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     28/499      4.32G     0.0157    0.01247   0.006309         27        640: 100%|##########| 168/168 [00:31<00:00,  5.42it/s]
     28/499      4.32G     0.0157    0.01247   0.006309         27        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.818      0.846      0.877      0.721

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     29/499      4.32G    0.01519    0.01523   0.006014         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
     29/499      4.32G    0.01519    0.01523   0.006014         76        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     29/499      4.32G    0.01551    0.01379   0.006709         69        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     29/499      4.32G    0.01551    0.01379   0.006709         69        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
     29/499      4.32G    0.01545    0.01304   0.006653         66        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
     29/499      4.32G    0.01545    0.01304   0.006653         66        640:   2%|1         | 3/168 [00:00<00:30,  5.32it/s]
     29/499      4.32G    0.01568     0.0122   0.007215         61        640:   2%|1         | 3/168 [00:00<00:30,  5.32it/s]
     29/499      4.32G    0.01568     0.0122   0.007215         61        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     29/499      4.32G    0.01542    0.01179   0.007071         71        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     29/499      4.32G    0.01542    0.01179   0.007071         71        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
     29/499      4.32G    0.01555    0.01218   0.006877         77        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
     29/499      4.32G    0.01555    0.01218   0.006877         77        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
     29/499      4.32G    0.01554    0.01221    0.00682         69        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
     29/499      4.32G    0.01554    0.01221    0.00682         69        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
     29/499      4.32G    0.01567    0.01237   0.006587         69        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
     29/499      4.32G    0.01567    0.01237   0.006587         69        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     29/499      4.32G    0.01554    0.01193   0.007303         48        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     29/499      4.32G    0.01554    0.01193   0.007303         48        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     29/499      4.32G    0.01552    0.01199   0.007432         68        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     29/499      4.32G    0.01552    0.01199   0.007432         68        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     29/499      4.32G    0.01557    0.01186    0.00781         54        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     29/499      4.32G    0.01557    0.01186    0.00781         54        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     29/499      4.32G    0.01565    0.01195   0.007868         65        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     29/499      4.32G    0.01565    0.01195   0.007868         65        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     29/499      4.32G    0.01581    0.01221   0.007932         82        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     29/499      4.32G    0.01581    0.01221   0.007932         82        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     29/499      4.32G    0.01578    0.01229   0.007763         78        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     29/499      4.32G    0.01578    0.01229   0.007763         78        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     29/499      4.32G    0.01578    0.01215   0.007517         59        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     29/499      4.32G    0.01578    0.01215   0.007517         59        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     29/499      4.32G    0.01568    0.01222   0.007325         85        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     29/499      4.32G    0.01568    0.01222   0.007325         85        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     29/499      4.32G    0.01584    0.01222   0.007128         59        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     29/499      4.32G    0.01584    0.01222   0.007128         59        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     29/499      4.32G    0.01594    0.01217   0.006995         50        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     29/499      4.32G    0.01594    0.01217   0.006995         50        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     29/499      4.32G    0.01603    0.01223   0.007015         76        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     29/499      4.32G    0.01603    0.01223   0.007015         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     29/499      4.32G     0.0162    0.01235    0.00705         75        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     29/499      4.32G     0.0162    0.01235    0.00705         75        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     29/499      4.32G    0.01625     0.0124    0.00687         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     29/499      4.32G    0.01625     0.0124    0.00687         77        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
     29/499      4.32G    0.01627    0.01243   0.006934         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     29/499      4.32G    0.01627    0.01243   0.006934         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     29/499      4.32G    0.01625    0.01248   0.006869         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     29/499      4.32G    0.01625    0.01248   0.006869         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     29/499      4.32G    0.01625    0.01245   0.006828         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     29/499      4.32G    0.01625    0.01245   0.006828         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     29/499      4.32G    0.01623    0.01244   0.006907         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     29/499      4.32G    0.01623    0.01244   0.006907         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     29/499      4.32G    0.01621    0.01238    0.00688         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     29/499      4.32G    0.01621    0.01238    0.00688         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     29/499      4.32G    0.01627    0.01243    0.00684         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     29/499      4.32G    0.01627    0.01243    0.00684         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     29/499      4.32G    0.01624    0.01248   0.006912         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     29/499      4.32G    0.01624    0.01248   0.006912         78        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     29/499      4.32G    0.01618    0.01243   0.006872         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     29/499      4.32G    0.01618    0.01243   0.006872         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     29/499      4.32G    0.01623    0.01238    0.00693         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     29/499      4.32G    0.01623    0.01238    0.00693         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     29/499      4.32G    0.01622    0.01232    0.00704         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     29/499      4.32G    0.01622    0.01232    0.00704         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     29/499      4.32G    0.01615    0.01222   0.006906         46        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     29/499      4.32G    0.01615    0.01222   0.006906         46        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     29/499      4.32G    0.01607    0.01221   0.006791         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     29/499      4.32G    0.01607    0.01221   0.006791         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     29/499      4.32G    0.01604    0.01222   0.006799         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     29/499      4.32G    0.01604    0.01222   0.006799         69        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     29/499      4.32G    0.01606    0.01218   0.006885         56        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     29/499      4.32G    0.01606    0.01218   0.006885         56        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     29/499      4.32G     0.0161    0.01217   0.006922         61        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     29/499      4.32G     0.0161    0.01217   0.006922         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     29/499      4.32G    0.01612    0.01214   0.006934         60        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     29/499      4.32G    0.01612    0.01214   0.006934         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     29/499      4.32G    0.01621    0.01219   0.007025         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     29/499      4.32G    0.01621    0.01219   0.007025         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     29/499      4.32G    0.01622    0.01233   0.007028         95        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     29/499      4.32G    0.01622    0.01233   0.007028         95        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     29/499      4.32G    0.01617    0.01233   0.006972         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     29/499      4.32G    0.01617    0.01233   0.006972         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     29/499      4.32G    0.01612    0.01232   0.006972         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     29/499      4.32G    0.01612    0.01232   0.006972         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     29/499      4.32G    0.01611    0.01232    0.00699         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     29/499      4.32G    0.01611    0.01232    0.00699         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
     29/499      4.32G    0.01612    0.01235   0.006997         78        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
     29/499      4.32G    0.01612    0.01235   0.006997         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     29/499      4.32G    0.01618    0.01233   0.006945         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     29/499      4.32G    0.01618    0.01233   0.006945         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     29/499      4.32G    0.01618    0.01229   0.006891         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     29/499      4.32G    0.01618    0.01229   0.006891         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     29/499      4.32G    0.01619    0.01228   0.006837         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     29/499      4.32G    0.01619    0.01228   0.006837         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     29/499      4.32G    0.01619     0.0123   0.006854         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     29/499      4.32G    0.01619     0.0123   0.006854         75        640:  28%|##7       | 47/168 [00:08<00:22,  5.26it/s]
     29/499      4.32G    0.01617    0.01229   0.006877         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
     29/499      4.32G    0.01617    0.01229   0.006877         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     29/499      4.32G    0.01616    0.01235   0.006853         84        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     29/499      4.32G    0.01616    0.01235   0.006853         84        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     29/499      4.32G    0.01614    0.01233   0.006858         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     29/499      4.32G    0.01614    0.01233   0.006858         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     29/499      4.32G    0.01612    0.01226   0.006974         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     29/499      4.32G    0.01612    0.01226   0.006974         54        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     29/499      4.32G     0.0161    0.01226   0.006968         63        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     29/499      4.32G     0.0161    0.01226   0.006968         63        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     29/499      4.32G     0.0161    0.01228   0.007025         75        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     29/499      4.32G     0.0161    0.01228   0.007025         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     29/499      4.32G    0.01606    0.01228   0.007029         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     29/499      4.32G    0.01606    0.01228   0.007029         80        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     29/499      4.32G    0.01604    0.01224   0.007024         55        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     29/499      4.32G    0.01604    0.01224   0.007024         55        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     29/499      4.32G    0.01606    0.01231   0.007017         92        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     29/499      4.32G    0.01606    0.01231   0.007017         92        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     29/499      4.32G    0.01606    0.01231   0.006975         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     29/499      4.32G    0.01606    0.01231   0.006975         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     29/499      4.32G    0.01607    0.01234    0.00696         74        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
     29/499      4.32G    0.01607    0.01234    0.00696         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     29/499      4.32G    0.01608    0.01233   0.006946         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     29/499      4.32G    0.01608    0.01233   0.006946         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     29/499      4.32G    0.01606    0.01234   0.006933         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     29/499      4.32G    0.01606    0.01234   0.006933         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     29/499      4.32G     0.0161    0.01232    0.00708         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     29/499      4.32G     0.0161    0.01232    0.00708         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     29/499      4.32G     0.0161    0.01233   0.007027         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     29/499      4.32G     0.0161    0.01233   0.007027         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     29/499      4.32G    0.01608    0.01237   0.006968         88        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     29/499      4.32G    0.01608    0.01237   0.006968         88        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     29/499      4.32G    0.01611    0.01238   0.006943         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     29/499      4.32G    0.01611    0.01238   0.006943         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     29/499      4.32G    0.01611    0.01239   0.006917         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     29/499      4.32G    0.01611    0.01239   0.006917         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     29/499      4.32G     0.0161     0.0124    0.00694         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     29/499      4.32G     0.0161     0.0124    0.00694         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     29/499      4.32G     0.0161    0.01242   0.006979         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     29/499      4.32G     0.0161    0.01242   0.006979         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     29/499      4.32G    0.01608     0.0124   0.006981         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     29/499      4.32G    0.01608     0.0124   0.006981         66        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
     29/499      4.32G    0.01606    0.01238   0.006959         53        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
     29/499      4.32G    0.01606    0.01238   0.006959         53        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     29/499      4.32G    0.01605    0.01235   0.006948         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     29/499      4.32G    0.01605    0.01235   0.006948         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     29/499      4.32G    0.01604    0.01228   0.007053         46        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     29/499      4.32G    0.01604    0.01228   0.007053         46        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     29/499      4.32G      0.016    0.01226   0.007133         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     29/499      4.32G      0.016    0.01226   0.007133         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     29/499      4.32G    0.01601    0.01229   0.007138         81        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     29/499      4.32G    0.01601    0.01229   0.007138         81        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     29/499      4.32G    0.01602    0.01228   0.007175         55        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     29/499      4.32G    0.01602    0.01228   0.007175         55        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     29/499      4.32G    0.01601    0.01227   0.007289         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     29/499      4.32G    0.01601    0.01227   0.007289         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     29/499      4.32G    0.01599    0.01228   0.007242         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     29/499      4.32G    0.01599    0.01228   0.007242         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     29/499      4.32G    0.01598     0.0123   0.007251         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     29/499      4.32G    0.01598     0.0123   0.007251         81        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     29/499      4.32G    0.01599    0.01231    0.00722         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     29/499      4.32G    0.01599    0.01231    0.00722         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     29/499      4.32G    0.01599    0.01231   0.007212         67        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
     29/499      4.32G    0.01599    0.01231   0.007212         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     29/499      4.32G      0.016    0.01232    0.00719         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     29/499      4.32G      0.016    0.01232    0.00719         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     29/499      4.32G    0.01604     0.0123    0.00721         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     29/499      4.32G    0.01604     0.0123    0.00721         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
     29/499      4.32G    0.01603    0.01232   0.007184         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
     29/499      4.32G    0.01603    0.01232   0.007184         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     29/499      4.32G    0.01601    0.01233   0.007227         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     29/499      4.32G    0.01601    0.01233   0.007227         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     29/499      4.32G      0.016    0.01233   0.007174         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     29/499      4.32G      0.016    0.01233   0.007174         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     29/499      4.32G    0.01603    0.01234   0.007156         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     29/499      4.32G    0.01603    0.01234   0.007156         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     29/499      4.32G    0.01605    0.01232   0.007127         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     29/499      4.32G    0.01605    0.01232   0.007127         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     29/499      4.32G    0.01605    0.01234   0.007112         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     29/499      4.32G    0.01605    0.01234   0.007112         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     29/499      4.32G    0.01602    0.01232    0.00716         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     29/499      4.32G    0.01602    0.01232    0.00716         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     29/499      4.32G      0.016    0.01231   0.007134         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     29/499      4.32G      0.016    0.01231   0.007134         55        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
     29/499      4.32G      0.016    0.01234   0.007088         81        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
     29/499      4.32G      0.016    0.01234   0.007088         81        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     29/499      4.32G    0.01604    0.01235   0.007099         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     29/499      4.32G    0.01604    0.01235   0.007099         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     29/499      4.32G    0.01603    0.01232   0.007069         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     29/499      4.32G    0.01603    0.01232   0.007069         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     29/499      4.32G    0.01606    0.01232   0.007107         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     29/499      4.32G    0.01606    0.01232   0.007107         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     29/499      4.32G    0.01606    0.01235   0.007081         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     29/499      4.32G    0.01606    0.01235   0.007081         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     29/499      4.32G    0.01608    0.01237   0.007078         89        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     29/499      4.32G    0.01608    0.01237   0.007078         89        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     29/499      4.32G    0.01607    0.01237   0.007075         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     29/499      4.32G    0.01607    0.01237   0.007075         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     29/499      4.32G    0.01608    0.01237   0.007069         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     29/499      4.32G    0.01608    0.01237   0.007069         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     29/499      4.32G    0.01607    0.01238   0.007069         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     29/499      4.32G    0.01607    0.01238   0.007069         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     29/499      4.32G    0.01607    0.01236    0.00706         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     29/499      4.32G    0.01607    0.01236    0.00706         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     29/499      4.32G    0.01605    0.01235   0.007038         71        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
     29/499      4.32G    0.01605    0.01235   0.007038         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     29/499      4.32G    0.01605    0.01235   0.007038         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     29/499      4.32G    0.01605    0.01235   0.007038         63        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
     29/499      4.32G    0.01604    0.01237   0.007054         78        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
     29/499      4.32G    0.01604    0.01237   0.007054         78        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     29/499      4.32G    0.01605    0.01239    0.00704         77        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     29/499      4.32G    0.01605    0.01239    0.00704         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     29/499      4.32G    0.01604     0.0124    0.00705         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     29/499      4.32G    0.01604     0.0124    0.00705         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     29/499      4.32G    0.01604     0.0124   0.007063         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     29/499      4.32G    0.01604     0.0124   0.007063         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
     29/499      4.32G    0.01602    0.01238    0.00705         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     29/499      4.32G    0.01602    0.01238    0.00705         62        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     29/499      4.32G    0.01602    0.01238   0.007049         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     29/499      4.32G    0.01602    0.01238   0.007049         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     29/499      4.32G    0.01604    0.01241   0.007044         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     29/499      4.32G    0.01604    0.01241   0.007044         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     29/499      4.32G    0.01605    0.01242   0.007012         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     29/499      4.32G    0.01605    0.01242   0.007012         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     29/499      4.32G    0.01605    0.01241   0.007049         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     29/499      4.32G    0.01605    0.01241   0.007049         59        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
     29/499      4.32G    0.01605     0.0124    0.00702         74        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
     29/499      4.32G    0.01605     0.0124    0.00702         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     29/499      4.32G    0.01604     0.0124   0.007046         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     29/499      4.32G    0.01604     0.0124   0.007046         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     29/499      4.32G    0.01604    0.01239   0.007065         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     29/499      4.32G    0.01604    0.01239   0.007065         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     29/499      4.32G    0.01604    0.01241   0.007064         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     29/499      4.32G    0.01604    0.01241   0.007064         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     29/499      4.32G    0.01603    0.01239    0.00711         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     29/499      4.32G    0.01603    0.01239    0.00711         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     29/499      4.32G    0.01604    0.01239     0.0071         67        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
     29/499      4.32G    0.01604    0.01239     0.0071         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     29/499      4.32G    0.01605    0.01238   0.007063         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     29/499      4.32G    0.01605    0.01238   0.007063         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     29/499      4.32G    0.01609    0.01238   0.007087         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     29/499      4.32G    0.01609    0.01238   0.007087         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     29/499      4.32G    0.01608     0.0124   0.007089         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     29/499      4.32G    0.01608     0.0124   0.007089         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     29/499      4.32G     0.0161     0.0124    0.00708         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     29/499      4.32G     0.0161     0.0124    0.00708         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     29/499      4.32G    0.01609    0.01239   0.007073         62        640:  71%|#######1  | 120/168 [00:23<00:08,  5.37it/s]
     29/499      4.32G    0.01609    0.01239   0.007073         62        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
     29/499      4.32G    0.01609    0.01239   0.007081         64        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
     29/499      4.32G    0.01609    0.01239   0.007081         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
     29/499      4.32G    0.01607    0.01239   0.007038         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
     29/499      4.32G    0.01607    0.01239   0.007038         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     29/499      4.32G    0.01608    0.01238   0.007029         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     29/499      4.32G    0.01608    0.01238   0.007029         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     29/499      4.32G    0.01609    0.01238   0.007021         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     29/499      4.32G    0.01609    0.01238   0.007021         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     29/499      4.32G    0.01607    0.01239   0.007021         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     29/499      4.32G    0.01607    0.01239   0.007021         72        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     29/499      4.32G    0.01608    0.01237   0.007026         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     29/499      4.32G    0.01608    0.01237   0.007026         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     29/499      4.32G    0.01606    0.01235   0.007037         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     29/499      4.32G    0.01606    0.01235   0.007037         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     29/499      4.32G    0.01606    0.01235   0.007042         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     29/499      4.32G    0.01606    0.01235   0.007042         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     29/499      4.32G    0.01605    0.01235   0.007062         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     29/499      4.32G    0.01605    0.01235   0.007062         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     29/499      4.32G    0.01604    0.01235   0.007036         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     29/499      4.32G    0.01604    0.01235   0.007036         63        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     29/499      4.32G    0.01604    0.01236   0.007044         69        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     29/499      4.32G    0.01604    0.01236   0.007044         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     29/499      4.32G    0.01605    0.01236   0.007047         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     29/499      4.32G    0.01605    0.01236   0.007047         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     29/499      4.32G    0.01604    0.01236   0.007019         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     29/499      4.32G    0.01604    0.01236   0.007019         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     29/499      4.32G    0.01604    0.01238   0.007028         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     29/499      4.32G    0.01604    0.01238   0.007028         79        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     29/499      4.32G    0.01604    0.01239   0.007057         72        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     29/499      4.32G    0.01604    0.01239   0.007057         72        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
     29/499      4.32G    0.01603    0.01239   0.007043         66        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     29/499      4.32G    0.01603    0.01239   0.007043         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     29/499      4.32G    0.01603    0.01238   0.007033         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     29/499      4.32G    0.01603    0.01238   0.007033         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     29/499      4.32G    0.01603    0.01237    0.00703         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     29/499      4.32G    0.01603    0.01237    0.00703         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     29/499      4.32G    0.01601    0.01237   0.007015         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     29/499      4.32G    0.01601    0.01237   0.007015         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     29/499      4.32G    0.01603     0.0124   0.007009         86        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     29/499      4.32G    0.01603     0.0124   0.007009         86        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     29/499      4.32G    0.01603     0.0124   0.007008         66        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     29/499      4.32G    0.01603     0.0124   0.007008         66        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
     29/499      4.32G    0.01603    0.01241   0.007012         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     29/499      4.32G    0.01603    0.01241   0.007012         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     29/499      4.32G    0.01602    0.01241   0.007023         84        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     29/499      4.32G    0.01602    0.01241   0.007023         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     29/499      4.32G    0.01603    0.01241   0.007019         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     29/499      4.32G    0.01603    0.01241   0.007019         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     29/499      4.32G    0.01602    0.01241   0.007005         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     29/499      4.32G    0.01602    0.01241   0.007005         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
     29/499      4.32G    0.01601    0.01241   0.007024         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
     29/499      4.32G    0.01601    0.01241   0.007024         78        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
     29/499      4.32G    0.01601    0.01241    0.00702         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.40it/s]
     29/499      4.32G    0.01601    0.01241    0.00702         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     29/499      4.32G      0.016    0.01241    0.00699         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     29/499      4.32G      0.016    0.01241    0.00699         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     29/499      4.32G      0.016    0.01239    0.00701         52        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     29/499      4.32G      0.016    0.01239    0.00701         52        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     29/499      4.32G    0.01599    0.01239   0.007014         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     29/499      4.32G    0.01599    0.01239   0.007014         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     29/499      4.32G    0.01597    0.01237   0.007028         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     29/499      4.32G    0.01597    0.01237   0.007028         77        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     29/499      4.32G    0.01596    0.01236   0.007028         68        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
     29/499      4.32G    0.01596    0.01236   0.007028         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     29/499      4.32G    0.01595    0.01235   0.006996         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     29/499      4.32G    0.01595    0.01235   0.006996         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     29/499      4.32G    0.01595    0.01234   0.007004         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     29/499      4.32G    0.01595    0.01234   0.007004         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     29/499      4.32G    0.01593    0.01232   0.006993         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     29/499      4.32G    0.01593    0.01232   0.006993         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     29/499      4.32G    0.01593    0.01231   0.006959         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     29/499      4.32G    0.01593    0.01231   0.006959         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     29/499      4.32G    0.01593    0.01232   0.006931         74        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     29/499      4.32G    0.01593    0.01232   0.006931         74        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
     29/499      4.32G    0.01592    0.01231   0.006918         52        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     29/499      4.32G    0.01592    0.01231   0.006918         52        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     29/499      4.32G    0.01592     0.0123   0.006932         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     29/499      4.32G    0.01592     0.0123   0.006932         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     29/499      4.32G    0.01589    0.01229   0.006936         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     29/499      4.32G    0.01589    0.01229   0.006936         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     29/499      4.32G    0.01589    0.01227   0.006922         51        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     29/499      4.32G    0.01589    0.01227   0.006922         51        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     29/499      4.32G    0.01587    0.01225   0.006912         52        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     29/499      4.32G    0.01587    0.01225   0.006912         52        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
     29/499      4.32G    0.01587    0.01227   0.006924         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
     29/499      4.32G    0.01587    0.01227   0.006924         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     29/499      4.32G    0.01588    0.01228   0.006946         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     29/499      4.32G    0.01588    0.01228   0.006946         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
     29/499      4.32G    0.01587    0.01229   0.006952         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
     29/499      4.32G    0.01587    0.01229   0.006952         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
     29/499      4.32G    0.01586     0.0123   0.006949         83        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
     29/499      4.32G    0.01586     0.0123   0.006949         83        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     29/499      4.32G    0.01585    0.01231    0.00697         39        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     29/499      4.32G    0.01585    0.01231    0.00697         39        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     29/499      4.32G    0.01585    0.01231    0.00697         39        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.803      0.828       0.86      0.703

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     30/499      4.32G    0.01473    0.01318   0.005299         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
     30/499      4.32G    0.01473    0.01318   0.005299         72        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     30/499      4.32G    0.01562    0.01245    0.00441         70        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     30/499      4.32G    0.01562    0.01245    0.00441         70        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     30/499      4.32G    0.01531    0.01218   0.007496         72        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     30/499      4.32G    0.01531    0.01218   0.007496         72        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     30/499      4.32G    0.01582    0.01251   0.006069         69        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     30/499      4.32G    0.01582    0.01251   0.006069         69        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
     30/499      4.32G    0.01605    0.01297    0.00702         78        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
     30/499      4.32G    0.01605    0.01297    0.00702         78        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
     30/499      4.32G    0.01613    0.01255   0.007526         60        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
     30/499      4.32G    0.01613    0.01255   0.007526         60        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     30/499      4.32G    0.01614    0.01263   0.007411         64        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     30/499      4.32G    0.01614    0.01263   0.007411         64        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     30/499      4.32G    0.01596    0.01272   0.007494         68        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     30/499      4.32G    0.01596    0.01272   0.007494         68        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     30/499      4.32G    0.01577    0.01256   0.007451         71        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     30/499      4.32G    0.01577    0.01256   0.007451         71        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     30/499      4.32G    0.01612    0.01256   0.007541         59        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     30/499      4.32G    0.01612    0.01256   0.007541         59        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     30/499      4.32G    0.01619    0.01273   0.007628         71        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     30/499      4.32G    0.01619    0.01273   0.007628         71        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     30/499      4.32G     0.0162    0.01268   0.007706         76        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     30/499      4.32G     0.0162    0.01268   0.007706         76        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     30/499      4.32G    0.01619    0.01258    0.00727         61        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     30/499      4.32G    0.01619    0.01258    0.00727         61        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     30/499      4.32G    0.01637    0.01246   0.007188         55        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     30/499      4.32G    0.01637    0.01246   0.007188         55        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
     30/499      4.32G    0.01638    0.01237   0.007154         62        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
     30/499      4.32G    0.01638    0.01237   0.007154         62        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
     30/499      4.32G    0.01629    0.01224    0.00704         56        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
     30/499      4.32G    0.01629    0.01224    0.00704         56        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
     30/499      4.32G    0.01621    0.01218   0.007108         70        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
     30/499      4.32G    0.01621    0.01218   0.007108         70        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     30/499      4.32G    0.01619    0.01211   0.007242         54        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     30/499      4.32G    0.01619    0.01211   0.007242         54        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
     30/499      4.32G    0.01614    0.01209   0.007348         73        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
     30/499      4.32G    0.01614    0.01209   0.007348         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
     30/499      4.32G    0.01615    0.01218   0.007323         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
     30/499      4.32G    0.01615    0.01218   0.007323         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     30/499      4.32G    0.01607    0.01214    0.00713         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     30/499      4.32G    0.01607    0.01214    0.00713         64        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     30/499      4.32G     0.0161    0.01208   0.007041         54        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     30/499      4.32G     0.0161    0.01208   0.007041         54        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     30/499      4.32G    0.01609    0.01219   0.006956         76        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     30/499      4.32G    0.01609    0.01219   0.006956         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     30/499      4.32G    0.01607    0.01221   0.006948         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     30/499      4.32G    0.01607    0.01221   0.006948         74        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     30/499      4.32G     0.0161    0.01229   0.006918         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     30/499      4.32G     0.0161    0.01229   0.006918         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     30/499      4.32G    0.01605    0.01228   0.006962         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     30/499      4.32G    0.01605    0.01228   0.006962         64        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
     30/499      4.32G    0.01602    0.01226   0.006929         64        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
     30/499      4.32G    0.01602    0.01226   0.006929         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     30/499      4.32G    0.01598    0.01227   0.006815         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     30/499      4.32G    0.01598    0.01227   0.006815         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     30/499      4.32G      0.016     0.0122   0.006886         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     30/499      4.32G      0.016     0.0122   0.006886         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     30/499      4.32G    0.01602    0.01222   0.006828         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     30/499      4.32G    0.01602    0.01222   0.006828         63        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     30/499      4.32G    0.01599    0.01214   0.006749         64        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     30/499      4.32G    0.01599    0.01214   0.006749         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
     30/499      4.32G    0.01591    0.01213   0.006734         69        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
     30/499      4.32G    0.01591    0.01213   0.006734         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     30/499      4.32G    0.01592    0.01214   0.006696         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     30/499      4.32G    0.01592    0.01214   0.006696         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     30/499      4.32G    0.01587    0.01212    0.00668         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     30/499      4.32G    0.01587    0.01212    0.00668         71        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     30/499      4.32G    0.01586    0.01214   0.006674         76        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     30/499      4.32G    0.01586    0.01214   0.006674         76        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     30/499      4.32G    0.01582     0.0121   0.006626         63        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     30/499      4.32G    0.01582     0.0121   0.006626         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     30/499      4.32G    0.01578    0.01203   0.006732         57        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
     30/499      4.32G    0.01578    0.01203   0.006732         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     30/499      4.32G    0.01574    0.01198    0.00668         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     30/499      4.32G    0.01574    0.01198    0.00668         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     30/499      4.32G    0.01572    0.01197   0.006664         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     30/499      4.32G    0.01572    0.01197   0.006664         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     30/499      4.32G    0.01574    0.01196   0.006645         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     30/499      4.32G    0.01574    0.01196   0.006645         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     30/499      4.32G    0.01574    0.01194   0.006613         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     30/499      4.32G    0.01574    0.01194   0.006613         58        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     30/499      4.32G    0.01571    0.01191   0.006631         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     30/499      4.32G    0.01571    0.01191   0.006631         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     30/499      4.32G    0.01571    0.01197   0.006653         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     30/499      4.32G    0.01571    0.01197   0.006653         73        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     30/499      4.32G    0.01571    0.01195   0.006676         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     30/499      4.32G    0.01571    0.01195   0.006676         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     30/499      4.32G    0.01569     0.0119    0.00663         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     30/499      4.32G    0.01569     0.0119    0.00663         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     30/499      4.32G    0.01568    0.01194   0.006613         79        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     30/499      4.32G    0.01568    0.01194   0.006613         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     30/499      4.32G    0.01568    0.01196   0.006589         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     30/499      4.32G    0.01568    0.01196   0.006589         74        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     30/499      4.32G     0.0157    0.01191   0.006594         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     30/499      4.32G     0.0157    0.01191   0.006594         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     30/499      4.32G    0.01567    0.01188   0.006549         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     30/499      4.32G    0.01567    0.01188   0.006549         58        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     30/499      4.32G    0.01564    0.01188   0.006549         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     30/499      4.32G    0.01564    0.01188   0.006549         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     30/499      4.32G    0.01562    0.01186    0.00654         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     30/499      4.32G    0.01562    0.01186    0.00654         57        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     30/499      4.32G    0.01559    0.01187   0.006556         66        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     30/499      4.32G    0.01559    0.01187   0.006556         66        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
     30/499      4.32G    0.01555    0.01183   0.006586         64        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
     30/499      4.32G    0.01555    0.01183   0.006586         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     30/499      4.32G    0.01557    0.01183   0.006563         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     30/499      4.32G    0.01557    0.01183   0.006563         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     30/499      4.32G    0.01555    0.01183   0.006522         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     30/499      4.32G    0.01555    0.01183   0.006522         62        640:  33%|###2      | 55/168 [00:10<00:22,  5.12it/s]
     30/499      4.32G    0.01557    0.01186    0.00658         63        640:  33%|###2      | 55/168 [00:10<00:22,  5.12it/s]
     30/499      4.32G    0.01557    0.01186    0.00658         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     30/499      4.32G    0.01553    0.01184     0.0066         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     30/499      4.32G    0.01553    0.01184     0.0066         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
     30/499      4.32G    0.01551    0.01183    0.00657         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
     30/499      4.32G    0.01551    0.01183    0.00657         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     30/499      4.32G    0.01553    0.01187   0.006558         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     30/499      4.32G    0.01553    0.01187   0.006558         79        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     30/499      4.32G    0.01552    0.01187   0.006496         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     30/499      4.32G    0.01552    0.01187   0.006496         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     30/499      4.32G     0.0155    0.01188     0.0065         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     30/499      4.32G     0.0155    0.01188     0.0065         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     30/499      4.32G    0.01549    0.01184   0.006491         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     30/499      4.32G    0.01549    0.01184   0.006491         67        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     30/499      4.32G    0.01551    0.01185   0.006433         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     30/499      4.32G    0.01551    0.01185   0.006433         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     30/499      4.32G    0.01557    0.01192   0.006445         78        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     30/499      4.32G    0.01557    0.01192   0.006445         78        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     30/499      4.32G    0.01556    0.01189   0.006489         51        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     30/499      4.32G    0.01556    0.01189   0.006489         51        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     30/499      4.32G    0.01556    0.01189   0.006506         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     30/499      4.32G    0.01556    0.01189   0.006506         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     30/499      4.32G    0.01558    0.01188   0.006478         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     30/499      4.32G    0.01558    0.01188   0.006478         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     30/499      4.32G    0.01558    0.01189   0.006434         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     30/499      4.32G    0.01558    0.01189   0.006434         72        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     30/499      4.32G    0.01557    0.01191    0.00643         78        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     30/499      4.32G    0.01557    0.01191    0.00643         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     30/499      4.32G    0.01556    0.01196   0.006454         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     30/499      4.32G    0.01556    0.01196   0.006454         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     30/499      4.32G    0.01558    0.01201   0.006414         84        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     30/499      4.32G    0.01558    0.01201   0.006414         84        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     30/499      4.32G    0.01559    0.01203   0.006369         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     30/499      4.32G    0.01559    0.01203   0.006369         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     30/499      4.32G    0.01559    0.01199   0.006325         49        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     30/499      4.32G    0.01559    0.01199   0.006325         49        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
     30/499      4.32G    0.01561    0.01205   0.006326         91        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
     30/499      4.32G    0.01561    0.01205   0.006326         91        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     30/499      4.32G    0.01564    0.01207   0.006354         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     30/499      4.32G    0.01564    0.01207   0.006354         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
     30/499      4.32G    0.01562    0.01205   0.006314         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
     30/499      4.32G    0.01562    0.01205   0.006314         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     30/499      4.32G    0.01563    0.01202   0.006325         57        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     30/499      4.32G    0.01563    0.01202   0.006325         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     30/499      4.32G    0.01565    0.01202   0.006305         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     30/499      4.32G    0.01565    0.01202   0.006305         59        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     30/499      4.32G    0.01564    0.01203   0.006312         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     30/499      4.32G    0.01564    0.01203   0.006312         71        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
     30/499      4.32G    0.01565    0.01203   0.006273         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     30/499      4.32G    0.01565    0.01203   0.006273         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     30/499      4.32G    0.01566    0.01205   0.006263         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     30/499      4.32G    0.01566    0.01205   0.006263         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     30/499      4.32G    0.01566    0.01207   0.006284         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     30/499      4.32G    0.01566    0.01207   0.006284         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     30/499      4.32G    0.01564    0.01209   0.006303         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     30/499      4.32G    0.01564    0.01209   0.006303         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     30/499      4.32G    0.01565    0.01211   0.006264         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     30/499      4.32G    0.01565    0.01211   0.006264         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     30/499      4.32G    0.01565    0.01212   0.006261         82        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     30/499      4.32G    0.01565    0.01212   0.006261         82        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     30/499      4.32G    0.01565    0.01212    0.00622         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     30/499      4.32G    0.01565    0.01212    0.00622         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     30/499      4.32G    0.01564    0.01212   0.006238         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     30/499      4.32G    0.01564    0.01212   0.006238         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.20it/s]
     30/499      4.32G    0.01562    0.01212   0.006209         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.20it/s]
     30/499      4.32G    0.01562    0.01212   0.006209         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.10it/s]
     30/499      4.32G    0.01562     0.0121   0.006202         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.10it/s]
     30/499      4.32G    0.01562     0.0121   0.006202         69        640:  53%|#####2    | 89/168 [00:16<00:15,  5.21it/s]
     30/499      4.32G    0.01562    0.01215   0.006191         83        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
     30/499      4.32G    0.01562    0.01215   0.006191         83        640:  54%|#####3    | 90/168 [00:17<00:14,  5.27it/s]
     30/499      4.32G    0.01563    0.01212   0.006171         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.27it/s]
     30/499      4.32G    0.01563    0.01212   0.006171         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     30/499      4.32G    0.01564     0.0121   0.006226         53        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     30/499      4.32G    0.01564     0.0121   0.006226         53        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     30/499      4.32G    0.01566    0.01211   0.006298         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     30/499      4.32G    0.01566    0.01211   0.006298         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     30/499      4.32G    0.01567    0.01211   0.006295         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     30/499      4.32G    0.01567    0.01211   0.006295         75        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     30/499      4.32G    0.01567    0.01211   0.006317         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     30/499      4.32G    0.01567    0.01211   0.006317         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     30/499      4.32G    0.01568    0.01208   0.006297         55        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     30/499      4.32G    0.01568    0.01208   0.006297         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     30/499      4.32G    0.01567    0.01208    0.00631         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     30/499      4.32G    0.01567    0.01208    0.00631         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     30/499      4.32G    0.01566    0.01208   0.006304         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     30/499      4.32G    0.01566    0.01208   0.006304         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     30/499      4.32G    0.01565    0.01208   0.006377         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     30/499      4.32G    0.01565    0.01208   0.006377         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     30/499      4.32G    0.01567     0.0121   0.006373         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     30/499      4.32G    0.01567     0.0121   0.006373         70        640:  60%|#####9    | 100/168 [00:18<00:13,  5.16it/s]
     30/499      4.32G    0.01565     0.0121   0.006368         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     30/499      4.32G    0.01565     0.0121   0.006368         77        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     30/499      4.32G    0.01565    0.01212   0.006369         79        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     30/499      4.32G    0.01565    0.01212   0.006369         79        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     30/499      4.32G    0.01564    0.01213   0.006424         83        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     30/499      4.32G    0.01564    0.01213   0.006424         83        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     30/499      4.32G    0.01565    0.01214   0.006424         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     30/499      4.32G    0.01565    0.01214   0.006424         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     30/499      4.32G    0.01565    0.01213   0.006386         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     30/499      4.32G    0.01565    0.01213   0.006386         69        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     30/499      4.32G    0.01566    0.01211   0.006402         54        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     30/499      4.32G    0.01566    0.01211   0.006402         54        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     30/499      4.32G    0.01564    0.01211   0.006382         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     30/499      4.32G    0.01564    0.01211   0.006382         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     30/499      4.32G    0.01566    0.01211   0.006397         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     30/499      4.32G    0.01566    0.01211   0.006397         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     30/499      4.32G    0.01565    0.01214   0.006411         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     30/499      4.32G    0.01565    0.01214   0.006411         82        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     30/499      4.32G    0.01564    0.01212   0.006405         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     30/499      4.32G    0.01564    0.01212   0.006405         65        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     30/499      4.32G    0.01564    0.01212     0.0064         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
     30/499      4.32G    0.01564    0.01212     0.0064         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     30/499      4.32G    0.01563    0.01212   0.006389         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     30/499      4.32G    0.01563    0.01212   0.006389         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     30/499      4.32G    0.01562    0.01213   0.006395         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     30/499      4.32G    0.01562    0.01213   0.006395         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     30/499      4.32G    0.01563    0.01213   0.006412         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     30/499      4.32G    0.01563    0.01213   0.006412         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     30/499      4.32G    0.01563    0.01211   0.006427         58        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     30/499      4.32G    0.01563    0.01211   0.006427         58        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     30/499      4.32G    0.01562    0.01211   0.006415         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
     30/499      4.32G    0.01562    0.01211   0.006415         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     30/499      4.32G     0.0156     0.0121   0.006403         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     30/499      4.32G     0.0156     0.0121   0.006403         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     30/499      4.32G    0.01561     0.0121   0.006389         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     30/499      4.32G    0.01561     0.0121   0.006389         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     30/499      4.32G     0.0156    0.01209   0.006413         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     30/499      4.32G     0.0156    0.01209   0.006413         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     30/499      4.32G    0.01558    0.01206   0.006455         49        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     30/499      4.32G    0.01558    0.01206   0.006455         49        640:  71%|#######1  | 120/168 [00:22<00:09,  5.25it/s]
     30/499      4.32G    0.01556    0.01208   0.006487         81        640:  71%|#######1  | 120/168 [00:22<00:09,  5.25it/s]
     30/499      4.32G    0.01556    0.01208   0.006487         81        640:  72%|#######2  | 121/168 [00:22<00:09,  5.14it/s]
     30/499      4.32G    0.01558    0.01208   0.006488         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     30/499      4.32G    0.01558    0.01208   0.006488         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
     30/499      4.32G    0.01559    0.01209   0.006472         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
     30/499      4.32G    0.01559    0.01209   0.006472         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     30/499      4.32G    0.01559    0.01206   0.006505         49        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     30/499      4.32G    0.01559    0.01206   0.006505         49        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     30/499      4.32G    0.01559    0.01207    0.00649         84        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     30/499      4.32G    0.01559    0.01207    0.00649         84        640:  74%|#######4  | 125/168 [00:23<00:08,  5.20it/s]
     30/499      4.32G    0.01559    0.01208   0.006466         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.20it/s]
     30/499      4.32G    0.01559    0.01208   0.006466         71        640:  75%|#######5  | 126/168 [00:23<00:07,  5.29it/s]
     30/499      4.32G     0.0156    0.01208   0.006447         75        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     30/499      4.32G     0.0156    0.01208   0.006447         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     30/499      4.32G    0.01559    0.01206   0.006425         54        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     30/499      4.32G    0.01559    0.01206   0.006425         54        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
     30/499      4.32G    0.01558    0.01207   0.006432         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
     30/499      4.32G    0.01558    0.01207   0.006432         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     30/499      4.32G    0.01557    0.01204   0.006421         50        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     30/499      4.32G    0.01557    0.01204   0.006421         50        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
     30/499      4.32G    0.01557    0.01203   0.006461         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
     30/499      4.32G    0.01557    0.01203   0.006461         64        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     30/499      4.32G    0.01556    0.01204    0.00644         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     30/499      4.32G    0.01556    0.01204    0.00644         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     30/499      4.32G    0.01555    0.01202   0.006473         54        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     30/499      4.32G    0.01555    0.01202   0.006473         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     30/499      4.32G    0.01555    0.01202     0.0065         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     30/499      4.32G    0.01555    0.01202     0.0065         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     30/499      4.32G    0.01556    0.01205   0.006515         86        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     30/499      4.32G    0.01556    0.01205   0.006515         86        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     30/499      4.32G    0.01556    0.01204    0.00652         64        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     30/499      4.32G    0.01556    0.01204    0.00652         64        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     30/499      4.32G    0.01555    0.01205   0.006523         81        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     30/499      4.32G    0.01555    0.01205   0.006523         81        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
     30/499      4.32G    0.01556    0.01205   0.006499         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
     30/499      4.32G    0.01556    0.01205   0.006499         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.20it/s]
     30/499      4.32G    0.01558    0.01209   0.006538         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.20it/s]
     30/499      4.32G    0.01558    0.01209   0.006538         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     30/499      4.32G     0.0156    0.01209   0.006521         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     30/499      4.32G     0.0156    0.01209   0.006521         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
     30/499      4.32G    0.01558    0.01207   0.006532         54        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
     30/499      4.32G    0.01558    0.01207   0.006532         54        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     30/499      4.32G    0.01559    0.01205   0.006555         56        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     30/499      4.32G    0.01559    0.01205   0.006555         56        640:  85%|########4 | 142/168 [00:26<00:05,  5.15it/s]
     30/499      4.32G    0.01559    0.01203   0.006539         55        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     30/499      4.32G    0.01559    0.01203   0.006539         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     30/499      4.32G    0.01559    0.01203   0.006516         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     30/499      4.32G    0.01559    0.01203   0.006516         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     30/499      4.32G    0.01561    0.01204   0.006522         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     30/499      4.32G    0.01561    0.01204   0.006522         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     30/499      4.32G    0.01562    0.01204   0.006525         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     30/499      4.32G    0.01562    0.01204   0.006525         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     30/499      4.32G    0.01563    0.01206   0.006541         84        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     30/499      4.32G    0.01563    0.01206   0.006541         84        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
     30/499      4.32G    0.01563    0.01208   0.006541         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     30/499      4.32G    0.01563    0.01208   0.006541         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     30/499      4.32G    0.01562    0.01209   0.006566         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     30/499      4.32G    0.01562    0.01209   0.006566         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     30/499      4.32G    0.01562    0.01208   0.006601         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     30/499      4.32G    0.01562    0.01208   0.006601         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     30/499      4.32G    0.01562    0.01208   0.006605         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     30/499      4.32G    0.01562    0.01208   0.006605         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     30/499      4.32G    0.01561    0.01208   0.006599         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     30/499      4.32G    0.01561    0.01208   0.006599         62        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     30/499      4.32G    0.01562    0.01208   0.006622         66        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     30/499      4.32G    0.01562    0.01208   0.006622         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     30/499      4.32G    0.01562    0.01207   0.006612         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     30/499      4.32G    0.01562    0.01207   0.006612         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     30/499      4.32G     0.0156    0.01207   0.006585         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     30/499      4.32G     0.0156    0.01207   0.006585         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     30/499      4.32G     0.0156    0.01207    0.00659         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     30/499      4.32G     0.0156    0.01207    0.00659         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     30/499      4.32G     0.0156    0.01208   0.006585         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     30/499      4.32G     0.0156    0.01208   0.006585         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     30/499      4.32G    0.01561    0.01211   0.006599         83        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
     30/499      4.32G    0.01561    0.01211   0.006599         83        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     30/499      4.32G    0.01561    0.01212   0.006616         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     30/499      4.32G    0.01561    0.01212   0.006616         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     30/499      4.32G    0.01561    0.01213   0.006624         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     30/499      4.32G    0.01561    0.01213   0.006624         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     30/499      4.32G    0.01561    0.01214   0.006619         87        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     30/499      4.32G    0.01561    0.01214   0.006619         87        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     30/499      4.32G    0.01562    0.01215   0.006599         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     30/499      4.32G    0.01562    0.01215   0.006599         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     30/499      4.32G    0.01562    0.01214   0.006618         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     30/499      4.32G    0.01562    0.01214   0.006618         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
     30/499      4.32G    0.01563    0.01216    0.00661         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     30/499      4.32G    0.01563    0.01216    0.00661         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
     30/499      4.32G    0.01563    0.01216   0.006664         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
     30/499      4.32G    0.01563    0.01216   0.006664         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     30/499      4.32G    0.01564    0.01216   0.006691         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     30/499      4.32G    0.01564    0.01216   0.006691         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     30/499      4.32G    0.01563    0.01216   0.006669         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     30/499      4.32G    0.01563    0.01216   0.006669         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     30/499      4.32G    0.01562    0.01215   0.006658         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     30/499      4.32G    0.01562    0.01215   0.006658         27        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
     30/499      4.32G    0.01562    0.01215   0.006658         27        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.801      0.892      0.866      0.704

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     31/499      4.32G     0.0139    0.01301   0.007846         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
     31/499      4.32G     0.0139    0.01301   0.007846         67        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     31/499      4.32G    0.01519    0.01269   0.007684         70        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     31/499      4.32G    0.01519    0.01269   0.007684         70        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     31/499      4.32G    0.01588    0.01242   0.008937         64        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     31/499      4.32G    0.01588    0.01242   0.008937         64        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
     31/499      4.32G    0.01635    0.01216   0.008293         54        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
     31/499      4.32G    0.01635    0.01216   0.008293         54        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     31/499      4.32G    0.01604    0.01248   0.008483         86        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     31/499      4.32G    0.01604    0.01248   0.008483         86        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
     31/499      4.32G     0.0161    0.01251   0.007617         68        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
     31/499      4.32G     0.0161    0.01251   0.007617         68        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     31/499      4.32G    0.01607    0.01263   0.007274         75        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     31/499      4.32G    0.01607    0.01263   0.007274         75        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     31/499      4.32G     0.0162     0.0128   0.007017         74        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     31/499      4.32G     0.0162     0.0128   0.007017         74        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     31/499      4.32G    0.01609     0.0128   0.007598         64        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     31/499      4.32G    0.01609     0.0128   0.007598         64        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     31/499      4.32G    0.01629      0.013   0.007557         79        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     31/499      4.32G    0.01629      0.013   0.007557         79        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     31/499      4.32G    0.01614    0.01306   0.007253         83        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     31/499      4.32G    0.01614    0.01306   0.007253         83        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     31/499      4.32G    0.01625      0.013   0.007768         67        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     31/499      4.32G    0.01625      0.013   0.007768         67        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     31/499      4.32G    0.01619    0.01299   0.007843         72        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     31/499      4.32G    0.01619    0.01299   0.007843         72        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     31/499      4.32G    0.01626    0.01297   0.007821         70        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     31/499      4.32G    0.01626    0.01297   0.007821         70        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     31/499      4.32G    0.01611    0.01298   0.007904         83        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     31/499      4.32G    0.01611    0.01298   0.007904         83        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
     31/499      4.32G    0.01616    0.01306   0.007817         67        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
     31/499      4.32G    0.01616    0.01306   0.007817         67        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
     31/499      4.32G    0.01631     0.0131   0.007874         72        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
     31/499      4.32G    0.01631     0.0131   0.007874         72        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     31/499      4.32G    0.01638    0.01293   0.007826         51        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     31/499      4.32G    0.01638    0.01293   0.007826         51        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     31/499      4.32G     0.0163    0.01291    0.00776         73        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     31/499      4.32G     0.0163    0.01291    0.00776         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     31/499      4.32G    0.01634    0.01299   0.007572         79        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     31/499      4.32G    0.01634    0.01299   0.007572         79        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     31/499      4.32G     0.0164    0.01317   0.007512         83        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     31/499      4.32G     0.0164    0.01317   0.007512         83        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
     31/499      4.32G    0.01631    0.01307    0.00734         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     31/499      4.32G    0.01631    0.01307    0.00734         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     31/499      4.32G    0.01636    0.01304   0.007303         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     31/499      4.32G    0.01636    0.01304   0.007303         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     31/499      4.32G    0.01623    0.01298   0.007181         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     31/499      4.32G    0.01623    0.01298   0.007181         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     31/499      4.32G    0.01628    0.01298   0.007088         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     31/499      4.32G    0.01628    0.01298   0.007088         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     31/499      4.32G    0.01629    0.01294   0.007084         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     31/499      4.32G    0.01629    0.01294   0.007084         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
     31/499      4.32G    0.01624      0.013   0.007189         70        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
     31/499      4.32G    0.01624      0.013   0.007189         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     31/499      4.32G    0.01627    0.01293   0.007222         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     31/499      4.32G    0.01627    0.01293   0.007222         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     31/499      4.32G    0.01631     0.0129   0.007173         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     31/499      4.32G    0.01631     0.0129   0.007173         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     31/499      4.32G    0.01624    0.01293   0.007071         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     31/499      4.32G    0.01624    0.01293   0.007071         76        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     31/499      4.32G    0.01618    0.01274   0.007003         45        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     31/499      4.32G    0.01618    0.01274   0.007003         45        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     31/499      4.32G    0.01614    0.01273    0.00707         65        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     31/499      4.32G    0.01614    0.01273    0.00707         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     31/499      4.32G    0.01613    0.01261   0.007129         54        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     31/499      4.32G    0.01613    0.01261   0.007129         54        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     31/499      4.32G    0.01602     0.0125   0.007022         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     31/499      4.32G    0.01602     0.0125   0.007022         61        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     31/499      4.32G      0.016    0.01246   0.007088         54        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     31/499      4.32G      0.016    0.01246   0.007088         54        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     31/499      4.32G      0.016    0.01247   0.006968         63        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     31/499      4.32G      0.016    0.01247   0.006968         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     31/499      4.32G    0.01604    0.01247   0.007055         69        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     31/499      4.32G    0.01604    0.01247   0.007055         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     31/499      4.32G    0.01598    0.01239   0.007059         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     31/499      4.32G    0.01598    0.01239   0.007059         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     31/499      4.32G    0.01594    0.01245   0.007008         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     31/499      4.32G    0.01594    0.01245   0.007008         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     31/499      4.32G    0.01589    0.01242   0.006982         59        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     31/499      4.32G    0.01589    0.01242   0.006982         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     31/499      4.32G    0.01591     0.0125   0.006937         85        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     31/499      4.32G    0.01591     0.0125   0.006937         85        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     31/499      4.32G    0.01591    0.01253   0.006964         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     31/499      4.32G    0.01591    0.01253   0.006964         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
     31/499      4.32G     0.0159    0.01254   0.006964         79        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     31/499      4.32G     0.0159    0.01254   0.006964         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     31/499      4.32G    0.01586     0.0125    0.00705         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     31/499      4.32G    0.01586     0.0125    0.00705         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     31/499      4.32G    0.01582    0.01247   0.007009         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     31/499      4.32G    0.01582    0.01247   0.007009         72        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     31/499      4.32G    0.01582    0.01244   0.006945         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     31/499      4.32G    0.01582    0.01244   0.006945         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     31/499      4.32G    0.01581    0.01245   0.006897         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     31/499      4.32G    0.01581    0.01245   0.006897         73        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     31/499      4.32G    0.01579    0.01247   0.006885         80        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     31/499      4.32G    0.01579    0.01247   0.006885         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     31/499      4.32G    0.01577    0.01246   0.006842         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     31/499      4.32G    0.01577    0.01246   0.006842         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     31/499      4.32G    0.01577    0.01242   0.006844         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     31/499      4.32G    0.01577    0.01242   0.006844         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     31/499      4.32G    0.01575     0.0124   0.006804         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     31/499      4.32G    0.01575     0.0124   0.006804         71        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     31/499      4.32G    0.01573    0.01241   0.006795         83        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     31/499      4.32G    0.01573    0.01241   0.006795         83        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
     31/499      4.32G    0.01573    0.01242   0.006795         65        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
     31/499      4.32G    0.01573    0.01242   0.006795         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     31/499      4.32G    0.01576    0.01238   0.006812         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     31/499      4.32G    0.01576    0.01238   0.006812         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     31/499      4.32G    0.01574    0.01233   0.006788         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     31/499      4.32G    0.01574    0.01233   0.006788         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     31/499      4.32G    0.01571     0.0123   0.006726         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     31/499      4.32G    0.01571     0.0123   0.006726         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     31/499      4.32G    0.01573    0.01234   0.006694         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     31/499      4.32G    0.01573    0.01234   0.006694         79        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     31/499      4.32G    0.01573    0.01235   0.006667         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     31/499      4.32G    0.01573    0.01235   0.006667         69        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
     31/499      4.32G    0.01576     0.0123   0.006657         58        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     31/499      4.32G    0.01576     0.0123   0.006657         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     31/499      4.32G    0.01578    0.01226   0.006688         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     31/499      4.32G    0.01578    0.01226   0.006688         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     31/499      4.32G     0.0158    0.01228   0.006678         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     31/499      4.32G     0.0158    0.01228   0.006678         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     31/499      4.32G    0.01583    0.01227   0.006667         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     31/499      4.32G    0.01583    0.01227   0.006667         58        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     31/499      4.32G    0.01583    0.01227   0.006614         72        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     31/499      4.32G    0.01583    0.01227   0.006614         72        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     31/499      4.32G    0.01583    0.01227   0.006586         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     31/499      4.32G    0.01583    0.01227   0.006586         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     31/499      4.32G    0.01583    0.01235   0.006538         88        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     31/499      4.32G    0.01583    0.01235   0.006538         88        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     31/499      4.32G    0.01586    0.01234   0.006528         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     31/499      4.32G    0.01586    0.01234   0.006528         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     31/499      4.32G    0.01582    0.01232   0.006525         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     31/499      4.32G    0.01582    0.01232   0.006525         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     31/499      4.32G    0.01583    0.01231    0.00657         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     31/499      4.32G    0.01583    0.01231    0.00657         60        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
     31/499      4.32G    0.01582     0.0123   0.006621         62        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     31/499      4.32G    0.01582     0.0123   0.006621         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     31/499      4.32G    0.01579    0.01229   0.006632         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     31/499      4.32G    0.01579    0.01229   0.006632         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     31/499      4.32G    0.01577     0.0123   0.006595         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     31/499      4.32G    0.01577     0.0123   0.006595         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     31/499      4.32G    0.01577    0.01232   0.006577         80        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     31/499      4.32G    0.01577    0.01232   0.006577         80        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     31/499      4.32G    0.01574    0.01229   0.006607         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     31/499      4.32G    0.01574    0.01229   0.006607         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     31/499      4.32G    0.01578    0.01229   0.006675         61        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     31/499      4.32G    0.01578    0.01229   0.006675         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     31/499      4.32G    0.01578    0.01228   0.006709         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     31/499      4.32G    0.01578    0.01228   0.006709         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     31/499      4.32G    0.01578     0.0123   0.006729         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     31/499      4.32G    0.01578     0.0123   0.006729         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     31/499      4.32G    0.01577    0.01235   0.006732         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     31/499      4.32G    0.01577    0.01235   0.006732         85        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     31/499      4.32G    0.01576    0.01237   0.006698         79        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     31/499      4.32G    0.01576    0.01237   0.006698         79        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
     31/499      4.32G    0.01575    0.01235    0.00666         68        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
     31/499      4.32G    0.01575    0.01235    0.00666         68        640:  47%|####7     | 79/168 [00:14<00:17,  5.16it/s]
     31/499      4.32G    0.01577    0.01242   0.006676         84        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     31/499      4.32G    0.01577    0.01242   0.006676         84        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     31/499      4.32G    0.01577    0.01243   0.006692         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     31/499      4.32G    0.01577    0.01243   0.006692         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     31/499      4.32G    0.01575    0.01238   0.006657         56        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     31/499      4.32G    0.01575    0.01238   0.006657         56        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     31/499      4.32G    0.01574     0.0124   0.006652         82        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     31/499      4.32G    0.01574     0.0124   0.006652         82        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     31/499      4.32G    0.01574     0.0124   0.006614         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     31/499      4.32G    0.01574     0.0124   0.006614         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
     31/499      4.32G    0.01578    0.01239   0.006677         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     31/499      4.32G    0.01578    0.01239   0.006677         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     31/499      4.32G    0.01579    0.01238   0.006661         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     31/499      4.32G    0.01579    0.01238   0.006661         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     31/499      4.32G    0.01578    0.01241   0.006682         86        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     31/499      4.32G    0.01578    0.01241   0.006682         86        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     31/499      4.32G    0.01576    0.01241   0.006707         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     31/499      4.32G    0.01576    0.01241   0.006707         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
     31/499      4.32G    0.01573    0.01242   0.006685         83        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
     31/499      4.32G    0.01573    0.01242   0.006685         83        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
     31/499      4.32G    0.01571     0.0124   0.006711         63        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
     31/499      4.32G    0.01571     0.0124   0.006711         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     31/499      4.32G    0.01573    0.01241   0.006691         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     31/499      4.32G    0.01573    0.01241   0.006691         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     31/499      4.32G    0.01571    0.01237   0.006659         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     31/499      4.32G    0.01571    0.01237   0.006659         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     31/499      4.32G    0.01571    0.01238   0.006685         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     31/499      4.32G    0.01571    0.01238   0.006685         74        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     31/499      4.32G     0.0157    0.01243   0.006644         90        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     31/499      4.32G     0.0157    0.01243   0.006644         90        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     31/499      4.32G    0.01568    0.01242   0.006658         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     31/499      4.32G    0.01568    0.01242   0.006658         69        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
     31/499      4.32G    0.01568    0.01246   0.006627         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     31/499      4.32G    0.01568    0.01246   0.006627         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     31/499      4.32G    0.01567    0.01245   0.006618         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     31/499      4.32G    0.01567    0.01245   0.006618         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     31/499      4.32G    0.01567    0.01244   0.006609         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     31/499      4.32G    0.01567    0.01244   0.006609         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     31/499      4.32G    0.01566    0.01242     0.0066         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     31/499      4.32G    0.01566    0.01242     0.0066         57        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     31/499      4.32G    0.01565    0.01242   0.006595         80        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     31/499      4.32G    0.01565    0.01242   0.006595         80        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
     31/499      4.32G    0.01564    0.01241   0.006572         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
     31/499      4.32G    0.01564    0.01241   0.006572         67        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     31/499      4.32G    0.01563    0.01239   0.006561         60        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     31/499      4.32G    0.01563    0.01239   0.006561         60        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     31/499      4.32G    0.01561    0.01236   0.006571         66        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     31/499      4.32G    0.01561    0.01236   0.006571         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     31/499      4.32G    0.01559    0.01236   0.006548         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     31/499      4.32G    0.01559    0.01236   0.006548         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     31/499      4.32G    0.01558    0.01235   0.006569         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     31/499      4.32G    0.01558    0.01235   0.006569         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
     31/499      4.32G    0.01562    0.01235   0.006562         52        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     31/499      4.32G    0.01562    0.01235   0.006562         52        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     31/499      4.32G    0.01561    0.01234   0.006534         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     31/499      4.32G    0.01561    0.01234   0.006534         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     31/499      4.32G     0.0156    0.01233   0.006517         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     31/499      4.32G     0.0156    0.01233   0.006517         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     31/499      4.32G    0.01562    0.01231   0.006489         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     31/499      4.32G    0.01562    0.01231   0.006489         53        640:  65%|######4   | 109/168 [00:20<00:11,  5.09it/s]
     31/499      4.32G     0.0156    0.01229   0.006481         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.09it/s]
     31/499      4.32G     0.0156    0.01229   0.006481         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.21it/s]
     31/499      4.32G    0.01562    0.01229   0.006457         59        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
     31/499      4.32G    0.01562    0.01229   0.006457         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
     31/499      4.32G     0.0156    0.01226   0.006431         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
     31/499      4.32G     0.0156    0.01226   0.006431         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     31/499      4.32G    0.01558    0.01227   0.006428         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     31/499      4.32G    0.01558    0.01227   0.006428         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     31/499      4.32G    0.01558    0.01224   0.006416         49        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     31/499      4.32G    0.01558    0.01224   0.006416         49        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     31/499      4.32G    0.01558    0.01222   0.006397         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     31/499      4.32G    0.01558    0.01222   0.006397         61        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     31/499      4.32G    0.01557    0.01222   0.006386         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
     31/499      4.32G    0.01557    0.01222   0.006386         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     31/499      4.32G    0.01558    0.01222   0.006395         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     31/499      4.32G    0.01558    0.01222   0.006395         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     31/499      4.32G    0.01555    0.01221   0.006386         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     31/499      4.32G    0.01555    0.01221   0.006386         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     31/499      4.32G    0.01554    0.01222    0.00636         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     31/499      4.32G    0.01554    0.01222    0.00636         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     31/499      4.32G    0.01554    0.01221   0.006337         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     31/499      4.32G    0.01554    0.01221   0.006337         62        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     31/499      4.32G    0.01554    0.01222   0.006325         71        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     31/499      4.32G    0.01554    0.01222   0.006325         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     31/499      4.32G    0.01553    0.01221    0.00635         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     31/499      4.32G    0.01553    0.01221    0.00635         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     31/499      4.32G    0.01553    0.01222   0.006364         85        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     31/499      4.32G    0.01553    0.01222   0.006364         85        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     31/499      4.32G    0.01551    0.01222   0.006372         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     31/499      4.32G    0.01551    0.01222   0.006372         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     31/499      4.32G     0.0155    0.01221   0.006347         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     31/499      4.32G     0.0155    0.01221   0.006347         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     31/499      4.32G    0.01548     0.0122   0.006376         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     31/499      4.32G    0.01548     0.0122   0.006376         71        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     31/499      4.32G    0.01548    0.01221   0.006351         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     31/499      4.32G    0.01548    0.01221   0.006351         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     31/499      4.32G    0.01547    0.01221    0.00634         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     31/499      4.32G    0.01547    0.01221    0.00634         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     31/499      4.32G    0.01547    0.01222   0.006327         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     31/499      4.32G    0.01547    0.01222   0.006327         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     31/499      4.32G    0.01544    0.01219   0.006319         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     31/499      4.32G    0.01544    0.01219   0.006319         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     31/499      4.32G    0.01544    0.01217   0.006341         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     31/499      4.32G    0.01544    0.01217   0.006341         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     31/499      4.32G    0.01542    0.01217   0.006337         70        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     31/499      4.32G    0.01542    0.01217   0.006337         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     31/499      4.32G     0.0154    0.01217   0.006329         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     31/499      4.32G     0.0154    0.01217   0.006329         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     31/499      4.32G     0.0154    0.01216   0.006353         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     31/499      4.32G     0.0154    0.01216   0.006353         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     31/499      4.32G    0.01539    0.01215   0.006339         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     31/499      4.32G    0.01539    0.01215   0.006339         65        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     31/499      4.32G    0.01537    0.01214   0.006314         72        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     31/499      4.32G    0.01537    0.01214   0.006314         72        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     31/499      4.32G    0.01537    0.01212   0.006316         56        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     31/499      4.32G    0.01537    0.01212   0.006316         56        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
     31/499      4.32G    0.01538    0.01212   0.006319         55        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     31/499      4.32G    0.01538    0.01212   0.006319         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     31/499      4.32G    0.01537    0.01211   0.006306         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     31/499      4.32G    0.01537    0.01211   0.006306         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
     31/499      4.32G    0.01537    0.01211   0.006304         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
     31/499      4.32G    0.01537    0.01211   0.006304         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     31/499      4.32G    0.01537     0.0121   0.006312         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     31/499      4.32G    0.01537     0.0121   0.006312         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     31/499      4.32G    0.01537    0.01211   0.006302         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     31/499      4.32G    0.01537    0.01211   0.006302         82        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
     31/499      4.32G    0.01536    0.01211   0.006306         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     31/499      4.32G    0.01536    0.01211   0.006306         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     31/499      4.32G    0.01536    0.01211    0.00629         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     31/499      4.32G    0.01536    0.01211    0.00629         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     31/499      4.32G    0.01536    0.01209   0.006284         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     31/499      4.32G    0.01536    0.01209   0.006284         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     31/499      4.32G    0.01536    0.01209    0.00628         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     31/499      4.32G    0.01536    0.01209    0.00628         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     31/499      4.32G    0.01538    0.01208   0.006319         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     31/499      4.32G    0.01538    0.01208   0.006319         58        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
     31/499      4.32G    0.01537    0.01209   0.006317         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     31/499      4.32G    0.01537    0.01209   0.006317         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     31/499      4.32G    0.01536    0.01209   0.006299         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     31/499      4.32G    0.01536    0.01209   0.006299         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     31/499      4.32G    0.01535    0.01209   0.006303         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     31/499      4.32G    0.01535    0.01209   0.006303         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     31/499      4.32G    0.01538    0.01209   0.006305         52        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     31/499      4.32G    0.01538    0.01209   0.006305         52        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     31/499      4.32G    0.01537    0.01208   0.006282         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     31/499      4.32G    0.01537    0.01208   0.006282         70        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
     31/499      4.32G    0.01537    0.01208   0.006287         65        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
     31/499      4.32G    0.01537    0.01208   0.006287         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     31/499      4.32G    0.01536    0.01207   0.006278         55        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     31/499      4.32G    0.01536    0.01207   0.006278         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     31/499      4.32G    0.01535    0.01208   0.006263         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     31/499      4.32G    0.01535    0.01208   0.006263         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     31/499      4.32G    0.01536    0.01207   0.006257         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     31/499      4.32G    0.01536    0.01207   0.006257         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
     31/499      4.32G    0.01536    0.01207   0.006271         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
     31/499      4.32G    0.01536    0.01207   0.006271         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     31/499      4.32G    0.01536    0.01206   0.006271         57        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     31/499      4.32G    0.01536    0.01206   0.006271         57        640:  94%|#########4| 158/168 [00:29<00:01,  5.25it/s]
     31/499      4.32G    0.01536    0.01207   0.006245         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     31/499      4.32G    0.01536    0.01207   0.006245         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     31/499      4.32G    0.01534    0.01205   0.006219         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     31/499      4.32G    0.01534    0.01205   0.006219         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
     31/499      4.32G    0.01535    0.01206    0.00623         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
     31/499      4.32G    0.01535    0.01206    0.00623         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.21it/s]
     31/499      4.32G    0.01534    0.01206   0.006237         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.21it/s]
     31/499      4.32G    0.01534    0.01206   0.006237         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
     31/499      4.32G    0.01534    0.01205   0.006262         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
     31/499      4.32G    0.01534    0.01205   0.006262         59        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     31/499      4.32G    0.01534    0.01205   0.006262         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     31/499      4.32G    0.01534    0.01205   0.006262         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     31/499      4.32G    0.01537    0.01207   0.006277         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     31/499      4.32G    0.01537    0.01207   0.006277         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     31/499      4.32G    0.01536    0.01206   0.006293         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     31/499      4.32G    0.01536    0.01206   0.006293         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     31/499      4.32G    0.01536    0.01207   0.006276         86        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     31/499      4.32G    0.01536    0.01207   0.006276         86        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     31/499      4.32G    0.01536    0.01209   0.006276         34        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     31/499      4.32G    0.01536    0.01209   0.006276         34        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
     31/499      4.32G    0.01536    0.01209   0.006276         34        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.755       0.88       0.83      0.697

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     32/499      4.32G    0.01437    0.01056    0.01402         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
     32/499      4.32G    0.01437    0.01056    0.01402         68        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     32/499      4.32G    0.01427    0.01204    0.01102         77        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     32/499      4.32G    0.01427    0.01204    0.01102         77        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     32/499      4.32G    0.01421    0.01118   0.009728         59        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     32/499      4.32G    0.01421    0.01118   0.009728         59        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     32/499      4.32G    0.01445    0.01123   0.009535         64        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     32/499      4.32G    0.01445    0.01123   0.009535         64        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     32/499      4.32G    0.01458    0.01164   0.008676         78        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     32/499      4.32G    0.01458    0.01164   0.008676         78        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     32/499      4.32G    0.01546    0.01214    0.00809         65        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     32/499      4.32G    0.01546    0.01214    0.00809         65        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     32/499      4.32G    0.01561    0.01232   0.007799         73        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     32/499      4.32G    0.01561    0.01232   0.007799         73        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     32/499      4.32G     0.0153    0.01199   0.007718         63        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     32/499      4.32G     0.0153    0.01199   0.007718         63        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
     32/499      4.32G    0.01577     0.0121   0.007337         63        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
     32/499      4.32G    0.01577     0.0121   0.007337         63        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     32/499      4.32G    0.01557    0.01214   0.007398         61        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     32/499      4.32G    0.01557    0.01214   0.007398         61        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     32/499      4.32G    0.01554    0.01205   0.007034         64        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     32/499      4.32G    0.01554    0.01205   0.007034         64        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     32/499      4.32G     0.0154     0.0118    0.00705         54        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     32/499      4.32G     0.0154     0.0118    0.00705         54        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     32/499      4.32G    0.01564    0.01183   0.007495         55        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     32/499      4.32G    0.01564    0.01183   0.007495         55        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     32/499      4.32G    0.01564    0.01191   0.007401         74        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     32/499      4.32G    0.01564    0.01191   0.007401         74        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     32/499      4.32G    0.01545    0.01196   0.007281         67        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     32/499      4.32G    0.01545    0.01196   0.007281         67        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
     32/499      4.32G    0.01536    0.01182   0.007067         57        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
     32/499      4.32G    0.01536    0.01182   0.007067         57        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     32/499      4.32G    0.01537    0.01186   0.007231         73        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     32/499      4.32G    0.01537    0.01186   0.007231         73        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     32/499      4.32G    0.01544    0.01202   0.007172         88        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     32/499      4.32G    0.01544    0.01202   0.007172         88        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     32/499      4.32G    0.01537    0.01195   0.007091         60        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     32/499      4.32G    0.01537    0.01195   0.007091         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     32/499      4.32G    0.01527    0.01195   0.006992         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     32/499      4.32G    0.01527    0.01195   0.006992         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     32/499      4.32G    0.01528    0.01183   0.006974         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     32/499      4.32G    0.01528    0.01183   0.006974         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
     32/499      4.32G    0.01529    0.01208   0.006919         85        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
     32/499      4.32G    0.01529    0.01208   0.006919         85        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     32/499      4.32G    0.01536    0.01214   0.006862         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     32/499      4.32G    0.01536    0.01214   0.006862         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     32/499      4.32G    0.01529     0.0121   0.006977         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     32/499      4.32G    0.01529     0.0121   0.006977         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     32/499      4.32G     0.0154    0.01209   0.007088         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     32/499      4.32G     0.0154    0.01209   0.007088         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     32/499      4.32G    0.01537    0.01215   0.007126         79        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     32/499      4.32G    0.01537    0.01215   0.007126         79        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
     32/499      4.32G    0.01531    0.01212   0.007137         66        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
     32/499      4.32G    0.01531    0.01212   0.007137         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     32/499      4.32G    0.01528    0.01219   0.007052         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     32/499      4.32G    0.01528    0.01219   0.007052         81        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     32/499      4.32G    0.01525     0.0122   0.006997         71        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     32/499      4.32G    0.01525     0.0122   0.006997         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     32/499      4.32G    0.01526    0.01218   0.006989         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     32/499      4.32G    0.01526    0.01218   0.006989         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     32/499      4.32G    0.01528    0.01225   0.006946         81        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     32/499      4.32G    0.01528    0.01225   0.006946         81        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
     32/499      4.32G    0.01521    0.01227    0.00696         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
     32/499      4.32G    0.01521    0.01227    0.00696         83        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
     32/499      4.32G    0.01526    0.01228   0.006961         65        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
     32/499      4.32G    0.01526    0.01228   0.006961         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     32/499      4.32G    0.01524    0.01228   0.006894         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     32/499      4.32G    0.01524    0.01228   0.006894         67        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     32/499      4.32G    0.01528    0.01229   0.006902         73        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     32/499      4.32G    0.01528    0.01229   0.006902         73        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     32/499      4.32G    0.01527    0.01237   0.006879         74        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     32/499      4.32G    0.01527    0.01237   0.006879         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     32/499      4.32G    0.01525    0.01237   0.006778         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     32/499      4.32G    0.01525    0.01237   0.006778         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     32/499      4.32G    0.01525    0.01238   0.006735         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     32/499      4.32G    0.01525    0.01238   0.006735         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     32/499      4.32G    0.01522    0.01236   0.006724         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     32/499      4.32G    0.01522    0.01236   0.006724         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     32/499      4.32G    0.01516    0.01231   0.006695         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     32/499      4.32G    0.01516    0.01231   0.006695         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     32/499      4.32G    0.01516     0.0123   0.006691         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     32/499      4.32G    0.01516     0.0123   0.006691         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     32/499      4.32G    0.01517     0.0123   0.006656         73        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     32/499      4.32G    0.01517     0.0123   0.006656         73        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
     32/499      4.32G    0.01513    0.01225   0.006605         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     32/499      4.32G    0.01513    0.01225   0.006605         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     32/499      4.32G    0.01515    0.01222   0.006604         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     32/499      4.32G    0.01515    0.01222   0.006604         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     32/499      4.32G    0.01514    0.01222   0.006611         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     32/499      4.32G    0.01514    0.01222   0.006611         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     32/499      4.32G    0.01511    0.01227   0.006614         86        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     32/499      4.32G    0.01511    0.01227   0.006614         86        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     32/499      4.32G     0.0151    0.01233   0.006563         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     32/499      4.32G     0.0151    0.01233   0.006563         79        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     32/499      4.32G    0.01513    0.01238   0.006578         67        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     32/499      4.32G    0.01513    0.01238   0.006578         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     32/499      4.32G    0.01517     0.0124   0.006569         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     32/499      4.32G    0.01517     0.0124   0.006569         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.17it/s]
     32/499      4.32G    0.01514    0.01241   0.006593         81        640:  29%|##9       | 49/168 [00:09<00:22,  5.17it/s]
     32/499      4.32G    0.01514    0.01241   0.006593         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     32/499      4.32G    0.01517    0.01244    0.00663         82        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     32/499      4.32G    0.01517    0.01244    0.00663         82        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     32/499      4.32G     0.0152    0.01239   0.006619         55        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     32/499      4.32G     0.0152    0.01239   0.006619         55        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
     32/499      4.32G     0.0152    0.01243   0.006564         81        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
     32/499      4.32G     0.0152    0.01243   0.006564         81        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     32/499      4.32G    0.01523    0.01243    0.00658         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     32/499      4.32G    0.01523    0.01243    0.00658         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     32/499      4.32G    0.01523    0.01247   0.006521         84        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     32/499      4.32G    0.01523    0.01247   0.006521         84        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     32/499      4.32G    0.01523    0.01246   0.006518         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     32/499      4.32G    0.01523    0.01246   0.006518         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     32/499      4.32G     0.0152    0.01248   0.006446         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     32/499      4.32G     0.0152    0.01248   0.006446         79        640:  34%|###3      | 57/168 [00:10<00:21,  5.25it/s]
     32/499      4.32G    0.01516    0.01248    0.00646         72        640:  34%|###3      | 57/168 [00:11<00:21,  5.25it/s]
     32/499      4.32G    0.01516    0.01248    0.00646         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     32/499      4.32G    0.01514    0.01252   0.006493         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     32/499      4.32G    0.01514    0.01252   0.006493         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     32/499      4.32G    0.01512    0.01248   0.006456         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     32/499      4.32G    0.01512    0.01248   0.006456         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     32/499      4.32G    0.01508    0.01246   0.006437         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     32/499      4.32G    0.01508    0.01246   0.006437         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     32/499      4.32G    0.01507    0.01243   0.006417         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     32/499      4.32G    0.01507    0.01243   0.006417         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     32/499      4.32G    0.01505    0.01244   0.006347         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     32/499      4.32G    0.01505    0.01244   0.006347         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
     32/499      4.32G    0.01505    0.01243   0.006356         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     32/499      4.32G    0.01505    0.01243   0.006356         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     32/499      4.32G    0.01503    0.01244   0.006341         78        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     32/499      4.32G    0.01503    0.01244   0.006341         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     32/499      4.32G    0.01503    0.01245   0.006381         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     32/499      4.32G    0.01503    0.01245   0.006381         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     32/499      4.32G    0.01501    0.01244   0.006376         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     32/499      4.32G    0.01501    0.01244   0.006376         80        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     32/499      4.32G    0.01501    0.01243   0.006343         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     32/499      4.32G    0.01501    0.01243   0.006343         66        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
     32/499      4.32G      0.015    0.01242   0.006371         67        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     32/499      4.32G      0.015    0.01242   0.006371         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     32/499      4.32G      0.015    0.01242   0.006327         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     32/499      4.32G      0.015    0.01242   0.006327         78        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     32/499      4.32G    0.01501    0.01242   0.006335         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     32/499      4.32G    0.01501    0.01242   0.006335         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     32/499      4.32G    0.01499    0.01243   0.006375         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     32/499      4.32G    0.01499    0.01243   0.006375         70        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     32/499      4.32G    0.01504    0.01241   0.006456         53        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     32/499      4.32G    0.01504    0.01241   0.006456         53        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     32/499      4.32G    0.01503    0.01242   0.006427         86        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     32/499      4.32G    0.01503    0.01242   0.006427         86        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     32/499      4.32G    0.01505    0.01245   0.006465         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     32/499      4.32G    0.01505    0.01245   0.006465         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     32/499      4.32G    0.01503    0.01245   0.006452         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     32/499      4.32G    0.01503    0.01245   0.006452         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     32/499      4.32G    0.01502    0.01245   0.006408         80        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     32/499      4.32G    0.01502    0.01245   0.006408         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     32/499      4.32G      0.015    0.01242   0.006411         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     32/499      4.32G      0.015    0.01242   0.006411         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     32/499      4.32G    0.01501     0.0124   0.006406         63        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
     32/499      4.32G    0.01501     0.0124   0.006406         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     32/499      4.32G      0.015    0.01235   0.006504         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     32/499      4.32G      0.015    0.01235   0.006504         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     32/499      4.32G    0.01503    0.01238   0.006491         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     32/499      4.32G    0.01503    0.01238   0.006491         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     32/499      4.32G    0.01503    0.01236   0.006493         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     32/499      4.32G    0.01503    0.01236   0.006493         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     32/499      4.32G    0.01504    0.01234   0.006457         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     32/499      4.32G    0.01504    0.01234   0.006457         55        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     32/499      4.32G    0.01505    0.01233   0.006471         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     32/499      4.32G    0.01505    0.01233   0.006471         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.29it/s]
     32/499      4.32G    0.01504    0.01234   0.006462         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     32/499      4.32G    0.01504    0.01234   0.006462         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     32/499      4.32G    0.01504    0.01234   0.006463         76        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     32/499      4.32G    0.01504    0.01234   0.006463         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     32/499      4.32G    0.01505    0.01233   0.006487         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     32/499      4.32G    0.01505    0.01233   0.006487         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     32/499      4.32G    0.01506    0.01234   0.006468         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     32/499      4.32G    0.01506    0.01234   0.006468         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     32/499      4.32G    0.01509    0.01233   0.006534         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     32/499      4.32G    0.01509    0.01233   0.006534         55        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
     32/499      4.32G    0.01508    0.01234   0.006518         76        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     32/499      4.32G    0.01508    0.01234   0.006518         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     32/499      4.32G    0.01506    0.01233   0.006527         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     32/499      4.32G    0.01506    0.01233   0.006527         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     32/499      4.32G    0.01506    0.01229   0.006543         50        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     32/499      4.32G    0.01506    0.01229   0.006543         50        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     32/499      4.32G    0.01509     0.0123   0.006554         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     32/499      4.32G    0.01509     0.0123   0.006554         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     32/499      4.32G    0.01508    0.01227   0.006588         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     32/499      4.32G    0.01508    0.01227   0.006588         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     32/499      4.32G    0.01507    0.01226   0.006579         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     32/499      4.32G    0.01507    0.01226   0.006579         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     32/499      4.32G     0.0151     0.0123     0.0066         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     32/499      4.32G     0.0151     0.0123     0.0066         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     32/499      4.32G    0.01511    0.01235   0.006598         96        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     32/499      4.32G    0.01511    0.01235   0.006598         96        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     32/499      4.32G    0.01511    0.01237   0.006556         92        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     32/499      4.32G    0.01511    0.01237   0.006556         92        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     32/499      4.32G     0.0151    0.01235   0.006555         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     32/499      4.32G     0.0151    0.01235   0.006555         58        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     32/499      4.32G    0.01509    0.01235   0.006531         64        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
     32/499      4.32G    0.01509    0.01235   0.006531         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     32/499      4.32G    0.01511    0.01232   0.006527         44        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     32/499      4.32G    0.01511    0.01232   0.006527         44        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     32/499      4.32G    0.01511    0.01229   0.006509         54        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     32/499      4.32G    0.01511    0.01229   0.006509         54        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     32/499      4.32G     0.0151    0.01231   0.006493         85        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     32/499      4.32G     0.0151    0.01231   0.006493         85        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     32/499      4.32G     0.0151    0.01233   0.006471         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     32/499      4.32G     0.0151    0.01233   0.006471         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     32/499      4.32G    0.01511    0.01233   0.006488         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     32/499      4.32G    0.01511    0.01233   0.006488         77        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     32/499      4.32G    0.01511    0.01235   0.006491         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     32/499      4.32G    0.01511    0.01235   0.006491         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     32/499      4.32G    0.01511    0.01234   0.006458         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     32/499      4.32G    0.01511    0.01234   0.006458         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     32/499      4.32G    0.01511    0.01234   0.006461         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     32/499      4.32G    0.01511    0.01234   0.006461         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     32/499      4.32G    0.01513    0.01233   0.006474         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     32/499      4.32G    0.01513    0.01233   0.006474         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     32/499      4.32G    0.01512    0.01232   0.006433         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     32/499      4.32G    0.01512    0.01232   0.006433         62        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     32/499      4.32G    0.01512    0.01236   0.006442         82        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     32/499      4.32G    0.01512    0.01236   0.006442         82        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     32/499      4.32G    0.01511    0.01235   0.006419         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     32/499      4.32G    0.01511    0.01235   0.006419         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     32/499      4.32G    0.01511    0.01237   0.006423         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     32/499      4.32G    0.01511    0.01237   0.006423         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     32/499      4.32G    0.01512    0.01237   0.006455         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     32/499      4.32G    0.01512    0.01237   0.006455         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     32/499      4.32G    0.01511    0.01237   0.006484         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     32/499      4.32G    0.01511    0.01237   0.006484         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     32/499      4.32G    0.01512    0.01238   0.006497         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     32/499      4.32G    0.01512    0.01238   0.006497         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     32/499      4.32G    0.01512    0.01239   0.006496         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     32/499      4.32G    0.01512    0.01239   0.006496         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     32/499      4.32G    0.01511    0.01236    0.00647         54        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     32/499      4.32G    0.01511    0.01236    0.00647         54        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     32/499      4.32G    0.01512    0.01236   0.006477         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     32/499      4.32G    0.01512    0.01236   0.006477         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     32/499      4.32G    0.01512    0.01236    0.00647         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     32/499      4.32G    0.01512    0.01236    0.00647         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     32/499      4.32G    0.01515    0.01236   0.006484         75        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
     32/499      4.32G    0.01515    0.01236   0.006484         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     32/499      4.32G    0.01515    0.01236   0.006508         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     32/499      4.32G    0.01515    0.01236   0.006508         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     32/499      4.32G    0.01516    0.01241   0.006494         94        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     32/499      4.32G    0.01516    0.01241   0.006494         94        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     32/499      4.32G    0.01517    0.01242   0.006501         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     32/499      4.32G    0.01517    0.01242   0.006501         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     32/499      4.32G    0.01517    0.01244    0.00653         83        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     32/499      4.32G    0.01517    0.01244    0.00653         83        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     32/499      4.32G    0.01518    0.01245   0.006524         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     32/499      4.32G    0.01518    0.01245   0.006524         77        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
     32/499      4.32G    0.01517    0.01245   0.006501         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
     32/499      4.32G    0.01517    0.01245   0.006501         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     32/499      4.32G    0.01516    0.01245   0.006497         79        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     32/499      4.32G    0.01516    0.01245   0.006497         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     32/499      4.32G    0.01515    0.01245   0.006514         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     32/499      4.32G    0.01515    0.01245   0.006514         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     32/499      4.32G    0.01514    0.01244    0.00652         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     32/499      4.32G    0.01514    0.01244    0.00652         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     32/499      4.32G    0.01513    0.01242   0.006528         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     32/499      4.32G    0.01513    0.01242   0.006528         64        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     32/499      4.32G    0.01514    0.01243   0.006532         90        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     32/499      4.32G    0.01514    0.01243   0.006532         90        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     32/499      4.32G    0.01515    0.01244   0.006544         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     32/499      4.32G    0.01515    0.01244   0.006544         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     32/499      4.32G    0.01516    0.01245   0.006531         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     32/499      4.32G    0.01516    0.01245   0.006531         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     32/499      4.32G    0.01515    0.01244   0.006526         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     32/499      4.32G    0.01515    0.01244   0.006526         71        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     32/499      4.32G    0.01515    0.01243    0.00653         64        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     32/499      4.32G    0.01515    0.01243    0.00653         64        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     32/499      4.32G    0.01515    0.01241   0.006545         52        640:  81%|########  | 136/168 [00:26<00:06,  5.24it/s]
     32/499      4.32G    0.01515    0.01241   0.006545         52        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     32/499      4.32G    0.01514    0.01241   0.006534         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     32/499      4.32G    0.01514    0.01241   0.006534         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
     32/499      4.32G    0.01512    0.01242   0.006512         87        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
     32/499      4.32G    0.01512    0.01242   0.006512         87        640:  83%|########2 | 139/168 [00:26<00:05,  5.27it/s]
     32/499      4.32G    0.01513    0.01243   0.006517         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.27it/s]
     32/499      4.32G    0.01513    0.01243   0.006517         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     32/499      4.32G    0.01513    0.01244   0.006501         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     32/499      4.32G    0.01513    0.01244   0.006501         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     32/499      4.32G    0.01513    0.01243   0.006507         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.39it/s]
     32/499      4.32G    0.01513    0.01243   0.006507         63        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     32/499      4.32G    0.01513    0.01243   0.006515         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     32/499      4.32G    0.01513    0.01243   0.006515         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
     32/499      4.32G    0.01513    0.01243   0.006536         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
     32/499      4.32G    0.01513    0.01243   0.006536         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
     32/499      4.32G    0.01512    0.01243   0.006573         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
     32/499      4.32G    0.01512    0.01243   0.006573         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     32/499      4.32G    0.01512    0.01243   0.006588         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     32/499      4.32G    0.01512    0.01243   0.006588         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     32/499      4.32G    0.01512    0.01242   0.006585         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     32/499      4.32G    0.01512    0.01242   0.006585         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
     32/499      4.32G    0.01511    0.01243   0.006581         81        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     32/499      4.32G    0.01511    0.01243   0.006581         81        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     32/499      4.32G     0.0151    0.01241   0.006576         52        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     32/499      4.32G     0.0151    0.01241   0.006576         52        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     32/499      4.32G    0.01509     0.0124   0.006579         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     32/499      4.32G    0.01509     0.0124   0.006579         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     32/499      4.32G    0.01508     0.0124   0.006581         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     32/499      4.32G    0.01508     0.0124   0.006581         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     32/499      4.32G    0.01507    0.01239   0.006583         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     32/499      4.32G    0.01507    0.01239   0.006583         65        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     32/499      4.32G    0.01506    0.01238    0.00659         66        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     32/499      4.32G    0.01506    0.01238    0.00659         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     32/499      4.32G    0.01505    0.01239   0.006603         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     32/499      4.32G    0.01505    0.01239   0.006603         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     32/499      4.32G    0.01505    0.01237   0.006587         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     32/499      4.32G    0.01505    0.01237   0.006587         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     32/499      4.32G    0.01505    0.01236    0.00657         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     32/499      4.32G    0.01505    0.01236    0.00657         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     32/499      4.32G    0.01503    0.01236   0.006575         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     32/499      4.32G    0.01503    0.01236   0.006575         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
     32/499      4.32G    0.01503    0.01235   0.006587         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
     32/499      4.32G    0.01503    0.01235   0.006587         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     32/499      4.32G    0.01502    0.01234   0.006586         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     32/499      4.32G    0.01502    0.01234   0.006586         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     32/499      4.32G    0.01502    0.01236   0.006594         84        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     32/499      4.32G    0.01502    0.01236   0.006594         84        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     32/499      4.32G    0.01501    0.01235   0.006582         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     32/499      4.32G    0.01501    0.01235   0.006582         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     32/499      4.32G      0.015    0.01236   0.006606         82        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     32/499      4.32G      0.015    0.01236   0.006606         82        640:  96%|#########6| 162/168 [00:30<00:01,  5.27it/s]
     32/499      4.32G      0.015    0.01237   0.006608         84        640:  96%|#########6| 162/168 [00:30<00:01,  5.27it/s]
     32/499      4.32G      0.015    0.01237   0.006608         84        640:  97%|#########7| 163/168 [00:30<00:00,  5.13it/s]
     32/499      4.32G    0.01501    0.01238   0.006624         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     32/499      4.32G    0.01501    0.01238   0.006624         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
     32/499      4.32G    0.01501    0.01238   0.006641         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
     32/499      4.32G    0.01501    0.01238   0.006641         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     32/499      4.32G    0.01502    0.01238    0.00664         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     32/499      4.32G    0.01502    0.01238    0.00664         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     32/499      4.32G    0.01502    0.01239   0.006621         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     32/499      4.32G    0.01502    0.01239   0.006621         81        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     32/499      4.32G    0.01499    0.01237   0.006655         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     32/499      4.32G    0.01499    0.01237   0.006655         25        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
     32/499      4.32G    0.01499    0.01237   0.006655         25        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.797      0.857      0.867      0.717

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     33/499      4.32G    0.01481    0.01072   0.004796         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     33/499      4.32G    0.01481    0.01072   0.004796         66        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     33/499      4.32G    0.01477    0.01141   0.007398         77        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     33/499      4.32G    0.01477    0.01141   0.007398         77        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     33/499      4.32G    0.01518    0.01197   0.008423         73        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     33/499      4.32G    0.01518    0.01197   0.008423         73        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     33/499      4.32G    0.01527    0.01208   0.007935         66        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     33/499      4.32G    0.01527    0.01208   0.007935         66        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     33/499      4.32G    0.01467    0.01168   0.007686         68        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     33/499      4.32G    0.01467    0.01168   0.007686         68        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     33/499      4.32G    0.01467     0.0122   0.007276         79        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     33/499      4.32G    0.01467     0.0122   0.007276         79        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     33/499      4.32G    0.01504    0.01231   0.007083         71        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     33/499      4.32G    0.01504    0.01231   0.007083         71        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     33/499      4.32G    0.01507    0.01237   0.007031         57        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     33/499      4.32G    0.01507    0.01237   0.007031         57        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     33/499      4.32G    0.01507    0.01211   0.007132         51        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     33/499      4.32G    0.01507    0.01211   0.007132         51        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     33/499      4.32G    0.01516     0.0125   0.006702         78        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     33/499      4.32G    0.01516     0.0125   0.006702         78        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     33/499      4.32G    0.01497    0.01274   0.006782         91        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     33/499      4.32G    0.01497    0.01274   0.006782         91        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     33/499      4.32G    0.01485    0.01252   0.006605         60        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     33/499      4.32G    0.01485    0.01252   0.006605         60        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     33/499      4.32G    0.01483    0.01249   0.006494         65        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     33/499      4.32G    0.01483    0.01249   0.006494         65        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     33/499      4.32G    0.01476    0.01246   0.006529         79        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     33/499      4.32G    0.01476    0.01246   0.006529         79        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     33/499      4.32G    0.01484    0.01256   0.006574         69        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     33/499      4.32G    0.01484    0.01256   0.006574         69        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     33/499      4.32G    0.01474    0.01255   0.006553         74        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     33/499      4.32G    0.01474    0.01255   0.006553         74        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     33/499      4.32G    0.01485    0.01277   0.006811         78        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     33/499      4.32G    0.01485    0.01277   0.006811         78        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     33/499      4.32G    0.01488    0.01296   0.006634         75        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     33/499      4.32G    0.01488    0.01296   0.006634         75        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     33/499      4.32G    0.01483    0.01292   0.006497         76        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     33/499      4.32G    0.01483    0.01292   0.006497         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     33/499      4.32G    0.01479    0.01294   0.006325         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     33/499      4.32G    0.01479    0.01294   0.006325         69        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     33/499      4.32G    0.01481     0.0129   0.006316         67        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     33/499      4.32G    0.01481     0.0129   0.006316         67        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     33/499      4.32G    0.01469    0.01282   0.006323         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     33/499      4.32G    0.01469    0.01282   0.006323         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     33/499      4.32G    0.01476    0.01285   0.006405         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     33/499      4.32G    0.01476    0.01285   0.006405         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     33/499      4.32G    0.01473    0.01282   0.006294         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     33/499      4.32G    0.01473    0.01282   0.006294         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     33/499      4.32G     0.0148    0.01281   0.006344         73        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     33/499      4.32G     0.0148    0.01281   0.006344         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     33/499      4.32G    0.01477    0.01279   0.006221         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     33/499      4.32G    0.01477    0.01279   0.006221         72        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     33/499      4.32G     0.0147    0.01272   0.006094         74        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     33/499      4.32G     0.0147    0.01272   0.006094         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     33/499      4.32G    0.01467    0.01275   0.006172         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     33/499      4.32G    0.01467    0.01275   0.006172         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     33/499      4.32G    0.01466    0.01272   0.006128         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     33/499      4.32G    0.01466    0.01272   0.006128         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     33/499      4.32G     0.0147    0.01278   0.006089         83        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     33/499      4.32G     0.0147    0.01278   0.006089         83        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     33/499      4.32G     0.0147    0.01279   0.006228         78        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     33/499      4.32G     0.0147    0.01279   0.006228         78        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
     33/499      4.32G    0.01468    0.01276   0.006125         68        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     33/499      4.32G    0.01468    0.01276   0.006125         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     33/499      4.32G    0.01475    0.01276   0.006264         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     33/499      4.32G    0.01475    0.01276   0.006264         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     33/499      4.32G    0.01472    0.01275   0.006193         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     33/499      4.32G    0.01472    0.01275   0.006193         73        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     33/499      4.32G    0.01471    0.01262   0.006108         44        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     33/499      4.32G    0.01471    0.01262   0.006108         44        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     33/499      4.32G    0.01469     0.0126   0.006148         63        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     33/499      4.32G    0.01469     0.0126   0.006148         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     33/499      4.32G    0.01464    0.01252   0.006156         54        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     33/499      4.32G    0.01464    0.01252   0.006156         54        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     33/499      4.32G    0.01462    0.01251   0.006182         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     33/499      4.32G    0.01462    0.01251   0.006182         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
     33/499      4.32G     0.0146    0.01241   0.006204         55        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
     33/499      4.32G     0.0146    0.01241   0.006204         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     33/499      4.32G    0.01461    0.01239   0.006245         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     33/499      4.32G    0.01461    0.01239   0.006245         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     33/499      4.32G    0.01462    0.01239   0.006231         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     33/499      4.32G    0.01462    0.01239   0.006231         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
     33/499      4.32G    0.01464     0.0124   0.006215         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
     33/499      4.32G    0.01464     0.0124   0.006215         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
     33/499      4.32G     0.0147    0.01241   0.006243         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     33/499      4.32G     0.0147    0.01241   0.006243         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     33/499      4.32G    0.01472    0.01237   0.006306         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     33/499      4.32G    0.01472    0.01237   0.006306         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     33/499      4.32G    0.01476     0.0124   0.006457         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     33/499      4.32G    0.01476     0.0124   0.006457         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     33/499      4.32G    0.01472    0.01239   0.006452         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     33/499      4.32G    0.01472    0.01239   0.006452         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
     33/499      4.32G    0.01465    0.01233   0.006432         49        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
     33/499      4.32G    0.01465    0.01233   0.006432         49        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
     33/499      4.32G    0.01468    0.01232   0.006414         63        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     33/499      4.32G    0.01468    0.01232   0.006414         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     33/499      4.32G    0.01467    0.01226   0.006331         45        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     33/499      4.32G    0.01467    0.01226   0.006331         45        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     33/499      4.32G    0.01465    0.01222   0.006282         55        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     33/499      4.32G    0.01465    0.01222   0.006282         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     33/499      4.32G    0.01466    0.01219   0.006215         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     33/499      4.32G    0.01466    0.01219   0.006215         70        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     33/499      4.32G    0.01467     0.0122   0.006236         71        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     33/499      4.32G    0.01467     0.0122   0.006236         71        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
     33/499      4.32G     0.0147    0.01221   0.006328         71        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
     33/499      4.32G     0.0147    0.01221   0.006328         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     33/499      4.32G    0.01468    0.01219   0.006306         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     33/499      4.32G    0.01468    0.01219   0.006306         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     33/499      4.32G    0.01468    0.01218   0.006289         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     33/499      4.32G    0.01468    0.01218   0.006289         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     33/499      4.32G    0.01466    0.01214   0.006253         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     33/499      4.32G    0.01466    0.01214   0.006253         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     33/499      4.32G    0.01466    0.01216   0.006281         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     33/499      4.32G    0.01466    0.01216   0.006281         81        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     33/499      4.32G    0.01464    0.01216   0.006239         66        640:  34%|###3      | 57/168 [00:11<00:20,  5.37it/s]
     33/499      4.32G    0.01464    0.01216   0.006239         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     33/499      4.32G    0.01466    0.01214   0.006245         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     33/499      4.32G    0.01466    0.01214   0.006245         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     33/499      4.32G    0.01463    0.01214   0.006197         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     33/499      4.32G    0.01463    0.01214   0.006197         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     33/499      4.32G    0.01465    0.01216   0.006185         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     33/499      4.32G    0.01465    0.01216   0.006185         82        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     33/499      4.32G    0.01468     0.0122   0.006213         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     33/499      4.32G    0.01468     0.0122   0.006213         72        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
     33/499      4.32G    0.01469    0.01218   0.006238         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
     33/499      4.32G    0.01469    0.01218   0.006238         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     33/499      4.32G    0.01466    0.01219   0.006263         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     33/499      4.32G    0.01466    0.01219   0.006263         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     33/499      4.32G    0.01466    0.01217   0.006275         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     33/499      4.32G    0.01466    0.01217   0.006275         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     33/499      4.32G    0.01467    0.01218   0.006268         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     33/499      4.32G    0.01467    0.01218   0.006268         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     33/499      4.32G    0.01466    0.01217   0.006258         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     33/499      4.32G    0.01466    0.01217   0.006258         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     33/499      4.32G    0.01467    0.01215   0.006211         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     33/499      4.32G    0.01467    0.01215   0.006211         67        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
     33/499      4.32G    0.01465    0.01218   0.006164         85        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     33/499      4.32G    0.01465    0.01218   0.006164         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     33/499      4.32G    0.01464    0.01216   0.006163         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     33/499      4.32G    0.01464    0.01216   0.006163         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     33/499      4.32G    0.01463    0.01216   0.006224         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     33/499      4.32G    0.01463    0.01216   0.006224         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     33/499      4.32G    0.01464    0.01217   0.006189         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     33/499      4.32G    0.01464    0.01217   0.006189         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     33/499      4.32G    0.01466    0.01218   0.006256         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     33/499      4.32G    0.01466    0.01218   0.006256         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     33/499      4.32G    0.01468    0.01217   0.006249         61        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     33/499      4.32G    0.01468    0.01217   0.006249         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     33/499      4.32G    0.01471    0.01216    0.00628         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     33/499      4.32G    0.01471    0.01216    0.00628         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     33/499      4.32G    0.01472    0.01219   0.006287         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     33/499      4.32G    0.01472    0.01219   0.006287         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     33/499      4.32G    0.01472    0.01219   0.006254         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     33/499      4.32G    0.01472    0.01219   0.006254         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     33/499      4.32G    0.01473     0.0122   0.006231         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     33/499      4.32G    0.01473     0.0122   0.006231         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     33/499      4.32G    0.01476    0.01224   0.006204         77        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
     33/499      4.32G    0.01476    0.01224   0.006204         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     33/499      4.32G    0.01477    0.01222   0.006177         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     33/499      4.32G    0.01477    0.01222   0.006177         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     33/499      4.32G    0.01475    0.01223   0.006146         90        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     33/499      4.32G    0.01475    0.01223   0.006146         90        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     33/499      4.32G    0.01477    0.01224   0.006207         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     33/499      4.32G    0.01477    0.01224   0.006207         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     33/499      4.32G    0.01474    0.01223   0.006197         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     33/499      4.32G    0.01474    0.01223   0.006197         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     33/499      4.32G    0.01474    0.01223   0.006236         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     33/499      4.32G    0.01474    0.01223   0.006236         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
     33/499      4.32G    0.01475     0.0122   0.006288         54        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
     33/499      4.32G    0.01475     0.0122   0.006288         54        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     33/499      4.32G    0.01471    0.01217   0.006275         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     33/499      4.32G    0.01471    0.01217   0.006275         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     33/499      4.32G    0.01472    0.01219   0.006286         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     33/499      4.32G    0.01472    0.01219   0.006286         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     33/499      4.32G    0.01473    0.01221   0.006284         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     33/499      4.32G    0.01473    0.01221   0.006284         79        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     33/499      4.32G    0.01472    0.01221   0.006327         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     33/499      4.32G    0.01472    0.01221   0.006327         72        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
     33/499      4.32G    0.01473    0.01222   0.006334         75        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
     33/499      4.32G    0.01473    0.01222   0.006334         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     33/499      4.32G    0.01476    0.01219   0.006324         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     33/499      4.32G    0.01476    0.01219   0.006324         55        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     33/499      4.32G    0.01475    0.01219   0.006294         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     33/499      4.32G    0.01475    0.01219   0.006294         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     33/499      4.32G    0.01474    0.01218   0.006295         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     33/499      4.32G    0.01474    0.01218   0.006295         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     33/499      4.32G    0.01474    0.01217   0.006283         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     33/499      4.32G    0.01474    0.01217   0.006283         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     33/499      4.32G    0.01475    0.01219   0.006294         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     33/499      4.32G    0.01475    0.01219   0.006294         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     33/499      4.32G    0.01474    0.01221   0.006307         81        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     33/499      4.32G    0.01474    0.01221   0.006307         81        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     33/499      4.32G    0.01473     0.0122   0.006299         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     33/499      4.32G    0.01473     0.0122   0.006299         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     33/499      4.32G    0.01473    0.01221   0.006288         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     33/499      4.32G    0.01473    0.01221   0.006288         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     33/499      4.32G    0.01474     0.0122   0.006324         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     33/499      4.32G    0.01474     0.0122   0.006324         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     33/499      4.32G    0.01475    0.01222   0.006337         78        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     33/499      4.32G    0.01475    0.01222   0.006337         78        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
     33/499      4.32G    0.01473    0.01219   0.006319         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     33/499      4.32G    0.01473    0.01219   0.006319         64        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     33/499      4.32G    0.01474    0.01219   0.006294         62        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     33/499      4.32G    0.01474    0.01219   0.006294         62        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     33/499      4.32G    0.01473    0.01219   0.006273         74        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     33/499      4.32G    0.01473    0.01219   0.006273         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     33/499      4.32G    0.01471    0.01219   0.006302         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     33/499      4.32G    0.01471    0.01219   0.006302         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     33/499      4.32G    0.01471     0.0122   0.006298         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     33/499      4.32G    0.01471     0.0122   0.006298         82        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     33/499      4.32G    0.01472    0.01222   0.006327         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     33/499      4.32G    0.01472    0.01222   0.006327         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     33/499      4.32G    0.01473    0.01221    0.00632         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     33/499      4.32G    0.01473    0.01221    0.00632         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     33/499      4.32G    0.01474    0.01217   0.006345         49        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     33/499      4.32G    0.01474    0.01217   0.006345         49        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     33/499      4.32G    0.01473    0.01215   0.006344         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     33/499      4.32G    0.01473    0.01215   0.006344         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     33/499      4.32G    0.01473    0.01213   0.006353         49        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     33/499      4.32G    0.01473    0.01213   0.006353         49        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     33/499      4.32G    0.01472     0.0121   0.006351         51        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
     33/499      4.32G    0.01472     0.0121   0.006351         51        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
     33/499      4.32G    0.01473     0.0121   0.006358         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
     33/499      4.32G    0.01473     0.0121   0.006358         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     33/499      4.32G    0.01476    0.01211   0.006405         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     33/499      4.32G    0.01476    0.01211   0.006405         80        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     33/499      4.32G    0.01475    0.01211   0.006384         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     33/499      4.32G    0.01475    0.01211   0.006384         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     33/499      4.32G    0.01474    0.01209   0.006372         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     33/499      4.32G    0.01474    0.01209   0.006372         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     33/499      4.32G    0.01474    0.01209   0.006357         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
     33/499      4.32G    0.01474    0.01209   0.006357         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     33/499      4.32G    0.01472    0.01208   0.006353         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     33/499      4.32G    0.01472    0.01208   0.006353         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     33/499      4.32G    0.01473     0.0121   0.006379         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     33/499      4.32G    0.01473     0.0121   0.006379         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     33/499      4.32G    0.01473     0.0121   0.006365         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     33/499      4.32G    0.01473     0.0121   0.006365         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     33/499      4.32G    0.01471    0.01211   0.006359         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     33/499      4.32G    0.01471    0.01211   0.006359         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     33/499      4.32G    0.01472    0.01213    0.00637         94        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     33/499      4.32G    0.01472    0.01213    0.00637         94        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
     33/499      4.32G    0.01473    0.01212   0.006371         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     33/499      4.32G    0.01473    0.01212   0.006371         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     33/499      4.32G    0.01471     0.0121   0.006362         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     33/499      4.32G    0.01471     0.0121   0.006362         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     33/499      4.32G    0.01471    0.01212   0.006355         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     33/499      4.32G    0.01471    0.01212   0.006355         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     33/499      4.32G    0.01473    0.01212   0.006341         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     33/499      4.32G    0.01473    0.01212   0.006341         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     33/499      4.32G    0.01473    0.01214   0.006325         78        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     33/499      4.32G    0.01473    0.01214   0.006325         78        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     33/499      4.32G    0.01474    0.01217   0.006295         84        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     33/499      4.32G    0.01474    0.01217   0.006295         84        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     33/499      4.32G    0.01472    0.01215   0.006289         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     33/499      4.32G    0.01472    0.01215   0.006289         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     33/499      4.32G    0.01471    0.01213   0.006286         55        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     33/499      4.32G    0.01471    0.01213   0.006286         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     33/499      4.32G    0.01471    0.01215   0.006261         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     33/499      4.32G    0.01471    0.01215   0.006261         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     33/499      4.32G    0.01472    0.01215   0.006255         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     33/499      4.32G    0.01472    0.01215   0.006255         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     33/499      4.32G    0.01471    0.01214   0.006242         69        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     33/499      4.32G    0.01471    0.01214   0.006242         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     33/499      4.32G    0.01473    0.01216   0.006244         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     33/499      4.32G    0.01473    0.01216   0.006244         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     33/499      4.32G    0.01473    0.01215    0.00626         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     33/499      4.32G    0.01473    0.01215    0.00626         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     33/499      4.32G    0.01473    0.01215   0.006274         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     33/499      4.32G    0.01473    0.01215   0.006274         67        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     33/499      4.32G    0.01473    0.01216   0.006271         72        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     33/499      4.32G    0.01473    0.01216   0.006271         72        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     33/499      4.32G    0.01473    0.01215   0.006258         69        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     33/499      4.32G    0.01473    0.01215   0.006258         69        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
     33/499      4.32G    0.01475    0.01215    0.00624         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
     33/499      4.32G    0.01475    0.01215    0.00624         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     33/499      4.32G    0.01474    0.01216   0.006215         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     33/499      4.32G    0.01474    0.01216   0.006215         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
     33/499      4.32G    0.01473    0.01216   0.006196         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
     33/499      4.32G    0.01473    0.01216   0.006196         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     33/499      4.32G    0.01473    0.01216   0.006198         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     33/499      4.32G    0.01473    0.01216   0.006198         70        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
     33/499      4.32G    0.01475    0.01216   0.006246         71        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
     33/499      4.32G    0.01475    0.01216   0.006246         71        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
     33/499      4.32G    0.01475    0.01218   0.006239         85        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     33/499      4.32G    0.01475    0.01218   0.006239         85        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
     33/499      4.32G    0.01476    0.01221   0.006222         88        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
     33/499      4.32G    0.01476    0.01221   0.006222         88        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     33/499      4.32G    0.01476    0.01222   0.006219         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     33/499      4.32G    0.01476    0.01222   0.006219         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     33/499      4.32G    0.01475    0.01224    0.00622         92        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     33/499      4.32G    0.01475    0.01224    0.00622         92        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     33/499      4.32G    0.01474    0.01222   0.006222         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     33/499      4.32G    0.01474    0.01222   0.006222         63        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     33/499      4.32G    0.01473    0.01222   0.006215         68        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
     33/499      4.32G    0.01473    0.01222   0.006215         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     33/499      4.32G    0.01473    0.01222   0.006216         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     33/499      4.32G    0.01473    0.01222   0.006216         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     33/499      4.32G    0.01472    0.01221   0.006215         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     33/499      4.32G    0.01472    0.01221   0.006215         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     33/499      4.32G    0.01471    0.01221   0.006192         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     33/499      4.32G    0.01471    0.01221   0.006192         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     33/499      4.32G    0.01472     0.0122   0.006203         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     33/499      4.32G    0.01472     0.0122   0.006203         66        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
     33/499      4.32G    0.01473    0.01219   0.006195         69        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
     33/499      4.32G    0.01473    0.01219   0.006195         69        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
     33/499      4.32G    0.01472    0.01221   0.006176         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
     33/499      4.32G    0.01472    0.01221   0.006176         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     33/499      4.32G    0.01474    0.01222   0.006169         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     33/499      4.32G    0.01474    0.01222   0.006169         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     33/499      4.32G    0.01475    0.01223   0.006143         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     33/499      4.32G    0.01475    0.01223   0.006143         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     33/499      4.32G    0.01476    0.01222   0.006125         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     33/499      4.32G    0.01476    0.01222   0.006125         56        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     33/499      4.32G    0.01476    0.01222   0.006105         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     33/499      4.32G    0.01476    0.01222   0.006105         66        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
     33/499      4.32G    0.01475    0.01221   0.006097         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     33/499      4.32G    0.01475    0.01221   0.006097         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     33/499      4.32G    0.01475     0.0122   0.006114         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     33/499      4.32G    0.01475     0.0122   0.006114         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     33/499      4.32G    0.01475    0.01222    0.00614         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     33/499      4.32G    0.01475    0.01222    0.00614         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     33/499      4.32G    0.01475     0.0122   0.006115         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     33/499      4.32G    0.01475     0.0122   0.006115         55        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     33/499      4.32G    0.01474    0.01221   0.006108         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     33/499      4.32G    0.01474    0.01221   0.006108         73        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
     33/499      4.32G    0.01474    0.01222    0.00609         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     33/499      4.32G    0.01474    0.01222    0.00609         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     33/499      4.32G    0.01473    0.01221   0.006107         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     33/499      4.32G    0.01473    0.01221   0.006107         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     33/499      4.32G    0.01473    0.01219   0.006126         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     33/499      4.32G    0.01473    0.01219   0.006126         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     33/499      4.32G    0.01474     0.0122   0.006128         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     33/499      4.32G    0.01474     0.0122   0.006128         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     33/499      4.32G    0.01472    0.01219   0.006143         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     33/499      4.32G    0.01472    0.01219   0.006143         33        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
     33/499      4.32G    0.01472    0.01219   0.006143         33        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263       0.75      0.848      0.841      0.706

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     34/499      4.32G    0.01433    0.01102   0.009025         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
     34/499      4.32G    0.01433    0.01102   0.009025         67        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     34/499      4.32G    0.01471     0.0107    0.01011         58        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     34/499      4.32G    0.01471     0.0107    0.01011         58        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     34/499      4.32G    0.01534    0.01218   0.009284         80        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     34/499      4.32G    0.01534    0.01218   0.009284         80        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     34/499      4.32G    0.01526    0.01172   0.007618         60        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     34/499      4.32G    0.01526    0.01172   0.007618         60        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     34/499      4.32G    0.01539    0.01168   0.007431         74        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     34/499      4.32G    0.01539    0.01168   0.007431         74        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     34/499      4.32G    0.01546    0.01198   0.006988         67        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     34/499      4.32G    0.01546    0.01198   0.006988         67        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     34/499      4.32G    0.01536    0.01224   0.006717         84        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     34/499      4.32G    0.01536    0.01224   0.006717         84        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     34/499      4.32G    0.01523     0.0122   0.006302         60        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     34/499      4.32G    0.01523     0.0122   0.006302         60        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     34/499      4.32G    0.01505    0.01204   0.006076         61        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     34/499      4.32G    0.01505    0.01204   0.006076         61        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     34/499      4.32G    0.01487     0.0118   0.005689         57        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     34/499      4.32G    0.01487     0.0118   0.005689         57        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
     34/499      4.32G    0.01479    0.01195   0.006339         82        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
     34/499      4.32G    0.01479    0.01195   0.006339         82        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     34/499      4.32G    0.01467    0.01171    0.00629         57        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     34/499      4.32G    0.01467    0.01171    0.00629         57        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     34/499      4.32G    0.01471    0.01151   0.006362         54        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     34/499      4.32G    0.01471    0.01151   0.006362         54        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     34/499      4.32G    0.01479    0.01167   0.006173         82        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     34/499      4.32G    0.01479    0.01167   0.006173         82        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     34/499      4.32G     0.0149    0.01168   0.005996         60        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     34/499      4.32G     0.0149    0.01168   0.005996         60        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     34/499      4.32G    0.01485    0.01183   0.005918         78        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     34/499      4.32G    0.01485    0.01183   0.005918         78        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     34/499      4.32G    0.01496    0.01183   0.006096         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     34/499      4.32G    0.01496    0.01183   0.006096         61        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     34/499      4.32G     0.0149    0.01179   0.006192         58        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     34/499      4.32G     0.0149    0.01179   0.006192         58        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     34/499      4.32G    0.01486    0.01178   0.006262         73        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     34/499      4.32G    0.01486    0.01178   0.006262         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     34/499      4.32G    0.01478     0.0117   0.006529         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     34/499      4.32G    0.01478     0.0117   0.006529         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     34/499      4.32G    0.01484    0.01167   0.006359         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     34/499      4.32G    0.01484    0.01167   0.006359         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     34/499      4.32G    0.01484     0.0117   0.006279         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     34/499      4.32G    0.01484     0.0117   0.006279         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     34/499      4.32G    0.01485    0.01179   0.006272         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     34/499      4.32G    0.01485    0.01179   0.006272         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     34/499      4.32G    0.01482     0.0118   0.006262         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     34/499      4.32G    0.01482     0.0118   0.006262         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     34/499      4.32G    0.01483    0.01185    0.00617         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     34/499      4.32G    0.01483    0.01185    0.00617         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     34/499      4.32G    0.01477    0.01185   0.006149         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     34/499      4.32G    0.01477    0.01185   0.006149         60        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     34/499      4.32G    0.01478    0.01177   0.006078         64        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     34/499      4.32G    0.01478    0.01177   0.006078         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     34/499      4.32G    0.01483    0.01177   0.006136         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     34/499      4.32G    0.01483    0.01177   0.006136         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     34/499      4.32G    0.01482    0.01176   0.006048         59        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     34/499      4.32G    0.01482    0.01176   0.006048         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     34/499      4.32G    0.01485    0.01183   0.006052         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     34/499      4.32G    0.01485    0.01183   0.006052         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     34/499      4.32G    0.01483    0.01184   0.006064         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     34/499      4.32G    0.01483    0.01184   0.006064         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     34/499      4.32G    0.01482     0.0118   0.006119         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     34/499      4.32G    0.01482     0.0118   0.006119         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     34/499      4.32G    0.01485     0.0118   0.006072         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     34/499      4.32G    0.01485     0.0118   0.006072         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     34/499      4.32G    0.01484    0.01189   0.006046         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     34/499      4.32G    0.01484    0.01189   0.006046         76        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     34/499      4.32G    0.01481    0.01194   0.005956         87        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     34/499      4.32G    0.01481    0.01194   0.005956         87        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     34/499      4.32G    0.01486    0.01194   0.005898         60        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     34/499      4.32G    0.01486    0.01194   0.005898         60        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     34/499      4.32G    0.01482    0.01186   0.005928         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     34/499      4.32G    0.01482    0.01186   0.005928         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     34/499      4.32G    0.01479    0.01181   0.005902         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     34/499      4.32G    0.01479    0.01181   0.005902         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     34/499      4.32G    0.01476    0.01179   0.005898         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     34/499      4.32G    0.01476    0.01179   0.005898         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
     34/499      4.32G    0.01479    0.01175   0.005881         59        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
     34/499      4.32G    0.01479    0.01175   0.005881         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     34/499      4.32G    0.01476    0.01175    0.00582         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     34/499      4.32G    0.01476    0.01175    0.00582         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     34/499      4.32G    0.01478    0.01182   0.005807         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     34/499      4.32G    0.01478    0.01182   0.005807         79        640:  25%|##5       | 42/168 [00:07<00:23,  5.30it/s]
     34/499      4.32G    0.01477    0.01188   0.005793         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
     34/499      4.32G    0.01477    0.01188   0.005793         77        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     34/499      4.32G    0.01477     0.0119   0.005768         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     34/499      4.32G    0.01477     0.0119   0.005768         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     34/499      4.32G     0.0148    0.01194   0.005859         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     34/499      4.32G     0.0148    0.01194   0.005859         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     34/499      4.32G    0.01475     0.0119   0.005863         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     34/499      4.32G    0.01475     0.0119   0.005863         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     34/499      4.32G    0.01478    0.01192   0.005832         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     34/499      4.32G    0.01478    0.01192   0.005832         66        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     34/499      4.32G    0.01474    0.01191    0.00588         72        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     34/499      4.32G    0.01474    0.01191    0.00588         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     34/499      4.32G     0.0147    0.01184   0.005855         53        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     34/499      4.32G     0.0147    0.01184   0.005855         53        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     34/499      4.32G    0.01467    0.01182   0.005858         71        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     34/499      4.32G    0.01467    0.01182   0.005858         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     34/499      4.32G    0.01469    0.01178   0.005838         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     34/499      4.32G    0.01469    0.01178   0.005838         62        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
     34/499      4.32G    0.01473     0.0118   0.005883         72        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
     34/499      4.32G    0.01473     0.0118   0.005883         72        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
     34/499      4.32G    0.01471    0.01175   0.005886         59        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
     34/499      4.32G    0.01471    0.01175   0.005886         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     34/499      4.32G    0.01472    0.01173   0.005865         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     34/499      4.32G    0.01472    0.01173   0.005865         62        640:  32%|###2      | 54/168 [00:10<00:22,  5.11it/s]
     34/499      4.32G    0.01474    0.01175   0.005854         69        640:  32%|###2      | 54/168 [00:10<00:22,  5.11it/s]
     34/499      4.32G    0.01474    0.01175   0.005854         69        640:  33%|###2      | 55/168 [00:10<00:22,  5.05it/s]
     34/499      4.32G    0.01475    0.01174   0.005917         59        640:  33%|###2      | 55/168 [00:10<00:22,  5.05it/s]
     34/499      4.32G    0.01475    0.01174   0.005917         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.17it/s]
     34/499      4.32G    0.01473    0.01175   0.005898         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.17it/s]
     34/499      4.32G    0.01473    0.01175   0.005898         74        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
     34/499      4.32G    0.01473    0.01176   0.005898         75        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
     34/499      4.32G    0.01473    0.01176   0.005898         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     34/499      4.32G    0.01471    0.01174   0.005867         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     34/499      4.32G    0.01471    0.01174   0.005867         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     34/499      4.32G     0.0147    0.01178   0.005862         86        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     34/499      4.32G     0.0147    0.01178   0.005862         86        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     34/499      4.32G    0.01471    0.01176   0.005964         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     34/499      4.32G    0.01471    0.01176   0.005964         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     34/499      4.32G    0.01469    0.01178    0.00595         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     34/499      4.32G    0.01469    0.01178    0.00595         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     34/499      4.32G    0.01468    0.01177   0.006029         57        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
     34/499      4.32G    0.01468    0.01177   0.006029         57        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     34/499      4.32G    0.01472    0.01184   0.006035         95        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     34/499      4.32G    0.01472    0.01184   0.006035         95        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     34/499      4.32G    0.01474    0.01189   0.006003         78        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     34/499      4.32G    0.01474    0.01189   0.006003         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     34/499      4.32G    0.01476    0.01187   0.005967         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     34/499      4.32G    0.01476    0.01187   0.005967         57        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     34/499      4.32G    0.01479    0.01185   0.006025         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     34/499      4.32G    0.01479    0.01185   0.006025         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     34/499      4.32G    0.01476    0.01185   0.006017         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     34/499      4.32G    0.01476    0.01185   0.006017         65        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
     34/499      4.32G    0.01478    0.01186   0.005998         72        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
     34/499      4.32G    0.01478    0.01186   0.005998         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     34/499      4.32G    0.01479    0.01187   0.005987         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     34/499      4.32G    0.01479    0.01187   0.005987         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     34/499      4.32G    0.01481    0.01189   0.005945         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     34/499      4.32G    0.01481    0.01189   0.005945         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     34/499      4.32G    0.01481     0.0119   0.005943         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     34/499      4.32G    0.01481     0.0119   0.005943         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
     34/499      4.32G    0.01481    0.01193   0.005971         86        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
     34/499      4.32G    0.01481    0.01193   0.005971         86        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     34/499      4.32G    0.01479    0.01193   0.005952         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     34/499      4.32G    0.01479    0.01193   0.005952         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     34/499      4.32G    0.01476     0.0119    0.00598         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     34/499      4.32G    0.01476     0.0119    0.00598         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     34/499      4.32G    0.01476    0.01189   0.005976         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     34/499      4.32G    0.01476    0.01189   0.005976         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     34/499      4.32G    0.01475    0.01189    0.00597         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     34/499      4.32G    0.01475    0.01189    0.00597         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     34/499      4.32G    0.01478    0.01192   0.005944         83        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     34/499      4.32G    0.01478    0.01192   0.005944         83        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     34/499      4.32G    0.01477    0.01191   0.005937         76        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
     34/499      4.32G    0.01477    0.01191   0.005937         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     34/499      4.32G    0.01478     0.0119   0.005989         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     34/499      4.32G    0.01478     0.0119   0.005989         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     34/499      4.32G    0.01477    0.01186   0.005974         53        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     34/499      4.32G    0.01477    0.01186   0.005974         53        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     34/499      4.32G    0.01478    0.01186   0.005944         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     34/499      4.32G    0.01478    0.01186   0.005944         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     34/499      4.32G    0.01481    0.01184   0.005913         51        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     34/499      4.32G    0.01481    0.01184   0.005913         51        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     34/499      4.32G    0.01482    0.01185   0.005921         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     34/499      4.32G    0.01482    0.01185   0.005921         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
     34/499      4.32G    0.01482    0.01183   0.005895         57        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     34/499      4.32G    0.01482    0.01183   0.005895         57        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     34/499      4.32G    0.01483    0.01183   0.005944         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     34/499      4.32G    0.01483    0.01183   0.005944         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     34/499      4.32G    0.01484    0.01182   0.005927         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     34/499      4.32G    0.01484    0.01182   0.005927         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     34/499      4.32G    0.01487    0.01185   0.005929         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     34/499      4.32G    0.01487    0.01185   0.005929         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     34/499      4.32G    0.01489    0.01186   0.005971         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     34/499      4.32G    0.01489    0.01186   0.005971         78        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
     34/499      4.32G    0.01488    0.01188   0.005969         74        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
     34/499      4.32G    0.01488    0.01188   0.005969         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     34/499      4.32G    0.01489     0.0119   0.006042         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     34/499      4.32G    0.01489     0.0119   0.006042         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     34/499      4.32G    0.01486    0.01187   0.006026         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     34/499      4.32G    0.01486    0.01187   0.006026         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     34/499      4.32G    0.01484    0.01184   0.005991         50        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     34/499      4.32G    0.01484    0.01184   0.005991         50        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     34/499      4.32G    0.01482    0.01185   0.005969         87        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     34/499      4.32G    0.01482    0.01185   0.005969         87        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     34/499      4.32G    0.01482    0.01188   0.005971         88        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     34/499      4.32G    0.01482    0.01188   0.005971         88        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     34/499      4.32G    0.01482    0.01187   0.005941         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     34/499      4.32G    0.01482    0.01187   0.005941         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.22it/s]
     34/499      4.32G    0.01483    0.01187   0.005957         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.22it/s]
     34/499      4.32G    0.01483    0.01187   0.005957         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.09it/s]
     34/499      4.32G    0.01482    0.01186   0.006017         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.09it/s]
     34/499      4.32G    0.01482    0.01186   0.006017         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
     34/499      4.32G    0.01486    0.01187    0.00604         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
     34/499      4.32G    0.01486    0.01187    0.00604         68        640:  59%|#####8    | 99/168 [00:18<00:13,  5.24it/s]
     34/499      4.32G    0.01486    0.01189   0.006035         80        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
     34/499      4.32G    0.01486    0.01189   0.006035         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     34/499      4.32G    0.01486    0.01188   0.006066         56        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     34/499      4.32G    0.01486    0.01188   0.006066         56        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     34/499      4.32G    0.01486    0.01188   0.006124         66        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     34/499      4.32G    0.01486    0.01188   0.006124         66        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     34/499      4.32G    0.01487    0.01191    0.00614         95        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     34/499      4.32G    0.01487    0.01191    0.00614         95        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     34/499      4.32G    0.01486    0.01191   0.006158         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     34/499      4.32G    0.01486    0.01191   0.006158         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     34/499      4.32G    0.01485    0.01188   0.006142         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     34/499      4.32G    0.01485    0.01188   0.006142         61        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
     34/499      4.32G    0.01486     0.0119   0.006146         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     34/499      4.32G    0.01486     0.0119   0.006146         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     34/499      4.32G    0.01486    0.01193   0.006157         92        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     34/499      4.32G    0.01486    0.01193   0.006157         92        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     34/499      4.32G    0.01485    0.01193   0.006183         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     34/499      4.32G    0.01485    0.01193   0.006183         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     34/499      4.32G    0.01485    0.01191   0.006254         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     34/499      4.32G    0.01485    0.01191   0.006254         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     34/499      4.32G    0.01487     0.0119    0.00625         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     34/499      4.32G    0.01487     0.0119    0.00625         57        640:  65%|######5   | 110/168 [00:20<00:10,  5.34it/s]
     34/499      4.32G    0.01487    0.01189   0.006264         61        640:  65%|######5   | 110/168 [00:21<00:10,  5.34it/s]
     34/499      4.32G    0.01487    0.01189   0.006264         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.42it/s]
     34/499      4.32G    0.01487    0.01189   0.006283         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.42it/s]
     34/499      4.32G    0.01487    0.01189   0.006283         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.29it/s]
     34/499      4.32G    0.01487    0.01191   0.006284         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.29it/s]
     34/499      4.32G    0.01487    0.01191   0.006284         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.38it/s]
     34/499      4.32G    0.01489    0.01191   0.006275         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.38it/s]
     34/499      4.32G    0.01489    0.01191   0.006275         67        640:  68%|######7   | 114/168 [00:21<00:09,  5.41it/s]
     34/499      4.32G    0.01489    0.01191   0.006268         70        640:  68%|######7   | 114/168 [00:21<00:09,  5.41it/s]
     34/499      4.32G    0.01489    0.01191   0.006268         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
     34/499      4.32G    0.01488    0.01188   0.006249         49        640:  68%|######8   | 115/168 [00:22<00:10,  5.26it/s]
     34/499      4.32G    0.01488    0.01188   0.006249         49        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
     34/499      4.32G    0.01487     0.0119   0.006234         79        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
     34/499      4.32G    0.01487     0.0119   0.006234         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     34/499      4.32G    0.01486    0.01192   0.006225         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     34/499      4.32G    0.01486    0.01192   0.006225         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     34/499      4.32G    0.01486    0.01192   0.006212         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     34/499      4.32G    0.01486    0.01192   0.006212         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     34/499      4.32G    0.01487    0.01193   0.006215         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     34/499      4.32G    0.01487    0.01193   0.006215         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     34/499      4.32G    0.01487    0.01192   0.006204         70        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
     34/499      4.32G    0.01487    0.01192   0.006204         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     34/499      4.32G    0.01486    0.01191   0.006209         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     34/499      4.32G    0.01486    0.01191   0.006209         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     34/499      4.32G    0.01485    0.01191   0.006199         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     34/499      4.32G    0.01485    0.01191   0.006199         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     34/499      4.32G    0.01484    0.01192   0.006208         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     34/499      4.32G    0.01484    0.01192   0.006208         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     34/499      4.32G    0.01483     0.0119   0.006213         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     34/499      4.32G    0.01483     0.0119   0.006213         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     34/499      4.32G    0.01484    0.01189   0.006206         52        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     34/499      4.32G    0.01484    0.01189   0.006206         52        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     34/499      4.32G    0.01485    0.01189   0.006242         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     34/499      4.32G    0.01485    0.01189   0.006242         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     34/499      4.32G    0.01483    0.01187   0.006249         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     34/499      4.32G    0.01483    0.01187   0.006249         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     34/499      4.32G    0.01483    0.01189   0.006233         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     34/499      4.32G    0.01483    0.01189   0.006233         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     34/499      4.32G    0.01482    0.01189   0.006234         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     34/499      4.32G    0.01482    0.01189   0.006234         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     34/499      4.32G    0.01482    0.01189   0.006229         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     34/499      4.32G    0.01482    0.01189   0.006229         74        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
     34/499      4.32G    0.01482    0.01191   0.006209         82        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     34/499      4.32G    0.01482    0.01191   0.006209         82        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     34/499      4.32G    0.01483     0.0119   0.006227         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     34/499      4.32G    0.01483     0.0119   0.006227         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
     34/499      4.32G    0.01483     0.0119     0.0062         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
     34/499      4.32G    0.01483     0.0119     0.0062         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     34/499      4.32G    0.01483    0.01188   0.006181         48        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     34/499      4.32G    0.01483    0.01188   0.006181         48        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
     34/499      4.32G    0.01483    0.01189   0.006167         71        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
     34/499      4.32G    0.01483    0.01189   0.006167         71        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
     34/499      4.32G    0.01482    0.01188   0.006222         59        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     34/499      4.32G    0.01482    0.01188   0.006222         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     34/499      4.32G    0.01484    0.01186   0.006251         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     34/499      4.32G    0.01484    0.01186   0.006251         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     34/499      4.32G    0.01484    0.01187   0.006257         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     34/499      4.32G    0.01484    0.01187   0.006257         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     34/499      4.32G    0.01484    0.01188   0.006265         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     34/499      4.32G    0.01484    0.01188   0.006265         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     34/499      4.32G    0.01485     0.0119   0.006266         84        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     34/499      4.32G    0.01485     0.0119   0.006266         84        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     34/499      4.32G    0.01485    0.01192   0.006252         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
     34/499      4.32G    0.01485    0.01192   0.006252         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     34/499      4.32G    0.01486    0.01191   0.006283         56        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     34/499      4.32G    0.01486    0.01191   0.006283         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     34/499      4.32G    0.01486    0.01192   0.006271         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     34/499      4.32G    0.01486    0.01192   0.006271         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     34/499      4.32G    0.01487    0.01191   0.006267         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     34/499      4.32G    0.01487    0.01191   0.006267         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     34/499      4.32G    0.01488    0.01191   0.006287         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     34/499      4.32G    0.01488    0.01191   0.006287         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     34/499      4.32G    0.01488    0.01191   0.006275         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     34/499      4.32G    0.01488    0.01191   0.006275         60        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
     34/499      4.32G    0.01488    0.01191   0.006274         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     34/499      4.32G    0.01488    0.01191   0.006274         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     34/499      4.32G    0.01488     0.0119   0.006266         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     34/499      4.32G    0.01488     0.0119   0.006266         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     34/499      4.32G    0.01489     0.0119   0.006278         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     34/499      4.32G    0.01489     0.0119   0.006278         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     34/499      4.32G    0.01492    0.01191   0.006293         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     34/499      4.32G    0.01492    0.01191   0.006293         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     34/499      4.32G    0.01492    0.01191   0.006309         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     34/499      4.32G    0.01492    0.01191   0.006309         68        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
     34/499      4.32G    0.01492    0.01191   0.006304         69        640:  90%|######### | 152/168 [00:29<00:03,  5.33it/s]
     34/499      4.32G    0.01492    0.01191   0.006304         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
     34/499      4.32G    0.01494    0.01191     0.0063         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
     34/499      4.32G    0.01494    0.01191     0.0063         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     34/499      4.32G    0.01494    0.01191   0.006337         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     34/499      4.32G    0.01494    0.01191   0.006337         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     34/499      4.32G    0.01495     0.0119   0.006331         49        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     34/499      4.32G    0.01495     0.0119   0.006331         49        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     34/499      4.32G    0.01496     0.0119   0.006341         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     34/499      4.32G    0.01496     0.0119   0.006341         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
     34/499      4.32G    0.01496    0.01191   0.006335         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.24it/s]
     34/499      4.32G    0.01496    0.01191   0.006335         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     34/499      4.32G    0.01497     0.0119   0.006332         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     34/499      4.32G    0.01497     0.0119   0.006332         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     34/499      4.32G    0.01497     0.0119   0.006326         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     34/499      4.32G    0.01497     0.0119   0.006326         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     34/499      4.32G    0.01498     0.0119   0.006332         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     34/499      4.32G    0.01498     0.0119   0.006332         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     34/499      4.32G    0.01497     0.0119   0.006343         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     34/499      4.32G    0.01497     0.0119   0.006343         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     34/499      4.32G    0.01498    0.01191   0.006365         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     34/499      4.32G    0.01498    0.01191   0.006365         63        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
     34/499      4.32G    0.01499    0.01188   0.006393         45        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     34/499      4.32G    0.01499    0.01188   0.006393         45        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     34/499      4.32G    0.01499    0.01189   0.006388         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     34/499      4.32G    0.01499    0.01189   0.006388         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     34/499      4.32G    0.01499    0.01188   0.006387         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     34/499      4.32G    0.01499    0.01188   0.006387         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     34/499      4.32G      0.015    0.01188   0.006401         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     34/499      4.32G      0.015    0.01188   0.006401         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     34/499      4.32G    0.01499    0.01189   0.006399         38        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     34/499      4.32G    0.01499    0.01189   0.006399         38        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     34/499      4.32G    0.01499    0.01189   0.006399         38        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.823      0.856      0.835      0.692

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     35/499      4.32G    0.01349    0.01122   0.006892         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
     35/499      4.32G    0.01349    0.01122   0.006892         64        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     35/499      4.32G    0.01557     0.0129    0.00915         75        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     35/499      4.32G    0.01557     0.0129    0.00915         75        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
     35/499      4.32G    0.01509    0.01186   0.008174         61        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
     35/499      4.32G    0.01509    0.01186   0.008174         61        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
     35/499      4.32G    0.01541    0.01247   0.007815         77        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
     35/499      4.32G    0.01541    0.01247   0.007815         77        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     35/499      4.32G    0.01546    0.01191   0.008246         57        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     35/499      4.32G    0.01546    0.01191   0.008246         57        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     35/499      4.32G    0.01571    0.01217   0.008247         70        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     35/499      4.32G    0.01571    0.01217   0.008247         70        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
     35/499      4.32G    0.01588    0.01232   0.008305         73        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
     35/499      4.32G    0.01588    0.01232   0.008305         73        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     35/499      4.32G      0.016    0.01236   0.007947         62        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     35/499      4.32G      0.016    0.01236   0.007947         62        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     35/499      4.32G    0.01604    0.01263   0.008193         85        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     35/499      4.32G    0.01604    0.01263   0.008193         85        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     35/499      4.32G    0.01606    0.01245   0.008002         64        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     35/499      4.32G    0.01606    0.01245   0.008002         64        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     35/499      4.32G    0.01603    0.01262   0.007673         78        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     35/499      4.32G    0.01603    0.01262   0.007673         78        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     35/499      4.32G    0.01603    0.01261   0.007421         65        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     35/499      4.32G    0.01603    0.01261   0.007421         65        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     35/499      4.32G    0.01594    0.01271   0.007197         82        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     35/499      4.32G    0.01594    0.01271   0.007197         82        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     35/499      4.32G    0.01578    0.01271   0.007234         87        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     35/499      4.32G    0.01578    0.01271   0.007234         87        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     35/499      4.32G    0.01572    0.01268   0.007393         78        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     35/499      4.32G    0.01572    0.01268   0.007393         78        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     35/499      4.32G    0.01594    0.01259   0.007408         64        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     35/499      4.32G    0.01594    0.01259   0.007408         64        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     35/499      4.32G    0.01607    0.01243   0.007569         54        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     35/499      4.32G    0.01607    0.01243   0.007569         54        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     35/499      4.32G     0.0161    0.01252   0.007609         68        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     35/499      4.32G     0.0161    0.01252   0.007609         68        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     35/499      4.32G     0.0161    0.01249   0.007393         67        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     35/499      4.32G     0.0161    0.01249   0.007393         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     35/499      4.32G    0.01604    0.01236   0.007257         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     35/499      4.32G    0.01604    0.01236   0.007257         59        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     35/499      4.32G    0.01602    0.01233   0.007153         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     35/499      4.32G    0.01602    0.01233   0.007153         71        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     35/499      4.32G    0.01598     0.0123   0.006943         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     35/499      4.32G    0.01598     0.0123   0.006943         59        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
     35/499      4.32G    0.01595    0.01235   0.006939         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
     35/499      4.32G    0.01595    0.01235   0.006939         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     35/499      4.32G    0.01595    0.01221     0.0071         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     35/499      4.32G    0.01595    0.01221     0.0071         53        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     35/499      4.32G    0.01595    0.01226    0.00711         73        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     35/499      4.32G    0.01595    0.01226    0.00711         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     35/499      4.32G    0.01591    0.01226   0.007017         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     35/499      4.32G    0.01591    0.01226   0.007017         69        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     35/499      4.32G    0.01592    0.01229   0.006992         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     35/499      4.32G    0.01592    0.01229   0.006992         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     35/499      4.32G    0.01589    0.01231   0.007063         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     35/499      4.32G    0.01589    0.01231   0.007063         67        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     35/499      4.32G    0.01588    0.01232   0.006971         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     35/499      4.32G    0.01588    0.01232   0.006971         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
     35/499      4.32G    0.01581    0.01226   0.006929         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
     35/499      4.32G    0.01581    0.01226   0.006929         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     35/499      4.32G    0.01583    0.01233   0.006859         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     35/499      4.32G    0.01583    0.01233   0.006859         75        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
     35/499      4.32G    0.01584    0.01237   0.006769         67        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
     35/499      4.32G    0.01584    0.01237   0.006769         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     35/499      4.32G    0.01583    0.01237   0.006726         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     35/499      4.32G    0.01583    0.01237   0.006726         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     35/499      4.32G    0.01579    0.01235   0.006694         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     35/499      4.32G    0.01579    0.01235   0.006694         64        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     35/499      4.32G    0.01581    0.01228   0.006769         56        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     35/499      4.32G    0.01581    0.01228   0.006769         56        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     35/499      4.32G    0.01576    0.01229   0.006636         72        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     35/499      4.32G    0.01576    0.01229   0.006636         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
     35/499      4.32G     0.0158    0.01231   0.006566         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
     35/499      4.32G     0.0158    0.01231   0.006566         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     35/499      4.32G    0.01575     0.0123   0.006571         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     35/499      4.32G    0.01575     0.0123   0.006571         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     35/499      4.32G    0.01571    0.01223   0.006674         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     35/499      4.32G    0.01571    0.01223   0.006674         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     35/499      4.32G    0.01569    0.01218   0.006679         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     35/499      4.32G    0.01569    0.01218   0.006679         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     35/499      4.32G    0.01567    0.01213   0.006615         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     35/499      4.32G    0.01567    0.01213   0.006615         53        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     35/499      4.32G    0.01564     0.0121   0.006622         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     35/499      4.32G    0.01564     0.0121   0.006622         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
     35/499      4.32G    0.01567    0.01202   0.006599         54        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     35/499      4.32G    0.01567    0.01202   0.006599         54        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     35/499      4.32G    0.01562    0.01205   0.006578         78        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     35/499      4.32G    0.01562    0.01205   0.006578         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     35/499      4.32G    0.01559    0.01206   0.006522         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     35/499      4.32G    0.01559    0.01206   0.006522         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     35/499      4.32G    0.01556    0.01206   0.006461         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     35/499      4.32G    0.01556    0.01206   0.006461         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     35/499      4.32G    0.01553    0.01206   0.006449         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     35/499      4.32G    0.01553    0.01206   0.006449         76        640:  28%|##7       | 47/168 [00:08<00:22,  5.26it/s]
     35/499      4.32G    0.01554    0.01206   0.006391         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
     35/499      4.32G    0.01554    0.01206   0.006391         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     35/499      4.32G     0.0155    0.01202   0.006412         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     35/499      4.32G     0.0155    0.01202   0.006412         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     35/499      4.32G    0.01548    0.01201   0.006355         62        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     35/499      4.32G    0.01548    0.01201   0.006355         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     35/499      4.32G    0.01548    0.01205   0.006327         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     35/499      4.32G    0.01548    0.01205   0.006327         64        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     35/499      4.32G    0.01548    0.01209   0.006301         82        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     35/499      4.32G    0.01548    0.01209   0.006301         82        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     35/499      4.32G    0.01547    0.01208    0.00628         64        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     35/499      4.32G    0.01547    0.01208    0.00628         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     35/499      4.32G    0.01546    0.01209   0.006252         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     35/499      4.32G    0.01546    0.01209   0.006252         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     35/499      4.32G    0.01541    0.01202   0.006241         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     35/499      4.32G    0.01541    0.01202   0.006241         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     35/499      4.32G    0.01535    0.01201   0.006234         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     35/499      4.32G    0.01535    0.01201   0.006234         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     35/499      4.32G    0.01531    0.01203    0.00623         83        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     35/499      4.32G    0.01531    0.01203    0.00623         83        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     35/499      4.32G    0.01528      0.012   0.006245         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     35/499      4.32G    0.01528      0.012   0.006245         67        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
     35/499      4.32G    0.01528    0.01203   0.006224         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     35/499      4.32G    0.01528    0.01203   0.006224         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     35/499      4.32G    0.01525    0.01201   0.006244         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     35/499      4.32G    0.01525    0.01201   0.006244         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     35/499      4.32G    0.01519    0.01197   0.006216         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     35/499      4.32G    0.01519    0.01197   0.006216         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     35/499      4.32G    0.01518    0.01199   0.006167         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     35/499      4.32G    0.01518    0.01199   0.006167         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     35/499      4.32G    0.01518    0.01201   0.006165         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     35/499      4.32G    0.01518    0.01201   0.006165         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     35/499      4.32G    0.01522    0.01208   0.006182         78        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     35/499      4.32G    0.01522    0.01208   0.006182         78        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     35/499      4.32G    0.01518     0.0121   0.006115         75        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     35/499      4.32G    0.01518     0.0121   0.006115         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     35/499      4.32G    0.01516    0.01212   0.006156         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     35/499      4.32G    0.01516    0.01212   0.006156         68        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     35/499      4.32G    0.01515    0.01211   0.006199         73        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     35/499      4.32G    0.01515    0.01211   0.006199         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     35/499      4.32G    0.01514    0.01207   0.006202         57        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     35/499      4.32G    0.01514    0.01207   0.006202         57        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
     35/499      4.32G    0.01513    0.01202   0.006149         53        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     35/499      4.32G    0.01513    0.01202   0.006149         53        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     35/499      4.32G    0.01513    0.01203   0.006151         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     35/499      4.32G    0.01513    0.01203   0.006151         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     35/499      4.32G    0.01513    0.01208   0.006148         86        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     35/499      4.32G    0.01513    0.01208   0.006148         86        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     35/499      4.32G    0.01511    0.01208   0.006109         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     35/499      4.32G    0.01511    0.01208   0.006109         63        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     35/499      4.32G    0.01511    0.01206    0.00617         56        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     35/499      4.32G    0.01511    0.01206    0.00617         56        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     35/499      4.32G     0.0151    0.01207   0.006159         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     35/499      4.32G     0.0151    0.01207   0.006159         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     35/499      4.32G    0.01506    0.01207   0.006148         75        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     35/499      4.32G    0.01506    0.01207   0.006148         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     35/499      4.32G    0.01511    0.01205   0.006157         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     35/499      4.32G    0.01511    0.01205   0.006157         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     35/499      4.32G    0.01509    0.01207   0.006167         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     35/499      4.32G    0.01509    0.01207   0.006167         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     35/499      4.32G    0.01507    0.01207   0.006161         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     35/499      4.32G    0.01507    0.01207   0.006161         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     35/499      4.32G    0.01506    0.01209    0.00612         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     35/499      4.32G    0.01506    0.01209    0.00612         73        640:  47%|####7     | 79/168 [00:14<00:17,  5.16it/s]
     35/499      4.32G    0.01507    0.01209   0.006108         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     35/499      4.32G    0.01507    0.01209   0.006108         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     35/499      4.32G    0.01505    0.01211   0.006084         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     35/499      4.32G    0.01505    0.01211   0.006084         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     35/499      4.32G    0.01504    0.01211   0.006064         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     35/499      4.32G    0.01504    0.01211   0.006064         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     35/499      4.32G    0.01503    0.01211   0.006029         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     35/499      4.32G    0.01503    0.01211   0.006029         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     35/499      4.32G    0.01501    0.01211   0.006048         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     35/499      4.32G    0.01501    0.01211   0.006048         69        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
     35/499      4.32G    0.01498    0.01208   0.006091         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     35/499      4.32G    0.01498    0.01208   0.006091         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     35/499      4.32G    0.01495    0.01207   0.006045         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     35/499      4.32G    0.01495    0.01207   0.006045         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     35/499      4.32G    0.01493    0.01203   0.006064         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     35/499      4.32G    0.01493    0.01203   0.006064         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     35/499      4.32G    0.01491    0.01203   0.006099         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     35/499      4.32G    0.01491    0.01203   0.006099         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     35/499      4.32G     0.0149    0.01202   0.006096         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     35/499      4.32G     0.0149    0.01202   0.006096         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     35/499      4.32G    0.01491    0.01203   0.006108         77        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     35/499      4.32G    0.01491    0.01203   0.006108         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     35/499      4.32G    0.01491    0.01205   0.006096         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     35/499      4.32G    0.01491    0.01205   0.006096         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     35/499      4.32G    0.01491    0.01202   0.006114         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     35/499      4.32G    0.01491    0.01202   0.006114         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     35/499      4.32G    0.01492    0.01203   0.006137         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     35/499      4.32G    0.01492    0.01203   0.006137         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     35/499      4.32G    0.01493    0.01202   0.006125         59        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     35/499      4.32G    0.01493    0.01202   0.006125         59        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     35/499      4.32G     0.0149    0.01199   0.006128         60        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     35/499      4.32G     0.0149    0.01199   0.006128         60        640:  57%|#####6    | 95/168 [00:17<00:13,  5.26it/s]
     35/499      4.32G    0.01489    0.01199   0.006114         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     35/499      4.32G    0.01489    0.01199   0.006114         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     35/499      4.32G     0.0149      0.012   0.006098         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     35/499      4.32G     0.0149      0.012   0.006098         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     35/499      4.32G     0.0149    0.01202   0.006122         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     35/499      4.32G     0.0149    0.01202   0.006122         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     35/499      4.32G    0.01492    0.01202   0.006093         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     35/499      4.32G    0.01492    0.01202   0.006093         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     35/499      4.32G    0.01493    0.01204   0.006103         79        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     35/499      4.32G    0.01493    0.01204   0.006103         79        640:  60%|#####9    | 100/168 [00:18<00:13,  5.12it/s]
     35/499      4.32G    0.01493    0.01202   0.006082         56        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
     35/499      4.32G    0.01493    0.01202   0.006082         56        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
     35/499      4.32G    0.01492    0.01203   0.006066         74        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
     35/499      4.32G    0.01492    0.01203   0.006066         74        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
     35/499      4.32G    0.01491    0.01204   0.006058         74        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
     35/499      4.32G    0.01491    0.01204   0.006058         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.08it/s]
     35/499      4.32G    0.01492    0.01204   0.006041         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.08it/s]
     35/499      4.32G    0.01492    0.01204   0.006041         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
     35/499      4.32G    0.01491    0.01204   0.006059         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
     35/499      4.32G    0.01491    0.01204   0.006059         77        640:  62%|######2   | 105/168 [00:19<00:11,  5.28it/s]
     35/499      4.32G     0.0149    0.01204    0.00605         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
     35/499      4.32G     0.0149    0.01204    0.00605         65        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     35/499      4.32G    0.01489    0.01204   0.006047         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     35/499      4.32G    0.01489    0.01204   0.006047         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     35/499      4.32G    0.01488    0.01204   0.006038         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     35/499      4.32G    0.01488    0.01204   0.006038         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     35/499      4.32G    0.01488    0.01205   0.006022         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     35/499      4.32G    0.01488    0.01205   0.006022         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
     35/499      4.32G    0.01487    0.01202    0.00611         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
     35/499      4.32G    0.01487    0.01202    0.00611         56        640:  65%|######5   | 110/168 [00:20<00:11,  5.23it/s]
     35/499      4.32G    0.01488    0.01203   0.006118         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     35/499      4.32G    0.01488    0.01203   0.006118         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     35/499      4.32G    0.01488    0.01203   0.006128         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     35/499      4.32G    0.01488    0.01203   0.006128         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     35/499      4.32G    0.01489    0.01202   0.006118         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     35/499      4.32G    0.01489    0.01202   0.006118         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     35/499      4.32G     0.0149    0.01201   0.006138         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     35/499      4.32G     0.0149    0.01201   0.006138         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     35/499      4.32G    0.01489    0.01201   0.006144         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     35/499      4.32G    0.01489    0.01201   0.006144         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     35/499      4.32G    0.01489    0.01201   0.006141         68        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
     35/499      4.32G    0.01489    0.01201   0.006141         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     35/499      4.32G    0.01487    0.01201   0.006112         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     35/499      4.32G    0.01487    0.01201   0.006112         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     35/499      4.32G    0.01488    0.01201   0.006136         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     35/499      4.32G    0.01488    0.01201   0.006136         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     35/499      4.32G    0.01487    0.01199   0.006175         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     35/499      4.32G    0.01487    0.01199   0.006175         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
     35/499      4.32G    0.01487    0.01198   0.006147         54        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
     35/499      4.32G    0.01487    0.01198   0.006147         54        640:  71%|#######1  | 120/168 [00:22<00:08,  5.40it/s]
     35/499      4.32G    0.01488    0.01198   0.006161         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.40it/s]
     35/499      4.32G    0.01488    0.01198   0.006161         70        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
     35/499      4.32G    0.01486    0.01197   0.006155         64        640:  72%|#######2  | 121/168 [00:23<00:08,  5.26it/s]
     35/499      4.32G    0.01486    0.01197   0.006155         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     35/499      4.32G    0.01487    0.01198   0.006153         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
     35/499      4.32G    0.01487    0.01198   0.006153         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     35/499      4.32G    0.01486    0.01197   0.006127         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     35/499      4.32G    0.01486    0.01197   0.006127         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
     35/499      4.32G    0.01485    0.01198   0.006127         85        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
     35/499      4.32G    0.01485    0.01198   0.006127         85        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
     35/499      4.32G    0.01486    0.01199   0.006119         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
     35/499      4.32G    0.01486    0.01199   0.006119         63        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
     35/499      4.32G    0.01485    0.01197   0.006104         55        640:  75%|#######5  | 126/168 [00:24<00:07,  5.40it/s]
     35/499      4.32G    0.01485    0.01197   0.006104         55        640:  76%|#######5  | 127/168 [00:24<00:07,  5.26it/s]
     35/499      4.32G    0.01485    0.01198   0.006112         86        640:  76%|#######5  | 127/168 [00:24<00:07,  5.26it/s]
     35/499      4.32G    0.01485    0.01198   0.006112         86        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
     35/499      4.32G    0.01484    0.01201   0.006109         90        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
     35/499      4.32G    0.01484    0.01201   0.006109         90        640:  77%|#######6  | 129/168 [00:24<00:07,  5.41it/s]
     35/499      4.32G    0.01485    0.01203   0.006126         94        640:  77%|#######6  | 129/168 [00:24<00:07,  5.41it/s]
     35/499      4.32G    0.01485    0.01203   0.006126         94        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
     35/499      4.32G    0.01486    0.01201   0.006201         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
     35/499      4.32G    0.01486    0.01201   0.006201         61        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
     35/499      4.32G    0.01485    0.01199    0.00618         55        640:  78%|#######7  | 131/168 [00:25<00:06,  5.33it/s]
     35/499      4.32G    0.01485    0.01199    0.00618         55        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     35/499      4.32G    0.01485    0.01199   0.006179         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     35/499      4.32G    0.01485    0.01199   0.006179         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
     35/499      4.32G    0.01485    0.01198   0.006175         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
     35/499      4.32G    0.01485    0.01198   0.006175         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     35/499      4.32G    0.01485    0.01198   0.006189         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
     35/499      4.32G    0.01485    0.01198   0.006189         71        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
     35/499      4.32G    0.01484    0.01198    0.00618         66        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
     35/499      4.32G    0.01484    0.01198    0.00618         66        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     35/499      4.32G    0.01483    0.01195   0.006173         55        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     35/499      4.32G    0.01483    0.01195   0.006173         55        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
     35/499      4.32G    0.01483    0.01196   0.006156         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     35/499      4.32G    0.01483    0.01196   0.006156         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     35/499      4.32G    0.01481    0.01196    0.00618         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     35/499      4.32G    0.01481    0.01196    0.00618         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     35/499      4.32G    0.01481    0.01198   0.006171         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     35/499      4.32G    0.01481    0.01198   0.006171         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     35/499      4.32G     0.0148    0.01198   0.006167         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     35/499      4.32G     0.0148    0.01198   0.006167         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     35/499      4.32G    0.01481    0.01198   0.006162         53        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     35/499      4.32G    0.01481    0.01198   0.006162         53        640:  85%|########4 | 142/168 [00:26<00:05,  5.09it/s]
     35/499      4.32G    0.01481    0.01197   0.006172         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.09it/s]
     35/499      4.32G    0.01481    0.01197   0.006172         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
     35/499      4.32G     0.0148    0.01197    0.00617         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
     35/499      4.32G     0.0148    0.01197    0.00617         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     35/499      4.32G    0.01481    0.01199   0.006189         90        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     35/499      4.32G    0.01481    0.01199   0.006189         90        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     35/499      4.32G     0.0148    0.01198   0.006213         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     35/499      4.32G     0.0148    0.01198   0.006213         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
     35/499      4.32G    0.01479    0.01199   0.006204         77        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
     35/499      4.32G    0.01479    0.01199   0.006204         77        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
     35/499      4.32G    0.01479      0.012   0.006236         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     35/499      4.32G    0.01479      0.012   0.006236         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     35/499      4.32G    0.01477    0.01199   0.006228         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     35/499      4.32G    0.01477    0.01199   0.006228         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     35/499      4.32G    0.01476      0.012   0.006249         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     35/499      4.32G    0.01476      0.012   0.006249         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     35/499      4.32G    0.01476    0.01203   0.006257         94        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     35/499      4.32G    0.01476    0.01203   0.006257         94        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     35/499      4.32G    0.01475    0.01202   0.006261         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     35/499      4.32G    0.01475    0.01202   0.006261         69        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     35/499      4.32G    0.01476    0.01202   0.006273         65        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     35/499      4.32G    0.01476    0.01202   0.006273         65        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
     35/499      4.32G    0.01476    0.01202   0.006261         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     35/499      4.32G    0.01476    0.01202   0.006261         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     35/499      4.32G    0.01477    0.01204   0.006258         82        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     35/499      4.32G    0.01477    0.01204   0.006258         82        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     35/499      4.32G    0.01476    0.01203   0.006243         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     35/499      4.32G    0.01476    0.01203   0.006243         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     35/499      4.32G    0.01476    0.01203   0.006265         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     35/499      4.32G    0.01476    0.01203   0.006265         74        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     35/499      4.32G    0.01476    0.01203   0.006262         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     35/499      4.32G    0.01476    0.01203   0.006262         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.24it/s]
     35/499      4.32G    0.01477    0.01203   0.006253         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     35/499      4.32G    0.01477    0.01203   0.006253         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     35/499      4.32G    0.01477    0.01205   0.006247         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     35/499      4.32G    0.01477    0.01205   0.006247         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
     35/499      4.32G    0.01477    0.01204   0.006242         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
     35/499      4.32G    0.01477    0.01204   0.006242         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     35/499      4.32G    0.01478    0.01204   0.006243         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     35/499      4.32G    0.01478    0.01204   0.006243         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     35/499      4.32G    0.01477    0.01204   0.006235         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     35/499      4.32G    0.01477    0.01204   0.006235         66        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
     35/499      4.32G    0.01477    0.01203   0.006258         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     35/499      4.32G    0.01477    0.01203   0.006258         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     35/499      4.32G    0.01477    0.01207   0.006252         99        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     35/499      4.32G    0.01477    0.01207   0.006252         99        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     35/499      4.32G    0.01477    0.01207    0.00626         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     35/499      4.32G    0.01477    0.01207    0.00626         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     35/499      4.32G    0.01478    0.01206   0.006262         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     35/499      4.32G    0.01478    0.01206   0.006262         60        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     35/499      4.32G    0.01479    0.01206   0.006239         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     35/499      4.32G    0.01479    0.01206   0.006239         31        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
     35/499      4.32G    0.01479    0.01206   0.006239         31        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.821      0.856      0.875       0.73

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     36/499      4.32G    0.01708    0.01257   0.006179         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
     36/499      4.32G    0.01708    0.01257   0.006179         63        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     36/499      4.32G    0.01661    0.01331    0.00583         69        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     36/499      4.32G    0.01661    0.01331    0.00583         69        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     36/499      4.32G    0.01553    0.01226    0.00467         66        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     36/499      4.32G    0.01553    0.01226    0.00467         66        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     36/499      4.32G    0.01592    0.01153   0.006745         51        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     36/499      4.32G    0.01592    0.01153   0.006745         51        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     36/499      4.32G    0.01591    0.01186   0.007324         71        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     36/499      4.32G    0.01591    0.01186   0.007324         71        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     36/499      4.32G    0.01595    0.01135   0.007042         45        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     36/499      4.32G    0.01595    0.01135   0.007042         45        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     36/499      4.32G    0.01579     0.0112   0.007246         66        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     36/499      4.32G    0.01579     0.0112   0.007246         66        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     36/499      4.32G    0.01559    0.01106   0.006922         64        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     36/499      4.32G    0.01559    0.01106   0.006922         64        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     36/499      4.32G    0.01536     0.0111   0.006724         66        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     36/499      4.32G    0.01536     0.0111   0.006724         66        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     36/499      4.32G    0.01517    0.01112   0.006416         67        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     36/499      4.32G    0.01517    0.01112   0.006416         67        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     36/499      4.32G    0.01526    0.01133   0.006372         74        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     36/499      4.32G    0.01526    0.01133   0.006372         74        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     36/499      4.32G    0.01534    0.01145    0.00654         78        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     36/499      4.32G    0.01534    0.01145    0.00654         78        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     36/499      4.32G    0.01546    0.01143   0.006458         64        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     36/499      4.32G    0.01546    0.01143   0.006458         64        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     36/499      4.32G    0.01532    0.01142   0.006548         64        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     36/499      4.32G    0.01532    0.01142   0.006548         64        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     36/499      4.32G     0.0155    0.01154   0.006477         73        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     36/499      4.32G     0.0155    0.01154   0.006477         73        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     36/499      4.32G    0.01557    0.01146   0.006579         60        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     36/499      4.32G    0.01557    0.01146   0.006579         60        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     36/499      4.32G    0.01554    0.01139    0.00665         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     36/499      4.32G    0.01554    0.01139    0.00665         61        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     36/499      4.32G    0.01544    0.01146   0.006591         70        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     36/499      4.32G    0.01544    0.01146   0.006591         70        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     36/499      4.32G     0.0154    0.01151   0.006522         72        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     36/499      4.32G     0.0154    0.01151   0.006522         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     36/499      4.32G    0.01528    0.01135   0.006415         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     36/499      4.32G    0.01528    0.01135   0.006415         59        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     36/499      4.32G    0.01532    0.01147   0.006426         90        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     36/499      4.32G    0.01532    0.01147   0.006426         90        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     36/499      4.32G    0.01531    0.01146   0.006631         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     36/499      4.32G    0.01531    0.01146   0.006631         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
     36/499      4.32G    0.01532    0.01144   0.006581         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
     36/499      4.32G    0.01532    0.01144   0.006581         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     36/499      4.32G    0.01528    0.01139   0.006514         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     36/499      4.32G    0.01528    0.01139   0.006514         57        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     36/499      4.32G    0.01519     0.0114   0.006374         65        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     36/499      4.32G    0.01519     0.0114   0.006374         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     36/499      4.32G    0.01517    0.01139    0.00637         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     36/499      4.32G    0.01517    0.01139    0.00637         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     36/499      4.32G    0.01523    0.01149   0.006317         75        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     36/499      4.32G    0.01523    0.01149   0.006317         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     36/499      4.32G    0.01531    0.01156    0.00637         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     36/499      4.32G    0.01531    0.01156    0.00637         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     36/499      4.32G    0.01528    0.01163    0.00623         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     36/499      4.32G    0.01528    0.01163    0.00623         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     36/499      4.32G    0.01527    0.01172   0.006445         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     36/499      4.32G    0.01527    0.01172   0.006445         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     36/499      4.32G    0.01536    0.01178   0.006579         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     36/499      4.32G    0.01536    0.01178   0.006579         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     36/499      4.32G    0.01538    0.01188   0.006472         73        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     36/499      4.32G    0.01538    0.01188   0.006472         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     36/499      4.32G    0.01539    0.01195   0.006416         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     36/499      4.32G    0.01539    0.01195   0.006416         76        640:  20%|#9        | 33/168 [00:06<00:24,  5.40it/s]
     36/499      4.32G    0.01539    0.01197   0.006517         77        640:  20%|#9        | 33/168 [00:06<00:24,  5.40it/s]
     36/499      4.32G    0.01539    0.01197   0.006517         77        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
     36/499      4.32G    0.01543    0.01196   0.006518         61        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
     36/499      4.32G    0.01543    0.01196   0.006518         61        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
     36/499      4.32G    0.01537    0.01198   0.006492         67        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
     36/499      4.32G    0.01537    0.01198   0.006492         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
     36/499      4.32G     0.0154    0.01197   0.006443         61        640:  21%|##1       | 36/168 [00:07<00:24,  5.39it/s]
     36/499      4.32G     0.0154    0.01197   0.006443         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     36/499      4.32G    0.01545    0.01195   0.006406         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     36/499      4.32G    0.01545    0.01195   0.006406         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     36/499      4.32G     0.0155    0.01196   0.006541         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     36/499      4.32G     0.0155    0.01196   0.006541         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     36/499      4.32G    0.01546    0.01193   0.006474         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     36/499      4.32G    0.01546    0.01193   0.006474         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     36/499      4.32G    0.01543    0.01192   0.006498         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     36/499      4.32G    0.01543    0.01192   0.006498         62        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     36/499      4.32G    0.01539    0.01192   0.006456         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     36/499      4.32G    0.01539    0.01192   0.006456         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
     36/499      4.32G     0.0154    0.01191    0.00638         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     36/499      4.32G     0.0154    0.01191    0.00638         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     36/499      4.32G     0.0154    0.01193   0.006311         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     36/499      4.32G     0.0154    0.01193   0.006311         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     36/499      4.32G    0.01536    0.01186   0.006354         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     36/499      4.32G    0.01536    0.01186   0.006354         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.21it/s]
     36/499      4.32G    0.01534    0.01189   0.006381         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.21it/s]
     36/499      4.32G    0.01534    0.01189   0.006381         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     36/499      4.32G    0.01531    0.01187    0.00635         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     36/499      4.32G    0.01531    0.01187    0.00635         59        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
     36/499      4.32G    0.01535    0.01189   0.006407         61        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
     36/499      4.32G    0.01535    0.01189   0.006407         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     36/499      4.32G    0.01536    0.01186   0.006344         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     36/499      4.32G    0.01536    0.01186   0.006344         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     36/499      4.32G    0.01534    0.01185   0.006401         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     36/499      4.32G    0.01534    0.01185   0.006401         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     36/499      4.32G    0.01534    0.01183    0.00638         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     36/499      4.32G    0.01534    0.01183    0.00638         73        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     36/499      4.32G    0.01535    0.01186   0.006493         68        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     36/499      4.32G    0.01535    0.01186   0.006493         68        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     36/499      4.32G    0.01539    0.01189   0.006468         58        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     36/499      4.32G    0.01539    0.01189   0.006468         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     36/499      4.32G    0.01538     0.0119   0.006456         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     36/499      4.32G    0.01538     0.0119   0.006456         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     36/499      4.32G    0.01535    0.01194   0.006459         88        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     36/499      4.32G    0.01535    0.01194   0.006459         88        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     36/499      4.32G    0.01538    0.01199     0.0064         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     36/499      4.32G    0.01538    0.01199     0.0064         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     36/499      4.32G    0.01533      0.012   0.006357         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     36/499      4.32G    0.01533      0.012   0.006357         78        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     36/499      4.32G     0.0153    0.01201   0.006304         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     36/499      4.32G     0.0153    0.01201   0.006304         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     36/499      4.32G    0.01528    0.01198   0.006292         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     36/499      4.32G    0.01528    0.01198   0.006292         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
     36/499      4.32G    0.01524    0.01196   0.006348         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
     36/499      4.32G    0.01524    0.01196   0.006348         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     36/499      4.32G    0.01523    0.01195   0.006366         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     36/499      4.32G    0.01523    0.01195   0.006366         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     36/499      4.32G    0.01523    0.01194   0.006403         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     36/499      4.32G    0.01523    0.01194   0.006403         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     36/499      4.32G    0.01525    0.01194   0.006402         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     36/499      4.32G    0.01525    0.01194   0.006402         75        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
     36/499      4.32G    0.01527    0.01194   0.006422         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     36/499      4.32G    0.01527    0.01194   0.006422         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     36/499      4.32G    0.01526     0.0119   0.006406         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     36/499      4.32G    0.01526     0.0119   0.006406         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     36/499      4.32G    0.01527    0.01194   0.006446         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     36/499      4.32G    0.01527    0.01194   0.006446         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     36/499      4.32G     0.0153    0.01195    0.00644         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     36/499      4.32G     0.0153    0.01195    0.00644         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     36/499      4.32G    0.01534     0.0119   0.006434         45        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     36/499      4.32G    0.01534     0.0119   0.006434         45        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
     36/499      4.32G    0.01532    0.01187   0.006396         59        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     36/499      4.32G    0.01532    0.01187   0.006396         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     36/499      4.32G    0.01532    0.01189   0.006377         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     36/499      4.32G    0.01532    0.01189   0.006377         66        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
     36/499      4.32G    0.01529    0.01187   0.006423         62        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
     36/499      4.32G    0.01529    0.01187   0.006423         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
     36/499      4.32G    0.01525    0.01184   0.006391         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
     36/499      4.32G    0.01525    0.01184   0.006391         62        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
     36/499      4.32G    0.01521    0.01182   0.006367         66        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
     36/499      4.32G    0.01521    0.01182   0.006367         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     36/499      4.32G    0.01522    0.01187   0.006338         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     36/499      4.32G    0.01522    0.01187   0.006338         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     36/499      4.32G    0.01521    0.01187   0.006286         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     36/499      4.32G    0.01521    0.01187   0.006286         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     36/499      4.32G    0.01522    0.01186   0.006267         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     36/499      4.32G    0.01522    0.01186   0.006267         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     36/499      4.32G    0.01522    0.01184   0.006263         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     36/499      4.32G    0.01522    0.01184   0.006263         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     36/499      4.32G     0.0152    0.01184   0.006255         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     36/499      4.32G     0.0152    0.01184   0.006255         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     36/499      4.32G     0.0152    0.01184   0.006255         68        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
     36/499      4.32G     0.0152    0.01184   0.006255         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     36/499      4.32G    0.01519    0.01183   0.006256         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     36/499      4.32G    0.01519    0.01183   0.006256         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     36/499      4.32G    0.01517    0.01185   0.006262         81        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     36/499      4.32G    0.01517    0.01185   0.006262         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     36/499      4.32G     0.0152    0.01187   0.006286         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     36/499      4.32G     0.0152    0.01187   0.006286         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     36/499      4.32G    0.01519    0.01184   0.006284         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     36/499      4.32G    0.01519    0.01184   0.006284         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     36/499      4.32G    0.01519    0.01183   0.006273         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     36/499      4.32G    0.01519    0.01183   0.006273         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.30it/s]
     36/499      4.32G    0.01518    0.01184   0.006297         80        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     36/499      4.32G    0.01518    0.01184   0.006297         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     36/499      4.32G     0.0152    0.01185   0.006298         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     36/499      4.32G     0.0152    0.01185   0.006298         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     36/499      4.32G     0.0152    0.01185   0.006264         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     36/499      4.32G     0.0152    0.01185   0.006264         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     36/499      4.32G    0.01519    0.01183   0.006254         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     36/499      4.32G    0.01519    0.01183   0.006254         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     36/499      4.32G    0.01521    0.01185   0.006274         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     36/499      4.32G    0.01521    0.01185   0.006274         75        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     36/499      4.32G    0.01521    0.01183    0.00624         58        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     36/499      4.32G    0.01521    0.01183    0.00624         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     36/499      4.32G     0.0152    0.01187   0.006216         92        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     36/499      4.32G     0.0152    0.01187   0.006216         92        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     36/499      4.32G    0.01518    0.01188   0.006228         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     36/499      4.32G    0.01518    0.01188   0.006228         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     36/499      4.32G    0.01517    0.01187   0.006216         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     36/499      4.32G    0.01517    0.01187   0.006216         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     36/499      4.32G     0.0152     0.0119   0.006234         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     36/499      4.32G     0.0152     0.0119   0.006234         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     36/499      4.32G    0.01519    0.01188   0.006254         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     36/499      4.32G    0.01519    0.01188   0.006254         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     36/499      4.32G    0.01521    0.01187    0.00629         55        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     36/499      4.32G    0.01521    0.01187    0.00629         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     36/499      4.32G     0.0152    0.01186   0.006275         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     36/499      4.32G     0.0152    0.01186   0.006275         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     36/499      4.32G    0.01516    0.01186   0.006275         84        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     36/499      4.32G    0.01516    0.01186   0.006275         84        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     36/499      4.32G    0.01516    0.01185   0.006295         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     36/499      4.32G    0.01516    0.01185   0.006295         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     36/499      4.32G    0.01517    0.01184   0.006323         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     36/499      4.32G    0.01517    0.01184   0.006323         64        640:  60%|#####9    | 100/168 [00:18<00:13,  5.19it/s]
     36/499      4.32G    0.01516    0.01181   0.006305         50        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     36/499      4.32G    0.01516    0.01181   0.006305         50        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     36/499      4.32G    0.01516    0.01181   0.006356         61        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     36/499      4.32G    0.01516    0.01181   0.006356         61        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     36/499      4.32G    0.01517    0.01181   0.006342         73        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     36/499      4.32G    0.01517    0.01181   0.006342         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     36/499      4.32G    0.01518    0.01179   0.006333         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     36/499      4.32G    0.01518    0.01179   0.006333         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     36/499      4.32G    0.01517     0.0118   0.006326         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     36/499      4.32G    0.01517     0.0118   0.006326         77        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
     36/499      4.32G    0.01517    0.01179   0.006323         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
     36/499      4.32G    0.01517    0.01179   0.006323         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     36/499      4.32G    0.01516    0.01179   0.006295         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     36/499      4.32G    0.01516    0.01179   0.006295         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     36/499      4.32G    0.01516    0.01178    0.00627         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     36/499      4.32G    0.01516    0.01178    0.00627         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     36/499      4.32G    0.01516    0.01176   0.006237         56        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     36/499      4.32G    0.01516    0.01176   0.006237         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     36/499      4.32G    0.01516     0.0118   0.006215         97        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     36/499      4.32G    0.01516     0.0118   0.006215         97        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     36/499      4.32G    0.01516    0.01182    0.00622         86        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     36/499      4.32G    0.01516    0.01182    0.00622         86        640:  66%|######6   | 111/168 [00:21<00:10,  5.23it/s]
     36/499      4.32G    0.01515    0.01183    0.00623         80        640:  66%|######6   | 111/168 [00:21<00:10,  5.23it/s]
     36/499      4.32G    0.01515    0.01183    0.00623         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
     36/499      4.32G    0.01516    0.01184   0.006254         89        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
     36/499      4.32G    0.01516    0.01184   0.006254         89        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
     36/499      4.32G    0.01514    0.01185    0.00623         89        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
     36/499      4.32G    0.01514    0.01185    0.00623         89        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
     36/499      4.32G    0.01514    0.01184    0.00623         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
     36/499      4.32G    0.01514    0.01184    0.00623         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
     36/499      4.32G    0.01514    0.01185   0.006208         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
     36/499      4.32G    0.01514    0.01185   0.006208         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     36/499      4.32G    0.01517    0.01183   0.006173         48        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
     36/499      4.32G    0.01517    0.01183   0.006173         48        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     36/499      4.32G    0.01518    0.01184   0.006184         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     36/499      4.32G    0.01518    0.01184   0.006184         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     36/499      4.32G    0.01516    0.01187   0.006207         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     36/499      4.32G    0.01516    0.01187   0.006207         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     36/499      4.32G    0.01516    0.01189   0.006218         96        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     36/499      4.32G    0.01516    0.01189   0.006218         96        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     36/499      4.32G    0.01517    0.01189    0.00621         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     36/499      4.32G    0.01517    0.01189    0.00621         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     36/499      4.32G    0.01516    0.01188   0.006201         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     36/499      4.32G    0.01516    0.01188   0.006201         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     36/499      4.32G    0.01514    0.01186   0.006184         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     36/499      4.32G    0.01514    0.01186   0.006184         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     36/499      4.32G    0.01513    0.01188   0.006159         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     36/499      4.32G    0.01513    0.01188   0.006159         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     36/499      4.32G    0.01513    0.01188   0.006144         51        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     36/499      4.32G    0.01513    0.01188   0.006144         51        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     36/499      4.32G    0.01514    0.01189   0.006142         82        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     36/499      4.32G    0.01514    0.01189   0.006142         82        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     36/499      4.32G    0.01515    0.01189   0.006119         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     36/499      4.32G    0.01515    0.01189   0.006119         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     36/499      4.32G    0.01514    0.01188   0.006127         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     36/499      4.32G    0.01514    0.01188   0.006127         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     36/499      4.32G    0.01513    0.01188   0.006108         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     36/499      4.32G    0.01513    0.01188   0.006108         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     36/499      4.32G    0.01513    0.01189   0.006113         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     36/499      4.32G    0.01513    0.01189   0.006113         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.12it/s]
     36/499      4.32G    0.01513    0.01189   0.006085         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.12it/s]
     36/499      4.32G    0.01513    0.01189   0.006085         66        640:  78%|#######7  | 131/168 [00:24<00:07,  5.22it/s]
     36/499      4.32G    0.01512    0.01187    0.00607         60        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     36/499      4.32G    0.01512    0.01187    0.00607         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     36/499      4.32G    0.01512    0.01188   0.006086         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     36/499      4.32G    0.01512    0.01188   0.006086         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
     36/499      4.32G    0.01512    0.01187   0.006074         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
     36/499      4.32G    0.01512    0.01187   0.006074         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
     36/499      4.32G    0.01512    0.01188    0.00608         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
     36/499      4.32G    0.01512    0.01188    0.00608         72        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     36/499      4.32G    0.01512    0.01189   0.006062         67        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     36/499      4.32G    0.01512    0.01189   0.006062         67        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
     36/499      4.32G    0.01511    0.01188   0.006059         65        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     36/499      4.32G    0.01511    0.01188   0.006059         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
     36/499      4.32G    0.01512     0.0119   0.006062         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
     36/499      4.32G    0.01512     0.0119   0.006062         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     36/499      4.32G    0.01512    0.01188   0.006069         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     36/499      4.32G    0.01512    0.01188   0.006069         53        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     36/499      4.32G    0.01513    0.01188   0.006062         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     36/499      4.32G    0.01513    0.01188   0.006062         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     36/499      4.32G    0.01512    0.01188   0.006096         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     36/499      4.32G    0.01512    0.01188   0.006096         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     36/499      4.32G    0.01511    0.01187   0.006124         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
     36/499      4.32G    0.01511    0.01187   0.006124         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     36/499      4.32G    0.01512    0.01188   0.006103         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     36/499      4.32G    0.01512    0.01188   0.006103         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     36/499      4.32G    0.01511    0.01187   0.006105         54        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     36/499      4.32G    0.01511    0.01187   0.006105         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     36/499      4.32G    0.01511    0.01187   0.006118         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     36/499      4.32G    0.01511    0.01187   0.006118         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     36/499      4.32G    0.01511    0.01189    0.00613         83        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     36/499      4.32G    0.01511    0.01189    0.00613         83        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     36/499      4.32G    0.01511    0.01189   0.006136         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     36/499      4.32G    0.01511    0.01189   0.006136         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
     36/499      4.32G     0.0151     0.0119   0.006118         83        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     36/499      4.32G     0.0151     0.0119   0.006118         83        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     36/499      4.32G    0.01509     0.0119   0.006115         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     36/499      4.32G    0.01509     0.0119   0.006115         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     36/499      4.32G    0.01509    0.01188   0.006108         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     36/499      4.32G    0.01509    0.01188   0.006108         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     36/499      4.32G     0.0151    0.01188     0.0061         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     36/499      4.32G     0.0151    0.01188     0.0061         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     36/499      4.32G    0.01509    0.01188   0.006104         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     36/499      4.32G    0.01509    0.01188   0.006104         67        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     36/499      4.32G    0.01509    0.01188   0.006089         58        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
     36/499      4.32G    0.01509    0.01188   0.006089         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     36/499      4.32G    0.01509    0.01189    0.00607         81        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     36/499      4.32G    0.01509    0.01189    0.00607         81        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     36/499      4.32G    0.01508    0.01189   0.006059         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     36/499      4.32G    0.01508    0.01189   0.006059         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     36/499      4.32G    0.01506    0.01189   0.006049         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     36/499      4.32G    0.01506    0.01189   0.006049         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     36/499      4.32G    0.01506    0.01187   0.006081         55        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     36/499      4.32G    0.01506    0.01187   0.006081         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     36/499      4.32G    0.01505    0.01187   0.006071         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
     36/499      4.32G    0.01505    0.01187   0.006071         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     36/499      4.32G    0.01505    0.01187   0.006088         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     36/499      4.32G    0.01505    0.01187   0.006088         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     36/499      4.32G    0.01506    0.01186     0.0061         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     36/499      4.32G    0.01506    0.01186     0.0061         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     36/499      4.32G    0.01506    0.01185   0.006098         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     36/499      4.32G    0.01506    0.01185   0.006098         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     36/499      4.32G    0.01505    0.01185     0.0061         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     36/499      4.32G    0.01505    0.01185     0.0061         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
     36/499      4.32G    0.01505    0.01187   0.006078         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
     36/499      4.32G    0.01505    0.01187   0.006078         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
     36/499      4.32G    0.01506    0.01185   0.006069         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     36/499      4.32G    0.01506    0.01185   0.006069         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     36/499      4.32G    0.01506    0.01185   0.006057         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     36/499      4.32G    0.01506    0.01185   0.006057         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     36/499      4.32G    0.01505    0.01186   0.006045         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     36/499      4.32G    0.01505    0.01186   0.006045         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     36/499      4.32G    0.01505    0.01187   0.006038         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     36/499      4.32G    0.01505    0.01187   0.006038         80        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     36/499      4.32G    0.01505    0.01187    0.00604         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     36/499      4.32G    0.01505    0.01187    0.00604         28        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
     36/499      4.32G    0.01505    0.01187    0.00604         28        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.58it/s]
                   all        132        263      0.791      0.866      0.843      0.701

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     37/499      4.32G    0.01438    0.01183   0.002515         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
     37/499      4.32G    0.01438    0.01183   0.002515         64        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     37/499      4.32G    0.01378    0.01172   0.003492         71        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     37/499      4.32G    0.01378    0.01172   0.003492         71        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     37/499      4.32G    0.01399    0.01213   0.005264         71        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     37/499      4.32G    0.01399    0.01213   0.005264         71        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     37/499      4.32G    0.01413    0.01207   0.005636         74        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     37/499      4.32G    0.01413    0.01207   0.005636         74        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
     37/499      4.32G    0.01421    0.01178   0.005804         67        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
     37/499      4.32G    0.01421    0.01178   0.005804         67        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
     37/499      4.32G    0.01397    0.01202   0.005825         76        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
     37/499      4.32G    0.01397    0.01202   0.005825         76        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
     37/499      4.32G    0.01411    0.01212   0.005651         60        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
     37/499      4.32G    0.01411    0.01212   0.005651         60        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
     37/499      4.32G    0.01427    0.01207   0.005509         68        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
     37/499      4.32G    0.01427    0.01207   0.005509         68        640:   5%|4         | 8/168 [00:01<00:29,  5.37it/s]
     37/499      4.32G    0.01432    0.01194   0.005126         61        640:   5%|4         | 8/168 [00:01<00:29,  5.37it/s]
     37/499      4.32G    0.01432    0.01194   0.005126         61        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
     37/499      4.32G    0.01427    0.01182   0.005058         65        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
     37/499      4.32G    0.01427    0.01182   0.005058         65        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     37/499      4.32G    0.01421    0.01165    0.00509         65        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     37/499      4.32G    0.01421    0.01165    0.00509         65        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     37/499      4.32G     0.0142     0.0115   0.005058         48        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     37/499      4.32G     0.0142     0.0115   0.005058         48        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
     37/499      4.32G    0.01438    0.01178    0.00547         68        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
     37/499      4.32G    0.01438    0.01178    0.00547         68        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     37/499      4.32G    0.01449    0.01185   0.005377         70        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     37/499      4.32G    0.01449    0.01185   0.005377         70        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
     37/499      4.32G     0.0144    0.01183   0.005195         72        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
     37/499      4.32G     0.0144    0.01183   0.005195         72        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
     37/499      4.32G     0.0144    0.01166   0.005594         53        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
     37/499      4.32G     0.0144    0.01166   0.005594         53        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     37/499      4.32G    0.01434    0.01147   0.005575         65        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     37/499      4.32G    0.01434    0.01147   0.005575         65        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     37/499      4.32G    0.01436    0.01152   0.005744         69        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     37/499      4.32G    0.01436    0.01152   0.005744         69        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     37/499      4.32G    0.01426    0.01146   0.005632         63        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     37/499      4.32G    0.01426    0.01146   0.005632         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     37/499      4.32G    0.01426    0.01139   0.005525         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     37/499      4.32G    0.01426    0.01139   0.005525         59        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     37/499      4.32G     0.0143     0.0113   0.005521         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     37/499      4.32G     0.0143     0.0113   0.005521         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
     37/499      4.32G    0.01426    0.01128   0.005569         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     37/499      4.32G    0.01426    0.01128   0.005569         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     37/499      4.32G    0.01428    0.01121   0.005414         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     37/499      4.32G    0.01428    0.01121   0.005414         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     37/499      4.32G    0.01432    0.01128   0.005751         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     37/499      4.32G    0.01432    0.01128   0.005751         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     37/499      4.32G     0.0142    0.01124   0.005695         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     37/499      4.32G     0.0142    0.01124   0.005695         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     37/499      4.32G    0.01426    0.01126   0.005695         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     37/499      4.32G    0.01426    0.01126   0.005695         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
     37/499      4.32G     0.0143    0.01126   0.005651         59        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
     37/499      4.32G     0.0143    0.01126   0.005651         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     37/499      4.32G    0.01427    0.01125   0.005605         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     37/499      4.32G    0.01427    0.01125   0.005605         71        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
     37/499      4.32G    0.01425    0.01116   0.005614         54        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
     37/499      4.32G    0.01425    0.01116   0.005614         54        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     37/499      4.32G    0.01429    0.01117   0.005577         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     37/499      4.32G    0.01429    0.01117   0.005577         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
     37/499      4.32G    0.01424    0.01114   0.005599         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
     37/499      4.32G    0.01424    0.01114   0.005599         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
     37/499      4.32G    0.01427    0.01125   0.005576         82        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
     37/499      4.32G    0.01427    0.01125   0.005576         82        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     37/499      4.32G    0.01437    0.01119   0.005665         52        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     37/499      4.32G    0.01437    0.01119   0.005665         52        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     37/499      4.32G    0.01436    0.01118   0.005596         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     37/499      4.32G    0.01436    0.01118   0.005596         57        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     37/499      4.32G    0.01433    0.01116   0.005685         71        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     37/499      4.32G    0.01433    0.01116   0.005685         71        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     37/499      4.32G    0.01431    0.01124   0.005622         66        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     37/499      4.32G    0.01431    0.01124   0.005622         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     37/499      4.32G    0.01429    0.01122   0.005654         73        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     37/499      4.32G    0.01429    0.01122   0.005654         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     37/499      4.32G    0.01427    0.01131   0.005583         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     37/499      4.32G    0.01427    0.01131   0.005583         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     37/499      4.32G    0.01425     0.0113   0.005617         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     37/499      4.32G    0.01425     0.0113   0.005617         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     37/499      4.32G    0.01428    0.01127    0.00559         52        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     37/499      4.32G    0.01428    0.01127    0.00559         52        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     37/499      4.32G     0.0143    0.01128   0.005632         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     37/499      4.32G     0.0143    0.01128   0.005632         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     37/499      4.32G    0.01431    0.01133   0.005637         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     37/499      4.32G    0.01431    0.01133   0.005637         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.41it/s]
     37/499      4.32G     0.0143    0.01135   0.005617         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.41it/s]
     37/499      4.32G     0.0143    0.01135   0.005617         77        640:  26%|##5       | 43/168 [00:08<00:23,  5.27it/s]
     37/499      4.32G    0.01422     0.0113   0.005617         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.27it/s]
     37/499      4.32G    0.01422     0.0113   0.005617         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
     37/499      4.32G    0.01427    0.01135   0.005643         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
     37/499      4.32G    0.01427    0.01135   0.005643         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
     37/499      4.32G    0.01433    0.01142   0.005616         71        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
     37/499      4.32G    0.01433    0.01142   0.005616         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.26it/s]
     37/499      4.32G    0.01432    0.01137    0.00558         50        640:  27%|##7       | 46/168 [00:08<00:23,  5.26it/s]
     37/499      4.32G    0.01432    0.01137    0.00558         50        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
     37/499      4.32G    0.01435    0.01133   0.005625         49        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
     37/499      4.32G    0.01435    0.01133   0.005625         49        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     37/499      4.32G    0.01435    0.01137   0.005634         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     37/499      4.32G    0.01435    0.01137   0.005634         77        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     37/499      4.32G    0.01435     0.0114   0.005553         75        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     37/499      4.32G    0.01435     0.0114   0.005553         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     37/499      4.32G    0.01438    0.01142   0.005615         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     37/499      4.32G    0.01438    0.01142   0.005615         73        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     37/499      4.32G     0.0144     0.0114   0.005629         56        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     37/499      4.32G     0.0144     0.0114   0.005629         56        640:  31%|###       | 52/168 [00:09<00:22,  5.23it/s]
     37/499      4.32G     0.0144    0.01142   0.005645         72        640:  31%|###       | 52/168 [00:10<00:22,  5.23it/s]
     37/499      4.32G     0.0144    0.01142   0.005645         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
     37/499      4.32G    0.01433     0.0114   0.005632         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
     37/499      4.32G    0.01433     0.0114   0.005632         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
     37/499      4.32G    0.01432    0.01139   0.005555         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
     37/499      4.32G    0.01432    0.01139   0.005555         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     37/499      4.32G    0.01435    0.01139   0.005548         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     37/499      4.32G    0.01435    0.01139   0.005548         60        640:  33%|###3      | 56/168 [00:10<00:20,  5.34it/s]
     37/499      4.32G    0.01434    0.01137   0.005547         62        640:  33%|###3      | 56/168 [00:10<00:20,  5.34it/s]
     37/499      4.32G    0.01434    0.01137   0.005547         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
     37/499      4.32G    0.01435    0.01134   0.005578         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
     37/499      4.32G    0.01435    0.01134   0.005578         65        640:  35%|###4      | 58/168 [00:10<00:21,  5.24it/s]
     37/499      4.32G    0.01435    0.01137   0.005568         80        640:  35%|###4      | 58/168 [00:11<00:21,  5.24it/s]
     37/499      4.32G    0.01435    0.01137   0.005568         80        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     37/499      4.32G    0.01438    0.01134   0.005574         52        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     37/499      4.32G    0.01438    0.01134   0.005574         52        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     37/499      4.32G    0.01436    0.01134   0.005572         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     37/499      4.32G    0.01436    0.01134   0.005572         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     37/499      4.32G    0.01434    0.01133    0.00559         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     37/499      4.32G    0.01434    0.01133    0.00559         72        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     37/499      4.32G    0.01437    0.01134   0.005653         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     37/499      4.32G    0.01437    0.01134   0.005653         66        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     37/499      4.32G    0.01438    0.01133   0.005689         55        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     37/499      4.32G    0.01438    0.01133   0.005689         55        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     37/499      4.32G    0.01438    0.01135   0.005652         76        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     37/499      4.32G    0.01438    0.01135   0.005652         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     37/499      4.32G    0.01437    0.01134   0.005635         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     37/499      4.32G    0.01437    0.01134   0.005635         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     37/499      4.32G    0.01435    0.01131    0.00558         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     37/499      4.32G    0.01435    0.01131    0.00558         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     37/499      4.32G    0.01433    0.01129   0.005532         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     37/499      4.32G    0.01433    0.01129   0.005532         65        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
     37/499      4.32G    0.01433    0.01129   0.005571         68        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
     37/499      4.32G    0.01433    0.01129   0.005571         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     37/499      4.32G    0.01435    0.01127    0.00558         52        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     37/499      4.32G    0.01435    0.01127    0.00558         52        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     37/499      4.32G    0.01439    0.01129   0.005604         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     37/499      4.32G    0.01439    0.01129   0.005604         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
     37/499      4.32G    0.01437    0.01132    0.00559         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
     37/499      4.32G    0.01437    0.01132    0.00559         81        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     37/499      4.32G    0.01439    0.01132   0.005541         58        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     37/499      4.32G    0.01439    0.01132   0.005541         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     37/499      4.32G     0.0144    0.01129   0.005527         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     37/499      4.32G     0.0144    0.01129   0.005527         57        640:  44%|####4     | 74/168 [00:13<00:17,  5.27it/s]
     37/499      4.32G    0.01442    0.01131   0.005546         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     37/499      4.32G    0.01442    0.01131   0.005546         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     37/499      4.32G    0.01443    0.01133   0.005576         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     37/499      4.32G    0.01443    0.01133   0.005576         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     37/499      4.32G    0.01444    0.01129   0.005576         50        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     37/499      4.32G    0.01444    0.01129   0.005576         50        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     37/499      4.32G    0.01444    0.01127   0.005583         53        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     37/499      4.32G    0.01444    0.01127   0.005583         53        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     37/499      4.32G    0.01443    0.01131   0.005541         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     37/499      4.32G    0.01443    0.01131   0.005541         75        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
     37/499      4.32G    0.01443    0.01134   0.005521         82        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     37/499      4.32G    0.01443    0.01134   0.005521         82        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     37/499      4.32G    0.01445    0.01137   0.005515         88        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     37/499      4.32G    0.01445    0.01137   0.005515         88        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     37/499      4.32G    0.01443    0.01138    0.00554         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     37/499      4.32G    0.01443    0.01138    0.00554         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
     37/499      4.32G    0.01448    0.01137   0.005587         56        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
     37/499      4.32G    0.01448    0.01137   0.005587         56        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     37/499      4.32G    0.01449    0.01138   0.005596         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     37/499      4.32G    0.01449    0.01138   0.005596         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
     37/499      4.32G    0.01447    0.01137   0.005581         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
     37/499      4.32G    0.01447    0.01137   0.005581         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     37/499      4.32G     0.0145    0.01141   0.005599         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     37/499      4.32G     0.0145    0.01141   0.005599         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     37/499      4.32G    0.01449    0.01138   0.005607         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     37/499      4.32G    0.01449    0.01138   0.005607         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     37/499      4.32G    0.01449    0.01136   0.005633         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     37/499      4.32G    0.01449    0.01136   0.005633         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     37/499      4.32G    0.01448    0.01139   0.005665         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     37/499      4.32G    0.01448    0.01139   0.005665         72        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     37/499      4.32G    0.01451    0.01139   0.005685         67        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     37/499      4.32G    0.01451    0.01139   0.005685         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     37/499      4.32G    0.01449    0.01141   0.005684         81        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     37/499      4.32G    0.01449    0.01141   0.005684         81        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     37/499      4.32G    0.01452    0.01141   0.005697         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     37/499      4.32G    0.01452    0.01141   0.005697         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     37/499      4.32G    0.01452    0.01141    0.00577         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     37/499      4.32G    0.01452    0.01141    0.00577         59        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     37/499      4.32G    0.01453    0.01143   0.005747         79        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     37/499      4.32G    0.01453    0.01143   0.005747         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     37/499      4.32G    0.01454    0.01142   0.005736         56        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     37/499      4.32G    0.01454    0.01142   0.005736         56        640:  57%|#####6    | 95/168 [00:17<00:13,  5.26it/s]
     37/499      4.32G    0.01455    0.01144    0.00575         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     37/499      4.32G    0.01455    0.01144    0.00575         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     37/499      4.32G    0.01454    0.01144   0.005757         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     37/499      4.32G    0.01454    0.01144   0.005757         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     37/499      4.32G    0.01455    0.01147   0.005735         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     37/499      4.32G    0.01455    0.01147   0.005735         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     37/499      4.32G    0.01455    0.01146   0.005745         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     37/499      4.32G    0.01455    0.01146   0.005745         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     37/499      4.32G    0.01455    0.01147   0.005732         76        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     37/499      4.32G    0.01455    0.01147   0.005732         76        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
     37/499      4.32G    0.01455    0.01148   0.005727         80        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
     37/499      4.32G    0.01455    0.01148   0.005727         80        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     37/499      4.32G    0.01455    0.01145   0.005713         65        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     37/499      4.32G    0.01455    0.01145   0.005713         65        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     37/499      4.32G    0.01457    0.01148   0.005723         78        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     37/499      4.32G    0.01457    0.01148   0.005723         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     37/499      4.32G    0.01459    0.01148   0.005724         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     37/499      4.32G    0.01459    0.01148   0.005724         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     37/499      4.32G    0.01459    0.01149   0.005716         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     37/499      4.32G    0.01459    0.01149   0.005716         69        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
     37/499      4.32G     0.0146    0.01148   0.005719         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.40it/s]
     37/499      4.32G     0.0146    0.01148   0.005719         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
     37/499      4.32G     0.0146    0.01146   0.005747         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
     37/499      4.32G     0.0146    0.01146   0.005747         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
     37/499      4.32G     0.0146    0.01145   0.005758         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
     37/499      4.32G     0.0146    0.01145   0.005758         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.40it/s]
     37/499      4.32G     0.0146    0.01147   0.005745         83        640:  64%|######4   | 108/168 [00:20<00:11,  5.40it/s]
     37/499      4.32G     0.0146    0.01147   0.005745         83        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     37/499      4.32G     0.0146    0.01149   0.005726         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     37/499      4.32G     0.0146    0.01149   0.005726         72        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     37/499      4.32G    0.01462    0.01149   0.005735         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     37/499      4.32G    0.01462    0.01149   0.005735         71        640:  66%|######6   | 111/168 [00:20<00:10,  5.33it/s]
     37/499      4.32G    0.01462     0.0115   0.005732         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     37/499      4.32G    0.01462     0.0115   0.005732         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     37/499      4.32G    0.01462    0.01149   0.005713         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     37/499      4.32G    0.01462    0.01149   0.005713         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     37/499      4.32G     0.0146    0.01149   0.005708         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     37/499      4.32G     0.0146    0.01149   0.005708         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
     37/499      4.32G    0.01462    0.01148   0.005724         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
     37/499      4.32G    0.01462    0.01148   0.005724         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
     37/499      4.32G    0.01462    0.01147    0.00571         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
     37/499      4.32G    0.01462    0.01147    0.00571         59        640:  69%|######9   | 116/168 [00:21<00:09,  5.25it/s]
     37/499      4.32G    0.01462    0.01149    0.00571         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     37/499      4.32G    0.01462    0.01149    0.00571         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     37/499      4.32G    0.01461    0.01148   0.005701         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     37/499      4.32G    0.01461    0.01148   0.005701         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     37/499      4.32G    0.01461    0.01147   0.005723         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     37/499      4.32G    0.01461    0.01147   0.005723         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     37/499      4.32G    0.01462    0.01146   0.005707         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     37/499      4.32G    0.01462    0.01146   0.005707         64        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     37/499      4.32G    0.01463    0.01148   0.005694         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     37/499      4.32G    0.01463    0.01148   0.005694         80        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
     37/499      4.32G    0.01463    0.01147   0.005717         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     37/499      4.32G    0.01463    0.01147   0.005717         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     37/499      4.32G    0.01464    0.01147    0.00578         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     37/499      4.32G    0.01464    0.01147    0.00578         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     37/499      4.32G    0.01464    0.01147   0.005783         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     37/499      4.32G    0.01464    0.01147   0.005783         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     37/499      4.32G    0.01464    0.01147   0.005793         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     37/499      4.32G    0.01464    0.01147   0.005793         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     37/499      4.32G    0.01465    0.01148   0.005791         81        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     37/499      4.32G    0.01465    0.01148   0.005791         81        640:  75%|#######5  | 126/168 [00:23<00:07,  5.31it/s]
     37/499      4.32G    0.01464    0.01149   0.005765         76        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     37/499      4.32G    0.01464    0.01149   0.005765         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     37/499      4.32G    0.01465    0.01148   0.005804         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     37/499      4.32G    0.01465    0.01148   0.005804         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     37/499      4.32G    0.01465    0.01148   0.005788         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     37/499      4.32G    0.01465    0.01148   0.005788         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     37/499      4.32G    0.01467    0.01149   0.005785         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     37/499      4.32G    0.01467    0.01149   0.005785         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     37/499      4.32G    0.01468    0.01149   0.005799         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     37/499      4.32G    0.01468    0.01149   0.005799         69        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     37/499      4.32G    0.01468     0.0115   0.005787         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     37/499      4.32G    0.01468     0.0115   0.005787         75        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
     37/499      4.32G    0.01468    0.01151   0.005788         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     37/499      4.32G    0.01468    0.01151   0.005788         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     37/499      4.32G    0.01467    0.01153    0.00577         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     37/499      4.32G    0.01467    0.01153    0.00577         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     37/499      4.32G    0.01468    0.01152   0.005767         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     37/499      4.32G    0.01468    0.01152   0.005767         57        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     37/499      4.32G    0.01469    0.01154   0.005765         81        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     37/499      4.32G    0.01469    0.01154   0.005765         81        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     37/499      4.32G     0.0147    0.01155   0.005747         72        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     37/499      4.32G     0.0147    0.01155   0.005747         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
     37/499      4.32G    0.01471    0.01157   0.005738         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     37/499      4.32G    0.01471    0.01157   0.005738         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     37/499      4.32G    0.01471    0.01158    0.00573         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     37/499      4.32G    0.01471    0.01158    0.00573         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     37/499      4.32G    0.01473    0.01161   0.005729         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     37/499      4.32G    0.01473    0.01161   0.005729         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     37/499      4.32G    0.01473     0.0116   0.005731         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     37/499      4.32G    0.01473     0.0116   0.005731         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     37/499      4.32G    0.01471    0.01161    0.00571         74        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     37/499      4.32G    0.01471    0.01161    0.00571         74        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
     37/499      4.32G    0.01472    0.01162   0.005719         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
     37/499      4.32G    0.01472    0.01162   0.005719         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     37/499      4.32G     0.0147    0.01162   0.005721         81        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     37/499      4.32G     0.0147    0.01162   0.005721         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     37/499      4.32G     0.0147    0.01161   0.005714         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     37/499      4.32G     0.0147    0.01161   0.005714         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     37/499      4.32G     0.0147    0.01161   0.005702         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     37/499      4.32G     0.0147    0.01161   0.005702         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     37/499      4.32G     0.0147    0.01163   0.005702         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     37/499      4.32G     0.0147    0.01163   0.005702         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.29it/s]
     37/499      4.32G    0.01472    0.01163   0.005715         60        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
     37/499      4.32G    0.01472    0.01163   0.005715         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     37/499      4.32G    0.01473    0.01163   0.005714         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     37/499      4.32G    0.01473    0.01163   0.005714         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     37/499      4.32G    0.01472    0.01163   0.005712         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     37/499      4.32G    0.01472    0.01163   0.005712         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     37/499      4.32G    0.01472    0.01162   0.005694         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     37/499      4.32G    0.01472    0.01162   0.005694         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     37/499      4.32G    0.01471    0.01162   0.005697         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     37/499      4.32G    0.01471    0.01162   0.005697         71        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     37/499      4.32G    0.01472    0.01163   0.005702         81        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     37/499      4.32G    0.01472    0.01163   0.005702         81        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
     37/499      4.32G    0.01473    0.01163   0.005707         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     37/499      4.32G    0.01473    0.01163   0.005707         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     37/499      4.32G    0.01474    0.01164   0.005694         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     37/499      4.32G    0.01474    0.01164   0.005694         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     37/499      4.32G    0.01474    0.01164   0.005692         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     37/499      4.32G    0.01474    0.01164   0.005692         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     37/499      4.32G    0.01474    0.01164    0.00568         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     37/499      4.32G    0.01474    0.01164    0.00568         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
     37/499      4.32G    0.01474    0.01162   0.005669         57        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
     37/499      4.32G    0.01474    0.01162   0.005669         57        640:  94%|#########4| 158/168 [00:29<00:01,  5.25it/s]
     37/499      4.32G    0.01473    0.01165   0.005657        103        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     37/499      4.32G    0.01473    0.01165   0.005657        103        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     37/499      4.32G    0.01472    0.01164   0.005654         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     37/499      4.32G    0.01472    0.01164   0.005654         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     37/499      4.32G    0.01472    0.01163   0.005641         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     37/499      4.32G    0.01472    0.01163   0.005641         52        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     37/499      4.32G    0.01472    0.01163   0.005632         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     37/499      4.32G    0.01472    0.01163   0.005632         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.23it/s]
     37/499      4.32G    0.01471    0.01162   0.005624         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.23it/s]
     37/499      4.32G    0.01471    0.01162   0.005624         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.12it/s]
     37/499      4.32G    0.01471    0.01163    0.00563         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
     37/499      4.32G    0.01471    0.01163    0.00563         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     37/499      4.32G    0.01469    0.01161   0.005627         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     37/499      4.32G    0.01469    0.01161   0.005627         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     37/499      4.32G    0.01469    0.01162   0.005613         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     37/499      4.32G    0.01469    0.01162   0.005613         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     37/499      4.32G    0.01468    0.01161    0.00561         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     37/499      4.32G    0.01468    0.01161    0.00561         60        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     37/499      4.32G    0.01467    0.01163   0.005631         40        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     37/499      4.32G    0.01467    0.01163   0.005631         40        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
     37/499      4.32G    0.01467    0.01163   0.005631         40        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.846      0.841       0.86      0.719

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     38/499      4.32G    0.01196    0.01016   0.005099         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     38/499      4.32G    0.01196    0.01016   0.005099         65        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     38/499      4.32G    0.01353    0.01133   0.005449         68        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     38/499      4.32G    0.01353    0.01133   0.005449         68        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     38/499      4.32G     0.0138    0.01199   0.005819         77        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     38/499      4.32G     0.0138    0.01199   0.005819         77        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
     38/499      4.32G    0.01375    0.01124   0.005854         60        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
     38/499      4.32G    0.01375    0.01124   0.005854         60        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
     38/499      4.32G    0.01365    0.01168   0.005899         76        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
     38/499      4.32G    0.01365    0.01168   0.005899         76        640:   3%|2         | 5/168 [00:00<00:30,  5.35it/s]
     38/499      4.32G     0.0137    0.01135    0.00559         56        640:   3%|2         | 5/168 [00:01<00:30,  5.35it/s]
     38/499      4.32G     0.0137    0.01135    0.00559         56        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
     38/499      4.32G    0.01358    0.01117   0.005521         60        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
     38/499      4.32G    0.01358    0.01117   0.005521         60        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
     38/499      4.32G    0.01341    0.01118   0.005295         65        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
     38/499      4.32G    0.01341    0.01118   0.005295         65        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     38/499      4.32G    0.01369    0.01138   0.005366         81        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     38/499      4.32G    0.01369    0.01138   0.005366         81        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     38/499      4.32G    0.01386    0.01143   0.005747         59        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     38/499      4.32G    0.01386    0.01143   0.005747         59        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
     38/499      4.32G     0.0138    0.01136   0.005857         70        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
     38/499      4.32G     0.0138    0.01136   0.005857         70        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     38/499      4.32G     0.0139    0.01135     0.0058         57        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     38/499      4.32G     0.0139    0.01135     0.0058         57        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
     38/499      4.32G    0.01396    0.01145    0.00579         70        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
     38/499      4.32G    0.01396    0.01145    0.00579         70        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     38/499      4.32G    0.01389    0.01158   0.005826         85        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     38/499      4.32G    0.01389    0.01158   0.005826         85        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
     38/499      4.32G    0.01386    0.01173   0.005643         78        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
     38/499      4.32G    0.01386    0.01173   0.005643         78        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
     38/499      4.32G    0.01393    0.01183   0.005718         72        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
     38/499      4.32G    0.01393    0.01183   0.005718         72        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     38/499      4.32G    0.01393    0.01183   0.005737         70        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     38/499      4.32G    0.01393    0.01183   0.005737         70        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     38/499      4.32G    0.01393    0.01175   0.005827         49        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     38/499      4.32G    0.01393    0.01175   0.005827         49        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     38/499      4.32G    0.01401    0.01176   0.005873         64        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     38/499      4.32G    0.01401    0.01176   0.005873         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
     38/499      4.32G    0.01404    0.01186   0.005667         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
     38/499      4.32G    0.01404    0.01186   0.005667         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.36it/s]
     38/499      4.32G    0.01401    0.01178   0.005688         69        640:  12%|#1        | 20/168 [00:03<00:27,  5.36it/s]
     38/499      4.32G    0.01401    0.01178   0.005688         69        640:  12%|#2        | 21/168 [00:03<00:27,  5.42it/s]
     38/499      4.32G     0.0141    0.01175   0.005773         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.42it/s]
     38/499      4.32G     0.0141    0.01175   0.005773         67        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
     38/499      4.32G     0.0142     0.0117   0.005725         59        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
     38/499      4.32G     0.0142     0.0117   0.005725         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.36it/s]
     38/499      4.32G    0.01421    0.01167   0.005745         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.36it/s]
     38/499      4.32G    0.01421    0.01167   0.005745         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.42it/s]
     38/499      4.32G    0.01424    0.01162   0.005702         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.42it/s]
     38/499      4.32G    0.01424    0.01162   0.005702         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     38/499      4.32G    0.01427    0.01162    0.00559         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     38/499      4.32G    0.01427    0.01162    0.00559         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
     38/499      4.32G    0.01424    0.01158   0.005491         62        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
     38/499      4.32G    0.01424    0.01158   0.005491         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     38/499      4.32G    0.01426    0.01155   0.005565         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     38/499      4.32G    0.01426    0.01155   0.005565         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     38/499      4.32G    0.01425     0.0115   0.005745         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     38/499      4.32G    0.01425     0.0115   0.005745         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     38/499      4.32G    0.01434    0.01154   0.005734         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     38/499      4.32G    0.01434    0.01154   0.005734         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     38/499      4.32G    0.01437    0.01157   0.005737         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     38/499      4.32G    0.01437    0.01157   0.005737         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     38/499      4.32G    0.01434    0.01155   0.005764         52        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     38/499      4.32G    0.01434    0.01155   0.005764         52        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     38/499      4.32G    0.01434    0.01155   0.005647         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     38/499      4.32G    0.01434    0.01155   0.005647         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     38/499      4.32G    0.01436    0.01147   0.005795         54        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     38/499      4.32G    0.01436    0.01147   0.005795         54        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     38/499      4.32G    0.01439    0.01151   0.005788         76        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     38/499      4.32G    0.01439    0.01151   0.005788         76        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     38/499      4.32G    0.01439    0.01151   0.005943         66        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     38/499      4.32G    0.01439    0.01151   0.005943         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     38/499      4.32G    0.01443    0.01161   0.005902         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     38/499      4.32G    0.01443    0.01161   0.005902         76        640:  22%|##2       | 37/168 [00:06<00:25,  5.18it/s]
     38/499      4.32G    0.01443    0.01157   0.005882         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     38/499      4.32G    0.01443    0.01157   0.005882         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     38/499      4.32G    0.01446    0.01154   0.006052         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     38/499      4.32G    0.01446    0.01154   0.006052         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     38/499      4.32G    0.01448    0.01151   0.006046         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     38/499      4.32G    0.01448    0.01151   0.006046         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     38/499      4.32G     0.0145    0.01153   0.006043         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     38/499      4.32G     0.0145    0.01153   0.006043         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     38/499      4.32G     0.0145    0.01151   0.006042         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     38/499      4.32G     0.0145    0.01151   0.006042         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
     38/499      4.32G    0.01448    0.01146   0.005978         52        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     38/499      4.32G    0.01448    0.01146   0.005978         52        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     38/499      4.32G    0.01447     0.0114   0.005898         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     38/499      4.32G    0.01447     0.0114   0.005898         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
     38/499      4.32G    0.01446    0.01144   0.005954         90        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
     38/499      4.32G    0.01446    0.01144   0.005954         90        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     38/499      4.32G    0.01446    0.01143   0.005984         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     38/499      4.32G    0.01446    0.01143   0.005984         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     38/499      4.32G    0.01447    0.01139    0.00599         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     38/499      4.32G    0.01447    0.01139    0.00599         58        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     38/499      4.32G     0.0145    0.01134   0.005988         52        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     38/499      4.32G     0.0145    0.01134   0.005988         52        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     38/499      4.32G     0.0145    0.01137   0.005953         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     38/499      4.32G     0.0145    0.01137   0.005953         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     38/499      4.32G    0.01447    0.01132   0.005889         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     38/499      4.32G    0.01447    0.01132   0.005889         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     38/499      4.32G    0.01449    0.01133   0.005903         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
     38/499      4.32G    0.01449    0.01133   0.005903         73        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
     38/499      4.32G    0.01452    0.01133   0.005963         67        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
     38/499      4.32G    0.01452    0.01133   0.005963         67        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     38/499      4.32G    0.01453    0.01139   0.006034         73        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
     38/499      4.32G    0.01453    0.01139   0.006034         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     38/499      4.32G    0.01452    0.01143   0.006065         82        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     38/499      4.32G    0.01452    0.01143   0.006065         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     38/499      4.32G    0.01451    0.01137   0.006107         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     38/499      4.32G    0.01451    0.01137   0.006107         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     38/499      4.32G    0.01449    0.01141    0.00611         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     38/499      4.32G    0.01449    0.01141    0.00611         78        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
     38/499      4.32G    0.01448    0.01142   0.006068         76        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
     38/499      4.32G    0.01448    0.01142   0.006068         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
     38/499      4.32G    0.01449    0.01139   0.006021         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
     38/499      4.32G    0.01449    0.01139   0.006021         62        640:  35%|###4      | 58/168 [00:10<00:20,  5.24it/s]
     38/499      4.32G    0.01447    0.01138   0.006055         64        640:  35%|###4      | 58/168 [00:11<00:20,  5.24it/s]
     38/499      4.32G    0.01447    0.01138   0.006055         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
     38/499      4.32G    0.01443    0.01136   0.006063         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
     38/499      4.32G    0.01443    0.01136   0.006063         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     38/499      4.32G    0.01446    0.01135   0.006043         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     38/499      4.32G    0.01446    0.01135   0.006043         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     38/499      4.32G    0.01445    0.01135   0.006092         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     38/499      4.32G    0.01445    0.01135   0.006092         64        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     38/499      4.32G    0.01443    0.01132   0.006085         48        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     38/499      4.32G    0.01443    0.01132   0.006085         48        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     38/499      4.32G     0.0144    0.01132   0.006086         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     38/499      4.32G     0.0144    0.01132   0.006086         76        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     38/499      4.32G    0.01441    0.01136   0.006037         75        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     38/499      4.32G    0.01441    0.01136   0.006037         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     38/499      4.32G    0.01438    0.01135   0.006058         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     38/499      4.32G    0.01438    0.01135   0.006058         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     38/499      4.32G     0.0144    0.01138   0.006134         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     38/499      4.32G     0.0144    0.01138   0.006134         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     38/499      4.32G     0.0144    0.01136   0.006181         57        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     38/499      4.32G     0.0144    0.01136   0.006181         57        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
     38/499      4.32G    0.01443    0.01137   0.006197         74        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
     38/499      4.32G    0.01443    0.01137   0.006197         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     38/499      4.32G    0.01445    0.01141   0.006178         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     38/499      4.32G    0.01445    0.01141   0.006178         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     38/499      4.32G    0.01446    0.01145   0.006168         91        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     38/499      4.32G    0.01446    0.01145   0.006168         91        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     38/499      4.32G    0.01444    0.01148   0.006207         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     38/499      4.32G    0.01444    0.01148   0.006207         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     38/499      4.32G    0.01441    0.01146     0.0062         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     38/499      4.32G    0.01441    0.01146     0.0062         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     38/499      4.32G    0.01444    0.01148   0.006259         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     38/499      4.32G    0.01444    0.01148   0.006259         75        640:  44%|####4     | 74/168 [00:13<00:17,  5.31it/s]
     38/499      4.32G    0.01444    0.01148   0.006205         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     38/499      4.32G    0.01444    0.01148   0.006205         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     38/499      4.32G    0.01444    0.01148   0.006177         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     38/499      4.32G    0.01444    0.01148   0.006177         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     38/499      4.32G    0.01442    0.01148   0.006187         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     38/499      4.32G    0.01442    0.01148   0.006187         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     38/499      4.32G    0.01443    0.01147   0.006128         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     38/499      4.32G    0.01443    0.01147   0.006128         66        640:  46%|####6     | 78/168 [00:14<00:17,  5.29it/s]
     38/499      4.32G    0.01441    0.01145   0.006094         61        640:  46%|####6     | 78/168 [00:14<00:17,  5.29it/s]
     38/499      4.32G    0.01441    0.01145   0.006094         61        640:  47%|####7     | 79/168 [00:14<00:17,  5.15it/s]
     38/499      4.32G     0.0144    0.01144   0.006062         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     38/499      4.32G     0.0144    0.01144   0.006062         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     38/499      4.32G    0.01437    0.01143   0.006081         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     38/499      4.32G    0.01437    0.01143   0.006081         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.21it/s]
     38/499      4.32G    0.01437    0.01141   0.006055         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.21it/s]
     38/499      4.32G    0.01437    0.01141   0.006055         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
     38/499      4.32G    0.01435     0.0114   0.006049         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
     38/499      4.32G    0.01435     0.0114   0.006049         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     38/499      4.32G    0.01435     0.0114   0.006019         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     38/499      4.32G    0.01435     0.0114   0.006019         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.31it/s]
     38/499      4.32G    0.01436     0.0114   0.006024         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
     38/499      4.32G    0.01436     0.0114   0.006024         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     38/499      4.32G    0.01437    0.01141    0.00601         81        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     38/499      4.32G    0.01437    0.01141    0.00601         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     38/499      4.32G    0.01438    0.01143   0.006038         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     38/499      4.32G    0.01438    0.01143   0.006038         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     38/499      4.32G    0.01439    0.01142   0.006063         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     38/499      4.32G    0.01439    0.01142   0.006063         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     38/499      4.32G    0.01437    0.01138   0.006068         53        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     38/499      4.32G    0.01437    0.01138   0.006068         53        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
     38/499      4.32G    0.01436    0.01137   0.006056         54        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     38/499      4.32G    0.01436    0.01137   0.006056         54        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     38/499      4.32G    0.01436    0.01136   0.006089         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     38/499      4.32G    0.01436    0.01136   0.006089         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     38/499      4.32G    0.01437    0.01136   0.006089         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     38/499      4.32G    0.01437    0.01136   0.006089         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     38/499      4.32G    0.01438    0.01137   0.006086         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     38/499      4.32G    0.01438    0.01137   0.006086         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     38/499      4.32G    0.01437    0.01139   0.006101         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     38/499      4.32G    0.01437    0.01139   0.006101         74        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     38/499      4.32G    0.01436    0.01136   0.006113         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     38/499      4.32G    0.01436    0.01136   0.006113         55        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
     38/499      4.32G    0.01435    0.01134    0.00611         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     38/499      4.32G    0.01435    0.01134    0.00611         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
     38/499      4.32G    0.01434    0.01133   0.006088         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
     38/499      4.32G    0.01434    0.01133   0.006088         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
     38/499      4.32G    0.01433    0.01132   0.006149         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
     38/499      4.32G    0.01433    0.01132   0.006149         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     38/499      4.32G    0.01436    0.01137   0.006135         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     38/499      4.32G    0.01436    0.01137   0.006135         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     38/499      4.32G    0.01435    0.01139   0.006167         80        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     38/499      4.32G    0.01435    0.01139   0.006167         80        640:  60%|#####9    | 100/168 [00:18<00:13,  5.22it/s]
     38/499      4.32G    0.01435     0.0114   0.006131         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
     38/499      4.32G    0.01435     0.0114   0.006131         65        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     38/499      4.32G    0.01434    0.01138   0.006155         62        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     38/499      4.32G    0.01434    0.01138   0.006155         62        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     38/499      4.32G    0.01434    0.01138    0.00614         62        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     38/499      4.32G    0.01434    0.01138    0.00614         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     38/499      4.32G    0.01433    0.01139   0.006131         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     38/499      4.32G    0.01433    0.01139   0.006131         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     38/499      4.32G    0.01433    0.01139   0.006131         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     38/499      4.32G    0.01433    0.01139   0.006131         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     38/499      4.32G    0.01432    0.01137   0.006157         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     38/499      4.32G    0.01432    0.01137   0.006157         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     38/499      4.32G    0.01433    0.01135   0.006151         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     38/499      4.32G    0.01433    0.01135   0.006151         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     38/499      4.32G    0.01435    0.01135    0.00619         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     38/499      4.32G    0.01435    0.01135    0.00619         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     38/499      4.32G    0.01437    0.01136   0.006173         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     38/499      4.32G    0.01437    0.01136   0.006173         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     38/499      4.32G    0.01436    0.01135    0.00616         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     38/499      4.32G    0.01436    0.01135    0.00616         70        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     38/499      4.32G    0.01436    0.01135   0.006135         78        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     38/499      4.32G    0.01436    0.01135   0.006135         78        640:  66%|######6   | 111/168 [00:20<00:10,  5.33it/s]
     38/499      4.32G    0.01436    0.01132   0.006087         47        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     38/499      4.32G    0.01436    0.01132   0.006087         47        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     38/499      4.32G    0.01439    0.01133   0.006132         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     38/499      4.32G    0.01439    0.01133   0.006132         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     38/499      4.32G    0.01438    0.01133   0.006127         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     38/499      4.32G    0.01438    0.01133   0.006127         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     38/499      4.32G    0.01436    0.01135   0.006124         84        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     38/499      4.32G    0.01436    0.01135   0.006124         84        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     38/499      4.32G    0.01436    0.01137   0.006105         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     38/499      4.32G    0.01436    0.01137   0.006105         78        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
     38/499      4.32G    0.01435    0.01137   0.006097         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     38/499      4.32G    0.01435    0.01137   0.006097         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     38/499      4.32G    0.01434    0.01138   0.006098         84        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     38/499      4.32G    0.01434    0.01138   0.006098         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     38/499      4.32G    0.01434    0.01142   0.006094         88        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     38/499      4.32G    0.01434    0.01142   0.006094         88        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     38/499      4.32G    0.01433    0.01143   0.006067         90        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     38/499      4.32G    0.01433    0.01143   0.006067         90        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     38/499      4.32G    0.01431    0.01144   0.006046         71        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     38/499      4.32G    0.01431    0.01144   0.006046         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
     38/499      4.32G    0.01432    0.01145   0.006027         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     38/499      4.32G    0.01432    0.01145   0.006027         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     38/499      4.32G    0.01432    0.01147   0.006012         82        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     38/499      4.32G    0.01432    0.01147   0.006012         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     38/499      4.32G    0.01433    0.01148   0.005992         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     38/499      4.32G    0.01433    0.01148   0.005992         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     38/499      4.32G    0.01433    0.01147   0.006026         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     38/499      4.32G    0.01433    0.01147   0.006026         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     38/499      4.32G    0.01434    0.01148   0.006057         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     38/499      4.32G    0.01434    0.01148   0.006057         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     38/499      4.32G    0.01436    0.01146   0.006083         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     38/499      4.32G    0.01436    0.01146   0.006083         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     38/499      4.32G    0.01436    0.01148   0.006092         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     38/499      4.32G    0.01436    0.01148   0.006092         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     38/499      4.32G    0.01435    0.01147   0.006123         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     38/499      4.32G    0.01435    0.01147   0.006123         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     38/499      4.32G    0.01434    0.01145   0.006105         46        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     38/499      4.32G    0.01434    0.01145   0.006105         46        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
     38/499      4.32G    0.01434    0.01144   0.006108         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
     38/499      4.32G    0.01434    0.01144   0.006108         67        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     38/499      4.32G    0.01435    0.01145   0.006105         63        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     38/499      4.32G    0.01435    0.01145   0.006105         63        640:  79%|#######8  | 132/168 [00:24<00:06,  5.34it/s]
     38/499      4.32G    0.01435    0.01145   0.006076         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     38/499      4.32G    0.01435    0.01145   0.006076         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     38/499      4.32G    0.01435    0.01146   0.006067         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     38/499      4.32G    0.01435    0.01146   0.006067         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     38/499      4.32G    0.01434    0.01147   0.006058         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     38/499      4.32G    0.01434    0.01147   0.006058         69        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     38/499      4.32G    0.01433    0.01145   0.006048         57        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     38/499      4.32G    0.01433    0.01145   0.006048         57        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     38/499      4.32G    0.01433    0.01145   0.006039         73        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     38/499      4.32G    0.01433    0.01145   0.006039         73        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
     38/499      4.32G    0.01433    0.01145   0.006041         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     38/499      4.32G    0.01433    0.01145   0.006041         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     38/499      4.32G    0.01432    0.01145   0.006029         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     38/499      4.32G    0.01432    0.01145   0.006029         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     38/499      4.32G    0.01432    0.01146   0.006032         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     38/499      4.32G    0.01432    0.01146   0.006032         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     38/499      4.32G    0.01432    0.01147   0.006023         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     38/499      4.32G    0.01432    0.01147   0.006023         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     38/499      4.32G    0.01431    0.01146   0.006018         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     38/499      4.32G    0.01431    0.01146   0.006018         69        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
     38/499      4.32G    0.01431    0.01149   0.006024         94        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     38/499      4.32G    0.01431    0.01149   0.006024         94        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     38/499      4.32G    0.01431    0.01148   0.006024         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     38/499      4.32G    0.01431    0.01148   0.006024         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     38/499      4.32G    0.01429    0.01147   0.006028         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     38/499      4.32G    0.01429    0.01147   0.006028         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     38/499      4.32G    0.01428    0.01146   0.006013         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     38/499      4.32G    0.01428    0.01146   0.006013         77        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     38/499      4.32G    0.01426    0.01145      0.006         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     38/499      4.32G    0.01426    0.01145      0.006         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
     38/499      4.32G    0.01426    0.01145   0.006001         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
     38/499      4.32G    0.01426    0.01145   0.006001         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     38/499      4.32G    0.01427    0.01146   0.005997         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     38/499      4.32G    0.01427    0.01146   0.005997         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     38/499      4.32G    0.01426    0.01144   0.005974         47        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     38/499      4.32G    0.01426    0.01144   0.005974         47        640:  89%|########9 | 150/168 [00:28<00:03,  5.23it/s]
     38/499      4.32G    0.01426    0.01145   0.005968         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.23it/s]
     38/499      4.32G    0.01426    0.01145   0.005968         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
     38/499      4.32G    0.01425    0.01144   0.005967         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
     38/499      4.32G    0.01425    0.01144   0.005967         59        640:  90%|######### | 152/168 [00:28<00:03,  5.19it/s]
     38/499      4.32G    0.01425    0.01145   0.005974         76        640:  90%|######### | 152/168 [00:28<00:03,  5.19it/s]
     38/499      4.32G    0.01425    0.01145   0.005974         76        640:  91%|#########1| 153/168 [00:28<00:02,  5.30it/s]
     38/499      4.32G    0.01425    0.01145   0.005987         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     38/499      4.32G    0.01425    0.01145   0.005987         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     38/499      4.32G    0.01424    0.01145   0.005972         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     38/499      4.32G    0.01424    0.01145   0.005972         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     38/499      4.32G    0.01424    0.01145   0.006009         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     38/499      4.32G    0.01424    0.01145   0.006009         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     38/499      4.32G    0.01423    0.01145   0.005998         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     38/499      4.32G    0.01423    0.01145   0.005998         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
     38/499      4.32G    0.01423    0.01145   0.006026         80        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
     38/499      4.32G    0.01423    0.01145   0.006026         80        640:  94%|#########4| 158/168 [00:29<00:01,  5.22it/s]
     38/499      4.32G    0.01422    0.01145    0.00604         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
     38/499      4.32G    0.01422    0.01145    0.00604         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     38/499      4.32G    0.01422    0.01145    0.00603         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     38/499      4.32G    0.01422    0.01145    0.00603         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     38/499      4.32G    0.01423    0.01144   0.006064         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     38/499      4.32G    0.01423    0.01144   0.006064         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     38/499      4.32G    0.01422    0.01144   0.006052         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     38/499      4.32G    0.01422    0.01144   0.006052         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     38/499      4.32G    0.01423    0.01145    0.00606         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     38/499      4.32G    0.01423    0.01145    0.00606         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.07it/s]
     38/499      4.32G    0.01424    0.01146   0.006049         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.07it/s]
     38/499      4.32G    0.01424    0.01146   0.006049         68        640:  98%|#########7| 164/168 [00:31<00:00,  4.97it/s]
     38/499      4.32G    0.01423    0.01146   0.006031         69        640:  98%|#########7| 164/168 [00:31<00:00,  4.97it/s]
     38/499      4.32G    0.01423    0.01146   0.006031         69        640:  98%|#########8| 165/168 [00:31<00:00,  4.92it/s]
     38/499      4.32G    0.01423    0.01146   0.006028         61        640:  98%|#########8| 165/168 [00:31<00:00,  4.92it/s]
     38/499      4.32G    0.01423    0.01146   0.006028         61        640:  99%|#########8| 166/168 [00:31<00:00,  4.88it/s]
     38/499      4.32G    0.01424    0.01144   0.006076         57        640:  99%|#########8| 166/168 [00:31<00:00,  4.88it/s]
     38/499      4.32G    0.01424    0.01144   0.006076         57        640:  99%|#########9| 167/168 [00:31<00:00,  4.99it/s]
     38/499      4.32G    0.01424    0.01143   0.006055         25        640:  99%|#########9| 167/168 [00:31<00:00,  4.99it/s]
     38/499      4.32G    0.01424    0.01143   0.006055         25        640: 100%|##########| 168/168 [00:31<00:00,  5.24it/s]
     38/499      4.32G    0.01424    0.01143   0.006055         25        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.35it/s]
                   all        132        263      0.774      0.807      0.816      0.706

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     39/499      4.32G    0.01497    0.01034   0.007586         54        640:   0%|          | 0/168 [00:00<?, ?it/s]
     39/499      4.32G    0.01497    0.01034   0.007586         54        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     39/499      4.32G     0.0142    0.01065   0.005394         72        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     39/499      4.32G     0.0142    0.01065   0.005394         72        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     39/499      4.32G    0.01375    0.01052   0.004594         62        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     39/499      4.32G    0.01375    0.01052   0.004594         62        640:   2%|1         | 3/168 [00:00<00:31,  5.24it/s]
     39/499      4.32G     0.0142    0.01037   0.004478         58        640:   2%|1         | 3/168 [00:00<00:31,  5.24it/s]
     39/499      4.32G     0.0142    0.01037   0.004478         58        640:   2%|2         | 4/168 [00:00<00:32,  5.04it/s]
     39/499      4.32G    0.01451    0.01079   0.004812         70        640:   2%|2         | 4/168 [00:00<00:32,  5.04it/s]
     39/499      4.32G    0.01451    0.01079   0.004812         70        640:   3%|2         | 5/168 [00:00<00:31,  5.17it/s]
     39/499      4.32G    0.01469    0.01079   0.005191         63        640:   3%|2         | 5/168 [00:01<00:31,  5.17it/s]
     39/499      4.32G    0.01469    0.01079   0.005191         63        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     39/499      4.32G     0.0147    0.01085   0.005251         69        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     39/499      4.32G     0.0147    0.01085   0.005251         69        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
     39/499      4.32G    0.01454    0.01091   0.005233         68        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
     39/499      4.32G    0.01454    0.01091   0.005233         68        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     39/499      4.32G    0.01471    0.01104    0.00544         70        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     39/499      4.32G    0.01471    0.01104    0.00544         70        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     39/499      4.32G    0.01447    0.01123   0.005457         77        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     39/499      4.32G    0.01447    0.01123   0.005457         77        640:   6%|5         | 10/168 [00:01<00:30,  5.24it/s]
     39/499      4.32G    0.01458    0.01116   0.005463         60        640:   6%|5         | 10/168 [00:02<00:30,  5.24it/s]
     39/499      4.32G    0.01458    0.01116   0.005463         60        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
     39/499      4.32G    0.01461    0.01149   0.005473         86        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
     39/499      4.32G    0.01461    0.01149   0.005473         86        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
     39/499      4.32G    0.01454    0.01183    0.00544         95        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
     39/499      4.32G    0.01454    0.01183    0.00544         95        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     39/499      4.32G    0.01454    0.01184   0.005293         63        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     39/499      4.32G    0.01454    0.01184   0.005293         63        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     39/499      4.32G     0.0146    0.01177   0.005346         66        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     39/499      4.32G     0.0146    0.01177   0.005346         66        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
     39/499      4.32G     0.0145    0.01177   0.005404         76        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
     39/499      4.32G     0.0145    0.01177   0.005404         76        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     39/499      4.32G    0.01446    0.01176   0.005402         72        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     39/499      4.32G    0.01446    0.01176   0.005402         72        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     39/499      4.32G    0.01436    0.01163    0.00532         63        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     39/499      4.32G    0.01436    0.01163    0.00532         63        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
     39/499      4.32G     0.0142    0.01153   0.005251         52        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
     39/499      4.32G     0.0142    0.01153   0.005251         52        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     39/499      4.32G     0.0141    0.01149   0.005223         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     39/499      4.32G     0.0141    0.01149   0.005223         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     39/499      4.32G    0.01409    0.01139   0.005154         56        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     39/499      4.32G    0.01409    0.01139   0.005154         56        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     39/499      4.32G    0.01404    0.01136   0.005026         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     39/499      4.32G    0.01404    0.01136   0.005026         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     39/499      4.32G    0.01411    0.01141   0.005162         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     39/499      4.32G    0.01411    0.01141   0.005162         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     39/499      4.32G    0.01417    0.01135   0.005186         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     39/499      4.32G    0.01417    0.01135   0.005186         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     39/499      4.32G    0.01421    0.01131   0.005298         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     39/499      4.32G    0.01421    0.01131   0.005298         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     39/499      4.32G    0.01419    0.01123   0.005221         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     39/499      4.32G    0.01419    0.01123   0.005221         56        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
     39/499      4.32G    0.01422    0.01123   0.005274         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
     39/499      4.32G    0.01422    0.01123   0.005274         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.41it/s]
     39/499      4.32G    0.01425     0.0113   0.005263         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.41it/s]
     39/499      4.32G    0.01425     0.0113   0.005263         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.27it/s]
     39/499      4.32G    0.01423    0.01124   0.005269         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.27it/s]
     39/499      4.32G    0.01423    0.01124   0.005269         59        640:  17%|#7        | 29/168 [00:05<00:25,  5.35it/s]
     39/499      4.32G    0.01425    0.01131   0.005285         80        640:  17%|#7        | 29/168 [00:05<00:25,  5.35it/s]
     39/499      4.32G    0.01425    0.01131   0.005285         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     39/499      4.32G    0.01422     0.0114   0.005393         91        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     39/499      4.32G    0.01422     0.0114   0.005393         91        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     39/499      4.32G    0.01417    0.01126   0.005306         45        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     39/499      4.32G    0.01417    0.01126   0.005306         45        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
     39/499      4.32G    0.01415    0.01125    0.00529         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
     39/499      4.32G    0.01415    0.01125    0.00529         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     39/499      4.32G    0.01418    0.01133   0.005355         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     39/499      4.32G    0.01418    0.01133   0.005355         82        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     39/499      4.32G    0.01414    0.01134   0.005433         79        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     39/499      4.32G    0.01414    0.01134   0.005433         79        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     39/499      4.32G    0.01414    0.01136   0.005492         69        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     39/499      4.32G    0.01414    0.01136   0.005492         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     39/499      4.32G     0.0141    0.01128   0.005567         51        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
     39/499      4.32G     0.0141    0.01128   0.005567         51        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     39/499      4.32G    0.01413    0.01123   0.005607         53        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     39/499      4.32G    0.01413    0.01123   0.005607         53        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     39/499      4.32G    0.01416    0.01124   0.005537         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     39/499      4.32G    0.01416    0.01124   0.005537         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
     39/499      4.32G    0.01417    0.01127   0.005534         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
     39/499      4.32G    0.01417    0.01127   0.005534         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
     39/499      4.32G    0.01416    0.01124   0.005581         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
     39/499      4.32G    0.01416    0.01124   0.005581         67        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     39/499      4.32G    0.01422    0.01125     0.0056         73        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     39/499      4.32G    0.01422    0.01125     0.0056         73        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
     39/499      4.32G    0.01417     0.0112   0.005525         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     39/499      4.32G    0.01417     0.0112   0.005525         59        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     39/499      4.32G    0.01419    0.01117   0.005497         52        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     39/499      4.32G    0.01419    0.01117   0.005497         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
     39/499      4.32G    0.01418    0.01119   0.005575         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
     39/499      4.32G    0.01418    0.01119   0.005575         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     39/499      4.32G    0.01416    0.01117    0.00554         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     39/499      4.32G    0.01416    0.01117    0.00554         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
     39/499      4.32G    0.01419    0.01116   0.005499         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
     39/499      4.32G    0.01419    0.01116   0.005499         65        640:  28%|##7       | 47/168 [00:08<00:23,  5.19it/s]
     39/499      4.32G    0.01418    0.01112   0.005533         71        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
     39/499      4.32G    0.01418    0.01112   0.005533         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     39/499      4.32G    0.01417    0.01115   0.005558         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     39/499      4.32G    0.01417    0.01115   0.005558         68        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
     39/499      4.32G    0.01416    0.01119   0.005536         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
     39/499      4.32G    0.01416    0.01119   0.005536         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     39/499      4.32G    0.01417    0.01122   0.005523         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     39/499      4.32G    0.01417    0.01122   0.005523         69        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     39/499      4.32G    0.01414    0.01121   0.005539         63        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     39/499      4.32G    0.01414    0.01121   0.005539         63        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
     39/499      4.32G    0.01409    0.01114   0.005556         53        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
     39/499      4.32G    0.01409    0.01114   0.005556         53        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     39/499      4.32G    0.01411    0.01112   0.005596         54        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     39/499      4.32G    0.01411    0.01112   0.005596         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     39/499      4.32G    0.01407    0.01111   0.005572         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     39/499      4.32G    0.01407    0.01111   0.005572         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     39/499      4.32G    0.01407     0.0111   0.005621         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     39/499      4.32G    0.01407     0.0111   0.005621         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
     39/499      4.32G    0.01406     0.0111   0.005591         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
     39/499      4.32G    0.01406     0.0111   0.005591         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     39/499      4.32G    0.01412    0.01114   0.005621         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
     39/499      4.32G    0.01412    0.01114   0.005621         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     39/499      4.32G    0.01412    0.01116   0.005583         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     39/499      4.32G    0.01412    0.01116   0.005583         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     39/499      4.32G    0.01415    0.01118   0.005583         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     39/499      4.32G    0.01415    0.01118   0.005583         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     39/499      4.32G    0.01413    0.01117   0.005584         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     39/499      4.32G    0.01413    0.01117   0.005584         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     39/499      4.32G    0.01411     0.0112   0.005553         80        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     39/499      4.32G    0.01411     0.0112   0.005553         80        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     39/499      4.32G    0.01409     0.0112   0.005556         71        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     39/499      4.32G    0.01409     0.0112   0.005556         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
     39/499      4.32G    0.01408    0.01124   0.005567         75        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
     39/499      4.32G    0.01408    0.01124   0.005567         75        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     39/499      4.32G    0.01413    0.01128   0.005545         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     39/499      4.32G    0.01413    0.01128   0.005545         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     39/499      4.32G    0.01415    0.01127   0.005518         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     39/499      4.32G    0.01415    0.01127   0.005518         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.37it/s]
     39/499      4.32G    0.01416    0.01128   0.005539         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.37it/s]
     39/499      4.32G    0.01416    0.01128   0.005539         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     39/499      4.32G    0.01417    0.01131   0.005525         86        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     39/499      4.32G    0.01417    0.01131   0.005525         86        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
     39/499      4.32G    0.01417    0.01132   0.005524         68        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
     39/499      4.32G    0.01417    0.01132   0.005524         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     39/499      4.32G    0.01419    0.01133   0.005514         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     39/499      4.32G    0.01419    0.01133   0.005514         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
     39/499      4.32G     0.0142    0.01135   0.005541         87        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
     39/499      4.32G     0.0142    0.01135   0.005541         87        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
     39/499      4.32G    0.01418    0.01137   0.005531         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
     39/499      4.32G    0.01418    0.01137   0.005531         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     39/499      4.32G     0.0142    0.01137   0.005603         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     39/499      4.32G     0.0142    0.01137   0.005603         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
     39/499      4.32G     0.0142    0.01137    0.00561         59        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
     39/499      4.32G     0.0142    0.01137    0.00561         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     39/499      4.32G     0.0142     0.0114   0.005568         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     39/499      4.32G     0.0142     0.0114   0.005568         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     39/499      4.32G     0.0142    0.01143   0.005528         86        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     39/499      4.32G     0.0142    0.01143   0.005528         86        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     39/499      4.32G    0.01418    0.01141    0.00556         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     39/499      4.32G    0.01418    0.01141    0.00556         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     39/499      4.32G    0.01417    0.01141   0.005598         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     39/499      4.32G    0.01417    0.01141   0.005598         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     39/499      4.32G    0.01417     0.0114   0.005589         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     39/499      4.32G    0.01417     0.0114   0.005589         62        640:  47%|####7     | 79/168 [00:14<00:17,  5.16it/s]
     39/499      4.32G    0.01416    0.01138   0.005595         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     39/499      4.32G    0.01416    0.01138   0.005595         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     39/499      4.32G    0.01417    0.01142     0.0056         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     39/499      4.32G    0.01417    0.01142     0.0056         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     39/499      4.32G    0.01419    0.01142   0.005576         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     39/499      4.32G    0.01419    0.01142   0.005576         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     39/499      4.32G     0.0142    0.01141   0.005598         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     39/499      4.32G     0.0142    0.01141   0.005598         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     39/499      4.32G    0.01419    0.01144    0.00562         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     39/499      4.32G    0.01419    0.01144    0.00562         84        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
     39/499      4.32G    0.01417    0.01141   0.005631         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
     39/499      4.32G    0.01417    0.01141   0.005631         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     39/499      4.32G    0.01418    0.01146   0.005632         84        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     39/499      4.32G    0.01418    0.01146   0.005632         84        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     39/499      4.32G     0.0142    0.01146   0.005629         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     39/499      4.32G     0.0142    0.01146   0.005629         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     39/499      4.32G    0.01419    0.01146   0.005604         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     39/499      4.32G    0.01419    0.01146   0.005604         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     39/499      4.32G    0.01422    0.01145   0.005609         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     39/499      4.32G    0.01422    0.01145   0.005609         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     39/499      4.32G    0.01422    0.01147   0.005606         77        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     39/499      4.32G    0.01422    0.01147   0.005606         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     39/499      4.32G     0.0142    0.01146   0.005618         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
     39/499      4.32G     0.0142    0.01146   0.005618         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     39/499      4.32G    0.01421    0.01147   0.005621         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     39/499      4.32G    0.01421    0.01147   0.005621         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     39/499      4.32G    0.01422    0.01149   0.005653         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     39/499      4.32G    0.01422    0.01149   0.005653         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     39/499      4.32G    0.01421    0.01147   0.005628         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     39/499      4.32G    0.01421    0.01147   0.005628         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     39/499      4.32G     0.0142    0.01145   0.005626         51        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     39/499      4.32G     0.0142    0.01145   0.005626         51        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     39/499      4.32G     0.0142    0.01142   0.005618         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     39/499      4.32G     0.0142    0.01142   0.005618         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     39/499      4.32G     0.0142    0.01142   0.005638         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     39/499      4.32G     0.0142    0.01142   0.005638         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     39/499      4.32G     0.0142    0.01141    0.00564         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     39/499      4.32G     0.0142    0.01141    0.00564         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     39/499      4.32G    0.01423    0.01142   0.005658         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     39/499      4.32G    0.01423    0.01142   0.005658         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     39/499      4.32G    0.01421    0.01141    0.00564         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     39/499      4.32G    0.01421    0.01141    0.00564         67        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
     39/499      4.32G    0.01419    0.01138   0.005616         60        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
     39/499      4.32G    0.01419    0.01138   0.005616         60        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     39/499      4.32G    0.01418    0.01138   0.005633         71        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     39/499      4.32G    0.01418    0.01138   0.005633         71        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
     39/499      4.32G    0.01414    0.01135   0.005641         61        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
     39/499      4.32G    0.01414    0.01135   0.005641         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     39/499      4.32G    0.01414    0.01134   0.005643         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     39/499      4.32G    0.01414    0.01134   0.005643         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     39/499      4.32G    0.01414    0.01135   0.005653         56        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
     39/499      4.32G    0.01414    0.01135   0.005653         56        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
     39/499      4.32G    0.01413    0.01131   0.005639         54        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
     39/499      4.32G    0.01413    0.01131   0.005639         54        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     39/499      4.32G    0.01415     0.0113    0.00567         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     39/499      4.32G    0.01415     0.0113    0.00567         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     39/499      4.32G    0.01415    0.01132   0.005702         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     39/499      4.32G    0.01415    0.01132   0.005702         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     39/499      4.32G    0.01416    0.01131   0.005721         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     39/499      4.32G    0.01416    0.01131   0.005721         58        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     39/499      4.32G    0.01416    0.01132   0.005707         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     39/499      4.32G    0.01416    0.01132   0.005707         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     39/499      4.32G    0.01415    0.01132   0.005707         77        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
     39/499      4.32G    0.01415    0.01132   0.005707         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     39/499      4.32G    0.01416     0.0113   0.005721         49        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     39/499      4.32G    0.01416     0.0113   0.005721         49        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     39/499      4.32G    0.01415    0.01129   0.005713         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     39/499      4.32G    0.01415    0.01129   0.005713         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     39/499      4.32G    0.01415    0.01128   0.005714         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     39/499      4.32G    0.01415    0.01128   0.005714         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     39/499      4.32G    0.01415    0.01127   0.005707         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     39/499      4.32G    0.01415    0.01127   0.005707         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     39/499      4.32G    0.01417    0.01129   0.005732         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     39/499      4.32G    0.01417    0.01129   0.005732         64        640:  69%|######9   | 116/168 [00:21<00:09,  5.34it/s]
     39/499      4.32G    0.01416    0.01126   0.005729         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.34it/s]
     39/499      4.32G    0.01416    0.01126   0.005729         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     39/499      4.32G    0.01419    0.01126   0.005717         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     39/499      4.32G    0.01419    0.01126   0.005717         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
     39/499      4.32G    0.01418    0.01126   0.005715         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
     39/499      4.32G    0.01418    0.01126   0.005715         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
     39/499      4.32G    0.01417    0.01126   0.005703         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
     39/499      4.32G    0.01417    0.01126   0.005703         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.43it/s]
     39/499      4.32G    0.01416    0.01128   0.005675         67        640:  71%|#######1  | 120/168 [00:22<00:08,  5.43it/s]
     39/499      4.32G    0.01416    0.01128   0.005675         67        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
     39/499      4.32G    0.01418    0.01129   0.005679         67        640:  72%|#######2  | 121/168 [00:23<00:08,  5.26it/s]
     39/499      4.32G    0.01418    0.01129   0.005679         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.36it/s]
     39/499      4.32G    0.01417     0.0113   0.005679         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.36it/s]
     39/499      4.32G    0.01417     0.0113   0.005679         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
     39/499      4.32G    0.01418    0.01132   0.005677         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
     39/499      4.32G    0.01418    0.01132   0.005677         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     39/499      4.32G    0.01417    0.01131   0.005681         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     39/499      4.32G    0.01417    0.01131   0.005681         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.35it/s]
     39/499      4.32G    0.01418    0.01131   0.005678         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.35it/s]
     39/499      4.32G    0.01418    0.01131   0.005678         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
     39/499      4.32G    0.01417     0.0113   0.005659         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.40it/s]
     39/499      4.32G    0.01417     0.0113   0.005659         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     39/499      4.32G    0.01417    0.01129   0.005643         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     39/499      4.32G    0.01417    0.01129   0.005643         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
     39/499      4.32G    0.01418    0.01131   0.005698         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
     39/499      4.32G    0.01418    0.01131   0.005698         82        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     39/499      4.32G    0.01417     0.0113   0.005694         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     39/499      4.32G    0.01417     0.0113   0.005694         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     39/499      4.32G    0.01417    0.01132   0.005708         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     39/499      4.32G    0.01417    0.01132   0.005708         64        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
     39/499      4.32G    0.01417    0.01133   0.005725         78        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
     39/499      4.32G    0.01417    0.01133   0.005725         78        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
     39/499      4.32G    0.01417    0.01133   0.005715         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     39/499      4.32G    0.01417    0.01133   0.005715         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     39/499      4.32G    0.01417    0.01136   0.005684         82        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     39/499      4.32G    0.01417    0.01136   0.005684         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     39/499      4.32G    0.01416    0.01136   0.005674         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     39/499      4.32G    0.01416    0.01136   0.005674         75        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     39/499      4.32G    0.01416    0.01136   0.005693         64        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     39/499      4.32G    0.01416    0.01136   0.005693         64        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     39/499      4.32G    0.01417    0.01137   0.005671         69        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     39/499      4.32G    0.01417    0.01137   0.005671         69        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
     39/499      4.32G    0.01417    0.01136   0.005664         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     39/499      4.32G    0.01417    0.01136   0.005664         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     39/499      4.32G    0.01417    0.01136   0.005649         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     39/499      4.32G    0.01417    0.01136   0.005649         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     39/499      4.32G    0.01418    0.01138   0.005646         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     39/499      4.32G    0.01418    0.01138   0.005646         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     39/499      4.32G    0.01417    0.01135   0.005678         53        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     39/499      4.32G    0.01417    0.01135   0.005678         53        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     39/499      4.32G    0.01416    0.01137   0.005672         74        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     39/499      4.32G    0.01416    0.01137   0.005672         74        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
     39/499      4.32G    0.01416    0.01136   0.005666         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     39/499      4.32G    0.01416    0.01136   0.005666         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     39/499      4.32G    0.01413    0.01133   0.005662         45        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     39/499      4.32G    0.01413    0.01133   0.005662         45        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     39/499      4.32G    0.01414    0.01133   0.005657         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     39/499      4.32G    0.01414    0.01133   0.005657         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     39/499      4.32G    0.01414    0.01135   0.005666         85        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     39/499      4.32G    0.01414    0.01135   0.005666         85        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     39/499      4.32G    0.01414    0.01136   0.005674         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     39/499      4.32G    0.01414    0.01136   0.005674         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
     39/499      4.32G    0.01414    0.01138   0.005662         84        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
     39/499      4.32G    0.01414    0.01138   0.005662         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
     39/499      4.32G    0.01414    0.01138   0.005668         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
     39/499      4.32G    0.01414    0.01138   0.005668         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     39/499      4.32G    0.01412    0.01139   0.005664         80        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     39/499      4.32G    0.01412    0.01139   0.005664         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     39/499      4.32G    0.01412     0.0114   0.005668         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     39/499      4.32G    0.01412     0.0114   0.005668         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     39/499      4.32G    0.01412    0.01139   0.005691         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     39/499      4.32G    0.01412    0.01139   0.005691         60        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     39/499      4.32G    0.01413    0.01138   0.005679         66        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     39/499      4.32G    0.01413    0.01138   0.005679         66        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
     39/499      4.32G    0.01413    0.01141   0.005663         86        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     39/499      4.32G    0.01413    0.01141   0.005663         86        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     39/499      4.32G    0.01412    0.01141   0.005648         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     39/499      4.32G    0.01412    0.01141   0.005648         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     39/499      4.32G    0.01411    0.01141   0.005644         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     39/499      4.32G    0.01411    0.01141   0.005644         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     39/499      4.32G     0.0141     0.0114   0.005644         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     39/499      4.32G     0.0141     0.0114   0.005644         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     39/499      4.32G    0.01411    0.01141   0.005638         77        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     39/499      4.32G    0.01411    0.01141   0.005638         77        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
     39/499      4.32G    0.01411    0.01142   0.005639         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     39/499      4.32G    0.01411    0.01142   0.005639         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
     39/499      4.32G    0.01412    0.01143   0.005653         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
     39/499      4.32G    0.01412    0.01143   0.005653         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     39/499      4.32G    0.01411    0.01142   0.005646         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     39/499      4.32G    0.01411    0.01142   0.005646         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
     39/499      4.32G    0.01409    0.01141   0.005638         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
     39/499      4.32G    0.01409    0.01141   0.005638         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     39/499      4.32G    0.01409    0.01141    0.00564         61        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     39/499      4.32G    0.01409    0.01141    0.00564         61        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
     39/499      4.32G    0.01408    0.01141   0.005615         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
     39/499      4.32G    0.01408    0.01141   0.005615         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
     39/499      4.32G    0.01407     0.0114    0.00561         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
     39/499      4.32G    0.01407     0.0114    0.00561         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.41it/s]
     39/499      4.32G    0.01406    0.01138   0.005611         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.41it/s]
     39/499      4.32G    0.01406    0.01138   0.005611         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
     39/499      4.32G    0.01405    0.01139   0.005619         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
     39/499      4.32G    0.01405    0.01139   0.005619         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.37it/s]
     39/499      4.32G    0.01406    0.01139   0.005599         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.37it/s]
     39/499      4.32G    0.01406    0.01139   0.005599         30        640: 100%|##########| 168/168 [00:31<00:00,  5.52it/s]
     39/499      4.32G    0.01406    0.01139   0.005599         30        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.864      0.841      0.863      0.726

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     40/499      4.32G    0.01343   0.007485   0.008045         51        640:   0%|          | 0/168 [00:00<?, ?it/s]
     40/499      4.32G    0.01343   0.007485   0.008045         51        640:   1%|          | 1/168 [00:00<00:35,  4.72it/s]
     40/499      4.32G    0.01343   0.007864    0.00662         61        640:   1%|          | 1/168 [00:00<00:35,  4.72it/s]
     40/499      4.32G    0.01343   0.007864    0.00662         61        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
     40/499      4.32G    0.01321   0.008834   0.007226         59        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
     40/499      4.32G    0.01321   0.008834   0.007226         59        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     40/499      4.32G      0.013   0.009404   0.006658         72        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     40/499      4.32G      0.013   0.009404   0.006658         72        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     40/499      4.32G    0.01339    0.01008   0.006243         70        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     40/499      4.32G    0.01339    0.01008   0.006243         70        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     40/499      4.32G    0.01376   0.009929   0.006267         56        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     40/499      4.32G    0.01376   0.009929   0.006267         56        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     40/499      4.32G    0.01365     0.0104   0.005918         84        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     40/499      4.32G    0.01365     0.0104   0.005918         84        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     40/499      4.32G    0.01349    0.01042     0.0061         56        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     40/499      4.32G    0.01349    0.01042     0.0061         56        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     40/499      4.32G    0.01348    0.01046    0.00631         59        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     40/499      4.32G    0.01348    0.01046    0.00631         59        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     40/499      4.32G    0.01366    0.01073   0.006262         69        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     40/499      4.32G    0.01366    0.01073   0.006262         69        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     40/499      4.32G    0.01361    0.01052   0.006256         55        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     40/499      4.32G    0.01361    0.01052   0.006256         55        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     40/499      4.32G    0.01364    0.01036   0.006534         64        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     40/499      4.32G    0.01364    0.01036   0.006534         64        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     40/499      4.32G    0.01376    0.01034   0.006258         60        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     40/499      4.32G    0.01376    0.01034   0.006258         60        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     40/499      4.32G    0.01377    0.01036   0.006013         62        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     40/499      4.32G    0.01377    0.01036   0.006013         62        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     40/499      4.32G    0.01406    0.01045   0.006174         65        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     40/499      4.32G    0.01406    0.01045   0.006174         65        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     40/499      4.32G    0.01409    0.01064   0.006135         81        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     40/499      4.32G    0.01409    0.01064   0.006135         81        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     40/499      4.32G    0.01403     0.0106   0.005948         77        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     40/499      4.32G    0.01403     0.0106   0.005948         77        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     40/499      4.32G    0.01398     0.0106   0.005805         67        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     40/499      4.32G    0.01398     0.0106   0.005805         67        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     40/499      4.32G    0.01402    0.01061   0.005975         68        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     40/499      4.32G    0.01402    0.01061   0.005975         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     40/499      4.32G    0.01404    0.01084   0.005884         87        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     40/499      4.32G    0.01404    0.01084   0.005884         87        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     40/499      4.32G    0.01406    0.01084   0.005912         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     40/499      4.32G    0.01406    0.01084   0.005912         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.39it/s]
     40/499      4.32G    0.01406    0.01073   0.005887         58        640:  12%|#2        | 21/168 [00:04<00:27,  5.39it/s]
     40/499      4.32G    0.01406    0.01073   0.005887         58        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
     40/499      4.32G    0.01401    0.01066   0.005813         53        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
     40/499      4.32G    0.01401    0.01066   0.005813         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
     40/499      4.32G    0.01404    0.01072   0.005793         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
     40/499      4.32G    0.01404    0.01072   0.005793         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
     40/499      4.32G    0.01404    0.01072   0.005799         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
     40/499      4.32G    0.01404    0.01072   0.005799         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     40/499      4.32G    0.01398    0.01069   0.005882         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     40/499      4.32G    0.01398    0.01069   0.005882         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
     40/499      4.32G    0.01399    0.01084   0.005853         88        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
     40/499      4.32G    0.01399    0.01084   0.005853         88        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     40/499      4.32G    0.01405    0.01075   0.005918         49        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     40/499      4.32G    0.01405    0.01075   0.005918         49        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     40/499      4.32G    0.01412    0.01074   0.005876         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     40/499      4.32G    0.01412    0.01074   0.005876         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     40/499      4.32G    0.01411    0.01086    0.00585         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     40/499      4.32G    0.01411    0.01086    0.00585         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     40/499      4.32G    0.01414    0.01091   0.005829         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     40/499      4.32G    0.01414    0.01091   0.005829         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
     40/499      4.32G    0.01424    0.01088   0.005849         50        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
     40/499      4.32G    0.01424    0.01088   0.005849         50        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     40/499      4.32G    0.01427    0.01093   0.005871         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     40/499      4.32G    0.01427    0.01093   0.005871         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     40/499      4.32G    0.01423    0.01097   0.005842         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     40/499      4.32G    0.01423    0.01097   0.005842         76        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     40/499      4.32G    0.01425    0.01097   0.005892         62        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     40/499      4.32G    0.01425    0.01097   0.005892         62        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     40/499      4.32G     0.0143    0.01097   0.005963         66        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     40/499      4.32G     0.0143    0.01097   0.005963         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
     40/499      4.32G    0.01428    0.01099   0.005945         73        640:  21%|##1       | 36/168 [00:07<00:24,  5.39it/s]
     40/499      4.32G    0.01428    0.01099   0.005945         73        640:  22%|##2       | 37/168 [00:07<00:24,  5.26it/s]
     40/499      4.32G    0.01423    0.01094   0.005965         60        640:  22%|##2       | 37/168 [00:07<00:24,  5.26it/s]
     40/499      4.32G    0.01423    0.01094   0.005965         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
     40/499      4.32G    0.01422    0.01096   0.005955         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
     40/499      4.32G    0.01422    0.01096   0.005955         75        640:  23%|##3       | 39/168 [00:07<00:23,  5.40it/s]
     40/499      4.32G    0.01421    0.01092   0.005957         62        640:  23%|##3       | 39/168 [00:07<00:23,  5.40it/s]
     40/499      4.32G    0.01421    0.01092   0.005957         62        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     40/499      4.32G    0.01424    0.01097   0.005904         67        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     40/499      4.32G    0.01424    0.01097   0.005904         67        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
     40/499      4.32G    0.01425      0.011    0.00594         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
     40/499      4.32G    0.01425      0.011    0.00594         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
     40/499      4.32G    0.01424    0.01098   0.005986         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     40/499      4.32G    0.01424    0.01098   0.005986         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     40/499      4.32G    0.01416    0.01089    0.00603         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     40/499      4.32G    0.01416    0.01089    0.00603         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     40/499      4.32G    0.01413    0.01095   0.006002         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     40/499      4.32G    0.01413    0.01095   0.006002         76        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     40/499      4.32G    0.01413    0.01095   0.006029         63        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     40/499      4.32G    0.01413    0.01095   0.006029         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     40/499      4.32G    0.01412    0.01103   0.005992         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     40/499      4.32G    0.01412    0.01103   0.005992         82        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
     40/499      4.32G    0.01411    0.01104   0.005996         64        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
     40/499      4.32G    0.01411    0.01104   0.005996         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     40/499      4.32G    0.01412    0.01106   0.006053         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     40/499      4.32G    0.01412    0.01106   0.006053         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     40/499      4.32G    0.01409    0.01107   0.006031         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     40/499      4.32G    0.01409    0.01107   0.006031         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     40/499      4.32G     0.0141    0.01111   0.005971         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     40/499      4.32G     0.0141    0.01111   0.005971         69        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     40/499      4.32G    0.01412    0.01108   0.005937         54        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
     40/499      4.32G    0.01412    0.01108   0.005937         54        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
     40/499      4.32G     0.0141    0.01107   0.005868         70        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
     40/499      4.32G     0.0141    0.01107   0.005868         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     40/499      4.32G    0.01407    0.01104   0.005877         54        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     40/499      4.32G    0.01407    0.01104   0.005877         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.25it/s]
     40/499      4.32G    0.01407    0.01098   0.005868         50        640:  32%|###2      | 54/168 [00:10<00:21,  5.25it/s]
     40/499      4.32G    0.01407    0.01098   0.005868         50        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     40/499      4.32G     0.0141      0.011   0.005845         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     40/499      4.32G     0.0141      0.011   0.005845         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     40/499      4.32G    0.01413    0.01102   0.005794         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     40/499      4.32G    0.01413    0.01102   0.005794         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     40/499      4.32G    0.01414    0.01103   0.005756         70        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
     40/499      4.32G    0.01414    0.01103   0.005756         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     40/499      4.32G    0.01413    0.01102   0.005712         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     40/499      4.32G    0.01413    0.01102   0.005712         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     40/499      4.32G     0.0142    0.01108   0.005682         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     40/499      4.32G     0.0142    0.01108   0.005682         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     40/499      4.32G     0.0142    0.01111   0.005624         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     40/499      4.32G     0.0142    0.01111   0.005624         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     40/499      4.32G    0.01419    0.01114   0.005589         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     40/499      4.32G    0.01419    0.01114   0.005589         70        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     40/499      4.32G    0.01419    0.01116   0.005592         75        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     40/499      4.32G    0.01419    0.01116   0.005592         75        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
     40/499      4.32G     0.0142     0.0112   0.005579         82        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
     40/499      4.32G     0.0142     0.0112   0.005579         82        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     40/499      4.32G    0.01419    0.01122   0.005564         67        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
     40/499      4.32G    0.01419    0.01122   0.005564         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     40/499      4.32G    0.01416    0.01121   0.005535         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     40/499      4.32G    0.01416    0.01121   0.005535         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
     40/499      4.32G    0.01416    0.01121   0.005545         58        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
     40/499      4.32G    0.01416    0.01121   0.005545         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     40/499      4.32G    0.01417    0.01124   0.005606         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     40/499      4.32G    0.01417    0.01124   0.005606         68        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     40/499      4.32G    0.01413    0.01123   0.005596         66        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     40/499      4.32G    0.01413    0.01123   0.005596         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     40/499      4.32G    0.01415    0.01125   0.005577         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     40/499      4.32G    0.01415    0.01125   0.005577         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     40/499      4.32G    0.01413    0.01122   0.005568         51        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     40/499      4.32G    0.01413    0.01122   0.005568         51        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     40/499      4.32G    0.01411    0.01122   0.005542         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     40/499      4.32G    0.01411    0.01122   0.005542         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     40/499      4.32G    0.01411    0.01118   0.005613         47        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     40/499      4.32G    0.01411    0.01118   0.005613         47        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
     40/499      4.32G    0.01409    0.01121   0.005609         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
     40/499      4.32G    0.01409    0.01121   0.005609         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
     40/499      4.32G    0.01407    0.01119    0.00558         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
     40/499      4.32G    0.01407    0.01119    0.00558         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
     40/499      4.32G    0.01407    0.01118   0.005653         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
     40/499      4.32G    0.01407    0.01118   0.005653         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
     40/499      4.32G    0.01404    0.01115   0.005648         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
     40/499      4.32G    0.01404    0.01115   0.005648         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.34it/s]
     40/499      4.32G    0.01405    0.01112   0.005638         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.34it/s]
     40/499      4.32G    0.01405    0.01112   0.005638         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.42it/s]
     40/499      4.32G    0.01407    0.01114    0.00567         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.42it/s]
     40/499      4.32G    0.01407    0.01114    0.00567         73        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
     40/499      4.32G    0.01407    0.01114   0.005692         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     40/499      4.32G    0.01407    0.01114   0.005692         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     40/499      4.32G    0.01406    0.01114   0.005659         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     40/499      4.32G    0.01406    0.01114   0.005659         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     40/499      4.32G    0.01406    0.01116   0.005672         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     40/499      4.32G    0.01406    0.01116   0.005672         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
     40/499      4.32G    0.01407    0.01119   0.005667         90        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
     40/499      4.32G    0.01407    0.01119   0.005667         90        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
     40/499      4.32G    0.01408    0.01125   0.005653         91        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
     40/499      4.32G    0.01408    0.01125   0.005653         91        640:  50%|#####     | 84/168 [00:15<00:15,  5.41it/s]
     40/499      4.32G    0.01407    0.01123   0.005636         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.41it/s]
     40/499      4.32G    0.01407    0.01123   0.005636         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.27it/s]
     40/499      4.32G    0.01406     0.0112    0.00564         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.27it/s]
     40/499      4.32G    0.01406     0.0112    0.00564         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     40/499      4.32G    0.01408    0.01117   0.005625         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     40/499      4.32G    0.01408    0.01117   0.005625         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     40/499      4.32G    0.01408    0.01117   0.005642         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     40/499      4.32G    0.01408    0.01117   0.005642         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     40/499      4.32G    0.01406    0.01116   0.005605         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     40/499      4.32G    0.01406    0.01116   0.005605         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.35it/s]
     40/499      4.32G    0.01404    0.01117   0.005581         79        640:  53%|#####2    | 89/168 [00:17<00:14,  5.35it/s]
     40/499      4.32G    0.01404    0.01117   0.005581         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.41it/s]
     40/499      4.32G    0.01404    0.01117   0.005583         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.41it/s]
     40/499      4.32G    0.01404    0.01117   0.005583         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
     40/499      4.32G    0.01404    0.01117   0.005575         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
     40/499      4.32G    0.01404    0.01117   0.005575         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
     40/499      4.32G    0.01404    0.01115   0.005579         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
     40/499      4.32G    0.01404    0.01115   0.005579         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     40/499      4.32G    0.01405    0.01114   0.005555         55        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     40/499      4.32G    0.01405    0.01114   0.005555         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
     40/499      4.32G    0.01406    0.01116   0.005564         75        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
     40/499      4.32G    0.01406    0.01116   0.005564         75        640:  57%|#####6    | 95/168 [00:17<00:13,  5.33it/s]
     40/499      4.32G    0.01406    0.01118   0.005526         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.33it/s]
     40/499      4.32G    0.01406    0.01118   0.005526         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
     40/499      4.32G    0.01406    0.01118   0.005533         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
     40/499      4.32G    0.01406    0.01118   0.005533         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
     40/499      4.32G    0.01405    0.01119   0.005538         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
     40/499      4.32G    0.01405    0.01119   0.005538         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     40/499      4.32G    0.01403    0.01121   0.005527         88        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     40/499      4.32G    0.01403    0.01121   0.005527         88        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     40/499      4.32G    0.01402    0.01121   0.005533         76        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     40/499      4.32G    0.01402    0.01121   0.005533         76        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
     40/499      4.32G    0.01401    0.01121   0.005536         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     40/499      4.32G    0.01401    0.01121   0.005536         70        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     40/499      4.32G    0.01402    0.01121   0.005534         78        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     40/499      4.32G    0.01402    0.01121   0.005534         78        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     40/499      4.32G    0.01401    0.01119   0.005534         46        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     40/499      4.32G    0.01401    0.01119   0.005534         46        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
     40/499      4.32G    0.01401     0.0112   0.005515         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
     40/499      4.32G    0.01401     0.0112   0.005515         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
     40/499      4.32G    0.01402    0.01121   0.005509         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
     40/499      4.32G    0.01402    0.01121   0.005509         80        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
     40/499      4.32G    0.01402    0.01125   0.005474         89        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     40/499      4.32G    0.01402    0.01125   0.005474         89        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     40/499      4.32G    0.01403    0.01124   0.005463         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     40/499      4.32G    0.01403    0.01124   0.005463         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     40/499      4.32G    0.01402    0.01124   0.005442         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     40/499      4.32G    0.01402    0.01124   0.005442         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     40/499      4.32G    0.01401    0.01125   0.005405         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     40/499      4.32G    0.01401    0.01125   0.005405         80        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     40/499      4.32G    0.01401    0.01125   0.005424         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     40/499      4.32G    0.01401    0.01125   0.005424         56        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     40/499      4.32G      0.014    0.01127   0.005417         86        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     40/499      4.32G      0.014    0.01127   0.005417         86        640:  66%|######6   | 111/168 [00:20<00:10,  5.35it/s]
     40/499      4.32G    0.01399    0.01125   0.005419         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     40/499      4.32G    0.01399    0.01125   0.005419         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     40/499      4.32G    0.01397    0.01124   0.005426         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     40/499      4.32G    0.01397    0.01124   0.005426         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
     40/499      4.32G    0.01396    0.01125   0.005441         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
     40/499      4.32G    0.01396    0.01125   0.005441         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     40/499      4.32G    0.01396    0.01125    0.00541         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     40/499      4.32G    0.01396    0.01125    0.00541         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     40/499      4.32G    0.01398    0.01124   0.005436         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     40/499      4.32G    0.01398    0.01124   0.005436         60        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
     40/499      4.32G    0.01396    0.01124   0.005437         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     40/499      4.32G    0.01396    0.01124   0.005437         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     40/499      4.32G    0.01397    0.01125   0.005429         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     40/499      4.32G    0.01397    0.01125   0.005429         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     40/499      4.32G    0.01395    0.01124   0.005447         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     40/499      4.32G    0.01395    0.01124   0.005447         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
     40/499      4.32G    0.01395    0.01124   0.005422         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
     40/499      4.32G    0.01395    0.01124   0.005422         68        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     40/499      4.32G    0.01394    0.01127   0.005412         92        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     40/499      4.32G    0.01394    0.01127   0.005412         92        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
     40/499      4.32G    0.01393    0.01127   0.005433         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
     40/499      4.32G    0.01393    0.01127   0.005433         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     40/499      4.32G    0.01394     0.0113   0.005418         92        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     40/499      4.32G    0.01394     0.0113   0.005418         92        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     40/499      4.32G    0.01392    0.01131   0.005405         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     40/499      4.32G    0.01392    0.01131   0.005405         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     40/499      4.32G    0.01392     0.0113   0.005401         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     40/499      4.32G    0.01392     0.0113   0.005401         53        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     40/499      4.32G    0.01394     0.0113   0.005453         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     40/499      4.32G    0.01394     0.0113   0.005453         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     40/499      4.32G    0.01394     0.0113   0.005456         73        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     40/499      4.32G    0.01394     0.0113   0.005456         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     40/499      4.32G    0.01394    0.01129   0.005442         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     40/499      4.32G    0.01394    0.01129   0.005442         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     40/499      4.32G    0.01393    0.01131   0.005428         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     40/499      4.32G    0.01393    0.01131   0.005428         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     40/499      4.32G    0.01393     0.0113   0.005453         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     40/499      4.32G    0.01393     0.0113   0.005453         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     40/499      4.32G    0.01393    0.01129   0.005435         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     40/499      4.32G    0.01393    0.01129   0.005435         65        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     40/499      4.32G    0.01393    0.01131   0.005414         82        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     40/499      4.32G    0.01393    0.01131   0.005414         82        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
     40/499      4.32G    0.01393    0.01131   0.005436         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     40/499      4.32G    0.01393    0.01131   0.005436         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     40/499      4.32G    0.01395    0.01131   0.005454         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     40/499      4.32G    0.01395    0.01131   0.005454         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     40/499      4.32G    0.01395    0.01133   0.005466         83        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     40/499      4.32G    0.01395    0.01133   0.005466         83        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     40/499      4.32G    0.01394    0.01132   0.005481         76        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     40/499      4.32G    0.01394    0.01132   0.005481         76        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     40/499      4.32G    0.01393    0.01132   0.005488         72        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     40/499      4.32G    0.01393    0.01132   0.005488         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.34it/s]
     40/499      4.32G    0.01393    0.01131   0.005479         60        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
     40/499      4.32G    0.01393    0.01131   0.005479         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     40/499      4.32G    0.01392     0.0113    0.00547         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     40/499      4.32G    0.01392     0.0113    0.00547         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     40/499      4.32G    0.01392     0.0113   0.005502         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     40/499      4.32G    0.01392     0.0113   0.005502         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     40/499      4.32G    0.01392    0.01129   0.005506         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     40/499      4.32G    0.01392    0.01129   0.005506         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     40/499      4.32G    0.01392     0.0113   0.005525         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     40/499      4.32G    0.01392     0.0113   0.005525         78        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
     40/499      4.32G    0.01392     0.0113   0.005553         74        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     40/499      4.32G    0.01392     0.0113   0.005553         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
     40/499      4.32G    0.01393    0.01129   0.005576         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
     40/499      4.32G    0.01393    0.01129   0.005576         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     40/499      4.32G    0.01394     0.0113    0.00556         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     40/499      4.32G    0.01394     0.0113    0.00556         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     40/499      4.32G    0.01393    0.01128   0.005555         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     40/499      4.32G    0.01393    0.01128   0.005555         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
     40/499      4.32G    0.01395     0.0113   0.005576         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
     40/499      4.32G    0.01395     0.0113   0.005576         68        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     40/499      4.32G    0.01394     0.0113   0.005575         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     40/499      4.32G    0.01394     0.0113   0.005575         67        640:  88%|########8 | 148/168 [00:27<00:03,  5.24it/s]
     40/499      4.32G    0.01394    0.01128   0.005586         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     40/499      4.32G    0.01394    0.01128   0.005586         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     40/499      4.32G    0.01395    0.01129   0.005613         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
     40/499      4.32G    0.01395    0.01129   0.005613         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     40/499      4.32G    0.01395    0.01128    0.00561         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     40/499      4.32G    0.01395    0.01128    0.00561         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     40/499      4.32G    0.01394    0.01128   0.005644         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     40/499      4.32G    0.01394    0.01128   0.005644         69        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
     40/499      4.32G    0.01394     0.0113    0.00564         86        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
     40/499      4.32G    0.01394     0.0113    0.00564         86        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
     40/499      4.32G    0.01394     0.0113   0.005644         79        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     40/499      4.32G    0.01394     0.0113   0.005644         79        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     40/499      4.32G    0.01394    0.01131   0.005643         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     40/499      4.32G    0.01394    0.01131   0.005643         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     40/499      4.32G    0.01393    0.01131   0.005668         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     40/499      4.32G    0.01393    0.01131   0.005668         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     40/499      4.32G    0.01395    0.01132   0.005673         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     40/499      4.32G    0.01395    0.01132   0.005673         78        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     40/499      4.32G    0.01395     0.0113   0.005694         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     40/499      4.32G    0.01395     0.0113   0.005694         67        640:  94%|#########4| 158/168 [00:29<00:01,  5.24it/s]
     40/499      4.32G    0.01394    0.01131   0.005701         77        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     40/499      4.32G    0.01394    0.01131   0.005701         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     40/499      4.32G    0.01394    0.01131   0.005712         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     40/499      4.32G    0.01394    0.01131   0.005712         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     40/499      4.32G    0.01395    0.01131   0.005706         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     40/499      4.32G    0.01395    0.01131   0.005706         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     40/499      4.32G    0.01395     0.0113   0.005714         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     40/499      4.32G    0.01395     0.0113   0.005714         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     40/499      4.32G    0.01397    0.01131   0.005728         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     40/499      4.32G    0.01397    0.01131   0.005728         78        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     40/499      4.32G    0.01397    0.01131   0.005737         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     40/499      4.32G    0.01397    0.01131   0.005737         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     40/499      4.32G    0.01396     0.0113   0.005734         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     40/499      4.32G    0.01396     0.0113   0.005734         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     40/499      4.32G    0.01397    0.01132   0.005738         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     40/499      4.32G    0.01397    0.01132   0.005738         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     40/499      4.32G    0.01396    0.01131   0.005739         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     40/499      4.32G    0.01396    0.01131   0.005739         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     40/499      4.32G    0.01396     0.0113   0.005753         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     40/499      4.32G    0.01396     0.0113   0.005753         25        640: 100%|##########| 168/168 [00:31<00:00,  5.41it/s]
     40/499      4.32G    0.01396     0.0113   0.005753         25        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.798      0.879      0.888      0.739

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     41/499      4.32G    0.01282    0.01155   0.007329         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     41/499      4.32G    0.01282    0.01155   0.007329         65        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     41/499      4.32G    0.01434    0.01091   0.005635         60        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     41/499      4.32G    0.01434    0.01091   0.005635         60        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     41/499      4.32G    0.01427    0.01113     0.0067         76        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     41/499      4.32G    0.01427    0.01113     0.0067         76        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     41/499      4.32G    0.01459    0.01133   0.006459         67        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     41/499      4.32G    0.01459    0.01133   0.006459         67        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     41/499      4.32G    0.01464    0.01163   0.006975         75        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     41/499      4.32G    0.01464    0.01163   0.006975         75        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     41/499      4.32G    0.01464    0.01203   0.006665         82        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     41/499      4.32G    0.01464    0.01203   0.006665         82        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     41/499      4.32G    0.01455    0.01229   0.006262         85        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     41/499      4.32G    0.01455    0.01229   0.006262         85        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     41/499      4.32G    0.01426    0.01187   0.006502         56        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     41/499      4.32G    0.01426    0.01187   0.006502         56        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     41/499      4.32G    0.01422    0.01182    0.00652         74        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     41/499      4.32G    0.01422    0.01182    0.00652         74        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
     41/499      4.32G    0.01423    0.01177   0.006381         78        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
     41/499      4.32G    0.01423    0.01177   0.006381         78        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     41/499      4.32G    0.01414    0.01179   0.006379         68        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     41/499      4.32G    0.01414    0.01179   0.006379         68        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     41/499      4.32G    0.01405    0.01171   0.006509         63        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     41/499      4.32G    0.01405    0.01171   0.006509         63        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     41/499      4.32G      0.014    0.01175    0.00626         75        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     41/499      4.32G      0.014    0.01175    0.00626         75        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     41/499      4.32G    0.01398    0.01154   0.006512         66        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     41/499      4.32G    0.01398    0.01154   0.006512         66        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
     41/499      4.32G    0.01411    0.01156   0.006749         79        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
     41/499      4.32G    0.01411    0.01156   0.006749         79        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
     41/499      4.32G    0.01397    0.01142   0.006576         63        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
     41/499      4.32G    0.01397    0.01142   0.006576         63        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
     41/499      4.32G    0.01392    0.01137   0.006702         61        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
     41/499      4.32G    0.01392    0.01137   0.006702         61        640:  10%|#         | 17/168 [00:03<00:29,  5.17it/s]
     41/499      4.32G    0.01395    0.01131    0.00663         55        640:  10%|#         | 17/168 [00:03<00:29,  5.17it/s]
     41/499      4.32G    0.01395    0.01131    0.00663         55        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
     41/499      4.32G    0.01382    0.01128   0.006597         66        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
     41/499      4.32G    0.01382    0.01128   0.006597         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
     41/499      4.32G    0.01383    0.01124   0.006524         68        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
     41/499      4.32G    0.01383    0.01124   0.006524         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     41/499      4.32G    0.01379    0.01128   0.006446         70        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     41/499      4.32G    0.01379    0.01128   0.006446         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
     41/499      4.32G    0.01375    0.01122   0.006242         55        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
     41/499      4.32G    0.01375    0.01122   0.006242         55        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     41/499      4.32G    0.01391    0.01113   0.006326         50        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     41/499      4.32G    0.01391    0.01113   0.006326         50        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     41/499      4.32G    0.01392    0.01113   0.006252         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     41/499      4.32G    0.01392    0.01113   0.006252         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     41/499      4.32G    0.01391    0.01112   0.006198         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     41/499      4.32G    0.01391    0.01112   0.006198         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     41/499      4.32G    0.01392    0.01113   0.006287         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     41/499      4.32G    0.01392    0.01113   0.006287         71        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     41/499      4.32G    0.01386    0.01109   0.006245         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     41/499      4.32G    0.01386    0.01109   0.006245         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     41/499      4.32G    0.01382    0.01105   0.006232         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     41/499      4.32G    0.01382    0.01105   0.006232         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     41/499      4.32G    0.01388    0.01109   0.006272         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     41/499      4.32G    0.01388    0.01109   0.006272         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     41/499      4.32G    0.01381    0.01108   0.006237         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     41/499      4.32G    0.01381    0.01108   0.006237         70        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     41/499      4.32G    0.01379    0.01114     0.0062         78        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     41/499      4.32G    0.01379    0.01114     0.0062         78        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     41/499      4.32G     0.0138    0.01115   0.006073         65        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     41/499      4.32G     0.0138    0.01115   0.006073         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     41/499      4.32G     0.0138    0.01114   0.006064         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     41/499      4.32G     0.0138    0.01114   0.006064         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     41/499      4.32G     0.0138    0.01111   0.006022         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     41/499      4.32G     0.0138    0.01111   0.006022         68        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     41/499      4.32G    0.01378    0.01113   0.006133         76        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     41/499      4.32G    0.01378    0.01113   0.006133         76        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     41/499      4.32G    0.01379    0.01112   0.006023         75        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     41/499      4.32G    0.01379    0.01112   0.006023         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
     41/499      4.32G    0.01383    0.01111   0.005997         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.38it/s]
     41/499      4.32G    0.01383    0.01111   0.005997         70        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     41/499      4.32G    0.01381    0.01109   0.005985         69        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     41/499      4.32G    0.01381    0.01109   0.005985         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     41/499      4.32G    0.01379    0.01108   0.005997         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     41/499      4.32G    0.01379    0.01108   0.005997         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     41/499      4.32G    0.01372    0.01105   0.005945         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     41/499      4.32G    0.01372    0.01105   0.005945         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     41/499      4.32G     0.0137    0.01105   0.005912         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     41/499      4.32G     0.0137    0.01105   0.005912         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     41/499      4.32G    0.01369    0.01105   0.005883         60        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     41/499      4.32G    0.01369    0.01105   0.005883         60        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
     41/499      4.32G     0.0137    0.01103   0.005798         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     41/499      4.32G     0.0137    0.01103   0.005798         59        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     41/499      4.32G    0.01366    0.01099   0.005804         69        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     41/499      4.32G    0.01366    0.01099   0.005804         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     41/499      4.32G    0.01365    0.01101   0.005781         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     41/499      4.32G    0.01365    0.01101   0.005781         63        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
     41/499      4.32G    0.01368    0.01101   0.005786         57        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
     41/499      4.32G    0.01368    0.01101   0.005786         57        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     41/499      4.32G    0.01365    0.01099    0.00585         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     41/499      4.32G    0.01365    0.01099    0.00585         64        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
     41/499      4.32G    0.01365    0.01101    0.00578         72        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
     41/499      4.32G    0.01365    0.01101    0.00578         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
     41/499      4.32G    0.01364    0.01098   0.005721         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
     41/499      4.32G    0.01364    0.01098   0.005721         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     41/499      4.32G    0.01364    0.01095   0.005692         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
     41/499      4.32G    0.01364    0.01095   0.005692         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
     41/499      4.32G    0.01363    0.01094   0.005652         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
     41/499      4.32G    0.01363    0.01094   0.005652         73        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
     41/499      4.32G    0.01368      0.011   0.005643         78        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
     41/499      4.32G    0.01368      0.011   0.005643         78        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
     41/499      4.32G    0.01369    0.01096   0.005617         52        640:  31%|###       | 52/168 [00:10<00:22,  5.25it/s]
     41/499      4.32G    0.01369    0.01096   0.005617         52        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     41/499      4.32G    0.01373    0.01098    0.00559         82        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     41/499      4.32G    0.01373    0.01098    0.00559         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.40it/s]
     41/499      4.32G    0.01376    0.01099   0.005601         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.40it/s]
     41/499      4.32G    0.01376    0.01099   0.005601         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
     41/499      4.32G    0.01378    0.01101   0.005624         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
     41/499      4.32G    0.01378    0.01101   0.005624         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     41/499      4.32G     0.0138    0.01105   0.005665         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     41/499      4.32G     0.0138    0.01105   0.005665         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
     41/499      4.32G    0.01381    0.01107   0.005631         78        640:  34%|###3      | 57/168 [00:11<00:20,  5.38it/s]
     41/499      4.32G    0.01381    0.01107   0.005631         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     41/499      4.32G    0.01382    0.01105   0.005587         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     41/499      4.32G    0.01382    0.01105   0.005587         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     41/499      4.32G    0.01382    0.01103   0.005624         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     41/499      4.32G    0.01382    0.01103   0.005624         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     41/499      4.32G    0.01384    0.01104   0.005603         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     41/499      4.32G    0.01384    0.01104   0.005603         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     41/499      4.32G    0.01385    0.01102   0.005615         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     41/499      4.32G    0.01385    0.01102   0.005615         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     41/499      4.32G    0.01385    0.01101    0.00562         55        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     41/499      4.32G    0.01385    0.01101    0.00562         55        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     41/499      4.32G    0.01387    0.01104   0.005596         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     41/499      4.32G    0.01387    0.01104   0.005596         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     41/499      4.32G    0.01385    0.01104   0.005593         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     41/499      4.32G    0.01385    0.01104   0.005593         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     41/499      4.32G    0.01386    0.01106    0.00559         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     41/499      4.32G    0.01386    0.01106    0.00559         72        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     41/499      4.32G    0.01385    0.01103   0.005663         60        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     41/499      4.32G    0.01385    0.01103   0.005663         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     41/499      4.32G    0.01384    0.01105    0.00569         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     41/499      4.32G    0.01384    0.01105    0.00569         77        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     41/499      4.32G    0.01384    0.01108    0.00568         78        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     41/499      4.32G    0.01384    0.01108    0.00568         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
     41/499      4.32G    0.01386    0.01107   0.005665         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
     41/499      4.32G    0.01386    0.01107   0.005665         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     41/499      4.32G    0.01386    0.01109   0.005655         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     41/499      4.32G    0.01386    0.01109   0.005655         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     41/499      4.32G    0.01386    0.01109   0.005676         80        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     41/499      4.32G    0.01386    0.01109   0.005676         80        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     41/499      4.32G    0.01385    0.01107   0.005717         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     41/499      4.32G    0.01385    0.01107   0.005717         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     41/499      4.32G    0.01385    0.01107   0.005692         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     41/499      4.32G    0.01385    0.01107   0.005692         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     41/499      4.32G    0.01384    0.01106   0.005687         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     41/499      4.32G    0.01384    0.01106   0.005687         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     41/499      4.32G    0.01385    0.01103   0.005697         52        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     41/499      4.32G    0.01385    0.01103   0.005697         52        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     41/499      4.32G    0.01383    0.01101   0.005725         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     41/499      4.32G    0.01383    0.01101   0.005725         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
     41/499      4.32G     0.0138      0.011   0.005735         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
     41/499      4.32G     0.0138      0.011   0.005735         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     41/499      4.32G    0.01381    0.01103   0.005741         71        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
     41/499      4.32G    0.01381    0.01103   0.005741         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     41/499      4.32G     0.0138    0.01101   0.005722         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     41/499      4.32G     0.0138    0.01101   0.005722         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     41/499      4.32G     0.0138    0.01102   0.005729         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     41/499      4.32G     0.0138    0.01102   0.005729         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     41/499      4.32G    0.01381    0.01105   0.005704         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     41/499      4.32G    0.01381    0.01105   0.005704         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     41/499      4.32G    0.01382    0.01106   0.005695         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     41/499      4.32G    0.01382    0.01106   0.005695         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     41/499      4.32G    0.01381    0.01107   0.005707         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     41/499      4.32G    0.01381    0.01107   0.005707         71        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
     41/499      4.32G    0.01381    0.01109   0.005682         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
     41/499      4.32G    0.01381    0.01109   0.005682         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     41/499      4.32G    0.01381    0.01111   0.005703         85        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     41/499      4.32G    0.01381    0.01111   0.005703         85        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     41/499      4.32G    0.01383    0.01111   0.005707         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     41/499      4.32G    0.01383    0.01111   0.005707         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     41/499      4.32G    0.01383    0.01111   0.005714         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     41/499      4.32G    0.01383    0.01111   0.005714         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     41/499      4.32G    0.01385    0.01116   0.005773         85        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     41/499      4.32G    0.01385    0.01116   0.005773         85        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     41/499      4.32G    0.01385    0.01113   0.005777         62        640:  53%|#####2    | 89/168 [00:17<00:14,  5.33it/s]
     41/499      4.32G    0.01385    0.01113   0.005777         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
     41/499      4.32G    0.01384    0.01115   0.005789         83        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
     41/499      4.32G    0.01384    0.01115   0.005789         83        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     41/499      4.32G    0.01385    0.01116    0.00583         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     41/499      4.32G    0.01385    0.01116    0.00583         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     41/499      4.32G    0.01388    0.01117   0.005801         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     41/499      4.32G    0.01388    0.01117   0.005801         66        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     41/499      4.32G    0.01387    0.01116   0.005814         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     41/499      4.32G    0.01387    0.01116   0.005814         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     41/499      4.32G     0.0139    0.01116    0.00586         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     41/499      4.32G     0.0139    0.01116    0.00586         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     41/499      4.32G    0.01391    0.01118   0.005857         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     41/499      4.32G    0.01391    0.01118   0.005857         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     41/499      4.32G    0.01394    0.01119   0.005905         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     41/499      4.32G    0.01394    0.01119   0.005905         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
     41/499      4.32G    0.01395    0.01118   0.005947         51        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
     41/499      4.32G    0.01395    0.01118   0.005947         51        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
     41/499      4.32G    0.01395     0.0112   0.005936         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
     41/499      4.32G    0.01395     0.0112   0.005936         77        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     41/499      4.32G    0.01394    0.01121   0.005925         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     41/499      4.32G    0.01394    0.01121   0.005925         71        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
     41/499      4.32G    0.01395     0.0112   0.005938         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     41/499      4.32G    0.01395     0.0112   0.005938         68        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     41/499      4.32G    0.01394    0.01121   0.005947         80        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     41/499      4.32G    0.01394    0.01121   0.005947         80        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     41/499      4.32G    0.01394    0.01121   0.005922         76        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     41/499      4.32G    0.01394    0.01121   0.005922         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     41/499      4.32G    0.01395     0.0112   0.005905         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     41/499      4.32G    0.01395     0.0112   0.005905         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     41/499      4.32G    0.01396    0.01119   0.005891         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     41/499      4.32G    0.01396    0.01119   0.005891         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
     41/499      4.32G    0.01397     0.0112   0.005889         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     41/499      4.32G    0.01397     0.0112   0.005889         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     41/499      4.32G    0.01397    0.01118   0.005909         55        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     41/499      4.32G    0.01397    0.01118   0.005909         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     41/499      4.32G    0.01397    0.01119   0.005898         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     41/499      4.32G    0.01397    0.01119   0.005898         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     41/499      4.32G    0.01397    0.01118     0.0059         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     41/499      4.32G    0.01397    0.01118     0.0059         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     41/499      4.32G    0.01397    0.01118   0.005907         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     41/499      4.32G    0.01397    0.01118   0.005907         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     41/499      4.32G    0.01399    0.01118   0.005954         65        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     41/499      4.32G    0.01399    0.01118   0.005954         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
     41/499      4.32G    0.01399    0.01119   0.005927         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
     41/499      4.32G    0.01399    0.01119   0.005927         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     41/499      4.32G    0.01398     0.0112   0.005911         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     41/499      4.32G    0.01398     0.0112   0.005911         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     41/499      4.32G      0.014     0.0112   0.005931         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     41/499      4.32G      0.014     0.0112   0.005931         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     41/499      4.32G      0.014     0.0112   0.005918         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     41/499      4.32G      0.014     0.0112   0.005918         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     41/499      4.32G      0.014     0.0112    0.00594         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     41/499      4.32G      0.014     0.0112    0.00594         60        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
     41/499      4.32G    0.01399     0.0112   0.005931         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     41/499      4.32G    0.01399     0.0112   0.005931         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     41/499      4.32G    0.01399    0.01119   0.005945         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     41/499      4.32G    0.01399    0.01119   0.005945         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     41/499      4.32G    0.01399     0.0112   0.005985         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     41/499      4.32G    0.01399     0.0112   0.005985         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     41/499      4.32G    0.01398    0.01119   0.005963         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     41/499      4.32G    0.01398    0.01119   0.005963         68        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     41/499      4.32G    0.01398    0.01123   0.005933         88        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     41/499      4.32G    0.01398    0.01123   0.005933         88        640:  72%|#######2  | 121/168 [00:22<00:09,  5.22it/s]
     41/499      4.32G    0.01397    0.01124   0.005941         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     41/499      4.32G    0.01397    0.01124   0.005941         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     41/499      4.32G    0.01396    0.01124   0.005929         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     41/499      4.32G    0.01396    0.01124   0.005929         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     41/499      4.32G    0.01396    0.01124    0.00592         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     41/499      4.32G    0.01396    0.01124    0.00592         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
     41/499      4.32G    0.01398    0.01123   0.005912         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
     41/499      4.32G    0.01398    0.01123   0.005912         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
     41/499      4.32G    0.01399    0.01123   0.005922         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
     41/499      4.32G    0.01399    0.01123   0.005922         62        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
     41/499      4.32G      0.014    0.01123   0.005955         64        640:  75%|#######5  | 126/168 [00:24<00:07,  5.39it/s]
     41/499      4.32G      0.014    0.01123   0.005955         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
     41/499      4.32G    0.01398    0.01124   0.005948         86        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
     41/499      4.32G    0.01398    0.01124   0.005948         86        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
     41/499      4.32G    0.01397    0.01123   0.005936         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
     41/499      4.32G    0.01397    0.01123   0.005936         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
     41/499      4.32G    0.01397    0.01123   0.005935         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
     41/499      4.32G    0.01397    0.01123   0.005935         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
     41/499      4.32G    0.01396    0.01124   0.005975         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
     41/499      4.32G    0.01396    0.01124   0.005975         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     41/499      4.32G    0.01396    0.01123   0.005965         66        640:  78%|#######7  | 131/168 [00:25<00:06,  5.32it/s]
     41/499      4.32G    0.01396    0.01123   0.005965         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     41/499      4.32G    0.01395    0.01126   0.005963         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     41/499      4.32G    0.01395    0.01126   0.005963         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     41/499      4.32G    0.01395    0.01127    0.00595         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     41/499      4.32G    0.01395    0.01127    0.00595         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     41/499      4.32G    0.01396    0.01128    0.00593         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     41/499      4.32G    0.01396    0.01128    0.00593         69        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     41/499      4.32G    0.01396    0.01127   0.005966         58        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     41/499      4.32G    0.01396    0.01127   0.005966         58        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     41/499      4.32G    0.01397    0.01128   0.005977         62        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     41/499      4.32G    0.01397    0.01128   0.005977         62        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
     41/499      4.32G    0.01397    0.01131   0.005969         90        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     41/499      4.32G    0.01397    0.01131   0.005969         90        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     41/499      4.32G    0.01397    0.01132   0.005941         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     41/499      4.32G    0.01397    0.01132   0.005941         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     41/499      4.32G      0.014    0.01131    0.00596         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     41/499      4.32G      0.014    0.01131    0.00596         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
     41/499      4.32G    0.01399    0.01131   0.005961         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
     41/499      4.32G    0.01399    0.01131   0.005961         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     41/499      4.32G      0.014    0.01133   0.005941         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     41/499      4.32G      0.014    0.01133   0.005941         65        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
     41/499      4.32G      0.014    0.01131   0.005929         61        640:  85%|########4 | 142/168 [00:27<00:04,  5.27it/s]
     41/499      4.32G      0.014    0.01131   0.005929         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
     41/499      4.32G    0.01401     0.0113   0.005935         54        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
     41/499      4.32G    0.01401     0.0113   0.005935         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
     41/499      4.32G    0.01402     0.0113   0.005953         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
     41/499      4.32G    0.01402     0.0113   0.005953         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     41/499      4.32G    0.01403     0.0113   0.005976         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     41/499      4.32G    0.01403     0.0113   0.005976         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     41/499      4.32G    0.01404     0.0113   0.005969         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     41/499      4.32G    0.01404     0.0113   0.005969         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     41/499      4.32G    0.01404    0.01131   0.005948         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
     41/499      4.32G    0.01404    0.01131   0.005948         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     41/499      4.32G    0.01404    0.01129   0.005953         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     41/499      4.32G    0.01404    0.01129   0.005953         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     41/499      4.32G    0.01406     0.0113   0.005978         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     41/499      4.32G    0.01406     0.0113   0.005978         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     41/499      4.32G    0.01405    0.01131   0.005972         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     41/499      4.32G    0.01405    0.01131   0.005972         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     41/499      4.32G    0.01406    0.01129   0.005968         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     41/499      4.32G    0.01406    0.01129   0.005968         70        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
     41/499      4.32G    0.01404    0.01129   0.005977         65        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
     41/499      4.32G    0.01404    0.01129   0.005977         65        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
     41/499      4.32G    0.01404    0.01129   0.005971         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     41/499      4.32G    0.01404    0.01129   0.005971         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     41/499      4.32G    0.01403     0.0113    0.00596         88        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
     41/499      4.32G    0.01403     0.0113    0.00596         88        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     41/499      4.32G    0.01402     0.0113   0.005981         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     41/499      4.32G    0.01402     0.0113   0.005981         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     41/499      4.32G    0.01403    0.01129   0.005963         55        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     41/499      4.32G    0.01403    0.01129   0.005963         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     41/499      4.32G    0.01404    0.01128   0.005953         54        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     41/499      4.32G    0.01404    0.01128   0.005953         54        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
     41/499      4.32G    0.01404     0.0113   0.005951         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     41/499      4.32G    0.01404     0.0113   0.005951         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     41/499      4.32G    0.01404    0.01133   0.005928         82        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     41/499      4.32G    0.01404    0.01133   0.005928         82        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     41/499      4.32G    0.01403    0.01131   0.005915         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     41/499      4.32G    0.01403    0.01131   0.005915         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
     41/499      4.32G    0.01404    0.01131   0.005915         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
     41/499      4.32G    0.01404    0.01131   0.005915         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
     41/499      4.32G    0.01404    0.01133   0.005907        100        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
     41/499      4.32G    0.01404    0.01133   0.005907        100        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
     41/499      4.32G    0.01405    0.01135   0.005895         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     41/499      4.32G    0.01405    0.01135   0.005895         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.20it/s]
     41/499      4.32G    0.01405    0.01135   0.005896         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.20it/s]
     41/499      4.32G    0.01405    0.01135   0.005896         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
     41/499      4.32G    0.01405    0.01136    0.00588         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
     41/499      4.32G    0.01405    0.01136    0.00588         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     41/499      4.32G    0.01407    0.01135     0.0059         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     41/499      4.32G    0.01407    0.01135     0.0059         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
     41/499      4.32G    0.01408    0.01136   0.005895         29        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
     41/499      4.32G    0.01408    0.01136   0.005895         29        640: 100%|##########| 168/168 [00:31<00:00,  5.42it/s]
     41/499      4.32G    0.01408    0.01136   0.005895         29        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.855      0.841      0.859      0.717

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     42/499      4.32G    0.01323    0.01112   0.004962         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
     42/499      4.32G    0.01323    0.01112   0.004962         71        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     42/499      4.32G    0.01465    0.01179   0.005394         72        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     42/499      4.32G    0.01465    0.01179   0.005394         72        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     42/499      4.32G     0.0149    0.01214   0.005592         59        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     42/499      4.32G     0.0149    0.01214   0.005592         59        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     42/499      4.32G     0.0147    0.01151   0.005447         57        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     42/499      4.32G     0.0147    0.01151   0.005447         57        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     42/499      4.32G    0.01511     0.0121   0.005229         75        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     42/499      4.32G    0.01511     0.0121   0.005229         75        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     42/499      4.32G    0.01473    0.01202   0.005415         76        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     42/499      4.32G    0.01473    0.01202   0.005415         76        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     42/499      4.32G    0.01457    0.01205   0.005507         71        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     42/499      4.32G    0.01457    0.01205   0.005507         71        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     42/499      4.32G     0.0146     0.0119   0.005524         71        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     42/499      4.32G     0.0146     0.0119   0.005524         71        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     42/499      4.32G    0.01497    0.01182   0.005703         58        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     42/499      4.32G    0.01497    0.01182   0.005703         58        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     42/499      4.32G    0.01475    0.01178   0.006198         74        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     42/499      4.32G    0.01475    0.01178   0.006198         74        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
     42/499      4.32G    0.01486    0.01204   0.006135         87        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
     42/499      4.32G    0.01486    0.01204   0.006135         87        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     42/499      4.32G    0.01488    0.01191   0.005985         61        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     42/499      4.32G    0.01488    0.01191   0.005985         61        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
     42/499      4.32G    0.01475    0.01166   0.005924         55        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
     42/499      4.32G    0.01475    0.01166   0.005924         55        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     42/499      4.32G    0.01471    0.01174   0.005923         69        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     42/499      4.32G    0.01471    0.01174   0.005923         69        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     42/499      4.32G    0.01449    0.01168   0.006143         70        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     42/499      4.32G    0.01449    0.01168   0.006143         70        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     42/499      4.32G    0.01445    0.01168   0.006044         60        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     42/499      4.32G    0.01445    0.01168   0.006044         60        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     42/499      4.32G    0.01444    0.01173   0.005942         75        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     42/499      4.32G    0.01444    0.01173   0.005942         75        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     42/499      4.32G    0.01442    0.01166    0.00609         61        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     42/499      4.32G    0.01442    0.01166    0.00609         61        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     42/499      4.32G    0.01437    0.01172   0.005943         78        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     42/499      4.32G    0.01437    0.01172   0.005943         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     42/499      4.32G    0.01438    0.01176   0.005924         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     42/499      4.32G    0.01438    0.01176   0.005924         73        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     42/499      4.32G    0.01444    0.01188    0.00595         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     42/499      4.32G    0.01444    0.01188    0.00595         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
     42/499      4.32G     0.0145    0.01181   0.006106         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     42/499      4.32G     0.0145    0.01181   0.006106         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     42/499      4.32G    0.01453    0.01187   0.006199         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     42/499      4.32G    0.01453    0.01187   0.006199         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     42/499      4.32G    0.01457    0.01187   0.006057         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     42/499      4.32G    0.01457    0.01187   0.006057         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     42/499      4.32G     0.0145    0.01192   0.005994         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     42/499      4.32G     0.0145    0.01192   0.005994         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     42/499      4.32G    0.01449    0.01205   0.006019         91        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     42/499      4.32G    0.01449    0.01205   0.006019         91        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
     42/499      4.32G    0.01448    0.01201   0.005918         66        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
     42/499      4.32G    0.01448    0.01201   0.005918         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     42/499      4.32G    0.01443    0.01197   0.005858         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     42/499      4.32G    0.01443    0.01197   0.005858         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     42/499      4.32G    0.01438    0.01196   0.005708         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     42/499      4.32G    0.01438    0.01196   0.005708         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.19it/s]
     42/499      4.32G    0.01437    0.01186   0.005851         50        640:  17%|#7        | 29/168 [00:05<00:26,  5.19it/s]
     42/499      4.32G    0.01437    0.01186   0.005851         50        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     42/499      4.32G     0.0144    0.01195    0.00584         75        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     42/499      4.32G     0.0144    0.01195    0.00584         75        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
     42/499      4.32G    0.01452    0.01193    0.00578         52        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     42/499      4.32G    0.01452    0.01193    0.00578         52        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     42/499      4.32G    0.01456    0.01189   0.005689         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     42/499      4.32G    0.01456    0.01189   0.005689         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     42/499      4.32G    0.01456    0.01189   0.005704         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     42/499      4.32G    0.01456    0.01189   0.005704         67        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     42/499      4.32G     0.0145    0.01187   0.005646         69        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     42/499      4.32G     0.0145    0.01187   0.005646         69        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     42/499      4.32G     0.0145    0.01182   0.005658         60        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     42/499      4.32G     0.0145    0.01182   0.005658         60        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     42/499      4.32G     0.0145    0.01183   0.005633         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
     42/499      4.32G     0.0145    0.01183   0.005633         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     42/499      4.32G    0.01453    0.01186    0.00566         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     42/499      4.32G    0.01453    0.01186    0.00566         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     42/499      4.32G    0.01452    0.01185   0.005605         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     42/499      4.32G    0.01452    0.01185   0.005605         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     42/499      4.32G    0.01451    0.01188   0.005604         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     42/499      4.32G    0.01451    0.01188   0.005604         84        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     42/499      4.32G    0.01449    0.01189    0.00557         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     42/499      4.32G    0.01449    0.01189    0.00557         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     42/499      4.32G    0.01448    0.01188     0.0057         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     42/499      4.32G    0.01448    0.01188     0.0057         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     42/499      4.32G    0.01448    0.01185    0.00588         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     42/499      4.32G    0.01448    0.01185    0.00588         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     42/499      4.32G    0.01449    0.01187   0.005813         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     42/499      4.32G    0.01449    0.01187   0.005813         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     42/499      4.32G    0.01447    0.01184   0.005778         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     42/499      4.32G    0.01447    0.01184   0.005778         55        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     42/499      4.32G    0.01445    0.01179   0.005807         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     42/499      4.32G    0.01445    0.01179   0.005807         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
     42/499      4.32G    0.01446    0.01179   0.005739         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
     42/499      4.32G    0.01446    0.01179   0.005739         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
     42/499      4.32G    0.01444    0.01176   0.005796         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
     42/499      4.32G    0.01444    0.01176   0.005796         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     42/499      4.32G    0.01447    0.01173     0.0059         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     42/499      4.32G    0.01447    0.01173     0.0059         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     42/499      4.32G     0.0145    0.01173   0.005848         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     42/499      4.32G     0.0145    0.01173   0.005848         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     42/499      4.32G    0.01455    0.01171   0.005825         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     42/499      4.32G    0.01455    0.01171   0.005825         61        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     42/499      4.32G    0.01454    0.01173   0.005815         78        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     42/499      4.32G    0.01454    0.01173   0.005815         78        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
     42/499      4.32G    0.01455    0.01174   0.005788         69        640:  31%|###       | 52/168 [00:10<00:22,  5.25it/s]
     42/499      4.32G    0.01455    0.01174   0.005788         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     42/499      4.32G    0.01456    0.01172    0.00575         53        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     42/499      4.32G    0.01456    0.01172    0.00575         53        640:  32%|###2      | 54/168 [00:10<00:21,  5.41it/s]
     42/499      4.32G    0.01455    0.01169   0.005737         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.41it/s]
     42/499      4.32G    0.01455    0.01169   0.005737         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
     42/499      4.32G    0.01453    0.01164    0.00571         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
     42/499      4.32G    0.01453    0.01164    0.00571         58        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
     42/499      4.32G    0.01449    0.01158   0.005694         53        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
     42/499      4.32G    0.01449    0.01158   0.005694         53        640:  34%|###3      | 57/168 [00:10<00:20,  5.43it/s]
     42/499      4.32G    0.01447    0.01159   0.005633         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.43it/s]
     42/499      4.32G    0.01447    0.01159   0.005633         71        640:  35%|###4      | 58/168 [00:10<00:21,  5.24it/s]
     42/499      4.32G    0.01447    0.01158   0.005589         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.24it/s]
     42/499      4.32G    0.01447    0.01158   0.005589         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
     42/499      4.32G     0.0145    0.01165   0.005606         88        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
     42/499      4.32G     0.0145    0.01165   0.005606         88        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     42/499      4.32G    0.01448    0.01165   0.005642         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     42/499      4.32G    0.01448    0.01165   0.005642         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     42/499      4.32G    0.01449    0.01161   0.005625         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     42/499      4.32G    0.01449    0.01161   0.005625         55        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
     42/499      4.32G    0.01448    0.01157   0.005622         52        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
     42/499      4.32G    0.01448    0.01157   0.005622         52        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
     42/499      4.32G    0.01446    0.01157   0.005638         83        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
     42/499      4.32G    0.01446    0.01157   0.005638         83        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
     42/499      4.32G    0.01446     0.0116   0.005585         81        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
     42/499      4.32G    0.01446     0.0116   0.005585         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
     42/499      4.32G    0.01447    0.01159   0.005567         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
     42/499      4.32G    0.01447    0.01159   0.005567         68        640:  39%|###9      | 66/168 [00:12<00:18,  5.42it/s]
     42/499      4.32G    0.01448    0.01161   0.005533         72        640:  39%|###9      | 66/168 [00:12<00:18,  5.42it/s]
     42/499      4.32G    0.01448    0.01161   0.005533         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     42/499      4.32G    0.01447     0.0116   0.005576         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     42/499      4.32G    0.01447     0.0116   0.005576         69        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
     42/499      4.32G    0.01448    0.01158   0.005557         58        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     42/499      4.32G    0.01448    0.01158   0.005557         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     42/499      4.32G    0.01448     0.0116   0.005566         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     42/499      4.32G    0.01448     0.0116   0.005566         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     42/499      4.32G     0.0145    0.01158   0.005627         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     42/499      4.32G     0.0145    0.01158   0.005627         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     42/499      4.32G    0.01453    0.01158    0.00563         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     42/499      4.32G    0.01453    0.01158    0.00563         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     42/499      4.32G    0.01453    0.01161   0.005632         82        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     42/499      4.32G    0.01453    0.01161   0.005632         82        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     42/499      4.32G    0.01453    0.01161   0.005582         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     42/499      4.32G    0.01453    0.01161   0.005582         66        640:  44%|####4     | 74/168 [00:13<00:17,  5.27it/s]
     42/499      4.32G    0.01453    0.01161    0.00555         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     42/499      4.32G    0.01453    0.01161    0.00555         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     42/499      4.32G    0.01453    0.01159   0.005543         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     42/499      4.32G    0.01453    0.01159   0.005543         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     42/499      4.32G    0.01451    0.01157   0.005529         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     42/499      4.32G    0.01451    0.01157   0.005529         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     42/499      4.32G    0.01448    0.01155   0.005492         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     42/499      4.32G    0.01448    0.01155   0.005492         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     42/499      4.32G    0.01447    0.01154   0.005482         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     42/499      4.32G    0.01447    0.01154   0.005482         72        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
     42/499      4.32G    0.01447    0.01153   0.005468         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     42/499      4.32G    0.01447    0.01153   0.005468         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     42/499      4.32G    0.01449    0.01154   0.005475         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     42/499      4.32G    0.01449    0.01154   0.005475         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     42/499      4.32G    0.01448    0.01153   0.005478         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     42/499      4.32G    0.01448    0.01153   0.005478         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     42/499      4.32G    0.01449    0.01153   0.005556         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     42/499      4.32G    0.01449    0.01153   0.005556         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
     42/499      4.32G    0.01449    0.01156   0.005584         86        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
     42/499      4.32G    0.01449    0.01156   0.005584         86        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
     42/499      4.32G    0.01448    0.01157   0.005566         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     42/499      4.32G    0.01448    0.01157   0.005566         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     42/499      4.32G    0.01447    0.01154   0.005599         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     42/499      4.32G    0.01447    0.01154   0.005599         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     42/499      4.32G    0.01444    0.01152   0.005595         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     42/499      4.32G    0.01444    0.01152   0.005595         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     42/499      4.32G    0.01443    0.01149   0.005634         51        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     42/499      4.32G    0.01443    0.01149   0.005634         51        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     42/499      4.32G    0.01444    0.01147   0.005635         46        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     42/499      4.32G    0.01444    0.01147   0.005635         46        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     42/499      4.32G    0.01446    0.01148    0.00563         75        640:  53%|#####2    | 89/168 [00:17<00:14,  5.33it/s]
     42/499      4.32G    0.01446    0.01148    0.00563         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     42/499      4.32G    0.01447    0.01149   0.005609         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     42/499      4.32G    0.01447    0.01149   0.005609         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     42/499      4.32G    0.01448    0.01148   0.005594         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     42/499      4.32G    0.01448    0.01148   0.005594         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     42/499      4.32G    0.01449     0.0115   0.005595         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     42/499      4.32G    0.01449     0.0115   0.005595         74        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     42/499      4.32G    0.01449    0.01148   0.005595         63        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     42/499      4.32G    0.01449    0.01148   0.005595         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     42/499      4.32G    0.01451     0.0115   0.005588         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     42/499      4.32G    0.01451     0.0115   0.005588         71        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
     42/499      4.32G    0.01453    0.01151   0.005585         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
     42/499      4.32G    0.01453    0.01151   0.005585         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     42/499      4.32G    0.01454     0.0115   0.005548         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     42/499      4.32G    0.01454     0.0115   0.005548         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     42/499      4.32G    0.01454    0.01151   0.005515         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     42/499      4.32G    0.01454    0.01151   0.005515         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     42/499      4.32G    0.01454    0.01151   0.005488         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     42/499      4.32G    0.01454    0.01151   0.005488         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     42/499      4.32G    0.01457    0.01153   0.005472         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     42/499      4.32G    0.01457    0.01153   0.005472         68        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
     42/499      4.32G    0.01455    0.01153   0.005482         59        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
     42/499      4.32G    0.01455    0.01153   0.005482         59        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     42/499      4.32G    0.01454    0.01151   0.005473         66        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     42/499      4.32G    0.01454    0.01151   0.005473         66        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     42/499      4.32G    0.01453    0.01153   0.005476         71        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     42/499      4.32G    0.01453    0.01153   0.005476         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     42/499      4.32G    0.01451    0.01151   0.005452         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     42/499      4.32G    0.01451    0.01151   0.005452         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     42/499      4.32G     0.0145    0.01152   0.005435         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     42/499      4.32G     0.0145    0.01152   0.005435         78        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
     42/499      4.32G     0.0145     0.0115   0.005426         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     42/499      4.32G     0.0145     0.0115   0.005426         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     42/499      4.32G    0.01451    0.01152   0.005455         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     42/499      4.32G    0.01451    0.01152   0.005455         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     42/499      4.32G     0.0145    0.01152   0.005421         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     42/499      4.32G     0.0145    0.01152   0.005421         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     42/499      4.32G    0.01452    0.01152   0.005399         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     42/499      4.32G    0.01452    0.01152   0.005399         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     42/499      4.32G    0.01452     0.0115   0.005387         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     42/499      4.32G    0.01452     0.0115   0.005387         52        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     42/499      4.32G    0.01453    0.01152   0.005368         75        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     42/499      4.32G    0.01453    0.01152   0.005368         75        640:  66%|######6   | 111/168 [00:20<00:10,  5.33it/s]
     42/499      4.32G    0.01454     0.0115   0.005446         57        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
     42/499      4.32G    0.01454     0.0115   0.005446         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     42/499      4.32G    0.01453     0.0115   0.005439         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     42/499      4.32G    0.01453     0.0115   0.005439         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     42/499      4.32G    0.01455     0.0115   0.005448         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     42/499      4.32G    0.01455     0.0115   0.005448         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     42/499      4.32G    0.01455     0.0115   0.005462         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     42/499      4.32G    0.01455     0.0115   0.005462         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     42/499      4.32G    0.01453    0.01151   0.005454         83        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     42/499      4.32G    0.01453    0.01151   0.005454         83        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
     42/499      4.32G    0.01452     0.0115   0.005435         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     42/499      4.32G    0.01452     0.0115   0.005435         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     42/499      4.32G    0.01452    0.01149    0.00543         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     42/499      4.32G    0.01452    0.01149    0.00543         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     42/499      4.32G    0.01452    0.01149   0.005407         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     42/499      4.32G    0.01452    0.01149   0.005407         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
     42/499      4.32G     0.0145    0.01148   0.005454         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
     42/499      4.32G     0.0145    0.01148   0.005454         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     42/499      4.32G    0.01449     0.0115    0.00543         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     42/499      4.32G    0.01449     0.0115    0.00543         80        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
     42/499      4.32G    0.01449    0.01149   0.005422         56        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
     42/499      4.32G    0.01449    0.01149   0.005422         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     42/499      4.32G    0.01446    0.01149   0.005398         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     42/499      4.32G    0.01446    0.01149   0.005398         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     42/499      4.32G    0.01448    0.01149   0.005421         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     42/499      4.32G    0.01448    0.01149   0.005421         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     42/499      4.32G    0.01449     0.0115   0.005415         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     42/499      4.32G    0.01449     0.0115   0.005415         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     42/499      4.32G    0.01449     0.0115   0.005426         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     42/499      4.32G    0.01449     0.0115   0.005426         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     42/499      4.32G    0.01449    0.01149   0.005429         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     42/499      4.32G    0.01449    0.01149   0.005429         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     42/499      4.32G    0.01451    0.01147   0.005421         54        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     42/499      4.32G    0.01451    0.01147   0.005421         54        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     42/499      4.32G    0.01449    0.01145   0.005427         52        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     42/499      4.32G    0.01449    0.01145   0.005427         52        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     42/499      4.32G    0.01449    0.01144   0.005402         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     42/499      4.32G    0.01449    0.01144   0.005402         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     42/499      4.32G    0.01448    0.01143   0.005446         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     42/499      4.32G    0.01448    0.01143   0.005446         74        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
     42/499      4.32G    0.01449    0.01143   0.005513         56        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
     42/499      4.32G    0.01449    0.01143   0.005513         56        640:  79%|#######8  | 132/168 [00:24<00:06,  5.35it/s]
     42/499      4.32G    0.01449    0.01145   0.005503         85        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     42/499      4.32G    0.01449    0.01145   0.005503         85        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     42/499      4.32G     0.0145    0.01147   0.005526         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     42/499      4.32G     0.0145    0.01147   0.005526         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     42/499      4.32G    0.01449    0.01149   0.005512         91        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     42/499      4.32G    0.01449    0.01149   0.005512         91        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     42/499      4.32G    0.01449    0.01149   0.005516         63        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     42/499      4.32G    0.01449    0.01149   0.005516         63        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     42/499      4.32G    0.01448    0.01148   0.005547         70        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     42/499      4.32G    0.01448    0.01148   0.005547         70        640:  82%|########1 | 137/168 [00:25<00:05,  5.34it/s]
     42/499      4.32G    0.01447    0.01147   0.005551         60        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
     42/499      4.32G    0.01447    0.01147   0.005551         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     42/499      4.32G    0.01447    0.01145   0.005557         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     42/499      4.32G    0.01447    0.01145   0.005557         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     42/499      4.32G    0.01448    0.01144   0.005536         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     42/499      4.32G    0.01448    0.01144   0.005536         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     42/499      4.32G    0.01447    0.01146   0.005546         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     42/499      4.32G    0.01447    0.01146   0.005546         81        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     42/499      4.32G    0.01447    0.01146   0.005566         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     42/499      4.32G    0.01447    0.01146   0.005566         70        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
     42/499      4.32G    0.01449    0.01146   0.005553         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     42/499      4.32G    0.01449    0.01146   0.005553         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     42/499      4.32G    0.01449    0.01145   0.005564         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     42/499      4.32G    0.01449    0.01145   0.005564         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     42/499      4.32G    0.01449    0.01146   0.005557         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     42/499      4.32G    0.01449    0.01146   0.005557         79        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     42/499      4.32G    0.01449    0.01146   0.005553         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     42/499      4.32G    0.01449    0.01146   0.005553         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     42/499      4.32G    0.01449    0.01146   0.005549         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     42/499      4.32G    0.01449    0.01146   0.005549         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.41it/s]
     42/499      4.32G    0.01448    0.01147   0.005552         68        640:  88%|########7 | 147/168 [00:27<00:03,  5.41it/s]
     42/499      4.32G    0.01448    0.01147   0.005552         68        640:  88%|########8 | 148/168 [00:27<00:03,  5.27it/s]
     42/499      4.32G    0.01447    0.01146   0.005553         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.27it/s]
     42/499      4.32G    0.01447    0.01146   0.005553         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.37it/s]
     42/499      4.32G    0.01448    0.01145   0.005554         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.37it/s]
     42/499      4.32G    0.01448    0.01145   0.005554         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
     42/499      4.32G    0.01449    0.01145   0.005569         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
     42/499      4.32G    0.01449    0.01145   0.005569         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     42/499      4.32G    0.01448    0.01145   0.005571         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     42/499      4.32G    0.01448    0.01145   0.005571         61        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
     42/499      4.32G    0.01448    0.01144   0.005558         70        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
     42/499      4.32G    0.01448    0.01144   0.005558         70        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
     42/499      4.32G    0.01448    0.01144   0.005556         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
     42/499      4.32G    0.01448    0.01144   0.005556         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     42/499      4.32G    0.01447    0.01145   0.005553         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     42/499      4.32G    0.01447    0.01145   0.005553         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
     42/499      4.32G    0.01447    0.01143   0.005556         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
     42/499      4.32G    0.01447    0.01143   0.005556         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     42/499      4.32G    0.01448    0.01145   0.005553         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     42/499      4.32G    0.01448    0.01145   0.005553         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     42/499      4.32G    0.01449    0.01145   0.005543         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     42/499      4.32G    0.01449    0.01145   0.005543         63        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
     42/499      4.32G    0.01449    0.01145   0.005528         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
     42/499      4.32G    0.01449    0.01145   0.005528         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
     42/499      4.32G    0.01447    0.01143   0.005519         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
     42/499      4.32G    0.01447    0.01143   0.005519         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     42/499      4.32G    0.01447    0.01145   0.005507         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     42/499      4.32G    0.01447    0.01145   0.005507         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     42/499      4.32G    0.01446    0.01144   0.005504         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     42/499      4.32G    0.01446    0.01144   0.005504         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     42/499      4.32G    0.01445    0.01143    0.00548         62        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     42/499      4.32G    0.01445    0.01143    0.00548         62        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     42/499      4.32G    0.01447    0.01144   0.005486         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     42/499      4.32G    0.01447    0.01144   0.005486         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     42/499      4.32G    0.01447    0.01145   0.005489         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     42/499      4.32G    0.01447    0.01145   0.005489         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     42/499      4.32G    0.01447    0.01145   0.005506         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     42/499      4.32G    0.01447    0.01145   0.005506         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     42/499      4.32G    0.01448    0.01143   0.005497         48        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     42/499      4.32G    0.01448    0.01143   0.005497         48        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     42/499      4.32G    0.01446    0.01142   0.005485         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     42/499      4.32G    0.01446    0.01142   0.005485         27        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     42/499      4.32G    0.01446    0.01142   0.005485         27        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.826      0.877      0.882      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     43/499      4.32G    0.01275    0.01101   0.007372         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
     43/499      4.32G    0.01275    0.01101   0.007372         70        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     43/499      4.32G     0.0138      0.012   0.005667         74        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     43/499      4.32G     0.0138      0.012   0.005667         74        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     43/499      4.32G    0.01326    0.01217   0.005823         78        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     43/499      4.32G    0.01326    0.01217   0.005823         78        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
     43/499      4.32G     0.0138    0.01192   0.005689         58        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
     43/499      4.32G     0.0138    0.01192   0.005689         58        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
     43/499      4.32G    0.01387    0.01175   0.005654         59        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
     43/499      4.32G    0.01387    0.01175   0.005654         59        640:   3%|2         | 5/168 [00:00<00:30,  5.34it/s]
     43/499      4.32G    0.01438    0.01214   0.005827         76        640:   3%|2         | 5/168 [00:01<00:30,  5.34it/s]
     43/499      4.32G    0.01438    0.01214   0.005827         76        640:   4%|3         | 6/168 [00:01<00:29,  5.43it/s]
     43/499      4.32G    0.01431    0.01197   0.005459         60        640:   4%|3         | 6/168 [00:01<00:29,  5.43it/s]
     43/499      4.32G    0.01431    0.01197   0.005459         60        640:   4%|4         | 7/168 [00:01<00:30,  5.26it/s]
     43/499      4.32G    0.01403    0.01155   0.005263         49        640:   4%|4         | 7/168 [00:01<00:30,  5.26it/s]
     43/499      4.32G    0.01403    0.01155   0.005263         49        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     43/499      4.32G    0.01387    0.01127   0.005147         48        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     43/499      4.32G    0.01387    0.01127   0.005147         48        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     43/499      4.32G    0.01391    0.01102   0.005446         56        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     43/499      4.32G    0.01391    0.01102   0.005446         56        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     43/499      4.32G    0.01371    0.01087   0.005501         65        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     43/499      4.32G    0.01371    0.01087   0.005501         65        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     43/499      4.32G    0.01375    0.01095   0.005362         69        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     43/499      4.32G    0.01375    0.01095   0.005362         69        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
     43/499      4.32G    0.01366    0.01078    0.00546         66        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
     43/499      4.32G    0.01366    0.01078    0.00546         66        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     43/499      4.32G    0.01353    0.01069   0.005394         69        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     43/499      4.32G    0.01353    0.01069   0.005394         69        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     43/499      4.32G    0.01361     0.0109   0.005319         81        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     43/499      4.32G    0.01361     0.0109   0.005319         81        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
     43/499      4.32G    0.01361    0.01092   0.005311         76        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
     43/499      4.32G    0.01361    0.01092   0.005311         76        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     43/499      4.32G    0.01364    0.01086    0.00536         61        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     43/499      4.32G    0.01364    0.01086    0.00536         61        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     43/499      4.32G    0.01373    0.01092   0.005235         70        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     43/499      4.32G    0.01373    0.01092   0.005235         70        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     43/499      4.32G    0.01382     0.0111   0.005337         84        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     43/499      4.32G    0.01382     0.0111   0.005337         84        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
     43/499      4.32G    0.01384    0.01112   0.005406         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
     43/499      4.32G    0.01384    0.01112   0.005406         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
     43/499      4.32G    0.01379     0.0111   0.005459         69        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
     43/499      4.32G    0.01379     0.0111   0.005459         69        640:  12%|#2        | 21/168 [00:03<00:27,  5.40it/s]
     43/499      4.32G    0.01392    0.01117   0.005569         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.40it/s]
     43/499      4.32G    0.01392    0.01117   0.005569         66        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     43/499      4.32G    0.01397    0.01121   0.005515         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     43/499      4.32G    0.01397    0.01121   0.005515         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     43/499      4.32G    0.01399    0.01116   0.005522         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     43/499      4.32G    0.01399    0.01116   0.005522         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     43/499      4.32G    0.01397     0.0112    0.00537         73        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     43/499      4.32G    0.01397     0.0112    0.00537         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     43/499      4.32G     0.0139    0.01119    0.00544         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     43/499      4.32G     0.0139    0.01119    0.00544         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     43/499      4.32G    0.01388    0.01119    0.00537         57        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     43/499      4.32G    0.01388    0.01119    0.00537         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     43/499      4.32G    0.01385     0.0112   0.005264         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     43/499      4.32G    0.01385     0.0112   0.005264         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     43/499      4.32G    0.01384    0.01111   0.005156         46        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     43/499      4.32G    0.01384    0.01111   0.005156         46        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     43/499      4.32G    0.01383    0.01106   0.005133         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     43/499      4.32G    0.01383    0.01106   0.005133         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     43/499      4.32G    0.01385    0.01106   0.005139         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     43/499      4.32G    0.01385    0.01106   0.005139         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
     43/499      4.32G    0.01377    0.01097   0.005351         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
     43/499      4.32G    0.01377    0.01097   0.005351         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     43/499      4.32G     0.0138    0.01115   0.005395         95        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     43/499      4.32G     0.0138    0.01115   0.005395         95        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
     43/499      4.32G    0.01378    0.01116   0.005402         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
     43/499      4.32G    0.01378    0.01116   0.005402         67        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     43/499      4.32G    0.01385    0.01114   0.005398         70        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     43/499      4.32G    0.01385    0.01114   0.005398         70        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     43/499      4.32G    0.01386    0.01111    0.00546         59        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     43/499      4.32G    0.01386    0.01111    0.00546         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     43/499      4.32G    0.01384     0.0111   0.005473         70        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     43/499      4.32G    0.01384     0.0111   0.005473         70        640:  22%|##2       | 37/168 [00:06<00:25,  5.22it/s]
     43/499      4.32G    0.01385    0.01112   0.005435         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     43/499      4.32G    0.01385    0.01112   0.005435         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     43/499      4.32G    0.01387    0.01111   0.005521         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
     43/499      4.32G    0.01387    0.01111   0.005521         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     43/499      4.32G    0.01386    0.01111   0.005515         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     43/499      4.32G    0.01386    0.01111   0.005515         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     43/499      4.32G    0.01381    0.01105   0.005514         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     43/499      4.32G    0.01381    0.01105   0.005514         59        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     43/499      4.32G    0.01384    0.01116   0.005541         85        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     43/499      4.32G    0.01384    0.01116   0.005541         85        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
     43/499      4.32G    0.01381    0.01113   0.005515         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
     43/499      4.32G    0.01381    0.01113   0.005515         58        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     43/499      4.32G    0.01379    0.01104   0.005563         50        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     43/499      4.32G    0.01379    0.01104   0.005563         50        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     43/499      4.32G    0.01375    0.01108   0.005551         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     43/499      4.32G    0.01375    0.01108   0.005551         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     43/499      4.32G    0.01375    0.01113   0.005572         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     43/499      4.32G    0.01375    0.01113   0.005572         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     43/499      4.32G    0.01374    0.01114   0.005589         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     43/499      4.32G    0.01374    0.01114   0.005589         74        640:  28%|##7       | 47/168 [00:08<00:23,  5.20it/s]
     43/499      4.32G    0.01376     0.0112   0.005554         77        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     43/499      4.32G    0.01376     0.0112   0.005554         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     43/499      4.32G    0.01374    0.01117   0.005566         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     43/499      4.32G    0.01374    0.01117   0.005566         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     43/499      4.32G    0.01381    0.01116   0.005578         53        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     43/499      4.32G    0.01381    0.01116   0.005578         53        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     43/499      4.32G    0.01382     0.0112   0.005569         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     43/499      4.32G    0.01382     0.0112   0.005569         73        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     43/499      4.32G    0.01381    0.01122   0.005628         72        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     43/499      4.32G    0.01381    0.01122   0.005628         72        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
     43/499      4.32G    0.01381    0.01125   0.005667         82        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
     43/499      4.32G    0.01381    0.01125   0.005667         82        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     43/499      4.32G    0.01384    0.01125   0.005695         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     43/499      4.32G    0.01384    0.01125   0.005695         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
     43/499      4.32G    0.01387    0.01125   0.005676         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
     43/499      4.32G    0.01387    0.01125   0.005676         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     43/499      4.32G    0.01389    0.01123   0.005773         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
     43/499      4.32G    0.01389    0.01123   0.005773         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
     43/499      4.32G     0.0139    0.01125   0.005738         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
     43/499      4.32G     0.0139    0.01125   0.005738         78        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
     43/499      4.32G     0.0139    0.01129   0.005697         75        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
     43/499      4.32G     0.0139    0.01129   0.005697         75        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
     43/499      4.32G    0.01392    0.01132    0.00571         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     43/499      4.32G    0.01392    0.01132    0.00571         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     43/499      4.32G    0.01391    0.01131   0.005753         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     43/499      4.32G    0.01391    0.01131   0.005753         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     43/499      4.32G    0.01389    0.01131    0.00571         80        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     43/499      4.32G    0.01389    0.01131    0.00571         80        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
     43/499      4.32G    0.01389    0.01133   0.005717         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
     43/499      4.32G    0.01389    0.01133   0.005717         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     43/499      4.32G    0.01388    0.01136   0.005715         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     43/499      4.32G    0.01388    0.01136   0.005715         78        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     43/499      4.32G    0.01388    0.01138     0.0057         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     43/499      4.32G    0.01388    0.01138     0.0057         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
     43/499      4.32G    0.01387    0.01134   0.005701         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
     43/499      4.32G    0.01387    0.01134   0.005701         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
     43/499      4.32G    0.01391    0.01133   0.005705         54        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
     43/499      4.32G    0.01391    0.01133   0.005705         54        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
     43/499      4.32G    0.01391    0.01129   0.005651         53        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
     43/499      4.32G    0.01391    0.01129   0.005651         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
     43/499      4.32G    0.01392     0.0113    0.00565         86        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
     43/499      4.32G    0.01392     0.0113    0.00565         86        640:  40%|####      | 68/168 [00:12<00:18,  5.35it/s]
     43/499      4.32G    0.01391    0.01132   0.005616         74        640:  40%|####      | 68/168 [00:13<00:18,  5.35it/s]
     43/499      4.32G    0.01391    0.01132   0.005616         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     43/499      4.32G    0.01393    0.01133   0.005583         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     43/499      4.32G    0.01393    0.01133   0.005583         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
     43/499      4.32G    0.01391     0.0113   0.005572         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
     43/499      4.32G    0.01391     0.0113   0.005572         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.35it/s]
     43/499      4.32G     0.0139    0.01129   0.005583         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.35it/s]
     43/499      4.32G     0.0139    0.01129   0.005583         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.43it/s]
     43/499      4.32G     0.0139    0.01126   0.005627         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.43it/s]
     43/499      4.32G     0.0139    0.01126   0.005627         61        640:  43%|####3     | 73/168 [00:13<00:17,  5.29it/s]
     43/499      4.32G     0.0139    0.01125   0.005664         62        640:  43%|####3     | 73/168 [00:13<00:17,  5.29it/s]
     43/499      4.32G     0.0139    0.01125   0.005664         62        640:  44%|####4     | 74/168 [00:13<00:17,  5.37it/s]
     43/499      4.32G     0.0139    0.01125   0.005658         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.37it/s]
     43/499      4.32G     0.0139    0.01125   0.005658         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
     43/499      4.32G    0.01391    0.01125    0.00564         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
     43/499      4.32G    0.01391    0.01125    0.00564         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.28it/s]
     43/499      4.32G    0.01392    0.01125   0.005632         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.28it/s]
     43/499      4.32G    0.01392    0.01125   0.005632         71        640:  46%|####5     | 77/168 [00:14<00:16,  5.35it/s]
     43/499      4.32G    0.01392    0.01123    0.00562         54        640:  46%|####5     | 77/168 [00:14<00:16,  5.35it/s]
     43/499      4.32G    0.01392    0.01123    0.00562         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
     43/499      4.32G    0.01389    0.01123   0.005609         74        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
     43/499      4.32G    0.01389    0.01123   0.005609         74        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
     43/499      4.32G     0.0139    0.01125   0.005623         82        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     43/499      4.32G     0.0139    0.01125   0.005623         82        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     43/499      4.32G     0.0139    0.01126   0.005599         84        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     43/499      4.32G     0.0139    0.01126   0.005599         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     43/499      4.32G     0.0139    0.01124   0.005654         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     43/499      4.32G     0.0139    0.01124   0.005654         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     43/499      4.32G    0.01388    0.01124   0.005633         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     43/499      4.32G    0.01388    0.01124   0.005633         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     43/499      4.32G    0.01386    0.01123   0.005613         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     43/499      4.32G    0.01386    0.01123   0.005613         60        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
     43/499      4.32G    0.01389    0.01123   0.005659         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
     43/499      4.32G    0.01389    0.01123   0.005659         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     43/499      4.32G     0.0139    0.01122    0.00563         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     43/499      4.32G     0.0139    0.01122    0.00563         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     43/499      4.32G    0.01392    0.01122   0.005668         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     43/499      4.32G    0.01392    0.01122   0.005668         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     43/499      4.32G    0.01392    0.01124   0.005627         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     43/499      4.32G    0.01392    0.01124   0.005627         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     43/499      4.32G    0.01392    0.01126    0.00565         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     43/499      4.32G    0.01392    0.01126    0.00565         76        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
     43/499      4.32G     0.0139    0.01125   0.005649         71        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
     43/499      4.32G     0.0139    0.01125   0.005649         71        640:  54%|#####3    | 90/168 [00:16<00:14,  5.32it/s]
     43/499      4.32G    0.01392    0.01126   0.005646         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     43/499      4.32G    0.01392    0.01126   0.005646         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     43/499      4.32G    0.01392    0.01127   0.005651         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     43/499      4.32G    0.01392    0.01127   0.005651         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     43/499      4.32G    0.01392    0.01128   0.005639         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     43/499      4.32G    0.01392    0.01128   0.005639         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     43/499      4.32G    0.01392    0.01126   0.005649         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     43/499      4.32G    0.01392    0.01126   0.005649         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     43/499      4.32G    0.01393     0.0113   0.005639         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     43/499      4.32G    0.01393     0.0113   0.005639         82        640:  57%|#####6    | 95/168 [00:17<00:13,  5.24it/s]
     43/499      4.32G    0.01394     0.0113    0.00567         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     43/499      4.32G    0.01394     0.0113    0.00567         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     43/499      4.32G    0.01393    0.01129   0.005663         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     43/499      4.32G    0.01393    0.01129   0.005663         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     43/499      4.32G    0.01394    0.01128    0.00564         47        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
     43/499      4.32G    0.01394    0.01128    0.00564         47        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     43/499      4.32G    0.01395    0.01129   0.005635         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     43/499      4.32G    0.01395    0.01129   0.005635         77        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     43/499      4.32G    0.01397     0.0113   0.005622         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     43/499      4.32G    0.01397     0.0113   0.005622         70        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
     43/499      4.32G    0.01397    0.01131     0.0056         84        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
     43/499      4.32G    0.01397    0.01131     0.0056         84        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     43/499      4.32G    0.01398     0.0113   0.005604         58        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     43/499      4.32G    0.01398     0.0113   0.005604         58        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
     43/499      4.32G    0.01401    0.01134   0.005619         82        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
     43/499      4.32G    0.01401    0.01134   0.005619         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
     43/499      4.32G    0.01403    0.01135   0.005615         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
     43/499      4.32G    0.01403    0.01135   0.005615         77        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
     43/499      4.32G    0.01402    0.01135    0.00562         73        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
     43/499      4.32G    0.01402    0.01135    0.00562         73        640:  62%|######2   | 105/168 [00:19<00:11,  5.42it/s]
     43/499      4.32G    0.01401    0.01136   0.005616         77        640:  62%|######2   | 105/168 [00:20<00:11,  5.42it/s]
     43/499      4.32G    0.01401    0.01136   0.005616         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     43/499      4.32G    0.01402    0.01138   0.005629         81        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     43/499      4.32G    0.01402    0.01138   0.005629         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     43/499      4.32G    0.01401    0.01139   0.005606         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     43/499      4.32G    0.01401    0.01139   0.005606         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     43/499      4.32G    0.01403    0.01138   0.005601         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     43/499      4.32G    0.01403    0.01138   0.005601         58        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     43/499      4.32G    0.01403    0.01138   0.005589         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     43/499      4.32G    0.01403    0.01138   0.005589         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
     43/499      4.32G    0.01402    0.01138   0.005591         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
     43/499      4.32G    0.01402    0.01138   0.005591         65        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
     43/499      4.32G    0.01403    0.01139   0.005608         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     43/499      4.32G    0.01403    0.01139   0.005608         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
     43/499      4.32G    0.01404    0.01139   0.005605         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
     43/499      4.32G    0.01404    0.01139   0.005605         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.35it/s]
     43/499      4.32G    0.01404    0.01139   0.005652         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.35it/s]
     43/499      4.32G    0.01404    0.01139   0.005652         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     43/499      4.32G    0.01405    0.01137   0.005673         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     43/499      4.32G    0.01405    0.01137   0.005673         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
     43/499      4.32G    0.01404    0.01135   0.005658         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
     43/499      4.32G    0.01404    0.01135   0.005658         57        640:  69%|######9   | 116/168 [00:21<00:09,  5.22it/s]
     43/499      4.32G    0.01406    0.01135   0.005668         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
     43/499      4.32G    0.01406    0.01135   0.005668         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     43/499      4.32G    0.01407    0.01135    0.00565         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     43/499      4.32G    0.01407    0.01135    0.00565         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     43/499      4.32G    0.01408    0.01133   0.005641         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     43/499      4.32G    0.01408    0.01133   0.005641         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     43/499      4.32G    0.01409    0.01133   0.005654         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     43/499      4.32G    0.01409    0.01133   0.005654         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     43/499      4.32G    0.01408    0.01134   0.005646         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     43/499      4.32G    0.01408    0.01134   0.005646         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
     43/499      4.32G    0.01408    0.01134   0.005636         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     43/499      4.32G    0.01408    0.01134   0.005636         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.16it/s]
     43/499      4.32G    0.01408    0.01134   0.005644         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.16it/s]
     43/499      4.32G    0.01408    0.01134   0.005644         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
     43/499      4.32G    0.01409    0.01136   0.005646         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
     43/499      4.32G    0.01409    0.01136   0.005646         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
     43/499      4.32G    0.01408    0.01135   0.005637         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
     43/499      4.32G    0.01408    0.01135   0.005637         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     43/499      4.32G    0.01409    0.01137   0.005619         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     43/499      4.32G    0.01409    0.01137   0.005619         73        640:  75%|#######5  | 126/168 [00:23<00:07,  5.31it/s]
     43/499      4.32G    0.01408    0.01134   0.005591         49        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     43/499      4.32G    0.01408    0.01134   0.005591         49        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     43/499      4.32G    0.01411    0.01135   0.005572         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     43/499      4.32G    0.01411    0.01135   0.005572         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     43/499      4.32G    0.01411    0.01135   0.005595         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     43/499      4.32G    0.01411    0.01135   0.005595         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     43/499      4.32G    0.01412    0.01133   0.005585         52        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     43/499      4.32G    0.01412    0.01133   0.005585         52        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     43/499      4.32G    0.01412    0.01134   0.005581         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     43/499      4.32G    0.01412    0.01134   0.005581         73        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
     43/499      4.32G    0.01412    0.01132   0.005563         55        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
     43/499      4.32G    0.01412    0.01132   0.005563         55        640:  79%|#######8  | 132/168 [00:24<00:06,  5.31it/s]
     43/499      4.32G    0.01413    0.01131   0.005602         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     43/499      4.32G    0.01413    0.01131   0.005602         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     43/499      4.32G    0.01415    0.01133   0.005647         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     43/499      4.32G    0.01415    0.01133   0.005647         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     43/499      4.32G    0.01414    0.01132   0.005647         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     43/499      4.32G    0.01414    0.01132   0.005647         69        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     43/499      4.32G    0.01415    0.01132   0.005639         65        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     43/499      4.32G    0.01415    0.01132   0.005639         65        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     43/499      4.32G    0.01416    0.01132   0.005624         72        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     43/499      4.32G    0.01416    0.01132   0.005624         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.27it/s]
     43/499      4.32G    0.01415    0.01133   0.005609         86        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     43/499      4.32G    0.01415    0.01133   0.005609         86        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     43/499      4.32G    0.01417    0.01133   0.005608         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     43/499      4.32G    0.01417    0.01133   0.005608         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.10it/s]
     43/499      4.32G    0.01417    0.01133   0.005605         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.10it/s]
     43/499      4.32G    0.01417    0.01133   0.005605         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
     43/499      4.32G    0.01417    0.01133   0.005592         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
     43/499      4.32G    0.01417    0.01133   0.005592         74        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     43/499      4.32G    0.01417    0.01132   0.005586         71        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     43/499      4.32G    0.01417    0.01132   0.005586         71        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
     43/499      4.32G    0.01416    0.01134   0.005592         84        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     43/499      4.32G    0.01416    0.01134   0.005592         84        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     43/499      4.32G    0.01417    0.01133   0.005605         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     43/499      4.32G    0.01417    0.01133   0.005605         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     43/499      4.32G    0.01415    0.01131   0.005604         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     43/499      4.32G    0.01415    0.01131   0.005604         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     43/499      4.32G    0.01414     0.0113     0.0056         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     43/499      4.32G    0.01414     0.0113     0.0056         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
     43/499      4.32G    0.01413    0.01129    0.00559         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
     43/499      4.32G    0.01413    0.01129    0.00559         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
     43/499      4.32G    0.01413    0.01128   0.005585         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
     43/499      4.32G    0.01413    0.01128   0.005585         67        640:  88%|########8 | 148/168 [00:27<00:03,  5.25it/s]
     43/499      4.32G    0.01411    0.01125   0.005616         55        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
     43/499      4.32G    0.01411    0.01125   0.005616         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     43/499      4.32G    0.01411    0.01125   0.005635         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     43/499      4.32G    0.01411    0.01125   0.005635         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     43/499      4.32G    0.01411    0.01126   0.005628         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     43/499      4.32G    0.01411    0.01126   0.005628         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     43/499      4.32G     0.0141    0.01125   0.005643         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     43/499      4.32G     0.0141    0.01125   0.005643         68        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
     43/499      4.32G     0.0141    0.01126   0.005636         75        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
     43/499      4.32G     0.0141    0.01126   0.005636         75        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
     43/499      4.32G     0.0141    0.01126   0.005646         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
     43/499      4.32G     0.0141    0.01126   0.005646         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     43/499      4.32G     0.0141    0.01125   0.005669         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
     43/499      4.32G     0.0141    0.01125   0.005669         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
     43/499      4.32G    0.01411    0.01126   0.005666         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
     43/499      4.32G    0.01411    0.01126   0.005666         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
     43/499      4.32G     0.0141    0.01125   0.005685         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
     43/499      4.32G     0.0141    0.01125   0.005685         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
     43/499      4.32G     0.0141    0.01124   0.005703         58        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
     43/499      4.32G     0.0141    0.01124   0.005703         58        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
     43/499      4.32G    0.01411    0.01125   0.005697         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     43/499      4.32G    0.01411    0.01125   0.005697         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     43/499      4.32G    0.01412    0.01126   0.005716         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     43/499      4.32G    0.01412    0.01126   0.005716         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     43/499      4.32G    0.01412    0.01126   0.005705         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     43/499      4.32G    0.01412    0.01126   0.005705         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     43/499      4.32G    0.01412    0.01125   0.005704         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     43/499      4.32G    0.01412    0.01125   0.005704         55        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     43/499      4.32G    0.01412    0.01125   0.005727         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     43/499      4.32G    0.01412    0.01125   0.005727         59        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     43/499      4.32G    0.01411    0.01125   0.005713         74        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     43/499      4.32G    0.01411    0.01125   0.005713         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     43/499      4.32G    0.01411    0.01124   0.005693         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     43/499      4.32G    0.01411    0.01124   0.005693         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     43/499      4.32G    0.01411    0.01124   0.005715         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     43/499      4.32G    0.01411    0.01124   0.005715         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     43/499      4.32G    0.01412    0.01125   0.005721         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     43/499      4.32G    0.01412    0.01125   0.005721         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     43/499      4.32G    0.01412    0.01127   0.005718         38        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     43/499      4.32G    0.01412    0.01127   0.005718         38        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
     43/499      4.32G    0.01412    0.01127   0.005718         38        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.805      0.871      0.846      0.706

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     44/499      4.32G    0.01583    0.01064   0.004609         55        640:   0%|          | 0/168 [00:00<?, ?it/s]
     44/499      4.32G    0.01583    0.01064   0.004609         55        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     44/499      4.32G    0.01557    0.01193   0.004442         76        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     44/499      4.32G    0.01557    0.01193   0.004442         76        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     44/499      4.32G    0.01585    0.01183   0.004047         59        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     44/499      4.32G    0.01585    0.01183   0.004047         59        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     44/499      4.32G    0.01565    0.01176   0.004102         72        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     44/499      4.32G    0.01565    0.01176   0.004102         72        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     44/499      4.32G    0.01556    0.01166    0.00446         70        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     44/499      4.32G    0.01556    0.01166    0.00446         70        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
     44/499      4.32G     0.0152    0.01137    0.00447         61        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
     44/499      4.32G     0.0152    0.01137    0.00447         61        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     44/499      4.32G    0.01524    0.01158   0.005051         71        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     44/499      4.32G    0.01524    0.01158   0.005051         71        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     44/499      4.32G    0.01502    0.01134   0.005152         63        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     44/499      4.32G    0.01502    0.01134   0.005152         63        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     44/499      4.32G    0.01477    0.01137   0.005097         68        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     44/499      4.32G    0.01477    0.01137   0.005097         68        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     44/499      4.32G    0.01466    0.01131   0.004996         67        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
     44/499      4.32G    0.01466    0.01131   0.004996         67        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     44/499      4.32G    0.01466     0.0114   0.004878         71        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     44/499      4.32G    0.01466     0.0114   0.004878         71        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     44/499      4.32G    0.01473     0.0112   0.004962         61        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     44/499      4.32G    0.01473     0.0112   0.004962         61        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
     44/499      4.32G    0.01465    0.01098   0.005447         53        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
     44/499      4.32G    0.01465    0.01098   0.005447         53        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     44/499      4.32G    0.01459      0.011   0.005352         68        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     44/499      4.32G    0.01459      0.011   0.005352         68        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
     44/499      4.32G     0.0147    0.01098   0.005272         58        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
     44/499      4.32G     0.0147    0.01098   0.005272         58        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     44/499      4.32G    0.01455    0.01087   0.005443         60        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     44/499      4.32G    0.01455    0.01087   0.005443         60        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     44/499      4.32G    0.01468    0.01089   0.005326         62        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     44/499      4.32G    0.01468    0.01089   0.005326         62        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     44/499      4.32G    0.01469    0.01087   0.005345         65        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     44/499      4.32G    0.01469    0.01087   0.005345         65        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
     44/499      4.32G    0.01469    0.01078   0.005588         43        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
     44/499      4.32G    0.01469    0.01078   0.005588         43        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
     44/499      4.32G    0.01472    0.01085   0.005799         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
     44/499      4.32G    0.01472    0.01085   0.005799         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     44/499      4.32G    0.01473    0.01094   0.005683         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     44/499      4.32G    0.01473    0.01094   0.005683         74        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     44/499      4.32G    0.01479    0.01096   0.005631         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     44/499      4.32G    0.01479    0.01096   0.005631         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     44/499      4.32G    0.01466    0.01095   0.005706         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     44/499      4.32G    0.01466    0.01095   0.005706         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     44/499      4.32G    0.01465    0.01103   0.005607         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     44/499      4.32G    0.01465    0.01103   0.005607         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     44/499      4.32G    0.01455    0.01101   0.005541         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     44/499      4.32G    0.01455    0.01101   0.005541         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
     44/499      4.32G    0.01446    0.01097   0.005482         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
     44/499      4.32G    0.01446    0.01097   0.005482         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
     44/499      4.32G    0.01444    0.01113   0.005464         79        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
     44/499      4.32G    0.01444    0.01113   0.005464         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
     44/499      4.32G    0.01458    0.01102   0.005698         50        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
     44/499      4.32G    0.01458    0.01102   0.005698         50        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     44/499      4.32G     0.0146    0.01095   0.005631         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     44/499      4.32G     0.0146    0.01095   0.005631         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     44/499      4.32G    0.01461    0.01099     0.0056         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     44/499      4.32G    0.01461    0.01099     0.0056         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     44/499      4.32G    0.01457     0.0111   0.005645         96        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     44/499      4.32G    0.01457     0.0111   0.005645         96        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
     44/499      4.32G    0.01459    0.01113   0.005582         70        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
     44/499      4.32G    0.01459    0.01113   0.005582         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     44/499      4.32G    0.01457     0.0111   0.005554         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     44/499      4.32G    0.01457     0.0111   0.005554         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     44/499      4.32G    0.01454    0.01108   0.005611         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     44/499      4.32G    0.01454    0.01108   0.005611         68        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     44/499      4.32G    0.01455    0.01119   0.005581         82        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     44/499      4.32G    0.01455    0.01119   0.005581         82        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     44/499      4.32G    0.01454    0.01122   0.005577         71        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     44/499      4.32G    0.01454    0.01122   0.005577         71        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
     44/499      4.32G    0.01455    0.01124   0.005573         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
     44/499      4.32G    0.01455    0.01124   0.005573         75        640:  22%|##2       | 37/168 [00:06<00:24,  5.25it/s]
     44/499      4.32G    0.01452    0.01118   0.005529         57        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     44/499      4.32G    0.01452    0.01118   0.005529         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
     44/499      4.32G    0.01456    0.01122   0.005497         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
     44/499      4.32G    0.01456    0.01122   0.005497         71        640:  23%|##3       | 39/168 [00:07<00:23,  5.41it/s]
     44/499      4.32G    0.01456    0.01123   0.005485         66        640:  23%|##3       | 39/168 [00:07<00:23,  5.41it/s]
     44/499      4.32G    0.01456    0.01123   0.005485         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     44/499      4.32G    0.01459    0.01127   0.005476         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     44/499      4.32G    0.01459    0.01127   0.005476         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.35it/s]
     44/499      4.32G     0.0146    0.01123   0.005437         55        640:  24%|##4       | 41/168 [00:07<00:23,  5.35it/s]
     44/499      4.32G     0.0146    0.01123   0.005437         55        640:  25%|##5       | 42/168 [00:07<00:23,  5.43it/s]
     44/499      4.32G    0.01458    0.01128   0.005445         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.43it/s]
     44/499      4.32G    0.01458    0.01128   0.005445         69        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     44/499      4.32G    0.01464    0.01132   0.005488         72        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     44/499      4.32G    0.01464    0.01132   0.005488         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
     44/499      4.32G    0.01461    0.01127   0.005452         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
     44/499      4.32G    0.01461    0.01127   0.005452         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
     44/499      4.32G     0.0146    0.01131   0.005464         77        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
     44/499      4.32G     0.0146    0.01131   0.005464         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
     44/499      4.32G    0.01454    0.01127   0.005431         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
     44/499      4.32G    0.01454    0.01127   0.005431         60        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
     44/499      4.32G    0.01453    0.01131   0.005487         74        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
     44/499      4.32G    0.01453    0.01131   0.005487         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     44/499      4.32G    0.01453    0.01143   0.005495         90        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     44/499      4.32G    0.01453    0.01143   0.005495         90        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
     44/499      4.32G    0.01459     0.0114   0.005521         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
     44/499      4.32G    0.01459     0.0114   0.005521         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     44/499      4.32G    0.01459    0.01142   0.005525         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     44/499      4.32G    0.01459    0.01142   0.005525         72        640:  30%|###       | 51/168 [00:09<00:22,  5.23it/s]
     44/499      4.32G     0.0146    0.01143   0.005511         71        640:  30%|###       | 51/168 [00:09<00:22,  5.23it/s]
     44/499      4.32G     0.0146    0.01143   0.005511         71        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
     44/499      4.32G    0.01459    0.01149   0.005586         89        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
     44/499      4.32G    0.01459    0.01149   0.005586         89        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     44/499      4.32G    0.01458    0.01147   0.005601         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     44/499      4.32G    0.01458    0.01147   0.005601         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     44/499      4.32G    0.01457    0.01148    0.00558         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     44/499      4.32G    0.01457    0.01148    0.00558         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     44/499      4.32G    0.01453    0.01147   0.005572         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
     44/499      4.32G    0.01453    0.01147   0.005572         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     44/499      4.32G    0.01453    0.01142   0.005611         45        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     44/499      4.32G    0.01453    0.01142   0.005611         45        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     44/499      4.32G    0.01451    0.01142   0.005609         81        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     44/499      4.32G    0.01451    0.01142   0.005609         81        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
     44/499      4.32G    0.01448    0.01142    0.00561         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     44/499      4.32G    0.01448    0.01142    0.00561         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     44/499      4.32G    0.01445     0.0114   0.005615         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     44/499      4.32G    0.01445     0.0114   0.005615         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     44/499      4.32G    0.01446    0.01141   0.005634         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     44/499      4.32G    0.01446    0.01141   0.005634         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     44/499      4.32G    0.01445    0.01147     0.0056         84        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     44/499      4.32G    0.01445    0.01147     0.0056         84        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     44/499      4.32G    0.01445    0.01151   0.005572         77        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     44/499      4.32G    0.01445    0.01151   0.005572         77        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     44/499      4.32G    0.01445    0.01152   0.005551         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     44/499      4.32G    0.01445    0.01152   0.005551         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     44/499      4.32G    0.01445    0.01156   0.005566         81        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     44/499      4.32G    0.01445    0.01156   0.005566         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     44/499      4.32G    0.01446    0.01154   0.005543         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     44/499      4.32G    0.01446    0.01154   0.005543         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     44/499      4.32G     0.0145    0.01153   0.005541         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
     44/499      4.32G     0.0145    0.01153   0.005541         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     44/499      4.32G    0.01451    0.01152   0.005531         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     44/499      4.32G    0.01451    0.01152   0.005531         62        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
     44/499      4.32G    0.01451    0.01149   0.005515         64        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     44/499      4.32G    0.01451    0.01149   0.005515         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     44/499      4.32G    0.01449    0.01146   0.005579         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     44/499      4.32G    0.01449    0.01146   0.005579         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     44/499      4.32G    0.01449    0.01148   0.005564         82        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     44/499      4.32G    0.01449    0.01148   0.005564         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     44/499      4.32G    0.01448    0.01148   0.005538         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     44/499      4.32G    0.01448    0.01148   0.005538         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     44/499      4.32G    0.01447    0.01145   0.005518         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     44/499      4.32G    0.01447    0.01145   0.005518         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     44/499      4.32G    0.01448    0.01146   0.005503         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     44/499      4.32G    0.01448    0.01146   0.005503         66        640:  44%|####4     | 74/168 [00:13<00:17,  5.29it/s]
     44/499      4.32G    0.01448    0.01147   0.005487         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     44/499      4.32G    0.01448    0.01147   0.005487         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     44/499      4.32G    0.01445    0.01147   0.005558         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     44/499      4.32G    0.01445    0.01147   0.005558         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     44/499      4.32G    0.01445     0.0115   0.005572         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     44/499      4.32G    0.01445     0.0115   0.005572         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     44/499      4.32G    0.01446    0.01155   0.005548         81        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     44/499      4.32G    0.01446    0.01155   0.005548         81        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     44/499      4.32G    0.01446    0.01153   0.005576         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     44/499      4.32G    0.01446    0.01153   0.005576         54        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
     44/499      4.32G    0.01445    0.01153   0.005559         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     44/499      4.32G    0.01445    0.01153   0.005559         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     44/499      4.32G    0.01444     0.0115   0.005587         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     44/499      4.32G    0.01444     0.0115   0.005587         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     44/499      4.32G    0.01445    0.01151   0.005586         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     44/499      4.32G    0.01445    0.01151   0.005586         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     44/499      4.32G    0.01444    0.01151   0.005589         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     44/499      4.32G    0.01444    0.01151   0.005589         72        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     44/499      4.32G    0.01443     0.0115   0.005564         64        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     44/499      4.32G    0.01443     0.0115   0.005564         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
     44/499      4.32G    0.01444    0.01149   0.005581         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     44/499      4.32G    0.01444    0.01149   0.005581         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     44/499      4.32G    0.01442    0.01148   0.005559         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     44/499      4.32G    0.01442    0.01148   0.005559         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     44/499      4.32G    0.01442    0.01146   0.005596         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     44/499      4.32G    0.01442    0.01146   0.005596         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     44/499      4.32G    0.01442    0.01146   0.005629         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     44/499      4.32G    0.01442    0.01146   0.005629         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     44/499      4.32G    0.01441    0.01145   0.005654         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     44/499      4.32G    0.01441    0.01145   0.005654         69        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
     44/499      4.32G     0.0144    0.01146   0.005649         60        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
     44/499      4.32G     0.0144    0.01146   0.005649         60        640:  54%|#####3    | 90/168 [00:16<00:14,  5.39it/s]
     44/499      4.32G    0.01439    0.01147   0.005689         87        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
     44/499      4.32G    0.01439    0.01147   0.005689         87        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     44/499      4.32G    0.01439    0.01147   0.005674         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     44/499      4.32G    0.01439    0.01147   0.005674         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     44/499      4.32G    0.01436    0.01146   0.005663         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     44/499      4.32G    0.01436    0.01146   0.005663         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     44/499      4.32G    0.01436    0.01146   0.005645         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     44/499      4.32G    0.01436    0.01146   0.005645         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     44/499      4.32G    0.01434    0.01146   0.005671         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     44/499      4.32G    0.01434    0.01146   0.005671         72        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
     44/499      4.32G    0.01436    0.01147    0.00568         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
     44/499      4.32G    0.01436    0.01147    0.00568         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     44/499      4.32G    0.01435    0.01144   0.005662         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     44/499      4.32G    0.01435    0.01144   0.005662         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     44/499      4.32G    0.01436    0.01142   0.005625         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     44/499      4.32G    0.01436    0.01142   0.005625         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     44/499      4.32G    0.01436    0.01145   0.005628         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     44/499      4.32G    0.01436    0.01145   0.005628         78        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     44/499      4.32G    0.01436    0.01144   0.005645         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     44/499      4.32G    0.01436    0.01144   0.005645         75        640:  60%|#####9    | 100/168 [00:18<00:13,  5.16it/s]
     44/499      4.32G    0.01435    0.01143   0.005634         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     44/499      4.32G    0.01435    0.01143   0.005634         61        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     44/499      4.32G    0.01435    0.01145   0.005629         71        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     44/499      4.32G    0.01435    0.01145   0.005629         71        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     44/499      4.32G    0.01434    0.01145   0.005616         74        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     44/499      4.32G    0.01434    0.01145   0.005616         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     44/499      4.32G    0.01433    0.01143   0.005608         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     44/499      4.32G    0.01433    0.01143   0.005608         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     44/499      4.32G    0.01433    0.01145    0.00564         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     44/499      4.32G    0.01433    0.01145    0.00564         80        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
     44/499      4.32G    0.01432    0.01147    0.00563         87        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     44/499      4.32G    0.01432    0.01147    0.00563         87        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     44/499      4.32G    0.01434    0.01145   0.005665         47        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     44/499      4.32G    0.01434    0.01145   0.005665         47        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     44/499      4.32G    0.01434    0.01147   0.005668         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     44/499      4.32G    0.01434    0.01147   0.005668         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     44/499      4.32G    0.01433    0.01145   0.005694         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     44/499      4.32G    0.01433    0.01145   0.005694         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     44/499      4.32G    0.01431    0.01146   0.005697         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     44/499      4.32G    0.01431    0.01146   0.005697         78        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     44/499      4.32G    0.01431    0.01146   0.005688         55        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     44/499      4.32G    0.01431    0.01146   0.005688         55        640:  66%|######6   | 111/168 [00:20<00:10,  5.36it/s]
     44/499      4.32G    0.01432    0.01146   0.005711         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     44/499      4.32G    0.01432    0.01146   0.005711         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     44/499      4.32G    0.01432    0.01147   0.005724         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     44/499      4.32G    0.01432    0.01147   0.005724         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     44/499      4.32G    0.01431    0.01144   0.005711         51        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     44/499      4.32G    0.01431    0.01144   0.005711         51        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     44/499      4.32G    0.01431    0.01145   0.005689         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     44/499      4.32G    0.01431    0.01145   0.005689         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     44/499      4.32G    0.01431    0.01147   0.005705         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     44/499      4.32G    0.01431    0.01147   0.005705         71        640:  69%|######9   | 116/168 [00:21<00:09,  5.31it/s]
     44/499      4.32G    0.01433    0.01146   0.005709         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     44/499      4.32G    0.01433    0.01146   0.005709         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     44/499      4.32G    0.01433    0.01147   0.005702         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     44/499      4.32G    0.01433    0.01147   0.005702         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     44/499      4.32G    0.01432    0.01148   0.005677         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     44/499      4.32G    0.01432    0.01148   0.005677         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     44/499      4.32G    0.01431    0.01147   0.005688         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     44/499      4.32G    0.01431    0.01147   0.005688         63        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     44/499      4.32G    0.01431    0.01145   0.005659         45        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     44/499      4.32G    0.01431    0.01145   0.005659         45        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     44/499      4.32G    0.01431    0.01147    0.00565         89        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     44/499      4.32G    0.01431    0.01147    0.00565         89        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     44/499      4.32G    0.01431    0.01147   0.005653         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     44/499      4.32G    0.01431    0.01147   0.005653         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     44/499      4.32G    0.01432    0.01145   0.005681         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     44/499      4.32G    0.01432    0.01145   0.005681         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     44/499      4.32G    0.01432    0.01148   0.005653         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     44/499      4.32G    0.01432    0.01148   0.005653         82        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     44/499      4.32G    0.01432    0.01148   0.005635         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     44/499      4.32G    0.01432    0.01148   0.005635         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
     44/499      4.32G    0.01432    0.01148   0.005638         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
     44/499      4.32G    0.01432    0.01148   0.005638         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     44/499      4.32G    0.01433    0.01151    0.00562         82        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     44/499      4.32G    0.01433    0.01151    0.00562         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
     44/499      4.32G    0.01431     0.0115   0.005625         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
     44/499      4.32G    0.01431     0.0115   0.005625         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     44/499      4.32G     0.0143    0.01148   0.005614         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     44/499      4.32G     0.0143    0.01148   0.005614         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
     44/499      4.32G    0.01428    0.01148   0.005602         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
     44/499      4.32G    0.01428    0.01148   0.005602         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
     44/499      4.32G    0.01428    0.01147   0.005658         58        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
     44/499      4.32G    0.01428    0.01147   0.005658         58        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
     44/499      4.32G    0.01428    0.01148   0.005678         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     44/499      4.32G    0.01428    0.01148   0.005678         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     44/499      4.32G    0.01428    0.01148   0.005661         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     44/499      4.32G    0.01428    0.01148   0.005661         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     44/499      4.32G    0.01428    0.01148   0.005659         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     44/499      4.32G    0.01428    0.01148   0.005659         59        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
     44/499      4.32G    0.01427    0.01147   0.005665         70        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
     44/499      4.32G    0.01427    0.01147   0.005665         70        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     44/499      4.32G    0.01427    0.01146   0.005675         52        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     44/499      4.32G    0.01427    0.01146   0.005675         52        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
     44/499      4.32G    0.01426    0.01146    0.00565         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
     44/499      4.32G    0.01426    0.01146    0.00565         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     44/499      4.32G    0.01425    0.01146   0.005625         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     44/499      4.32G    0.01425    0.01146   0.005625         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     44/499      4.32G    0.01426    0.01146   0.005606         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     44/499      4.32G    0.01426    0.01146   0.005606         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     44/499      4.32G    0.01427    0.01145    0.00562         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     44/499      4.32G    0.01427    0.01145    0.00562         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     44/499      4.32G    0.01426    0.01143   0.005597         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     44/499      4.32G    0.01426    0.01143   0.005597         72        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
     44/499      4.32G    0.01426    0.01144   0.005584         70        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     44/499      4.32G    0.01426    0.01144   0.005584         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     44/499      4.32G    0.01426    0.01145   0.005593         82        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     44/499      4.32G    0.01426    0.01145   0.005593         82        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     44/499      4.32G    0.01426    0.01145   0.005605         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     44/499      4.32G    0.01426    0.01145   0.005605         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     44/499      4.32G    0.01425    0.01145   0.005592         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     44/499      4.32G    0.01425    0.01145   0.005592         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     44/499      4.32G    0.01425    0.01144   0.005608         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     44/499      4.32G    0.01425    0.01144   0.005608         55        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
     44/499      4.32G    0.01424    0.01144   0.005605         68        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
     44/499      4.32G    0.01424    0.01144   0.005605         68        640:  88%|########8 | 148/168 [00:27<00:03,  5.18it/s]
     44/499      4.32G    0.01426    0.01145    0.00561         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     44/499      4.32G    0.01426    0.01145    0.00561         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     44/499      4.32G    0.01426    0.01145   0.005604         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     44/499      4.32G    0.01426    0.01145   0.005604         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     44/499      4.32G    0.01427    0.01148   0.005628         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     44/499      4.32G    0.01427    0.01148   0.005628         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     44/499      4.32G    0.01428    0.01147   0.005617         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     44/499      4.32G    0.01428    0.01147   0.005617         75        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     44/499      4.32G    0.01427    0.01146     0.0056         56        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     44/499      4.32G    0.01427    0.01146     0.0056         56        640:  91%|#########1| 153/168 [00:28<00:02,  5.34it/s]
     44/499      4.32G    0.01429    0.01146   0.005604         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     44/499      4.32G    0.01429    0.01146   0.005604         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     44/499      4.32G    0.01429    0.01146   0.005619         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     44/499      4.32G    0.01429    0.01146   0.005619         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     44/499      4.32G    0.01428    0.01146     0.0056         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     44/499      4.32G    0.01428    0.01146     0.0056         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     44/499      4.32G    0.01429    0.01146   0.005599         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     44/499      4.32G    0.01429    0.01146   0.005599         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     44/499      4.32G    0.01429    0.01147   0.005603         86        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     44/499      4.32G    0.01429    0.01147   0.005603         86        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     44/499      4.32G    0.01429    0.01144   0.005618         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     44/499      4.32G    0.01429    0.01144   0.005618         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     44/499      4.32G    0.01429    0.01146    0.00565         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     44/499      4.32G    0.01429    0.01146    0.00565         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     44/499      4.32G    0.01429    0.01145   0.005653         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     44/499      4.32G    0.01429    0.01145   0.005653         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     44/499      4.32G     0.0143    0.01146   0.005642         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     44/499      4.32G     0.0143    0.01146   0.005642         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     44/499      4.32G     0.0143    0.01145    0.00564         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     44/499      4.32G     0.0143    0.01145    0.00564         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
     44/499      4.32G     0.0143    0.01145   0.005651         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
     44/499      4.32G     0.0143    0.01145   0.005651         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     44/499      4.32G     0.0143    0.01145   0.005649         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     44/499      4.32G     0.0143    0.01145   0.005649         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     44/499      4.32G    0.01431    0.01146   0.005634         56        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     44/499      4.32G    0.01431    0.01146   0.005634         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     44/499      4.32G    0.01431    0.01145   0.005636         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     44/499      4.32G    0.01431    0.01145   0.005636         67        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     44/499      4.32G     0.0143    0.01145    0.00563         42        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     44/499      4.32G     0.0143    0.01145    0.00563         42        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     44/499      4.32G     0.0143    0.01145    0.00563         42        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.768      0.824      0.863      0.722

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     45/499      4.32G    0.01318    0.01036   0.006561         60        640:   0%|          | 0/168 [00:00<?, ?it/s]
     45/499      4.32G    0.01318    0.01036   0.006561         60        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     45/499      4.32G    0.01458    0.01059   0.006433         65        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     45/499      4.32G    0.01458    0.01059   0.006433         65        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     45/499      4.32G    0.01453    0.01006   0.007013         64        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     45/499      4.32G    0.01453    0.01006   0.007013         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     45/499      4.32G    0.01446    0.01077   0.006474         80        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     45/499      4.32G    0.01446    0.01077   0.006474         80        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
     45/499      4.32G    0.01479    0.01153   0.006888         74        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
     45/499      4.32G    0.01479    0.01153   0.006888         74        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
     45/499      4.32G    0.01438    0.01131   0.006646         61        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
     45/499      4.32G    0.01438    0.01131   0.006646         61        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
     45/499      4.32G    0.01451    0.01158    0.00624         68        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
     45/499      4.32G    0.01451    0.01158    0.00624         68        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     45/499      4.32G     0.0146    0.01136   0.005978         53        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     45/499      4.32G     0.0146    0.01136   0.005978         53        640:   5%|4         | 8/168 [00:01<00:29,  5.33it/s]
     45/499      4.32G    0.01454    0.01109   0.005776         63        640:   5%|4         | 8/168 [00:01<00:29,  5.33it/s]
     45/499      4.32G    0.01454    0.01109   0.005776         63        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     45/499      4.32G    0.01485    0.01107   0.005813         57        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     45/499      4.32G    0.01485    0.01107   0.005813         57        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
     45/499      4.32G    0.01492     0.0111   0.005817         73        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
     45/499      4.32G    0.01492     0.0111   0.005817         73        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     45/499      4.32G    0.01494    0.01106    0.00561         64        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
     45/499      4.32G    0.01494    0.01106    0.00561         64        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     45/499      4.32G    0.01476    0.01086   0.005463         57        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     45/499      4.32G    0.01476    0.01086   0.005463         57        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     45/499      4.32G    0.01479    0.01095   0.005362         69        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     45/499      4.32G    0.01479    0.01095   0.005362         69        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     45/499      4.32G    0.01475     0.0112   0.005255         91        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     45/499      4.32G    0.01475     0.0112   0.005255         91        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     45/499      4.32G    0.01472    0.01119   0.005315         66        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     45/499      4.32G    0.01472    0.01119   0.005315         66        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     45/499      4.32G    0.01476     0.0111   0.005375         54        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     45/499      4.32G    0.01476     0.0111   0.005375         54        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     45/499      4.32G     0.0148    0.01118   0.005784         67        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     45/499      4.32G     0.0148    0.01118   0.005784         67        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     45/499      4.32G    0.01471    0.01108   0.005611         63        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     45/499      4.32G    0.01471    0.01108   0.005611         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     45/499      4.32G    0.01466    0.01115    0.00559         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     45/499      4.32G    0.01466    0.01115    0.00559         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     45/499      4.32G    0.01472    0.01112    0.00539         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     45/499      4.32G    0.01472    0.01112    0.00539         65        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     45/499      4.32G    0.01469    0.01106   0.005389         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     45/499      4.32G    0.01469    0.01106   0.005389         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     45/499      4.32G    0.01475    0.01116   0.005516         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     45/499      4.32G    0.01475    0.01116   0.005516         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     45/499      4.32G    0.01471     0.0111   0.005501         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     45/499      4.32G    0.01471     0.0111   0.005501         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
     45/499      4.32G    0.01472    0.01107   0.005478         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
     45/499      4.32G    0.01472    0.01107   0.005478         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.27it/s]
     45/499      4.32G    0.01473    0.01107   0.005462         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.27it/s]
     45/499      4.32G    0.01473    0.01107   0.005462         68        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
     45/499      4.32G    0.01474    0.01112   0.005409         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
     45/499      4.32G    0.01474    0.01112   0.005409         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
     45/499      4.32G    0.01477    0.01109   0.005428         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
     45/499      4.32G    0.01477    0.01109   0.005428         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.26it/s]
     45/499      4.32G    0.01476    0.01108    0.00555         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.26it/s]
     45/499      4.32G    0.01476    0.01108    0.00555         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.35it/s]
     45/499      4.32G    0.01472    0.01103   0.005439         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.35it/s]
     45/499      4.32G    0.01472    0.01103   0.005439         63        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
     45/499      4.32G    0.01466    0.01094    0.00548         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
     45/499      4.32G    0.01466    0.01094    0.00548         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.25it/s]
     45/499      4.32G    0.01465    0.01098   0.005469         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.25it/s]
     45/499      4.32G    0.01465    0.01098   0.005469         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     45/499      4.32G    0.01471    0.01099   0.005569         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     45/499      4.32G    0.01471    0.01099   0.005569         59        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
     45/499      4.32G    0.01468    0.01091   0.005608         52        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
     45/499      4.32G    0.01468    0.01091   0.005608         52        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
     45/499      4.32G     0.0147    0.01097   0.005609         74        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
     45/499      4.32G     0.0147    0.01097   0.005609         74        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     45/499      4.32G    0.01463    0.01092   0.005584         65        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     45/499      4.32G    0.01463    0.01092   0.005584         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     45/499      4.32G    0.01464    0.01098   0.005534         71        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     45/499      4.32G    0.01464    0.01098   0.005534         71        640:  22%|##2       | 37/168 [00:06<00:24,  5.24it/s]
     45/499      4.32G     0.0146    0.01098   0.005458         72        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
     45/499      4.32G     0.0146    0.01098   0.005458         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.36it/s]
     45/499      4.32G    0.01463    0.01097   0.005438         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.36it/s]
     45/499      4.32G    0.01463    0.01097   0.005438         68        640:  23%|##3       | 39/168 [00:07<00:23,  5.41it/s]
     45/499      4.32G    0.01465    0.01096   0.005392         62        640:  23%|##3       | 39/168 [00:07<00:23,  5.41it/s]
     45/499      4.32G    0.01465    0.01096   0.005392         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
     45/499      4.32G    0.01461     0.0109   0.005345         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
     45/499      4.32G    0.01461     0.0109   0.005345         54        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     45/499      4.32G    0.01461    0.01089     0.0054         60        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     45/499      4.32G    0.01461    0.01089     0.0054         60        640:  25%|##5       | 42/168 [00:07<00:23,  5.43it/s]
     45/499      4.32G    0.01461     0.0109   0.005374         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.43it/s]
     45/499      4.32G    0.01461     0.0109   0.005374         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     45/499      4.32G    0.01459    0.01092   0.005316         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     45/499      4.32G    0.01459    0.01092   0.005316         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     45/499      4.32G    0.01461    0.01092   0.005354         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     45/499      4.32G    0.01461    0.01092   0.005354         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     45/499      4.32G    0.01459    0.01094   0.005309         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     45/499      4.32G    0.01459    0.01094   0.005309         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     45/499      4.32G     0.0146    0.01093   0.005368         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     45/499      4.32G     0.0146    0.01093   0.005368         60        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     45/499      4.32G     0.0146    0.01095   0.005387         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     45/499      4.32G     0.0146    0.01095   0.005387         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     45/499      4.32G    0.01455     0.0109   0.005411         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     45/499      4.32G    0.01455     0.0109   0.005411         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
     45/499      4.32G    0.01459    0.01091   0.005475         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
     45/499      4.32G    0.01459    0.01091   0.005475         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     45/499      4.32G    0.01457    0.01092   0.005434         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     45/499      4.32G    0.01457    0.01092   0.005434         71        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
     45/499      4.32G    0.01457    0.01094    0.00539         74        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
     45/499      4.32G    0.01457    0.01094    0.00539         74        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     45/499      4.32G    0.01454    0.01088   0.005423         61        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     45/499      4.32G    0.01454    0.01088   0.005423         61        640:  32%|###1      | 53/168 [00:09<00:21,  5.31it/s]
     45/499      4.32G    0.01453    0.01093   0.005356         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     45/499      4.32G    0.01453    0.01093   0.005356         79        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     45/499      4.32G    0.01452    0.01093   0.005372         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     45/499      4.32G    0.01452    0.01093   0.005372         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     45/499      4.32G     0.0145    0.01094   0.005314         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     45/499      4.32G     0.0145    0.01094   0.005314         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     45/499      4.32G    0.01453    0.01099   0.005291         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     45/499      4.32G    0.01453    0.01099   0.005291         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     45/499      4.32G    0.01453    0.01106   0.005261         87        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     45/499      4.32G    0.01453    0.01106   0.005261         87        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
     45/499      4.32G    0.01456    0.01103   0.005252         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     45/499      4.32G    0.01456    0.01103   0.005252         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     45/499      4.32G    0.01453    0.01101   0.005298         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     45/499      4.32G    0.01453    0.01101   0.005298         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     45/499      4.32G    0.01455    0.01101   0.005259         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     45/499      4.32G    0.01455    0.01101   0.005259         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     45/499      4.32G    0.01458    0.01097    0.00525         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     45/499      4.32G    0.01458    0.01097    0.00525         63        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     45/499      4.32G    0.01461    0.01098    0.00524         68        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
     45/499      4.32G    0.01461    0.01098    0.00524         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     45/499      4.32G    0.01461    0.01098   0.005253         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     45/499      4.32G    0.01461    0.01098   0.005253         66        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     45/499      4.32G    0.01459    0.01097   0.005241         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     45/499      4.32G    0.01459    0.01097   0.005241         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     45/499      4.32G    0.01457    0.01097   0.005202         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     45/499      4.32G    0.01457    0.01097   0.005202         74        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
     45/499      4.32G    0.01456      0.011   0.005205         73        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
     45/499      4.32G    0.01456      0.011   0.005205         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     45/499      4.32G    0.01454    0.01102   0.005159         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     45/499      4.32G    0.01454    0.01102   0.005159         75        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     45/499      4.32G    0.01454    0.01102   0.005143         60        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     45/499      4.32G    0.01454    0.01102   0.005143         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
     45/499      4.32G    0.01452    0.01102   0.005195         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
     45/499      4.32G    0.01452    0.01102   0.005195         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     45/499      4.32G    0.01451      0.011   0.005165         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     45/499      4.32G    0.01451      0.011   0.005165         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     45/499      4.32G     0.0145      0.011   0.005174         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     45/499      4.32G     0.0145      0.011   0.005174         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     45/499      4.32G     0.0145    0.01103   0.005154         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     45/499      4.32G     0.0145    0.01103   0.005154         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     45/499      4.32G     0.0145    0.01104   0.005137         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     45/499      4.32G     0.0145    0.01104   0.005137         58        640:  44%|####4     | 74/168 [00:13<00:17,  5.31it/s]
     45/499      4.32G    0.01448    0.01104   0.005132         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     45/499      4.32G    0.01448    0.01104   0.005132         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
     45/499      4.32G     0.0145    0.01102   0.005192         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
     45/499      4.32G     0.0145    0.01102   0.005192         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     45/499      4.32G    0.01448    0.01102   0.005205         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     45/499      4.32G    0.01448    0.01102   0.005205         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.34it/s]
     45/499      4.32G    0.01446    0.01102   0.005222         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.34it/s]
     45/499      4.32G    0.01446    0.01102   0.005222         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
     45/499      4.32G    0.01449    0.01101   0.005186         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
     45/499      4.32G    0.01449    0.01101   0.005186         57        640:  47%|####7     | 79/168 [00:14<00:16,  5.27it/s]
     45/499      4.32G    0.01446    0.01103   0.005176         71        640:  47%|####7     | 79/168 [00:15<00:16,  5.27it/s]
     45/499      4.32G    0.01446    0.01103   0.005176         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.36it/s]
     45/499      4.32G    0.01446    0.01107   0.005218         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.36it/s]
     45/499      4.32G    0.01446    0.01107   0.005218         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.42it/s]
     45/499      4.32G    0.01445    0.01106   0.005227         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.42it/s]
     45/499      4.32G    0.01445    0.01106   0.005227         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
     45/499      4.32G    0.01445    0.01105   0.005335         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
     45/499      4.32G    0.01445    0.01105   0.005335         59        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
     45/499      4.32G    0.01446    0.01108   0.005328         70        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
     45/499      4.32G    0.01446    0.01108   0.005328         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
     45/499      4.32G    0.01443    0.01109   0.005342         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
     45/499      4.32G    0.01443    0.01109   0.005342         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     45/499      4.32G    0.01442    0.01106   0.005411         54        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     45/499      4.32G    0.01442    0.01106   0.005411         54        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     45/499      4.32G    0.01441    0.01105    0.00538         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     45/499      4.32G    0.01441    0.01105    0.00538         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     45/499      4.32G     0.0144    0.01104   0.005335         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     45/499      4.32G     0.0144    0.01104   0.005335         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     45/499      4.32G    0.01437    0.01102   0.005329         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     45/499      4.32G    0.01437    0.01102   0.005329         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     45/499      4.32G    0.01435    0.01102   0.005316         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     45/499      4.32G    0.01435    0.01102   0.005316         66        640:  54%|#####3    | 90/168 [00:16<00:14,  5.39it/s]
     45/499      4.32G    0.01434    0.01101   0.005304         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
     45/499      4.32G    0.01434    0.01101   0.005304         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     45/499      4.32G    0.01434    0.01102   0.005333         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     45/499      4.32G    0.01434    0.01102   0.005333         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     45/499      4.32G    0.01435    0.01104   0.005374         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     45/499      4.32G    0.01435    0.01104   0.005374         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     45/499      4.32G    0.01434    0.01101   0.005405         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     45/499      4.32G    0.01434    0.01101   0.005405         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     45/499      4.32G    0.01434    0.01101   0.005415         58        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     45/499      4.32G    0.01434    0.01101   0.005415         58        640:  57%|#####6    | 95/168 [00:17<00:13,  5.27it/s]
     45/499      4.32G    0.01433    0.01103   0.005412         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     45/499      4.32G    0.01433    0.01103   0.005412         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     45/499      4.32G    0.01431      0.011   0.005394         53        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
     45/499      4.32G    0.01431      0.011   0.005394         53        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     45/499      4.32G    0.01431      0.011   0.005377         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     45/499      4.32G    0.01431      0.011   0.005377         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     45/499      4.32G     0.0143      0.011   0.005374         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
     45/499      4.32G     0.0143      0.011   0.005374         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     45/499      4.32G    0.01428    0.01101   0.005368         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     45/499      4.32G    0.01428    0.01101   0.005368         74        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
     45/499      4.32G    0.01426    0.01099   0.005376         59        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
     45/499      4.32G    0.01426    0.01099   0.005376         59        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     45/499      4.32G    0.01425    0.01101   0.005403         72        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     45/499      4.32G    0.01425    0.01101   0.005403         72        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     45/499      4.32G    0.01425    0.01101   0.005398         70        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     45/499      4.32G    0.01425    0.01101   0.005398         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
     45/499      4.32G    0.01424    0.01104   0.005396         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
     45/499      4.32G    0.01424    0.01104   0.005396         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     45/499      4.32G    0.01424    0.01103   0.005373         55        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     45/499      4.32G    0.01424    0.01103   0.005373         55        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
     45/499      4.32G    0.01423    0.01101   0.005403         54        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     45/499      4.32G    0.01423    0.01101   0.005403         54        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     45/499      4.32G    0.01421      0.011     0.0054         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     45/499      4.32G    0.01421      0.011     0.0054         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     45/499      4.32G    0.01425    0.01099   0.005404         52        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     45/499      4.32G    0.01425    0.01099   0.005404         52        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     45/499      4.32G    0.01423    0.01099   0.005434         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     45/499      4.32G    0.01423    0.01099   0.005434         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     45/499      4.32G    0.01422    0.01099   0.005437         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     45/499      4.32G    0.01422    0.01099   0.005437         68        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     45/499      4.32G    0.01421    0.01098   0.005413         62        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     45/499      4.32G    0.01421    0.01098   0.005413         62        640:  66%|######6   | 111/168 [00:20<00:10,  5.35it/s]
     45/499      4.32G    0.01422      0.011   0.005419         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     45/499      4.32G    0.01422      0.011   0.005419         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     45/499      4.32G    0.01421    0.01103   0.005417         84        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     45/499      4.32G    0.01421    0.01103   0.005417         84        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     45/499      4.32G    0.01421    0.01106   0.005413         80        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     45/499      4.32G    0.01421    0.01106   0.005413         80        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     45/499      4.32G     0.0142    0.01105   0.005424         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     45/499      4.32G     0.0142    0.01105   0.005424         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     45/499      4.32G    0.01419    0.01104   0.005398         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     45/499      4.32G    0.01419    0.01104   0.005398         68        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
     45/499      4.32G    0.01417    0.01104   0.005401         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     45/499      4.32G    0.01417    0.01104   0.005401         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     45/499      4.32G    0.01415    0.01103   0.005381         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     45/499      4.32G    0.01415    0.01103   0.005381         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     45/499      4.32G    0.01414    0.01103   0.005386         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     45/499      4.32G    0.01414    0.01103   0.005386         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
     45/499      4.32G    0.01413    0.01102   0.005398         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
     45/499      4.32G    0.01413    0.01102   0.005398         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     45/499      4.32G    0.01413    0.01106   0.005399         91        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     45/499      4.32G    0.01413    0.01106   0.005399         91        640:  72%|#######2  | 121/168 [00:22<00:08,  5.23it/s]
     45/499      4.32G    0.01412    0.01108   0.005394         84        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
     45/499      4.32G    0.01412    0.01108   0.005394         84        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
     45/499      4.32G    0.01412    0.01108    0.00542         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
     45/499      4.32G    0.01412    0.01108    0.00542         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     45/499      4.32G    0.01412    0.01108   0.005392         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     45/499      4.32G    0.01412    0.01108   0.005392         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     45/499      4.32G    0.01411    0.01106   0.005416         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     45/499      4.32G    0.01411    0.01106   0.005416         55        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     45/499      4.32G    0.01409    0.01106   0.005409         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     45/499      4.32G    0.01409    0.01106   0.005409         58        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
     45/499      4.32G     0.0141    0.01106   0.005414         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
     45/499      4.32G     0.0141    0.01106   0.005414         66        640:  76%|#######5  | 127/168 [00:23<00:07,  5.21it/s]
     45/499      4.32G    0.01411    0.01107   0.005425         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
     45/499      4.32G    0.01411    0.01107   0.005425         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
     45/499      4.32G     0.0141    0.01105    0.00542         54        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
     45/499      4.32G     0.0141    0.01105    0.00542         54        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     45/499      4.32G    0.01411    0.01104     0.0054         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     45/499      4.32G    0.01411    0.01104     0.0054         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     45/499      4.32G    0.01411    0.01103   0.005419         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     45/499      4.32G    0.01411    0.01103   0.005419         58        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     45/499      4.32G    0.01411    0.01101   0.005446         52        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     45/499      4.32G    0.01411    0.01101   0.005446         52        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
     45/499      4.32G     0.0141    0.01102   0.005451         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     45/499      4.32G     0.0141    0.01102   0.005451         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     45/499      4.32G     0.0141    0.01103   0.005445         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     45/499      4.32G     0.0141    0.01103   0.005445         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     45/499      4.32G    0.01408    0.01105   0.005435         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     45/499      4.32G    0.01408    0.01105   0.005435         82        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     45/499      4.32G    0.01408    0.01107   0.005432         72        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     45/499      4.32G    0.01408    0.01107   0.005432         72        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     45/499      4.32G    0.01407    0.01107   0.005437         63        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     45/499      4.32G    0.01407    0.01107   0.005437         63        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
     45/499      4.32G    0.01406    0.01107   0.005424         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
     45/499      4.32G    0.01406    0.01107   0.005424         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     45/499      4.32G    0.01406    0.01107   0.005453         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     45/499      4.32G    0.01406    0.01107   0.005453         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
     45/499      4.32G    0.01405    0.01107   0.005443         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
     45/499      4.32G    0.01405    0.01107   0.005443         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     45/499      4.32G    0.01406    0.01108   0.005446         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
     45/499      4.32G    0.01406    0.01108   0.005446         71        640:  84%|########3 | 141/168 [00:26<00:04,  5.42it/s]
     45/499      4.32G    0.01406    0.01109   0.005443         77        640:  84%|########3 | 141/168 [00:26<00:04,  5.42it/s]
     45/499      4.32G    0.01406    0.01109   0.005443         77        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
     45/499      4.32G    0.01407     0.0111   0.005452         67        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
     45/499      4.32G    0.01407     0.0111   0.005452         67        640:  85%|########5 | 143/168 [00:26<00:04,  5.35it/s]
     45/499      4.32G    0.01408    0.01112   0.005474         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.35it/s]
     45/499      4.32G    0.01408    0.01112   0.005474         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
     45/499      4.32G    0.01408    0.01112   0.005456         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
     45/499      4.32G    0.01408    0.01112   0.005456         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
     45/499      4.32G    0.01407    0.01113   0.005484         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
     45/499      4.32G    0.01407    0.01113   0.005484         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     45/499      4.32G    0.01407    0.01113   0.005487         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     45/499      4.32G    0.01407    0.01113   0.005487         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
     45/499      4.32G    0.01407    0.01112   0.005464         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
     45/499      4.32G    0.01407    0.01112   0.005464         62        640:  88%|########8 | 148/168 [00:27<00:03,  5.17it/s]
     45/499      4.32G    0.01407    0.01114   0.005461         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     45/499      4.32G    0.01407    0.01114   0.005461         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     45/499      4.32G    0.01407    0.01113   0.005502         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     45/499      4.32G    0.01407    0.01113   0.005502         55        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     45/499      4.32G    0.01408    0.01114   0.005504         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     45/499      4.32G    0.01408    0.01114   0.005504         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     45/499      4.32G    0.01408    0.01113   0.005515         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     45/499      4.32G    0.01408    0.01113   0.005515         61        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     45/499      4.32G     0.0141    0.01112   0.005506         42        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     45/499      4.32G     0.0141    0.01112   0.005506         42        640:  91%|#########1| 153/168 [00:28<00:02,  5.35it/s]
     45/499      4.32G    0.01409    0.01112   0.005505         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     45/499      4.32G    0.01409    0.01112   0.005505         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     45/499      4.32G    0.01408    0.01115   0.005499         88        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     45/499      4.32G    0.01408    0.01115   0.005499         88        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     45/499      4.32G     0.0141    0.01114   0.005505         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     45/499      4.32G     0.0141    0.01114   0.005505         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     45/499      4.32G    0.01409    0.01113   0.005528         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     45/499      4.32G    0.01409    0.01113   0.005528         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     45/499      4.32G    0.01409    0.01114   0.005535         78        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     45/499      4.32G    0.01409    0.01114   0.005535         78        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
     45/499      4.32G     0.0141    0.01113   0.005514         59        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
     45/499      4.32G     0.0141    0.01113   0.005514         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     45/499      4.32G    0.01409    0.01113   0.005518         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     45/499      4.32G    0.01409    0.01113   0.005518         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     45/499      4.32G    0.01409    0.01114    0.00551         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     45/499      4.32G    0.01409    0.01114    0.00551         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     45/499      4.32G     0.0141    0.01113   0.005533         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     45/499      4.32G     0.0141    0.01113   0.005533         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     45/499      4.32G    0.01409    0.01114   0.005525         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     45/499      4.32G    0.01409    0.01114   0.005525         66        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
     45/499      4.32G     0.0141    0.01113   0.005525         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
     45/499      4.32G     0.0141    0.01113   0.005525         58        640:  98%|#########7| 164/168 [00:30<00:00,  5.33it/s]
     45/499      4.32G    0.01411    0.01113   0.005564         55        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
     45/499      4.32G    0.01411    0.01113   0.005564         55        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
     45/499      4.32G    0.01412    0.01113   0.005556         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
     45/499      4.32G    0.01412    0.01113   0.005556         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
     45/499      4.32G    0.01412    0.01113   0.005557         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
     45/499      4.32G    0.01412    0.01113   0.005557         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.34it/s]
     45/499      4.32G    0.01412    0.01113   0.005554         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.34it/s]
     45/499      4.32G    0.01412    0.01113   0.005554         35        640: 100%|##########| 168/168 [00:31<00:00,  5.52it/s]
     45/499      4.32G    0.01412    0.01113   0.005554         35        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.762      0.816      0.818      0.705

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     46/499      4.32G    0.01243    0.01103   0.005038         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
     46/499      4.32G    0.01243    0.01103   0.005038         73        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     46/499      4.32G    0.01409    0.01078   0.006317         61        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     46/499      4.32G    0.01409    0.01078   0.006317         61        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     46/499      4.32G     0.0142    0.01075   0.006308         70        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     46/499      4.32G     0.0142    0.01075   0.006308         70        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     46/499      4.32G    0.01411    0.01031    0.00673         55        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     46/499      4.32G    0.01411    0.01031    0.00673         55        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     46/499      4.32G    0.01384   0.009963    0.00696         60        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     46/499      4.32G    0.01384   0.009963    0.00696         60        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
     46/499      4.32G    0.01388   0.009899   0.006872         69        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
     46/499      4.32G    0.01388   0.009899   0.006872         69        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
     46/499      4.32G    0.01394   0.009925   0.006608         60        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
     46/499      4.32G    0.01394   0.009925   0.006608         60        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     46/499      4.32G    0.01462    0.01005   0.007102         54        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     46/499      4.32G    0.01462    0.01005   0.007102         54        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     46/499      4.32G    0.01455    0.01017    0.00702         74        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     46/499      4.32G    0.01455    0.01017    0.00702         74        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     46/499      4.32G    0.01442    0.01023   0.007142         66        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     46/499      4.32G    0.01442    0.01023   0.007142         66        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
     46/499      4.32G    0.01421    0.01018   0.006714         68        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
     46/499      4.32G    0.01421    0.01018   0.006714         68        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     46/499      4.32G    0.01437     0.0103   0.006839         64        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     46/499      4.32G    0.01437     0.0103   0.006839         64        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     46/499      4.32G    0.01439    0.01048   0.006885         76        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     46/499      4.32G    0.01439    0.01048   0.006885         76        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     46/499      4.32G    0.01436    0.01054   0.006769         76        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     46/499      4.32G    0.01436    0.01054   0.006769         76        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     46/499      4.32G    0.01434    0.01064   0.006744         68        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     46/499      4.32G    0.01434    0.01064   0.006744         68        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
     46/499      4.32G    0.01429    0.01072   0.006859         75        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
     46/499      4.32G    0.01429    0.01072   0.006859         75        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     46/499      4.32G    0.01441    0.01096   0.006705         74        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     46/499      4.32G    0.01441    0.01096   0.006705         74        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     46/499      4.32G     0.0144    0.01094   0.006601         69        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     46/499      4.32G     0.0144    0.01094   0.006601         69        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
     46/499      4.32G    0.01443    0.01095   0.006701         65        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
     46/499      4.32G    0.01443    0.01095   0.006701         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     46/499      4.32G    0.01436    0.01101   0.006565         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     46/499      4.32G    0.01436    0.01101   0.006565         74        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     46/499      4.32G     0.0143    0.01113   0.006459         83        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     46/499      4.32G     0.0143    0.01113   0.006459         83        640:  12%|#2        | 21/168 [00:03<00:27,  5.39it/s]
     46/499      4.32G    0.01424    0.01116   0.006517         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.39it/s]
     46/499      4.32G    0.01424    0.01116   0.006517         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
     46/499      4.32G    0.01412    0.01121   0.006469         63        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
     46/499      4.32G    0.01412    0.01121   0.006469         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     46/499      4.32G    0.01413    0.01117    0.00641         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     46/499      4.32G    0.01413    0.01117    0.00641         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     46/499      4.32G    0.01404    0.01116   0.006225         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     46/499      4.32G    0.01404    0.01116   0.006225         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     46/499      4.32G    0.01398    0.01121   0.006251         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     46/499      4.32G    0.01398    0.01121   0.006251         72        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     46/499      4.32G    0.01402    0.01129   0.006224         74        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     46/499      4.32G    0.01402    0.01129   0.006224         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     46/499      4.32G      0.014     0.0113   0.006208         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     46/499      4.32G      0.014     0.0113   0.006208         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     46/499      4.32G    0.01403    0.01126   0.006211         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     46/499      4.32G    0.01403    0.01126   0.006211         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     46/499      4.32G    0.01401    0.01127    0.00612         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     46/499      4.32G    0.01401    0.01127    0.00612         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     46/499      4.32G    0.01399    0.01132   0.006171         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     46/499      4.32G    0.01399    0.01132   0.006171         80        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     46/499      4.32G    0.01394    0.01129   0.006201         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     46/499      4.32G    0.01394    0.01129   0.006201         75        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     46/499      4.32G    0.01394    0.01134   0.006158         70        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     46/499      4.32G    0.01394    0.01134   0.006158         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
     46/499      4.32G    0.01397    0.01127   0.006079         52        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
     46/499      4.32G    0.01397    0.01127   0.006079         52        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     46/499      4.32G    0.01393    0.01125   0.006191         67        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     46/499      4.32G    0.01393    0.01125   0.006191         67        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     46/499      4.32G    0.01392     0.0113   0.006077         74        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     46/499      4.32G    0.01392     0.0113   0.006077         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     46/499      4.32G     0.0139    0.01131   0.006061         69        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     46/499      4.32G     0.0139    0.01131   0.006061         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     46/499      4.32G    0.01388    0.01138   0.005998         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     46/499      4.32G    0.01388    0.01138   0.005998         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     46/499      4.32G    0.01385    0.01138   0.005941         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     46/499      4.32G    0.01385    0.01138   0.005941         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     46/499      4.32G    0.01386    0.01134   0.005843         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     46/499      4.32G    0.01386    0.01134   0.005843         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     46/499      4.32G    0.01382    0.01132   0.005887         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     46/499      4.32G    0.01382    0.01132   0.005887         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     46/499      4.32G     0.0139    0.01133    0.00594         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     46/499      4.32G     0.0139    0.01133    0.00594         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
     46/499      4.32G     0.0139    0.01129   0.005889         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
     46/499      4.32G     0.0139    0.01129   0.005889         59        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
     46/499      4.32G    0.01386    0.01125   0.005785         54        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
     46/499      4.32G    0.01386    0.01125   0.005785         54        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     46/499      4.32G    0.01381    0.01123   0.005765         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     46/499      4.32G    0.01381    0.01123   0.005765         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
     46/499      4.32G    0.01383    0.01124   0.005796         72        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
     46/499      4.32G    0.01383    0.01124   0.005796         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     46/499      4.32G    0.01384    0.01128   0.005774         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     46/499      4.32G    0.01384    0.01128   0.005774         75        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     46/499      4.32G    0.01386    0.01132   0.005807         83        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     46/499      4.32G    0.01386    0.01132   0.005807         83        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     46/499      4.32G    0.01386    0.01136   0.005797         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     46/499      4.32G    0.01386    0.01136   0.005797         76        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     46/499      4.32G    0.01388    0.01134   0.005754         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     46/499      4.32G    0.01388    0.01134   0.005754         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     46/499      4.32G    0.01387    0.01136   0.005817         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     46/499      4.32G    0.01387    0.01136   0.005817         66        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     46/499      4.32G    0.01387    0.01136   0.005824         79        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     46/499      4.32G    0.01387    0.01136   0.005824         79        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
     46/499      4.32G    0.01387    0.01141   0.005814         72        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
     46/499      4.32G    0.01387    0.01141   0.005814         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     46/499      4.32G    0.01388    0.01139   0.005841         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
     46/499      4.32G    0.01388    0.01139   0.005841         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     46/499      4.32G    0.01389    0.01137   0.005774         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     46/499      4.32G    0.01389    0.01137   0.005774         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     46/499      4.32G    0.01385    0.01135    0.00577         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     46/499      4.32G    0.01385    0.01135    0.00577         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     46/499      4.32G    0.01385    0.01139   0.005755         82        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     46/499      4.32G    0.01385    0.01139   0.005755         82        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
     46/499      4.32G    0.01386    0.01143   0.005739         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
     46/499      4.32G    0.01386    0.01143   0.005739         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     46/499      4.32G    0.01386    0.01144   0.005821         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     46/499      4.32G    0.01386    0.01144   0.005821         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     46/499      4.32G    0.01389    0.01142   0.005785         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     46/499      4.32G    0.01389    0.01142   0.005785         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     46/499      4.32G    0.01389    0.01139   0.005827         48        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     46/499      4.32G    0.01389    0.01139   0.005827         48        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     46/499      4.32G    0.01388    0.01139   0.005856         77        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     46/499      4.32G    0.01388    0.01139   0.005856         77        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
     46/499      4.32G    0.01392    0.01143   0.005873         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
     46/499      4.32G    0.01392    0.01143   0.005873         79        640:  38%|###7      | 63/168 [00:11<00:19,  5.28it/s]
     46/499      4.32G    0.01391    0.01143   0.005829         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     46/499      4.32G    0.01391    0.01143   0.005829         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
     46/499      4.32G    0.01394    0.01141   0.005841         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
     46/499      4.32G    0.01394    0.01141   0.005841         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.17it/s]
     46/499      4.32G    0.01392    0.01138   0.005844         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.17it/s]
     46/499      4.32G    0.01392    0.01138   0.005844         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
     46/499      4.32G    0.01393     0.0114   0.005825         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
     46/499      4.32G    0.01393     0.0114   0.005825         80        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     46/499      4.32G    0.01393    0.01143   0.005799         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     46/499      4.32G    0.01393    0.01143   0.005799         73        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
     46/499      4.32G    0.01394    0.01141   0.005795         61        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     46/499      4.32G    0.01394    0.01141   0.005795         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.22it/s]
     46/499      4.32G    0.01393    0.01137    0.00575         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.22it/s]
     46/499      4.32G    0.01393    0.01137    0.00575         54        640:  42%|####1     | 70/168 [00:13<00:19,  5.11it/s]
     46/499      4.32G    0.01391    0.01136   0.005697         67        640:  42%|####1     | 70/168 [00:13<00:19,  5.11it/s]
     46/499      4.32G    0.01391    0.01136   0.005697         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     46/499      4.32G    0.01392    0.01136   0.005649         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     46/499      4.32G    0.01392    0.01136   0.005649         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     46/499      4.32G    0.01395    0.01133   0.005634         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     46/499      4.32G    0.01395    0.01133   0.005634         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.11it/s]
     46/499      4.32G    0.01395    0.01133     0.0056         73        640:  43%|####3     | 73/168 [00:14<00:18,  5.11it/s]
     46/499      4.32G    0.01395    0.01133     0.0056         73        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     46/499      4.32G    0.01395    0.01133    0.00559         67        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     46/499      4.32G    0.01395    0.01133    0.00559         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     46/499      4.32G    0.01392    0.01132   0.005616         83        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     46/499      4.32G    0.01392    0.01132   0.005616         83        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
     46/499      4.32G    0.01392    0.01132   0.005598         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
     46/499      4.32G    0.01392    0.01132   0.005598         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     46/499      4.32G    0.01394    0.01132   0.005591         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     46/499      4.32G    0.01394    0.01132   0.005591         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     46/499      4.32G    0.01393    0.01134   0.005552         74        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
     46/499      4.32G    0.01393    0.01134   0.005552         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     46/499      4.32G    0.01392    0.01133   0.005607         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     46/499      4.32G    0.01392    0.01133   0.005607         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     46/499      4.32G    0.01391    0.01132   0.005652         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     46/499      4.32G    0.01391    0.01132   0.005652         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     46/499      4.32G    0.01392    0.01131   0.005628         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     46/499      4.32G    0.01392    0.01131   0.005628         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     46/499      4.32G    0.01392    0.01132   0.005633         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     46/499      4.32G    0.01392    0.01132   0.005633         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     46/499      4.32G    0.01391    0.01131   0.005616         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     46/499      4.32G    0.01391    0.01131   0.005616         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     46/499      4.32G    0.01391     0.0113   0.005606         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     46/499      4.32G    0.01391     0.0113   0.005606         61        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     46/499      4.32G     0.0139     0.0113   0.005569         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     46/499      4.32G     0.0139     0.0113   0.005569         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     46/499      4.32G    0.01391    0.01129   0.005611         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     46/499      4.32G    0.01391    0.01129   0.005611         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     46/499      4.32G    0.01392    0.01127    0.00559         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     46/499      4.32G    0.01392    0.01127    0.00559         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     46/499      4.32G     0.0139    0.01126   0.005567         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     46/499      4.32G     0.0139    0.01126   0.005567         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     46/499      4.32G     0.0139    0.01125   0.005568         54        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     46/499      4.32G     0.0139    0.01125   0.005568         54        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     46/499      4.32G     0.0139    0.01124   0.005564         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     46/499      4.32G     0.0139    0.01124   0.005564         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     46/499      4.32G    0.01391    0.01125    0.00554         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     46/499      4.32G    0.01391    0.01125    0.00554         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     46/499      4.32G    0.01388     0.0112   0.005516         44        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     46/499      4.32G    0.01388     0.0112   0.005516         44        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     46/499      4.32G    0.01388    0.01123    0.00548         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     46/499      4.32G    0.01388    0.01123    0.00548         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     46/499      4.32G    0.01386    0.01123   0.005454         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     46/499      4.32G    0.01386    0.01123   0.005454         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     46/499      4.32G    0.01388    0.01125    0.00544         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     46/499      4.32G    0.01388    0.01125    0.00544         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     46/499      4.32G    0.01387    0.01123   0.005414         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     46/499      4.32G    0.01387    0.01123   0.005414         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     46/499      4.32G    0.01386    0.01123   0.005409         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     46/499      4.32G    0.01386    0.01123   0.005409         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     46/499      4.32G    0.01385    0.01124   0.005406         86        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     46/499      4.32G    0.01385    0.01124   0.005406         86        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     46/499      4.32G    0.01385    0.01124    0.00543         66        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
     46/499      4.32G    0.01385    0.01124    0.00543         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     46/499      4.32G    0.01385    0.01124   0.005441         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     46/499      4.32G    0.01385    0.01124   0.005441         75        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     46/499      4.32G    0.01387    0.01126   0.005421         72        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     46/499      4.32G    0.01387    0.01126   0.005421         72        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     46/499      4.32G     0.0139    0.01126     0.0055         57        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     46/499      4.32G     0.0139    0.01126     0.0055         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     46/499      4.32G    0.01387    0.01124   0.005461         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     46/499      4.32G    0.01387    0.01124   0.005461         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     46/499      4.32G    0.01387    0.01125   0.005426         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     46/499      4.32G    0.01387    0.01125   0.005426         76        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
     46/499      4.32G    0.01387    0.01123   0.005454         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     46/499      4.32G    0.01387    0.01123   0.005454         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     46/499      4.32G    0.01387    0.01125   0.005452         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     46/499      4.32G    0.01387    0.01125   0.005452         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     46/499      4.32G    0.01386    0.01124   0.005496         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     46/499      4.32G    0.01386    0.01124   0.005496         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     46/499      4.32G    0.01384    0.01122    0.00546         47        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     46/499      4.32G    0.01384    0.01122    0.00546         47        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     46/499      4.32G    0.01383     0.0112   0.005459         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     46/499      4.32G    0.01383     0.0112   0.005459         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
     46/499      4.32G    0.01383    0.01122   0.005465         77        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     46/499      4.32G    0.01383    0.01122   0.005465         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     46/499      4.32G    0.01382    0.01122   0.005455         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     46/499      4.32G    0.01382    0.01122   0.005455         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     46/499      4.32G    0.01381    0.01122    0.00547         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     46/499      4.32G    0.01381    0.01122    0.00547         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     46/499      4.32G    0.01381    0.01122   0.005446         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     46/499      4.32G    0.01381    0.01122   0.005446         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     46/499      4.32G     0.0138     0.0112   0.005427         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     46/499      4.32G     0.0138     0.0112   0.005427         55        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     46/499      4.32G    0.01384    0.01117    0.00545         44        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     46/499      4.32G    0.01384    0.01117    0.00545         44        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     46/499      4.32G    0.01383    0.01117   0.005435         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     46/499      4.32G    0.01383    0.01117   0.005435         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     46/499      4.32G    0.01383    0.01115   0.005417         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     46/499      4.32G    0.01383    0.01115   0.005417         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     46/499      4.32G    0.01382    0.01117   0.005438         91        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     46/499      4.32G    0.01382    0.01117   0.005438         91        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     46/499      4.32G    0.01384    0.01118   0.005451         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     46/499      4.32G    0.01384    0.01118   0.005451         72        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     46/499      4.32G    0.01382    0.01118   0.005436         67        640:  71%|#######1  | 120/168 [00:23<00:08,  5.37it/s]
     46/499      4.32G    0.01382    0.01118   0.005436         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     46/499      4.32G    0.01384    0.01119   0.005454         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     46/499      4.32G    0.01384    0.01119   0.005454         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     46/499      4.32G    0.01384    0.01118   0.005475         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     46/499      4.32G    0.01384    0.01118   0.005475         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
     46/499      4.32G    0.01385    0.01119   0.005481         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
     46/499      4.32G    0.01385    0.01119   0.005481         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     46/499      4.32G    0.01385    0.01118   0.005479         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     46/499      4.32G    0.01385    0.01118   0.005479         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     46/499      4.32G    0.01387     0.0112   0.005466         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     46/499      4.32G    0.01387     0.0112   0.005466         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.30it/s]
     46/499      4.32G    0.01387     0.0112    0.00546         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     46/499      4.32G    0.01387     0.0112    0.00546         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     46/499      4.32G    0.01388     0.0112   0.005456         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     46/499      4.32G    0.01388     0.0112   0.005456         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     46/499      4.32G    0.01389     0.0112   0.005455         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     46/499      4.32G    0.01389     0.0112   0.005455         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     46/499      4.32G     0.0139    0.01121   0.005427         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     46/499      4.32G     0.0139    0.01121   0.005427         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
     46/499      4.32G     0.0139     0.0112   0.005426         54        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
     46/499      4.32G     0.0139     0.0112   0.005426         54        640:  78%|#######7  | 131/168 [00:24<00:07,  5.19it/s]
     46/499      4.32G    0.01389    0.01118   0.005425         50        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     46/499      4.32G    0.01389    0.01118   0.005425         50        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     46/499      4.32G    0.01389    0.01116   0.005436         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     46/499      4.32G    0.01389    0.01116   0.005436         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     46/499      4.32G    0.01387    0.01115   0.005424         52        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     46/499      4.32G    0.01387    0.01115   0.005424         52        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     46/499      4.32G    0.01387    0.01115   0.005427         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     46/499      4.32G    0.01387    0.01115   0.005427         58        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     46/499      4.32G    0.01386    0.01113   0.005429         48        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     46/499      4.32G    0.01386    0.01113   0.005429         48        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     46/499      4.32G    0.01386    0.01111   0.005434         59        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
     46/499      4.32G    0.01386    0.01111   0.005434         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     46/499      4.32G    0.01387    0.01112   0.005443         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     46/499      4.32G    0.01387    0.01112   0.005443         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     46/499      4.32G    0.01387    0.01112   0.005434         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     46/499      4.32G    0.01387    0.01112   0.005434         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     46/499      4.32G    0.01387     0.0111   0.005446         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     46/499      4.32G    0.01387     0.0111   0.005446         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     46/499      4.32G    0.01388    0.01113   0.005435         84        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     46/499      4.32G    0.01388    0.01113   0.005435         84        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     46/499      4.32G    0.01387    0.01111   0.005413         52        640:  84%|########3 | 141/168 [00:27<00:05,  5.37it/s]
     46/499      4.32G    0.01387    0.01111   0.005413         52        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     46/499      4.32G    0.01389     0.0111   0.005421         61        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     46/499      4.32G    0.01389     0.0111   0.005421         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     46/499      4.32G    0.01389    0.01111   0.005429         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     46/499      4.32G    0.01389    0.01111   0.005429         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     46/499      4.32G    0.01389     0.0111   0.005465         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     46/499      4.32G    0.01389     0.0111   0.005465         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     46/499      4.32G     0.0139     0.0111   0.005552         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     46/499      4.32G     0.0139     0.0111   0.005552         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     46/499      4.32G     0.0139     0.0111   0.005559         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     46/499      4.32G     0.0139     0.0111   0.005559         75        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
     46/499      4.32G     0.0139    0.01109   0.005559         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
     46/499      4.32G     0.0139    0.01109   0.005559         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     46/499      4.32G    0.01388     0.0111   0.005558         92        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     46/499      4.32G    0.01388     0.0111   0.005558         92        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     46/499      4.32G    0.01389    0.01111   0.005576         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     46/499      4.32G    0.01389    0.01111   0.005576         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     46/499      4.32G    0.01389    0.01111   0.005564         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     46/499      4.32G    0.01389    0.01111   0.005564         57        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     46/499      4.32G     0.0139    0.01112    0.00555         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     46/499      4.32G     0.0139    0.01112    0.00555         78        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     46/499      4.32G    0.01391    0.01114   0.005555         90        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
     46/499      4.32G    0.01391    0.01114   0.005555         90        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     46/499      4.32G    0.01391    0.01116   0.005572         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     46/499      4.32G    0.01391    0.01116   0.005572         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     46/499      4.32G    0.01391    0.01116   0.005577         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     46/499      4.32G    0.01391    0.01116   0.005577         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     46/499      4.32G    0.01391    0.01116   0.005556         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     46/499      4.32G    0.01391    0.01116   0.005556         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     46/499      4.32G    0.01391    0.01117   0.005554         87        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     46/499      4.32G    0.01391    0.01117   0.005554         87        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     46/499      4.32G     0.0139    0.01117   0.005571         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
     46/499      4.32G     0.0139    0.01117   0.005571         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     46/499      4.32G    0.01391    0.01116   0.005593         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     46/499      4.32G    0.01391    0.01116   0.005593         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     46/499      4.32G     0.0139    0.01117   0.005595         85        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     46/499      4.32G     0.0139    0.01117   0.005595         85        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     46/499      4.32G     0.0139    0.01117   0.005633         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     46/499      4.32G     0.0139    0.01117   0.005633         52        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     46/499      4.32G     0.0139    0.01116   0.005625         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
     46/499      4.32G     0.0139    0.01116   0.005625         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     46/499      4.32G     0.0139    0.01116    0.00561         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     46/499      4.32G     0.0139    0.01116    0.00561         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     46/499      4.32G     0.0139    0.01117   0.005597         79        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     46/499      4.32G     0.0139    0.01117   0.005597         79        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     46/499      4.32G    0.01391    0.01118   0.005579         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     46/499      4.32G    0.01391    0.01118   0.005579         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     46/499      4.32G    0.01391    0.01118   0.005568         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     46/499      4.32G    0.01391    0.01118   0.005568         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     46/499      4.32G    0.01392    0.01116   0.005573         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     46/499      4.32G    0.01392    0.01116   0.005573         57        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     46/499      4.32G    0.01391    0.01115   0.005577         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     46/499      4.32G    0.01391    0.01115   0.005577         28        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
     46/499      4.32G    0.01391    0.01115   0.005577         28        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.801      0.829      0.856      0.702

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     47/499      4.32G    0.01607    0.01389    0.00705         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
     47/499      4.32G    0.01607    0.01389    0.00705         79        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     47/499      4.32G     0.0161    0.01261   0.008728         60        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     47/499      4.32G     0.0161    0.01261   0.008728         60        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     47/499      4.32G     0.0143    0.01091   0.007307         53        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     47/499      4.32G     0.0143    0.01091   0.007307         53        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
     47/499      4.32G     0.0144    0.01141   0.007018         81        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
     47/499      4.32G     0.0144    0.01141   0.007018         81        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     47/499      4.32G    0.01459     0.0121   0.006869         80        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     47/499      4.32G    0.01459     0.0121   0.006869         80        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     47/499      4.32G    0.01468    0.01216   0.006886         75        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     47/499      4.32G    0.01468    0.01216   0.006886         75        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     47/499      4.32G    0.01447    0.01229   0.006252         80        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     47/499      4.32G    0.01447    0.01229   0.006252         80        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     47/499      4.32G     0.0143     0.0119   0.006093         67        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     47/499      4.32G     0.0143     0.0119   0.006093         67        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     47/499      4.32G    0.01395    0.01157   0.006062         64        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     47/499      4.32G    0.01395    0.01157   0.006062         64        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     47/499      4.32G    0.01399    0.01173   0.006034         84        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     47/499      4.32G    0.01399    0.01173   0.006034         84        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     47/499      4.32G    0.01401    0.01163   0.006106         62        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     47/499      4.32G    0.01401    0.01163   0.006106         62        640:   7%|6         | 11/168 [00:02<00:30,  5.11it/s]
     47/499      4.32G      0.014    0.01141   0.006029         63        640:   7%|6         | 11/168 [00:02<00:30,  5.11it/s]
     47/499      4.32G      0.014    0.01141   0.006029         63        640:   7%|7         | 12/168 [00:02<00:29,  5.23it/s]
     47/499      4.32G    0.01403    0.01152   0.006366         82        640:   7%|7         | 12/168 [00:02<00:29,  5.23it/s]
     47/499      4.32G    0.01403    0.01152   0.006366         82        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     47/499      4.32G    0.01402    0.01164    0.00615         84        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     47/499      4.32G    0.01402    0.01164    0.00615         84        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     47/499      4.32G    0.01399    0.01164   0.006113         62        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     47/499      4.32G    0.01399    0.01164   0.006113         62        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
     47/499      4.32G    0.01396    0.01153   0.005914         62        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
     47/499      4.32G    0.01396    0.01153   0.005914         62        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     47/499      4.32G    0.01405    0.01166   0.005859         75        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     47/499      4.32G    0.01405    0.01166   0.005859         75        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     47/499      4.32G      0.014    0.01164    0.00584         77        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     47/499      4.32G      0.014    0.01164    0.00584         77        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     47/499      4.32G    0.01401    0.01166   0.006012         74        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     47/499      4.32G    0.01401    0.01166   0.006012         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     47/499      4.32G    0.01399    0.01177   0.005945         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     47/499      4.32G    0.01399    0.01177   0.005945         81        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     47/499      4.32G    0.01404    0.01188   0.006106         82        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     47/499      4.32G    0.01404    0.01188   0.006106         82        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     47/499      4.32G    0.01406    0.01194   0.006205         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     47/499      4.32G    0.01406    0.01194   0.006205         74        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
     47/499      4.32G    0.01398     0.0118    0.00622         60        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
     47/499      4.32G    0.01398     0.0118    0.00622         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
     47/499      4.32G    0.01404    0.01181   0.006298         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
     47/499      4.32G    0.01404    0.01181   0.006298         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
     47/499      4.32G    0.01397    0.01165   0.006225         55        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
     47/499      4.32G    0.01397    0.01165   0.006225         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     47/499      4.32G    0.01398    0.01169   0.006086         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     47/499      4.32G    0.01398    0.01169   0.006086         75        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     47/499      4.32G      0.014    0.01168   0.006121         55        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     47/499      4.32G      0.014    0.01168   0.006121         55        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     47/499      4.32G    0.01401    0.01169   0.006165         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     47/499      4.32G    0.01401    0.01169   0.006165         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     47/499      4.32G    0.01396    0.01161   0.006022         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     47/499      4.32G    0.01396    0.01161   0.006022         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     47/499      4.32G    0.01396    0.01162   0.006054         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     47/499      4.32G    0.01396    0.01162   0.006054         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     47/499      4.32G    0.01395    0.01161   0.005981         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     47/499      4.32G    0.01395    0.01161   0.005981         65        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
     47/499      4.32G    0.01387    0.01157    0.00592         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
     47/499      4.32G    0.01387    0.01157    0.00592         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     47/499      4.32G    0.01382    0.01156   0.005871         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
     47/499      4.32G    0.01382    0.01156   0.005871         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
     47/499      4.32G     0.0138    0.01153   0.005854         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
     47/499      4.32G     0.0138    0.01153   0.005854         62        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     47/499      4.32G    0.01377    0.01156    0.00586         74        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     47/499      4.32G    0.01377    0.01156    0.00586         74        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     47/499      4.32G    0.01377    0.01155   0.005847         77        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
     47/499      4.32G    0.01377    0.01155   0.005847         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
     47/499      4.32G    0.01379    0.01153   0.005767         51        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
     47/499      4.32G    0.01379    0.01153   0.005767         51        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     47/499      4.32G    0.01373    0.01148    0.00574         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     47/499      4.32G    0.01373    0.01148    0.00574         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     47/499      4.32G    0.01374    0.01147   0.005736         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     47/499      4.32G    0.01374    0.01147   0.005736         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     47/499      4.32G    0.01371    0.01154   0.005795         83        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     47/499      4.32G    0.01371    0.01154   0.005795         83        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     47/499      4.32G    0.01371    0.01154   0.005706         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     47/499      4.32G    0.01371    0.01154   0.005706         67        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     47/499      4.32G    0.01372    0.01153   0.005645         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     47/499      4.32G    0.01372    0.01153   0.005645         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
     47/499      4.32G    0.01371    0.01155   0.005682         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     47/499      4.32G    0.01371    0.01155   0.005682         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     47/499      4.32G    0.01371    0.01152   0.005647         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     47/499      4.32G    0.01371    0.01152   0.005647         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     47/499      4.32G    0.01368    0.01148   0.005641         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     47/499      4.32G    0.01368    0.01148   0.005641         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     47/499      4.32G    0.01369    0.01149   0.005617         70        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     47/499      4.32G    0.01369    0.01149   0.005617         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     47/499      4.32G    0.01367    0.01149   0.005712         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     47/499      4.32G    0.01367    0.01149   0.005712         71        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
     47/499      4.32G    0.01364    0.01148   0.005711         59        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
     47/499      4.32G    0.01364    0.01148   0.005711         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     47/499      4.32G    0.01362    0.01149   0.005735         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
     47/499      4.32G    0.01362    0.01149   0.005735         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
     47/499      4.32G    0.01359    0.01141   0.005726         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
     47/499      4.32G    0.01359    0.01141   0.005726         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
     47/499      4.32G     0.0136    0.01144   0.005734         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
     47/499      4.32G     0.0136    0.01144   0.005734         68        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
     47/499      4.32G     0.0136    0.01146   0.005698         68        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
     47/499      4.32G     0.0136    0.01146   0.005698         68        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
     47/499      4.32G    0.01358    0.01149   0.005704         80        640:  31%|###       | 52/168 [00:10<00:22,  5.25it/s]
     47/499      4.32G    0.01358    0.01149   0.005704         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     47/499      4.32G    0.01354    0.01145   0.005698         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     47/499      4.32G    0.01354    0.01145   0.005698         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     47/499      4.32G    0.01355    0.01149   0.005691         78        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     47/499      4.32G    0.01355    0.01149   0.005691         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     47/499      4.32G    0.01358    0.01149   0.005714         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     47/499      4.32G    0.01358    0.01149   0.005714         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
     47/499      4.32G    0.01361    0.01148   0.005743         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
     47/499      4.32G    0.01361    0.01148   0.005743         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     47/499      4.32G    0.01364    0.01149   0.005797         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     47/499      4.32G    0.01364    0.01149   0.005797         66        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
     47/499      4.32G    0.01367    0.01148   0.005807         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     47/499      4.32G    0.01367    0.01148   0.005807         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
     47/499      4.32G    0.01367     0.0115   0.005765         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
     47/499      4.32G    0.01367     0.0115   0.005765         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     47/499      4.32G    0.01365    0.01144   0.005691         51        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     47/499      4.32G    0.01365    0.01144   0.005691         51        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
     47/499      4.32G    0.01365    0.01146   0.005685         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
     47/499      4.32G    0.01365    0.01146   0.005685         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     47/499      4.32G    0.01365    0.01146   0.005623         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     47/499      4.32G    0.01365    0.01146   0.005623         65        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     47/499      4.32G    0.01363    0.01141   0.005602         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     47/499      4.32G    0.01363    0.01141   0.005602         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
     47/499      4.32G    0.01362    0.01138    0.00561         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
     47/499      4.32G    0.01362    0.01138    0.00561         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     47/499      4.32G    0.01364    0.01137   0.005621         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     47/499      4.32G    0.01364    0.01137   0.005621         65        640:  39%|###9      | 66/168 [00:12<00:18,  5.41it/s]
     47/499      4.32G    0.01366    0.01134   0.005644         63        640:  39%|###9      | 66/168 [00:12<00:18,  5.41it/s]
     47/499      4.32G    0.01366    0.01134   0.005644         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     47/499      4.32G    0.01366    0.01134   0.005664         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     47/499      4.32G    0.01366    0.01134   0.005664         69        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     47/499      4.32G    0.01366    0.01132   0.005657         66        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     47/499      4.32G    0.01366    0.01132   0.005657         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     47/499      4.32G    0.01364    0.01132   0.005635         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     47/499      4.32G    0.01364    0.01132   0.005635         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
     47/499      4.32G    0.01365    0.01132   0.005687         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
     47/499      4.32G    0.01365    0.01132   0.005687         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.35it/s]
     47/499      4.32G    0.01365    0.01134   0.005669         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.35it/s]
     47/499      4.32G    0.01365    0.01134   0.005669         78        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
     47/499      4.32G    0.01363    0.01132   0.005636         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
     47/499      4.32G    0.01363    0.01132   0.005636         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     47/499      4.32G    0.01364    0.01134   0.005636         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     47/499      4.32G    0.01364    0.01134   0.005636         75        640:  44%|####4     | 74/168 [00:13<00:17,  5.26it/s]
     47/499      4.32G    0.01364    0.01132   0.005597         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     47/499      4.32G    0.01364    0.01132   0.005597         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     47/499      4.32G    0.01363    0.01135   0.005593         91        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     47/499      4.32G    0.01363    0.01135   0.005593         91        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     47/499      4.32G    0.01363    0.01136   0.005582         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     47/499      4.32G    0.01363    0.01136   0.005582         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     47/499      4.32G    0.01364    0.01136   0.005562         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     47/499      4.32G    0.01364    0.01136   0.005562         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     47/499      4.32G    0.01361    0.01136   0.005565         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     47/499      4.32G    0.01361    0.01136   0.005565         69        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
     47/499      4.32G    0.01363    0.01137   0.005577         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     47/499      4.32G    0.01363    0.01137   0.005577         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     47/499      4.32G    0.01362    0.01135   0.005555         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     47/499      4.32G    0.01362    0.01135   0.005555         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     47/499      4.32G    0.01361    0.01133   0.005562         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     47/499      4.32G    0.01361    0.01133   0.005562         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     47/499      4.32G    0.01362    0.01131   0.005586         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     47/499      4.32G    0.01362    0.01131   0.005586         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     47/499      4.32G    0.01362    0.01133   0.005544         83        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     47/499      4.32G    0.01362    0.01133   0.005544         83        640:  50%|#####     | 84/168 [00:15<00:16,  5.24it/s]
     47/499      4.32G    0.01361    0.01131   0.005599         56        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
     47/499      4.32G    0.01361    0.01131   0.005599         56        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
     47/499      4.32G    0.01362    0.01131   0.005555         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
     47/499      4.32G    0.01362    0.01131   0.005555         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     47/499      4.32G    0.01363    0.01132   0.005523         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     47/499      4.32G    0.01363    0.01132   0.005523         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     47/499      4.32G    0.01362    0.01132    0.00552         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     47/499      4.32G    0.01362    0.01132    0.00552         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     47/499      4.32G    0.01362    0.01133   0.005561         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     47/499      4.32G    0.01362    0.01133   0.005561         75        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
     47/499      4.32G    0.01361    0.01131   0.005531         60        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
     47/499      4.32G    0.01361    0.01131   0.005531         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     47/499      4.32G    0.01359    0.01128   0.005516         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     47/499      4.32G    0.01359    0.01128   0.005516         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     47/499      4.32G    0.01359    0.01128   0.005489         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     47/499      4.32G    0.01359    0.01128   0.005489         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     47/499      4.32G    0.01357    0.01126   0.005479         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     47/499      4.32G    0.01357    0.01126   0.005479         62        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     47/499      4.32G    0.01356    0.01125   0.005472         70        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     47/499      4.32G    0.01356    0.01125   0.005472         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     47/499      4.32G    0.01353    0.01123   0.005474         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
     47/499      4.32G    0.01353    0.01123   0.005474         69        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
     47/499      4.32G    0.01352     0.0112   0.005472         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     47/499      4.32G    0.01352     0.0112   0.005472         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     47/499      4.32G    0.01352    0.01118   0.005467         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     47/499      4.32G    0.01352    0.01118   0.005467         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     47/499      4.32G    0.01352    0.01119   0.005473         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     47/499      4.32G    0.01352    0.01119   0.005473         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
     47/499      4.32G    0.01354    0.01117   0.005477         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
     47/499      4.32G    0.01354    0.01117   0.005477         72        640:  59%|#####8    | 99/168 [00:18<00:13,  5.25it/s]
     47/499      4.32G    0.01355    0.01117   0.005484         70        640:  59%|#####8    | 99/168 [00:18<00:13,  5.25it/s]
     47/499      4.32G    0.01355    0.01117   0.005484         70        640:  60%|#####9    | 100/168 [00:18<00:13,  5.17it/s]
     47/499      4.32G    0.01359    0.01115   0.005473         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     47/499      4.32G    0.01359    0.01115   0.005473         55        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     47/499      4.32G    0.01361    0.01113   0.005466         55        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     47/499      4.32G    0.01361    0.01113   0.005466         55        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     47/499      4.32G    0.01361    0.01115   0.005484         80        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     47/499      4.32G    0.01361    0.01115   0.005484         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     47/499      4.32G    0.01361    0.01113   0.005489         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     47/499      4.32G    0.01361    0.01113   0.005489         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     47/499      4.32G     0.0136    0.01112   0.005482         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     47/499      4.32G     0.0136    0.01112   0.005482         73        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     47/499      4.32G     0.0136    0.01111   0.005457         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     47/499      4.32G     0.0136    0.01111   0.005457         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     47/499      4.32G     0.0136    0.01112   0.005447         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     47/499      4.32G     0.0136    0.01112   0.005447         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     47/499      4.32G    0.01359     0.0111   0.005421         52        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     47/499      4.32G    0.01359     0.0111   0.005421         52        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
     47/499      4.32G    0.01361    0.01107   0.005447         50        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
     47/499      4.32G    0.01361    0.01107   0.005447         50        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     47/499      4.32G    0.01361    0.01107   0.005466         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     47/499      4.32G    0.01361    0.01107   0.005466         63        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     47/499      4.32G     0.0136    0.01107   0.005444         72        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     47/499      4.32G     0.0136    0.01107   0.005444         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     47/499      4.32G    0.01361    0.01106   0.005431         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     47/499      4.32G    0.01361    0.01106   0.005431         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     47/499      4.32G    0.01362    0.01107   0.005417         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     47/499      4.32G    0.01362    0.01107   0.005417         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
     47/499      4.32G    0.01362    0.01104   0.005413         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
     47/499      4.32G    0.01362    0.01104   0.005413         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
     47/499      4.32G    0.01363    0.01106   0.005408         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
     47/499      4.32G    0.01363    0.01106   0.005408         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     47/499      4.32G    0.01364    0.01105   0.005407         56        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     47/499      4.32G    0.01364    0.01105   0.005407         56        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
     47/499      4.32G    0.01363    0.01102   0.005449         52        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     47/499      4.32G    0.01363    0.01102   0.005449         52        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     47/499      4.32G    0.01363      0.011   0.005459         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     47/499      4.32G    0.01363      0.011   0.005459         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     47/499      4.32G    0.01364      0.011   0.005469         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     47/499      4.32G    0.01364      0.011   0.005469         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     47/499      4.32G    0.01365    0.01101   0.005452         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     47/499      4.32G    0.01365    0.01101   0.005452         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     47/499      4.32G    0.01365    0.01101    0.00546         61        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     47/499      4.32G    0.01365    0.01101    0.00546         61        640:  72%|#######2  | 121/168 [00:22<00:09,  5.16it/s]
     47/499      4.32G    0.01368    0.01101   0.005451         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     47/499      4.32G    0.01368    0.01101   0.005451         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     47/499      4.32G    0.01367    0.01102   0.005439         81        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     47/499      4.32G    0.01367    0.01102   0.005439         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.23it/s]
     47/499      4.32G    0.01369    0.01104   0.005451         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.23it/s]
     47/499      4.32G    0.01369    0.01104   0.005451         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     47/499      4.32G     0.0137    0.01105   0.005508         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     47/499      4.32G     0.0137    0.01105   0.005508         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.18it/s]
     47/499      4.32G    0.01371    0.01104    0.00554         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.18it/s]
     47/499      4.32G    0.01371    0.01104    0.00554         58        640:  75%|#######5  | 126/168 [00:23<00:07,  5.26it/s]
     47/499      4.32G    0.01371    0.01104   0.005537         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     47/499      4.32G    0.01371    0.01104   0.005537         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     47/499      4.32G     0.0137    0.01103   0.005528         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     47/499      4.32G     0.0137    0.01103   0.005528         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     47/499      4.32G    0.01371    0.01101   0.005557         49        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     47/499      4.32G    0.01371    0.01101   0.005557         49        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     47/499      4.32G    0.01372    0.01102   0.005563         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     47/499      4.32G    0.01372    0.01102   0.005563         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
     47/499      4.32G    0.01371    0.01101   0.005561         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
     47/499      4.32G    0.01371    0.01101   0.005561         60        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
     47/499      4.32G     0.0137    0.01099   0.005555         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
     47/499      4.32G     0.0137    0.01099   0.005555         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     47/499      4.32G     0.0137    0.01098   0.005533         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     47/499      4.32G     0.0137    0.01098   0.005533         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     47/499      4.32G     0.0137    0.01099   0.005517         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     47/499      4.32G     0.0137    0.01099   0.005517         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     47/499      4.32G     0.0137    0.01098   0.005518         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     47/499      4.32G     0.0137    0.01098   0.005518         60        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     47/499      4.32G    0.01373    0.01102    0.00551         96        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     47/499      4.32G    0.01373    0.01102    0.00551         96        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     47/499      4.32G    0.01373      0.011   0.005517         54        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     47/499      4.32G    0.01373      0.011   0.005517         54        640:  82%|########1 | 137/168 [00:25<00:05,  5.25it/s]
     47/499      4.32G    0.01373    0.01101   0.005511         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     47/499      4.32G    0.01373    0.01101   0.005511         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     47/499      4.32G    0.01374    0.01101   0.005515         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     47/499      4.32G    0.01374    0.01101   0.005515         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     47/499      4.32G    0.01374    0.01101   0.005518         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     47/499      4.32G    0.01374    0.01101   0.005518         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     47/499      4.32G    0.01374    0.01101    0.00553         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     47/499      4.32G    0.01374    0.01101    0.00553         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     47/499      4.32G    0.01374      0.011   0.005527         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     47/499      4.32G    0.01374      0.011   0.005527         67        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
     47/499      4.32G    0.01374    0.01102   0.005524         84        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     47/499      4.32G    0.01374    0.01102   0.005524         84        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     47/499      4.32G    0.01376    0.01103   0.005517         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     47/499      4.32G    0.01376    0.01103   0.005517         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     47/499      4.32G    0.01375    0.01102   0.005525         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     47/499      4.32G    0.01375    0.01102   0.005525         59        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     47/499      4.32G    0.01376    0.01102   0.005524         51        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     47/499      4.32G    0.01376    0.01102   0.005524         51        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     47/499      4.32G    0.01376    0.01101   0.005522         59        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     47/499      4.32G    0.01376    0.01101   0.005522         59        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
     47/499      4.32G    0.01375    0.01101   0.005541         58        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
     47/499      4.32G    0.01375    0.01101   0.005541         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     47/499      4.32G    0.01376    0.01101   0.005525         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     47/499      4.32G    0.01376    0.01101   0.005525         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     47/499      4.32G    0.01376      0.011   0.005521         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     47/499      4.32G    0.01376      0.011   0.005521         55        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
     47/499      4.32G    0.01376    0.01099   0.005527         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
     47/499      4.32G    0.01376    0.01099   0.005527         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.26it/s]
     47/499      4.32G    0.01375    0.01098   0.005563         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.26it/s]
     47/499      4.32G    0.01375    0.01098   0.005563         54        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     47/499      4.32G    0.01377    0.01096   0.005596         57        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     47/499      4.32G    0.01377    0.01096   0.005596         57        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
     47/499      4.32G    0.01377    0.01097   0.005576         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
     47/499      4.32G    0.01377    0.01097   0.005576         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     47/499      4.32G    0.01377    0.01096    0.00558         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     47/499      4.32G    0.01377    0.01096    0.00558         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     47/499      4.32G    0.01377    0.01095   0.005575         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     47/499      4.32G    0.01377    0.01095   0.005575         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
     47/499      4.32G    0.01378    0.01097   0.005584         85        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
     47/499      4.32G    0.01378    0.01097   0.005584         85        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
     47/499      4.32G    0.01378    0.01098   0.005583         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
     47/499      4.32G    0.01378    0.01098   0.005583         69        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     47/499      4.32G    0.01378    0.01098    0.00558         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     47/499      4.32G    0.01378    0.01098    0.00558         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     47/499      4.32G    0.01381    0.01098   0.005597         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     47/499      4.32G    0.01381    0.01098   0.005597         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     47/499      4.32G    0.01382    0.01098   0.005625         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     47/499      4.32G    0.01382    0.01098   0.005625         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
     47/499      4.32G    0.01381    0.01098   0.005628         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
     47/499      4.32G    0.01381    0.01098   0.005628         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
     47/499      4.32G     0.0138    0.01096   0.005637         49        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
     47/499      4.32G     0.0138    0.01096   0.005637         49        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     47/499      4.32G     0.0138    0.01096   0.005634         65        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     47/499      4.32G     0.0138    0.01096   0.005634         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     47/499      4.32G    0.01379    0.01097   0.005611         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     47/499      4.32G    0.01379    0.01097   0.005611         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     47/499      4.32G     0.0138    0.01099   0.005595         85        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     47/499      4.32G     0.0138    0.01099   0.005595         85        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
     47/499      4.32G    0.01381    0.01097   0.005585         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
     47/499      4.32G    0.01381    0.01097   0.005585         57        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     47/499      4.32G    0.01382    0.01101   0.005585         45        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     47/499      4.32G    0.01382    0.01101   0.005585         45        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     47/499      4.32G    0.01382    0.01101   0.005585         45        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.739       0.79      0.811      0.694

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     48/499      4.32G    0.01509    0.01473   0.002481         87        640:   0%|          | 0/168 [00:00<?, ?it/s]
     48/499      4.32G    0.01509    0.01473   0.002481         87        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     48/499      4.32G    0.01487    0.01207   0.004823         59        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     48/499      4.32G    0.01487    0.01207   0.004823         59        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
     48/499      4.32G    0.01467    0.01097   0.005102         53        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
     48/499      4.32G    0.01467    0.01097   0.005102         53        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     48/499      4.32G    0.01447    0.01145   0.005147         79        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     48/499      4.32G    0.01447    0.01145   0.005147         79        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     48/499      4.32G    0.01443    0.01138   0.005227         72        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     48/499      4.32G    0.01443    0.01138   0.005227         72        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
     48/499      4.32G    0.01435    0.01175   0.005321         77        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
     48/499      4.32G    0.01435    0.01175   0.005321         77        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     48/499      4.32G    0.01436    0.01166   0.005563         66        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     48/499      4.32G    0.01436    0.01166   0.005563         66        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     48/499      4.32G    0.01427     0.0114   0.005247         60        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     48/499      4.32G    0.01427     0.0114   0.005247         60        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     48/499      4.32G     0.0144     0.0118   0.005395         87        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     48/499      4.32G     0.0144     0.0118   0.005395         87        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     48/499      4.32G    0.01427    0.01178   0.005713         79        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     48/499      4.32G    0.01427    0.01178   0.005713         79        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
     48/499      4.32G    0.01426    0.01178   0.005754         67        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
     48/499      4.32G    0.01426    0.01178   0.005754         67        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
     48/499      4.32G    0.01429    0.01183   0.005796         74        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
     48/499      4.32G    0.01429    0.01183   0.005796         74        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
     48/499      4.32G    0.01428    0.01191   0.005585         87        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
     48/499      4.32G    0.01428    0.01191   0.005585         87        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     48/499      4.32G    0.01428    0.01185   0.005604         72        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     48/499      4.32G    0.01428    0.01185   0.005604         72        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
     48/499      4.32G    0.01427    0.01176   0.005661         67        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
     48/499      4.32G    0.01427    0.01176   0.005661         67        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
     48/499      4.32G    0.01425    0.01181   0.005908         84        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
     48/499      4.32G    0.01425    0.01181   0.005908         84        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
     48/499      4.32G    0.01419     0.0117   0.006084         62        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
     48/499      4.32G    0.01419     0.0117   0.006084         62        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     48/499      4.32G    0.01421    0.01187   0.006128         84        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     48/499      4.32G    0.01421    0.01187   0.006128         84        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     48/499      4.32G    0.01421    0.01181   0.005877         56        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     48/499      4.32G    0.01421    0.01181   0.005877         56        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     48/499      4.32G    0.01414    0.01182    0.00578         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     48/499      4.32G    0.01414    0.01182    0.00578         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     48/499      4.32G    0.01411    0.01175   0.005791         63        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     48/499      4.32G    0.01411    0.01175   0.005791         63        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
     48/499      4.32G    0.01414    0.01169   0.005651         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     48/499      4.32G    0.01414    0.01169   0.005651         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     48/499      4.32G    0.01425    0.01161   0.005678         53        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     48/499      4.32G    0.01425    0.01161   0.005678         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     48/499      4.32G    0.01424    0.01158   0.005608         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     48/499      4.32G    0.01424    0.01158   0.005608         73        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     48/499      4.32G     0.0142    0.01155   0.005508         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     48/499      4.32G     0.0142    0.01155   0.005508         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     48/499      4.32G    0.01421    0.01148   0.005536         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     48/499      4.32G    0.01421    0.01148   0.005536         57        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
     48/499      4.32G    0.01419    0.01155   0.005581         77        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
     48/499      4.32G    0.01419    0.01155   0.005581         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     48/499      4.32G    0.01424     0.0115   0.005642         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     48/499      4.32G    0.01424     0.0115   0.005642         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     48/499      4.32G     0.0142    0.01141   0.005749         48        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     48/499      4.32G     0.0142    0.01141   0.005749         48        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
     48/499      4.32G    0.01418    0.01141    0.00578         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
     48/499      4.32G    0.01418    0.01141    0.00578         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     48/499      4.32G    0.01418    0.01148    0.00569         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     48/499      4.32G    0.01418    0.01148    0.00569         77        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
     48/499      4.32G    0.01419    0.01149   0.005692         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
     48/499      4.32G    0.01419    0.01149   0.005692         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     48/499      4.32G     0.0142    0.01146   0.005806         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     48/499      4.32G     0.0142    0.01146   0.005806         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     48/499      4.32G    0.01419    0.01151   0.005817         88        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     48/499      4.32G    0.01419    0.01151   0.005817         88        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     48/499      4.32G    0.01419    0.01156   0.005802         74        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     48/499      4.32G    0.01419    0.01156   0.005802         74        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     48/499      4.32G    0.01423    0.01157   0.005815         61        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     48/499      4.32G    0.01423    0.01157   0.005815         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     48/499      4.32G    0.01432    0.01159    0.00579         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     48/499      4.32G    0.01432    0.01159    0.00579         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     48/499      4.32G    0.01429    0.01161   0.005802         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     48/499      4.32G    0.01429    0.01161   0.005802         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     48/499      4.32G    0.01427    0.01151    0.00584         50        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     48/499      4.32G    0.01427    0.01151    0.00584         50        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     48/499      4.32G    0.01434    0.01145   0.005834         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     48/499      4.32G    0.01434    0.01145   0.005834         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     48/499      4.32G    0.01433    0.01145   0.005893         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     48/499      4.32G    0.01433    0.01145   0.005893         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     48/499      4.32G    0.01434    0.01138   0.005943         52        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     48/499      4.32G    0.01434    0.01138   0.005943         52        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
     48/499      4.32G    0.01436    0.01141   0.005866         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     48/499      4.32G    0.01436    0.01141   0.005866         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     48/499      4.32G    0.01434    0.01139   0.005834         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     48/499      4.32G    0.01434    0.01139   0.005834         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
     48/499      4.32G    0.01434     0.0114   0.005798         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
     48/499      4.32G    0.01434     0.0114   0.005798         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     48/499      4.32G    0.01433    0.01134   0.005805         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     48/499      4.32G    0.01433    0.01134   0.005805         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     48/499      4.32G    0.01434    0.01137   0.005808         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     48/499      4.32G    0.01434    0.01137   0.005808         66        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
     48/499      4.32G    0.01433    0.01136    0.00589         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
     48/499      4.32G    0.01433    0.01136    0.00589         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     48/499      4.32G    0.01431    0.01137   0.005849         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     48/499      4.32G    0.01431    0.01137   0.005849         75        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     48/499      4.32G    0.01426    0.01131    0.00582         52        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     48/499      4.32G    0.01426    0.01131    0.00582         52        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     48/499      4.32G    0.01424    0.01129   0.005835         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     48/499      4.32G    0.01424    0.01129   0.005835         68        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     48/499      4.32G    0.01423    0.01132   0.005897         71        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     48/499      4.32G    0.01423    0.01132   0.005897         71        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
     48/499      4.32G    0.01419    0.01129   0.005853         73        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
     48/499      4.32G    0.01419    0.01129   0.005853         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     48/499      4.32G    0.01418    0.01134   0.005849         84        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     48/499      4.32G    0.01418    0.01134   0.005849         84        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     48/499      4.32G    0.01416     0.0113   0.005826         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     48/499      4.32G    0.01416     0.0113   0.005826         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     48/499      4.32G    0.01412    0.01129   0.005805         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     48/499      4.32G    0.01412    0.01129   0.005805         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     48/499      4.32G    0.01408    0.01128   0.005825         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     48/499      4.32G    0.01408    0.01128   0.005825         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     48/499      4.32G    0.01406    0.01125   0.005825         62        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
     48/499      4.32G    0.01406    0.01125   0.005825         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     48/499      4.32G     0.0141    0.01128   0.005848         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     48/499      4.32G     0.0141    0.01128   0.005848         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     48/499      4.32G    0.01414    0.01126   0.005863         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     48/499      4.32G    0.01414    0.01126   0.005863         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     48/499      4.32G    0.01412    0.01126   0.005836         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     48/499      4.32G    0.01412    0.01126   0.005836         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     48/499      4.32G     0.0141    0.01124   0.005821         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     48/499      4.32G     0.0141    0.01124   0.005821         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     48/499      4.32G     0.0141    0.01125     0.0059         81        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     48/499      4.32G     0.0141    0.01125     0.0059         81        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     48/499      4.32G    0.01413    0.01127   0.005916         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     48/499      4.32G    0.01413    0.01127   0.005916         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
     48/499      4.32G    0.01411    0.01126   0.005922         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
     48/499      4.32G    0.01411    0.01126   0.005922         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
     48/499      4.32G     0.0141    0.01128   0.005922         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
     48/499      4.32G     0.0141    0.01128   0.005922         74        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
     48/499      4.32G    0.01414    0.01129   0.005946         58        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
     48/499      4.32G    0.01414    0.01129   0.005946         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     48/499      4.32G    0.01416     0.0113   0.005988         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     48/499      4.32G    0.01416     0.0113   0.005988         65        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
     48/499      4.32G    0.01415     0.0113   0.005955         70        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
     48/499      4.32G    0.01415     0.0113   0.005955         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     48/499      4.32G    0.01416    0.01129    0.00599         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     48/499      4.32G    0.01416    0.01129    0.00599         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     48/499      4.32G    0.01416    0.01128   0.006008         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     48/499      4.32G    0.01416    0.01128   0.006008         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     48/499      4.32G    0.01413    0.01125   0.006017         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     48/499      4.32G    0.01413    0.01125   0.006017         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     48/499      4.32G    0.01411    0.01129   0.005978         88        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     48/499      4.32G    0.01411    0.01129   0.005978         88        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
     48/499      4.32G    0.01412    0.01128   0.005987         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
     48/499      4.32G    0.01412    0.01128   0.005987         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     48/499      4.32G    0.01412    0.01129   0.005962         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     48/499      4.32G    0.01412    0.01129   0.005962         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
     48/499      4.32G    0.01412    0.01129   0.005969         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
     48/499      4.32G    0.01412    0.01129   0.005969         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
     48/499      4.32G    0.01412    0.01131   0.005984         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
     48/499      4.32G    0.01412    0.01131   0.005984         79        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     48/499      4.32G     0.0141    0.01128   0.005976         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     48/499      4.32G     0.0141    0.01128   0.005976         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     48/499      4.32G    0.01409    0.01127   0.005983         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     48/499      4.32G    0.01409    0.01127   0.005983         75        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
     48/499      4.32G    0.01411    0.01129   0.005975         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     48/499      4.32G    0.01411    0.01129   0.005975         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     48/499      4.32G    0.01412    0.01128   0.006044         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     48/499      4.32G    0.01412    0.01128   0.006044         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     48/499      4.32G    0.01411    0.01127   0.006017         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     48/499      4.32G    0.01411    0.01127   0.006017         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
     48/499      4.32G    0.01412    0.01127   0.006063         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
     48/499      4.32G    0.01412    0.01127   0.006063         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     48/499      4.32G    0.01412    0.01125   0.006079         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     48/499      4.32G    0.01412    0.01125   0.006079         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
     48/499      4.32G    0.01411    0.01125   0.006087         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     48/499      4.32G    0.01411    0.01125   0.006087         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     48/499      4.32G     0.0141    0.01125   0.006097         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     48/499      4.32G     0.0141    0.01125   0.006097         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     48/499      4.32G    0.01409    0.01126   0.006077         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     48/499      4.32G    0.01409    0.01126   0.006077         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     48/499      4.32G    0.01411    0.01128   0.006066         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     48/499      4.32G    0.01411    0.01128   0.006066         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     48/499      4.32G    0.01411    0.01128   0.006041         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     48/499      4.32G    0.01411    0.01128   0.006041         63        640:  53%|#####2    | 89/168 [00:16<00:15,  5.27it/s]
     48/499      4.32G    0.01409    0.01129   0.006068         74        640:  53%|#####2    | 89/168 [00:17<00:15,  5.27it/s]
     48/499      4.32G    0.01409    0.01129   0.006068         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     48/499      4.32G     0.0141    0.01131   0.006041         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     48/499      4.32G     0.0141    0.01131   0.006041         79        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     48/499      4.32G    0.01408    0.01128   0.006069         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     48/499      4.32G    0.01408    0.01128   0.006069         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     48/499      4.32G    0.01406    0.01125   0.006067         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     48/499      4.32G    0.01406    0.01125   0.006067         68        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     48/499      4.32G    0.01406    0.01122   0.006096         52        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     48/499      4.32G    0.01406    0.01122   0.006096         52        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     48/499      4.32G    0.01407     0.0112   0.006084         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     48/499      4.32G    0.01407     0.0112   0.006084         55        640:  57%|#####6    | 95/168 [00:17<00:13,  5.25it/s]
     48/499      4.32G    0.01405    0.01119   0.006062         55        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     48/499      4.32G    0.01405    0.01119   0.006062         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     48/499      4.32G    0.01409    0.01121   0.006071         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     48/499      4.32G    0.01409    0.01121   0.006071         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
     48/499      4.32G    0.01409    0.01123   0.006054         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
     48/499      4.32G    0.01409    0.01123   0.006054         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     48/499      4.32G    0.01409    0.01123   0.006051         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     48/499      4.32G    0.01409    0.01123   0.006051         66        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
     48/499      4.32G    0.01411    0.01122   0.006094         64        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
     48/499      4.32G    0.01411    0.01122   0.006094         64        640:  60%|#####9    | 100/168 [00:18<00:13,  5.15it/s]
     48/499      4.32G    0.01409    0.01123   0.006067         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
     48/499      4.32G    0.01409    0.01123   0.006067         66        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     48/499      4.32G    0.01408    0.01124   0.006073         77        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     48/499      4.32G    0.01408    0.01124   0.006073         77        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     48/499      4.32G    0.01406    0.01122   0.006054         59        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     48/499      4.32G    0.01406    0.01122   0.006054         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     48/499      4.32G    0.01406    0.01124   0.006029         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     48/499      4.32G    0.01406    0.01124   0.006029         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     48/499      4.32G    0.01405    0.01127   0.006034         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     48/499      4.32G    0.01405    0.01127   0.006034         82        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
     48/499      4.32G    0.01403    0.01125   0.006039         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     48/499      4.32G    0.01403    0.01125   0.006039         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     48/499      4.32G      0.014    0.01125    0.00603         81        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
     48/499      4.32G      0.014    0.01125    0.00603         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     48/499      4.32G      0.014    0.01125   0.006043         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     48/499      4.32G      0.014    0.01125   0.006043         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     48/499      4.32G    0.01399    0.01125   0.006018         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     48/499      4.32G    0.01399    0.01125   0.006018         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     48/499      4.32G    0.01397    0.01127   0.005991         91        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     48/499      4.32G    0.01397    0.01127   0.005991         91        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
     48/499      4.32G    0.01397    0.01126    0.00598         58        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
     48/499      4.32G    0.01397    0.01126    0.00598         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     48/499      4.32G    0.01397    0.01125   0.005982         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     48/499      4.32G    0.01397    0.01125   0.005982         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     48/499      4.32G    0.01399    0.01125   0.005975         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     48/499      4.32G    0.01399    0.01125   0.005975         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     48/499      4.32G    0.01399    0.01124   0.005953         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     48/499      4.32G    0.01399    0.01124   0.005953         64        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
     48/499      4.32G      0.014    0.01126   0.005934         80        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
     48/499      4.32G      0.014    0.01126   0.005934         80        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
     48/499      4.32G    0.01399    0.01129   0.005929         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
     48/499      4.32G    0.01399    0.01129   0.005929         77        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
     48/499      4.32G    0.01401    0.01128   0.005928         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     48/499      4.32G    0.01401    0.01128   0.005928         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     48/499      4.32G    0.01402    0.01126   0.005928         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     48/499      4.32G    0.01402    0.01126   0.005928         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     48/499      4.32G    0.01401    0.01126   0.005928         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     48/499      4.32G    0.01401    0.01126   0.005928         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
     48/499      4.32G    0.01401    0.01124   0.005894         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
     48/499      4.32G    0.01401    0.01124   0.005894         58        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     48/499      4.32G    0.01402    0.01122   0.005881         52        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     48/499      4.32G    0.01402    0.01122   0.005881         52        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     48/499      4.32G    0.01401    0.01122   0.005871         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     48/499      4.32G    0.01401    0.01122   0.005871         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     48/499      4.32G    0.01401    0.01123   0.005862         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     48/499      4.32G    0.01401    0.01123   0.005862         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     48/499      4.32G    0.01403    0.01122   0.005865         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     48/499      4.32G    0.01403    0.01122   0.005865         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     48/499      4.32G    0.01403    0.01121   0.005882         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     48/499      4.32G    0.01403    0.01121   0.005882         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
     48/499      4.32G    0.01402    0.01122   0.005872         90        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
     48/499      4.32G    0.01402    0.01122   0.005872         90        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     48/499      4.32G    0.01402    0.01122   0.005861         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     48/499      4.32G    0.01402    0.01122   0.005861         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     48/499      4.32G    0.01401    0.01124   0.005857         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     48/499      4.32G    0.01401    0.01124   0.005857         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     48/499      4.32G      0.014    0.01124   0.005845         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     48/499      4.32G      0.014    0.01124   0.005845         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     48/499      4.32G      0.014    0.01125   0.005832         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     48/499      4.32G      0.014    0.01125   0.005832         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     48/499      4.32G    0.01398    0.01123   0.005804         54        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     48/499      4.32G    0.01398    0.01123   0.005804         54        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
     48/499      4.32G    0.01399    0.01123   0.005791         79        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
     48/499      4.32G    0.01399    0.01123   0.005791         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     48/499      4.32G    0.01398    0.01122   0.005804         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     48/499      4.32G    0.01398    0.01122   0.005804         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     48/499      4.32G    0.01398    0.01123   0.005802         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     48/499      4.32G    0.01398    0.01123   0.005802         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     48/499      4.32G    0.01397     0.0112   0.005808         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     48/499      4.32G    0.01397     0.0112   0.005808         58        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     48/499      4.32G    0.01394    0.01118   0.005791         51        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     48/499      4.32G    0.01394    0.01118   0.005791         51        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     48/499      4.32G    0.01394    0.01118   0.005783         80        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     48/499      4.32G    0.01394    0.01118   0.005783         80        640:  82%|########1 | 137/168 [00:25<00:05,  5.24it/s]
     48/499      4.32G    0.01393    0.01116   0.005795         43        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     48/499      4.32G    0.01393    0.01116   0.005795         43        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     48/499      4.32G    0.01393    0.01118    0.00581         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     48/499      4.32G    0.01393    0.01118    0.00581         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     48/499      4.32G    0.01395    0.01119   0.005808         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     48/499      4.32G    0.01395    0.01119   0.005808         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     48/499      4.32G    0.01394    0.01119   0.005812         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     48/499      4.32G    0.01394    0.01119   0.005812         76        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     48/499      4.32G    0.01394    0.01119   0.005808         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     48/499      4.32G    0.01394    0.01119   0.005808         68        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
     48/499      4.32G    0.01394     0.0112   0.005807         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     48/499      4.32G    0.01394     0.0112   0.005807         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     48/499      4.32G    0.01394     0.0112   0.005797         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     48/499      4.32G    0.01394     0.0112   0.005797         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     48/499      4.32G    0.01393     0.0112   0.005775         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     48/499      4.32G    0.01393     0.0112   0.005775         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     48/499      4.32G    0.01393    0.01119   0.005774         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     48/499      4.32G    0.01393    0.01119   0.005774         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
     48/499      4.32G    0.01393     0.0112   0.005754         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
     48/499      4.32G    0.01393     0.0112   0.005754         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
     48/499      4.32G    0.01392    0.01118   0.005737         51        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
     48/499      4.32G    0.01392    0.01118   0.005737         51        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
     48/499      4.32G    0.01391    0.01117    0.00575         54        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
     48/499      4.32G    0.01391    0.01117    0.00575         54        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
     48/499      4.32G    0.01391    0.01117   0.005747         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
     48/499      4.32G    0.01391    0.01117   0.005747         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
     48/499      4.32G     0.0139    0.01117   0.005724         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
     48/499      4.32G     0.0139    0.01117   0.005724         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
     48/499      4.32G    0.01391    0.01119   0.005723         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
     48/499      4.32G    0.01391    0.01119   0.005723         80        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
     48/499      4.32G    0.01391    0.01121   0.005724         72        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
     48/499      4.32G    0.01391    0.01121   0.005724         72        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
     48/499      4.32G    0.01391    0.01121   0.005741         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
     48/499      4.32G    0.01391    0.01121   0.005741         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
     48/499      4.32G    0.01391     0.0112   0.005743         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
     48/499      4.32G    0.01391     0.0112   0.005743         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     48/499      4.32G     0.0139    0.01118   0.005756         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     48/499      4.32G     0.0139    0.01118   0.005756         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
     48/499      4.32G     0.0139    0.01117   0.005754         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
     48/499      4.32G     0.0139    0.01117   0.005754         53        640:  93%|#########3| 157/168 [00:29<00:02,  5.13it/s]
     48/499      4.32G    0.01389    0.01117   0.005771         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.13it/s]
     48/499      4.32G    0.01389    0.01117   0.005771         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.23it/s]
     48/499      4.32G    0.01388    0.01117   0.005767         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     48/499      4.32G    0.01388    0.01117   0.005767         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     48/499      4.32G    0.01388     0.0112   0.005767         86        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     48/499      4.32G    0.01388     0.0112   0.005767         86        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     48/499      4.32G    0.01388    0.01119   0.005754         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     48/499      4.32G    0.01388    0.01119   0.005754         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     48/499      4.32G    0.01387    0.01119   0.005739         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     48/499      4.32G    0.01387    0.01119   0.005739         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     48/499      4.32G    0.01386    0.01118   0.005734         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     48/499      4.32G    0.01386    0.01118   0.005734         70        640:  97%|#########7| 163/168 [00:30<00:01,  4.87it/s]
     48/499      4.32G    0.01385     0.0112   0.005726         87        640:  97%|#########7| 163/168 [00:31<00:01,  4.87it/s]
     48/499      4.32G    0.01385     0.0112   0.005726         87        640:  98%|#########7| 164/168 [00:31<00:00,  5.03it/s]
     48/499      4.32G    0.01384    0.01119   0.005739         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.03it/s]
     48/499      4.32G    0.01384    0.01119   0.005739         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.17it/s]
     48/499      4.32G    0.01385    0.01119   0.005729         56        640:  98%|#########8| 165/168 [00:31<00:00,  5.17it/s]
     48/499      4.32G    0.01385    0.01119   0.005729         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.10it/s]
     48/499      4.32G    0.01384    0.01118   0.005716         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.10it/s]
     48/499      4.32G    0.01384    0.01118   0.005716         67        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     48/499      4.32G    0.01385     0.0112   0.005723         45        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     48/499      4.32G    0.01385     0.0112   0.005723         45        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
     48/499      4.32G    0.01385     0.0112   0.005723         45        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.816      0.866      0.877      0.745

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     49/499      4.32G    0.01244     0.0108   0.006735         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     49/499      4.32G    0.01244     0.0108   0.006735         66        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     49/499      4.32G    0.01282    0.01062   0.005715         66        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     49/499      4.32G    0.01282    0.01062   0.005715         66        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     49/499      4.32G    0.01296     0.0112   0.007211         73        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
     49/499      4.32G    0.01296     0.0112   0.007211         73        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     49/499      4.32G    0.01327    0.01166   0.006731         83        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     49/499      4.32G    0.01327    0.01166   0.006731         83        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     49/499      4.32G    0.01316    0.01165   0.007097         74        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     49/499      4.32G    0.01316    0.01165   0.007097         74        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     49/499      4.32G    0.01294    0.01116   0.007046         62        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     49/499      4.32G    0.01294    0.01116   0.007046         62        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     49/499      4.32G    0.01307    0.01138   0.006928         60        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     49/499      4.32G    0.01307    0.01138   0.006928         60        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     49/499      4.32G    0.01311    0.01128   0.006568         67        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     49/499      4.32G    0.01311    0.01128   0.006568         67        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     49/499      4.32G    0.01304    0.01122   0.006492         72        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     49/499      4.32G    0.01304    0.01122   0.006492         72        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     49/499      4.32G    0.01295     0.0111   0.006306         66        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     49/499      4.32G    0.01295     0.0111   0.006306         66        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
     49/499      4.32G    0.01296    0.01115   0.006509         60        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
     49/499      4.32G    0.01296    0.01115   0.006509         60        640:   7%|6         | 11/168 [00:02<00:30,  5.11it/s]
     49/499      4.32G    0.01299    0.01108   0.006581         62        640:   7%|6         | 11/168 [00:02<00:30,  5.11it/s]
     49/499      4.32G    0.01299    0.01108   0.006581         62        640:   7%|7         | 12/168 [00:02<00:29,  5.21it/s]
     49/499      4.32G    0.01298    0.01113   0.006504         68        640:   7%|7         | 12/168 [00:02<00:29,  5.21it/s]
     49/499      4.32G    0.01298    0.01113   0.006504         68        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     49/499      4.32G    0.01306    0.01105   0.006467         54        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     49/499      4.32G    0.01306    0.01105   0.006467         54        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     49/499      4.32G    0.01308    0.01084   0.006136         44        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     49/499      4.32G    0.01308    0.01084   0.006136         44        640:   9%|8         | 15/168 [00:02<00:29,  5.25it/s]
     49/499      4.32G    0.01299    0.01074   0.006182         68        640:   9%|8         | 15/168 [00:03<00:29,  5.25it/s]
     49/499      4.32G    0.01299    0.01074   0.006182         68        640:  10%|9         | 16/168 [00:03<00:29,  5.08it/s]
     49/499      4.32G    0.01317    0.01069     0.0062         56        640:  10%|9         | 16/168 [00:03<00:29,  5.08it/s]
     49/499      4.32G    0.01317    0.01069     0.0062         56        640:  10%|#         | 17/168 [00:03<00:29,  5.20it/s]
     49/499      4.32G    0.01312    0.01073   0.006147         77        640:  10%|#         | 17/168 [00:03<00:29,  5.20it/s]
     49/499      4.32G    0.01312    0.01073   0.006147         77        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     49/499      4.32G    0.01309    0.01069   0.005998         70        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     49/499      4.32G    0.01309    0.01069   0.005998         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     49/499      4.32G    0.01308    0.01058   0.006104         54        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     49/499      4.32G    0.01308    0.01058   0.006104         54        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     49/499      4.32G    0.01307    0.01062   0.006036         70        640:  12%|#1        | 20/168 [00:04<00:28,  5.28it/s]
     49/499      4.32G    0.01307    0.01062   0.006036         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     49/499      4.32G    0.01316    0.01065   0.005991         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     49/499      4.32G    0.01316    0.01065   0.005991         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     49/499      4.32G    0.01324     0.0107   0.005964         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     49/499      4.32G    0.01324     0.0107   0.005964         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     49/499      4.32G     0.0133    0.01068   0.005919         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     49/499      4.32G     0.0133    0.01068   0.005919         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     49/499      4.32G    0.01337     0.0108   0.005807         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     49/499      4.32G    0.01337     0.0108   0.005807         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
     49/499      4.32G    0.01338    0.01087   0.005844         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
     49/499      4.32G    0.01338    0.01087   0.005844         81        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
     49/499      4.32G    0.01335    0.01086   0.006219         60        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
     49/499      4.32G    0.01335    0.01086   0.006219         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     49/499      4.32G    0.01341    0.01088   0.006271         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     49/499      4.32G    0.01341    0.01088   0.006271         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
     49/499      4.32G    0.01348    0.01092    0.00624         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
     49/499      4.32G    0.01348    0.01092    0.00624         69        640:  17%|#7        | 29/168 [00:05<00:25,  5.35it/s]
     49/499      4.32G    0.01356     0.0109   0.006143         51        640:  17%|#7        | 29/168 [00:05<00:25,  5.35it/s]
     49/499      4.32G    0.01356     0.0109   0.006143         51        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     49/499      4.32G    0.01357    0.01092   0.006302         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
     49/499      4.32G    0.01357    0.01092   0.006302         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.25it/s]
     49/499      4.32G     0.0136    0.01092   0.006205         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.25it/s]
     49/499      4.32G     0.0136    0.01092   0.006205         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.37it/s]
     49/499      4.32G    0.01359    0.01095    0.00628         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.37it/s]
     49/499      4.32G    0.01359    0.01095    0.00628         60        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
     49/499      4.32G    0.01352    0.01086   0.006238         56        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
     49/499      4.32G    0.01352    0.01086   0.006238         56        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
     49/499      4.32G    0.01358    0.01096   0.006187         74        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
     49/499      4.32G    0.01358    0.01096   0.006187         74        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     49/499      4.32G    0.01361      0.011   0.006177         73        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     49/499      4.32G    0.01361      0.011   0.006177         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
     49/499      4.32G     0.0136    0.01099   0.006158         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.40it/s]
     49/499      4.32G     0.0136    0.01099   0.006158         65        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     49/499      4.32G    0.01357    0.01098   0.006103         68        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     49/499      4.32G    0.01357    0.01098   0.006103         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
     49/499      4.32G    0.01352     0.0109     0.0061         51        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
     49/499      4.32G    0.01352     0.0109     0.0061         51        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
     49/499      4.32G    0.01352    0.01088    0.00605         65        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
     49/499      4.32G    0.01352    0.01088    0.00605         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     49/499      4.32G    0.01351    0.01089   0.005993         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
     49/499      4.32G    0.01351    0.01089   0.005993         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.35it/s]
     49/499      4.32G    0.01354    0.01091   0.006013         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.35it/s]
     49/499      4.32G    0.01354    0.01091   0.006013         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
     49/499      4.32G    0.01351    0.01093   0.005975         81        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     49/499      4.32G    0.01351    0.01093   0.005975         81        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     49/499      4.32G    0.01345     0.0109   0.005953         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     49/499      4.32G    0.01345     0.0109   0.005953         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     49/499      4.32G    0.01347     0.0109   0.005904         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     49/499      4.32G    0.01347     0.0109   0.005904         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     49/499      4.32G    0.01343    0.01089   0.005976         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     49/499      4.32G    0.01343    0.01089   0.005976         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     49/499      4.32G    0.01348    0.01096   0.006063         92        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     49/499      4.32G    0.01348    0.01096   0.006063         92        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
     49/499      4.32G    0.01346    0.01096   0.006104         66        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
     49/499      4.32G    0.01346    0.01096   0.006104         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     49/499      4.32G    0.01351      0.011   0.006052         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     49/499      4.32G    0.01351      0.011   0.006052         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     49/499      4.32G    0.01351    0.01097   0.006046         49        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     49/499      4.32G    0.01351    0.01097   0.006046         49        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     49/499      4.32G     0.0135    0.01096   0.006036         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     49/499      4.32G     0.0135    0.01096   0.006036         66        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
     49/499      4.32G    0.01351    0.01094   0.006183         59        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
     49/499      4.32G    0.01351    0.01094   0.006183         59        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     49/499      4.32G    0.01352      0.011   0.006151         81        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
     49/499      4.32G    0.01352      0.011   0.006151         81        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     49/499      4.32G    0.01348    0.01098   0.006057         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     49/499      4.32G    0.01348    0.01098   0.006057         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     49/499      4.32G    0.01344    0.01095   0.006038         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
     49/499      4.32G    0.01344    0.01095   0.006038         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     49/499      4.32G    0.01345    0.01097   0.006039         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     49/499      4.32G    0.01345    0.01097   0.006039         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     49/499      4.32G    0.01348    0.01094   0.005991         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     49/499      4.32G    0.01348    0.01094   0.005991         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     49/499      4.32G    0.01352    0.01096   0.005994         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     49/499      4.32G    0.01352    0.01096   0.005994         68        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
     49/499      4.32G    0.01353      0.011   0.006049         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
     49/499      4.32G    0.01353      0.011   0.006049         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     49/499      4.32G     0.0135    0.01097   0.006039         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     49/499      4.32G     0.0135    0.01097   0.006039         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     49/499      4.32G    0.01349    0.01097    0.00606         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     49/499      4.32G    0.01349    0.01097    0.00606         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     49/499      4.32G    0.01347    0.01095   0.006059         54        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     49/499      4.32G    0.01347    0.01095   0.006059         54        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     49/499      4.32G    0.01345    0.01097    0.00602         77        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     49/499      4.32G    0.01345    0.01097    0.00602         77        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
     49/499      4.32G    0.01346    0.01101   0.005981         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
     49/499      4.32G    0.01346    0.01101   0.005981         76        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     49/499      4.32G    0.01344    0.01106   0.005983         84        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     49/499      4.32G    0.01344    0.01106   0.005983         84        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     49/499      4.32G    0.01341    0.01105   0.005961         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
     49/499      4.32G    0.01341    0.01105   0.005961         67        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     49/499      4.32G     0.0134    0.01104   0.005974         67        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     49/499      4.32G     0.0134    0.01104   0.005974         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     49/499      4.32G    0.01342    0.01105   0.005991         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     49/499      4.32G    0.01342    0.01105   0.005991         75        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
     49/499      4.32G    0.01338    0.01105   0.005978         77        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
     49/499      4.32G    0.01338    0.01105   0.005978         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     49/499      4.32G    0.01336    0.01106   0.005964         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     49/499      4.32G    0.01336    0.01106   0.005964         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     49/499      4.32G    0.01338    0.01109   0.006046         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
     49/499      4.32G    0.01338    0.01109   0.006046         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     49/499      4.32G    0.01337    0.01109   0.006035         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     49/499      4.32G    0.01337    0.01109   0.006035         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
     49/499      4.32G    0.01335    0.01106   0.006008         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
     49/499      4.32G    0.01335    0.01106   0.006008         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
     49/499      4.32G    0.01339     0.0111   0.006016         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.26it/s]
     49/499      4.32G    0.01339     0.0111   0.006016         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
     49/499      4.32G    0.01341    0.01108   0.006035         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
     49/499      4.32G    0.01341    0.01108   0.006035         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
     49/499      4.32G     0.0134    0.01112    0.00601         85        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
     49/499      4.32G     0.0134    0.01112    0.00601         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
     49/499      4.32G    0.01338     0.0111   0.005981         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
     49/499      4.32G    0.01338     0.0111   0.005981         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.35it/s]
     49/499      4.32G    0.01339    0.01112   0.006037         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.35it/s]
     49/499      4.32G    0.01339    0.01112   0.006037         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     49/499      4.32G    0.01345    0.01113   0.006032         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     49/499      4.32G    0.01345    0.01113   0.006032         60        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
     49/499      4.32G    0.01345    0.01111   0.006087         57        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
     49/499      4.32G    0.01345    0.01111   0.006087         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
     49/499      4.32G    0.01344    0.01111   0.006056         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
     49/499      4.32G    0.01344    0.01111   0.006056         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     49/499      4.32G    0.01341    0.01109   0.006024         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     49/499      4.32G    0.01341    0.01109   0.006024         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     49/499      4.32G    0.01339    0.01108   0.006019         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     49/499      4.32G    0.01339    0.01108   0.006019         65        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     49/499      4.32G    0.01338     0.0111    0.00597         77        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     49/499      4.32G    0.01338     0.0111    0.00597         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
     49/499      4.32G    0.01339     0.0111   0.005971         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
     49/499      4.32G    0.01339     0.0111   0.005971         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
     49/499      4.32G    0.01339    0.01109   0.005952         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
     49/499      4.32G    0.01339    0.01109   0.005952         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     49/499      4.32G    0.01338    0.01112   0.005941         83        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     49/499      4.32G    0.01338    0.01112   0.005941         83        640:  52%|#####1    | 87/168 [00:16<00:14,  5.40it/s]
     49/499      4.32G    0.01344    0.01111   0.005927         51        640:  52%|#####1    | 87/168 [00:16<00:14,  5.40it/s]
     49/499      4.32G    0.01344    0.01111   0.005927         51        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
     49/499      4.32G    0.01343    0.01111   0.005945         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
     49/499      4.32G    0.01343    0.01111   0.005945         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.36it/s]
     49/499      4.32G    0.01344    0.01114   0.005913         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.36it/s]
     49/499      4.32G    0.01344    0.01114   0.005913         74        640:  54%|#####3    | 90/168 [00:16<00:14,  5.42it/s]
     49/499      4.32G    0.01346     0.0111   0.005902         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.42it/s]
     49/499      4.32G    0.01346     0.0111   0.005902         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
     49/499      4.32G    0.01344    0.01109   0.005939         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
     49/499      4.32G    0.01344    0.01109   0.005939         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     49/499      4.32G    0.01345     0.0111   0.005936         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
     49/499      4.32G    0.01345     0.0111   0.005936         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     49/499      4.32G    0.01344    0.01113   0.005938         80        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     49/499      4.32G    0.01344    0.01113   0.005938         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
     49/499      4.32G    0.01344    0.01111    0.00592         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
     49/499      4.32G    0.01344    0.01111    0.00592         62        640:  57%|#####6    | 95/168 [00:17<00:13,  5.33it/s]
     49/499      4.32G    0.01344    0.01111   0.005882         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.33it/s]
     49/499      4.32G    0.01344    0.01111   0.005882         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     49/499      4.32G    0.01344    0.01111   0.005898         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     49/499      4.32G    0.01344    0.01111   0.005898         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     49/499      4.32G    0.01344    0.01112   0.005853         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     49/499      4.32G    0.01344    0.01112   0.005853         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     49/499      4.32G    0.01342    0.01111   0.005846         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     49/499      4.32G    0.01342    0.01111   0.005846         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     49/499      4.32G    0.01342     0.0111   0.005834         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     49/499      4.32G    0.01342     0.0111   0.005834         61        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
     49/499      4.32G    0.01341     0.0111   0.005839         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     49/499      4.32G    0.01341     0.0111   0.005839         75        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     49/499      4.32G    0.01341    0.01108   0.005846         52        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     49/499      4.32G    0.01341    0.01108   0.005846         52        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     49/499      4.32G     0.0134    0.01107   0.005823         69        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     49/499      4.32G     0.0134    0.01107   0.005823         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     49/499      4.32G     0.0134    0.01106    0.00586         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     49/499      4.32G     0.0134    0.01106    0.00586         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     49/499      4.32G    0.01341     0.0111   0.005911         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     49/499      4.32G    0.01341     0.0111   0.005911         82        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     49/499      4.32G    0.01341    0.01112   0.005946         87        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     49/499      4.32G    0.01341    0.01112   0.005946         87        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
     49/499      4.32G    0.01342    0.01113   0.005915         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
     49/499      4.32G    0.01342    0.01113   0.005915         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
     49/499      4.32G    0.01342    0.01115   0.005876         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
     49/499      4.32G    0.01342    0.01115   0.005876         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     49/499      4.32G     0.0134    0.01115   0.005872         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     49/499      4.32G     0.0134    0.01115   0.005872         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     49/499      4.32G    0.01341    0.01115   0.005886         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     49/499      4.32G    0.01341    0.01115   0.005886         68        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
     49/499      4.32G     0.0134    0.01115   0.005899         67        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
     49/499      4.32G     0.0134    0.01115   0.005899         67        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
     49/499      4.32G    0.01339    0.01114   0.005854         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     49/499      4.32G    0.01339    0.01114   0.005854         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     49/499      4.32G    0.01339    0.01114   0.005888         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     49/499      4.32G    0.01339    0.01114   0.005888         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     49/499      4.32G    0.01338    0.01114   0.005908         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     49/499      4.32G    0.01338    0.01114   0.005908         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     49/499      4.32G    0.01337     0.0111    0.00592         47        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     49/499      4.32G    0.01337     0.0111    0.00592         47        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     49/499      4.32G    0.01336    0.01109   0.005912         54        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     49/499      4.32G    0.01336    0.01109   0.005912         54        640:  69%|######9   | 116/168 [00:21<00:09,  5.31it/s]
     49/499      4.32G    0.01336    0.01111    0.00588         82        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     49/499      4.32G    0.01336    0.01111    0.00588         82        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     49/499      4.32G    0.01336    0.01111   0.005868         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     49/499      4.32G    0.01336    0.01111   0.005868         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     49/499      4.32G    0.01335    0.01112   0.005856         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     49/499      4.32G    0.01335    0.01112   0.005856         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     49/499      4.32G    0.01334    0.01115   0.005835         80        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
     49/499      4.32G    0.01334    0.01115   0.005835         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     49/499      4.32G    0.01334    0.01114   0.005819         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     49/499      4.32G    0.01334    0.01114   0.005819         65        640:  72%|#######2  | 121/168 [00:22<00:09,  5.22it/s]
     49/499      4.32G    0.01333    0.01112   0.005864         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     49/499      4.32G    0.01333    0.01112   0.005864         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     49/499      4.32G    0.01331     0.0111    0.00584         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     49/499      4.32G    0.01331     0.0111    0.00584         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     49/499      4.32G    0.01331    0.01109   0.005836         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     49/499      4.32G    0.01331    0.01109   0.005836         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     49/499      4.32G    0.01332     0.0111   0.005823         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     49/499      4.32G    0.01332     0.0111   0.005823         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
     49/499      4.32G    0.01334    0.01108   0.005821         54        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
     49/499      4.32G    0.01334    0.01108   0.005821         54        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
     49/499      4.32G    0.01334    0.01107   0.005842         64        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
     49/499      4.32G    0.01334    0.01107   0.005842         64        640:  76%|#######5  | 127/168 [00:23<00:07,  5.25it/s]
     49/499      4.32G    0.01332    0.01105   0.005824         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     49/499      4.32G    0.01332    0.01105   0.005824         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     49/499      4.32G    0.01331    0.01105   0.005817         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     49/499      4.32G    0.01331    0.01105   0.005817         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
     49/499      4.32G    0.01332    0.01107   0.005807         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
     49/499      4.32G    0.01332    0.01107   0.005807         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
     49/499      4.32G    0.01331    0.01106    0.00581         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
     49/499      4.32G    0.01331    0.01106    0.00581         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
     49/499      4.32G    0.01331    0.01106    0.00582         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
     49/499      4.32G    0.01331    0.01106    0.00582         73        640:  79%|#######8  | 132/168 [00:24<00:06,  5.40it/s]
     49/499      4.32G     0.0133    0.01105   0.005851         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.40it/s]
     49/499      4.32G     0.0133    0.01105   0.005851         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     49/499      4.32G    0.01331    0.01107   0.005851         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     49/499      4.32G    0.01331    0.01107   0.005851         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     49/499      4.32G    0.01331    0.01106   0.005839         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     49/499      4.32G    0.01331    0.01106   0.005839         58        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     49/499      4.32G    0.01331    0.01108   0.005831         67        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     49/499      4.32G    0.01331    0.01108   0.005831         67        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     49/499      4.32G     0.0133    0.01107    0.00583         60        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
     49/499      4.32G     0.0133    0.01107    0.00583         60        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
     49/499      4.32G     0.0133    0.01107   0.005826         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
     49/499      4.32G     0.0133    0.01107   0.005826         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     49/499      4.32G    0.01329    0.01107   0.005831         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     49/499      4.32G    0.01329    0.01107   0.005831         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     49/499      4.32G     0.0133    0.01106   0.005818         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     49/499      4.32G     0.0133    0.01106   0.005818         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     49/499      4.32G     0.0133    0.01106   0.005806         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
     49/499      4.32G     0.0133    0.01106   0.005806         74        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
     49/499      4.32G     0.0133    0.01106   0.005796         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
     49/499      4.32G     0.0133    0.01106   0.005796         60        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
     49/499      4.32G     0.0133    0.01107   0.005794         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     49/499      4.32G     0.0133    0.01107   0.005794         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     49/499      4.32G    0.01332    0.01107   0.005784         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     49/499      4.32G    0.01332    0.01107   0.005784         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     49/499      4.32G    0.01332    0.01108   0.005765         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     49/499      4.32G    0.01332    0.01108   0.005765         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     49/499      4.32G    0.01332    0.01108   0.005764         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     49/499      4.32G    0.01332    0.01108   0.005764         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     49/499      4.32G    0.01333    0.01108   0.005765         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     49/499      4.32G    0.01333    0.01108   0.005765         70        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
     49/499      4.32G    0.01334    0.01109   0.005771         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
     49/499      4.32G    0.01334    0.01109   0.005771         71        640:  88%|########8 | 148/168 [00:27<00:03,  5.17it/s]
     49/499      4.32G    0.01335    0.01112   0.005774         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     49/499      4.32G    0.01335    0.01112   0.005774         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     49/499      4.32G    0.01335    0.01111    0.00577         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     49/499      4.32G    0.01335    0.01111    0.00577         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     49/499      4.32G    0.01335     0.0111   0.005786         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     49/499      4.32G    0.01335     0.0111   0.005786         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     49/499      4.32G    0.01335    0.01111   0.005782         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     49/499      4.32G    0.01335    0.01111   0.005782         71        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     49/499      4.32G    0.01334    0.01111   0.005783         64        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     49/499      4.32G    0.01334    0.01111   0.005783         64        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
     49/499      4.32G    0.01335    0.01112   0.005795         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     49/499      4.32G    0.01335    0.01112   0.005795         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     49/499      4.32G    0.01335    0.01112   0.005777         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     49/499      4.32G    0.01335    0.01112   0.005777         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     49/499      4.32G    0.01338    0.01111   0.005774         48        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     49/499      4.32G    0.01338    0.01111   0.005774         48        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
     49/499      4.32G    0.01337    0.01109     0.0058         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
     49/499      4.32G    0.01337    0.01109     0.0058         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     49/499      4.32G    0.01337    0.01109    0.00581         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     49/499      4.32G    0.01337    0.01109    0.00581         65        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
     49/499      4.32G    0.01337     0.0111   0.005796         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     49/499      4.32G    0.01337     0.0111   0.005796         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     49/499      4.32G    0.01337    0.01109   0.005794         51        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     49/499      4.32G    0.01337    0.01109   0.005794         51        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     49/499      4.32G    0.01336     0.0111   0.005778         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     49/499      4.32G    0.01336     0.0111   0.005778         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
     49/499      4.32G    0.01336    0.01109    0.00577         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
     49/499      4.32G    0.01336    0.01109    0.00577         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
     49/499      4.32G    0.01336     0.0111   0.005762         79        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
     49/499      4.32G    0.01336     0.0111   0.005762         79        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
     49/499      4.32G    0.01335     0.0111   0.005751         59        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
     49/499      4.32G    0.01335     0.0111   0.005751         59        640:  98%|#########7| 164/168 [00:30<00:00,  5.35it/s]
     49/499      4.32G    0.01335    0.01109    0.00574         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
     49/499      4.32G    0.01335    0.01109    0.00574         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     49/499      4.32G    0.01336     0.0111   0.005731         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     49/499      4.32G    0.01336     0.0111   0.005731         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     49/499      4.32G    0.01336    0.01109   0.005714         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     49/499      4.32G    0.01336    0.01109   0.005714         57        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     49/499      4.32G    0.01335    0.01112   0.005714         42        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     49/499      4.32G    0.01335    0.01112   0.005714         42        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
     49/499      4.32G    0.01335    0.01112   0.005714         42        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.56it/s]
                   all        132        263      0.802      0.789      0.827      0.689

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     50/499      4.32G    0.01256    0.01218   0.009036         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     50/499      4.32G    0.01256    0.01218   0.009036         66        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     50/499      4.32G     0.0125    0.01212   0.007304         79        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     50/499      4.32G     0.0125    0.01212   0.007304         79        640:   1%|1         | 2/168 [00:00<00:31,  5.35it/s]
     50/499      4.32G    0.01317    0.01271   0.006477         86        640:   1%|1         | 2/168 [00:00<00:31,  5.35it/s]
     50/499      4.32G    0.01317    0.01271   0.006477         86        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
     50/499      4.32G    0.01323     0.0126   0.005582         78        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
     50/499      4.32G    0.01323     0.0126   0.005582         78        640:   2%|2         | 4/168 [00:00<00:33,  4.96it/s]
     50/499      4.32G    0.01328    0.01227   0.005764         68        640:   2%|2         | 4/168 [00:00<00:33,  4.96it/s]
     50/499      4.32G    0.01328    0.01227   0.005764         68        640:   3%|2         | 5/168 [00:00<00:31,  5.18it/s]
     50/499      4.32G    0.01334    0.01187   0.005616         68        640:   3%|2         | 5/168 [00:01<00:31,  5.18it/s]
     50/499      4.32G    0.01334    0.01187   0.005616         68        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     50/499      4.32G    0.01328    0.01199   0.005327         80        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     50/499      4.32G    0.01328    0.01199   0.005327         80        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     50/499      4.32G    0.01321    0.01184   0.005167         64        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     50/499      4.32G    0.01321    0.01184   0.005167         64        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     50/499      4.32G    0.01322    0.01154   0.005547         56        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     50/499      4.32G    0.01322    0.01154   0.005547         56        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     50/499      4.32G     0.0133    0.01174   0.005722         77        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     50/499      4.32G     0.0133    0.01174   0.005722         77        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     50/499      4.32G     0.0133    0.01171   0.005783         72        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     50/499      4.32G     0.0133    0.01171   0.005783         72        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     50/499      4.32G    0.01332     0.0116   0.005929         68        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     50/499      4.32G    0.01332     0.0116   0.005929         68        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
     50/499      4.32G    0.01347    0.01153   0.005768         67        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
     50/499      4.32G    0.01347    0.01153   0.005768         67        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     50/499      4.32G    0.01349    0.01169   0.005648         75        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     50/499      4.32G    0.01349    0.01169   0.005648         75        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
     50/499      4.32G    0.01349    0.01172   0.005611         73        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
     50/499      4.32G    0.01349    0.01172   0.005611         73        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
     50/499      4.32G    0.01342    0.01175   0.005524         78        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
     50/499      4.32G    0.01342    0.01175   0.005524         78        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     50/499      4.32G    0.01346    0.01178   0.005524         67        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     50/499      4.32G    0.01346    0.01178   0.005524         67        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     50/499      4.32G    0.01339    0.01171   0.005463         66        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     50/499      4.32G    0.01339    0.01171   0.005463         66        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     50/499      4.32G    0.01329    0.01158   0.005397         61        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     50/499      4.32G    0.01329    0.01158   0.005397         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     50/499      4.32G    0.01335    0.01159   0.005592         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     50/499      4.32G    0.01335    0.01159   0.005592         76        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     50/499      4.32G    0.01349    0.01156   0.005555         61        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     50/499      4.32G    0.01349    0.01156   0.005555         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     50/499      4.32G    0.01354    0.01156   0.005738         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     50/499      4.32G    0.01354    0.01156   0.005738         74        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     50/499      4.32G    0.01357    0.01155   0.005793         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     50/499      4.32G    0.01357    0.01155   0.005793         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     50/499      4.32G    0.01353    0.01157   0.005731         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     50/499      4.32G    0.01353    0.01157   0.005731         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     50/499      4.32G    0.01358     0.0116   0.005617         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     50/499      4.32G    0.01358     0.0116   0.005617         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     50/499      4.32G    0.01357    0.01154   0.005528         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     50/499      4.32G    0.01357    0.01154   0.005528         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
     50/499      4.32G    0.01361     0.0115   0.005471         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
     50/499      4.32G    0.01361     0.0115   0.005471         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     50/499      4.32G    0.01358    0.01142   0.005653         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     50/499      4.32G    0.01358    0.01142   0.005653         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     50/499      4.32G    0.01355    0.01141    0.00576         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     50/499      4.32G    0.01355    0.01141    0.00576         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     50/499      4.32G    0.01354    0.01147   0.005786         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     50/499      4.32G    0.01354    0.01147   0.005786         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     50/499      4.32G    0.01357    0.01154   0.005909         76        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     50/499      4.32G    0.01357    0.01154   0.005909         76        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     50/499      4.32G    0.01358    0.01153   0.005822         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     50/499      4.32G    0.01358    0.01153   0.005822         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     50/499      4.32G    0.01359    0.01154   0.005833         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     50/499      4.32G    0.01359    0.01154   0.005833         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     50/499      4.32G    0.01358    0.01157    0.00582         87        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     50/499      4.32G    0.01358    0.01157    0.00582         87        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     50/499      4.32G    0.01358    0.01159   0.005824         61        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     50/499      4.32G    0.01358    0.01159   0.005824         61        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     50/499      4.32G    0.01353    0.01151   0.005797         64        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     50/499      4.32G    0.01353    0.01151   0.005797         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     50/499      4.32G    0.01356    0.01153   0.005735         76        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     50/499      4.32G    0.01356    0.01153   0.005735         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     50/499      4.32G    0.01355    0.01156   0.005723         86        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     50/499      4.32G    0.01355    0.01156   0.005723         86        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     50/499      4.32G    0.01353     0.0115   0.005715         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     50/499      4.32G    0.01353     0.0115   0.005715         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     50/499      4.32G    0.01356    0.01146    0.00567         50        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     50/499      4.32G    0.01356    0.01146    0.00567         50        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     50/499      4.32G    0.01365    0.01152   0.005648         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     50/499      4.32G    0.01365    0.01152   0.005648         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     50/499      4.32G    0.01369    0.01153   0.005577         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     50/499      4.32G    0.01369    0.01153   0.005577         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
     50/499      4.32G    0.01366    0.01149   0.005514         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     50/499      4.32G    0.01366    0.01149   0.005514         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     50/499      4.32G    0.01363    0.01149    0.00545         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     50/499      4.32G    0.01363    0.01149    0.00545         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     50/499      4.32G     0.0136    0.01143   0.005372         62        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     50/499      4.32G     0.0136    0.01143   0.005372         62        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     50/499      4.32G    0.01359    0.01143   0.005351         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     50/499      4.32G    0.01359    0.01143   0.005351         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
     50/499      4.32G    0.01358    0.01141   0.005422         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
     50/499      4.32G    0.01358    0.01141   0.005422         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     50/499      4.32G    0.01355     0.0114   0.005361         70        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     50/499      4.32G    0.01355     0.0114   0.005361         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     50/499      4.32G    0.01353    0.01139   0.005465         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     50/499      4.32G    0.01353    0.01139   0.005465         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     50/499      4.32G    0.01355     0.0114   0.005485         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     50/499      4.32G    0.01355     0.0114   0.005485         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     50/499      4.32G    0.01356     0.0114   0.005437         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     50/499      4.32G    0.01356     0.0114   0.005437         63        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     50/499      4.32G    0.01357    0.01143   0.005488         80        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     50/499      4.32G    0.01357    0.01143   0.005488         80        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     50/499      4.32G    0.01357    0.01143   0.005569         64        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     50/499      4.32G    0.01357    0.01143   0.005569         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     50/499      4.32G    0.01355     0.0114   0.005556         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
     50/499      4.32G    0.01355     0.0114   0.005556         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     50/499      4.32G    0.01354     0.0114   0.005528         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     50/499      4.32G    0.01354     0.0114   0.005528         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     50/499      4.32G    0.01351    0.01135   0.005492         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     50/499      4.32G    0.01351    0.01135   0.005492         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     50/499      4.32G    0.01349    0.01132   0.005452         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     50/499      4.32G    0.01349    0.01132   0.005452         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     50/499      4.32G    0.01353    0.01137   0.005461         72        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
     50/499      4.32G    0.01353    0.01137   0.005461         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.08it/s]
     50/499      4.32G    0.01354    0.01137   0.005446         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.08it/s]
     50/499      4.32G    0.01354    0.01137   0.005446         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
     50/499      4.32G    0.01356     0.0114   0.005454         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
     50/499      4.32G    0.01356     0.0114   0.005454         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
     50/499      4.32G    0.01355    0.01135   0.005466         46        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
     50/499      4.32G    0.01355    0.01135   0.005466         46        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     50/499      4.32G    0.01354    0.01131   0.005477         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     50/499      4.32G    0.01354    0.01131   0.005477         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
     50/499      4.32G    0.01352     0.0113   0.005559         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
     50/499      4.32G    0.01352     0.0113   0.005559         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     50/499      4.32G    0.01349    0.01128   0.005548         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     50/499      4.32G    0.01349    0.01128   0.005548         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     50/499      4.32G    0.01352    0.01127   0.005544         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     50/499      4.32G    0.01352    0.01127   0.005544         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     50/499      4.32G     0.0135    0.01124   0.005521         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     50/499      4.32G     0.0135    0.01124   0.005521         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     50/499      4.32G    0.01349    0.01122   0.005521         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     50/499      4.32G    0.01349    0.01122   0.005521         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     50/499      4.32G    0.01348    0.01122   0.005535         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     50/499      4.32G    0.01348    0.01122   0.005535         68        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     50/499      4.32G     0.0135    0.01121   0.005539         64        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     50/499      4.32G     0.0135    0.01121   0.005539         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     50/499      4.32G    0.01348    0.01116   0.005531         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     50/499      4.32G    0.01348    0.01116   0.005531         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     50/499      4.32G    0.01349    0.01113    0.00555         53        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     50/499      4.32G    0.01349    0.01113    0.00555         53        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     50/499      4.32G    0.01346    0.01111   0.005584         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     50/499      4.32G    0.01346    0.01111   0.005584         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     50/499      4.32G    0.01345    0.01109    0.00556         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     50/499      4.32G    0.01345    0.01109    0.00556         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     50/499      4.32G    0.01344    0.01107   0.005515         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     50/499      4.32G    0.01344    0.01107   0.005515         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     50/499      4.32G    0.01345    0.01107    0.00549         56        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     50/499      4.32G    0.01345    0.01107    0.00549         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     50/499      4.32G    0.01345    0.01106   0.005478         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     50/499      4.32G    0.01345    0.01106   0.005478         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     50/499      4.32G    0.01343    0.01106   0.005437         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     50/499      4.32G    0.01343    0.01106   0.005437         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     50/499      4.32G    0.01343    0.01108   0.005383         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     50/499      4.32G    0.01343    0.01108   0.005383         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     50/499      4.32G    0.01344    0.01106   0.005345         64        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
     50/499      4.32G    0.01344    0.01106   0.005345         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     50/499      4.32G    0.01343    0.01108   0.005333         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     50/499      4.32G    0.01343    0.01108   0.005333         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     50/499      4.32G    0.01342    0.01107   0.005349         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     50/499      4.32G    0.01342    0.01107   0.005349         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     50/499      4.32G     0.0134    0.01108    0.00535         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     50/499      4.32G     0.0134    0.01108    0.00535         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     50/499      4.32G    0.01339    0.01108   0.005352         51        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     50/499      4.32G    0.01339    0.01108   0.005352         51        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     50/499      4.32G    0.01337    0.01108   0.005384         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     50/499      4.32G    0.01337    0.01108   0.005384         76        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
     50/499      4.32G    0.01336    0.01108   0.005355         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     50/499      4.32G    0.01336    0.01108   0.005355         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     50/499      4.32G    0.01337    0.01109   0.005329         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     50/499      4.32G    0.01337    0.01109   0.005329         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     50/499      4.32G    0.01337    0.01109   0.005354         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     50/499      4.32G    0.01337    0.01109   0.005354         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     50/499      4.32G    0.01339    0.01109   0.005376         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     50/499      4.32G    0.01339    0.01109   0.005376         81        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     50/499      4.32G    0.01339    0.01109   0.005381         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     50/499      4.32G    0.01339    0.01109   0.005381         60        640:  53%|#####2    | 89/168 [00:16<00:15,  5.22it/s]
     50/499      4.32G    0.01338    0.01108   0.005355         57        640:  53%|#####2    | 89/168 [00:17<00:15,  5.22it/s]
     50/499      4.32G    0.01338    0.01108   0.005355         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     50/499      4.32G    0.01337    0.01107   0.005346         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     50/499      4.32G    0.01337    0.01107   0.005346         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     50/499      4.32G    0.01337    0.01108   0.005315         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     50/499      4.32G    0.01337    0.01108   0.005315         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
     50/499      4.32G    0.01336    0.01106    0.00535         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
     50/499      4.32G    0.01336    0.01106    0.00535         57        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     50/499      4.32G    0.01333    0.01104   0.005337         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     50/499      4.32G    0.01333    0.01104   0.005337         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
     50/499      4.32G    0.01333    0.01102   0.005339         57        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     50/499      4.32G    0.01333    0.01102   0.005339         57        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     50/499      4.32G    0.01333    0.01105   0.005347         89        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     50/499      4.32G    0.01333    0.01105   0.005347         89        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     50/499      4.32G    0.01334    0.01107   0.005375         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     50/499      4.32G    0.01334    0.01107   0.005375         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     50/499      4.32G    0.01335    0.01108   0.005413         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     50/499      4.32G    0.01335    0.01108   0.005413         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     50/499      4.32G    0.01335    0.01109   0.005442         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     50/499      4.32G    0.01335    0.01109   0.005442         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     50/499      4.32G    0.01338    0.01109   0.005413         64        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
     50/499      4.32G    0.01338    0.01109   0.005413         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
     50/499      4.32G    0.01338    0.01109   0.005457         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
     50/499      4.32G    0.01338    0.01109   0.005457         67        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     50/499      4.32G    0.01337    0.01108   0.005443         70        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     50/499      4.32G    0.01337    0.01108   0.005443         70        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     50/499      4.32G    0.01336    0.01109   0.005458         65        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     50/499      4.32G    0.01336    0.01109   0.005458         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     50/499      4.32G    0.01334    0.01111   0.005448         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     50/499      4.32G    0.01334    0.01111   0.005448         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     50/499      4.32G    0.01335    0.01111   0.005463         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     50/499      4.32G    0.01335    0.01111   0.005463         61        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     50/499      4.32G    0.01337    0.01112   0.005463         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     50/499      4.32G    0.01337    0.01112   0.005463         71        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     50/499      4.32G    0.01337    0.01113   0.005436         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     50/499      4.32G    0.01337    0.01113   0.005436         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
     50/499      4.32G    0.01338    0.01114   0.005419         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
     50/499      4.32G    0.01338    0.01114   0.005419         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     50/499      4.32G    0.01339    0.01116   0.005435         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     50/499      4.32G    0.01339    0.01116   0.005435         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     50/499      4.32G    0.01338    0.01114   0.005425         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     50/499      4.32G    0.01338    0.01114   0.005425         64        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
     50/499      4.32G    0.01336    0.01113   0.005446         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     50/499      4.32G    0.01336    0.01113   0.005446         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     50/499      4.32G    0.01337    0.01113   0.005446         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     50/499      4.32G    0.01337    0.01113   0.005446         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     50/499      4.32G    0.01335    0.01112   0.005427         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     50/499      4.32G    0.01335    0.01112   0.005427         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     50/499      4.32G    0.01335    0.01112   0.005418         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     50/499      4.32G    0.01335    0.01112   0.005418         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     50/499      4.32G    0.01336    0.01112    0.00542         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     50/499      4.32G    0.01336    0.01112    0.00542         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     50/499      4.32G    0.01336    0.01112   0.005392         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
     50/499      4.32G    0.01336    0.01112   0.005392         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     50/499      4.32G    0.01336    0.01114    0.00538         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     50/499      4.32G    0.01336    0.01114    0.00538         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     50/499      4.32G    0.01337    0.01113   0.005384         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     50/499      4.32G    0.01337    0.01113   0.005384         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     50/499      4.32G    0.01337    0.01113    0.00536         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     50/499      4.32G    0.01337    0.01113    0.00536         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     50/499      4.32G    0.01336    0.01113   0.005365         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     50/499      4.32G    0.01336    0.01113   0.005365         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     50/499      4.32G    0.01335    0.01111   0.005376         61        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
     50/499      4.32G    0.01335    0.01111   0.005376         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     50/499      4.32G    0.01336    0.01111   0.005366         55        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     50/499      4.32G    0.01336    0.01111   0.005366         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     50/499      4.32G    0.01335    0.01111   0.005354         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     50/499      4.32G    0.01335    0.01111   0.005354         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
     50/499      4.32G    0.01336    0.01112   0.005336         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
     50/499      4.32G    0.01336    0.01112   0.005336         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     50/499      4.32G    0.01337    0.01115   0.005353         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     50/499      4.32G    0.01337    0.01115   0.005353         79        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
     50/499      4.32G    0.01336    0.01113   0.005358         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
     50/499      4.32G    0.01336    0.01113   0.005358         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     50/499      4.32G    0.01335    0.01113   0.005329         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     50/499      4.32G    0.01335    0.01113   0.005329         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
     50/499      4.32G    0.01334    0.01113   0.005326         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
     50/499      4.32G    0.01334    0.01113   0.005326         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
     50/499      4.32G    0.01334    0.01113   0.005331         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
     50/499      4.32G    0.01334    0.01113   0.005331         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     50/499      4.32G    0.01333    0.01114   0.005358         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     50/499      4.32G    0.01333    0.01114   0.005358         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
     50/499      4.32G    0.01335    0.01113   0.005375         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
     50/499      4.32G    0.01335    0.01113   0.005375         64        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     50/499      4.32G    0.01335    0.01114   0.005347         75        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     50/499      4.32G    0.01335    0.01114   0.005347         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     50/499      4.32G    0.01334    0.01115   0.005358         84        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     50/499      4.32G    0.01334    0.01115   0.005358         84        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     50/499      4.32G    0.01334    0.01115   0.005379         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     50/499      4.32G    0.01334    0.01115   0.005379         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     50/499      4.32G    0.01332    0.01115   0.005376         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     50/499      4.32G    0.01332    0.01115   0.005376         60        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
     50/499      4.32G    0.01333    0.01117   0.005366         84        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
     50/499      4.32G    0.01333    0.01117   0.005366         84        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     50/499      4.32G    0.01334    0.01118   0.005354         70        640:  81%|########  | 136/168 [00:26<00:06,  5.22it/s]
     50/499      4.32G    0.01334    0.01118   0.005354         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     50/499      4.32G    0.01333    0.01118   0.005351         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     50/499      4.32G    0.01333    0.01118   0.005351         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     50/499      4.32G    0.01334    0.01119   0.005363         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     50/499      4.32G    0.01334    0.01119   0.005363         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     50/499      4.32G    0.01333    0.01118   0.005396         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     50/499      4.32G    0.01333    0.01118   0.005396         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     50/499      4.32G    0.01334     0.0112   0.005373         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     50/499      4.32G    0.01334     0.0112   0.005373         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     50/499      4.32G    0.01335    0.01118   0.005366         54        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     50/499      4.32G    0.01335    0.01118   0.005366         54        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
     50/499      4.32G    0.01335    0.01117   0.005368         66        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
     50/499      4.32G    0.01335    0.01117   0.005368         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     50/499      4.32G    0.01336    0.01118   0.005377         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     50/499      4.32G    0.01336    0.01118   0.005377         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     50/499      4.32G    0.01335    0.01117   0.005373         51        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     50/499      4.32G    0.01335    0.01117   0.005373         51        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     50/499      4.32G    0.01335    0.01117   0.005388         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     50/499      4.32G    0.01335    0.01117   0.005388         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     50/499      4.32G    0.01335    0.01121   0.005379         94        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     50/499      4.32G    0.01335    0.01121   0.005379         94        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     50/499      4.32G    0.01335    0.01122   0.005407         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
     50/499      4.32G    0.01335    0.01122   0.005407         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     50/499      4.32G    0.01334    0.01122   0.005406         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     50/499      4.32G    0.01334    0.01122   0.005406         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     50/499      4.32G    0.01334    0.01123   0.005439         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     50/499      4.32G    0.01334    0.01123   0.005439         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     50/499      4.32G    0.01335    0.01124   0.005423         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     50/499      4.32G    0.01335    0.01124   0.005423         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     50/499      4.32G    0.01334    0.01124   0.005406         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     50/499      4.32G    0.01334    0.01124   0.005406         67        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     50/499      4.32G    0.01335    0.01123   0.005393         60        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     50/499      4.32G    0.01335    0.01123   0.005393         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     50/499      4.32G    0.01336    0.01124   0.005387         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     50/499      4.32G    0.01336    0.01124   0.005387         82        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     50/499      4.32G    0.01338    0.01123   0.005401         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     50/499      4.32G    0.01338    0.01123   0.005401         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     50/499      4.32G    0.01339    0.01123   0.005404         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     50/499      4.32G    0.01339    0.01123   0.005404         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     50/499      4.32G     0.0134    0.01124   0.005399         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     50/499      4.32G     0.0134    0.01124   0.005399         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     50/499      4.32G    0.01339    0.01123    0.00538         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     50/499      4.32G    0.01339    0.01123    0.00538         61        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     50/499      4.32G    0.01339    0.01122   0.005388         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     50/499      4.32G    0.01339    0.01122   0.005388         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     50/499      4.32G    0.01338    0.01121   0.005378         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     50/499      4.32G    0.01338    0.01121   0.005378         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     50/499      4.32G    0.01339    0.01123   0.005362         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     50/499      4.32G    0.01339    0.01123   0.005362         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     50/499      4.32G    0.01338    0.01122   0.005398         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     50/499      4.32G    0.01338    0.01122   0.005398         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     50/499      4.32G    0.01338    0.01121   0.005404         52        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     50/499      4.32G    0.01338    0.01121   0.005404         52        640:  97%|#########7| 163/168 [00:30<00:00,  5.18it/s]
     50/499      4.32G    0.01338    0.01119   0.005398         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
     50/499      4.32G    0.01338    0.01119   0.005398         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     50/499      4.32G    0.01338    0.01119   0.005372         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     50/499      4.32G    0.01338    0.01119   0.005372         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     50/499      4.32G    0.01337    0.01119    0.00536         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     50/499      4.32G    0.01337    0.01119    0.00536         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     50/499      4.32G    0.01337    0.01119   0.005364         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     50/499      4.32G    0.01337    0.01119   0.005364         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     50/499      4.32G    0.01336    0.01117   0.005342         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     50/499      4.32G    0.01336    0.01117   0.005342         26        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     50/499      4.32G    0.01336    0.01117   0.005342         26        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.855      0.829       0.87      0.735

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     51/499      4.32G    0.01544     0.0096   0.007402         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
     51/499      4.32G    0.01544     0.0096   0.007402         68        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
     51/499      4.32G     0.0143    0.01147   0.007474         74        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
     51/499      4.32G     0.0143    0.01147   0.007474         74        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
     51/499      4.32G    0.01389    0.01125   0.006069         57        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
     51/499      4.32G    0.01389    0.01125   0.006069         57        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
     51/499      4.32G    0.01347    0.01138   0.005672         69        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
     51/499      4.32G    0.01347    0.01138   0.005672         69        640:   2%|2         | 4/168 [00:00<00:32,  5.06it/s]
     51/499      4.32G    0.01369     0.0115   0.005316         70        640:   2%|2         | 4/168 [00:00<00:32,  5.06it/s]
     51/499      4.32G    0.01369     0.0115   0.005316         70        640:   3%|2         | 5/168 [00:00<00:31,  5.13it/s]
     51/499      4.32G    0.01397    0.01145   0.005202         74        640:   3%|2         | 5/168 [00:01<00:31,  5.13it/s]
     51/499      4.32G    0.01397    0.01145   0.005202         74        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
     51/499      4.32G    0.01409    0.01173   0.005239         86        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
     51/499      4.32G    0.01409    0.01173   0.005239         86        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     51/499      4.32G    0.01388     0.0119   0.005222         82        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     51/499      4.32G    0.01388     0.0119   0.005222         82        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     51/499      4.32G    0.01396    0.01182   0.005241         64        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     51/499      4.32G    0.01396    0.01182   0.005241         64        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     51/499      4.32G    0.01385    0.01185    0.00531         69        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
     51/499      4.32G    0.01385    0.01185    0.00531         69        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
     51/499      4.32G    0.01371    0.01166   0.005398         61        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
     51/499      4.32G    0.01371    0.01166   0.005398         61        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     51/499      4.32G    0.01385    0.01167   0.005555         69        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     51/499      4.32G    0.01385    0.01167   0.005555         69        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     51/499      4.32G    0.01368    0.01162   0.005446         67        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     51/499      4.32G    0.01368    0.01162   0.005446         67        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     51/499      4.32G    0.01373    0.01161   0.005257         75        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     51/499      4.32G    0.01373    0.01161   0.005257         75        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
     51/499      4.32G     0.0138    0.01172   0.005391         77        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
     51/499      4.32G     0.0138    0.01172   0.005391         77        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
     51/499      4.32G     0.0138    0.01177   0.005395         77        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
     51/499      4.32G     0.0138    0.01177   0.005395         77        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
     51/499      4.32G    0.01371    0.01163   0.005304         62        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
     51/499      4.32G    0.01371    0.01163   0.005304         62        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     51/499      4.32G    0.01376    0.01173   0.005353         81        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     51/499      4.32G    0.01376    0.01173   0.005353         81        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
     51/499      4.32G    0.01379    0.01181   0.005221         67        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
     51/499      4.32G    0.01379    0.01181   0.005221         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     51/499      4.32G    0.01373    0.01183   0.005109         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     51/499      4.32G    0.01373    0.01183   0.005109         78        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     51/499      4.32G    0.01368    0.01169   0.005017         55        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     51/499      4.32G    0.01368    0.01169   0.005017         55        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
     51/499      4.32G    0.01356    0.01163   0.004971         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
     51/499      4.32G    0.01356    0.01163   0.004971         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     51/499      4.32G    0.01365    0.01172   0.004968         79        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     51/499      4.32G    0.01365    0.01172   0.004968         79        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     51/499      4.32G    0.01361    0.01171   0.004936         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     51/499      4.32G    0.01361    0.01171   0.004936         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     51/499      4.32G    0.01363    0.01179   0.004967         93        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     51/499      4.32G    0.01363    0.01179   0.004967         93        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     51/499      4.32G    0.01373    0.01176    0.00504         51        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     51/499      4.32G    0.01373    0.01176    0.00504         51        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     51/499      4.32G     0.0138    0.01165   0.005125         62        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     51/499      4.32G     0.0138    0.01165   0.005125         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     51/499      4.32G    0.01376    0.01159   0.005092         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     51/499      4.32G    0.01376    0.01159   0.005092         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     51/499      4.32G    0.01373    0.01158   0.005057         72        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     51/499      4.32G    0.01373    0.01158   0.005057         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     51/499      4.32G    0.01372    0.01164   0.005026         88        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     51/499      4.32G    0.01372    0.01164   0.005026         88        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     51/499      4.32G    0.01366    0.01166      0.005         92        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     51/499      4.32G    0.01366    0.01166      0.005         92        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     51/499      4.32G    0.01359     0.0116   0.004955         56        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     51/499      4.32G    0.01359     0.0116   0.004955         56        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     51/499      4.32G    0.01356    0.01163   0.004917         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     51/499      4.32G    0.01356    0.01163   0.004917         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     51/499      4.32G    0.01356     0.0116   0.004896         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     51/499      4.32G    0.01356     0.0116   0.004896         60        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     51/499      4.32G    0.01354    0.01152    0.00495         65        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     51/499      4.32G    0.01354    0.01152    0.00495         65        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     51/499      4.32G    0.01355    0.01159   0.004928         79        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     51/499      4.32G    0.01355    0.01159   0.004928         79        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     51/499      4.32G    0.01358    0.01159   0.004927         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
     51/499      4.32G    0.01358    0.01159   0.004927         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     51/499      4.32G    0.01362    0.01163   0.004977         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     51/499      4.32G    0.01362    0.01163   0.004977         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     51/499      4.32G    0.01368    0.01165   0.004937         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     51/499      4.32G    0.01368    0.01165   0.004937         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     51/499      4.32G    0.01368    0.01162   0.004858         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     51/499      4.32G    0.01368    0.01162   0.004858         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     51/499      4.32G    0.01366    0.01158   0.004842         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     51/499      4.32G    0.01366    0.01158   0.004842         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
     51/499      4.32G    0.01367    0.01159   0.004877         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
     51/499      4.32G    0.01367    0.01159   0.004877         72        640:  25%|##5       | 42/168 [00:07<00:23,  5.41it/s]
     51/499      4.32G    0.01365    0.01156    0.00488         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.41it/s]
     51/499      4.32G    0.01365    0.01156    0.00488         58        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     51/499      4.32G    0.01365    0.01155    0.00485         66        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     51/499      4.32G    0.01365    0.01155    0.00485         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     51/499      4.32G    0.01369    0.01153   0.004818         51        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     51/499      4.32G    0.01369    0.01153   0.004818         51        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     51/499      4.32G    0.01363    0.01154   0.004788         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     51/499      4.32G    0.01363    0.01154   0.004788         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     51/499      4.32G    0.01363    0.01154   0.004824         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     51/499      4.32G    0.01363    0.01154   0.004824         62        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     51/499      4.32G    0.01363    0.01152   0.004847         67        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     51/499      4.32G    0.01363    0.01152   0.004847         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     51/499      4.32G    0.01366    0.01147   0.004845         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     51/499      4.32G    0.01366    0.01147   0.004845         55        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     51/499      4.32G    0.01369    0.01147   0.004854         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     51/499      4.32G    0.01369    0.01147   0.004854         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     51/499      4.32G    0.01366    0.01147    0.00484         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     51/499      4.32G    0.01366    0.01147    0.00484         75        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     51/499      4.32G    0.01365    0.01151   0.004851         75        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     51/499      4.32G    0.01365    0.01151   0.004851         75        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
     51/499      4.32G    0.01369    0.01149   0.004917         70        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
     51/499      4.32G    0.01369    0.01149   0.004917         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     51/499      4.32G    0.01372    0.01149   0.004929         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     51/499      4.32G    0.01372    0.01149   0.004929         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     51/499      4.32G    0.01371    0.01146   0.004933         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     51/499      4.32G    0.01371    0.01146   0.004933         61        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     51/499      4.32G    0.01371    0.01148   0.004903         69        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     51/499      4.32G    0.01371    0.01148   0.004903         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     51/499      4.32G    0.01373    0.01151   0.005003         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     51/499      4.32G    0.01373    0.01151   0.005003         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     51/499      4.32G    0.01375    0.01154   0.004969         78        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     51/499      4.32G    0.01375    0.01154   0.004969         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     51/499      4.32G    0.01372    0.01148    0.00496         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
     51/499      4.32G    0.01372    0.01148    0.00496         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     51/499      4.32G     0.0137    0.01148   0.004889         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     51/499      4.32G     0.0137    0.01148   0.004889         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     51/499      4.32G    0.01373    0.01151   0.004895         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     51/499      4.32G    0.01373    0.01151   0.004895         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     51/499      4.32G    0.01373    0.01149   0.004866         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     51/499      4.32G    0.01373    0.01149   0.004866         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
     51/499      4.32G    0.01375    0.01152    0.00491         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
     51/499      4.32G    0.01375    0.01152    0.00491         75        640:  38%|###7      | 63/168 [00:11<00:19,  5.28it/s]
     51/499      4.32G    0.01374     0.0115   0.004886         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     51/499      4.32G    0.01374     0.0115   0.004886         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     51/499      4.32G    0.01375    0.01147   0.004926         51        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     51/499      4.32G    0.01375    0.01147   0.004926         51        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     51/499      4.32G    0.01374    0.01144   0.004924         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     51/499      4.32G    0.01374    0.01144   0.004924         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     51/499      4.32G    0.01371    0.01146   0.004932         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     51/499      4.32G    0.01371    0.01146   0.004932         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     51/499      4.32G    0.01373    0.01143   0.004908         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     51/499      4.32G    0.01373    0.01143   0.004908         70        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
     51/499      4.32G    0.01375     0.0114   0.005031         58        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
     51/499      4.32G    0.01375     0.0114   0.005031         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     51/499      4.32G    0.01374    0.01142   0.004999         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     51/499      4.32G    0.01374    0.01142   0.004999         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     51/499      4.32G    0.01374    0.01139   0.005012         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     51/499      4.32G    0.01374    0.01139   0.005012         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     51/499      4.32G    0.01375    0.01138   0.004962         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     51/499      4.32G    0.01375    0.01138   0.004962         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
     51/499      4.32G    0.01375    0.01141    0.00498         93        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
     51/499      4.32G    0.01375    0.01141    0.00498         93        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     51/499      4.32G    0.01378     0.0114   0.004937         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     51/499      4.32G    0.01378     0.0114   0.004937         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     51/499      4.32G    0.01379    0.01138   0.005011         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     51/499      4.32G    0.01379    0.01138   0.005011         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     51/499      4.32G     0.0138    0.01138   0.004996         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     51/499      4.32G     0.0138    0.01138   0.004996         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     51/499      4.32G    0.01379    0.01142   0.004976         93        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     51/499      4.32G    0.01379    0.01142   0.004976         93        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     51/499      4.32G     0.0138     0.0114   0.005009         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     51/499      4.32G     0.0138     0.0114   0.005009         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     51/499      4.32G    0.01382    0.01141   0.005013         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     51/499      4.32G    0.01382    0.01141   0.005013         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     51/499      4.32G    0.01383    0.01145   0.005006         80        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     51/499      4.32G    0.01383    0.01145   0.005006         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     51/499      4.32G    0.01383    0.01143   0.005076         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     51/499      4.32G    0.01383    0.01143   0.005076         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     51/499      4.32G    0.01383    0.01143   0.005096         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     51/499      4.32G    0.01383    0.01143   0.005096         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     51/499      4.32G    0.01382    0.01146   0.005102         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     51/499      4.32G    0.01382    0.01146   0.005102         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     51/499      4.32G    0.01381    0.01142   0.005152         58        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     51/499      4.32G    0.01381    0.01142   0.005152         58        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
     51/499      4.32G     0.0138    0.01144   0.005164         87        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     51/499      4.32G     0.0138    0.01144   0.005164         87        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     51/499      4.32G    0.01381    0.01144   0.005166         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     51/499      4.32G    0.01381    0.01144   0.005166         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     51/499      4.32G    0.01384    0.01144   0.005228         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     51/499      4.32G    0.01384    0.01144   0.005228         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     51/499      4.32G    0.01385    0.01143   0.005238         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     51/499      4.32G    0.01385    0.01143   0.005238         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     51/499      4.32G    0.01385    0.01144    0.00525         82        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     51/499      4.32G    0.01385    0.01144    0.00525         82        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     51/499      4.32G    0.01384     0.0114   0.005263         58        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     51/499      4.32G    0.01384     0.0114   0.005263         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     51/499      4.32G    0.01383    0.01139   0.005235         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     51/499      4.32G    0.01383    0.01139   0.005235         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     51/499      4.32G    0.01385    0.01139   0.005238         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     51/499      4.32G    0.01385    0.01139   0.005238         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     51/499      4.32G    0.01385    0.01139   0.005208         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     51/499      4.32G    0.01385    0.01139   0.005208         79        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     51/499      4.32G    0.01385     0.0114   0.005191         67        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     51/499      4.32G    0.01385     0.0114   0.005191         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     51/499      4.32G    0.01385    0.01141   0.005189         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
     51/499      4.32G    0.01385    0.01141   0.005189         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     51/499      4.32G    0.01386    0.01139   0.005154         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     51/499      4.32G    0.01386    0.01139   0.005154         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     51/499      4.32G    0.01385    0.01138   0.005151         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     51/499      4.32G    0.01385    0.01138   0.005151         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     51/499      4.32G    0.01384    0.01139    0.00514         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     51/499      4.32G    0.01384    0.01139    0.00514         82        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     51/499      4.32G    0.01384    0.01139   0.005134         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     51/499      4.32G    0.01384    0.01139   0.005134         80        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     51/499      4.32G     0.0138    0.01137   0.005093         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
     51/499      4.32G     0.0138    0.01137   0.005093         62        640:  60%|#####9    | 100/168 [00:18<00:13,  5.22it/s]
     51/499      4.32G    0.01379    0.01137   0.005098         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
     51/499      4.32G    0.01379    0.01137   0.005098         79        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
     51/499      4.32G    0.01378    0.01136   0.005079         80        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
     51/499      4.32G    0.01378    0.01136   0.005079         80        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     51/499      4.32G    0.01378    0.01136   0.005104         70        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     51/499      4.32G    0.01378    0.01136   0.005104         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     51/499      4.32G    0.01379    0.01136   0.005091         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     51/499      4.32G    0.01379    0.01136   0.005091         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     51/499      4.32G    0.01378    0.01134   0.005097         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     51/499      4.32G    0.01378    0.01134   0.005097         58        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     51/499      4.32G    0.01379    0.01133   0.005104         52        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     51/499      4.32G    0.01379    0.01133   0.005104         52        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     51/499      4.32G    0.01379    0.01134   0.005099         72        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     51/499      4.32G    0.01379    0.01134   0.005099         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     51/499      4.32G    0.01379    0.01133   0.005086         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     51/499      4.32G    0.01379    0.01133   0.005086         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     51/499      4.32G    0.01377    0.01131   0.005071         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     51/499      4.32G    0.01377    0.01131   0.005071         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     51/499      4.32G    0.01376    0.01129   0.005091         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     51/499      4.32G    0.01376    0.01129   0.005091         60        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
     51/499      4.32G    0.01377    0.01131   0.005116         71        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     51/499      4.32G    0.01377    0.01131   0.005116         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     51/499      4.32G    0.01377     0.0113   0.005101         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     51/499      4.32G    0.01377     0.0113   0.005101         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     51/499      4.32G    0.01376    0.01127   0.005106         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     51/499      4.32G    0.01376    0.01127   0.005106         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     51/499      4.32G    0.01375    0.01127   0.005107         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     51/499      4.32G    0.01375    0.01127   0.005107         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     51/499      4.32G    0.01376    0.01128   0.005104         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     51/499      4.32G    0.01376    0.01128   0.005104         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     51/499      4.32G    0.01375    0.01126    0.00511         60        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
     51/499      4.32G    0.01375    0.01126    0.00511         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     51/499      4.32G    0.01374    0.01125   0.005101         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     51/499      4.32G    0.01374    0.01125   0.005101         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     51/499      4.32G    0.01373    0.01122   0.005086         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     51/499      4.32G    0.01373    0.01122   0.005086         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     51/499      4.32G    0.01376    0.01122   0.005099         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     51/499      4.32G    0.01376    0.01122   0.005099         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     51/499      4.32G    0.01375    0.01122   0.005081         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     51/499      4.32G    0.01375    0.01122   0.005081         68        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     51/499      4.32G    0.01374    0.01121   0.005068         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     51/499      4.32G    0.01374    0.01121   0.005068         65        640:  72%|#######2  | 121/168 [00:22<00:09,  5.15it/s]
     51/499      4.32G    0.01376    0.01121   0.005119         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     51/499      4.32G    0.01376    0.01121   0.005119         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     51/499      4.32G    0.01376    0.01121   0.005103         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     51/499      4.32G    0.01376    0.01121   0.005103         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     51/499      4.32G    0.01377    0.01122   0.005104         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     51/499      4.32G    0.01377    0.01122   0.005104         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     51/499      4.32G    0.01376    0.01122   0.005111         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     51/499      4.32G    0.01376    0.01122   0.005111         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     51/499      4.32G    0.01375    0.01121   0.005086         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     51/499      4.32G    0.01375    0.01121   0.005086         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.30it/s]
     51/499      4.32G    0.01375    0.01122   0.005091         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     51/499      4.32G    0.01375    0.01122   0.005091         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     51/499      4.32G    0.01375    0.01121   0.005097         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     51/499      4.32G    0.01375    0.01121   0.005097         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     51/499      4.32G    0.01375     0.0112   0.005074         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     51/499      4.32G    0.01375     0.0112   0.005074         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     51/499      4.32G    0.01373     0.0112   0.005109         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     51/499      4.32G    0.01373     0.0112   0.005109         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     51/499      4.32G    0.01371    0.01119   0.005119         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     51/499      4.32G    0.01371    0.01119   0.005119         69        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     51/499      4.32G    0.01371    0.01118   0.005122         73        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     51/499      4.32G    0.01371    0.01118   0.005122         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     51/499      4.32G    0.01372    0.01118   0.005093         57        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
     51/499      4.32G    0.01372    0.01118   0.005093         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
     51/499      4.32G     0.0137     0.0112   0.005092         87        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
     51/499      4.32G     0.0137     0.0112   0.005092         87        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     51/499      4.32G    0.01369    0.01119   0.005106         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     51/499      4.32G    0.01369    0.01119   0.005106         66        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     51/499      4.32G     0.0137    0.01122   0.005101         87        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     51/499      4.32G     0.0137    0.01122   0.005101         87        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     51/499      4.32G    0.01369    0.01123   0.005087         84        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
     51/499      4.32G    0.01369    0.01123   0.005087         84        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
     51/499      4.32G    0.01369    0.01123   0.005089         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
     51/499      4.32G    0.01369    0.01123   0.005089         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.42it/s]
     51/499      4.32G     0.0137    0.01122   0.005083         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.42it/s]
     51/499      4.32G     0.0137    0.01122   0.005083         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
     51/499      4.32G     0.0137    0.01121   0.005081         53        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
     51/499      4.32G     0.0137    0.01121   0.005081         53        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
     51/499      4.32G     0.0137    0.01122   0.005099         82        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
     51/499      4.32G     0.0137    0.01122   0.005099         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     51/499      4.32G    0.01369    0.01123   0.005105         86        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     51/499      4.32G    0.01369    0.01123   0.005105         86        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
     51/499      4.32G     0.0137    0.01122   0.005147         56        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     51/499      4.32G     0.0137    0.01122   0.005147         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
     51/499      4.32G    0.01369    0.01121    0.00516         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
     51/499      4.32G    0.01369    0.01121    0.00516         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.44it/s]
     51/499      4.32G    0.01369    0.01119   0.005148         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.44it/s]
     51/499      4.32G    0.01369    0.01119   0.005148         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.27it/s]
     51/499      4.32G    0.01368    0.01121   0.005141         83        640:  86%|########6 | 145/168 [00:27<00:04,  5.27it/s]
     51/499      4.32G    0.01368    0.01121   0.005141         83        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     51/499      4.32G    0.01367    0.01121   0.005141         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     51/499      4.32G    0.01367    0.01121   0.005141         68        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
     51/499      4.32G    0.01366     0.0112   0.005128         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.40it/s]
     51/499      4.32G    0.01366     0.0112   0.005128         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
     51/499      4.32G    0.01365    0.01119     0.0051         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
     51/499      4.32G    0.01365    0.01119     0.0051         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.36it/s]
     51/499      4.32G    0.01365    0.01119   0.005117         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.36it/s]
     51/499      4.32G    0.01365    0.01119   0.005117         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.42it/s]
     51/499      4.32G    0.01363    0.01117   0.005105         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.42it/s]
     51/499      4.32G    0.01363    0.01117   0.005105         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
     51/499      4.32G    0.01364    0.01117   0.005119         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
     51/499      4.32G    0.01364    0.01117   0.005119         73        640:  90%|######### | 152/168 [00:28<00:02,  5.36it/s]
     51/499      4.32G    0.01363    0.01117   0.005132         69        640:  90%|######### | 152/168 [00:28<00:02,  5.36it/s]
     51/499      4.32G    0.01363    0.01117   0.005132         69        640:  91%|#########1| 153/168 [00:28<00:02,  5.43it/s]
     51/499      4.32G    0.01363    0.01118   0.005142         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.43it/s]
     51/499      4.32G    0.01363    0.01118   0.005142         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.29it/s]
     51/499      4.32G    0.01363    0.01118   0.005149         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.29it/s]
     51/499      4.32G    0.01363    0.01118   0.005149         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
     51/499      4.32G    0.01364    0.01119   0.005159         81        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
     51/499      4.32G    0.01364    0.01119   0.005159         81        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     51/499      4.32G    0.01366     0.0112   0.005155         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
     51/499      4.32G    0.01366     0.0112   0.005155         78        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     51/499      4.32G    0.01366    0.01119   0.005178         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     51/499      4.32G    0.01366    0.01119   0.005178         62        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     51/499      4.32G    0.01365    0.01119   0.005189         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     51/499      4.32G    0.01365    0.01119   0.005189         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     51/499      4.32G    0.01365    0.01117   0.005172         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     51/499      4.32G    0.01365    0.01117   0.005172         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     51/499      4.32G    0.01364    0.01115   0.005193         45        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     51/499      4.32G    0.01364    0.01115   0.005193         45        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     51/499      4.32G    0.01364    0.01115   0.005212         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     51/499      4.32G    0.01364    0.01115   0.005212         54        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     51/499      4.32G    0.01365    0.01115   0.005206         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
     51/499      4.32G    0.01365    0.01115   0.005206         60        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
     51/499      4.32G    0.01364    0.01116   0.005194         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     51/499      4.32G    0.01364    0.01116   0.005194         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     51/499      4.32G    0.01365    0.01116   0.005215         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     51/499      4.32G    0.01365    0.01116   0.005215         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     51/499      4.32G    0.01366    0.01117   0.005217         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     51/499      4.32G    0.01366    0.01117   0.005217         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     51/499      4.32G    0.01366    0.01115   0.005234         46        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     51/499      4.32G    0.01366    0.01115   0.005234         46        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     51/499      4.32G    0.01365    0.01114   0.005225         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     51/499      4.32G    0.01365    0.01114   0.005225         28        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     51/499      4.32G    0.01365    0.01114   0.005225         28        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.829      0.837      0.884      0.731

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     52/499      4.32G    0.01211   0.009898   0.007161         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     52/499      4.32G    0.01211   0.009898   0.007161         66        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     52/499      4.32G    0.01359   0.009962   0.008221         59        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     52/499      4.32G    0.01359   0.009962   0.008221         59        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     52/499      4.32G     0.0132    0.01038   0.007275         69        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     52/499      4.32G     0.0132    0.01038   0.007275         69        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     52/499      4.32G    0.01352    0.01012   0.006479         54        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     52/499      4.32G    0.01352    0.01012   0.006479         54        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     52/499      4.32G    0.01339   0.009779    0.00656         59        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     52/499      4.32G    0.01339   0.009779    0.00656         59        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
     52/499      4.32G    0.01329    0.01019   0.006434         77        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
     52/499      4.32G    0.01329    0.01019   0.006434         77        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     52/499      4.32G    0.01346    0.01024   0.006366         64        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     52/499      4.32G    0.01346    0.01024   0.006366         64        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     52/499      4.32G    0.01352    0.01048   0.006259         69        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     52/499      4.32G    0.01352    0.01048   0.006259         69        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     52/499      4.32G    0.01377    0.01107   0.006048         82        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     52/499      4.32G    0.01377    0.01107   0.006048         82        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     52/499      4.32G    0.01376    0.01108   0.005827         64        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
     52/499      4.32G    0.01376    0.01108   0.005827         64        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     52/499      4.32G    0.01375    0.01107   0.005612         83        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     52/499      4.32G    0.01375    0.01107   0.005612         83        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     52/499      4.32G    0.01359    0.01112    0.00546         72        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
     52/499      4.32G    0.01359    0.01112    0.00546         72        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     52/499      4.32G     0.0136    0.01112   0.005509         62        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     52/499      4.32G     0.0136    0.01112   0.005509         62        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     52/499      4.32G    0.01363    0.01096   0.005311         57        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     52/499      4.32G    0.01363    0.01096   0.005311         57        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     52/499      4.32G     0.0136    0.01093   0.005176         71        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     52/499      4.32G     0.0136    0.01093   0.005176         71        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
     52/499      4.32G    0.01346    0.01086   0.005361         53        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
     52/499      4.32G    0.01346    0.01086   0.005361         53        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     52/499      4.32G    0.01348    0.01095     0.0053         78        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     52/499      4.32G    0.01348    0.01095     0.0053         78        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     52/499      4.32G    0.01358    0.01098   0.005127         65        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     52/499      4.32G    0.01358    0.01098   0.005127         65        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
     52/499      4.32G    0.01355    0.01101   0.005151         69        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
     52/499      4.32G    0.01355    0.01101   0.005151         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
     52/499      4.32G    0.01354    0.01097   0.005093         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
     52/499      4.32G    0.01354    0.01097   0.005093         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     52/499      4.32G    0.01357    0.01096   0.005203         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     52/499      4.32G    0.01357    0.01096   0.005203         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
     52/499      4.32G    0.01373      0.011   0.005142         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     52/499      4.32G    0.01373      0.011   0.005142         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     52/499      4.32G    0.01378    0.01106   0.005096         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     52/499      4.32G    0.01378    0.01106   0.005096         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     52/499      4.32G    0.01382    0.01113   0.005239         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     52/499      4.32G    0.01382    0.01113   0.005239         75        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     52/499      4.32G    0.01393    0.01124   0.005344         79        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     52/499      4.32G    0.01393    0.01124   0.005344         79        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     52/499      4.32G    0.01393    0.01125   0.005382         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     52/499      4.32G    0.01393    0.01125   0.005382         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.33it/s]
     52/499      4.32G    0.01389    0.01119    0.00534         54        640:  15%|#5        | 26/168 [00:05<00:26,  5.33it/s]
     52/499      4.32G    0.01389    0.01119    0.00534         54        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     52/499      4.32G    0.01386    0.01125   0.005398         82        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     52/499      4.32G    0.01386    0.01125   0.005398         82        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     52/499      4.32G    0.01383    0.01136   0.005367         89        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     52/499      4.32G    0.01383    0.01136   0.005367         89        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     52/499      4.32G    0.01385    0.01148   0.005316         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     52/499      4.32G    0.01385    0.01148   0.005316         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     52/499      4.32G     0.0138    0.01146   0.005268         63        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     52/499      4.32G     0.0138    0.01146   0.005268         63        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     52/499      4.32G    0.01374    0.01137    0.00525         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     52/499      4.32G    0.01374    0.01137    0.00525         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     52/499      4.32G    0.01379    0.01129   0.005193         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     52/499      4.32G    0.01379    0.01129   0.005193         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     52/499      4.32G     0.0137    0.01122   0.005186         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     52/499      4.32G     0.0137    0.01122   0.005186         62        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     52/499      4.32G    0.01374     0.0113   0.005199         73        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     52/499      4.32G    0.01374     0.0113   0.005199         73        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     52/499      4.32G    0.01369    0.01123   0.005173         59        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     52/499      4.32G    0.01369    0.01123   0.005173         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
     52/499      4.32G    0.01371    0.01118   0.005134         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
     52/499      4.32G    0.01371    0.01118   0.005134         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     52/499      4.32G    0.01372    0.01116   0.005145         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     52/499      4.32G    0.01372    0.01116   0.005145         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     52/499      4.32G    0.01368    0.01115   0.005109         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     52/499      4.32G    0.01368    0.01115   0.005109         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
     52/499      4.32G    0.01368    0.01114   0.005088         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
     52/499      4.32G    0.01368    0.01114   0.005088         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     52/499      4.32G    0.01367    0.01115   0.005067         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     52/499      4.32G    0.01367    0.01115   0.005067         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     52/499      4.32G     0.0136    0.01113   0.005105         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     52/499      4.32G     0.0136    0.01113   0.005105         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.29it/s]
     52/499      4.32G     0.0136    0.01114   0.005186         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
     52/499      4.32G     0.0136    0.01114   0.005186         77        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
     52/499      4.32G    0.01362    0.01118   0.005219         86        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
     52/499      4.32G    0.01362    0.01118   0.005219         86        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     52/499      4.32G     0.0136    0.01118    0.00518         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     52/499      4.32G     0.0136    0.01118    0.00518         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     52/499      4.32G     0.0136    0.01118   0.005179         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     52/499      4.32G     0.0136    0.01118   0.005179         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     52/499      4.32G     0.0136     0.0112   0.005213         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     52/499      4.32G     0.0136     0.0112   0.005213         73        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
     52/499      4.32G     0.0136    0.01113   0.005247         57        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     52/499      4.32G     0.0136    0.01113   0.005247         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     52/499      4.32G    0.01363    0.01111   0.005291         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     52/499      4.32G    0.01363    0.01111   0.005291         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     52/499      4.32G    0.01362    0.01112   0.005286         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     52/499      4.32G    0.01362    0.01112   0.005286         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     52/499      4.32G    0.01359    0.01112    0.00524         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     52/499      4.32G    0.01359    0.01112    0.00524         68        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     52/499      4.32G    0.01362    0.01108   0.005294         56        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     52/499      4.32G    0.01362    0.01108   0.005294         56        640:  31%|###       | 52/168 [00:09<00:22,  5.23it/s]
     52/499      4.32G    0.01362    0.01109   0.005311         77        640:  31%|###       | 52/168 [00:10<00:22,  5.23it/s]
     52/499      4.32G    0.01362    0.01109   0.005311         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     52/499      4.32G    0.01366    0.01104    0.00541         57        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     52/499      4.32G    0.01366    0.01104    0.00541         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     52/499      4.32G    0.01363    0.01099   0.005388         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     52/499      4.32G    0.01363    0.01099   0.005388         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     52/499      4.32G    0.01363    0.01097   0.005361         52        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     52/499      4.32G    0.01363    0.01097   0.005361         52        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     52/499      4.32G     0.0136    0.01097   0.005343         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     52/499      4.32G     0.0136    0.01097   0.005343         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     52/499      4.32G     0.0136      0.011   0.005318         81        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
     52/499      4.32G     0.0136      0.011   0.005318         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     52/499      4.32G     0.0136    0.01103   0.005276         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     52/499      4.32G     0.0136    0.01103   0.005276         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     52/499      4.32G    0.01357    0.01102   0.005284         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     52/499      4.32G    0.01357    0.01102   0.005284         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     52/499      4.32G    0.01357    0.01102   0.005251         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     52/499      4.32G    0.01357    0.01102   0.005251         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     52/499      4.32G    0.01358    0.01102   0.005249         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     52/499      4.32G    0.01358    0.01102   0.005249         57        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
     52/499      4.32G    0.01359    0.01108   0.005211         82        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
     52/499      4.32G    0.01359    0.01108   0.005211         82        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
     52/499      4.32G    0.01355    0.01107   0.005254         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     52/499      4.32G    0.01355    0.01107   0.005254         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     52/499      4.32G    0.01352    0.01104   0.005264         57        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     52/499      4.32G    0.01352    0.01104   0.005264         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     52/499      4.32G    0.01352    0.01108   0.005283         82        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     52/499      4.32G    0.01352    0.01108   0.005283         82        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     52/499      4.32G    0.01349    0.01105   0.005269         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     52/499      4.32G    0.01349    0.01105   0.005269         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     52/499      4.32G    0.01351    0.01106   0.005259         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     52/499      4.32G    0.01351    0.01106   0.005259         67        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
     52/499      4.32G    0.01348    0.01103   0.005278         55        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     52/499      4.32G    0.01348    0.01103   0.005278         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     52/499      4.32G    0.01346    0.01101   0.005252         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     52/499      4.32G    0.01346    0.01101   0.005252         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     52/499      4.32G    0.01345    0.01099   0.005241         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     52/499      4.32G    0.01345    0.01099   0.005241         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     52/499      4.32G    0.01343    0.01098   0.005219         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     52/499      4.32G    0.01343    0.01098   0.005219         74        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     52/499      4.32G    0.01344    0.01099   0.005207         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     52/499      4.32G    0.01344    0.01099   0.005207         77        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
     52/499      4.32G    0.01348      0.011    0.00518         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.24it/s]
     52/499      4.32G    0.01348      0.011    0.00518         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
     52/499      4.32G    0.01349    0.01099   0.005149         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
     52/499      4.32G    0.01349    0.01099   0.005149         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
     52/499      4.32G    0.01347    0.01099   0.005168         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
     52/499      4.32G    0.01347    0.01099   0.005168         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     52/499      4.32G    0.01348    0.01102   0.005137         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     52/499      4.32G    0.01348    0.01102   0.005137         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     52/499      4.32G    0.01349    0.01104   0.005119         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     52/499      4.32G    0.01349    0.01104   0.005119         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     52/499      4.32G     0.0135    0.01099    0.00512         53        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     52/499      4.32G     0.0135    0.01099    0.00512         53        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
     52/499      4.32G    0.01349      0.011   0.005168         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     52/499      4.32G    0.01349      0.011   0.005168         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     52/499      4.32G    0.01351    0.01099    0.00521         54        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     52/499      4.32G    0.01351    0.01099    0.00521         54        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     52/499      4.32G     0.0135      0.011   0.005211         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     52/499      4.32G     0.0135      0.011   0.005211         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     52/499      4.32G    0.01348    0.01098   0.005199         54        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     52/499      4.32G    0.01348    0.01098   0.005199         54        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     52/499      4.32G    0.01346    0.01099   0.005172         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     52/499      4.32G    0.01346    0.01099   0.005172         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     52/499      4.32G    0.01347    0.01098   0.005224         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     52/499      4.32G    0.01347    0.01098   0.005224         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
     52/499      4.32G    0.01345    0.01096   0.005189         60        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
     52/499      4.32G    0.01345    0.01096   0.005189         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
     52/499      4.32G    0.01346    0.01093   0.005182         46        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
     52/499      4.32G    0.01346    0.01093   0.005182         46        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     52/499      4.32G    0.01348    0.01093   0.005189         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     52/499      4.32G    0.01348    0.01093   0.005189         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     52/499      4.32G    0.01347    0.01091   0.005164         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     52/499      4.32G    0.01347    0.01091   0.005164         56        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     52/499      4.32G     0.0135    0.01092   0.005151         65        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     52/499      4.32G     0.0135    0.01092   0.005151         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     52/499      4.32G    0.01351    0.01091   0.005143         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     52/499      4.32G    0.01351    0.01091   0.005143         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     52/499      4.32G    0.01351    0.01092   0.005106         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     52/499      4.32G    0.01351    0.01092   0.005106         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     52/499      4.32G    0.01352    0.01093   0.005094         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     52/499      4.32G    0.01352    0.01093   0.005094         64        640:  55%|#####5    | 93/168 [00:17<00:14,  5.23it/s]
     52/499      4.32G    0.01351    0.01091   0.005082         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.23it/s]
     52/499      4.32G    0.01351    0.01091   0.005082         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.07it/s]
     52/499      4.32G    0.01352    0.01095   0.005101         75        640:  56%|#####5    | 94/168 [00:18<00:14,  5.07it/s]
     52/499      4.32G    0.01352    0.01095   0.005101         75        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
     52/499      4.32G    0.01355    0.01095   0.005128         67        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
     52/499      4.32G    0.01355    0.01095   0.005128         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     52/499      4.32G    0.01354    0.01095   0.005128         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     52/499      4.32G    0.01354    0.01095   0.005128         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     52/499      4.32G    0.01356    0.01093   0.005165         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     52/499      4.32G    0.01356    0.01093   0.005165         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     52/499      4.32G    0.01356    0.01093   0.005168         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     52/499      4.32G    0.01356    0.01093   0.005168         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     52/499      4.32G    0.01355    0.01092   0.005182         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     52/499      4.32G    0.01355    0.01092   0.005182         65        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
     52/499      4.32G    0.01355    0.01092   0.005224         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     52/499      4.32G    0.01355    0.01092   0.005224         65        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     52/499      4.32G    0.01356    0.01094    0.00523         86        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     52/499      4.32G    0.01356    0.01094    0.00523         86        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
     52/499      4.32G    0.01358    0.01095    0.00524         67        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
     52/499      4.32G    0.01358    0.01095    0.00524         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     52/499      4.32G    0.01358    0.01095   0.005247         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     52/499      4.32G    0.01358    0.01095   0.005247         64        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
     52/499      4.32G    0.01359    0.01095   0.005216         64        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
     52/499      4.32G    0.01359    0.01095   0.005216         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.41it/s]
     52/499      4.32G    0.01361    0.01099   0.005193         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.41it/s]
     52/499      4.32G    0.01361    0.01099   0.005193         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     52/499      4.32G    0.01359    0.01098   0.005225         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     52/499      4.32G    0.01359    0.01098   0.005225         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     52/499      4.32G    0.01359    0.01098    0.00525         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     52/499      4.32G    0.01359    0.01098    0.00525         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     52/499      4.32G     0.0136      0.011   0.005258         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     52/499      4.32G     0.0136      0.011   0.005258         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
     52/499      4.32G    0.01358      0.011   0.005262         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
     52/499      4.32G    0.01358      0.011   0.005262         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.34it/s]
     52/499      4.32G    0.01359      0.011   0.005258         68        640:  65%|######5   | 110/168 [00:21<00:10,  5.34it/s]
     52/499      4.32G    0.01359      0.011   0.005258         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     52/499      4.32G     0.0136    0.01101   0.005267         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     52/499      4.32G     0.0136    0.01101   0.005267         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     52/499      4.32G    0.01361    0.01101   0.005277         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     52/499      4.32G    0.01361    0.01101   0.005277         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     52/499      4.32G    0.01359      0.011   0.005309         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
     52/499      4.32G    0.01359      0.011   0.005309         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     52/499      4.32G    0.01359    0.01099   0.005333         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     52/499      4.32G    0.01359    0.01099   0.005333         61        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     52/499      4.32G     0.0136      0.011   0.005305         57        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
     52/499      4.32G     0.0136      0.011   0.005305         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
     52/499      4.32G    0.01359      0.011   0.005309         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
     52/499      4.32G    0.01359      0.011   0.005309         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
     52/499      4.32G     0.0136    0.01104   0.005315         87        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
     52/499      4.32G     0.0136    0.01104   0.005315         87        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     52/499      4.32G    0.01358    0.01102   0.005336         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     52/499      4.32G    0.01358    0.01102   0.005336         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.19it/s]
     52/499      4.32G    0.01358    0.01101   0.005352         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.19it/s]
     52/499      4.32G    0.01358    0.01101   0.005352         68        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     52/499      4.32G    0.01358    0.01101   0.005335         65        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     52/499      4.32G    0.01358    0.01101   0.005335         65        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
     52/499      4.32G    0.01357      0.011    0.00534         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     52/499      4.32G    0.01357      0.011    0.00534         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     52/499      4.32G    0.01357      0.011   0.005327         54        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     52/499      4.32G    0.01357      0.011   0.005327         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
     52/499      4.32G    0.01355    0.01099   0.005317         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
     52/499      4.32G    0.01355    0.01099   0.005317         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     52/499      4.32G    0.01353    0.01099   0.005322         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     52/499      4.32G    0.01353    0.01099   0.005322         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.18it/s]
     52/499      4.32G    0.01353    0.01098    0.00532         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.18it/s]
     52/499      4.32G    0.01353    0.01098    0.00532         71        640:  75%|#######5  | 126/168 [00:23<00:07,  5.26it/s]
     52/499      4.32G    0.01352    0.01095   0.005358         55        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     52/499      4.32G    0.01352    0.01095   0.005358         55        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
     52/499      4.32G    0.01352    0.01094   0.005366         67        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
     52/499      4.32G    0.01352    0.01094   0.005366         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     52/499      4.32G    0.01351    0.01094   0.005391         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     52/499      4.32G    0.01351    0.01094   0.005391         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
     52/499      4.32G    0.01351    0.01095   0.005389         81        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
     52/499      4.32G    0.01351    0.01095   0.005389         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     52/499      4.32G     0.0135    0.01095   0.005363         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     52/499      4.32G     0.0135    0.01095   0.005363         81        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     52/499      4.32G     0.0135    0.01095   0.005354         69        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     52/499      4.32G     0.0135    0.01095   0.005354         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     52/499      4.32G    0.01349    0.01095   0.005398         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     52/499      4.32G    0.01349    0.01095   0.005398         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     52/499      4.32G     0.0135    0.01096   0.005402         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     52/499      4.32G     0.0135    0.01096   0.005402         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     52/499      4.32G     0.0135    0.01097   0.005383         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     52/499      4.32G     0.0135    0.01097   0.005383         69        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
     52/499      4.32G    0.01348    0.01097   0.005396         69        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
     52/499      4.32G    0.01348    0.01097   0.005396         69        640:  81%|########  | 136/168 [00:25<00:06,  5.13it/s]
     52/499      4.32G    0.01349    0.01097   0.005385         72        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
     52/499      4.32G    0.01349    0.01097   0.005385         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.17it/s]
     52/499      4.32G    0.01347    0.01095   0.005377         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.17it/s]
     52/499      4.32G    0.01347    0.01095   0.005377         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
     52/499      4.32G    0.01346    0.01094   0.005368         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
     52/499      4.32G    0.01346    0.01094   0.005368         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     52/499      4.32G    0.01345    0.01095    0.00535         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     52/499      4.32G    0.01345    0.01095    0.00535         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     52/499      4.32G    0.01345    0.01096   0.005339         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     52/499      4.32G    0.01345    0.01096   0.005339         76        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     52/499      4.32G    0.01346    0.01097   0.005354         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     52/499      4.32G    0.01346    0.01097   0.005354         65        640:  85%|########4 | 142/168 [00:26<00:04,  5.20it/s]
     52/499      4.32G    0.01346    0.01097   0.005359         67        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     52/499      4.32G    0.01346    0.01097   0.005359         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     52/499      4.32G    0.01346    0.01098   0.005345         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     52/499      4.32G    0.01346    0.01098   0.005345         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     52/499      4.32G    0.01345    0.01098   0.005338         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     52/499      4.32G    0.01345    0.01098   0.005338         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     52/499      4.32G    0.01345      0.011   0.005319         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     52/499      4.32G    0.01345      0.011   0.005319         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     52/499      4.32G    0.01346    0.01102   0.005316         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     52/499      4.32G    0.01346    0.01102   0.005316         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     52/499      4.32G    0.01345      0.011   0.005297         53        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
     52/499      4.32G    0.01345      0.011   0.005297         53        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     52/499      4.32G    0.01344    0.01101   0.005281         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     52/499      4.32G    0.01344    0.01101   0.005281         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     52/499      4.32G    0.01345    0.01101   0.005273         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     52/499      4.32G    0.01345    0.01101   0.005273         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
     52/499      4.32G    0.01345    0.01103   0.005266         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
     52/499      4.32G    0.01345    0.01103   0.005266         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     52/499      4.32G    0.01346    0.01104   0.005275         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     52/499      4.32G    0.01346    0.01104   0.005275         72        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
     52/499      4.32G    0.01346    0.01103    0.00526         64        640:  90%|######### | 152/168 [00:29<00:02,  5.34it/s]
     52/499      4.32G    0.01346    0.01103    0.00526         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
     52/499      4.32G    0.01346    0.01103   0.005253         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
     52/499      4.32G    0.01346    0.01103   0.005253         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     52/499      4.32G    0.01346    0.01104   0.005227         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     52/499      4.32G    0.01346    0.01104   0.005227         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     52/499      4.32G    0.01345    0.01105   0.005225         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     52/499      4.32G    0.01345    0.01105   0.005225         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
     52/499      4.32G    0.01347    0.01105   0.005237         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
     52/499      4.32G    0.01347    0.01105   0.005237         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     52/499      4.32G    0.01348    0.01104   0.005247         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
     52/499      4.32G    0.01348    0.01104   0.005247         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     52/499      4.32G    0.01349    0.01103   0.005263         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     52/499      4.32G    0.01349    0.01103   0.005263         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     52/499      4.32G    0.01349    0.01103   0.005264         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     52/499      4.32G    0.01349    0.01103   0.005264         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     52/499      4.32G    0.01348    0.01103   0.005262         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     52/499      4.32G    0.01348    0.01103   0.005262         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     52/499      4.32G    0.01348    0.01103    0.00526         61        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     52/499      4.32G    0.01348    0.01103    0.00526         61        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     52/499      4.32G    0.01349    0.01103   0.005257         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     52/499      4.32G    0.01349    0.01103   0.005257         73        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
     52/499      4.32G     0.0135    0.01105   0.005247         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
     52/499      4.32G     0.0135    0.01105   0.005247         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     52/499      4.32G     0.0135    0.01104   0.005234         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     52/499      4.32G     0.0135    0.01104   0.005234         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     52/499      4.32G    0.01351    0.01104   0.005236         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     52/499      4.32G    0.01351    0.01104   0.005236         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     52/499      4.32G    0.01351    0.01103   0.005248         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     52/499      4.32G    0.01351    0.01103   0.005248         62        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     52/499      4.32G     0.0135    0.01103   0.005247         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     52/499      4.32G     0.0135    0.01103   0.005247         31        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     52/499      4.32G     0.0135    0.01103   0.005247         31        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.772      0.879      0.833      0.722

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     53/499      4.32G    0.01479    0.01094   0.004074         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
     53/499      4.32G    0.01479    0.01094   0.004074         71        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     53/499      4.32G    0.01395    0.01179   0.005052         78        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     53/499      4.32G    0.01395    0.01179   0.005052         78        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     53/499      4.32G    0.01425    0.01155   0.006544         66        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     53/499      4.32G    0.01425    0.01155   0.006544         66        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     53/499      4.32G    0.01376      0.011   0.006577         61        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     53/499      4.32G    0.01376      0.011   0.006577         61        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     53/499      4.32G    0.01334    0.01078   0.006179         70        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     53/499      4.32G    0.01334    0.01078   0.006179         70        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     53/499      4.32G    0.01347    0.01068   0.005677         66        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     53/499      4.32G    0.01347    0.01068   0.005677         66        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
     53/499      4.32G    0.01365    0.01066   0.005414         65        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
     53/499      4.32G    0.01365    0.01066   0.005414         65        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     53/499      4.32G    0.01373    0.01059   0.004917         65        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     53/499      4.32G    0.01373    0.01059   0.004917         65        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     53/499      4.32G    0.01373     0.0105   0.004865         55        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     53/499      4.32G    0.01373     0.0105   0.004865         55        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     53/499      4.32G    0.01382    0.01078      0.005         79        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     53/499      4.32G    0.01382    0.01078      0.005         79        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
     53/499      4.32G    0.01393    0.01074   0.005222         70        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
     53/499      4.32G    0.01393    0.01074   0.005222         70        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     53/499      4.32G    0.01386    0.01081   0.005132         83        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     53/499      4.32G    0.01386    0.01081   0.005132         83        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     53/499      4.32G    0.01397      0.011   0.005553         75        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     53/499      4.32G    0.01397      0.011   0.005553         75        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     53/499      4.32G     0.0141    0.01109    0.00569         75        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     53/499      4.32G     0.0141    0.01109    0.00569         75        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     53/499      4.32G    0.01412    0.01123   0.005685         68        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     53/499      4.32G    0.01412    0.01123   0.005685         68        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     53/499      4.32G    0.01396    0.01113   0.005757         72        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     53/499      4.32G    0.01396    0.01113   0.005757         72        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     53/499      4.32G    0.01388    0.01097   0.005831         59        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     53/499      4.32G    0.01388    0.01097   0.005831         59        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     53/499      4.32G    0.01387    0.01096   0.006016         63        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     53/499      4.32G    0.01387    0.01096   0.006016         63        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     53/499      4.32G    0.01382    0.01089   0.006104         67        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     53/499      4.32G    0.01382    0.01089   0.006104         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     53/499      4.32G    0.01379    0.01095    0.00588         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     53/499      4.32G    0.01379    0.01095    0.00588         73        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     53/499      4.32G    0.01372    0.01085   0.005837         61        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     53/499      4.32G    0.01372    0.01085   0.005837         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     53/499      4.32G     0.0136    0.01083   0.005703         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     53/499      4.32G     0.0136    0.01083   0.005703         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     53/499      4.32G    0.01358    0.01084   0.005715         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     53/499      4.32G    0.01358    0.01084   0.005715         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     53/499      4.32G    0.01351    0.01087   0.005623         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     53/499      4.32G    0.01351    0.01087   0.005623         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     53/499      4.32G     0.0135    0.01089   0.005661         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     53/499      4.32G     0.0135    0.01089   0.005661         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     53/499      4.32G    0.01341     0.0108   0.005735         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     53/499      4.32G    0.01341     0.0108   0.005735         60        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     53/499      4.32G     0.0134    0.01093   0.005694         84        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     53/499      4.32G     0.0134    0.01093   0.005694         84        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     53/499      4.32G     0.0134    0.01088   0.005731         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     53/499      4.32G     0.0134    0.01088   0.005731         57        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     53/499      4.32G     0.0134    0.01097   0.005781         79        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     53/499      4.32G     0.0134    0.01097   0.005781         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     53/499      4.32G    0.01343    0.01104   0.005765         84        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     53/499      4.32G    0.01343    0.01104   0.005765         84        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     53/499      4.32G    0.01334    0.01101   0.005726         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     53/499      4.32G    0.01334    0.01101   0.005726         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.25it/s]
     53/499      4.32G    0.01335    0.01108   0.005781         77        640:  18%|#8        | 31/168 [00:06<00:26,  5.25it/s]
     53/499      4.32G    0.01335    0.01108   0.005781         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
     53/499      4.32G    0.01335    0.01103   0.005867         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
     53/499      4.32G    0.01335    0.01103   0.005867         58        640:  20%|#9        | 33/168 [00:06<00:24,  5.40it/s]
     53/499      4.32G    0.01334    0.01103    0.00574         75        640:  20%|#9        | 33/168 [00:06<00:24,  5.40it/s]
     53/499      4.32G    0.01334    0.01103    0.00574         75        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
     53/499      4.32G    0.01341    0.01103   0.005738         65        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
     53/499      4.32G    0.01341    0.01103   0.005738         65        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
     53/499      4.32G    0.01344      0.011   0.005795         58        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
     53/499      4.32G    0.01344      0.011   0.005795         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.41it/s]
     53/499      4.32G    0.01338    0.01095   0.005745         62        640:  21%|##1       | 36/168 [00:06<00:24,  5.41it/s]
     53/499      4.32G    0.01338    0.01095   0.005745         62        640:  22%|##2       | 37/168 [00:06<00:24,  5.27it/s]
     53/499      4.32G    0.01337    0.01097    0.00579         72        640:  22%|##2       | 37/168 [00:07<00:24,  5.27it/s]
     53/499      4.32G    0.01337    0.01097    0.00579         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
     53/499      4.32G    0.01337    0.01097   0.005796         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
     53/499      4.32G    0.01337    0.01097   0.005796         66        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
     53/499      4.32G    0.01333    0.01091   0.005937         60        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
     53/499      4.32G    0.01333    0.01091   0.005937         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     53/499      4.32G    0.01335    0.01086   0.005962         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     53/499      4.32G    0.01335    0.01086   0.005962         54        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     53/499      4.32G     0.0134    0.01091   0.005972         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
     53/499      4.32G     0.0134    0.01091   0.005972         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
     53/499      4.32G    0.01343    0.01092   0.005994         63        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
     53/499      4.32G    0.01343    0.01092   0.005994         63        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     53/499      4.32G    0.01337    0.01086   0.005895         54        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     53/499      4.32G    0.01337    0.01086   0.005895         54        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
     53/499      4.32G    0.01333    0.01087   0.005871         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
     53/499      4.32G    0.01333    0.01087   0.005871         78        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     53/499      4.32G     0.0133    0.01088   0.005802         81        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     53/499      4.32G     0.0133    0.01088   0.005802         81        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     53/499      4.32G    0.01325    0.01079   0.005926         44        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     53/499      4.32G    0.01325    0.01079   0.005926         44        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
     53/499      4.32G    0.01323    0.01077   0.005875         73        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     53/499      4.32G    0.01323    0.01077   0.005875         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     53/499      4.32G    0.01325    0.01076   0.005852         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     53/499      4.32G    0.01325    0.01076   0.005852         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     53/499      4.32G    0.01328    0.01083   0.005906         81        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     53/499      4.32G    0.01328    0.01083   0.005906         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     53/499      4.32G    0.01332    0.01087   0.005864         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     53/499      4.32G    0.01332    0.01087   0.005864         76        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     53/499      4.32G    0.01335    0.01086   0.005852         57        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     53/499      4.32G    0.01335    0.01086   0.005852         57        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     53/499      4.32G    0.01333    0.01095   0.005843         84        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     53/499      4.32G    0.01333    0.01095   0.005843         84        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     53/499      4.32G    0.01333    0.01094   0.005812         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     53/499      4.32G    0.01333    0.01094   0.005812         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     53/499      4.32G    0.01333    0.01093   0.005766         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     53/499      4.32G    0.01333    0.01093   0.005766         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     53/499      4.32G    0.01334    0.01099   0.005731         91        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     53/499      4.32G    0.01334    0.01099   0.005731         91        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     53/499      4.32G    0.01334      0.011   0.005718         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     53/499      4.32G    0.01334      0.011   0.005718         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     53/499      4.32G    0.01336    0.01098   0.005832         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     53/499      4.32G    0.01336    0.01098   0.005832         66        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
     53/499      4.32G    0.01336    0.01101   0.005807         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     53/499      4.32G    0.01336    0.01101   0.005807         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     53/499      4.32G    0.01336    0.01097   0.005846         51        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
     53/499      4.32G    0.01336    0.01097   0.005846         51        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     53/499      4.32G    0.01335    0.01095    0.00583         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     53/499      4.32G    0.01335    0.01095    0.00583         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     53/499      4.32G    0.01337    0.01098   0.005804         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     53/499      4.32G    0.01337    0.01098   0.005804         63        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
     53/499      4.32G    0.01336    0.01098   0.005753         69        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
     53/499      4.32G    0.01336    0.01098   0.005753         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
     53/499      4.32G    0.01336      0.011   0.005709         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
     53/499      4.32G    0.01336      0.011   0.005709         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     53/499      4.32G    0.01335    0.01095   0.005721         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     53/499      4.32G    0.01335    0.01095   0.005721         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     53/499      4.32G    0.01334    0.01095   0.005697         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     53/499      4.32G    0.01334    0.01095   0.005697         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     53/499      4.32G    0.01334    0.01093   0.005769         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     53/499      4.32G    0.01334    0.01093   0.005769         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
     53/499      4.32G    0.01334    0.01098   0.005738         84        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
     53/499      4.32G    0.01334    0.01098   0.005738         84        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
     53/499      4.32G    0.01336    0.01096   0.005748         58        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
     53/499      4.32G    0.01336    0.01096   0.005748         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     53/499      4.32G    0.01337    0.01095    0.00569         56        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
     53/499      4.32G    0.01337    0.01095    0.00569         56        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
     53/499      4.32G    0.01338    0.01094   0.005723         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
     53/499      4.32G    0.01338    0.01094   0.005723         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     53/499      4.32G    0.01337    0.01093   0.005683         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     53/499      4.32G    0.01337    0.01093   0.005683         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
     53/499      4.32G    0.01336    0.01091   0.005682         58        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
     53/499      4.32G    0.01336    0.01091   0.005682         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
     53/499      4.32G    0.01335    0.01089   0.005704         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
     53/499      4.32G    0.01335    0.01089   0.005704         66        640:  44%|####4     | 74/168 [00:13<00:17,  5.31it/s]
     53/499      4.32G    0.01334     0.0109   0.005705         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
     53/499      4.32G    0.01334     0.0109   0.005705         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
     53/499      4.32G    0.01331    0.01089   0.005697         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
     53/499      4.32G    0.01331    0.01089   0.005697         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.26it/s]
     53/499      4.32G    0.01329    0.01087    0.00568         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.26it/s]
     53/499      4.32G    0.01329    0.01087    0.00568         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     53/499      4.32G    0.01326    0.01085   0.005657         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
     53/499      4.32G    0.01326    0.01085   0.005657         56        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     53/499      4.32G    0.01325    0.01086    0.00566         76        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     53/499      4.32G    0.01325    0.01086    0.00566         76        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
     53/499      4.32G    0.01325    0.01089   0.005636         72        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
     53/499      4.32G    0.01325    0.01089   0.005636         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     53/499      4.32G    0.01325    0.01086   0.005621         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     53/499      4.32G    0.01325    0.01086   0.005621         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     53/499      4.32G    0.01326    0.01086   0.005616         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     53/499      4.32G    0.01326    0.01086   0.005616         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     53/499      4.32G    0.01327    0.01088   0.005614         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     53/499      4.32G    0.01327    0.01088   0.005614         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     53/499      4.32G    0.01329    0.01087   0.005567         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     53/499      4.32G    0.01329    0.01087   0.005567         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.40it/s]
     53/499      4.32G    0.01328    0.01088   0.005581         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.40it/s]
     53/499      4.32G    0.01328    0.01088   0.005581         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
     53/499      4.32G    0.01329     0.0109   0.005576         70        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
     53/499      4.32G    0.01329     0.0109   0.005576         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     53/499      4.32G    0.01329     0.0109   0.005594         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     53/499      4.32G    0.01329     0.0109   0.005594         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
     53/499      4.32G    0.01328    0.01088   0.005594         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
     53/499      4.32G    0.01328    0.01088   0.005594         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     53/499      4.32G     0.0133    0.01087   0.005598         51        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     53/499      4.32G     0.0133    0.01087   0.005598         51        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     53/499      4.32G    0.01329    0.01087   0.005611         84        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
     53/499      4.32G    0.01329    0.01087   0.005611         84        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
     53/499      4.32G    0.01328    0.01088   0.005615         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     53/499      4.32G    0.01328    0.01088   0.005615         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     53/499      4.32G    0.01327    0.01089   0.005634         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
     53/499      4.32G    0.01327    0.01089   0.005634         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     53/499      4.32G    0.01327    0.01087   0.005622         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     53/499      4.32G    0.01327    0.01087   0.005622         66        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     53/499      4.32G    0.01327    0.01086   0.005672         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     53/499      4.32G    0.01327    0.01086   0.005672         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
     53/499      4.32G    0.01326    0.01085   0.005717         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
     53/499      4.32G    0.01326    0.01085   0.005717         57        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
     53/499      4.32G    0.01326    0.01087   0.005708         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
     53/499      4.32G    0.01326    0.01087   0.005708         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     53/499      4.32G    0.01328    0.01089   0.005697         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     53/499      4.32G    0.01328    0.01089   0.005697         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     53/499      4.32G    0.01328    0.01088   0.005669         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     53/499      4.32G    0.01328    0.01088   0.005669         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     53/499      4.32G    0.01326    0.01087   0.005655         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     53/499      4.32G    0.01326    0.01087   0.005655         63        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     53/499      4.32G    0.01325    0.01086   0.005633         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     53/499      4.32G    0.01325    0.01086   0.005633         65        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
     53/499      4.32G    0.01323    0.01086   0.005622         74        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     53/499      4.32G    0.01323    0.01086   0.005622         74        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     53/499      4.32G    0.01325    0.01088   0.005654         72        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     53/499      4.32G    0.01325    0.01088   0.005654         72        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     53/499      4.32G    0.01327    0.01088   0.005621         60        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     53/499      4.32G    0.01327    0.01088   0.005621         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     53/499      4.32G    0.01327    0.01088   0.005614         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     53/499      4.32G    0.01327    0.01088   0.005614         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     53/499      4.32G    0.01328    0.01086   0.005624         55        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     53/499      4.32G    0.01328    0.01086   0.005624         55        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
     53/499      4.32G    0.01327    0.01086   0.005623         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
     53/499      4.32G    0.01327    0.01086   0.005623         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     53/499      4.32G    0.01326    0.01084   0.005654         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     53/499      4.32G    0.01326    0.01084   0.005654         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     53/499      4.32G    0.01325    0.01085    0.00563         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     53/499      4.32G    0.01325    0.01085    0.00563         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     53/499      4.32G    0.01323    0.01085   0.005589         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     53/499      4.32G    0.01323    0.01085   0.005589         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     53/499      4.32G    0.01323    0.01083   0.005578         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     53/499      4.32G    0.01323    0.01083   0.005578         56        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     53/499      4.32G    0.01323    0.01082   0.005565         64        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     53/499      4.32G    0.01323    0.01082   0.005565         64        640:  66%|######6   | 111/168 [00:20<00:10,  5.36it/s]
     53/499      4.32G    0.01324    0.01082   0.005562         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     53/499      4.32G    0.01324    0.01082   0.005562         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     53/499      4.32G    0.01324    0.01082   0.005578         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     53/499      4.32G    0.01324    0.01082   0.005578         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     53/499      4.32G    0.01325    0.01083   0.005558         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     53/499      4.32G    0.01325    0.01083   0.005558         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     53/499      4.32G    0.01325    0.01083   0.005525         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     53/499      4.32G    0.01325    0.01083   0.005525         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     53/499      4.32G    0.01326    0.01083   0.005556         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     53/499      4.32G    0.01326    0.01083   0.005556         69        640:  69%|######9   | 116/168 [00:21<00:09,  5.27it/s]
     53/499      4.32G    0.01325    0.01084   0.005531         87        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
     53/499      4.32G    0.01325    0.01084   0.005531         87        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     53/499      4.32G    0.01325    0.01085    0.00552         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     53/499      4.32G    0.01325    0.01085    0.00552         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     53/499      4.32G    0.01326    0.01086   0.005538         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     53/499      4.32G    0.01326    0.01086   0.005538         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
     53/499      4.32G    0.01326    0.01086   0.005542         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
     53/499      4.32G    0.01326    0.01086   0.005542         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     53/499      4.32G    0.01327    0.01086   0.005529         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     53/499      4.32G    0.01327    0.01086   0.005529         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     53/499      4.32G    0.01329    0.01089   0.005536         92        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     53/499      4.32G    0.01329    0.01089   0.005536         92        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     53/499      4.32G    0.01329     0.0109   0.005543         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     53/499      4.32G    0.01329     0.0109   0.005543         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     53/499      4.32G    0.01329     0.0109   0.005535         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     53/499      4.32G    0.01329     0.0109   0.005535         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     53/499      4.32G    0.01328    0.01089   0.005527         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     53/499      4.32G    0.01328    0.01089   0.005527         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     53/499      4.32G    0.01328    0.01091    0.00553         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     53/499      4.32G    0.01328    0.01091    0.00553         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
     53/499      4.32G    0.01328    0.01092   0.005507         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
     53/499      4.32G    0.01328    0.01092   0.005507         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     53/499      4.32G    0.01327    0.01092   0.005503         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     53/499      4.32G    0.01327    0.01092   0.005503         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     53/499      4.32G    0.01328    0.01092   0.005503         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     53/499      4.32G    0.01328    0.01092   0.005503         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     53/499      4.32G    0.01328    0.01092   0.005495         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     53/499      4.32G    0.01328    0.01092   0.005495         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     53/499      4.32G    0.01328    0.01093   0.005482         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     53/499      4.32G    0.01328    0.01093   0.005482         81        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     53/499      4.32G     0.0133    0.01093   0.005501         59        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     53/499      4.32G     0.0133    0.01093   0.005501         59        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
     53/499      4.32G     0.0133    0.01094   0.005491         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     53/499      4.32G     0.0133    0.01094   0.005491         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     53/499      4.32G    0.01331    0.01096   0.005482         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     53/499      4.32G    0.01331    0.01096   0.005482         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     53/499      4.32G    0.01329    0.01095   0.005467         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     53/499      4.32G    0.01329    0.01095   0.005467         67        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     53/499      4.32G     0.0133    0.01094   0.005458         59        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     53/499      4.32G     0.0133    0.01094   0.005458         59        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     53/499      4.32G    0.01329    0.01095   0.005451         79        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
     53/499      4.32G    0.01329    0.01095   0.005451         79        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
     53/499      4.32G     0.0133    0.01096   0.005444         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
     53/499      4.32G     0.0133    0.01096   0.005444         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     53/499      4.32G    0.01332    0.01095   0.005454         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     53/499      4.32G    0.01332    0.01095   0.005454         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     53/499      4.32G    0.01333    0.01097   0.005451         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     53/499      4.32G    0.01333    0.01097   0.005451         84        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     53/499      4.32G    0.01333    0.01099   0.005431         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     53/499      4.32G    0.01333    0.01099   0.005431         81        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     53/499      4.32G    0.01334    0.01102   0.005406         97        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     53/499      4.32G    0.01334    0.01102   0.005406         97        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
     53/499      4.32G    0.01335    0.01103   0.005423         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
     53/499      4.32G    0.01335    0.01103   0.005423         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     53/499      4.32G    0.01335    0.01103    0.00542         83        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     53/499      4.32G    0.01335    0.01103    0.00542         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     53/499      4.32G    0.01335    0.01103   0.005404         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     53/499      4.32G    0.01335    0.01103   0.005404         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     53/499      4.32G    0.01335    0.01103     0.0054         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     53/499      4.32G    0.01335    0.01103     0.0054         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
     53/499      4.32G    0.01336    0.01105   0.005385         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
     53/499      4.32G    0.01336    0.01105   0.005385         63        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
     53/499      4.32G    0.01335    0.01106   0.005378         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     53/499      4.32G    0.01335    0.01106   0.005378         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
     53/499      4.32G    0.01335    0.01106   0.005372         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
     53/499      4.32G    0.01335    0.01106   0.005372         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     53/499      4.32G    0.01337    0.01107   0.005383         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     53/499      4.32G    0.01337    0.01107   0.005383         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     53/499      4.32G    0.01337    0.01108   0.005381         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     53/499      4.32G    0.01337    0.01108   0.005381         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
     53/499      4.32G    0.01336    0.01108    0.00537         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
     53/499      4.32G    0.01336    0.01108    0.00537         75        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     53/499      4.32G    0.01337     0.0111    0.00537         81        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     53/499      4.32G    0.01337     0.0111    0.00537         81        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
     53/499      4.32G    0.01337    0.01108   0.005378         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
     53/499      4.32G    0.01337    0.01108   0.005378         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     53/499      4.32G    0.01337     0.0111   0.005378         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     53/499      4.32G    0.01337     0.0111   0.005378         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     53/499      4.32G    0.01336    0.01109   0.005376         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     53/499      4.32G    0.01336    0.01109   0.005376         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     53/499      4.32G    0.01335    0.01109   0.005385         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
     53/499      4.32G    0.01335    0.01109   0.005385         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     53/499      4.32G    0.01337    0.01107   0.005417         56        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
     53/499      4.32G    0.01337    0.01107   0.005417         56        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
     53/499      4.32G    0.01338    0.01108   0.005458         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     53/499      4.32G    0.01338    0.01108   0.005458         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     53/499      4.32G    0.01339    0.01106    0.00546         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     53/499      4.32G    0.01339    0.01106    0.00546         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     53/499      4.32G     0.0134    0.01107   0.005475         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     53/499      4.32G     0.0134    0.01107   0.005475         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     53/499      4.32G    0.01341    0.01106    0.00546         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     53/499      4.32G    0.01341    0.01106    0.00546         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
     53/499      4.32G    0.01341    0.01105   0.005454         51        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
     53/499      4.32G    0.01341    0.01105   0.005454         51        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
     53/499      4.32G    0.01341    0.01105   0.005501         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
     53/499      4.32G    0.01341    0.01105   0.005501         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
     53/499      4.32G    0.01341    0.01105   0.005508         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
     53/499      4.32G    0.01341    0.01105   0.005508         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     53/499      4.32G    0.01341    0.01104    0.00551         54        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
     53/499      4.32G    0.01341    0.01104    0.00551         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
     53/499      4.32G    0.01343    0.01104   0.005518         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
     53/499      4.32G    0.01343    0.01104   0.005518         80        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     53/499      4.32G    0.01343    0.01106   0.005509         38        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     53/499      4.32G    0.01343    0.01106   0.005509         38        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     53/499      4.32G    0.01343    0.01106   0.005509         38        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.55it/s]
                   all        132        263      0.781      0.818      0.841      0.701

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     54/499      4.32G    0.01454    0.01184   0.004987         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
     54/499      4.32G    0.01454    0.01184   0.004987         69        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     54/499      4.32G    0.01417    0.01098   0.005781         65        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
     54/499      4.32G    0.01417    0.01098   0.005781         65        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     54/499      4.32G    0.01443    0.01161   0.006364         70        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     54/499      4.32G    0.01443    0.01161   0.006364         70        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     54/499      4.32G    0.01453    0.01211   0.006288         83        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     54/499      4.32G    0.01453    0.01211   0.006288         83        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     54/499      4.32G    0.01437    0.01191   0.005952         69        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     54/499      4.32G    0.01437    0.01191   0.005952         69        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     54/499      4.32G    0.01424    0.01188   0.005713         65        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     54/499      4.32G    0.01424    0.01188   0.005713         65        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     54/499      4.32G     0.0145    0.01159   0.005624         54        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     54/499      4.32G     0.0145    0.01159   0.005624         54        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     54/499      4.32G    0.01439    0.01151   0.005438         68        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     54/499      4.32G    0.01439    0.01151   0.005438         68        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     54/499      4.32G     0.0148      0.012   0.005418         63        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     54/499      4.32G     0.0148      0.012   0.005418         63        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     54/499      4.32G     0.0146    0.01193   0.005361         69        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     54/499      4.32G     0.0146    0.01193   0.005361         69        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     54/499      4.32G    0.01458    0.01187   0.005151         69        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     54/499      4.32G    0.01458    0.01187   0.005151         69        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     54/499      4.32G    0.01446    0.01186   0.005132         66        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     54/499      4.32G    0.01446    0.01186   0.005132         66        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     54/499      4.32G    0.01459    0.01202   0.005111         76        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     54/499      4.32G    0.01459    0.01202   0.005111         76        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     54/499      4.32G    0.01464    0.01225   0.005049         75        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     54/499      4.32G    0.01464    0.01225   0.005049         75        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     54/499      4.32G    0.01459    0.01228   0.004875         68        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     54/499      4.32G    0.01459    0.01228   0.004875         68        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
     54/499      4.32G    0.01467    0.01225   0.005019         77        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
     54/499      4.32G    0.01467    0.01225   0.005019         77        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     54/499      4.32G    0.01461    0.01227    0.00543         70        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     54/499      4.32G    0.01461    0.01227    0.00543         70        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     54/499      4.32G    0.01459    0.01236   0.005394         83        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     54/499      4.32G    0.01459    0.01236   0.005394         83        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
     54/499      4.32G    0.01458    0.01222   0.005278         57        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
     54/499      4.32G    0.01458    0.01222   0.005278         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     54/499      4.32G    0.01455    0.01218   0.005351         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     54/499      4.32G    0.01455    0.01218   0.005351         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     54/499      4.32G    0.01451     0.0121   0.005214         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     54/499      4.32G    0.01451     0.0121   0.005214         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
     54/499      4.32G    0.01452    0.01219   0.005227         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
     54/499      4.32G    0.01452    0.01219   0.005227         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     54/499      4.32G    0.01451    0.01215   0.005266         56        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     54/499      4.32G    0.01451    0.01215   0.005266         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     54/499      4.32G    0.01453     0.0121   0.005381         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     54/499      4.32G    0.01453     0.0121   0.005381         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     54/499      4.32G    0.01456    0.01212   0.005427         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     54/499      4.32G    0.01456    0.01212   0.005427         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     54/499      4.32G    0.01461    0.01212   0.005509         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     54/499      4.32G    0.01461    0.01212   0.005509         74        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
     54/499      4.32G    0.01466    0.01213   0.005563         62        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
     54/499      4.32G    0.01466    0.01213   0.005563         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     54/499      4.32G    0.01476    0.01213   0.005532         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     54/499      4.32G    0.01476    0.01213   0.005532         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     54/499      4.32G    0.01478    0.01204   0.005632         61        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     54/499      4.32G    0.01478    0.01204   0.005632         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     54/499      4.32G    0.01474    0.01196    0.00565         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     54/499      4.32G    0.01474    0.01196    0.00565         59        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
     54/499      4.32G    0.01468     0.0119   0.005662         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
     54/499      4.32G    0.01468     0.0119   0.005662         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     54/499      4.32G    0.01461    0.01189   0.005652         73        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     54/499      4.32G    0.01461    0.01189   0.005652         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     54/499      4.32G    0.01458    0.01183    0.00572         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     54/499      4.32G    0.01458    0.01183    0.00572         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     54/499      4.32G    0.01456    0.01183   0.005673         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     54/499      4.32G    0.01456    0.01183   0.005673         70        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     54/499      4.32G    0.01456    0.01177   0.005675         53        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     54/499      4.32G    0.01456    0.01177   0.005675         53        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     54/499      4.32G    0.01453     0.0118   0.005604         76        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     54/499      4.32G    0.01453     0.0118   0.005604         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     54/499      4.32G    0.01451    0.01177   0.005569         62        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     54/499      4.32G    0.01451    0.01177   0.005569         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     54/499      4.32G    0.01453    0.01176   0.005582         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     54/499      4.32G    0.01453    0.01176   0.005582         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     54/499      4.32G    0.01452    0.01179   0.005604         81        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     54/499      4.32G    0.01452    0.01179   0.005604         81        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     54/499      4.32G    0.01447    0.01171   0.005583         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     54/499      4.32G    0.01447    0.01171   0.005583         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     54/499      4.32G    0.01445    0.01167   0.005537         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     54/499      4.32G    0.01445    0.01167   0.005537         58        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     54/499      4.32G    0.01436    0.01163   0.005511         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     54/499      4.32G    0.01436    0.01163   0.005511         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     54/499      4.32G    0.01431    0.01162   0.005499         80        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     54/499      4.32G    0.01431    0.01162   0.005499         80        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     54/499      4.32G    0.01427     0.0116   0.005586         60        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     54/499      4.32G    0.01427     0.0116   0.005586         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     54/499      4.32G    0.01429    0.01164   0.005552         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     54/499      4.32G    0.01429    0.01164   0.005552         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     54/499      4.32G    0.01426    0.01164   0.005511         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     54/499      4.32G    0.01426    0.01164   0.005511         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     54/499      4.32G    0.01424    0.01166   0.005496         87        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     54/499      4.32G    0.01424    0.01166   0.005496         87        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     54/499      4.32G    0.01422    0.01163   0.005427         58        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     54/499      4.32G    0.01422    0.01163   0.005427         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     54/499      4.32G    0.01417     0.0116   0.005423         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     54/499      4.32G    0.01417     0.0116   0.005423         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     54/499      4.32G    0.01418    0.01158   0.005398         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     54/499      4.32G    0.01418    0.01158   0.005398         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     54/499      4.32G    0.01417    0.01169   0.005406         86        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     54/499      4.32G    0.01417    0.01169   0.005406         86        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     54/499      4.32G     0.0142    0.01167   0.005507         64        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     54/499      4.32G     0.0142    0.01167   0.005507         64        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     54/499      4.32G    0.01415    0.01164   0.005558         75        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     54/499      4.32G    0.01415    0.01164   0.005558         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     54/499      4.32G    0.01412    0.01161   0.005568         78        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     54/499      4.32G    0.01412    0.01161   0.005568         78        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     54/499      4.32G    0.01415    0.01175   0.005524        102        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     54/499      4.32G    0.01415    0.01175   0.005524        102        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     54/499      4.32G    0.01412    0.01175   0.005494         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     54/499      4.32G    0.01412    0.01175   0.005494         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     54/499      4.32G    0.01409     0.0117   0.005592         49        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     54/499      4.32G    0.01409     0.0117   0.005592         49        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     54/499      4.32G    0.01406    0.01168   0.005569         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     54/499      4.32G    0.01406    0.01168   0.005569         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     54/499      4.32G    0.01408    0.01169   0.005532         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     54/499      4.32G    0.01408    0.01169   0.005532         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     54/499      4.32G    0.01409    0.01173   0.005521         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     54/499      4.32G    0.01409    0.01173   0.005521         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     54/499      4.32G    0.01407    0.01172   0.005469         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     54/499      4.32G    0.01407    0.01172   0.005469         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     54/499      4.32G    0.01411    0.01168   0.005448         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     54/499      4.32G    0.01411    0.01168   0.005448         52        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     54/499      4.32G     0.0141    0.01165   0.005476         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     54/499      4.32G     0.0141    0.01165   0.005476         60        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     54/499      4.32G    0.01413    0.01164    0.00545         51        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     54/499      4.32G    0.01413    0.01164    0.00545         51        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
     54/499      4.32G    0.01413    0.01165   0.005456         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
     54/499      4.32G    0.01413    0.01165   0.005456         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     54/499      4.32G    0.01412    0.01165   0.005424         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     54/499      4.32G    0.01412    0.01165   0.005424         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     54/499      4.32G     0.0141    0.01164    0.00545         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     54/499      4.32G     0.0141    0.01164    0.00545         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     54/499      4.32G    0.01411    0.01161   0.005491         51        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     54/499      4.32G    0.01411    0.01161   0.005491         51        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
     54/499      4.32G    0.01407    0.01158   0.005516         64        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     54/499      4.32G    0.01407    0.01158   0.005516         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     54/499      4.32G    0.01407    0.01159   0.005485         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     54/499      4.32G    0.01407    0.01159   0.005485         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     54/499      4.32G    0.01406    0.01162   0.005462         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     54/499      4.32G    0.01406    0.01162   0.005462         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     54/499      4.32G    0.01404    0.01161   0.005476         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     54/499      4.32G    0.01404    0.01161   0.005476         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     54/499      4.32G    0.01402     0.0116   0.005472         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     54/499      4.32G    0.01402     0.0116   0.005472         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     54/499      4.32G    0.01404     0.0116   0.005482         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     54/499      4.32G    0.01404     0.0116   0.005482         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     54/499      4.32G    0.01403    0.01159   0.005494         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     54/499      4.32G    0.01403    0.01159   0.005494         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     54/499      4.32G    0.01402    0.01159   0.005515         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     54/499      4.32G    0.01402    0.01159   0.005515         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     54/499      4.32G    0.01402    0.01162   0.005496         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     54/499      4.32G    0.01402    0.01162   0.005496         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     54/499      4.32G    0.01401    0.01159   0.005491         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     54/499      4.32G    0.01401    0.01159   0.005491         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     54/499      4.32G    0.01399     0.0116   0.005478         76        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
     54/499      4.32G    0.01399     0.0116   0.005478         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     54/499      4.32G    0.01399     0.0116   0.005478         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     54/499      4.32G    0.01399     0.0116   0.005478         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     54/499      4.32G    0.01399    0.01162   0.005519         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     54/499      4.32G    0.01399    0.01162   0.005519         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     54/499      4.32G    0.01398    0.01161   0.005598         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     54/499      4.32G    0.01398    0.01161   0.005598         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     54/499      4.32G    0.01398    0.01161   0.005606         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     54/499      4.32G    0.01398    0.01161   0.005606         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     54/499      4.32G    0.01398    0.01163   0.005589         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     54/499      4.32G    0.01398    0.01163   0.005589         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
     54/499      4.32G      0.014     0.0116   0.005589         46        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     54/499      4.32G      0.014     0.0116   0.005589         46        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     54/499      4.32G    0.01397    0.01158    0.00556         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     54/499      4.32G    0.01397    0.01158    0.00556         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     54/499      4.32G    0.01397    0.01156   0.005573         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     54/499      4.32G    0.01397    0.01156   0.005573         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
     54/499      4.32G    0.01398    0.01152   0.005554         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
     54/499      4.32G    0.01398    0.01152   0.005554         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     54/499      4.32G    0.01396    0.01148   0.005585         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     54/499      4.32G    0.01396    0.01148   0.005585         60        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
     54/499      4.32G    0.01395    0.01148   0.005546         72        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
     54/499      4.32G    0.01395    0.01148   0.005546         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     54/499      4.32G    0.01396    0.01145   0.005591         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
     54/499      4.32G    0.01396    0.01145   0.005591         55        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     54/499      4.32G    0.01398    0.01146   0.005578         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     54/499      4.32G    0.01398    0.01146   0.005578         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     54/499      4.32G    0.01398    0.01144   0.005559         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     54/499      4.32G    0.01398    0.01144   0.005559         64        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     54/499      4.32G    0.01397    0.01143   0.005555         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     54/499      4.32G    0.01397    0.01143   0.005555         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
     54/499      4.32G    0.01396    0.01143   0.005562         80        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
     54/499      4.32G    0.01396    0.01143   0.005562         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     54/499      4.32G    0.01395    0.01144   0.005578         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     54/499      4.32G    0.01395    0.01144   0.005578         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     54/499      4.32G    0.01394    0.01145    0.00556         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     54/499      4.32G    0.01394    0.01145    0.00556         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     54/499      4.32G    0.01394    0.01145   0.005612         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     54/499      4.32G    0.01394    0.01145   0.005612         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     54/499      4.32G    0.01394    0.01145   0.005622         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     54/499      4.32G    0.01394    0.01145   0.005622         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     54/499      4.32G    0.01391    0.01144   0.005643         81        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     54/499      4.32G    0.01391    0.01144   0.005643         81        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
     54/499      4.32G    0.01391    0.01143   0.005625         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     54/499      4.32G    0.01391    0.01143   0.005625         77        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     54/499      4.32G     0.0139    0.01142     0.0056         56        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     54/499      4.32G     0.0139    0.01142     0.0056         56        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     54/499      4.32G    0.01392    0.01145   0.005604         72        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     54/499      4.32G    0.01392    0.01145   0.005604         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     54/499      4.32G    0.01392    0.01145   0.005577         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
     54/499      4.32G    0.01392    0.01145   0.005577         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     54/499      4.32G    0.01393    0.01145   0.005579         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     54/499      4.32G    0.01393    0.01145   0.005579         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
     54/499      4.32G    0.01392    0.01144   0.005583         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     54/499      4.32G    0.01392    0.01144   0.005583         74        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
     54/499      4.32G    0.01393    0.01145   0.005547         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
     54/499      4.32G    0.01393    0.01145   0.005547         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     54/499      4.32G    0.01394    0.01145   0.005563         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     54/499      4.32G    0.01394    0.01145   0.005563         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     54/499      4.32G    0.01393    0.01146   0.005543         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     54/499      4.32G    0.01393    0.01146   0.005543         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     54/499      4.32G    0.01392    0.01145   0.005535         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     54/499      4.32G    0.01392    0.01145   0.005535         67        640:  65%|######5   | 110/168 [00:20<00:10,  5.27it/s]
     54/499      4.32G     0.0139    0.01144   0.005502         69        640:  65%|######5   | 110/168 [00:21<00:10,  5.27it/s]
     54/499      4.32G     0.0139    0.01144   0.005502         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     54/499      4.32G     0.0139    0.01145   0.005495         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     54/499      4.32G     0.0139    0.01145   0.005495         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     54/499      4.32G     0.0139    0.01144   0.005501         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     54/499      4.32G     0.0139    0.01144   0.005501         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     54/499      4.32G    0.01389    0.01142   0.005469         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     54/499      4.32G    0.01389    0.01142   0.005469         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     54/499      4.32G    0.01387     0.0114   0.005465         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     54/499      4.32G    0.01387     0.0114   0.005465         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     54/499      4.32G    0.01388    0.01137   0.005446         55        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
     54/499      4.32G    0.01388    0.01137   0.005446         55        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     54/499      4.32G    0.01387    0.01136   0.005444         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     54/499      4.32G    0.01387    0.01136   0.005444         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     54/499      4.32G    0.01388    0.01135    0.00544         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     54/499      4.32G    0.01388    0.01135    0.00544         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     54/499      4.32G    0.01388    0.01136   0.005418         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     54/499      4.32G    0.01388    0.01136   0.005418         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     54/499      4.32G    0.01387    0.01136   0.005401         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     54/499      4.32G    0.01387    0.01136   0.005401         74        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     54/499      4.32G    0.01387    0.01134   0.005384         49        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     54/499      4.32G    0.01387    0.01134   0.005384         49        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
     54/499      4.32G    0.01386    0.01134   0.005364         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     54/499      4.32G    0.01386    0.01134   0.005364         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     54/499      4.32G    0.01385    0.01134   0.005374         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     54/499      4.32G    0.01385    0.01134   0.005374         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     54/499      4.32G    0.01386    0.01133   0.005384         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     54/499      4.32G    0.01386    0.01133   0.005384         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     54/499      4.32G    0.01386    0.01132    0.00537         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     54/499      4.32G    0.01386    0.01132    0.00537         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
     54/499      4.32G    0.01386    0.01131   0.005389         53        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
     54/499      4.32G    0.01386    0.01131   0.005389         53        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
     54/499      4.32G    0.01386    0.01132   0.005382         83        640:  75%|#######5  | 126/168 [00:24<00:07,  5.39it/s]
     54/499      4.32G    0.01386    0.01132   0.005382         83        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     54/499      4.32G    0.01385    0.01132   0.005357         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     54/499      4.32G    0.01385    0.01132   0.005357         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     54/499      4.32G    0.01384    0.01132    0.00538         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     54/499      4.32G    0.01384    0.01132    0.00538         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     54/499      4.32G    0.01385    0.01131   0.005394         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     54/499      4.32G    0.01385    0.01131   0.005394         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     54/499      4.32G    0.01384     0.0113   0.005381         57        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     54/499      4.32G    0.01384     0.0113   0.005381         57        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
     54/499      4.32G    0.01383    0.01129   0.005404         72        640:  78%|#######7  | 131/168 [00:25<00:06,  5.34it/s]
     54/499      4.32G    0.01383    0.01129   0.005404         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     54/499      4.32G    0.01383    0.01132   0.005403         91        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     54/499      4.32G    0.01383    0.01132   0.005403         91        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     54/499      4.32G    0.01382    0.01132   0.005409         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     54/499      4.32G    0.01382    0.01132   0.005409         80        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     54/499      4.32G    0.01381    0.01131   0.005418         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     54/499      4.32G    0.01381    0.01131   0.005418         67        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     54/499      4.32G     0.0138    0.01131   0.005452         71        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
     54/499      4.32G     0.0138    0.01131   0.005452         71        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     54/499      4.32G     0.0138    0.01129   0.005456         59        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     54/499      4.32G     0.0138    0.01129   0.005456         59        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
     54/499      4.32G     0.0138    0.01128   0.005438         56        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     54/499      4.32G     0.0138    0.01128   0.005438         56        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     54/499      4.32G     0.0138    0.01128   0.005429         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     54/499      4.32G     0.0138    0.01128   0.005429         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     54/499      4.32G    0.01379    0.01128   0.005426         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     54/499      4.32G    0.01379    0.01128   0.005426         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     54/499      4.32G    0.01379    0.01126   0.005441         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     54/499      4.32G    0.01379    0.01126   0.005441         52        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     54/499      4.32G     0.0138    0.01125    0.00545         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     54/499      4.32G     0.0138    0.01125    0.00545         64        640:  85%|########4 | 142/168 [00:26<00:05,  5.17it/s]
     54/499      4.32G     0.0138    0.01126   0.005438         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     54/499      4.32G     0.0138    0.01126   0.005438         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     54/499      4.32G     0.0138    0.01126   0.005448         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     54/499      4.32G     0.0138    0.01126   0.005448         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     54/499      4.32G    0.01379    0.01126   0.005452         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     54/499      4.32G    0.01379    0.01126   0.005452         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     54/499      4.32G    0.01377    0.01124   0.005453         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     54/499      4.32G    0.01377    0.01124   0.005453         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     54/499      4.32G    0.01377    0.01124   0.005464         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     54/499      4.32G    0.01377    0.01124   0.005464         69        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
     54/499      4.32G    0.01376    0.01123   0.005456         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
     54/499      4.32G    0.01376    0.01123   0.005456         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     54/499      4.32G    0.01377    0.01123   0.005502         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     54/499      4.32G    0.01377    0.01123   0.005502         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     54/499      4.32G    0.01376    0.01123   0.005502         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
     54/499      4.32G    0.01376    0.01123   0.005502         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     54/499      4.32G    0.01376    0.01122   0.005523         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     54/499      4.32G    0.01376    0.01122   0.005523         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     54/499      4.32G    0.01374    0.01122     0.0055         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     54/499      4.32G    0.01374    0.01122     0.0055         71        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
     54/499      4.32G    0.01374    0.01122   0.005525         72        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     54/499      4.32G    0.01374    0.01122   0.005525         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     54/499      4.32G    0.01372     0.0112   0.005502         50        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     54/499      4.32G    0.01372     0.0112   0.005502         50        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     54/499      4.32G    0.01371    0.01119    0.00549         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     54/499      4.32G    0.01371    0.01119    0.00549         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     54/499      4.32G    0.01372    0.01117    0.00548         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     54/499      4.32G    0.01372    0.01117    0.00548         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     54/499      4.32G    0.01371    0.01117   0.005485         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
     54/499      4.32G    0.01371    0.01117   0.005485         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
     54/499      4.32G     0.0137    0.01118   0.005488         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
     54/499      4.32G     0.0137    0.01118   0.005488         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
     54/499      4.32G     0.0137    0.01117   0.005494         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     54/499      4.32G     0.0137    0.01117   0.005494         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     54/499      4.32G    0.01369    0.01118   0.005486         88        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     54/499      4.32G    0.01369    0.01118   0.005486         88        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     54/499      4.32G     0.0137     0.0112   0.005496         84        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     54/499      4.32G     0.0137     0.0112   0.005496         84        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     54/499      4.32G    0.01369    0.01119   0.005497         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     54/499      4.32G    0.01369    0.01119   0.005497         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     54/499      4.32G    0.01369    0.01119   0.005475         55        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     54/499      4.32G    0.01369    0.01119   0.005475         55        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     54/499      4.32G    0.01369    0.01118   0.005455         48        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     54/499      4.32G    0.01369    0.01118   0.005455         48        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     54/499      4.32G    0.01368    0.01118   0.005456         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     54/499      4.32G    0.01368    0.01118   0.005456         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     54/499      4.32G    0.01368    0.01119   0.005445         93        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     54/499      4.32G    0.01368    0.01119   0.005445         93        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     54/499      4.32G    0.01367    0.01119   0.005437         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     54/499      4.32G    0.01367    0.01119   0.005437         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
     54/499      4.32G    0.01367     0.0112    0.00542         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
     54/499      4.32G    0.01367     0.0112    0.00542         28        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
     54/499      4.32G    0.01367     0.0112    0.00542         28        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.775      0.877      0.863      0.728

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     55/499      4.32G    0.01222   0.009731   0.006511         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
     55/499      4.32G    0.01222   0.009731   0.006511         63        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     55/499      4.32G    0.01269   0.009878   0.004589         64        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     55/499      4.32G    0.01269   0.009878   0.004589         64        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
     55/499      4.32G    0.01253    0.01061    0.00465         78        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
     55/499      4.32G    0.01253    0.01061    0.00465         78        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     55/499      4.32G    0.01295    0.01087   0.004111         70        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     55/499      4.32G    0.01295    0.01087   0.004111         70        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
     55/499      4.32G    0.01304    0.01077   0.004339         61        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
     55/499      4.32G    0.01304    0.01077   0.004339         61        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     55/499      4.32G    0.01346    0.01095   0.004203         63        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     55/499      4.32G    0.01346    0.01095   0.004203         63        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     55/499      4.32G    0.01325    0.01087   0.004416         68        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     55/499      4.32G    0.01325    0.01087   0.004416         68        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     55/499      4.32G    0.01296    0.01063   0.004377         64        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     55/499      4.32G    0.01296    0.01063   0.004377         64        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     55/499      4.32G    0.01316    0.01042   0.004439         51        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     55/499      4.32G    0.01316    0.01042   0.004439         51        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     55/499      4.32G    0.01316     0.0105   0.004124         72        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     55/499      4.32G    0.01316     0.0105   0.004124         72        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
     55/499      4.32G    0.01308    0.01035   0.004289         57        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
     55/499      4.32G    0.01308    0.01035   0.004289         57        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     55/499      4.32G    0.01325    0.01013   0.004574         51        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     55/499      4.32G    0.01325    0.01013   0.004574         51        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
     55/499      4.32G    0.01317     0.0102   0.004669         82        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
     55/499      4.32G    0.01317     0.0102   0.004669         82        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     55/499      4.32G    0.01318    0.01018   0.004809         76        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     55/499      4.32G    0.01318    0.01018   0.004809         76        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     55/499      4.32G    0.01328    0.01019   0.004855         69        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     55/499      4.32G    0.01328    0.01019   0.004855         69        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
     55/499      4.32G    0.01326    0.01017   0.004903         64        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
     55/499      4.32G    0.01326    0.01017   0.004903         64        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     55/499      4.32G    0.01331    0.01027   0.004939         67        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     55/499      4.32G    0.01331    0.01027   0.004939         67        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     55/499      4.32G    0.01335    0.01032   0.005002         71        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     55/499      4.32G    0.01335    0.01032   0.005002         71        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     55/499      4.32G    0.01331    0.01038   0.005231         71        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     55/499      4.32G    0.01331    0.01038   0.005231         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     55/499      4.32G    0.01321    0.01039   0.005254         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     55/499      4.32G    0.01321    0.01039   0.005254         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
     55/499      4.32G    0.01316    0.01039   0.005346         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
     55/499      4.32G    0.01316    0.01039   0.005346         69        640:  12%|#2        | 21/168 [00:03<00:28,  5.22it/s]
     55/499      4.32G    0.01317    0.01046   0.005458         74        640:  12%|#2        | 21/168 [00:04<00:28,  5.22it/s]
     55/499      4.32G    0.01317    0.01046   0.005458         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
     55/499      4.32G    0.01314    0.01037   0.005291         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
     55/499      4.32G    0.01314    0.01037   0.005291         57        640:  14%|#3        | 23/168 [00:04<00:28,  5.16it/s]
     55/499      4.32G    0.01314    0.01039   0.005295         70        640:  14%|#3        | 23/168 [00:04<00:28,  5.16it/s]
     55/499      4.32G    0.01314    0.01039   0.005295         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     55/499      4.32G    0.01326    0.01048   0.005353         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     55/499      4.32G    0.01326    0.01048   0.005353         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     55/499      4.32G    0.01326    0.01049   0.005327         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     55/499      4.32G    0.01326    0.01049   0.005327         70        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
     55/499      4.32G    0.01327    0.01056   0.005326         81        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
     55/499      4.32G    0.01327    0.01056   0.005326         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     55/499      4.32G    0.01322    0.01048   0.005251         51        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     55/499      4.32G    0.01322    0.01048   0.005251         51        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     55/499      4.32G    0.01317    0.01045   0.005198         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     55/499      4.32G    0.01317    0.01045   0.005198         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     55/499      4.32G    0.01311    0.01038   0.005239         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     55/499      4.32G    0.01311    0.01038   0.005239         76        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
     55/499      4.32G    0.01313    0.01041   0.005163         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
     55/499      4.32G    0.01313    0.01041   0.005163         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     55/499      4.32G    0.01314    0.01036   0.005187         58        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     55/499      4.32G    0.01314    0.01036   0.005187         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     55/499      4.32G    0.01314    0.01027   0.005274         55        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     55/499      4.32G    0.01314    0.01027   0.005274         55        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     55/499      4.32G    0.01312    0.01024    0.00517         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     55/499      4.32G    0.01312    0.01024    0.00517         62        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     55/499      4.32G    0.01314    0.01028   0.005137         74        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     55/499      4.32G    0.01314    0.01028   0.005137         74        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     55/499      4.32G    0.01312    0.01022    0.00513         56        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     55/499      4.32G    0.01312    0.01022    0.00513         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     55/499      4.32G    0.01313    0.01024   0.005152         69        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     55/499      4.32G    0.01313    0.01024   0.005152         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     55/499      4.32G    0.01314    0.01029   0.005198         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     55/499      4.32G    0.01314    0.01029   0.005198         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     55/499      4.32G    0.01312    0.01028   0.005173         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     55/499      4.32G    0.01312    0.01028   0.005173         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     55/499      4.32G    0.01307    0.01026   0.005173         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     55/499      4.32G    0.01307    0.01026   0.005173         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     55/499      4.32G    0.01307    0.01026   0.005217         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     55/499      4.32G    0.01307    0.01026   0.005217         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     55/499      4.32G    0.01308    0.01022    0.00517         56        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     55/499      4.32G    0.01308    0.01022    0.00517         56        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
     55/499      4.32G    0.01312    0.01022   0.005149         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
     55/499      4.32G    0.01312    0.01022   0.005149         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
     55/499      4.32G     0.0131    0.01026   0.005101         73        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
     55/499      4.32G     0.0131    0.01026   0.005101         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
     55/499      4.32G    0.01311    0.01031   0.005104         80        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
     55/499      4.32G    0.01311    0.01031   0.005104         80        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
     55/499      4.32G    0.01309     0.0103    0.00517         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
     55/499      4.32G    0.01309     0.0103    0.00517         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
     55/499      4.32G    0.01313    0.01031   0.005159         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
     55/499      4.32G    0.01313    0.01031   0.005159         68        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
     55/499      4.32G     0.0131    0.01026    0.00508         56        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
     55/499      4.32G     0.0131    0.01026    0.00508         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
     55/499      4.32G    0.01308    0.01027   0.005069         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
     55/499      4.32G    0.01308    0.01027   0.005069         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     55/499      4.32G    0.01306    0.01023   0.005086         53        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     55/499      4.32G    0.01306    0.01023   0.005086         53        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     55/499      4.32G    0.01306    0.01026    0.00508         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     55/499      4.32G    0.01306    0.01026    0.00508         74        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     55/499      4.32G    0.01306    0.01025   0.005056         70        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     55/499      4.32G    0.01306    0.01025   0.005056         70        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     55/499      4.32G    0.01308    0.01025   0.005073         62        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     55/499      4.32G    0.01308    0.01025   0.005073         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     55/499      4.32G    0.01311    0.01027   0.005042         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     55/499      4.32G    0.01311    0.01027   0.005042         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     55/499      4.32G    0.01314    0.01027   0.005019         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     55/499      4.32G    0.01314    0.01027   0.005019         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     55/499      4.32G    0.01314    0.01032   0.005078         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     55/499      4.32G    0.01314    0.01032   0.005078         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     55/499      4.32G    0.01315    0.01033   0.005047         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     55/499      4.32G    0.01315    0.01033   0.005047         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     55/499      4.32G    0.01315    0.01039   0.005069         78        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     55/499      4.32G    0.01315    0.01039   0.005069         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     55/499      4.32G    0.01317    0.01038   0.005193         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     55/499      4.32G    0.01317    0.01038   0.005193         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     55/499      4.32G    0.01317    0.01044   0.005181         86        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     55/499      4.32G    0.01317    0.01044   0.005181         86        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     55/499      4.32G    0.01321    0.01046   0.005194         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     55/499      4.32G    0.01321    0.01046   0.005194         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     55/499      4.32G    0.01322    0.01046   0.005236         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     55/499      4.32G    0.01322    0.01046   0.005236         58        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     55/499      4.32G    0.01319    0.01044   0.005273         61        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     55/499      4.32G    0.01319    0.01044   0.005273         61        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     55/499      4.32G    0.01318    0.01044   0.005241         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     55/499      4.32G    0.01318    0.01044   0.005241         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     55/499      4.32G    0.01319    0.01045   0.005225         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     55/499      4.32G    0.01319    0.01045   0.005225         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     55/499      4.32G    0.01317    0.01046   0.005262         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     55/499      4.32G    0.01317    0.01046   0.005262         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     55/499      4.32G    0.01315    0.01046   0.005224         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     55/499      4.32G    0.01315    0.01046   0.005224         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     55/499      4.32G    0.01317    0.01045   0.005299         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     55/499      4.32G    0.01317    0.01045   0.005299         60        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
     55/499      4.32G    0.01319    0.01047    0.00526         61        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     55/499      4.32G    0.01319    0.01047    0.00526         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     55/499      4.32G    0.01322    0.01049   0.005349         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     55/499      4.32G    0.01322    0.01049   0.005349         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     55/499      4.32G    0.01325    0.01051   0.005337         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     55/499      4.32G    0.01325    0.01051   0.005337         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     55/499      4.32G    0.01331     0.0105   0.005339         48        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     55/499      4.32G    0.01331     0.0105   0.005339         48        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     55/499      4.32G    0.01331    0.01054   0.005354         87        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     55/499      4.32G    0.01331    0.01054   0.005354         87        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     55/499      4.32G    0.01332    0.01056   0.005395         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     55/499      4.32G    0.01332    0.01056   0.005395         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     55/499      4.32G    0.01331    0.01056   0.005384         75        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     55/499      4.32G    0.01331    0.01056   0.005384         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
     55/499      4.32G     0.0133    0.01057    0.00535         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
     55/499      4.32G     0.0133    0.01057    0.00535         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     55/499      4.32G    0.01329    0.01055   0.005342         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     55/499      4.32G    0.01329    0.01055   0.005342         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     55/499      4.32G    0.01332    0.01054   0.005386         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     55/499      4.32G    0.01332    0.01054   0.005386         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     55/499      4.32G    0.01331    0.01057   0.005377         77        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
     55/499      4.32G    0.01331    0.01057   0.005377         77        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
     55/499      4.32G    0.01334     0.0106   0.005406         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     55/499      4.32G    0.01334     0.0106   0.005406         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     55/499      4.32G    0.01338    0.01058   0.005392         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     55/499      4.32G    0.01338    0.01058   0.005392         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
     55/499      4.32G    0.01335     0.0106   0.005378         80        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
     55/499      4.32G    0.01335     0.0106   0.005378         80        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     55/499      4.32G    0.01335    0.01062   0.005363         85        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     55/499      4.32G    0.01335    0.01062   0.005363         85        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     55/499      4.32G    0.01335    0.01062   0.005356         70        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
     55/499      4.32G    0.01335    0.01062   0.005356         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
     55/499      4.32G    0.01335    0.01061   0.005383         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
     55/499      4.32G    0.01335    0.01061   0.005383         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     55/499      4.32G    0.01334    0.01065   0.005365         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     55/499      4.32G    0.01334    0.01065   0.005365         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     55/499      4.32G    0.01337    0.01065   0.005347         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     55/499      4.32G    0.01337    0.01065   0.005347         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     55/499      4.32G    0.01338    0.01065   0.005323         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     55/499      4.32G    0.01338    0.01065   0.005323         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
     55/499      4.32G    0.01341     0.0107   0.005351         83        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
     55/499      4.32G    0.01341     0.0107   0.005351         83        640:  53%|#####2    | 89/168 [00:16<00:14,  5.35it/s]
     55/499      4.32G    0.01342    0.01068   0.005369         51        640:  53%|#####2    | 89/168 [00:17<00:14,  5.35it/s]
     55/499      4.32G    0.01342    0.01068   0.005369         51        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
     55/499      4.32G    0.01342    0.01072   0.005346         84        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
     55/499      4.32G    0.01342    0.01072   0.005346         84        640:  54%|#####4    | 91/168 [00:17<00:14,  5.28it/s]
     55/499      4.32G     0.0134    0.01072   0.005348         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.28it/s]
     55/499      4.32G     0.0134    0.01072   0.005348         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     55/499      4.32G     0.0134    0.01075   0.005352         80        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     55/499      4.32G     0.0134    0.01075   0.005352         80        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
     55/499      4.32G    0.01339    0.01074   0.005318         60        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
     55/499      4.32G    0.01339    0.01074   0.005318         60        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     55/499      4.32G    0.01338    0.01071   0.005317         61        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     55/499      4.32G    0.01338    0.01071   0.005317         61        640:  57%|#####6    | 95/168 [00:17<00:13,  5.30it/s]
     55/499      4.32G    0.01337    0.01072   0.005309         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
     55/499      4.32G    0.01337    0.01072   0.005309         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     55/499      4.32G    0.01336     0.0107   0.005297         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
     55/499      4.32G    0.01336     0.0107   0.005297         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     55/499      4.32G    0.01337    0.01071   0.005282         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     55/499      4.32G    0.01337    0.01071   0.005282         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     55/499      4.32G    0.01338     0.0107   0.005271         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     55/499      4.32G    0.01338     0.0107   0.005271         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
     55/499      4.32G    0.01338    0.01069   0.005262         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
     55/499      4.32G    0.01338    0.01069   0.005262         67        640:  60%|#####9    | 100/168 [00:18<00:12,  5.26it/s]
     55/499      4.32G     0.0134    0.01069   0.005296         71        640:  60%|#####9    | 100/168 [00:19<00:12,  5.26it/s]
     55/499      4.32G     0.0134    0.01069   0.005296         71        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     55/499      4.32G    0.01341    0.01072   0.005306         67        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     55/499      4.32G    0.01341    0.01072   0.005306         67        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
     55/499      4.32G     0.0134     0.0107   0.005292         64        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
     55/499      4.32G     0.0134     0.0107   0.005292         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     55/499      4.32G    0.01342    0.01069   0.005299         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
     55/499      4.32G    0.01342    0.01069   0.005299         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     55/499      4.32G    0.01344    0.01069   0.005273         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     55/499      4.32G    0.01344    0.01069   0.005273         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     55/499      4.32G    0.01343    0.01071   0.005279         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     55/499      4.32G    0.01343    0.01071   0.005279         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     55/499      4.32G    0.01342    0.01073   0.005283         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     55/499      4.32G    0.01342    0.01073   0.005283         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     55/499      4.32G    0.01345    0.01076   0.005293         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
     55/499      4.32G    0.01345    0.01076   0.005293         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     55/499      4.32G    0.01344    0.01076   0.005316         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     55/499      4.32G    0.01344    0.01076   0.005316         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     55/499      4.32G    0.01342    0.01075   0.005314         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     55/499      4.32G    0.01342    0.01075   0.005314         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     55/499      4.32G    0.01341    0.01075   0.005324         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     55/499      4.32G    0.01341    0.01075   0.005324         69        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
     55/499      4.32G     0.0134    0.01076   0.005315         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     55/499      4.32G     0.0134    0.01076   0.005315         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     55/499      4.32G    0.01341    0.01075   0.005288         51        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     55/499      4.32G    0.01341    0.01075   0.005288         51        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     55/499      4.32G    0.01341    0.01076   0.005274         80        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     55/499      4.32G    0.01341    0.01076   0.005274         80        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     55/499      4.32G     0.0134    0.01075   0.005251         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     55/499      4.32G     0.0134    0.01075   0.005251         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     55/499      4.32G    0.01341    0.01075    0.00525         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     55/499      4.32G    0.01341    0.01075    0.00525         63        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
     55/499      4.32G    0.01341    0.01073   0.005298         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     55/499      4.32G    0.01341    0.01073   0.005298         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     55/499      4.32G    0.01342    0.01075   0.005293         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     55/499      4.32G    0.01342    0.01075   0.005293         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     55/499      4.32G    0.01342    0.01078   0.005296         88        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     55/499      4.32G    0.01342    0.01078   0.005296         88        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     55/499      4.32G    0.01341    0.01077   0.005326         52        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     55/499      4.32G    0.01341    0.01077   0.005326         52        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     55/499      4.32G    0.01341    0.01079   0.005329         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     55/499      4.32G    0.01341    0.01079   0.005329         80        640:  72%|#######2  | 121/168 [00:22<00:09,  5.22it/s]
     55/499      4.32G    0.01341    0.01077   0.005336         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     55/499      4.32G    0.01341    0.01077   0.005336         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     55/499      4.32G    0.01342    0.01078   0.005346         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     55/499      4.32G    0.01342    0.01078   0.005346         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     55/499      4.32G     0.0134    0.01075   0.005333         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     55/499      4.32G     0.0134    0.01075   0.005333         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     55/499      4.32G    0.01338    0.01074   0.005326         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     55/499      4.32G    0.01338    0.01074   0.005326         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     55/499      4.32G    0.01338    0.01074   0.005306         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     55/499      4.32G    0.01338    0.01074   0.005306         73        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     55/499      4.32G    0.01338    0.01076   0.005289         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     55/499      4.32G    0.01338    0.01076   0.005289         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     55/499      4.32G    0.01336    0.01078   0.005267         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     55/499      4.32G    0.01336    0.01078   0.005267         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     55/499      4.32G    0.01337    0.01079   0.005269         81        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     55/499      4.32G    0.01337    0.01079   0.005269         81        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     55/499      4.32G    0.01335    0.01079   0.005277         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     55/499      4.32G    0.01335    0.01079   0.005277         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     55/499      4.32G    0.01334    0.01077    0.00528         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     55/499      4.32G    0.01334    0.01077    0.00528         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     55/499      4.32G    0.01332    0.01078   0.005254         59        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     55/499      4.32G    0.01332    0.01078   0.005254         59        640:  79%|#######8  | 132/168 [00:24<00:06,  5.40it/s]
     55/499      4.32G    0.01332    0.01079   0.005241         85        640:  79%|#######8  | 132/168 [00:25<00:06,  5.40it/s]
     55/499      4.32G    0.01332    0.01079   0.005241         85        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     55/499      4.32G    0.01332    0.01077   0.005229         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     55/499      4.32G    0.01332    0.01077   0.005229         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     55/499      4.32G    0.01331    0.01076   0.005216         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     55/499      4.32G    0.01331    0.01076   0.005216         64        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     55/499      4.32G    0.01329    0.01075   0.005204         57        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     55/499      4.32G    0.01329    0.01075   0.005204         57        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
     55/499      4.32G    0.01328    0.01076   0.005192         76        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
     55/499      4.32G    0.01328    0.01076   0.005192         76        640:  82%|########1 | 137/168 [00:25<00:05,  5.34it/s]
     55/499      4.32G    0.01329    0.01077   0.005188         78        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
     55/499      4.32G    0.01329    0.01077   0.005188         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     55/499      4.32G    0.01329    0.01076    0.00519         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
     55/499      4.32G    0.01329    0.01076    0.00519         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
     55/499      4.32G    0.01329     0.0108    0.00517         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
     55/499      4.32G    0.01329     0.0108    0.00517         84        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
     55/499      4.32G     0.0133    0.01081   0.005168         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
     55/499      4.32G     0.0133    0.01081   0.005168         67        640:  84%|########3 | 141/168 [00:26<00:04,  5.40it/s]
     55/499      4.32G    0.01329    0.01081   0.005182         74        640:  84%|########3 | 141/168 [00:26<00:04,  5.40it/s]
     55/499      4.32G    0.01329    0.01081   0.005182         74        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
     55/499      4.32G     0.0133    0.01082   0.005168         74        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     55/499      4.32G     0.0133    0.01082   0.005168         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     55/499      4.32G    0.01331    0.01084   0.005166         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     55/499      4.32G    0.01331    0.01084   0.005166         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     55/499      4.32G     0.0133    0.01084   0.005157         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     55/499      4.32G     0.0133    0.01084   0.005157         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     55/499      4.32G    0.01331    0.01084   0.005168         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     55/499      4.32G    0.01331    0.01084   0.005168         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     55/499      4.32G    0.01329    0.01084   0.005149         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     55/499      4.32G    0.01329    0.01084   0.005149         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.41it/s]
     55/499      4.32G    0.01328    0.01084   0.005175         60        640:  88%|########7 | 147/168 [00:27<00:03,  5.41it/s]
     55/499      4.32G    0.01328    0.01084   0.005175         60        640:  88%|########8 | 148/168 [00:27<00:03,  5.28it/s]
     55/499      4.32G    0.01327    0.01085   0.005162         77        640:  88%|########8 | 148/168 [00:28<00:03,  5.28it/s]
     55/499      4.32G    0.01327    0.01085   0.005162         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.35it/s]
     55/499      4.32G    0.01327    0.01085    0.00516         80        640:  89%|########8 | 149/168 [00:28<00:03,  5.35it/s]
     55/499      4.32G    0.01327    0.01085    0.00516         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.40it/s]
     55/499      4.32G    0.01327    0.01085   0.005153         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.40it/s]
     55/499      4.32G    0.01327    0.01085   0.005153         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     55/499      4.32G    0.01327    0.01087   0.005132         86        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     55/499      4.32G    0.01327    0.01087   0.005132         86        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
     55/499      4.32G    0.01328    0.01086   0.005129         77        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
     55/499      4.32G    0.01328    0.01086   0.005129         77        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
     55/499      4.32G    0.01327    0.01088   0.005124         85        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     55/499      4.32G    0.01327    0.01088   0.005124         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     55/499      4.32G    0.01326    0.01087   0.005109         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     55/499      4.32G    0.01326    0.01087   0.005109         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     55/499      4.32G    0.01326    0.01087   0.005098         79        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
     55/499      4.32G    0.01326    0.01087   0.005098         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     55/499      4.32G    0.01326    0.01087   0.005102         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     55/499      4.32G    0.01326    0.01087   0.005102         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     55/499      4.32G    0.01326    0.01087   0.005107         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     55/499      4.32G    0.01326    0.01087   0.005107         71        640:  94%|#########4| 158/168 [00:29<00:01,  5.24it/s]
     55/499      4.32G    0.01327    0.01089   0.005114         87        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     55/499      4.32G    0.01327    0.01089   0.005114         87        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     55/499      4.32G    0.01327    0.01089   0.005122         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     55/499      4.32G    0.01327    0.01089   0.005122         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     55/499      4.32G    0.01327    0.01089   0.005134         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     55/499      4.32G    0.01327    0.01089   0.005134         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     55/499      4.32G    0.01328    0.01089   0.005147         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     55/499      4.32G    0.01328    0.01089   0.005147         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     55/499      4.32G    0.01328    0.01089    0.00516         56        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     55/499      4.32G    0.01328    0.01089    0.00516         56        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     55/499      4.32G    0.01328    0.01088   0.005165         56        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     55/499      4.32G    0.01328    0.01088   0.005165         56        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     55/499      4.32G    0.01327    0.01088   0.005165         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     55/499      4.32G    0.01327    0.01088   0.005165         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     55/499      4.32G    0.01327    0.01088   0.005182         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     55/499      4.32G    0.01327    0.01088   0.005182         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     55/499      4.32G    0.01328    0.01088   0.005184         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     55/499      4.32G    0.01328    0.01088   0.005184         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     55/499      4.32G     0.0133    0.01086   0.005217         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     55/499      4.32G     0.0133    0.01086   0.005217         24        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     55/499      4.32G     0.0133    0.01086   0.005217         24        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.772       0.85       0.85      0.722

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     56/499      4.32G    0.01227   0.009859   0.003307         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     56/499      4.32G    0.01227   0.009859   0.003307         65        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     56/499      4.32G    0.01318    0.01031   0.004109         66        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     56/499      4.32G    0.01318    0.01031   0.004109         66        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
     56/499      4.32G    0.01329    0.01099   0.003778         82        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
     56/499      4.32G    0.01329    0.01099   0.003778         82        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     56/499      4.32G    0.01319     0.0115   0.003262         77        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     56/499      4.32G    0.01319     0.0115   0.003262         77        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     56/499      4.32G    0.01292    0.01115   0.003851         70        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     56/499      4.32G    0.01292    0.01115   0.003851         70        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     56/499      4.32G    0.01296    0.01119   0.004081         68        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     56/499      4.32G    0.01296    0.01119   0.004081         68        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     56/499      4.32G    0.01289    0.01126   0.004609         78        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     56/499      4.32G    0.01289    0.01126   0.004609         78        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     56/499      4.32G    0.01292    0.01139   0.004373         74        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     56/499      4.32G    0.01292    0.01139   0.004373         74        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     56/499      4.32G    0.01259    0.01129    0.00469         80        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     56/499      4.32G    0.01259    0.01129    0.00469         80        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
     56/499      4.32G     0.0125    0.01124   0.004509         83        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
     56/499      4.32G     0.0125    0.01124   0.004509         83        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
     56/499      4.32G    0.01262    0.01118   0.004572         60        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
     56/499      4.32G    0.01262    0.01118   0.004572         60        640:   7%|6         | 11/168 [00:02<00:29,  5.34it/s]
     56/499      4.32G    0.01272    0.01119   0.004513         69        640:   7%|6         | 11/168 [00:02<00:29,  5.34it/s]
     56/499      4.32G    0.01272    0.01119   0.004513         69        640:   7%|7         | 12/168 [00:02<00:28,  5.42it/s]
     56/499      4.32G    0.01276    0.01104   0.004415         59        640:   7%|7         | 12/168 [00:02<00:28,  5.42it/s]
     56/499      4.32G    0.01276    0.01104   0.004415         59        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     56/499      4.32G    0.01281    0.01086   0.004508         54        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     56/499      4.32G    0.01281    0.01086   0.004508         54        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     56/499      4.32G    0.01284    0.01095   0.004865         79        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     56/499      4.32G    0.01284    0.01095   0.004865         79        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     56/499      4.32G    0.01276    0.01092   0.004695         79        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     56/499      4.32G    0.01276    0.01092   0.004695         79        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     56/499      4.32G    0.01281    0.01113    0.00471         76        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     56/499      4.32G    0.01281    0.01113    0.00471         76        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     56/499      4.32G    0.01285    0.01123   0.004729         81        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     56/499      4.32G    0.01285    0.01123   0.004729         81        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     56/499      4.32G    0.01289    0.01128   0.004658         70        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     56/499      4.32G    0.01289    0.01128   0.004658         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     56/499      4.32G    0.01289    0.01135   0.004779         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     56/499      4.32G    0.01289    0.01135   0.004779         81        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     56/499      4.32G    0.01289    0.01133   0.004688         59        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     56/499      4.32G    0.01289    0.01133   0.004688         59        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     56/499      4.32G    0.01289    0.01143   0.004659         93        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     56/499      4.32G    0.01289    0.01143   0.004659         93        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     56/499      4.32G    0.01288    0.01136   0.004717         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     56/499      4.32G    0.01288    0.01136   0.004717         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     56/499      4.32G    0.01287     0.0114   0.004754         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     56/499      4.32G    0.01287     0.0114   0.004754         72        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     56/499      4.32G    0.01292    0.01132   0.004823         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     56/499      4.32G    0.01292    0.01132   0.004823         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
     56/499      4.32G    0.01289    0.01129   0.004734         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
     56/499      4.32G    0.01289    0.01129   0.004734         80        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
     56/499      4.32G    0.01297    0.01122   0.004709         53        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
     56/499      4.32G    0.01297    0.01122   0.004709         53        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     56/499      4.32G    0.01294    0.01128   0.004651         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     56/499      4.32G    0.01294    0.01128   0.004651         73        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     56/499      4.32G    0.01293    0.01131   0.004743         89        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     56/499      4.32G    0.01293    0.01131   0.004743         89        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     56/499      4.32G      0.013    0.01139   0.004792         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
     56/499      4.32G      0.013    0.01139   0.004792         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     56/499      4.32G    0.01301    0.01141   0.004713         71        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     56/499      4.32G    0.01301    0.01141   0.004713         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     56/499      4.32G    0.01294    0.01138   0.004802         85        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     56/499      4.32G    0.01294    0.01138   0.004802         85        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     56/499      4.32G    0.01294    0.01145   0.004754         79        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     56/499      4.32G    0.01294    0.01145   0.004754         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     56/499      4.32G    0.01293     0.0114   0.004752         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     56/499      4.32G    0.01293     0.0114   0.004752         56        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     56/499      4.32G    0.01294     0.0114    0.00476         74        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     56/499      4.32G    0.01294     0.0114    0.00476         74        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     56/499      4.32G     0.0129    0.01133   0.004734         65        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     56/499      4.32G     0.0129    0.01133   0.004734         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
     56/499      4.32G    0.01287    0.01136   0.004699         87        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
     56/499      4.32G    0.01287    0.01136   0.004699         87        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     56/499      4.32G    0.01281    0.01126   0.004653         55        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     56/499      4.32G    0.01281    0.01126   0.004653         55        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     56/499      4.32G     0.0128    0.01119    0.00462         55        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     56/499      4.32G     0.0128    0.01119    0.00462         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     56/499      4.32G    0.01284    0.01124    0.00462         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     56/499      4.32G    0.01284    0.01124    0.00462         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     56/499      4.32G    0.01279    0.01125    0.00455         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     56/499      4.32G    0.01279    0.01125    0.00455         68        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     56/499      4.32G    0.01279    0.01125   0.004533         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     56/499      4.32G    0.01279    0.01125   0.004533         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
     56/499      4.32G    0.01284    0.01132   0.004494         85        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
     56/499      4.32G    0.01284    0.01132   0.004494         85        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     56/499      4.32G    0.01287     0.0113   0.004449         63        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     56/499      4.32G    0.01287     0.0113   0.004449         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     56/499      4.32G     0.0129    0.01126   0.004455         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     56/499      4.32G     0.0129    0.01126   0.004455         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     56/499      4.32G    0.01293    0.01131   0.004443         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     56/499      4.32G    0.01293    0.01131   0.004443         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     56/499      4.32G    0.01293    0.01129   0.004437         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     56/499      4.32G    0.01293    0.01129   0.004437         70        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     56/499      4.32G    0.01292    0.01127   0.004429         63        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     56/499      4.32G    0.01292    0.01127   0.004429         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     56/499      4.32G     0.0129    0.01121   0.004387         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     56/499      4.32G     0.0129    0.01121   0.004387         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     56/499      4.32G    0.01289    0.01124   0.004364         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     56/499      4.32G    0.01289    0.01124   0.004364         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     56/499      4.32G    0.01285     0.0112   0.004349         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     56/499      4.32G    0.01285     0.0112   0.004349         63        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     56/499      4.32G    0.01289     0.0113   0.004324         69        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     56/499      4.32G    0.01289     0.0113   0.004324         69        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     56/499      4.32G    0.01286    0.01131   0.004335         70        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
     56/499      4.32G    0.01286    0.01131   0.004335         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.34it/s]
     56/499      4.32G    0.01286    0.01131   0.004283         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.34it/s]
     56/499      4.32G    0.01286    0.01131   0.004283         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     56/499      4.32G    0.01286    0.01129   0.004342         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     56/499      4.32G    0.01286    0.01129   0.004342         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     56/499      4.32G    0.01285    0.01128   0.004396         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
     56/499      4.32G    0.01285    0.01128   0.004396         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     56/499      4.32G    0.01282     0.0113   0.004373         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     56/499      4.32G    0.01282     0.0113   0.004373         74        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     56/499      4.32G     0.0128    0.01127   0.004333         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
     56/499      4.32G     0.0128    0.01127   0.004333         65        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
     56/499      4.32G    0.01282    0.01126   0.004371         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     56/499      4.32G    0.01282    0.01126   0.004371         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     56/499      4.32G    0.01284    0.01125   0.004365         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     56/499      4.32G    0.01284    0.01125   0.004365         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     56/499      4.32G    0.01281     0.0112   0.004345         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
     56/499      4.32G    0.01281     0.0112   0.004345         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
     56/499      4.32G    0.01278    0.01116   0.004426         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
     56/499      4.32G    0.01278    0.01116   0.004426         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
     56/499      4.32G    0.01279    0.01114   0.004449         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
     56/499      4.32G    0.01279    0.01114   0.004449         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     56/499      4.32G    0.01275    0.01109   0.004482         50        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     56/499      4.32G    0.01275    0.01109   0.004482         50        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     56/499      4.32G    0.01273     0.0111   0.004511         82        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     56/499      4.32G    0.01273     0.0111   0.004511         82        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     56/499      4.32G    0.01274    0.01109   0.004488         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     56/499      4.32G    0.01274    0.01109   0.004488         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     56/499      4.32G    0.01273    0.01111   0.004507         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     56/499      4.32G    0.01273    0.01111   0.004507         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     56/499      4.32G    0.01274    0.01109   0.004486         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     56/499      4.32G    0.01274    0.01109   0.004486         62        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
     56/499      4.32G    0.01275    0.01109   0.004464         56        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     56/499      4.32G    0.01275    0.01109   0.004464         56        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     56/499      4.32G    0.01275    0.01108   0.004468         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
     56/499      4.32G    0.01275    0.01108   0.004468         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     56/499      4.32G    0.01276    0.01106   0.004478         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     56/499      4.32G    0.01276    0.01106   0.004478         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     56/499      4.32G    0.01276    0.01103    0.00446         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     56/499      4.32G    0.01276    0.01103    0.00446         56        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     56/499      4.32G    0.01276    0.01102   0.004458         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     56/499      4.32G    0.01276    0.01102   0.004458         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     56/499      4.32G    0.01276    0.01103   0.004464         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     56/499      4.32G    0.01276    0.01103   0.004464         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     56/499      4.32G    0.01274    0.01103   0.004483         81        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     56/499      4.32G    0.01274    0.01103   0.004483         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     56/499      4.32G    0.01274    0.01102   0.004494         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     56/499      4.32G    0.01274    0.01102   0.004494         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     56/499      4.32G    0.01274    0.01102   0.004503         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     56/499      4.32G    0.01274    0.01102   0.004503         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     56/499      4.32G    0.01273    0.01101   0.004479         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     56/499      4.32G    0.01273    0.01101   0.004479         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     56/499      4.32G    0.01273      0.011   0.004462         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     56/499      4.32G    0.01273      0.011   0.004462         68        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
     56/499      4.32G     0.0127    0.01103   0.004483         89        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     56/499      4.32G     0.0127    0.01103   0.004483         89        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     56/499      4.32G    0.01271    0.01103   0.004455         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     56/499      4.32G    0.01271    0.01103   0.004455         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     56/499      4.32G    0.01274    0.01106   0.004426         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     56/499      4.32G    0.01274    0.01106   0.004426         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     56/499      4.32G    0.01274    0.01108   0.004443         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     56/499      4.32G    0.01274    0.01108   0.004443         70        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     56/499      4.32G    0.01274    0.01106   0.004427         58        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     56/499      4.32G    0.01274    0.01106   0.004427         58        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
     56/499      4.32G    0.01273    0.01105   0.004422         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
     56/499      4.32G    0.01273    0.01105   0.004422         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     56/499      4.32G    0.01272    0.01104     0.0044         74        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     56/499      4.32G    0.01272    0.01104     0.0044         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     56/499      4.32G    0.01275    0.01106   0.004407         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     56/499      4.32G    0.01275    0.01106   0.004407         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     56/499      4.32G    0.01274    0.01105    0.00438         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
     56/499      4.32G    0.01274    0.01105    0.00438         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     56/499      4.32G    0.01275    0.01105   0.004392         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     56/499      4.32G    0.01275    0.01105   0.004392         64        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
     56/499      4.32G    0.01277    0.01104     0.0044         67        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
     56/499      4.32G    0.01277    0.01104     0.0044         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
     56/499      4.32G    0.01279    0.01103   0.004397         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
     56/499      4.32G    0.01279    0.01103   0.004397         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     56/499      4.32G     0.0128    0.01106   0.004395         91        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     56/499      4.32G     0.0128    0.01106   0.004395         91        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
     56/499      4.32G    0.01279    0.01105   0.004406         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
     56/499      4.32G    0.01279    0.01105   0.004406         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     56/499      4.32G     0.0128    0.01103   0.004419         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     56/499      4.32G     0.0128    0.01103   0.004419         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
     56/499      4.32G    0.01279    0.01102    0.00443         78        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
     56/499      4.32G    0.01279    0.01102    0.00443         78        640:  57%|#####6    | 95/168 [00:17<00:13,  5.27it/s]
     56/499      4.32G     0.0128    0.01101   0.004475         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     56/499      4.32G     0.0128    0.01101   0.004475         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     56/499      4.32G    0.01279    0.01098   0.004478         51        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     56/499      4.32G    0.01279    0.01098   0.004478         51        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     56/499      4.32G    0.01278    0.01098   0.004479         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     56/499      4.32G    0.01278    0.01098   0.004479         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     56/499      4.32G    0.01279    0.01098   0.004485         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     56/499      4.32G    0.01279    0.01098   0.004485         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     56/499      4.32G    0.01279    0.01098   0.004469         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     56/499      4.32G    0.01279    0.01098   0.004469         68        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
     56/499      4.32G    0.01277    0.01098   0.004468         64        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
     56/499      4.32G    0.01277    0.01098   0.004468         64        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     56/499      4.32G    0.01276    0.01097   0.004445         72        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
     56/499      4.32G    0.01276    0.01097   0.004445         72        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
     56/499      4.32G    0.01276    0.01097   0.004441         62        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
     56/499      4.32G    0.01276    0.01097   0.004441         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     56/499      4.32G    0.01273    0.01094   0.004456         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
     56/499      4.32G    0.01273    0.01094   0.004456         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     56/499      4.32G    0.01273    0.01095   0.004468         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     56/499      4.32G    0.01273    0.01095   0.004468         70        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
     56/499      4.32G    0.01272    0.01096   0.004531         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
     56/499      4.32G    0.01272    0.01096   0.004531         71        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     56/499      4.32G    0.01271    0.01095   0.004534         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     56/499      4.32G    0.01271    0.01095   0.004534         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
     56/499      4.32G    0.01272    0.01095   0.004524         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
     56/499      4.32G    0.01272    0.01095   0.004524         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
     56/499      4.32G    0.01272    0.01094   0.004543         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
     56/499      4.32G    0.01272    0.01094   0.004543         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     56/499      4.32G    0.01271    0.01091   0.004511         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     56/499      4.32G    0.01271    0.01091   0.004511         52        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
     56/499      4.32G    0.01273     0.0109   0.004518         60        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
     56/499      4.32G    0.01273     0.0109   0.004518         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     56/499      4.32G    0.01273    0.01089   0.004514         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     56/499      4.32G    0.01273    0.01089   0.004514         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
     56/499      4.32G    0.01272     0.0109   0.004518         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
     56/499      4.32G    0.01272     0.0109   0.004518         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
     56/499      4.32G    0.01273     0.0109   0.004521         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
     56/499      4.32G    0.01273     0.0109   0.004521         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     56/499      4.32G    0.01272     0.0109   0.004515         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     56/499      4.32G    0.01272     0.0109   0.004515         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     56/499      4.32G    0.01272    0.01091   0.004524         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     56/499      4.32G    0.01272    0.01091   0.004524         76        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
     56/499      4.32G    0.01273     0.0109   0.004535         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     56/499      4.32G    0.01273     0.0109   0.004535         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     56/499      4.32G    0.01274    0.01089   0.004554         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     56/499      4.32G    0.01274    0.01089   0.004554         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     56/499      4.32G    0.01275     0.0109    0.00458         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     56/499      4.32G    0.01275     0.0109    0.00458         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     56/499      4.32G    0.01274    0.01091   0.004606         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     56/499      4.32G    0.01274    0.01091   0.004606         78        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     56/499      4.32G    0.01274    0.01091   0.004664         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     56/499      4.32G    0.01274    0.01091   0.004664         72        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
     56/499      4.32G    0.01273    0.01091   0.004662         79        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     56/499      4.32G    0.01273    0.01091   0.004662         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     56/499      4.32G    0.01273    0.01089   0.004667         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     56/499      4.32G    0.01273    0.01089   0.004667         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     56/499      4.32G    0.01272    0.01087   0.004653         58        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
     56/499      4.32G    0.01272    0.01087   0.004653         58        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     56/499      4.32G    0.01273    0.01089   0.004643         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     56/499      4.32G    0.01273    0.01089   0.004643         81        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
     56/499      4.32G    0.01273    0.01088   0.004662         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
     56/499      4.32G    0.01273    0.01088   0.004662         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.26it/s]
     56/499      4.32G    0.01276    0.01091   0.004671         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     56/499      4.32G    0.01276    0.01091   0.004671         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     56/499      4.32G    0.01274     0.0109   0.004691         79        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     56/499      4.32G    0.01274     0.0109   0.004691         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
     56/499      4.32G    0.01275    0.01092   0.004681         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
     56/499      4.32G    0.01275    0.01092   0.004681         82        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     56/499      4.32G    0.01277    0.01093   0.004687         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     56/499      4.32G    0.01277    0.01093   0.004687         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     56/499      4.32G    0.01277    0.01095   0.004689         85        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     56/499      4.32G    0.01277    0.01095   0.004689         85        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     56/499      4.32G    0.01278    0.01094   0.004681         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     56/499      4.32G    0.01278    0.01094   0.004681         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     56/499      4.32G    0.01278    0.01095   0.004669         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     56/499      4.32G    0.01278    0.01095   0.004669         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     56/499      4.32G    0.01279    0.01096   0.004667         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     56/499      4.32G    0.01279    0.01096   0.004667         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     56/499      4.32G    0.01279    0.01094   0.004646         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     56/499      4.32G    0.01279    0.01094   0.004646         58        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     56/499      4.32G    0.01281    0.01092   0.004679         49        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     56/499      4.32G    0.01281    0.01092   0.004679         49        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     56/499      4.32G    0.01279     0.0109   0.004673         59        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
     56/499      4.32G    0.01279     0.0109   0.004673         59        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
     56/499      4.32G    0.01279     0.0109    0.00466         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     56/499      4.32G    0.01279     0.0109    0.00466         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     56/499      4.32G    0.01279    0.01091    0.00467         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     56/499      4.32G    0.01279    0.01091    0.00467         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     56/499      4.32G     0.0128    0.01091   0.004689         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     56/499      4.32G     0.0128    0.01091   0.004689         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     56/499      4.32G    0.01282     0.0109   0.004698         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     56/499      4.32G    0.01282     0.0109   0.004698         57        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     56/499      4.32G    0.01282     0.0109   0.004715         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     56/499      4.32G    0.01282     0.0109   0.004715         69        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
     56/499      4.32G    0.01281     0.0109     0.0047         68        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     56/499      4.32G    0.01281     0.0109     0.0047         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     56/499      4.32G    0.01281     0.0109   0.004703         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     56/499      4.32G    0.01281     0.0109   0.004703         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     56/499      4.32G    0.01281    0.01092   0.004694         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     56/499      4.32G    0.01281    0.01092   0.004694         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     56/499      4.32G    0.01282    0.01093     0.0047         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
     56/499      4.32G    0.01282    0.01093     0.0047         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     56/499      4.32G    0.01282    0.01094   0.004704         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
     56/499      4.32G    0.01282    0.01094   0.004704         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
     56/499      4.32G    0.01282    0.01094   0.004697         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.40it/s]
     56/499      4.32G    0.01282    0.01094   0.004697         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
     56/499      4.32G    0.01282    0.01094   0.004704         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
     56/499      4.32G    0.01282    0.01094   0.004704         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     56/499      4.32G    0.01282    0.01094   0.004715         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     56/499      4.32G    0.01282    0.01094   0.004715         83        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     56/499      4.32G    0.01283    0.01095    0.00472         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     56/499      4.32G    0.01283    0.01095    0.00472         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     56/499      4.32G    0.01283    0.01094   0.004716         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     56/499      4.32G    0.01283    0.01094   0.004716         60        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     56/499      4.32G    0.01284    0.01094   0.004729         70        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     56/499      4.32G    0.01284    0.01094   0.004729         70        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
     56/499      4.32G    0.01285    0.01095   0.004734         86        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
     56/499      4.32G    0.01285    0.01095   0.004734         86        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     56/499      4.32G    0.01286    0.01097   0.004736         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     56/499      4.32G    0.01286    0.01097   0.004736         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     56/499      4.32G    0.01286    0.01098    0.00477         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     56/499      4.32G    0.01286    0.01098    0.00477         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     56/499      4.32G    0.01286    0.01097   0.004773         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     56/499      4.32G    0.01286    0.01097   0.004773         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     56/499      4.32G    0.01285    0.01098   0.004774         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     56/499      4.32G    0.01285    0.01098   0.004774         61        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
     56/499      4.32G    0.01286    0.01098   0.004779         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     56/499      4.32G    0.01286    0.01098   0.004779         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     56/499      4.32G    0.01286    0.01097   0.004761         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     56/499      4.32G    0.01286    0.01097   0.004761         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     56/499      4.32G    0.01286    0.01096   0.004747         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     56/499      4.32G    0.01286    0.01096   0.004747         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
     56/499      4.32G    0.01285    0.01095   0.004748         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
     56/499      4.32G    0.01285    0.01095   0.004748         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
     56/499      4.32G    0.01285    0.01096   0.004746         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
     56/499      4.32G    0.01285    0.01096   0.004746         74        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     56/499      4.32G    0.01284    0.01095   0.004751         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     56/499      4.32G    0.01284    0.01095   0.004751         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     56/499      4.32G    0.01285    0.01096   0.004743         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     56/499      4.32G    0.01285    0.01096   0.004743         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     56/499      4.32G    0.01283    0.01094   0.004762         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     56/499      4.32G    0.01283    0.01094   0.004762         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     56/499      4.32G    0.01284    0.01095   0.004753         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     56/499      4.32G    0.01284    0.01095   0.004753         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     56/499      4.32G    0.01285    0.01095   0.004779         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     56/499      4.32G    0.01285    0.01095   0.004779         30        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
     56/499      4.32G    0.01285    0.01095   0.004779         30        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.776      0.839       0.84      0.708

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     57/499      4.32G     0.0122    0.01061   0.003855         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
     57/499      4.32G     0.0122    0.01061   0.003855         76        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     57/499      4.32G    0.01344    0.01281   0.003526         92        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     57/499      4.32G    0.01344    0.01281   0.003526         92        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     57/499      4.32G    0.01374    0.01337   0.004389         84        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     57/499      4.32G    0.01374    0.01337   0.004389         84        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
     57/499      4.32G    0.01349    0.01264   0.004679         68        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
     57/499      4.32G    0.01349    0.01264   0.004679         68        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     57/499      4.32G    0.01332    0.01251   0.005013         85        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     57/499      4.32G    0.01332    0.01251   0.005013         85        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     57/499      4.32G    0.01328    0.01199   0.005977         55        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     57/499      4.32G    0.01328    0.01199   0.005977         55        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     57/499      4.32G    0.01355    0.01191   0.006364         70        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     57/499      4.32G    0.01355    0.01191   0.006364         70        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
     57/499      4.32G    0.01349    0.01206   0.006639         79        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
     57/499      4.32G    0.01349    0.01206   0.006639         79        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
     57/499      4.32G    0.01344    0.01182   0.007082         68        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
     57/499      4.32G    0.01344    0.01182   0.007082         68        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     57/499      4.32G    0.01339    0.01142   0.006786         56        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     57/499      4.32G    0.01339    0.01142   0.006786         56        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     57/499      4.32G    0.01359    0.01161   0.006651         64        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     57/499      4.32G    0.01359    0.01161   0.006651         64        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     57/499      4.32G    0.01362    0.01137   0.006214         51        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     57/499      4.32G    0.01362    0.01137   0.006214         51        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     57/499      4.32G     0.0135    0.01127   0.006137         57        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     57/499      4.32G     0.0135    0.01127   0.006137         57        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     57/499      4.32G    0.01349    0.01143    0.00598         76        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     57/499      4.32G    0.01349    0.01143    0.00598         76        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     57/499      4.32G    0.01354    0.01144   0.005968         71        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     57/499      4.32G    0.01354    0.01144   0.005968         71        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     57/499      4.32G    0.01346     0.0113   0.006102         61        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     57/499      4.32G    0.01346     0.0113   0.006102         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     57/499      4.32G    0.01352    0.01123   0.005938         60        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     57/499      4.32G    0.01352    0.01123   0.005938         60        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     57/499      4.32G    0.01344    0.01115   0.005884         63        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     57/499      4.32G    0.01344    0.01115   0.005884         63        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     57/499      4.32G    0.01338    0.01105   0.005777         62        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     57/499      4.32G    0.01338    0.01105   0.005777         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     57/499      4.32G    0.01337      0.011   0.005921         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     57/499      4.32G    0.01337      0.011   0.005921         60        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     57/499      4.32G    0.01335    0.01102   0.005873         78        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     57/499      4.32G    0.01335    0.01102   0.005873         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.31it/s]
     57/499      4.32G    0.01335    0.01098   0.005804         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     57/499      4.32G    0.01335    0.01098   0.005804         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     57/499      4.32G    0.01341    0.01101   0.005699         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     57/499      4.32G    0.01341    0.01101   0.005699         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     57/499      4.32G    0.01343    0.01099   0.005661         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     57/499      4.32G    0.01343    0.01099   0.005661         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     57/499      4.32G    0.01346    0.01105   0.005547         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     57/499      4.32G    0.01346    0.01105   0.005547         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     57/499      4.32G    0.01349    0.01112   0.005627         84        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     57/499      4.32G    0.01349    0.01112   0.005627         84        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     57/499      4.32G    0.01352    0.01105   0.005611         58        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     57/499      4.32G    0.01352    0.01105   0.005611         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     57/499      4.32G    0.01349    0.01107   0.005552         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     57/499      4.32G    0.01349    0.01107   0.005552         67        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
     57/499      4.32G    0.01345    0.01108    0.00542         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
     57/499      4.32G    0.01345    0.01108    0.00542         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     57/499      4.32G    0.01347    0.01105    0.00539         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     57/499      4.32G    0.01347    0.01105    0.00539         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     57/499      4.32G    0.01347    0.01106   0.005385         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     57/499      4.32G    0.01347    0.01106   0.005385         65        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
     57/499      4.32G    0.01345     0.0111   0.005371         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
     57/499      4.32G    0.01345     0.0111   0.005371         83        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     57/499      4.32G     0.0134    0.01105   0.005334         51        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     57/499      4.32G     0.0134    0.01105   0.005334         51        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     57/499      4.32G    0.01341    0.01104   0.005404         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     57/499      4.32G    0.01341    0.01104   0.005404         65        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     57/499      4.32G    0.01338    0.01098   0.005402         63        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     57/499      4.32G    0.01338    0.01098   0.005402         63        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     57/499      4.32G    0.01333    0.01095    0.00534         75        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     57/499      4.32G    0.01333    0.01095    0.00534         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
     57/499      4.32G    0.01332    0.01094   0.005259         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
     57/499      4.32G    0.01332    0.01094   0.005259         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     57/499      4.32G    0.01334    0.01095   0.005284         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     57/499      4.32G    0.01334    0.01095   0.005284         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     57/499      4.32G    0.01336    0.01094   0.005307         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     57/499      4.32G    0.01336    0.01094   0.005307         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     57/499      4.32G    0.01334    0.01095   0.005296         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     57/499      4.32G    0.01334    0.01095   0.005296         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
     57/499      4.32G    0.01333    0.01094   0.005353         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
     57/499      4.32G    0.01333    0.01094   0.005353         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     57/499      4.32G    0.01332    0.01093   0.005291         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     57/499      4.32G    0.01332    0.01093   0.005291         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
     57/499      4.32G     0.0133    0.01104   0.005288         95        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
     57/499      4.32G     0.0133    0.01104   0.005288         95        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     57/499      4.32G    0.01329    0.01099   0.005275         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     57/499      4.32G    0.01329    0.01099   0.005275         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     57/499      4.32G    0.01334    0.01106   0.005309         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     57/499      4.32G    0.01334    0.01106   0.005309         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     57/499      4.32G    0.01336    0.01113   0.005261         80        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     57/499      4.32G    0.01336    0.01113   0.005261         80        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     57/499      4.32G    0.01335    0.01113   0.005218         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     57/499      4.32G    0.01335    0.01113   0.005218         75        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     57/499      4.32G    0.01332    0.01112   0.005152         75        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     57/499      4.32G    0.01332    0.01112   0.005152         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     57/499      4.32G    0.01334     0.0111   0.005183         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     57/499      4.32G    0.01334     0.0111   0.005183         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     57/499      4.32G    0.01332    0.01109    0.00516         62        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     57/499      4.32G    0.01332    0.01109    0.00516         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     57/499      4.32G     0.0133    0.01106   0.005122         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     57/499      4.32G     0.0133    0.01106   0.005122         69        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     57/499      4.32G    0.01327    0.01109   0.005091         79        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     57/499      4.32G    0.01327    0.01109   0.005091         79        640:  31%|###       | 52/168 [00:09<00:22,  5.07it/s]
     57/499      4.32G    0.01326     0.0111   0.005045         83        640:  31%|###       | 52/168 [00:10<00:22,  5.07it/s]
     57/499      4.32G    0.01326     0.0111   0.005045         83        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     57/499      4.32G    0.01326    0.01109   0.005057         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     57/499      4.32G    0.01326    0.01109   0.005057         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     57/499      4.32G    0.01323     0.0111   0.005006         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     57/499      4.32G    0.01323     0.0111   0.005006         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     57/499      4.32G     0.0132    0.01108   0.005006         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     57/499      4.32G     0.0132    0.01108   0.005006         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     57/499      4.32G    0.01322    0.01109   0.005011         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     57/499      4.32G    0.01322    0.01109   0.005011         79        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     57/499      4.32G    0.01319    0.01104   0.005051         60        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
     57/499      4.32G    0.01319    0.01104   0.005051         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     57/499      4.32G    0.01319    0.01099   0.005063         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     57/499      4.32G    0.01319    0.01099   0.005063         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     57/499      4.32G    0.01321    0.01101   0.005054         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     57/499      4.32G    0.01321    0.01101   0.005054         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     57/499      4.32G    0.01317    0.01103   0.005019         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     57/499      4.32G    0.01317    0.01103   0.005019         77        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
     57/499      4.32G     0.0132    0.01102   0.005105         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
     57/499      4.32G     0.0132    0.01102   0.005105         70        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
     57/499      4.32G    0.01319    0.01103    0.00508         79        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
     57/499      4.32G    0.01319    0.01103    0.00508         79        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
     57/499      4.32G    0.01319    0.01105   0.005075         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
     57/499      4.32G    0.01319    0.01105   0.005075         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
     57/499      4.32G    0.01319    0.01104   0.005067         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
     57/499      4.32G    0.01319    0.01104   0.005067         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     57/499      4.32G    0.01319    0.01102   0.005088         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     57/499      4.32G    0.01319    0.01102   0.005088         56        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     57/499      4.32G    0.01323    0.01102   0.005121         68        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
     57/499      4.32G    0.01323    0.01102   0.005121         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     57/499      4.32G    0.01321    0.01101    0.00521         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     57/499      4.32G    0.01321    0.01101    0.00521         66        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     57/499      4.32G    0.01319    0.01098   0.005215         62        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     57/499      4.32G    0.01319    0.01098   0.005215         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     57/499      4.32G     0.0132    0.01102   0.005204         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     57/499      4.32G     0.0132    0.01102   0.005204         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     57/499      4.32G    0.01319    0.01101     0.0052         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     57/499      4.32G    0.01319    0.01101     0.0052         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     57/499      4.32G    0.01318    0.01099   0.005211         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
     57/499      4.32G    0.01318    0.01099   0.005211         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     57/499      4.32G    0.01322    0.01102   0.005208         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
     57/499      4.32G    0.01322    0.01102   0.005208         64        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     57/499      4.32G    0.01319      0.011   0.005198         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     57/499      4.32G    0.01319      0.011   0.005198         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     57/499      4.32G     0.0132    0.01105   0.005218         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     57/499      4.32G     0.0132    0.01105   0.005218         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     57/499      4.32G     0.0132    0.01103   0.005237         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     57/499      4.32G     0.0132    0.01103   0.005237         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     57/499      4.32G    0.01319    0.01098   0.005282         57        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     57/499      4.32G    0.01319    0.01098   0.005282         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     57/499      4.32G    0.01321    0.01099   0.005233         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     57/499      4.32G    0.01321    0.01099   0.005233         63        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
     57/499      4.32G    0.01321      0.011   0.005231         74        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
     57/499      4.32G    0.01321      0.011   0.005231         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
     57/499      4.32G    0.01319      0.011   0.005226         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
     57/499      4.32G    0.01319      0.011   0.005226         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
     57/499      4.32G    0.01317    0.01099   0.005267         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
     57/499      4.32G    0.01317    0.01099   0.005267         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     57/499      4.32G    0.01319      0.011   0.005281         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     57/499      4.32G    0.01319      0.011   0.005281         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     57/499      4.32G    0.01318      0.011   0.005257         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     57/499      4.32G    0.01318      0.011   0.005257         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     57/499      4.32G    0.01321    0.01099   0.005272         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     57/499      4.32G    0.01321    0.01099   0.005272         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     57/499      4.32G    0.01319    0.01097   0.005252         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     57/499      4.32G    0.01319    0.01097   0.005252         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     57/499      4.32G    0.01319      0.011   0.005248         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     57/499      4.32G    0.01319      0.011   0.005248         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     57/499      4.32G    0.01319    0.01098   0.005232         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     57/499      4.32G    0.01319    0.01098   0.005232         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     57/499      4.32G    0.01317    0.01098   0.005202         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     57/499      4.32G    0.01317    0.01098   0.005202         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     57/499      4.32G    0.01316    0.01098   0.005187         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     57/499      4.32G    0.01316    0.01098   0.005187         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     57/499      4.32G    0.01315    0.01098   0.005189         77        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     57/499      4.32G    0.01315    0.01098   0.005189         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     57/499      4.32G    0.01313    0.01097   0.005186         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     57/499      4.32G    0.01313    0.01097   0.005186         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     57/499      4.32G    0.01313    0.01097   0.005182         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     57/499      4.32G    0.01313    0.01097   0.005182         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     57/499      4.32G    0.01314    0.01099    0.00517         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     57/499      4.32G    0.01314    0.01099    0.00517         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
     57/499      4.32G    0.01313    0.01101   0.005164         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
     57/499      4.32G    0.01313    0.01101   0.005164         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.13it/s]
     57/499      4.32G    0.01317    0.01101   0.005154         53        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
     57/499      4.32G    0.01317    0.01101   0.005154         53        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     57/499      4.32G    0.01315    0.01099   0.005144         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     57/499      4.32G    0.01315    0.01099   0.005144         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     57/499      4.32G    0.01316      0.011   0.005144         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     57/499      4.32G    0.01316      0.011   0.005144         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     57/499      4.32G    0.01317    0.01102   0.005113         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     57/499      4.32G    0.01317    0.01102   0.005113         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     57/499      4.32G    0.01315    0.01102   0.005136         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     57/499      4.32G    0.01315    0.01102   0.005136         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     57/499      4.32G    0.01316    0.01104   0.005149         87        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     57/499      4.32G    0.01316    0.01104   0.005149         87        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     57/499      4.32G    0.01316    0.01104   0.005162         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     57/499      4.32G    0.01316    0.01104   0.005162         66        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     57/499      4.32G    0.01316    0.01104   0.005201         65        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     57/499      4.32G    0.01316    0.01104   0.005201         65        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     57/499      4.32G    0.01317    0.01102   0.005167         56        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     57/499      4.32G    0.01317    0.01102   0.005167         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     57/499      4.32G    0.01316    0.01099   0.005155         51        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     57/499      4.32G    0.01316    0.01099   0.005155         51        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     57/499      4.32G    0.01316    0.01097   0.005158         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     57/499      4.32G    0.01316    0.01097   0.005158         58        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     57/499      4.32G    0.01314    0.01097   0.005128         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     57/499      4.32G    0.01314    0.01097   0.005128         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     57/499      4.32G    0.01314    0.01096   0.005115         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     57/499      4.32G    0.01314    0.01096   0.005115         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
     57/499      4.32G    0.01314    0.01097   0.005107         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
     57/499      4.32G    0.01314    0.01097   0.005107         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     57/499      4.32G    0.01313    0.01097    0.00508         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
     57/499      4.32G    0.01313    0.01097    0.00508         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     57/499      4.32G    0.01313    0.01098   0.005051         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     57/499      4.32G    0.01313    0.01098   0.005051         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     57/499      4.32G     0.0131    0.01096   0.005047         63        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
     57/499      4.32G     0.0131    0.01096   0.005047         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     57/499      4.32G    0.01312    0.01097   0.005038         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     57/499      4.32G    0.01312    0.01097   0.005038         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     57/499      4.32G     0.0131    0.01096   0.005072         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     57/499      4.32G     0.0131    0.01096   0.005072         80        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     57/499      4.32G     0.0131    0.01098   0.005063         81        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     57/499      4.32G     0.0131    0.01098   0.005063         81        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     57/499      4.32G    0.01311    0.01098   0.005051         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     57/499      4.32G    0.01311    0.01098   0.005051         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
     57/499      4.32G    0.01311    0.01096   0.005065         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
     57/499      4.32G    0.01311    0.01096   0.005065         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     57/499      4.32G    0.01314    0.01093   0.005119         53        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     57/499      4.32G    0.01314    0.01093   0.005119         53        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     57/499      4.32G    0.01315    0.01094   0.005117         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     57/499      4.32G    0.01315    0.01094   0.005117         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     57/499      4.32G    0.01315    0.01096   0.005105         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     57/499      4.32G    0.01315    0.01096   0.005105         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     57/499      4.32G    0.01315    0.01096   0.005103         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     57/499      4.32G    0.01315    0.01096   0.005103         72        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     57/499      4.32G    0.01316    0.01096   0.005124         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     57/499      4.32G    0.01316    0.01096   0.005124         70        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
     57/499      4.32G    0.01315    0.01096   0.005124         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     57/499      4.32G    0.01315    0.01096   0.005124         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     57/499      4.32G    0.01316    0.01095   0.005143         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     57/499      4.32G    0.01316    0.01095   0.005143         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     57/499      4.32G    0.01316    0.01094    0.00514         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     57/499      4.32G    0.01316    0.01094    0.00514         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     57/499      4.32G    0.01315    0.01093   0.005134         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     57/499      4.32G    0.01315    0.01093   0.005134         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     57/499      4.32G    0.01315     0.0109   0.005179         50        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     57/499      4.32G    0.01315     0.0109   0.005179         50        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
     57/499      4.32G    0.01316    0.01088   0.005176         52        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
     57/499      4.32G    0.01316    0.01088   0.005176         52        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     57/499      4.32G    0.01316    0.01088   0.005186         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     57/499      4.32G    0.01316    0.01088   0.005186         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     57/499      4.32G    0.01317    0.01087   0.005194         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     57/499      4.32G    0.01317    0.01087   0.005194         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     57/499      4.32G    0.01316    0.01085   0.005194         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     57/499      4.32G    0.01316    0.01085   0.005194         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     57/499      4.32G    0.01315    0.01084   0.005221         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
     57/499      4.32G    0.01315    0.01084   0.005221         61        640:  78%|#######7  | 131/168 [00:24<00:07,  5.22it/s]
     57/499      4.32G    0.01317    0.01082   0.005229         38        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     57/499      4.32G    0.01317    0.01082   0.005229         38        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     57/499      4.32G    0.01316    0.01083   0.005218         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     57/499      4.32G    0.01316    0.01083   0.005218         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     57/499      4.32G    0.01316    0.01083    0.00519         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     57/499      4.32G    0.01316    0.01083    0.00519         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     57/499      4.32G    0.01316    0.01083   0.005197         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     57/499      4.32G    0.01316    0.01083   0.005197         76        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     57/499      4.32G    0.01317    0.01083   0.005207         68        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     57/499      4.32G    0.01317    0.01083   0.005207         68        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     57/499      4.32G    0.01316    0.01082   0.005202         70        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
     57/499      4.32G    0.01316    0.01082   0.005202         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     57/499      4.32G    0.01315    0.01081   0.005182         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     57/499      4.32G    0.01315    0.01081   0.005182         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     57/499      4.32G    0.01314     0.0108   0.005178         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     57/499      4.32G    0.01314     0.0108   0.005178         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     57/499      4.32G    0.01312     0.0108    0.00517         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     57/499      4.32G    0.01312     0.0108    0.00517         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     57/499      4.32G    0.01312     0.0108   0.005183         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     57/499      4.32G    0.01312     0.0108   0.005183         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     57/499      4.32G    0.01311     0.0108   0.005206         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     57/499      4.32G    0.01311     0.0108   0.005206         75        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
     57/499      4.32G    0.01311    0.01079    0.00521         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     57/499      4.32G    0.01311    0.01079    0.00521         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     57/499      4.32G    0.01311    0.01078   0.005181         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     57/499      4.32G    0.01311    0.01078   0.005181         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     57/499      4.32G    0.01309    0.01078   0.005177         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     57/499      4.32G    0.01309    0.01078   0.005177         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     57/499      4.32G    0.01309     0.0108   0.005182         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     57/499      4.32G    0.01309     0.0108   0.005182         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     57/499      4.32G    0.01309     0.0108   0.005174         83        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     57/499      4.32G    0.01309     0.0108   0.005174         83        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
     57/499      4.32G    0.01308    0.01081   0.005156         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     57/499      4.32G    0.01308    0.01081   0.005156         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
     57/499      4.32G    0.01308    0.01079   0.005143         55        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
     57/499      4.32G    0.01308    0.01079   0.005143         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     57/499      4.32G    0.01307     0.0108   0.005138         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     57/499      4.32G    0.01307     0.0108   0.005138         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     57/499      4.32G    0.01308     0.0108   0.005188         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     57/499      4.32G    0.01308     0.0108   0.005188         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     57/499      4.32G    0.01308     0.0108   0.005197         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     57/499      4.32G    0.01308     0.0108   0.005197         63        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     57/499      4.32G    0.01308     0.0108   0.005197         74        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
     57/499      4.32G    0.01308     0.0108   0.005197         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     57/499      4.32G    0.01308     0.0108   0.005227         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     57/499      4.32G    0.01308     0.0108   0.005227         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     57/499      4.32G     0.0131    0.01082    0.00523         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     57/499      4.32G     0.0131    0.01082    0.00523         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     57/499      4.32G    0.01309    0.01082   0.005215         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     57/499      4.32G    0.01309    0.01082   0.005215         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     57/499      4.32G    0.01309    0.01083    0.00521         82        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     57/499      4.32G    0.01309    0.01083    0.00521         82        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     57/499      4.32G    0.01309    0.01083   0.005219         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     57/499      4.32G    0.01309    0.01083   0.005219         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     57/499      4.32G    0.01309    0.01083   0.005218         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     57/499      4.32G    0.01309    0.01083   0.005218         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     57/499      4.32G    0.01309    0.01083   0.005246         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     57/499      4.32G    0.01309    0.01083   0.005246         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
     57/499      4.32G    0.01309    0.01081   0.005249         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
     57/499      4.32G    0.01309    0.01081   0.005249         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     57/499      4.32G    0.01308    0.01081   0.005227         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     57/499      4.32G    0.01308    0.01081   0.005227         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     57/499      4.32G    0.01307     0.0108   0.005215         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     57/499      4.32G    0.01307     0.0108   0.005215         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
     57/499      4.32G    0.01308    0.01082   0.005213         91        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     57/499      4.32G    0.01308    0.01082   0.005213         91        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     57/499      4.32G    0.01307     0.0108   0.005222         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     57/499      4.32G    0.01307     0.0108   0.005222         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     57/499      4.32G    0.01306     0.0108   0.005219         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     57/499      4.32G    0.01306     0.0108   0.005219         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     57/499      4.32G    0.01306    0.01081   0.005215         86        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     57/499      4.32G    0.01306    0.01081   0.005215         86        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     57/499      4.32G    0.01307    0.01084    0.00523         40        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     57/499      4.32G    0.01307    0.01084    0.00523         40        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
     57/499      4.32G    0.01307    0.01084    0.00523         40        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.822      0.833      0.846      0.727

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     58/499      4.32G    0.01059   0.009571   0.004527         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
     58/499      4.32G    0.01059   0.009571   0.004527         71        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     58/499      4.32G    0.01239    0.01077   0.005941         61        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     58/499      4.32G    0.01239    0.01077   0.005941         61        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     58/499      4.32G    0.01345    0.01109   0.006606         70        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     58/499      4.32G    0.01345    0.01109   0.006606         70        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     58/499      4.32G    0.01318     0.0105    0.00638         60        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     58/499      4.32G    0.01318     0.0105    0.00638         60        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     58/499      4.32G    0.01298    0.01094   0.005906         81        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     58/499      4.32G    0.01298    0.01094   0.005906         81        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     58/499      4.32G    0.01277    0.01113   0.005369         81        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     58/499      4.32G    0.01277    0.01113   0.005369         81        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     58/499      4.32G     0.0126    0.01117   0.005645         80        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     58/499      4.32G     0.0126    0.01117   0.005645         80        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     58/499      4.32G    0.01268    0.01117   0.005448         65        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
     58/499      4.32G    0.01268    0.01117   0.005448         65        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     58/499      4.32G    0.01293    0.01112    0.00541         65        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     58/499      4.32G    0.01293    0.01112    0.00541         65        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     58/499      4.32G    0.01319    0.01107   0.006272         65        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     58/499      4.32G    0.01319    0.01107   0.006272         65        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     58/499      4.32G    0.01313      0.011   0.006359         72        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     58/499      4.32G    0.01313      0.011   0.006359         72        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     58/499      4.32G    0.01321    0.01102   0.006199         69        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     58/499      4.32G    0.01321    0.01102   0.006199         69        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     58/499      4.32G    0.01299    0.01101   0.006249         76        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     58/499      4.32G    0.01299    0.01101   0.006249         76        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     58/499      4.32G    0.01305    0.01119   0.006296         76        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
     58/499      4.32G    0.01305    0.01119   0.006296         76        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     58/499      4.32G    0.01312    0.01127   0.006159         60        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     58/499      4.32G    0.01312    0.01127   0.006159         60        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
     58/499      4.32G    0.01303    0.01126   0.005997         70        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
     58/499      4.32G    0.01303    0.01126   0.005997         70        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
     58/499      4.32G    0.01309    0.01134   0.005833         83        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
     58/499      4.32G    0.01309    0.01134   0.005833         83        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     58/499      4.32G    0.01305    0.01126   0.005722         70        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
     58/499      4.32G    0.01305    0.01126   0.005722         70        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
     58/499      4.32G    0.01311    0.01129   0.005674         69        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
     58/499      4.32G    0.01311    0.01129   0.005674         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     58/499      4.32G    0.01306    0.01125   0.005604         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
     58/499      4.32G    0.01306    0.01125   0.005604         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     58/499      4.32G      0.013    0.01124   0.005451         69        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
     58/499      4.32G      0.013    0.01124   0.005451         69        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
     58/499      4.32G    0.01301    0.01119   0.005351         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     58/499      4.32G    0.01301    0.01119   0.005351         68        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     58/499      4.32G    0.01303    0.01115   0.005256         62        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     58/499      4.32G    0.01303    0.01115   0.005256         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     58/499      4.32G      0.013    0.01116   0.005249         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     58/499      4.32G      0.013    0.01116   0.005249         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
     58/499      4.32G    0.01301    0.01117   0.005272         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
     58/499      4.32G    0.01301    0.01117   0.005272         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     58/499      4.32G    0.01298    0.01119   0.005387         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     58/499      4.32G    0.01298    0.01119   0.005387         77        640:  15%|#5        | 26/168 [00:04<00:26,  5.35it/s]
     58/499      4.32G    0.01288     0.0111   0.005355         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.35it/s]
     58/499      4.32G    0.01288     0.0111   0.005355         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
     58/499      4.32G    0.01294    0.01104   0.005377         53        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
     58/499      4.32G    0.01294    0.01104   0.005377         53        640:  17%|#6        | 28/168 [00:05<00:26,  5.26it/s]
     58/499      4.32G    0.01291    0.01101   0.005341         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.26it/s]
     58/499      4.32G    0.01291    0.01101   0.005341         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
     58/499      4.32G    0.01296    0.01115   0.005387         88        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
     58/499      4.32G    0.01296    0.01115   0.005387         88        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
     58/499      4.32G    0.01297    0.01111    0.00546         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
     58/499      4.32G    0.01297    0.01111    0.00546         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.25it/s]
     58/499      4.32G    0.01293    0.01107   0.005463         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.25it/s]
     58/499      4.32G    0.01293    0.01107   0.005463         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     58/499      4.32G     0.0129    0.01103   0.005367         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     58/499      4.32G     0.0129    0.01103   0.005367         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
     58/499      4.32G    0.01294    0.01099   0.005356         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
     58/499      4.32G    0.01294    0.01099   0.005356         58        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     58/499      4.32G    0.01297    0.01098   0.005287         70        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     58/499      4.32G    0.01297    0.01098   0.005287         70        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     58/499      4.32G    0.01292    0.01095   0.005251         66        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     58/499      4.32G    0.01292    0.01095   0.005251         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     58/499      4.32G    0.01286    0.01096   0.005268         68        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     58/499      4.32G    0.01286    0.01096   0.005268         68        640:  22%|##2       | 37/168 [00:06<00:25,  5.22it/s]
     58/499      4.32G    0.01286    0.01097   0.005245         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     58/499      4.32G    0.01286    0.01097   0.005245         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     58/499      4.32G    0.01284      0.011   0.005224         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     58/499      4.32G    0.01284      0.011   0.005224         84        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
     58/499      4.32G    0.01285    0.01104   0.005242         78        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
     58/499      4.32G    0.01285    0.01104   0.005242         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
     58/499      4.32G    0.01285    0.01102   0.005216         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
     58/499      4.32G    0.01285    0.01102   0.005216         58        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     58/499      4.32G    0.01285    0.01106   0.005189         76        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     58/499      4.32G    0.01285    0.01106   0.005189         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
     58/499      4.32G    0.01281    0.01111   0.005138         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
     58/499      4.32G    0.01281    0.01111   0.005138         83        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     58/499      4.32G    0.01281    0.01116   0.005104         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
     58/499      4.32G    0.01281    0.01116   0.005104         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
     58/499      4.32G    0.01279    0.01114    0.00508         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
     58/499      4.32G    0.01279    0.01114    0.00508         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
     58/499      4.32G    0.01278    0.01113   0.005022         70        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
     58/499      4.32G    0.01278    0.01113   0.005022         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     58/499      4.32G    0.01277    0.01109   0.005137         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     58/499      4.32G    0.01277    0.01109   0.005137         59        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     58/499      4.32G    0.01272    0.01104     0.0051         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     58/499      4.32G    0.01272    0.01104     0.0051         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     58/499      4.32G    0.01267    0.01102   0.005111         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     58/499      4.32G    0.01267    0.01102   0.005111         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     58/499      4.32G    0.01268      0.011   0.005044         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     58/499      4.32G    0.01268      0.011   0.005044         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     58/499      4.32G    0.01267    0.01099   0.005059         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     58/499      4.32G    0.01267    0.01099   0.005059         62        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     58/499      4.32G    0.01267    0.01101   0.005134         70        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     58/499      4.32G    0.01267    0.01101   0.005134         70        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
     58/499      4.32G     0.0127    0.01099   0.005106         70        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
     58/499      4.32G     0.0127    0.01099   0.005106         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     58/499      4.32G    0.01268    0.01101   0.005107         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     58/499      4.32G    0.01268    0.01101   0.005107         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.25it/s]
     58/499      4.32G    0.01269    0.01103   0.005047         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.25it/s]
     58/499      4.32G    0.01269    0.01103   0.005047         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
     58/499      4.32G    0.01266    0.01105   0.005033         84        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
     58/499      4.32G    0.01266    0.01105   0.005033         84        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     58/499      4.32G    0.01265    0.01105    0.00502         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
     58/499      4.32G    0.01265    0.01105    0.00502         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     58/499      4.32G    0.01265    0.01105   0.005025         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     58/499      4.32G    0.01265    0.01105   0.005025         69        640:  35%|###4      | 58/168 [00:10<00:21,  5.18it/s]
     58/499      4.32G    0.01267    0.01104   0.005033         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     58/499      4.32G    0.01267    0.01104   0.005033         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     58/499      4.32G    0.01267    0.01099   0.004985         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     58/499      4.32G    0.01267    0.01099   0.004985         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
     58/499      4.32G    0.01269    0.01097   0.004951         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
     58/499      4.32G    0.01269    0.01097   0.004951         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     58/499      4.32G    0.01269    0.01093    0.00494         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     58/499      4.32G    0.01269    0.01093    0.00494         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     58/499      4.32G     0.0127    0.01098   0.004911         84        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     58/499      4.32G     0.0127    0.01098   0.004911         84        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
     58/499      4.32G    0.01273    0.01103   0.004893         79        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     58/499      4.32G    0.01273    0.01103   0.004893         79        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     58/499      4.32G    0.01273    0.01106   0.004888         82        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     58/499      4.32G    0.01273    0.01106   0.004888         82        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     58/499      4.32G    0.01271    0.01107   0.004863         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     58/499      4.32G    0.01271    0.01107   0.004863         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     58/499      4.32G     0.0127    0.01107   0.004854         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     58/499      4.32G     0.0127    0.01107   0.004854         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     58/499      4.32G     0.0127    0.01106   0.004842         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     58/499      4.32G     0.0127    0.01106   0.004842         63        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     58/499      4.32G    0.01269    0.01103   0.004849         53        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     58/499      4.32G    0.01269    0.01103   0.004849         53        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     58/499      4.32G     0.0127    0.01101   0.004815         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     58/499      4.32G     0.0127    0.01101   0.004815         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     58/499      4.32G    0.01269    0.01099   0.004837         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     58/499      4.32G    0.01269    0.01099   0.004837         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     58/499      4.32G    0.01271    0.01096   0.004838         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     58/499      4.32G    0.01271    0.01096   0.004838         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     58/499      4.32G    0.01274    0.01097   0.004849         79        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     58/499      4.32G    0.01274    0.01097   0.004849         79        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     58/499      4.32G    0.01277    0.01096    0.00485         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     58/499      4.32G    0.01277    0.01096    0.00485         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     58/499      4.32G    0.01278    0.01096   0.004871         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     58/499      4.32G    0.01278    0.01096   0.004871         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     58/499      4.32G    0.01278    0.01094   0.004897         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     58/499      4.32G    0.01278    0.01094   0.004897         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     58/499      4.32G    0.01277    0.01094   0.004873         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     58/499      4.32G    0.01277    0.01094   0.004873         79        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     58/499      4.32G    0.01277    0.01092   0.004872         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     58/499      4.32G    0.01277    0.01092   0.004872         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     58/499      4.32G    0.01276    0.01093   0.004865         79        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     58/499      4.32G    0.01276    0.01093   0.004865         79        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
     58/499      4.32G    0.01276    0.01087   0.004854         46        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     58/499      4.32G    0.01276    0.01087   0.004854         46        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     58/499      4.32G    0.01279    0.01089   0.004879         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     58/499      4.32G    0.01279    0.01089   0.004879         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     58/499      4.32G    0.01281    0.01091   0.004879         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     58/499      4.32G    0.01281    0.01091   0.004879         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     58/499      4.32G    0.01281    0.01091   0.004878         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     58/499      4.32G    0.01281    0.01091   0.004878         68        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     58/499      4.32G    0.01282    0.01091   0.004872         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     58/499      4.32G    0.01282    0.01091   0.004872         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
     58/499      4.32G    0.01281     0.0109    0.00485         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     58/499      4.32G    0.01281     0.0109    0.00485         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     58/499      4.32G    0.01278    0.01087   0.004869         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     58/499      4.32G    0.01278    0.01087   0.004869         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     58/499      4.32G    0.01277    0.01087    0.00485         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     58/499      4.32G    0.01277    0.01087    0.00485         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     58/499      4.32G    0.01277    0.01089   0.004876         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     58/499      4.32G    0.01277    0.01089   0.004876         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     58/499      4.32G    0.01277    0.01091   0.004887         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     58/499      4.32G    0.01277    0.01091   0.004887         75        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     58/499      4.32G    0.01277    0.01088   0.004932         56        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     58/499      4.32G    0.01277    0.01088   0.004932         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     58/499      4.32G    0.01277    0.01087   0.004911         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     58/499      4.32G    0.01277    0.01087   0.004911         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     58/499      4.32G    0.01277    0.01086   0.004903         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     58/499      4.32G    0.01277    0.01086   0.004903         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     58/499      4.32G    0.01279    0.01087    0.00489         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     58/499      4.32G    0.01279    0.01087    0.00489         66        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     58/499      4.32G    0.01284    0.01092   0.004908         86        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     58/499      4.32G    0.01284    0.01092   0.004908         86        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     58/499      4.32G    0.01286    0.01095   0.004884         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     58/499      4.32G    0.01286    0.01095   0.004884         68        640:  57%|#####6    | 95/168 [00:17<00:13,  5.23it/s]
     58/499      4.32G    0.01284    0.01095   0.004883         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     58/499      4.32G    0.01284    0.01095   0.004883         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     58/499      4.32G    0.01284    0.01093   0.004906         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     58/499      4.32G    0.01284    0.01093   0.004906         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     58/499      4.32G    0.01285    0.01091   0.004908         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     58/499      4.32G    0.01285    0.01091   0.004908         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     58/499      4.32G    0.01286    0.01089   0.004904         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     58/499      4.32G    0.01286    0.01089   0.004904         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     58/499      4.32G    0.01287    0.01091   0.004908         85        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     58/499      4.32G    0.01287    0.01091   0.004908         85        640:  60%|#####9    | 100/168 [00:18<00:13,  5.22it/s]
     58/499      4.32G    0.01288    0.01091   0.004912         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
     58/499      4.32G    0.01288    0.01091   0.004912         65        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     58/499      4.32G    0.01288    0.01093   0.004903         78        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     58/499      4.32G    0.01288    0.01093   0.004903         78        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     58/499      4.32G     0.0129    0.01094   0.004899         64        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
     58/499      4.32G     0.0129    0.01094   0.004899         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     58/499      4.32G    0.01291    0.01095   0.004892         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     58/499      4.32G    0.01291    0.01095   0.004892         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     58/499      4.32G     0.0129    0.01093   0.004892         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     58/499      4.32G     0.0129    0.01093   0.004892         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.29it/s]
     58/499      4.32G    0.01289    0.01093   0.004904         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     58/499      4.32G    0.01289    0.01093   0.004904         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     58/499      4.32G     0.0129    0.01093   0.004897         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     58/499      4.32G     0.0129    0.01093   0.004897         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     58/499      4.32G     0.0129    0.01092   0.004895         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     58/499      4.32G     0.0129    0.01092   0.004895         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     58/499      4.32G    0.01289    0.01091   0.004933         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     58/499      4.32G    0.01289    0.01091   0.004933         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     58/499      4.32G    0.01289    0.01089   0.004928         51        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     58/499      4.32G    0.01289    0.01089   0.004928         51        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     58/499      4.32G    0.01288    0.01089   0.004919         75        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     58/499      4.32G    0.01288    0.01089   0.004919         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     58/499      4.32G    0.01288    0.01091   0.004908         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     58/499      4.32G    0.01288    0.01091   0.004908         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     58/499      4.32G    0.01288    0.01094    0.00492         88        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     58/499      4.32G    0.01288    0.01094    0.00492         88        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     58/499      4.32G     0.0129    0.01094   0.004937         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     58/499      4.32G     0.0129    0.01094   0.004937         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     58/499      4.32G    0.01291    0.01094   0.004944         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     58/499      4.32G    0.01291    0.01094   0.004944         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     58/499      4.32G    0.01293    0.01094   0.004941         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     58/499      4.32G    0.01293    0.01094   0.004941         64        640:  69%|######9   | 116/168 [00:21<00:09,  5.35it/s]
     58/499      4.32G    0.01292    0.01094   0.004922         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.35it/s]
     58/499      4.32G    0.01292    0.01094   0.004922         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.40it/s]
     58/499      4.32G    0.01295    0.01096   0.004936         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.40it/s]
     58/499      4.32G    0.01295    0.01096   0.004936         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.26it/s]
     58/499      4.32G    0.01293    0.01093   0.004914         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.26it/s]
     58/499      4.32G    0.01293    0.01093   0.004914         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     58/499      4.32G    0.01294    0.01092    0.00489         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     58/499      4.32G    0.01294    0.01092    0.00489         59        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     58/499      4.32G    0.01294    0.01095   0.004865         82        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
     58/499      4.32G    0.01294    0.01095   0.004865         82        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
     58/499      4.32G    0.01293    0.01093   0.004856         59        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
     58/499      4.32G    0.01293    0.01093   0.004856         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     58/499      4.32G    0.01293    0.01094   0.004841         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     58/499      4.32G    0.01293    0.01094   0.004841         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     58/499      4.32G    0.01292    0.01092   0.004855         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     58/499      4.32G    0.01292    0.01092   0.004855         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     58/499      4.32G    0.01293    0.01094    0.00485         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     58/499      4.32G    0.01293    0.01094    0.00485         80        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     58/499      4.32G    0.01292    0.01094   0.004857         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     58/499      4.32G    0.01292    0.01094   0.004857         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     58/499      4.32G    0.01292    0.01093   0.004853         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     58/499      4.32G    0.01292    0.01093   0.004853         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     58/499      4.32G    0.01293    0.01093   0.004827         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     58/499      4.32G    0.01293    0.01093   0.004827         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
     58/499      4.32G    0.01292    0.01094   0.004806         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
     58/499      4.32G    0.01292    0.01094   0.004806         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     58/499      4.32G    0.01292    0.01094   0.004821         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     58/499      4.32G    0.01292    0.01094   0.004821         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
     58/499      4.32G    0.01294    0.01094   0.004819         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
     58/499      4.32G    0.01294    0.01094   0.004819         69        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     58/499      4.32G    0.01294    0.01094   0.004827         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     58/499      4.32G    0.01294    0.01094   0.004827         73        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
     58/499      4.32G    0.01294    0.01095   0.004845         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     58/499      4.32G    0.01294    0.01095   0.004845         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
     58/499      4.32G    0.01293    0.01094   0.004861         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
     58/499      4.32G    0.01293    0.01094   0.004861         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     58/499      4.32G    0.01294    0.01093   0.004872         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     58/499      4.32G    0.01294    0.01093   0.004872         62        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     58/499      4.32G    0.01294    0.01092   0.004863         62        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     58/499      4.32G    0.01294    0.01092   0.004863         62        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     58/499      4.32G    0.01296    0.01093   0.004849         71        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     58/499      4.32G    0.01296    0.01093   0.004849         71        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
     58/499      4.32G    0.01295    0.01092   0.004916         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     58/499      4.32G    0.01295    0.01092   0.004916         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     58/499      4.32G    0.01295    0.01093   0.004903         91        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
     58/499      4.32G    0.01295    0.01093   0.004903         91        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     58/499      4.32G    0.01295    0.01093   0.004884         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     58/499      4.32G    0.01295    0.01093   0.004884         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     58/499      4.32G    0.01297    0.01094   0.004874         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     58/499      4.32G    0.01297    0.01094   0.004874         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.29it/s]
     58/499      4.32G    0.01297    0.01094   0.004864         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.29it/s]
     58/499      4.32G    0.01297    0.01094   0.004864         63        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
     58/499      4.32G    0.01298    0.01093   0.004848         55        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
     58/499      4.32G    0.01298    0.01093   0.004848         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     58/499      4.32G      0.013    0.01095    0.00485         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     58/499      4.32G      0.013    0.01095    0.00485         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     58/499      4.32G    0.01302    0.01097   0.004843         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     58/499      4.32G    0.01302    0.01097   0.004843         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     58/499      4.32G    0.01301    0.01096    0.00484         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     58/499      4.32G    0.01301    0.01096    0.00484         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     58/499      4.32G    0.01302    0.01099   0.004836         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     58/499      4.32G    0.01302    0.01099   0.004836         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
     58/499      4.32G    0.01302      0.011   0.004838         87        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
     58/499      4.32G    0.01302      0.011   0.004838         87        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     58/499      4.32G    0.01301      0.011   0.004829         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     58/499      4.32G    0.01301      0.011   0.004829         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     58/499      4.32G    0.01301    0.01101   0.004826         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     58/499      4.32G    0.01301    0.01101   0.004826         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     58/499      4.32G    0.01302      0.011   0.004844         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     58/499      4.32G    0.01302      0.011   0.004844         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     58/499      4.32G    0.01302    0.01102   0.004841         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     58/499      4.32G    0.01302    0.01102   0.004841         82        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     58/499      4.32G    0.01302    0.01101   0.004848         59        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     58/499      4.32G    0.01302    0.01101   0.004848         59        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
     58/499      4.32G    0.01304    0.01102   0.004855         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     58/499      4.32G    0.01304    0.01102   0.004855         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     58/499      4.32G    0.01304    0.01102   0.004854         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     58/499      4.32G    0.01304    0.01102   0.004854         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     58/499      4.32G    0.01305    0.01101   0.004845         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     58/499      4.32G    0.01305    0.01101   0.004845         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     58/499      4.32G    0.01307    0.01101   0.004847         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     58/499      4.32G    0.01307    0.01101   0.004847         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     58/499      4.32G    0.01306    0.01101   0.004871         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     58/499      4.32G    0.01306    0.01101   0.004871         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     58/499      4.32G    0.01306    0.01101   0.004876         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     58/499      4.32G    0.01306    0.01101   0.004876         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     58/499      4.32G    0.01306    0.01101   0.004877         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
     58/499      4.32G    0.01306    0.01101   0.004877         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     58/499      4.32G    0.01307    0.01101   0.004877         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     58/499      4.32G    0.01307    0.01101   0.004877         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
     58/499      4.32G    0.01307    0.01103   0.004872         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
     58/499      4.32G    0.01307    0.01103   0.004872         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     58/499      4.32G    0.01308    0.01102   0.004867         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     58/499      4.32G    0.01308    0.01102   0.004867         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
     58/499      4.32G    0.01308    0.01102   0.004852         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.26it/s]
     58/499      4.32G    0.01308    0.01102   0.004852         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
     58/499      4.32G    0.01309      0.011   0.004857         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
     58/499      4.32G    0.01309      0.011   0.004857         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.42it/s]
     58/499      4.32G    0.01309    0.01101   0.004846         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.42it/s]
     58/499      4.32G    0.01309    0.01101   0.004846         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     58/499      4.32G    0.01308    0.01101   0.004836         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     58/499      4.32G    0.01308    0.01101   0.004836         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     58/499      4.32G     0.0131    0.01103    0.00484         34        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     58/499      4.32G     0.0131    0.01103    0.00484         34        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     58/499      4.32G     0.0131    0.01103    0.00484         34        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.791       0.88      0.896      0.756

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     59/499      4.32G    0.01284    0.01427   0.004185         87        640:   0%|          | 0/168 [00:00<?, ?it/s]
     59/499      4.32G    0.01284    0.01427   0.004185         87        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     59/499      4.32G    0.01322    0.01237   0.004467         69        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     59/499      4.32G    0.01322    0.01237   0.004467         69        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     59/499      4.32G    0.01292     0.0115   0.005955         48        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     59/499      4.32G    0.01292     0.0115   0.005955         48        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     59/499      4.32G    0.01353    0.01086   0.005229         54        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
     59/499      4.32G    0.01353    0.01086   0.005229         54        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     59/499      4.32G    0.01348    0.01104   0.004936         73        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     59/499      4.32G    0.01348    0.01104   0.004936         73        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
     59/499      4.32G    0.01359    0.01107    0.00532         69        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
     59/499      4.32G    0.01359    0.01107    0.00532         69        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
     59/499      4.32G    0.01364    0.01047    0.00564         49        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
     59/499      4.32G    0.01364    0.01047    0.00564         49        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
     59/499      4.32G    0.01347    0.01045   0.005678         78        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
     59/499      4.32G    0.01347    0.01045   0.005678         78        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     59/499      4.32G     0.0135    0.01058   0.005664         70        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     59/499      4.32G     0.0135    0.01058   0.005664         70        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     59/499      4.32G    0.01332    0.01028   0.005863         49        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     59/499      4.32G    0.01332    0.01028   0.005863         49        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     59/499      4.32G    0.01329    0.01034   0.005711         73        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     59/499      4.32G    0.01329    0.01034   0.005711         73        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     59/499      4.32G    0.01335     0.0102    0.00602         60        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     59/499      4.32G    0.01335     0.0102    0.00602         60        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     59/499      4.32G    0.01334    0.01031   0.005983         81        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     59/499      4.32G    0.01334    0.01031   0.005983         81        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     59/499      4.32G    0.01339    0.01026   0.005727         60        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     59/499      4.32G    0.01339    0.01026   0.005727         60        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     59/499      4.32G    0.01333    0.01046   0.005623         80        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     59/499      4.32G    0.01333    0.01046   0.005623         80        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
     59/499      4.32G    0.01345    0.01052   0.005958         60        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
     59/499      4.32G    0.01345    0.01052   0.005958         60        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     59/499      4.32G    0.01349     0.0106   0.005905         66        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     59/499      4.32G    0.01349     0.0106   0.005905         66        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     59/499      4.32G     0.0135    0.01061   0.006131         65        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     59/499      4.32G     0.0135    0.01061   0.006131         65        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
     59/499      4.32G    0.01344    0.01052   0.006026         66        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
     59/499      4.32G    0.01344    0.01052   0.006026         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
     59/499      4.32G    0.01339    0.01053   0.006002         64        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
     59/499      4.32G    0.01339    0.01053   0.006002         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.17it/s]
     59/499      4.32G    0.01326    0.01055   0.005922         75        640:  12%|#1        | 20/168 [00:03<00:28,  5.17it/s]
     59/499      4.32G    0.01326    0.01055   0.005922         75        640:  12%|#2        | 21/168 [00:03<00:27,  5.27it/s]
     59/499      4.32G    0.01327    0.01049    0.00591         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     59/499      4.32G    0.01327    0.01049    0.00591         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     59/499      4.32G     0.0133    0.01066   0.005858         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     59/499      4.32G     0.0133    0.01066   0.005858         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     59/499      4.32G    0.01322    0.01071   0.005718         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     59/499      4.32G    0.01322    0.01071   0.005718         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     59/499      4.32G    0.01315    0.01069   0.005591         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     59/499      4.32G    0.01315    0.01069   0.005591         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     59/499      4.32G    0.01321    0.01073   0.005719         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     59/499      4.32G    0.01321    0.01073   0.005719         76        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
     59/499      4.32G    0.01315    0.01073   0.005661         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
     59/499      4.32G    0.01315    0.01073   0.005661         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     59/499      4.32G    0.01312     0.0107   0.005567         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     59/499      4.32G    0.01312     0.0107   0.005567         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     59/499      4.32G    0.01315     0.0107   0.005661         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     59/499      4.32G    0.01315     0.0107   0.005661         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     59/499      4.32G    0.01314    0.01069   0.005645         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     59/499      4.32G    0.01314    0.01069   0.005645         72        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
     59/499      4.32G    0.01307    0.01065   0.005752         59        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
     59/499      4.32G    0.01307    0.01065   0.005752         59        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     59/499      4.32G    0.01315    0.01067   0.005697         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     59/499      4.32G    0.01315    0.01067   0.005697         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     59/499      4.32G    0.01319    0.01068    0.00587         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     59/499      4.32G    0.01319    0.01068    0.00587         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     59/499      4.32G    0.01318    0.01065   0.005866         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     59/499      4.32G    0.01318    0.01065   0.005866         65        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     59/499      4.32G    0.01314    0.01064   0.005848         72        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     59/499      4.32G    0.01314    0.01064   0.005848         72        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     59/499      4.32G     0.0131    0.01059   0.005939         57        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     59/499      4.32G     0.0131    0.01059   0.005939         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     59/499      4.32G     0.0131     0.0106   0.005901         73        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
     59/499      4.32G     0.0131     0.0106   0.005901         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     59/499      4.32G    0.01311    0.01058   0.005949         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     59/499      4.32G    0.01311    0.01058   0.005949         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     59/499      4.32G     0.0131    0.01058   0.005993         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
     59/499      4.32G     0.0131    0.01058   0.005993         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     59/499      4.32G    0.01315    0.01059   0.005988         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     59/499      4.32G    0.01315    0.01059   0.005988         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     59/499      4.32G    0.01318    0.01061   0.006029         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     59/499      4.32G    0.01318    0.01061   0.006029         73        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     59/499      4.32G    0.01315    0.01065   0.006042         80        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     59/499      4.32G    0.01315    0.01065   0.006042         80        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
     59/499      4.32G    0.01315    0.01065   0.006026         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
     59/499      4.32G    0.01315    0.01065   0.006026         69        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     59/499      4.32G    0.01311     0.0106   0.006034         52        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     59/499      4.32G    0.01311     0.0106   0.006034         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     59/499      4.32G    0.01309    0.01059   0.006058         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     59/499      4.32G    0.01309    0.01059   0.006058         77        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
     59/499      4.32G    0.01308    0.01061   0.006066         80        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
     59/499      4.32G    0.01308    0.01061   0.006066         80        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     59/499      4.32G    0.01307    0.01064   0.006044         84        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
     59/499      4.32G    0.01307    0.01064   0.006044         84        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
     59/499      4.32G    0.01306    0.01074   0.006018         99        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
     59/499      4.32G    0.01306    0.01074   0.006018         99        640:  29%|##8       | 48/168 [00:09<00:22,  5.41it/s]
     59/499      4.32G    0.01303    0.01075   0.005975         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.41it/s]
     59/499      4.32G    0.01303    0.01075   0.005975         76        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     59/499      4.32G    0.01302    0.01078   0.005926         89        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
     59/499      4.32G    0.01302    0.01078   0.005926         89        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
     59/499      4.32G    0.01302    0.01078   0.005885         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
     59/499      4.32G    0.01302    0.01078   0.005885         62        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
     59/499      4.32G    0.01299    0.01076   0.005869         63        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
     59/499      4.32G    0.01299    0.01076   0.005869         63        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
     59/499      4.32G    0.01297    0.01076   0.005888         62        640:  31%|###       | 52/168 [00:10<00:22,  5.26it/s]
     59/499      4.32G    0.01297    0.01076   0.005888         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     59/499      4.32G      0.013    0.01077   0.005853         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     59/499      4.32G      0.013    0.01077   0.005853         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     59/499      4.32G    0.01297    0.01075   0.005832         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     59/499      4.32G    0.01297    0.01075   0.005832         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     59/499      4.32G    0.01295    0.01077   0.005756         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     59/499      4.32G    0.01295    0.01077   0.005756         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     59/499      4.32G    0.01297     0.0108   0.005735         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     59/499      4.32G    0.01297     0.0108   0.005735         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     59/499      4.32G    0.01296    0.01081   0.005721         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     59/499      4.32G    0.01296    0.01081   0.005721         68        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
     59/499      4.32G    0.01298    0.01084   0.005724         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     59/499      4.32G    0.01298    0.01084   0.005724         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     59/499      4.32G    0.01298    0.01081    0.00574         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     59/499      4.32G    0.01298    0.01081    0.00574         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     59/499      4.32G    0.01297    0.01082   0.005733         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
     59/499      4.32G    0.01297    0.01082   0.005733         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     59/499      4.32G    0.01298    0.01081   0.005696         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     59/499      4.32G    0.01298    0.01081   0.005696         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     59/499      4.32G    0.01296    0.01081   0.005651         83        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     59/499      4.32G    0.01296    0.01081   0.005651         83        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     59/499      4.32G    0.01295     0.0108   0.005649         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     59/499      4.32G    0.01295     0.0108   0.005649         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     59/499      4.32G    0.01297    0.01079   0.005634         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     59/499      4.32G    0.01297    0.01079   0.005634         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     59/499      4.32G    0.01298    0.01081   0.005605         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     59/499      4.32G    0.01298    0.01081   0.005605         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     59/499      4.32G      0.013    0.01081   0.005619         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     59/499      4.32G      0.013    0.01081   0.005619         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     59/499      4.32G      0.013    0.01082   0.005576         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     59/499      4.32G      0.013    0.01082   0.005576         61        640:  40%|####      | 68/168 [00:12<00:18,  5.26it/s]
     59/499      4.32G    0.01299    0.01085   0.005563         80        640:  40%|####      | 68/168 [00:13<00:18,  5.26it/s]
     59/499      4.32G    0.01299    0.01085   0.005563         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     59/499      4.32G    0.01299    0.01085   0.005523         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     59/499      4.32G    0.01299    0.01085   0.005523         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     59/499      4.32G      0.013    0.01085   0.005512         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     59/499      4.32G      0.013    0.01085   0.005512         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     59/499      4.32G    0.01303    0.01085   0.005502         51        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     59/499      4.32G    0.01303    0.01085   0.005502         51        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     59/499      4.32G    0.01301     0.0109   0.005484         87        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     59/499      4.32G    0.01301     0.0109   0.005484         87        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     59/499      4.32G    0.01302    0.01089   0.005439         59        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     59/499      4.32G    0.01302    0.01089   0.005439         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     59/499      4.32G      0.013    0.01088   0.005422         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     59/499      4.32G      0.013    0.01088   0.005422         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     59/499      4.32G    0.01299    0.01087   0.005455         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     59/499      4.32G    0.01299    0.01087   0.005455         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     59/499      4.32G    0.01296    0.01084   0.005435         53        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     59/499      4.32G    0.01296    0.01084   0.005435         53        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     59/499      4.32G    0.01296    0.01084   0.005442         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     59/499      4.32G    0.01296    0.01084   0.005442         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     59/499      4.32G    0.01296    0.01086   0.005428         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     59/499      4.32G    0.01296    0.01086   0.005428         80        640:  47%|####7     | 79/168 [00:14<00:17,  5.15it/s]
     59/499      4.32G    0.01297    0.01086   0.005425         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     59/499      4.32G    0.01297    0.01086   0.005425         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     59/499      4.32G    0.01295    0.01084   0.005414         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     59/499      4.32G    0.01295    0.01084   0.005414         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
     59/499      4.32G    0.01294    0.01084   0.005439         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
     59/499      4.32G    0.01294    0.01084   0.005439         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     59/499      4.32G    0.01293    0.01085   0.005447         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     59/499      4.32G    0.01293    0.01085   0.005447         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     59/499      4.32G    0.01294    0.01086   0.005408         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     59/499      4.32G    0.01294    0.01086   0.005408         67        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
     59/499      4.32G    0.01295    0.01085   0.005394         76        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     59/499      4.32G    0.01295    0.01085   0.005394         76        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     59/499      4.32G    0.01293    0.01083   0.005384         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     59/499      4.32G    0.01293    0.01083   0.005384         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     59/499      4.32G    0.01295    0.01082   0.005388         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
     59/499      4.32G    0.01295    0.01082   0.005388         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     59/499      4.32G    0.01296    0.01081   0.005357         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     59/499      4.32G    0.01296    0.01081   0.005357         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     59/499      4.32G    0.01294    0.01079   0.005366         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     59/499      4.32G    0.01294    0.01079   0.005366         63        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
     59/499      4.32G    0.01293    0.01078   0.005397         64        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
     59/499      4.32G    0.01293    0.01078   0.005397         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     59/499      4.32G    0.01296     0.0108   0.005403         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
     59/499      4.32G    0.01296     0.0108   0.005403         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     59/499      4.32G    0.01296     0.0108   0.005385         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     59/499      4.32G    0.01296     0.0108   0.005385         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     59/499      4.32G    0.01296    0.01083   0.005358         81        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     59/499      4.32G    0.01296    0.01083   0.005358         81        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     59/499      4.32G    0.01295    0.01081   0.005404         63        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     59/499      4.32G    0.01295    0.01081   0.005404         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     59/499      4.32G    0.01294    0.01079   0.005397         65        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
     59/499      4.32G    0.01294    0.01079   0.005397         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     59/499      4.32G    0.01292    0.01082   0.005371         95        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     59/499      4.32G    0.01292    0.01082   0.005371         95        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     59/499      4.32G    0.01291    0.01082   0.005362         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     59/499      4.32G    0.01291    0.01082   0.005362         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     59/499      4.32G    0.01291    0.01083   0.005337         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
     59/499      4.32G    0.01291    0.01083   0.005337         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
     59/499      4.32G    0.01292    0.01083   0.005329         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
     59/499      4.32G    0.01292    0.01083   0.005329         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     59/499      4.32G    0.01292    0.01083   0.005346         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     59/499      4.32G    0.01292    0.01083   0.005346         62        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
     59/499      4.32G    0.01291    0.01082   0.005318         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     59/499      4.32G    0.01291    0.01082   0.005318         71        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     59/499      4.32G    0.01289    0.01084   0.005308         70        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     59/499      4.32G    0.01289    0.01084   0.005308         70        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     59/499      4.32G    0.01288    0.01083   0.005292         61        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     59/499      4.32G    0.01288    0.01083   0.005292         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     59/499      4.32G     0.0129    0.01083   0.005274         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
     59/499      4.32G     0.0129    0.01083   0.005274         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     59/499      4.32G    0.01289    0.01083   0.005292         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     59/499      4.32G    0.01289    0.01083   0.005292         75        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
     59/499      4.32G    0.01289    0.01084   0.005278         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     59/499      4.32G    0.01289    0.01084   0.005278         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     59/499      4.32G    0.01288    0.01083    0.00526         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     59/499      4.32G    0.01288    0.01083    0.00526         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     59/499      4.32G    0.01288    0.01082    0.00524         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     59/499      4.32G    0.01288    0.01082    0.00524         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
     59/499      4.32G    0.01287    0.01082   0.005273         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
     59/499      4.32G    0.01287    0.01082   0.005273         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
     59/499      4.32G    0.01288    0.01083   0.005302         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
     59/499      4.32G    0.01288    0.01083   0.005302         63        640:  65%|######5   | 110/168 [00:20<00:11,  5.19it/s]
     59/499      4.32G    0.01289    0.01083   0.005279         64        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
     59/499      4.32G    0.01289    0.01083   0.005279         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     59/499      4.32G    0.01287    0.01083   0.005278         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     59/499      4.32G    0.01287    0.01083   0.005278         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     59/499      4.32G    0.01287    0.01084   0.005262         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     59/499      4.32G    0.01287    0.01084   0.005262         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
     59/499      4.32G    0.01288    0.01085   0.005275         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
     59/499      4.32G    0.01288    0.01085   0.005275         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     59/499      4.32G    0.01287    0.01083   0.005271         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     59/499      4.32G    0.01287    0.01083   0.005271         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     59/499      4.32G    0.01287    0.01082   0.005259         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     59/499      4.32G    0.01287    0.01082   0.005259         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     59/499      4.32G    0.01286    0.01082   0.005267         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     59/499      4.32G    0.01286    0.01082   0.005267         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     59/499      4.32G    0.01286    0.01081    0.00526         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
     59/499      4.32G    0.01286    0.01081    0.00526         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     59/499      4.32G    0.01286    0.01083   0.005261         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     59/499      4.32G    0.01286    0.01083   0.005261         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     59/499      4.32G    0.01285    0.01083   0.005235         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     59/499      4.32G    0.01285    0.01083   0.005235         70        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     59/499      4.32G    0.01288    0.01084   0.005234         76        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     59/499      4.32G    0.01288    0.01084   0.005234         76        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
     59/499      4.32G     0.0129    0.01083   0.005222         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     59/499      4.32G     0.0129    0.01083   0.005222         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     59/499      4.32G     0.0129    0.01083   0.005207         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     59/499      4.32G     0.0129    0.01083   0.005207         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     59/499      4.32G    0.01292    0.01082   0.005261         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     59/499      4.32G    0.01292    0.01082   0.005261         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     59/499      4.32G    0.01292    0.01081   0.005252         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     59/499      4.32G    0.01292    0.01081   0.005252         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     59/499      4.32G    0.01292    0.01081   0.005243         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     59/499      4.32G    0.01292    0.01081   0.005243         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     59/499      4.32G     0.0129     0.0108   0.005221         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     59/499      4.32G     0.0129     0.0108   0.005221         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     59/499      4.32G    0.01291     0.0108   0.005228         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
     59/499      4.32G    0.01291     0.0108   0.005228         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
     59/499      4.32G    0.01291    0.01078   0.005236         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
     59/499      4.32G    0.01291    0.01078   0.005236         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     59/499      4.32G    0.01291    0.01077   0.005211         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     59/499      4.32G    0.01291    0.01077   0.005211         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     59/499      4.32G    0.01292    0.01079   0.005192         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     59/499      4.32G    0.01292    0.01079   0.005192         61        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     59/499      4.32G    0.01292    0.01077   0.005194         48        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     59/499      4.32G    0.01292    0.01077   0.005194         48        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     59/499      4.32G    0.01294    0.01079   0.005191         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     59/499      4.32G    0.01294    0.01079   0.005191         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     59/499      4.32G    0.01293    0.01079   0.005216         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     59/499      4.32G    0.01293    0.01079   0.005216         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     59/499      4.32G    0.01295    0.01078    0.00522         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
     59/499      4.32G    0.01295    0.01078    0.00522         58        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     59/499      4.32G    0.01295    0.01078   0.005196         66        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
     59/499      4.32G    0.01295    0.01078   0.005196         66        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     59/499      4.32G    0.01296    0.01078   0.005212         65        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     59/499      4.32G    0.01296    0.01078   0.005212         65        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
     59/499      4.32G    0.01295    0.01078   0.005241         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     59/499      4.32G    0.01295    0.01078   0.005241         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     59/499      4.32G    0.01296    0.01077   0.005244         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     59/499      4.32G    0.01296    0.01077   0.005244         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     59/499      4.32G    0.01296    0.01078   0.005272         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     59/499      4.32G    0.01296    0.01078   0.005272         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     59/499      4.32G    0.01298    0.01078   0.005268         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     59/499      4.32G    0.01298    0.01078   0.005268         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     59/499      4.32G    0.01296     0.0108    0.00527         80        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
     59/499      4.32G    0.01296     0.0108    0.00527         80        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
     59/499      4.32G    0.01296    0.01079   0.005257         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
     59/499      4.32G    0.01296    0.01079   0.005257         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     59/499      4.32G    0.01297    0.01078   0.005266         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     59/499      4.32G    0.01297    0.01078   0.005266         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     59/499      4.32G    0.01297    0.01077   0.005251         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     59/499      4.32G    0.01297    0.01077   0.005251         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     59/499      4.32G    0.01297    0.01076   0.005298         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     59/499      4.32G    0.01297    0.01076   0.005298         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     59/499      4.32G    0.01296    0.01078    0.00529         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     59/499      4.32G    0.01296    0.01078    0.00529         81        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
     59/499      4.32G    0.01296    0.01077    0.00529         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     59/499      4.32G    0.01296    0.01077    0.00529         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     59/499      4.32G    0.01296    0.01078   0.005286         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     59/499      4.32G    0.01296    0.01078   0.005286         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
     59/499      4.32G    0.01295    0.01077   0.005308         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
     59/499      4.32G    0.01295    0.01077   0.005308         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     59/499      4.32G    0.01294    0.01077   0.005301         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     59/499      4.32G    0.01294    0.01077   0.005301         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
     59/499      4.32G    0.01294    0.01076   0.005303         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
     59/499      4.32G    0.01294    0.01076   0.005303         58        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
     59/499      4.32G    0.01294    0.01078   0.005284         82        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
     59/499      4.32G    0.01294    0.01078   0.005284         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     59/499      4.32G    0.01294    0.01078   0.005297         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     59/499      4.32G    0.01294    0.01078   0.005297         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     59/499      4.32G    0.01294    0.01079   0.005281         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     59/499      4.32G    0.01294    0.01079   0.005281         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
     59/499      4.32G    0.01294     0.0108   0.005269         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
     59/499      4.32G    0.01294     0.0108   0.005269         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     59/499      4.32G    0.01293    0.01081   0.005289         89        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     59/499      4.32G    0.01293    0.01081   0.005289         89        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     59/499      4.32G    0.01292    0.01082   0.005267         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     59/499      4.32G    0.01292    0.01082   0.005267         69        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
     59/499      4.32G    0.01293    0.01083   0.005269         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     59/499      4.32G    0.01293    0.01083   0.005269         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     59/499      4.32G    0.01292    0.01082   0.005271         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     59/499      4.32G    0.01292    0.01082   0.005271         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     59/499      4.32G    0.01292    0.01082   0.005259         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     59/499      4.32G    0.01292    0.01082   0.005259         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     59/499      4.32G    0.01293    0.01083   0.005247         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
     59/499      4.32G    0.01293    0.01083   0.005247         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     59/499      4.32G    0.01293    0.01084   0.005242         81        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     59/499      4.32G    0.01293    0.01084   0.005242         81        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
     59/499      4.32G    0.01292    0.01082   0.005235         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
     59/499      4.32G    0.01292    0.01082   0.005235         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     59/499      4.32G    0.01292    0.01082   0.005244         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
     59/499      4.32G    0.01292    0.01082   0.005244         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     59/499      4.32G    0.01293    0.01083   0.005276         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     59/499      4.32G    0.01293    0.01083   0.005276         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     59/499      4.32G    0.01292    0.01082   0.005269         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     59/499      4.32G    0.01292    0.01082   0.005269         60        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     59/499      4.32G    0.01293    0.01081   0.005284         36        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     59/499      4.32G    0.01293    0.01081   0.005284         36        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     59/499      4.32G    0.01293    0.01081   0.005284         36        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.786       0.84      0.844       0.72

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     60/499      4.32G    0.01464    0.01161   0.004167         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     60/499      4.32G    0.01464    0.01161   0.004167         66        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     60/499      4.32G    0.01388    0.01047   0.003803         65        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     60/499      4.32G    0.01388    0.01047   0.003803         65        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     60/499      4.32G     0.0134    0.01037   0.004327         59        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     60/499      4.32G     0.0134    0.01037   0.004327         59        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     60/499      4.32G    0.01303    0.01017   0.004583         66        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     60/499      4.32G    0.01303    0.01017   0.004583         66        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     60/499      4.32G    0.01345    0.01075   0.004693         78        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     60/499      4.32G    0.01345    0.01075   0.004693         78        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
     60/499      4.32G    0.01354    0.01037   0.005384         56        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
     60/499      4.32G    0.01354    0.01037   0.005384         56        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     60/499      4.32G    0.01342    0.01061   0.005043         78        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     60/499      4.32G    0.01342    0.01061   0.005043         78        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
     60/499      4.32G    0.01338    0.01074   0.005692         62        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
     60/499      4.32G    0.01338    0.01074   0.005692         62        640:   5%|4         | 8/168 [00:01<00:29,  5.33it/s]
     60/499      4.32G     0.0135    0.01105   0.005515         72        640:   5%|4         | 8/168 [00:01<00:29,  5.33it/s]
     60/499      4.32G     0.0135    0.01105   0.005515         72        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
     60/499      4.32G    0.01317    0.01085   0.005497         62        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
     60/499      4.32G    0.01317    0.01085   0.005497         62        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
     60/499      4.32G    0.01329    0.01108   0.005404         80        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
     60/499      4.32G    0.01329    0.01108   0.005404         80        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
     60/499      4.32G    0.01313    0.01102   0.005235         68        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
     60/499      4.32G    0.01313    0.01102   0.005235         68        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
     60/499      4.32G    0.01317    0.01101   0.005581         65        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
     60/499      4.32G    0.01317    0.01101   0.005581         65        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     60/499      4.32G    0.01315    0.01115   0.005472         78        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
     60/499      4.32G    0.01315    0.01115   0.005472         78        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     60/499      4.32G    0.01313    0.01108   0.005442         65        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     60/499      4.32G    0.01313    0.01108   0.005442         65        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     60/499      4.32G    0.01314    0.01112   0.005461         73        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     60/499      4.32G    0.01314    0.01112   0.005461         73        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     60/499      4.32G    0.01314    0.01117   0.005383         78        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
     60/499      4.32G    0.01314    0.01117   0.005383         78        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     60/499      4.32G    0.01313    0.01107   0.005328         67        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     60/499      4.32G    0.01313    0.01107   0.005328         67        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     60/499      4.32G    0.01308    0.01101   0.005282         74        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     60/499      4.32G    0.01308    0.01101   0.005282         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
     60/499      4.32G    0.01313    0.01092   0.005188         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
     60/499      4.32G    0.01313    0.01092   0.005188         63        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     60/499      4.32G    0.01322    0.01094    0.00538         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     60/499      4.32G    0.01322    0.01094    0.00538         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     60/499      4.32G    0.01328    0.01101   0.005421         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     60/499      4.32G    0.01328    0.01101   0.005421         80        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
     60/499      4.32G    0.01322    0.01092   0.005419         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
     60/499      4.32G    0.01322    0.01092   0.005419         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     60/499      4.32G     0.0132    0.01086   0.005449         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     60/499      4.32G     0.0132    0.01086   0.005449         57        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     60/499      4.32G    0.01325    0.01094    0.00546         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     60/499      4.32G    0.01325    0.01094    0.00546         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     60/499      4.32G    0.01328    0.01092   0.005371         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     60/499      4.32G    0.01328    0.01092   0.005371         75        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
     60/499      4.32G    0.01331    0.01093   0.005374         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
     60/499      4.32G    0.01331    0.01093   0.005374         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     60/499      4.32G    0.01324    0.01086   0.005278         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     60/499      4.32G    0.01324    0.01086   0.005278         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     60/499      4.32G    0.01321    0.01094    0.00519         92        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     60/499      4.32G    0.01321    0.01094    0.00519         92        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     60/499      4.32G    0.01318    0.01092    0.00536         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     60/499      4.32G    0.01318    0.01092    0.00536         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     60/499      4.32G    0.01308    0.01086   0.005349         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     60/499      4.32G    0.01308    0.01086   0.005349         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     60/499      4.32G     0.0131    0.01087   0.005359         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     60/499      4.32G     0.0131    0.01087   0.005359         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
     60/499      4.32G    0.01308    0.01088   0.005378         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
     60/499      4.32G    0.01308    0.01088   0.005378         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     60/499      4.32G    0.01305    0.01086   0.005337         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     60/499      4.32G    0.01305    0.01086   0.005337         59        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     60/499      4.32G    0.01302    0.01081   0.005209         51        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     60/499      4.32G    0.01302    0.01081   0.005209         51        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     60/499      4.32G    0.01302    0.01079    0.00512         67        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     60/499      4.32G    0.01302    0.01079    0.00512         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     60/499      4.32G    0.01303    0.01081   0.005129         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     60/499      4.32G    0.01303    0.01081   0.005129         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     60/499      4.32G    0.01303    0.01081   0.005224         53        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     60/499      4.32G    0.01303    0.01081   0.005224         53        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     60/499      4.32G    0.01301    0.01083   0.005278         81        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     60/499      4.32G    0.01301    0.01083   0.005278         81        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     60/499      4.32G    0.01298    0.01088   0.005239         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     60/499      4.32G    0.01298    0.01088   0.005239         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     60/499      4.32G    0.01293    0.01078   0.005225         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     60/499      4.32G    0.01293    0.01078   0.005225         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
     60/499      4.32G    0.01297    0.01076   0.005184         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
     60/499      4.32G    0.01297    0.01076   0.005184         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
     60/499      4.32G    0.01295    0.01075   0.005159         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     60/499      4.32G    0.01295    0.01075   0.005159         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     60/499      4.32G    0.01293    0.01075   0.005171         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     60/499      4.32G    0.01293    0.01075   0.005171         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     60/499      4.32G     0.0129    0.01073   0.005151         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     60/499      4.32G     0.0129    0.01073   0.005151         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     60/499      4.32G    0.01287    0.01074   0.005121         84        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     60/499      4.32G    0.01287    0.01074   0.005121         84        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     60/499      4.32G    0.01286    0.01074   0.005128         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     60/499      4.32G    0.01286    0.01074   0.005128         65        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     60/499      4.32G    0.01288    0.01074   0.005087         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     60/499      4.32G    0.01288    0.01074   0.005087         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     60/499      4.32G    0.01285    0.01074    0.00512         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     60/499      4.32G    0.01285    0.01074    0.00512         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     60/499      4.32G    0.01286    0.01077   0.005079         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     60/499      4.32G    0.01286    0.01077   0.005079         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     60/499      4.32G    0.01287    0.01076   0.005049         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     60/499      4.32G    0.01287    0.01076   0.005049         59        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     60/499      4.32G    0.01286    0.01076   0.005111         75        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     60/499      4.32G    0.01286    0.01076   0.005111         75        640:  31%|###       | 52/168 [00:09<00:22,  5.11it/s]
     60/499      4.32G    0.01296     0.0107   0.005133         49        640:  31%|###       | 52/168 [00:10<00:22,  5.11it/s]
     60/499      4.32G    0.01296     0.0107   0.005133         49        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     60/499      4.32G    0.01301    0.01074   0.005087         73        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     60/499      4.32G    0.01301    0.01074   0.005087         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     60/499      4.32G    0.01303    0.01081   0.005122         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     60/499      4.32G    0.01303    0.01081   0.005122         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     60/499      4.32G    0.01302    0.01084   0.005138         92        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     60/499      4.32G    0.01302    0.01084   0.005138         92        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     60/499      4.32G    0.01301    0.01079   0.005167         52        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     60/499      4.32G    0.01301    0.01079   0.005167         52        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     60/499      4.32G    0.01305    0.01084   0.005209         77        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     60/499      4.32G    0.01305    0.01084   0.005209         77        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
     60/499      4.32G    0.01305    0.01084    0.00525         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
     60/499      4.32G    0.01305    0.01084    0.00525         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     60/499      4.32G    0.01305    0.01085   0.005204         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     60/499      4.32G    0.01305    0.01085   0.005204         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     60/499      4.32G    0.01304    0.01083   0.005225         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     60/499      4.32G    0.01304    0.01083   0.005225         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     60/499      4.32G    0.01304    0.01085   0.005247         80        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     60/499      4.32G    0.01304    0.01085   0.005247         80        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     60/499      4.32G    0.01304    0.01091   0.005243         91        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     60/499      4.32G    0.01304    0.01091   0.005243         91        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     60/499      4.32G    0.01306    0.01089   0.005276         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     60/499      4.32G    0.01306    0.01089   0.005276         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     60/499      4.32G    0.01304    0.01088    0.00528         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     60/499      4.32G    0.01304    0.01088    0.00528         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     60/499      4.32G    0.01301    0.01085   0.005232         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     60/499      4.32G    0.01301    0.01085   0.005232         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     60/499      4.32G      0.013    0.01089   0.005217         82        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     60/499      4.32G      0.013    0.01089   0.005217         82        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     60/499      4.32G    0.01299    0.01086   0.005231         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     60/499      4.32G    0.01299    0.01086   0.005231         53        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
     60/499      4.32G    0.01299    0.01085   0.005255         64        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
     60/499      4.32G    0.01299    0.01085   0.005255         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     60/499      4.32G    0.01299    0.01087   0.005283         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     60/499      4.32G    0.01299    0.01087   0.005283         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     60/499      4.32G    0.01298    0.01088   0.005273         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     60/499      4.32G    0.01298    0.01088   0.005273         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     60/499      4.32G    0.01299    0.01086   0.005244         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     60/499      4.32G    0.01299    0.01086   0.005244         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     60/499      4.32G    0.01301    0.01084   0.005207         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     60/499      4.32G    0.01301    0.01084   0.005207         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.10it/s]
     60/499      4.32G      0.013    0.01084   0.005206         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     60/499      4.32G      0.013    0.01084   0.005206         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     60/499      4.32G      0.013    0.01086   0.005181         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     60/499      4.32G      0.013    0.01086   0.005181         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     60/499      4.32G      0.013    0.01088   0.005189         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     60/499      4.32G      0.013    0.01088   0.005189         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     60/499      4.32G    0.01303    0.01094   0.005211         80        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     60/499      4.32G    0.01303    0.01094   0.005211         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     60/499      4.32G    0.01306    0.01096   0.005202         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     60/499      4.32G    0.01306    0.01096   0.005202         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     60/499      4.32G    0.01307    0.01096   0.005261         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     60/499      4.32G    0.01307    0.01096   0.005261         62        640:  47%|####7     | 79/168 [00:14<00:17,  5.17it/s]
     60/499      4.32G    0.01307    0.01093   0.005263         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     60/499      4.32G    0.01307    0.01093   0.005263         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     60/499      4.32G    0.01306    0.01093   0.005251         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     60/499      4.32G    0.01306    0.01093   0.005251         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     60/499      4.32G    0.01305    0.01093   0.005255         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     60/499      4.32G    0.01305    0.01093   0.005255         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     60/499      4.32G    0.01304    0.01092   0.005238         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     60/499      4.32G    0.01304    0.01092   0.005238         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     60/499      4.32G    0.01304    0.01092   0.005232         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
     60/499      4.32G    0.01304    0.01092   0.005232         75        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
     60/499      4.32G    0.01304     0.0109   0.005229         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
     60/499      4.32G    0.01304     0.0109   0.005229         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     60/499      4.32G    0.01305    0.01089   0.005268         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     60/499      4.32G    0.01305    0.01089   0.005268         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     60/499      4.32G    0.01305    0.01087   0.005277         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
     60/499      4.32G    0.01305    0.01087   0.005277         62        640:  52%|#####1    | 87/168 [00:16<00:14,  5.41it/s]
     60/499      4.32G    0.01305    0.01087   0.005265         77        640:  52%|#####1    | 87/168 [00:16<00:14,  5.41it/s]
     60/499      4.32G    0.01305    0.01087   0.005265         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     60/499      4.32G    0.01306    0.01084   0.005274         46        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
     60/499      4.32G    0.01306    0.01084   0.005274         46        640:  53%|#####2    | 89/168 [00:16<00:14,  5.34it/s]
     60/499      4.32G    0.01306    0.01082   0.005314         70        640:  53%|#####2    | 89/168 [00:17<00:14,  5.34it/s]
     60/499      4.32G    0.01306    0.01082   0.005314         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.41it/s]
     60/499      4.32G    0.01306    0.01082   0.005314         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.41it/s]
     60/499      4.32G    0.01306    0.01082   0.005314         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     60/499      4.32G    0.01309     0.0108   0.005297         49        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     60/499      4.32G    0.01309     0.0108   0.005297         49        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     60/499      4.32G    0.01311    0.01078   0.005303         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     60/499      4.32G    0.01311    0.01078   0.005303         64        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     60/499      4.32G     0.0131     0.0108   0.005273         91        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
     60/499      4.32G     0.0131     0.0108   0.005273         91        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     60/499      4.32G    0.01309     0.0108    0.00529         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
     60/499      4.32G    0.01309     0.0108    0.00529         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     60/499      4.32G    0.01308    0.01078   0.005312         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     60/499      4.32G    0.01308    0.01078   0.005312         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     60/499      4.32G    0.01309    0.01077   0.005337         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     60/499      4.32G    0.01309    0.01077   0.005337         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     60/499      4.32G     0.0131    0.01077   0.005319         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     60/499      4.32G     0.0131    0.01077   0.005319         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     60/499      4.32G    0.01312    0.01077   0.005294         56        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     60/499      4.32G    0.01312    0.01077   0.005294         56        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     60/499      4.32G    0.01313    0.01076   0.005286         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
     60/499      4.32G    0.01313    0.01076   0.005286         64        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
     60/499      4.32G    0.01314    0.01074   0.005278         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     60/499      4.32G    0.01314    0.01074   0.005278         63        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     60/499      4.32G    0.01314    0.01072   0.005248         53        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     60/499      4.32G    0.01314    0.01072   0.005248         53        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     60/499      4.32G    0.01317    0.01075    0.00522         68        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     60/499      4.32G    0.01317    0.01075    0.00522         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     60/499      4.32G    0.01316    0.01073   0.005212         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     60/499      4.32G    0.01316    0.01073   0.005212         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     60/499      4.32G    0.01316    0.01076   0.005223         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
     60/499      4.32G    0.01316    0.01076   0.005223         73        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     60/499      4.32G    0.01317     0.0108   0.005243         76        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     60/499      4.32G    0.01317     0.0108   0.005243         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     60/499      4.32G    0.01316    0.01082   0.005255         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
     60/499      4.32G    0.01316    0.01082   0.005255         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     60/499      4.32G    0.01314    0.01079   0.005261         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
     60/499      4.32G    0.01314    0.01079   0.005261         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     60/499      4.32G    0.01314    0.01077   0.005255         54        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     60/499      4.32G    0.01314    0.01077   0.005255         54        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     60/499      4.32G    0.01316    0.01078   0.005238         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     60/499      4.32G    0.01316    0.01078   0.005238         73        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     60/499      4.32G    0.01315    0.01077   0.005223         63        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     60/499      4.32G    0.01315    0.01077   0.005223         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     60/499      4.32G    0.01313    0.01078   0.005202         85        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     60/499      4.32G    0.01313    0.01078   0.005202         85        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     60/499      4.32G    0.01313    0.01077   0.005198         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     60/499      4.32G    0.01313    0.01077   0.005198         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     60/499      4.32G    0.01313    0.01078   0.005187         82        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
     60/499      4.32G    0.01313    0.01078   0.005187         82        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     60/499      4.32G    0.01314    0.01078   0.005178         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     60/499      4.32G    0.01314    0.01078   0.005178         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     60/499      4.32G    0.01313    0.01078   0.005175         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
     60/499      4.32G    0.01313    0.01078   0.005175         72        640:  69%|######9   | 116/168 [00:21<00:09,  5.31it/s]
     60/499      4.32G    0.01312    0.01077   0.005154         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     60/499      4.32G    0.01312    0.01077   0.005154         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     60/499      4.32G    0.01312    0.01077   0.005162         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     60/499      4.32G    0.01312    0.01077   0.005162         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     60/499      4.32G    0.01312    0.01076   0.005157         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
     60/499      4.32G    0.01312    0.01076   0.005157         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     60/499      4.32G    0.01313    0.01075   0.005205         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     60/499      4.32G    0.01313    0.01075   0.005205         60        640:  71%|#######1  | 120/168 [00:22<00:08,  5.33it/s]
     60/499      4.32G    0.01311    0.01074   0.005227         63        640:  71%|#######1  | 120/168 [00:22<00:08,  5.33it/s]
     60/499      4.32G    0.01311    0.01074   0.005227         63        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
     60/499      4.32G    0.01312    0.01074   0.005262         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     60/499      4.32G    0.01312    0.01074   0.005262         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     60/499      4.32G    0.01315    0.01075   0.005252         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     60/499      4.32G    0.01315    0.01075   0.005252         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
     60/499      4.32G    0.01315    0.01077   0.005264         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
     60/499      4.32G    0.01315    0.01077   0.005264         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     60/499      4.32G    0.01316    0.01079   0.005251         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     60/499      4.32G    0.01316    0.01079   0.005251         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     60/499      4.32G    0.01316    0.01079   0.005243         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     60/499      4.32G    0.01316    0.01079   0.005243         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.28it/s]
     60/499      4.32G    0.01318    0.01078   0.005241         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
     60/499      4.32G    0.01318    0.01078   0.005241         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     60/499      4.32G     0.0132     0.0108   0.005213         82        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     60/499      4.32G     0.0132     0.0108   0.005213         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     60/499      4.32G    0.01318     0.0108   0.005201         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     60/499      4.32G    0.01318     0.0108   0.005201         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     60/499      4.32G    0.01318    0.01079   0.005167         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     60/499      4.32G    0.01318    0.01079   0.005167         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     60/499      4.32G     0.0132    0.01079   0.005193         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     60/499      4.32G     0.0132    0.01079   0.005193         70        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     60/499      4.32G     0.0132    0.01078   0.005205         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     60/499      4.32G     0.0132    0.01078   0.005205         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     60/499      4.32G    0.01319    0.01077   0.005214         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     60/499      4.32G    0.01319    0.01077   0.005214         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     60/499      4.32G    0.01319    0.01077   0.005195         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     60/499      4.32G    0.01319    0.01077   0.005195         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     60/499      4.32G    0.01317    0.01076   0.005202         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     60/499      4.32G    0.01317    0.01076   0.005202         60        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     60/499      4.32G    0.01317    0.01077    0.00521         84        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     60/499      4.32G    0.01317    0.01077    0.00521         84        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     60/499      4.32G    0.01317    0.01075   0.005203         53        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     60/499      4.32G    0.01317    0.01075   0.005203         53        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
     60/499      4.32G    0.01316    0.01075   0.005184         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     60/499      4.32G    0.01316    0.01075   0.005184         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     60/499      4.32G    0.01315    0.01073   0.005173         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     60/499      4.32G    0.01315    0.01073   0.005173         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     60/499      4.32G    0.01315    0.01072   0.005186         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     60/499      4.32G    0.01315    0.01072   0.005186         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
     60/499      4.32G    0.01316    0.01072   0.005181         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
     60/499      4.32G    0.01316    0.01072   0.005181         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     60/499      4.32G    0.01317    0.01072   0.005167         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     60/499      4.32G    0.01317    0.01072   0.005167         72        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
     60/499      4.32G    0.01317     0.0107   0.005153         53        640:  85%|########4 | 142/168 [00:27<00:04,  5.26it/s]
     60/499      4.32G    0.01317     0.0107   0.005153         53        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     60/499      4.32G    0.01318    0.01074   0.005152         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     60/499      4.32G    0.01318    0.01074   0.005152         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
     60/499      4.32G    0.01317    0.01073   0.005149         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
     60/499      4.32G    0.01317    0.01073   0.005149         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     60/499      4.32G    0.01316    0.01073   0.005146         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
     60/499      4.32G    0.01316    0.01073   0.005146         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     60/499      4.32G    0.01316    0.01072   0.005142         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     60/499      4.32G    0.01316    0.01072   0.005142         60        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     60/499      4.32G    0.01317    0.01071   0.005149         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
     60/499      4.32G    0.01317    0.01071   0.005149         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     60/499      4.32G    0.01317    0.01071   0.005167         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
     60/499      4.32G    0.01317    0.01071   0.005167         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     60/499      4.32G    0.01319    0.01071    0.00519         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
     60/499      4.32G    0.01319    0.01071    0.00519         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     60/499      4.32G    0.01319    0.01071   0.005191         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
     60/499      4.32G    0.01319    0.01071   0.005191         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     60/499      4.32G    0.01318    0.01071   0.005168         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
     60/499      4.32G    0.01318    0.01071   0.005168         69        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     60/499      4.32G    0.01317     0.0107   0.005159         64        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     60/499      4.32G    0.01317     0.0107   0.005159         64        640:  91%|#########1| 153/168 [00:28<00:02,  5.31it/s]
     60/499      4.32G    0.01316    0.01069   0.005152         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     60/499      4.32G    0.01316    0.01069   0.005152         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     60/499      4.32G    0.01315    0.01069   0.005155         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     60/499      4.32G    0.01315    0.01069   0.005155         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     60/499      4.32G    0.01316     0.0107   0.005149         84        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     60/499      4.32G    0.01316     0.0107   0.005149         84        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     60/499      4.32G    0.01314     0.0107   0.005163         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     60/499      4.32G    0.01314     0.0107   0.005163         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     60/499      4.32G    0.01315    0.01068   0.005172         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     60/499      4.32G    0.01315    0.01068   0.005172         63        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
     60/499      4.32G    0.01315    0.01068   0.005182         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     60/499      4.32G    0.01315    0.01068   0.005182         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     60/499      4.32G    0.01315    0.01069   0.005171         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     60/499      4.32G    0.01315    0.01069   0.005171         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     60/499      4.32G    0.01316    0.01072   0.005168         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
     60/499      4.32G    0.01316    0.01072   0.005168         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     60/499      4.32G    0.01315    0.01071   0.005162         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     60/499      4.32G    0.01315    0.01071   0.005162         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.41it/s]
     60/499      4.32G    0.01315    0.01073   0.005144         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.41it/s]
     60/499      4.32G    0.01315    0.01073   0.005144         74        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
     60/499      4.32G    0.01315    0.01073   0.005158         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.25it/s]
     60/499      4.32G    0.01315    0.01073   0.005158         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     60/499      4.32G    0.01315    0.01074   0.005142         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     60/499      4.32G    0.01315    0.01074   0.005142         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     60/499      4.32G    0.01315    0.01073   0.005135         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
     60/499      4.32G    0.01315    0.01073   0.005135         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     60/499      4.32G    0.01316    0.01076   0.005149         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     60/499      4.32G    0.01316    0.01076   0.005149         80        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     60/499      4.32G    0.01317    0.01076   0.005171         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     60/499      4.32G    0.01317    0.01076   0.005171         30        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
     60/499      4.32G    0.01317    0.01076   0.005171         30        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.35it/s]
                   all        132        263      0.821      0.853      0.867      0.739

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     61/499      4.32G    0.01507   0.009485   0.003748         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
     61/499      4.32G    0.01507   0.009485   0.003748         61        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     61/499      4.32G    0.01404    0.01016   0.004855         71        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     61/499      4.32G    0.01404    0.01016   0.004855         71        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     61/499      4.32G    0.01384     0.0108   0.005018         75        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     61/499      4.32G    0.01384     0.0108   0.005018         75        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     61/499      4.32G    0.01323    0.01079   0.004969         70        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     61/499      4.32G    0.01323    0.01079   0.004969         70        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     61/499      4.32G     0.0133    0.01065   0.006273         69        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     61/499      4.32G     0.0133    0.01065   0.006273         69        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     61/499      4.32G     0.0135     0.0109   0.005847         72        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     61/499      4.32G     0.0135     0.0109   0.005847         72        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     61/499      4.32G    0.01334    0.01108   0.005671         66        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     61/499      4.32G    0.01334    0.01108   0.005671         66        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     61/499      4.32G    0.01323    0.01137   0.005414         79        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     61/499      4.32G    0.01323    0.01137   0.005414         79        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     61/499      4.32G    0.01313    0.01141   0.005585         74        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
     61/499      4.32G    0.01313    0.01141   0.005585         74        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     61/499      4.32G    0.01316    0.01121    0.00563         65        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     61/499      4.32G    0.01316    0.01121    0.00563         65        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
     61/499      4.32G    0.01305     0.0112   0.005871         77        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
     61/499      4.32G    0.01305     0.0112   0.005871         77        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     61/499      4.32G     0.0131    0.01119   0.005753         68        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     61/499      4.32G     0.0131    0.01119   0.005753         68        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     61/499      4.32G    0.01306    0.01095    0.00553         57        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     61/499      4.32G    0.01306    0.01095    0.00553         57        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     61/499      4.32G    0.01302     0.0109   0.005626         68        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     61/499      4.32G    0.01302     0.0109   0.005626         68        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     61/499      4.32G    0.01308    0.01087   0.005776         59        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
     61/499      4.32G    0.01308    0.01087   0.005776         59        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     61/499      4.32G    0.01315    0.01099   0.005745         79        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     61/499      4.32G    0.01315    0.01099   0.005745         79        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     61/499      4.32G    0.01306    0.01105   0.005543         73        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     61/499      4.32G    0.01306    0.01105   0.005543         73        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     61/499      4.32G      0.013    0.01107   0.005421         59        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     61/499      4.32G      0.013    0.01107   0.005421         59        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     61/499      4.32G     0.0129    0.01103   0.005266         66        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     61/499      4.32G     0.0129    0.01103   0.005266         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     61/499      4.32G    0.01295    0.01092   0.005225         54        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     61/499      4.32G    0.01295    0.01092   0.005225         54        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     61/499      4.32G    0.01297    0.01089    0.00523         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     61/499      4.32G    0.01297    0.01089    0.00523         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     61/499      4.32G    0.01291    0.01091   0.005186         81        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     61/499      4.32G    0.01291    0.01091   0.005186         81        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     61/499      4.32G    0.01298    0.01089   0.005323         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     61/499      4.32G    0.01298    0.01089   0.005323         61        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     61/499      4.32G    0.01295    0.01084   0.005306         60        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     61/499      4.32G    0.01295    0.01084   0.005306         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     61/499      4.32G    0.01298    0.01094    0.00526         80        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     61/499      4.32G    0.01298    0.01094    0.00526         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     61/499      4.32G    0.01306    0.01104   0.005266         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     61/499      4.32G    0.01306    0.01104   0.005266         73        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
     61/499      4.32G    0.01306    0.01101   0.005179         61        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     61/499      4.32G    0.01306    0.01101   0.005179         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     61/499      4.32G    0.01308    0.01096   0.005166         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     61/499      4.32G    0.01308    0.01096   0.005166         61        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     61/499      4.32G    0.01311    0.01099   0.005178         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     61/499      4.32G    0.01311    0.01099   0.005178         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     61/499      4.32G    0.01311    0.01096   0.005192         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     61/499      4.32G    0.01311    0.01096   0.005192         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
     61/499      4.32G    0.01306    0.01089   0.005177         57        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
     61/499      4.32G    0.01306    0.01089   0.005177         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.13it/s]
     61/499      4.32G    0.01315    0.01095    0.00517         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
     61/499      4.32G    0.01315    0.01095    0.00517         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     61/499      4.32G    0.01315    0.01099   0.005112         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     61/499      4.32G    0.01315    0.01099   0.005112         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     61/499      4.32G    0.01317    0.01111   0.005069         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     61/499      4.32G    0.01317    0.01111   0.005069         82        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     61/499      4.32G    0.01318    0.01107   0.005042         59        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     61/499      4.32G    0.01318    0.01107   0.005042         59        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     61/499      4.32G    0.01309      0.011   0.005046         64        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     61/499      4.32G    0.01309      0.011   0.005046         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     61/499      4.32G    0.01308    0.01106   0.005076         85        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
     61/499      4.32G    0.01308    0.01106   0.005076         85        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     61/499      4.32G    0.01305    0.01101   0.005118         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     61/499      4.32G    0.01305    0.01101   0.005118         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     61/499      4.32G    0.01306    0.01106   0.005093         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     61/499      4.32G    0.01306    0.01106   0.005093         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     61/499      4.32G    0.01303    0.01102    0.00505         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     61/499      4.32G    0.01303    0.01102    0.00505         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     61/499      4.32G    0.01301    0.01101   0.005149         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     61/499      4.32G    0.01301    0.01101   0.005149         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     61/499      4.32G    0.01304    0.01095   0.005109         62        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     61/499      4.32G    0.01304    0.01095   0.005109         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
     61/499      4.32G    0.01303    0.01092   0.005068         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     61/499      4.32G    0.01303    0.01092   0.005068         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     61/499      4.32G    0.01305    0.01092   0.005117         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     61/499      4.32G    0.01305    0.01092   0.005117         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     61/499      4.32G    0.01304    0.01095   0.005158         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     61/499      4.32G    0.01304    0.01095   0.005158         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     61/499      4.32G    0.01304    0.01092   0.005192         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     61/499      4.32G    0.01304    0.01092   0.005192         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     61/499      4.32G    0.01307    0.01092   0.005285         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     61/499      4.32G    0.01307    0.01092   0.005285         66        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
     61/499      4.32G    0.01301    0.01088   0.005248         66        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     61/499      4.32G    0.01301    0.01088   0.005248         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     61/499      4.32G    0.01299    0.01084   0.005237         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
     61/499      4.32G    0.01299    0.01084   0.005237         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
     61/499      4.32G    0.01299    0.01083   0.005218         71        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
     61/499      4.32G    0.01299    0.01083   0.005218         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     61/499      4.32G    0.01297    0.01081   0.005328         56        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     61/499      4.32G    0.01297    0.01081   0.005328         56        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
     61/499      4.32G    0.01297    0.01079   0.005274         58        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
     61/499      4.32G    0.01297    0.01079   0.005274         58        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     61/499      4.32G      0.013    0.01076   0.005245         61        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     61/499      4.32G      0.013    0.01076   0.005245         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     61/499      4.32G    0.01302    0.01073   0.005216         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     61/499      4.32G    0.01302    0.01073   0.005216         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     61/499      4.32G      0.013    0.01076   0.005248         79        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     61/499      4.32G      0.013    0.01076   0.005248         79        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     61/499      4.32G    0.01298    0.01073    0.00523         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     61/499      4.32G    0.01298    0.01073    0.00523         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     61/499      4.32G    0.01298    0.01074   0.005255         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     61/499      4.32G    0.01298    0.01074   0.005255         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     61/499      4.32G      0.013    0.01074   0.005237         70        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
     61/499      4.32G      0.013    0.01074   0.005237         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     61/499      4.32G    0.01301    0.01074   0.005245         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     61/499      4.32G    0.01301    0.01074   0.005245         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     61/499      4.32G    0.01299    0.01073   0.005248         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     61/499      4.32G    0.01299    0.01073   0.005248         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     61/499      4.32G    0.01301    0.01072   0.005292         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     61/499      4.32G    0.01301    0.01072   0.005292         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     61/499      4.32G    0.01297    0.01072   0.005316         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     61/499      4.32G    0.01297    0.01072   0.005316         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     61/499      4.32G    0.01298    0.01074   0.005273         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     61/499      4.32G    0.01298    0.01074   0.005273         76        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     61/499      4.32G    0.01295    0.01075    0.00522         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     61/499      4.32G    0.01295    0.01075    0.00522         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     61/499      4.32G    0.01298    0.01078   0.005186         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
     61/499      4.32G    0.01298    0.01078   0.005186         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     61/499      4.32G    0.01298    0.01075   0.005194         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     61/499      4.32G    0.01298    0.01075   0.005194         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     61/499      4.32G      0.013    0.01075    0.00518         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     61/499      4.32G      0.013    0.01075    0.00518         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     61/499      4.32G    0.01299    0.01073   0.005179         56        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     61/499      4.32G    0.01299    0.01073   0.005179         56        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     61/499      4.32G    0.01302    0.01071   0.005245         56        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     61/499      4.32G    0.01302    0.01071   0.005245         56        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     61/499      4.32G    0.01302    0.01074   0.005291         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
     61/499      4.32G    0.01302    0.01074   0.005291         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     61/499      4.32G    0.01301    0.01075     0.0053         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
     61/499      4.32G    0.01301    0.01075     0.0053         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     61/499      4.32G    0.01301    0.01076   0.005421         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     61/499      4.32G    0.01301    0.01076   0.005421         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     61/499      4.32G    0.01302    0.01076   0.005449         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     61/499      4.32G    0.01302    0.01076   0.005449         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
     61/499      4.32G      0.013    0.01076   0.005434         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
     61/499      4.32G      0.013    0.01076   0.005434         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     61/499      4.32G    0.01298    0.01074   0.005407         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     61/499      4.32G    0.01298    0.01074   0.005407         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     61/499      4.32G    0.01298    0.01077    0.00544         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     61/499      4.32G    0.01298    0.01077    0.00544         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     61/499      4.32G    0.01297    0.01076   0.005467         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     61/499      4.32G    0.01297    0.01076   0.005467         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     61/499      4.32G    0.01293    0.01073   0.005475         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
     61/499      4.32G    0.01293    0.01073   0.005475         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
     61/499      4.32G    0.01292    0.01076   0.005516         85        640:  46%|####6     | 78/168 [00:15<00:16,  5.37it/s]
     61/499      4.32G    0.01292    0.01076   0.005516         85        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     61/499      4.32G    0.01293    0.01078   0.005479         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
     61/499      4.32G    0.01293    0.01078   0.005479         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     61/499      4.32G    0.01297    0.01079   0.005461         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     61/499      4.32G    0.01297    0.01079   0.005461         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     61/499      4.32G    0.01295    0.01079   0.005439         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     61/499      4.32G    0.01295    0.01079   0.005439         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     61/499      4.32G      0.013    0.01081   0.005425         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     61/499      4.32G      0.013    0.01081   0.005425         57        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
     61/499      4.32G    0.01301    0.01081   0.005449         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
     61/499      4.32G    0.01301    0.01081   0.005449         73        640:  50%|#####     | 84/168 [00:15<00:15,  5.27it/s]
     61/499      4.32G      0.013    0.01083   0.005436         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     61/499      4.32G      0.013    0.01083   0.005436         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     61/499      4.32G      0.013    0.01085   0.005418         79        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     61/499      4.32G      0.013    0.01085   0.005418         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     61/499      4.32G    0.01299    0.01086   0.005392         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     61/499      4.32G    0.01299    0.01086   0.005392         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
     61/499      4.32G    0.01299    0.01091   0.005412         90        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
     61/499      4.32G    0.01299    0.01091   0.005412         90        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     61/499      4.32G    0.01299     0.0109   0.005421         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     61/499      4.32G    0.01299     0.0109   0.005421         75        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
     61/499      4.32G      0.013    0.01092   0.005452         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
     61/499      4.32G      0.013    0.01092   0.005452         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     61/499      4.32G    0.01301    0.01093   0.005432         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     61/499      4.32G    0.01301    0.01093   0.005432         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     61/499      4.32G      0.013    0.01092   0.005443         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     61/499      4.32G      0.013    0.01092   0.005443         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     61/499      4.32G      0.013    0.01092   0.005449         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     61/499      4.32G      0.013    0.01092   0.005449         68        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     61/499      4.32G    0.01302    0.01097   0.005429         80        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
     61/499      4.32G    0.01302    0.01097   0.005429         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     61/499      4.32G    0.01303    0.01097    0.00545         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     61/499      4.32G    0.01303    0.01097    0.00545         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     61/499      4.32G      0.013    0.01097    0.00542         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     61/499      4.32G      0.013    0.01097    0.00542         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     61/499      4.32G    0.01298    0.01096   0.005443         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     61/499      4.32G    0.01298    0.01096   0.005443         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     61/499      4.32G    0.01299    0.01096   0.005474         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     61/499      4.32G    0.01299    0.01096   0.005474         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     61/499      4.32G    0.01297    0.01094    0.00549         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     61/499      4.32G    0.01297    0.01094    0.00549         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     61/499      4.32G    0.01297    0.01091    0.00545         57        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
     61/499      4.32G    0.01297    0.01091    0.00545         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     61/499      4.32G    0.01298    0.01093   0.005454         59        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     61/499      4.32G    0.01298    0.01093   0.005454         59        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     61/499      4.32G    0.01299    0.01094   0.005445         64        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     61/499      4.32G    0.01299    0.01094   0.005445         64        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     61/499      4.32G    0.01297    0.01094   0.005426         78        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     61/499      4.32G    0.01297    0.01094   0.005426         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     61/499      4.32G    0.01298    0.01093   0.005476         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     61/499      4.32G    0.01298    0.01093   0.005476         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     61/499      4.32G    0.01297    0.01092   0.005446         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     61/499      4.32G    0.01297    0.01092   0.005446         54        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     61/499      4.32G    0.01297     0.0109   0.005464         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     61/499      4.32G    0.01297     0.0109   0.005464         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     61/499      4.32G    0.01298    0.01092   0.005483         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     61/499      4.32G    0.01298    0.01092   0.005483         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
     61/499      4.32G    0.01296     0.0109   0.005476         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
     61/499      4.32G    0.01296     0.0109   0.005476         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     61/499      4.32G    0.01297    0.01092   0.005464         81        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
     61/499      4.32G    0.01297    0.01092   0.005464         81        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     61/499      4.32G    0.01297    0.01091   0.005458         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
     61/499      4.32G    0.01297    0.01091   0.005458         63        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     61/499      4.32G    0.01298    0.01093   0.005441         76        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     61/499      4.32G    0.01298    0.01093   0.005441         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     61/499      4.32G    0.01299    0.01096   0.005421         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     61/499      4.32G    0.01299    0.01096   0.005421         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
     61/499      4.32G    0.01296    0.01095   0.005414         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
     61/499      4.32G    0.01296    0.01095   0.005414         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
     61/499      4.32G    0.01296    0.01095   0.005389         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
     61/499      4.32G    0.01296    0.01095   0.005389         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.40it/s]
     61/499      4.32G    0.01296    0.01096   0.005369         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.40it/s]
     61/499      4.32G    0.01296    0.01096   0.005369         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
     61/499      4.32G    0.01295    0.01095   0.005362         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.25it/s]
     61/499      4.32G    0.01295    0.01095   0.005362         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.34it/s]
     61/499      4.32G    0.01294    0.01095   0.005368         89        640:  69%|######9   | 116/168 [00:22<00:09,  5.34it/s]
     61/499      4.32G    0.01294    0.01095   0.005368         89        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
     61/499      4.32G    0.01295    0.01095    0.00535         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
     61/499      4.32G    0.01295    0.01095    0.00535         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     61/499      4.32G    0.01295    0.01095   0.005335         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     61/499      4.32G    0.01295    0.01095   0.005335         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     61/499      4.32G    0.01296    0.01095   0.005347         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     61/499      4.32G    0.01296    0.01095   0.005347         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     61/499      4.32G    0.01296    0.01093   0.005363         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     61/499      4.32G    0.01296    0.01093   0.005363         62        640:  72%|#######2  | 121/168 [00:22<00:09,  5.22it/s]
     61/499      4.32G    0.01297    0.01094   0.005377         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
     61/499      4.32G    0.01297    0.01094   0.005377         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     61/499      4.32G    0.01297    0.01094   0.005357         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     61/499      4.32G    0.01297    0.01094   0.005357         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     61/499      4.32G    0.01298    0.01092   0.005335         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     61/499      4.32G    0.01298    0.01092   0.005335         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     61/499      4.32G    0.01298    0.01092   0.005343         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     61/499      4.32G    0.01298    0.01092   0.005343         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     61/499      4.32G    0.01298    0.01092   0.005332         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     61/499      4.32G    0.01298    0.01092   0.005332         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
     61/499      4.32G    0.01299    0.01093   0.005357         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
     61/499      4.32G    0.01299    0.01093   0.005357         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     61/499      4.32G    0.01301    0.01095   0.005378         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     61/499      4.32G    0.01301    0.01095   0.005378         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     61/499      4.32G    0.01301    0.01092    0.00539         51        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     61/499      4.32G    0.01301    0.01092    0.00539         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     61/499      4.32G    0.01302    0.01092    0.00539         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     61/499      4.32G    0.01302    0.01092    0.00539         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     61/499      4.32G    0.01301    0.01091   0.005378         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     61/499      4.32G    0.01301    0.01091   0.005378         59        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     61/499      4.32G    0.01301     0.0109   0.005368         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     61/499      4.32G    0.01301     0.0109   0.005368         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     61/499      4.32G    0.01301    0.01091     0.0054         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     61/499      4.32G    0.01301    0.01091     0.0054         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     61/499      4.32G    0.01301    0.01092   0.005413         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     61/499      4.32G    0.01301    0.01092   0.005413         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
     61/499      4.32G      0.013     0.0109   0.005416         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
     61/499      4.32G      0.013     0.0109   0.005416         67        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     61/499      4.32G    0.01301    0.01091   0.005414         68        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     61/499      4.32G    0.01301    0.01091   0.005414         68        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     61/499      4.32G      0.013    0.01092   0.005422         88        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     61/499      4.32G      0.013    0.01092   0.005422         88        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     61/499      4.32G      0.013    0.01092   0.005436         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     61/499      4.32G      0.013    0.01092   0.005436         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     61/499      4.32G    0.01299    0.01092   0.005459         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     61/499      4.32G    0.01299    0.01092   0.005459         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     61/499      4.32G    0.01298    0.01092   0.005443         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     61/499      4.32G    0.01298    0.01092   0.005443         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     61/499      4.32G    0.01296    0.01092   0.005427         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     61/499      4.32G    0.01296    0.01092   0.005427         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     61/499      4.32G    0.01296     0.0109   0.005403         55        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
     61/499      4.32G    0.01296     0.0109   0.005403         55        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
     61/499      4.32G    0.01296     0.0109   0.005394         60        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     61/499      4.32G    0.01296     0.0109   0.005394         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     61/499      4.32G    0.01297     0.0109   0.005395         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     61/499      4.32G    0.01297     0.0109   0.005395         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     61/499      4.32G    0.01296     0.0109   0.005382         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     61/499      4.32G    0.01296     0.0109   0.005382         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     61/499      4.32G    0.01294     0.0109   0.005373         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     61/499      4.32G    0.01294     0.0109   0.005373         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     61/499      4.32G    0.01296     0.0109   0.005368         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
     61/499      4.32G    0.01296     0.0109   0.005368         69        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
     61/499      4.32G    0.01295    0.01091   0.005355         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
     61/499      4.32G    0.01295    0.01091   0.005355         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     61/499      4.32G    0.01295    0.01091   0.005346         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     61/499      4.32G    0.01295    0.01091   0.005346         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     61/499      4.32G    0.01295    0.01092   0.005344         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     61/499      4.32G    0.01295    0.01092   0.005344         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     61/499      4.32G    0.01295    0.01093   0.005341         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     61/499      4.32G    0.01295    0.01093   0.005341         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     61/499      4.32G    0.01295    0.01094   0.005357         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     61/499      4.32G    0.01295    0.01094   0.005357         73        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
     61/499      4.32G    0.01295    0.01093   0.005346         70        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
     61/499      4.32G    0.01295    0.01093   0.005346         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
     61/499      4.32G    0.01294    0.01093   0.005346         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
     61/499      4.32G    0.01294    0.01093   0.005346         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
     61/499      4.32G    0.01294    0.01091   0.005341         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
     61/499      4.32G    0.01294    0.01091   0.005341         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     61/499      4.32G    0.01293    0.01092   0.005342         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     61/499      4.32G    0.01293    0.01092   0.005342         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     61/499      4.32G    0.01294    0.01092   0.005335         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     61/499      4.32G    0.01294    0.01092   0.005335         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     61/499      4.32G    0.01293    0.01093   0.005326         81        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     61/499      4.32G    0.01293    0.01093   0.005326         81        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     61/499      4.32G    0.01292    0.01093   0.005322         81        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     61/499      4.32G    0.01292    0.01093   0.005322         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     61/499      4.32G    0.01291    0.01092   0.005332         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     61/499      4.32G    0.01291    0.01092   0.005332         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     61/499      4.32G    0.01291    0.01092   0.005321         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     61/499      4.32G    0.01291    0.01092   0.005321         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     61/499      4.32G     0.0129    0.01091   0.005323         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     61/499      4.32G     0.0129    0.01091   0.005323         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     61/499      4.32G     0.0129    0.01088    0.00536         51        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     61/499      4.32G     0.0129    0.01088    0.00536         51        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
     61/499      4.32G     0.0129    0.01089   0.005357         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     61/499      4.32G     0.0129    0.01089   0.005357         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     61/499      4.32G     0.0129    0.01088    0.00535         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
     61/499      4.32G     0.0129    0.01088    0.00535         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     61/499      4.32G    0.01289    0.01088   0.005348         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     61/499      4.32G    0.01289    0.01088   0.005348         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     61/499      4.32G    0.01289    0.01089   0.005375         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     61/499      4.32G    0.01289    0.01089   0.005375         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     61/499      4.32G    0.01291    0.01092   0.005379         37        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     61/499      4.32G    0.01291    0.01092   0.005379         37        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
     61/499      4.32G    0.01291    0.01092   0.005379         37        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.851      0.873      0.885      0.733

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     62/499      4.32G    0.01336    0.01031   0.002292         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
     62/499      4.32G    0.01336    0.01031   0.002292         69        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     62/499      4.32G    0.01421    0.01165   0.002485         70        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     62/499      4.32G    0.01421    0.01165   0.002485         70        640:   1%|1         | 2/168 [00:00<00:32,  5.10it/s]
     62/499      4.32G    0.01412    0.01163    0.00271         72        640:   1%|1         | 2/168 [00:00<00:32,  5.10it/s]
     62/499      4.32G    0.01412    0.01163    0.00271         72        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     62/499      4.32G    0.01396     0.0117   0.002337         66        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     62/499      4.32G    0.01396     0.0117   0.002337         66        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     62/499      4.32G    0.01369    0.01171   0.003189         73        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     62/499      4.32G    0.01369    0.01171   0.003189         73        640:   3%|2         | 5/168 [00:00<00:31,  5.15it/s]
     62/499      4.32G    0.01362    0.01168   0.003187         68        640:   3%|2         | 5/168 [00:01<00:31,  5.15it/s]
     62/499      4.32G    0.01362    0.01168   0.003187         68        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
     62/499      4.32G    0.01349    0.01128   0.003893         70        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
     62/499      4.32G    0.01349    0.01128   0.003893         70        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     62/499      4.32G    0.01355    0.01122   0.004033         70        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     62/499      4.32G    0.01355    0.01122   0.004033         70        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
     62/499      4.32G    0.01335    0.01117   0.003919         73        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
     62/499      4.32G    0.01335    0.01117   0.003919         73        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     62/499      4.32G    0.01327    0.01118   0.004038         70        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     62/499      4.32G    0.01327    0.01118   0.004038         70        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     62/499      4.32G    0.01331    0.01119   0.004215         76        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     62/499      4.32G    0.01331    0.01119   0.004215         76        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     62/499      4.32G    0.01332    0.01123   0.004343         62        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     62/499      4.32G    0.01332    0.01123   0.004343         62        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     62/499      4.32G    0.01347    0.01148   0.004335         78        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     62/499      4.32G    0.01347    0.01148   0.004335         78        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     62/499      4.32G    0.01335    0.01145   0.004337         73        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     62/499      4.32G    0.01335    0.01145   0.004337         73        640:   8%|8         | 14/168 [00:02<00:29,  5.16it/s]
     62/499      4.32G    0.01347    0.01141   0.004111         58        640:   8%|8         | 14/168 [00:02<00:29,  5.16it/s]
     62/499      4.32G    0.01347    0.01141   0.004111         58        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
     62/499      4.32G    0.01347    0.01143   0.004147         70        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
     62/499      4.32G    0.01347    0.01143   0.004147         70        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
     62/499      4.32G    0.01341    0.01156   0.004156         87        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
     62/499      4.32G    0.01341    0.01156   0.004156         87        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     62/499      4.32G    0.01342    0.01146   0.004216         61        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     62/499      4.32G    0.01342    0.01146   0.004216         61        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     62/499      4.32G    0.01334    0.01127   0.004189         61        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     62/499      4.32G    0.01334    0.01127   0.004189         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     62/499      4.32G    0.01334    0.01122   0.004205         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     62/499      4.32G    0.01334    0.01122   0.004205         72        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     62/499      4.32G    0.01332    0.01132   0.004189         88        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
     62/499      4.32G    0.01332    0.01132   0.004189         88        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     62/499      4.32G     0.0134    0.01122    0.00427         49        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     62/499      4.32G     0.0134    0.01122    0.00427         49        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     62/499      4.32G    0.01345    0.01122   0.004319         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     62/499      4.32G    0.01345    0.01122   0.004319         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     62/499      4.32G    0.01338    0.01117   0.004378         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     62/499      4.32G    0.01338    0.01117   0.004378         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     62/499      4.32G    0.01337    0.01119   0.004371         78        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
     62/499      4.32G    0.01337    0.01119   0.004371         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     62/499      4.32G     0.0134     0.0112   0.004328         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     62/499      4.32G     0.0134     0.0112   0.004328         78        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
     62/499      4.32G     0.0134     0.0112   0.004336         76        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
     62/499      4.32G     0.0134     0.0112   0.004336         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     62/499      4.32G    0.01338    0.01118   0.004316         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
     62/499      4.32G    0.01338    0.01118   0.004316         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     62/499      4.32G    0.01337    0.01115   0.004369         67        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
     62/499      4.32G    0.01337    0.01115   0.004369         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     62/499      4.32G    0.01335    0.01115   0.004321         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
     62/499      4.32G    0.01335    0.01115   0.004321         82        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     62/499      4.32G    0.01326    0.01112   0.004286         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     62/499      4.32G    0.01326    0.01112   0.004286         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
     62/499      4.32G    0.01326     0.0112   0.004316         81        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
     62/499      4.32G    0.01326     0.0112   0.004316         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
     62/499      4.32G    0.01325    0.01124     0.0043         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
     62/499      4.32G    0.01325    0.01124     0.0043         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     62/499      4.32G    0.01329     0.0112   0.004372         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     62/499      4.32G    0.01329     0.0112   0.004372         58        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
     62/499      4.32G    0.01329    0.01119   0.004354         59        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
     62/499      4.32G    0.01329    0.01119   0.004354         59        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     62/499      4.32G    0.01329    0.01115   0.004325         57        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
     62/499      4.32G    0.01329    0.01115   0.004325         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     62/499      4.32G    0.01328    0.01111   0.004312         67        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     62/499      4.32G    0.01328    0.01111   0.004312         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     62/499      4.32G    0.01322    0.01108   0.004323         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     62/499      4.32G    0.01322    0.01108   0.004323         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     62/499      4.32G    0.01321     0.0111   0.004307         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     62/499      4.32G    0.01321     0.0111   0.004307         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     62/499      4.32G    0.01318    0.01109   0.004262         75        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     62/499      4.32G    0.01318    0.01109   0.004262         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
     62/499      4.32G    0.01318    0.01125   0.004318         98        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
     62/499      4.32G    0.01318    0.01125   0.004318         98        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     62/499      4.32G    0.01318    0.01118   0.004496         51        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     62/499      4.32G    0.01318    0.01118   0.004496         51        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
     62/499      4.32G    0.01315    0.01115   0.004487         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     62/499      4.32G    0.01315    0.01115   0.004487         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     62/499      4.32G    0.01312    0.01115    0.00447         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     62/499      4.32G    0.01312    0.01115    0.00447         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     62/499      4.32G    0.01313    0.01114   0.004549         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     62/499      4.32G    0.01313    0.01114   0.004549         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
     62/499      4.32G    0.01316    0.01114   0.004591         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
     62/499      4.32G    0.01316    0.01114   0.004591         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     62/499      4.32G    0.01316    0.01112   0.004545         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     62/499      4.32G    0.01316    0.01112   0.004545         64        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     62/499      4.32G    0.01317     0.0111   0.004526         55        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     62/499      4.32G    0.01317     0.0111   0.004526         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     62/499      4.32G    0.01316    0.01108   0.004482         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     62/499      4.32G    0.01316    0.01108   0.004482         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     62/499      4.32G    0.01314    0.01108   0.004488         79        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
     62/499      4.32G    0.01314    0.01108   0.004488         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     62/499      4.32G    0.01312    0.01106   0.004448         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     62/499      4.32G    0.01312    0.01106   0.004448         75        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     62/499      4.32G    0.01313    0.01106   0.004438         68        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
     62/499      4.32G    0.01313    0.01106   0.004438         68        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
     62/499      4.32G    0.01308      0.011   0.004515         67        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
     62/499      4.32G    0.01308      0.011   0.004515         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     62/499      4.32G    0.01305    0.01099   0.004513         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     62/499      4.32G    0.01305    0.01099   0.004513         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     62/499      4.32G    0.01303    0.01099   0.004535         78        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     62/499      4.32G    0.01303    0.01099   0.004535         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     62/499      4.32G    0.01301    0.01098   0.004543         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     62/499      4.32G    0.01301    0.01098   0.004543         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     62/499      4.32G      0.013    0.01099   0.004539         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     62/499      4.32G      0.013    0.01099   0.004539         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     62/499      4.32G      0.013    0.01094   0.004561         53        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
     62/499      4.32G      0.013    0.01094   0.004561         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     62/499      4.32G    0.01299    0.01091   0.004542         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     62/499      4.32G    0.01299    0.01091   0.004542         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     62/499      4.32G    0.01298    0.01092   0.004514         82        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     62/499      4.32G    0.01298    0.01092   0.004514         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     62/499      4.32G    0.01294    0.01089   0.004477         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     62/499      4.32G    0.01294    0.01089   0.004477         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     62/499      4.32G    0.01291     0.0109   0.004522         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     62/499      4.32G    0.01291     0.0109   0.004522         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     62/499      4.32G    0.01289    0.01091   0.004533         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     62/499      4.32G    0.01289    0.01091   0.004533         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     62/499      4.32G    0.01291     0.0109   0.004488         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     62/499      4.32G    0.01291     0.0109   0.004488         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     62/499      4.32G    0.01289    0.01091   0.004485         79        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     62/499      4.32G    0.01289    0.01091   0.004485         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     62/499      4.32G     0.0129    0.01091   0.004443         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     62/499      4.32G     0.0129    0.01091   0.004443         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     62/499      4.32G     0.0129    0.01094   0.004461         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     62/499      4.32G     0.0129    0.01094   0.004461         80        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     62/499      4.32G     0.0129    0.01091   0.004488         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     62/499      4.32G     0.0129    0.01091   0.004488         63        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
     62/499      4.32G    0.01286    0.01091   0.004469         71        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     62/499      4.32G    0.01286    0.01091   0.004469         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     62/499      4.32G    0.01286    0.01086   0.004521         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     62/499      4.32G    0.01286    0.01086   0.004521         54        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
     62/499      4.32G    0.01289    0.01087   0.004509         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
     62/499      4.32G    0.01289    0.01087   0.004509         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     62/499      4.32G    0.01288    0.01086   0.004526         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     62/499      4.32G    0.01288    0.01086   0.004526         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     62/499      4.32G     0.0129    0.01083   0.004485         56        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     62/499      4.32G     0.0129    0.01083   0.004485         56        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     62/499      4.32G    0.01291    0.01085   0.004461         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     62/499      4.32G    0.01291    0.01085   0.004461         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     62/499      4.32G    0.01291    0.01084   0.004468         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     62/499      4.32G    0.01291    0.01084   0.004468         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     62/499      4.32G    0.01289    0.01083   0.004442         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     62/499      4.32G    0.01289    0.01083   0.004442         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     62/499      4.32G    0.01289    0.01084   0.004426         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     62/499      4.32G    0.01289    0.01084   0.004426         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     62/499      4.32G    0.01295    0.01082   0.004433         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     62/499      4.32G    0.01295    0.01082   0.004433         56        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     62/499      4.32G    0.01295    0.01083   0.004418         69        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
     62/499      4.32G    0.01295    0.01083   0.004418         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     62/499      4.32G    0.01293    0.01085   0.004399         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     62/499      4.32G    0.01293    0.01085   0.004399         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     62/499      4.32G    0.01294    0.01087   0.004393         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     62/499      4.32G    0.01294    0.01087   0.004393         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     62/499      4.32G    0.01294    0.01085    0.00439         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     62/499      4.32G    0.01294    0.01085    0.00439         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     62/499      4.32G    0.01294    0.01084   0.004397         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     62/499      4.32G    0.01294    0.01084   0.004397         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     62/499      4.32G    0.01295    0.01087   0.004405         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     62/499      4.32G    0.01295    0.01087   0.004405         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     62/499      4.32G    0.01298    0.01085   0.004414         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     62/499      4.32G    0.01298    0.01085   0.004414         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     62/499      4.32G    0.01298    0.01085   0.004444         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     62/499      4.32G    0.01298    0.01085   0.004444         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     62/499      4.32G    0.01298    0.01084   0.004444         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     62/499      4.32G    0.01298    0.01084   0.004444         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     62/499      4.32G    0.01299    0.01087   0.004427         85        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     62/499      4.32G    0.01299    0.01087   0.004427         85        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     62/499      4.32G    0.01299    0.01085   0.004429         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     62/499      4.32G    0.01299    0.01085   0.004429         62        640:  53%|#####2    | 89/168 [00:16<00:15,  5.27it/s]
     62/499      4.32G    0.01297    0.01084    0.00444         61        640:  53%|#####2    | 89/168 [00:17<00:15,  5.27it/s]
     62/499      4.32G    0.01297    0.01084    0.00444         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     62/499      4.32G    0.01295    0.01083   0.004405         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     62/499      4.32G    0.01295    0.01083   0.004405         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     62/499      4.32G    0.01293    0.01081   0.004388         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     62/499      4.32G    0.01293    0.01081   0.004388         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     62/499      4.32G    0.01292    0.01083   0.004412         98        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
     62/499      4.32G    0.01292    0.01083   0.004412         98        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     62/499      4.32G    0.01291    0.01083   0.004399         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     62/499      4.32G    0.01291    0.01083   0.004399         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     62/499      4.32G    0.01292    0.01085   0.004388         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     62/499      4.32G    0.01292    0.01085   0.004388         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     62/499      4.32G     0.0129    0.01084   0.004386         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     62/499      4.32G     0.0129    0.01084   0.004386         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     62/499      4.32G    0.01291    0.01086   0.004405         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     62/499      4.32G    0.01291    0.01086   0.004405         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     62/499      4.32G    0.01288    0.01084    0.00441         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     62/499      4.32G    0.01288    0.01084    0.00441         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     62/499      4.32G    0.01287    0.01084   0.004432         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
     62/499      4.32G    0.01287    0.01084   0.004432         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     62/499      4.32G    0.01285    0.01082   0.004425         64        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     62/499      4.32G    0.01285    0.01082   0.004425         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     62/499      4.32G    0.01284    0.01084   0.004465         88        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     62/499      4.32G    0.01284    0.01084   0.004465         88        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     62/499      4.32G    0.01284    0.01083   0.004471         63        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     62/499      4.32G    0.01284    0.01083   0.004471         63        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     62/499      4.32G    0.01282    0.01081   0.004456         64        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     62/499      4.32G    0.01282    0.01081   0.004456         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     62/499      4.32G    0.01282    0.01083     0.0045         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     62/499      4.32G    0.01282    0.01083     0.0045         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
     62/499      4.32G    0.01282    0.01084    0.00448         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
     62/499      4.32G    0.01282    0.01084    0.00448         75        640:  62%|######2   | 105/168 [00:19<00:11,  5.26it/s]
     62/499      4.32G    0.01281    0.01082   0.004464         52        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     62/499      4.32G    0.01281    0.01082   0.004464         52        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     62/499      4.32G    0.01281    0.01081   0.004465         62        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     62/499      4.32G    0.01281    0.01081   0.004465         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.16it/s]
     62/499      4.32G    0.01282     0.0108   0.004479         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.16it/s]
     62/499      4.32G    0.01282     0.0108   0.004479         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.22it/s]
     62/499      4.32G    0.01283    0.01079   0.004476         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.22it/s]
     62/499      4.32G    0.01283    0.01079   0.004476         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.12it/s]
     62/499      4.32G    0.01283    0.01081   0.004459         89        640:  65%|######4   | 109/168 [00:20<00:11,  5.12it/s]
     62/499      4.32G    0.01283    0.01081   0.004459         89        640:  65%|######5   | 110/168 [00:20<00:11,  5.20it/s]
     62/499      4.32G    0.01282    0.01082   0.004464         70        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     62/499      4.32G    0.01282    0.01082   0.004464         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     62/499      4.32G     0.0128     0.0108   0.004437         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     62/499      4.32G     0.0128     0.0108   0.004437         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     62/499      4.32G    0.01282    0.01081   0.004468         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     62/499      4.32G    0.01282    0.01081   0.004468         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     62/499      4.32G    0.01283    0.01083   0.004459         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     62/499      4.32G    0.01283    0.01083   0.004459         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     62/499      4.32G    0.01281    0.01082   0.004483         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     62/499      4.32G    0.01281    0.01082   0.004483         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     62/499      4.32G    0.01281    0.01081   0.004475         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     62/499      4.32G    0.01281    0.01081   0.004475         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     62/499      4.32G    0.01281     0.0108    0.00447         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     62/499      4.32G    0.01281     0.0108    0.00447         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     62/499      4.32G    0.01281     0.0108   0.004446         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     62/499      4.32G    0.01281     0.0108   0.004446         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     62/499      4.32G     0.0128     0.0108   0.004446         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     62/499      4.32G     0.0128     0.0108   0.004446         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     62/499      4.32G     0.0128    0.01083   0.004441         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     62/499      4.32G     0.0128    0.01083   0.004441         79        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     62/499      4.32G    0.01281    0.01083   0.004419         58        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     62/499      4.32G    0.01281    0.01083   0.004419         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     62/499      4.32G     0.0128    0.01084   0.004411         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
     62/499      4.32G     0.0128    0.01084   0.004411         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     62/499      4.32G    0.01279    0.01083   0.004438         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     62/499      4.32G    0.01279    0.01083   0.004438         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     62/499      4.32G     0.0128    0.01083   0.004443         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     62/499      4.32G     0.0128    0.01083   0.004443         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     62/499      4.32G     0.0128    0.01086   0.004437         91        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     62/499      4.32G     0.0128    0.01086   0.004437         91        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     62/499      4.32G    0.01279    0.01084   0.004446         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     62/499      4.32G    0.01279    0.01084   0.004446         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     62/499      4.32G    0.01278    0.01085   0.004461         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     62/499      4.32G    0.01278    0.01085   0.004461         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     62/499      4.32G    0.01278    0.01085   0.004483         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     62/499      4.32G    0.01278    0.01085   0.004483         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     62/499      4.32G     0.0128    0.01083   0.004511         49        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     62/499      4.32G     0.0128    0.01083   0.004511         49        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     62/499      4.32G    0.01281    0.01083   0.004512         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     62/499      4.32G    0.01281    0.01083   0.004512         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     62/499      4.32G    0.01281    0.01083   0.004532         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     62/499      4.32G    0.01281    0.01083   0.004532         66        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
     62/499      4.32G     0.0128    0.01081    0.00454         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     62/499      4.32G     0.0128    0.01081    0.00454         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     62/499      4.32G    0.01281    0.01084   0.004532         83        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     62/499      4.32G    0.01281    0.01084   0.004532         83        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     62/499      4.32G    0.01281    0.01083   0.004548         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     62/499      4.32G    0.01281    0.01083   0.004548         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     62/499      4.32G     0.0128    0.01085   0.004558         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     62/499      4.32G     0.0128    0.01085   0.004558         71        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     62/499      4.32G     0.0128    0.01084   0.004581         69        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     62/499      4.32G     0.0128    0.01084   0.004581         69        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
     62/499      4.32G    0.01281    0.01084   0.004588         71        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     62/499      4.32G    0.01281    0.01084   0.004588         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
     62/499      4.32G     0.0128    0.01084   0.004576         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
     62/499      4.32G     0.0128    0.01084   0.004576         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     62/499      4.32G    0.01279    0.01084   0.004588         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     62/499      4.32G    0.01279    0.01084   0.004588         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     62/499      4.32G    0.01279    0.01085   0.004606         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     62/499      4.32G    0.01279    0.01085   0.004606         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     62/499      4.32G    0.01279    0.01083   0.004601         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     62/499      4.32G    0.01279    0.01083   0.004601         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
     62/499      4.32G     0.0128    0.01083   0.004606         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     62/499      4.32G     0.0128    0.01083   0.004606         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     62/499      4.32G     0.0128    0.01084   0.004594         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     62/499      4.32G     0.0128    0.01084   0.004594         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     62/499      4.32G    0.01279    0.01083   0.004599         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     62/499      4.32G    0.01279    0.01083   0.004599         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     62/499      4.32G     0.0128    0.01084   0.004625         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     62/499      4.32G     0.0128    0.01084   0.004625         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     62/499      4.32G    0.01281    0.01085   0.004641         79        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     62/499      4.32G    0.01281    0.01085   0.004641         79        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
     62/499      4.32G     0.0128    0.01086   0.004656         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
     62/499      4.32G     0.0128    0.01086   0.004656         70        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
     62/499      4.32G    0.01279    0.01086   0.004657         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     62/499      4.32G    0.01279    0.01086   0.004657         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     62/499      4.32G     0.0128    0.01088   0.004655         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     62/499      4.32G     0.0128    0.01088   0.004655         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     62/499      4.32G    0.01278    0.01087   0.004638         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     62/499      4.32G    0.01278    0.01087   0.004638         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     62/499      4.32G    0.01277    0.01087   0.004632         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     62/499      4.32G    0.01277    0.01087   0.004632         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     62/499      4.32G    0.01277    0.01085   0.004656         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     62/499      4.32G    0.01277    0.01085   0.004656         54        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     62/499      4.32G    0.01276    0.01085   0.004644         76        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
     62/499      4.32G    0.01276    0.01085   0.004644         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     62/499      4.32G    0.01275    0.01084   0.004667         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     62/499      4.32G    0.01275    0.01084   0.004667         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     62/499      4.32G    0.01273    0.01081   0.004648         46        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
     62/499      4.32G    0.01273    0.01081   0.004648         46        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     62/499      4.32G    0.01272     0.0108   0.004649         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     62/499      4.32G    0.01272     0.0108   0.004649         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     62/499      4.32G    0.01273     0.0108   0.004642         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     62/499      4.32G    0.01273     0.0108   0.004642         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
     62/499      4.32G    0.01272    0.01079   0.004635         51        640:  93%|#########3| 157/168 [00:30<00:02,  5.22it/s]
     62/499      4.32G    0.01272    0.01079   0.004635         51        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     62/499      4.32G    0.01272    0.01079   0.004633         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
     62/499      4.32G    0.01272    0.01079   0.004633         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
     62/499      4.32G    0.01272    0.01079   0.004638         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
     62/499      4.32G    0.01272    0.01079   0.004638         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     62/499      4.32G    0.01272    0.01081   0.004637         81        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
     62/499      4.32G    0.01272    0.01081   0.004637         81        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     62/499      4.32G    0.01272     0.0108   0.004663         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
     62/499      4.32G    0.01272     0.0108   0.004663         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
     62/499      4.32G     0.0127     0.0108   0.004654         69        640:  96%|#########6| 162/168 [00:31<00:01,  5.38it/s]
     62/499      4.32G     0.0127     0.0108   0.004654         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     62/499      4.32G    0.01269    0.01081    0.00465         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     62/499      4.32G    0.01269    0.01081    0.00465         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     62/499      4.32G    0.01268    0.01079   0.004632         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     62/499      4.32G    0.01268    0.01079   0.004632         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     62/499      4.32G    0.01268    0.01079   0.004623         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     62/499      4.32G    0.01268    0.01079   0.004623         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     62/499      4.32G    0.01268    0.01079    0.00461         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     62/499      4.32G    0.01268    0.01079    0.00461         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     62/499      4.32G    0.01266    0.01077   0.004607         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     62/499      4.32G    0.01266    0.01077   0.004607         31        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
     62/499      4.32G    0.01266    0.01077   0.004607         31        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.838      0.848      0.872      0.747

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     63/499      4.32G    0.01256    0.01155   0.008033         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     63/499      4.32G    0.01256    0.01155   0.008033         66        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     63/499      4.32G    0.01381    0.01299   0.007741         80        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     63/499      4.32G    0.01381    0.01299   0.007741         80        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
     63/499      4.32G    0.01419    0.01313   0.006714         71        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
     63/499      4.32G    0.01419    0.01313   0.006714         71        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     63/499      4.32G    0.01399    0.01253   0.006157         76        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     63/499      4.32G    0.01399    0.01253   0.006157         76        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     63/499      4.32G    0.01379    0.01196   0.006031         60        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     63/499      4.32G    0.01379    0.01196   0.006031         60        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
     63/499      4.32G    0.01357     0.0114   0.006064         67        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
     63/499      4.32G    0.01357     0.0114   0.006064         67        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     63/499      4.32G    0.01353    0.01146   0.005779         73        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     63/499      4.32G    0.01353    0.01146   0.005779         73        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     63/499      4.32G    0.01313    0.01133   0.005594         76        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     63/499      4.32G    0.01313    0.01133   0.005594         76        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     63/499      4.32G    0.01301    0.01123   0.005899         71        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     63/499      4.32G    0.01301    0.01123   0.005899         71        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     63/499      4.32G    0.01322    0.01106   0.005492         59        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     63/499      4.32G    0.01322    0.01106   0.005492         59        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     63/499      4.32G    0.01309    0.01092   0.005289         65        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     63/499      4.32G    0.01309    0.01092   0.005289         65        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     63/499      4.32G    0.01287     0.0109   0.005137         76        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     63/499      4.32G    0.01287     0.0109   0.005137         76        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
     63/499      4.32G     0.0129    0.01081   0.005027         62        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
     63/499      4.32G     0.0129    0.01081   0.005027         62        640:   8%|7         | 13/168 [00:02<00:30,  5.10it/s]
     63/499      4.32G    0.01281    0.01067   0.005249         58        640:   8%|7         | 13/168 [00:02<00:30,  5.10it/s]
     63/499      4.32G    0.01281    0.01067   0.005249         58        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     63/499      4.32G    0.01272    0.01076   0.005166         75        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     63/499      4.32G    0.01272    0.01076   0.005166         75        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
     63/499      4.32G    0.01275    0.01094   0.005098         86        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
     63/499      4.32G    0.01275    0.01094   0.005098         86        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     63/499      4.32G    0.01277    0.01101   0.004902         71        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     63/499      4.32G    0.01277    0.01101   0.004902         71        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     63/499      4.32G    0.01282    0.01098   0.004916         61        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     63/499      4.32G    0.01282    0.01098   0.004916         61        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     63/499      4.32G    0.01285    0.01105   0.004941         88        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     63/499      4.32G    0.01285    0.01105   0.004941         88        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     63/499      4.32G    0.01285    0.01105   0.005013         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     63/499      4.32G    0.01285    0.01105   0.005013         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     63/499      4.32G    0.01278      0.011   0.005046         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     63/499      4.32G    0.01278      0.011   0.005046         64        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     63/499      4.32G    0.01279    0.01093   0.004857         54        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     63/499      4.32G    0.01279    0.01093   0.004857         54        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     63/499      4.32G     0.0127    0.01083   0.005136         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
     63/499      4.32G     0.0127    0.01083   0.005136         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     63/499      4.32G    0.01277    0.01088   0.005153         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     63/499      4.32G    0.01277    0.01088   0.005153         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     63/499      4.32G    0.01274    0.01086   0.005099         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     63/499      4.32G    0.01274    0.01086   0.005099         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     63/499      4.32G    0.01274    0.01085    0.00515         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
     63/499      4.32G    0.01274    0.01085    0.00515         70        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     63/499      4.32G    0.01274    0.01101    0.00512         95        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     63/499      4.32G    0.01274    0.01101    0.00512         95        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     63/499      4.32G    0.01279    0.01104   0.005129         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
     63/499      4.32G    0.01279    0.01104   0.005129         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
     63/499      4.32G     0.0128    0.01102   0.005249         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
     63/499      4.32G     0.0128    0.01102   0.005249         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     63/499      4.32G    0.01287    0.01107   0.005244         80        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     63/499      4.32G    0.01287    0.01107   0.005244         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     63/499      4.32G     0.0128      0.011   0.005153         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     63/499      4.32G     0.0128      0.011   0.005153         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
     63/499      4.32G    0.01281      0.011   0.005166         77        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
     63/499      4.32G    0.01281      0.011   0.005166         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     63/499      4.32G    0.01281    0.01097   0.005198         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
     63/499      4.32G    0.01281    0.01097   0.005198         70        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
     63/499      4.32G    0.01284    0.01098   0.005151         71        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
     63/499      4.32G    0.01284    0.01098   0.005151         71        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
     63/499      4.32G    0.01279    0.01094   0.005077         69        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
     63/499      4.32G    0.01279    0.01094   0.005077         69        640:  21%|##        | 35/168 [00:06<00:24,  5.36it/s]
     63/499      4.32G    0.01281    0.01091   0.004983         56        640:  21%|##        | 35/168 [00:06<00:24,  5.36it/s]
     63/499      4.32G    0.01281    0.01091   0.004983         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
     63/499      4.32G    0.01283    0.01093   0.005061         75        640:  21%|##1       | 36/168 [00:07<00:24,  5.40it/s]
     63/499      4.32G    0.01283    0.01093   0.005061         75        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     63/499      4.32G    0.01279    0.01091    0.00507         76        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
     63/499      4.32G    0.01279    0.01091    0.00507         76        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     63/499      4.32G    0.01274    0.01087   0.004953         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     63/499      4.32G    0.01274    0.01087   0.004953         60        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
     63/499      4.32G     0.0127    0.01082   0.004932         65        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
     63/499      4.32G     0.0127    0.01082   0.004932         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     63/499      4.32G    0.01264    0.01076   0.004939         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     63/499      4.32G    0.01264    0.01076   0.004939         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
     63/499      4.32G    0.01267    0.01084   0.004917         86        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
     63/499      4.32G    0.01267    0.01084   0.004917         86        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
     63/499      4.32G    0.01265    0.01078   0.004871         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
     63/499      4.32G    0.01265    0.01078   0.004871         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     63/499      4.32G    0.01259    0.01074   0.004879         63        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     63/499      4.32G    0.01259    0.01074   0.004879         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
     63/499      4.32G    0.01259    0.01073   0.004891         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
     63/499      4.32G    0.01259    0.01073   0.004891         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
     63/499      4.32G    0.01261    0.01075   0.004872         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
     63/499      4.32G    0.01261    0.01075   0.004872         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     63/499      4.32G     0.0126    0.01077   0.004862         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
     63/499      4.32G     0.0126    0.01077   0.004862         71        640:  28%|##7       | 47/168 [00:08<00:22,  5.26it/s]
     63/499      4.32G    0.01262    0.01083   0.004824         89        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
     63/499      4.32G    0.01262    0.01083   0.004824         89        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     63/499      4.32G    0.01264    0.01085   0.004857         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     63/499      4.32G    0.01264    0.01085   0.004857         75        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     63/499      4.32G    0.01262    0.01086   0.004851         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     63/499      4.32G    0.01262    0.01086   0.004851         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     63/499      4.32G    0.01262    0.01088    0.00482         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
     63/499      4.32G    0.01262    0.01088    0.00482         80        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     63/499      4.32G     0.0126    0.01087   0.004869         66        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     63/499      4.32G     0.0126    0.01087   0.004869         66        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
     63/499      4.32G    0.01262     0.0109   0.004894         76        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
     63/499      4.32G    0.01262     0.0109   0.004894         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     63/499      4.32G    0.01262    0.01089   0.004919         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     63/499      4.32G    0.01262    0.01089   0.004919         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     63/499      4.32G    0.01261    0.01084   0.004924         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     63/499      4.32G    0.01261    0.01084   0.004924         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     63/499      4.32G    0.01261    0.01087   0.004949         81        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     63/499      4.32G    0.01261    0.01087   0.004949         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     63/499      4.32G    0.01259    0.01088   0.004913         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     63/499      4.32G    0.01259    0.01088   0.004913         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     63/499      4.32G    0.01254    0.01079   0.004878         51        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     63/499      4.32G    0.01254    0.01079   0.004878         51        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     63/499      4.32G    0.01252    0.01076   0.004842         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     63/499      4.32G    0.01252    0.01076   0.004842         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     63/499      4.32G    0.01251    0.01075   0.004825         56        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     63/499      4.32G    0.01251    0.01075   0.004825         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
     63/499      4.32G    0.01248    0.01074   0.004787         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
     63/499      4.32G    0.01248    0.01074   0.004787         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     63/499      4.32G    0.01245    0.01075    0.00479         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     63/499      4.32G    0.01245    0.01075    0.00479         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     63/499      4.32G    0.01246    0.01072   0.004853         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     63/499      4.32G    0.01246    0.01072   0.004853         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
     63/499      4.32G    0.01247    0.01073   0.004877         79        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     63/499      4.32G    0.01247    0.01073   0.004877         79        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     63/499      4.32G    0.01248    0.01074     0.0049         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     63/499      4.32G    0.01248    0.01074     0.0049         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     63/499      4.32G    0.01249    0.01076   0.004897         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     63/499      4.32G    0.01249    0.01076   0.004897         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     63/499      4.32G    0.01246    0.01074   0.004894         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     63/499      4.32G    0.01246    0.01074   0.004894         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     63/499      4.32G    0.01245    0.01076   0.004859         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     63/499      4.32G    0.01245    0.01076   0.004859         76        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
     63/499      4.32G    0.01246    0.01077   0.004851         67        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
     63/499      4.32G    0.01246    0.01077   0.004851         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     63/499      4.32G    0.01243    0.01071   0.004819         48        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     63/499      4.32G    0.01243    0.01071   0.004819         48        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     63/499      4.32G    0.01242    0.01071   0.004845         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     63/499      4.32G    0.01242    0.01071   0.004845         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     63/499      4.32G    0.01239    0.01069   0.004845         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     63/499      4.32G    0.01239    0.01069   0.004845         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     63/499      4.32G    0.01237    0.01069   0.004854         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     63/499      4.32G    0.01237    0.01069   0.004854         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     63/499      4.32G    0.01235    0.01067   0.004864         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     63/499      4.32G    0.01235    0.01067   0.004864         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     63/499      4.32G    0.01234    0.01066   0.004838         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     63/499      4.32G    0.01234    0.01066   0.004838         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     63/499      4.32G    0.01232    0.01061   0.004813         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     63/499      4.32G    0.01232    0.01061   0.004813         53        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     63/499      4.32G    0.01229    0.01061   0.004816         80        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     63/499      4.32G    0.01229    0.01061   0.004816         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     63/499      4.32G    0.01229    0.01063   0.004785         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     63/499      4.32G    0.01229    0.01063   0.004785         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     63/499      4.32G    0.01231    0.01065   0.004767         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     63/499      4.32G    0.01231    0.01065   0.004767         69        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
     63/499      4.32G    0.01231    0.01065   0.004744         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     63/499      4.32G    0.01231    0.01065   0.004744         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     63/499      4.32G    0.01234    0.01063   0.004738         52        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     63/499      4.32G    0.01234    0.01063   0.004738         52        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     63/499      4.32G    0.01233     0.0106    0.00473         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     63/499      4.32G    0.01233     0.0106    0.00473         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     63/499      4.32G    0.01231    0.01061    0.00473         90        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     63/499      4.32G    0.01231    0.01061    0.00473         90        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     63/499      4.32G    0.01233     0.0106   0.004701         53        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     63/499      4.32G    0.01233     0.0106   0.004701         53        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
     63/499      4.32G    0.01233    0.01055   0.004671         42        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     63/499      4.32G    0.01233    0.01055   0.004671         42        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     63/499      4.32G    0.01233    0.01057   0.004669         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     63/499      4.32G    0.01233    0.01057   0.004669         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     63/499      4.32G    0.01232    0.01057    0.00468         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     63/499      4.32G    0.01232    0.01057    0.00468         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     63/499      4.32G    0.01232    0.01057   0.004679         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     63/499      4.32G    0.01232    0.01057   0.004679         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     63/499      4.32G     0.0123    0.01055   0.004703         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     63/499      4.32G     0.0123    0.01055   0.004703         63        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
     63/499      4.32G    0.01232    0.01053   0.004681         65        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
     63/499      4.32G    0.01232    0.01053   0.004681         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     63/499      4.32G    0.01232    0.01054   0.004672         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     63/499      4.32G    0.01232    0.01054   0.004672         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     63/499      4.32G    0.01233    0.01054   0.004695         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     63/499      4.32G    0.01233    0.01054   0.004695         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     63/499      4.32G    0.01231    0.01054   0.004684         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     63/499      4.32G    0.01231    0.01054   0.004684         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     63/499      4.32G    0.01231    0.01054   0.004723         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     63/499      4.32G    0.01231    0.01054   0.004723         75        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
     63/499      4.32G    0.01233    0.01052   0.004726         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     63/499      4.32G    0.01233    0.01052   0.004726         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     63/499      4.32G    0.01233    0.01051   0.004738         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     63/499      4.32G    0.01233    0.01051   0.004738         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     63/499      4.32G    0.01232    0.01049   0.004759         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     63/499      4.32G    0.01232    0.01049   0.004759         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     63/499      4.32G    0.01231    0.01048   0.004773         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     63/499      4.32G    0.01231    0.01048   0.004773         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     63/499      4.32G    0.01232    0.01045   0.004778         46        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     63/499      4.32G    0.01232    0.01045   0.004778         46        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     63/499      4.32G    0.01231    0.01045   0.004749         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     63/499      4.32G    0.01231    0.01045   0.004749         69        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
     63/499      4.32G    0.01231    0.01045   0.004743         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     63/499      4.32G    0.01231    0.01045   0.004743         69        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     63/499      4.32G     0.0123    0.01043   0.004733         54        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     63/499      4.32G     0.0123    0.01043   0.004733         54        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     63/499      4.32G    0.01232    0.01045    0.00472         82        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     63/499      4.32G    0.01232    0.01045    0.00472         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     63/499      4.32G    0.01231    0.01044   0.004724         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     63/499      4.32G    0.01231    0.01044   0.004724         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     63/499      4.32G    0.01234    0.01044   0.004716         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     63/499      4.32G    0.01234    0.01044   0.004716         67        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
     63/499      4.32G    0.01234    0.01045   0.004692         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     63/499      4.32G    0.01234    0.01045   0.004692         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     63/499      4.32G    0.01234    0.01042   0.004694         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     63/499      4.32G    0.01234    0.01042   0.004694         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     63/499      4.32G    0.01234    0.01043   0.004707         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     63/499      4.32G    0.01234    0.01043   0.004707         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     63/499      4.32G    0.01234    0.01043   0.004714         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     63/499      4.32G    0.01234    0.01043   0.004714         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     63/499      4.32G    0.01234    0.01043   0.004702         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     63/499      4.32G    0.01234    0.01043   0.004702         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
     63/499      4.32G    0.01232    0.01042   0.004691         72        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     63/499      4.32G    0.01232    0.01042   0.004691         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     63/499      4.32G    0.01231    0.01042   0.004684         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     63/499      4.32G    0.01231    0.01042   0.004684         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     63/499      4.32G    0.01231    0.01042   0.004659         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
     63/499      4.32G    0.01231    0.01042   0.004659         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     63/499      4.32G     0.0123    0.01042   0.004639         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
     63/499      4.32G     0.0123    0.01042   0.004639         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     63/499      4.32G     0.0123    0.01043   0.004616         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     63/499      4.32G     0.0123    0.01043   0.004616         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     63/499      4.32G    0.01229    0.01043   0.004608         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     63/499      4.32G    0.01229    0.01043   0.004608         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     63/499      4.32G    0.01229    0.01043   0.004605         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
     63/499      4.32G    0.01229    0.01043   0.004605         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     63/499      4.32G     0.0123    0.01043   0.004595         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     63/499      4.32G     0.0123    0.01043   0.004595         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     63/499      4.32G     0.0123    0.01042   0.004579         53        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     63/499      4.32G     0.0123    0.01042   0.004579         53        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     63/499      4.32G     0.0123    0.01041   0.004601         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     63/499      4.32G     0.0123    0.01041   0.004601         60        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     63/499      4.32G     0.0123    0.01043    0.00459         89        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     63/499      4.32G     0.0123    0.01043    0.00459         89        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
     63/499      4.32G     0.0123    0.01043    0.00461         76        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
     63/499      4.32G     0.0123    0.01043    0.00461         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     63/499      4.32G     0.0123    0.01045   0.004607         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     63/499      4.32G     0.0123    0.01045   0.004607         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     63/499      4.32G    0.01229    0.01045     0.0046         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
     63/499      4.32G    0.01229    0.01045     0.0046         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
     63/499      4.32G    0.01228    0.01046   0.004594         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
     63/499      4.32G    0.01228    0.01046   0.004594         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     63/499      4.32G     0.0123    0.01048   0.004587         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
     63/499      4.32G     0.0123    0.01048   0.004587         67        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     63/499      4.32G    0.01229    0.01047   0.004568         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     63/499      4.32G    0.01229    0.01047   0.004568         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     63/499      4.32G    0.01229    0.01046   0.004576         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     63/499      4.32G    0.01229    0.01046   0.004576         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     63/499      4.32G     0.0123    0.01044   0.004561         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     63/499      4.32G     0.0123    0.01044   0.004561         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     63/499      4.32G     0.0123    0.01046   0.004542         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     63/499      4.32G     0.0123    0.01046   0.004542         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     63/499      4.32G    0.01231    0.01045   0.004546         57        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     63/499      4.32G    0.01231    0.01045   0.004546         57        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
     63/499      4.32G    0.01231    0.01047   0.004538         75        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     63/499      4.32G    0.01231    0.01047   0.004538         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     63/499      4.32G     0.0123    0.01047   0.004543         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     63/499      4.32G     0.0123    0.01047   0.004543         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     63/499      4.32G     0.0123    0.01046   0.004532         55        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     63/499      4.32G     0.0123    0.01046   0.004532         55        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
     63/499      4.32G     0.0123    0.01047   0.004522         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
     63/499      4.32G     0.0123    0.01047   0.004522         64        640:  80%|########  | 135/168 [00:25<00:06,  5.24it/s]
     63/499      4.32G    0.01229    0.01047   0.004513         75        640:  80%|########  | 135/168 [00:25<00:06,  5.24it/s]
     63/499      4.32G    0.01229    0.01047   0.004513         75        640:  81%|########  | 136/168 [00:25<00:06,  5.14it/s]
     63/499      4.32G    0.01229    0.01046   0.004507         62        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
     63/499      4.32G    0.01229    0.01046   0.004507         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     63/499      4.32G    0.01228    0.01046   0.004502         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     63/499      4.32G    0.01228    0.01046   0.004502         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     63/499      4.32G    0.01227    0.01046     0.0045         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     63/499      4.32G    0.01227    0.01046     0.0045         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     63/499      4.32G    0.01228    0.01045   0.004512         51        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     63/499      4.32G    0.01228    0.01045   0.004512         51        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     63/499      4.32G    0.01228    0.01046   0.004497         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     63/499      4.32G    0.01228    0.01046   0.004497         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.27it/s]
     63/499      4.32G     0.0123    0.01047   0.004492         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.27it/s]
     63/499      4.32G     0.0123    0.01047   0.004492         72        640:  85%|########4 | 142/168 [00:26<00:05,  5.15it/s]
     63/499      4.32G     0.0123    0.01048   0.004513         79        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     63/499      4.32G     0.0123    0.01048   0.004513         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
     63/499      4.32G     0.0123    0.01049   0.004513         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
     63/499      4.32G     0.0123    0.01049   0.004513         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     63/499      4.32G    0.01231    0.01049   0.004541         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     63/499      4.32G    0.01231    0.01049   0.004541         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     63/499      4.32G    0.01231    0.01049   0.004532         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
     63/499      4.32G    0.01231    0.01049   0.004532         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
     63/499      4.32G    0.01231     0.0105    0.00453         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
     63/499      4.32G    0.01231     0.0105    0.00453         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
     63/499      4.32G    0.01231    0.01052   0.004526         88        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     63/499      4.32G    0.01231    0.01052   0.004526         88        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
     63/499      4.32G    0.01231    0.01052   0.004534         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
     63/499      4.32G    0.01231    0.01052   0.004534         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     63/499      4.32G    0.01231     0.0105   0.004532         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     63/499      4.32G    0.01231     0.0105   0.004532         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     63/499      4.32G    0.01232     0.0105    0.00455         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     63/499      4.32G    0.01232     0.0105    0.00455         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
     63/499      4.32G    0.01232     0.0105   0.004558         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
     63/499      4.32G    0.01232     0.0105   0.004558         69        640:  90%|######### | 152/168 [00:28<00:03,  5.20it/s]
     63/499      4.32G    0.01232    0.01049   0.004566         59        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
     63/499      4.32G    0.01232    0.01049   0.004566         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     63/499      4.32G    0.01232    0.01049   0.004576         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
     63/499      4.32G    0.01232    0.01049   0.004576         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     63/499      4.32G    0.01231    0.01049   0.004582         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     63/499      4.32G    0.01231    0.01049   0.004582         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     63/499      4.32G     0.0123     0.0105   0.004583         79        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     63/499      4.32G     0.0123     0.0105   0.004583         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     63/499      4.32G    0.01232     0.0105   0.004574         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     63/499      4.32G    0.01232     0.0105   0.004574         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     63/499      4.32G    0.01231    0.01049   0.004579         52        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
     63/499      4.32G    0.01231    0.01049   0.004579         52        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     63/499      4.32G    0.01231    0.01046   0.004571         55        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
     63/499      4.32G    0.01231    0.01046   0.004571         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     63/499      4.32G     0.0123    0.01046   0.004589         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     63/499      4.32G     0.0123    0.01046   0.004589         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     63/499      4.32G     0.0123    0.01047   0.004594         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     63/499      4.32G     0.0123    0.01047   0.004594         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     63/499      4.32G    0.01231    0.01049   0.004598         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     63/499      4.32G    0.01231    0.01049   0.004598         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     63/499      4.32G    0.01231    0.01049   0.004588         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     63/499      4.32G    0.01231    0.01049   0.004588         73        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
     63/499      4.32G     0.0123    0.01049   0.004575         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     63/499      4.32G     0.0123    0.01049   0.004575         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     63/499      4.32G     0.0123    0.01051   0.004553         85        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     63/499      4.32G     0.0123    0.01051   0.004553         85        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     63/499      4.32G     0.0123    0.01051   0.004542         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     63/499      4.32G     0.0123    0.01051   0.004542         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     63/499      4.32G    0.01229    0.01049   0.004554         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     63/499      4.32G    0.01229    0.01049   0.004554         57        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     63/499      4.32G    0.01229     0.0105   0.004556         39        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
     63/499      4.32G    0.01229     0.0105   0.004556         39        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
     63/499      4.32G    0.01229     0.0105   0.004556         39        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263      0.859      0.841      0.855      0.745

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     64/499      4.32G    0.01091    0.01199   0.003882         87        640:   0%|          | 0/168 [00:00<?, ?it/s]
     64/499      4.32G    0.01091    0.01199   0.003882         87        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     64/499      4.32G    0.01255     0.0124   0.003437         73        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     64/499      4.32G    0.01255     0.0124   0.003437         73        640:   1%|1         | 2/168 [00:00<00:32,  5.18it/s]
     64/499      4.32G    0.01286    0.01172    0.00445         63        640:   1%|1         | 2/168 [00:00<00:32,  5.18it/s]
     64/499      4.32G    0.01286    0.01172    0.00445         63        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     64/499      4.32G    0.01304    0.01119   0.004123         66        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     64/499      4.32G    0.01304    0.01119   0.004123         66        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     64/499      4.32G    0.01278    0.01072   0.004491         61        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
     64/499      4.32G    0.01278    0.01072   0.004491         61        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     64/499      4.32G    0.01251    0.01085   0.004724         73        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     64/499      4.32G    0.01251    0.01085   0.004724         73        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     64/499      4.32G     0.0124     0.0113   0.004591         84        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     64/499      4.32G     0.0124     0.0113   0.004591         84        640:   4%|4         | 7/168 [00:01<00:30,  5.19it/s]
     64/499      4.32G    0.01213    0.01105   0.004609         68        640:   4%|4         | 7/168 [00:01<00:30,  5.19it/s]
     64/499      4.32G    0.01213    0.01105   0.004609         68        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     64/499      4.32G    0.01223    0.01089   0.004729         52        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     64/499      4.32G    0.01223    0.01089   0.004729         52        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     64/499      4.32G     0.0122    0.01099   0.004977         70        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     64/499      4.32G     0.0122    0.01099   0.004977         70        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     64/499      4.32G     0.0123    0.01083   0.004973         63        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     64/499      4.32G     0.0123    0.01083   0.004973         63        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     64/499      4.32G    0.01239    0.01081   0.004984         58        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     64/499      4.32G    0.01239    0.01081   0.004984         58        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     64/499      4.32G    0.01231    0.01086   0.004975         76        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     64/499      4.32G    0.01231    0.01086   0.004975         76        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     64/499      4.32G     0.0124    0.01092   0.005167         68        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     64/499      4.32G     0.0124    0.01092   0.005167         68        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
     64/499      4.32G    0.01237     0.0109   0.005171         73        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
     64/499      4.32G    0.01237     0.0109   0.005171         73        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     64/499      4.32G    0.01235     0.0108   0.005069         71        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     64/499      4.32G    0.01235     0.0108   0.005069         71        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     64/499      4.32G    0.01228    0.01058   0.005054         55        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     64/499      4.32G    0.01228    0.01058   0.005054         55        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     64/499      4.32G    0.01232    0.01055   0.005144         63        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     64/499      4.32G    0.01232    0.01055   0.005144         63        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     64/499      4.32G    0.01233    0.01064    0.00514         76        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     64/499      4.32G    0.01233    0.01064    0.00514         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     64/499      4.32G    0.01233    0.01059   0.005058         56        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     64/499      4.32G    0.01233    0.01059   0.005058         56        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     64/499      4.32G     0.0124    0.01065   0.005054         78        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     64/499      4.32G     0.0124    0.01065   0.005054         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     64/499      4.32G    0.01247    0.01066   0.005038         63        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     64/499      4.32G    0.01247    0.01066   0.005038         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     64/499      4.32G    0.01248    0.01067   0.004894         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     64/499      4.32G    0.01248    0.01067   0.004894         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     64/499      4.32G    0.01244    0.01064   0.004925         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     64/499      4.32G    0.01244    0.01064   0.004925         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     64/499      4.32G    0.01244    0.01055    0.00493         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     64/499      4.32G    0.01244    0.01055    0.00493         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     64/499      4.32G     0.0124    0.01052   0.004882         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
     64/499      4.32G     0.0124    0.01052   0.004882         65        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
     64/499      4.32G    0.01245    0.01054    0.00497         78        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     64/499      4.32G    0.01245    0.01054    0.00497         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     64/499      4.32G    0.01244    0.01053   0.004991         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     64/499      4.32G    0.01244    0.01053   0.004991         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     64/499      4.32G    0.01246    0.01058   0.004984         82        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     64/499      4.32G    0.01246    0.01058   0.004984         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     64/499      4.32G    0.01244    0.01059   0.004946         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     64/499      4.32G    0.01244    0.01059   0.004946         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     64/499      4.32G     0.0124    0.01059    0.00493         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     64/499      4.32G     0.0124    0.01059    0.00493         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     64/499      4.32G    0.01238    0.01058    0.00486         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     64/499      4.32G    0.01238    0.01058    0.00486         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     64/499      4.32G    0.01238    0.01058   0.004837         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     64/499      4.32G    0.01238    0.01058   0.004837         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     64/499      4.32G    0.01242    0.01059    0.00489         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     64/499      4.32G    0.01242    0.01059    0.00489         59        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     64/499      4.32G    0.01239    0.01057   0.004876         64        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     64/499      4.32G    0.01239    0.01057   0.004876         64        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     64/499      4.32G    0.01239    0.01056   0.004777         66        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     64/499      4.32G    0.01239    0.01056   0.004777         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     64/499      4.32G    0.01236    0.01057   0.004743         64        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     64/499      4.32G    0.01236    0.01057   0.004743         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     64/499      4.32G    0.01231    0.01053   0.004803         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     64/499      4.32G    0.01231    0.01053   0.004803         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     64/499      4.32G    0.01233    0.01055   0.004886         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     64/499      4.32G    0.01233    0.01055   0.004886         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     64/499      4.32G     0.0123    0.01055   0.004853         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     64/499      4.32G     0.0123    0.01055   0.004853         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     64/499      4.32G    0.01233    0.01053     0.0049         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
     64/499      4.32G    0.01233    0.01053     0.0049         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     64/499      4.32G    0.01233    0.01052   0.004888         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     64/499      4.32G    0.01233    0.01052   0.004888         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
     64/499      4.32G    0.01234    0.01051   0.004811         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
     64/499      4.32G    0.01234    0.01051   0.004811         62        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     64/499      4.32G    0.01235    0.01054   0.004812         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
     64/499      4.32G    0.01235    0.01054   0.004812         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     64/499      4.32G    0.01242    0.01054    0.00485         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
     64/499      4.32G    0.01242    0.01054    0.00485         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
     64/499      4.32G     0.0124    0.01049   0.004836         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
     64/499      4.32G     0.0124    0.01049   0.004836         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     64/499      4.32G    0.01243    0.01051   0.004809         81        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     64/499      4.32G    0.01243    0.01051   0.004809         81        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     64/499      4.32G     0.0124    0.01051   0.004891         78        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     64/499      4.32G     0.0124    0.01051   0.004891         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     64/499      4.32G    0.01235    0.01052   0.004848         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     64/499      4.32G    0.01235    0.01052   0.004848         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     64/499      4.32G    0.01235    0.01045   0.004808         49        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     64/499      4.32G    0.01235    0.01045   0.004808         49        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     64/499      4.32G    0.01233    0.01043   0.004762         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
     64/499      4.32G    0.01233    0.01043   0.004762         71        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     64/499      4.32G    0.01234    0.01044    0.00481         71        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     64/499      4.32G    0.01234    0.01044    0.00481         71        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
     64/499      4.32G    0.01241    0.01045   0.004857         64        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
     64/499      4.32G    0.01241    0.01045   0.004857         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     64/499      4.32G    0.01242    0.01045   0.004926         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     64/499      4.32G    0.01242    0.01045   0.004926         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     64/499      4.32G    0.01241    0.01045    0.00492         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
     64/499      4.32G    0.01241    0.01045    0.00492         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     64/499      4.32G    0.01242    0.01045   0.004939         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     64/499      4.32G    0.01242    0.01045   0.004939         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     64/499      4.32G    0.01242    0.01043    0.00492         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     64/499      4.32G    0.01242    0.01043    0.00492         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     64/499      4.32G    0.01242    0.01039   0.004886         54        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
     64/499      4.32G    0.01242    0.01039   0.004886         54        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     64/499      4.32G    0.01241    0.01043   0.004846         80        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     64/499      4.32G    0.01241    0.01043   0.004846         80        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     64/499      4.32G    0.01239    0.01041   0.004881         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     64/499      4.32G    0.01239    0.01041   0.004881         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     64/499      4.32G    0.01237    0.01042   0.004871         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     64/499      4.32G    0.01237    0.01042   0.004871         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     64/499      4.32G    0.01239    0.01039   0.004877         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
     64/499      4.32G    0.01239    0.01039   0.004877         52        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     64/499      4.32G    0.01242     0.0104   0.004843         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     64/499      4.32G    0.01242     0.0104   0.004843         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     64/499      4.32G    0.01242     0.0104   0.004834         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     64/499      4.32G    0.01242     0.0104   0.004834         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     64/499      4.32G     0.0124    0.01039   0.004842         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     64/499      4.32G     0.0124    0.01039   0.004842         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     64/499      4.32G     0.0124    0.01041   0.004814         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     64/499      4.32G     0.0124    0.01041   0.004814         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     64/499      4.32G    0.01237     0.0104   0.004825         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
     64/499      4.32G    0.01237     0.0104   0.004825         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     64/499      4.32G    0.01236     0.0104    0.00481         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     64/499      4.32G    0.01236     0.0104    0.00481         72        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     64/499      4.32G    0.01234    0.01037    0.00477         63        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     64/499      4.32G    0.01234    0.01037    0.00477         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     64/499      4.32G    0.01234    0.01038   0.004734         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     64/499      4.32G    0.01234    0.01038   0.004734         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     64/499      4.32G    0.01233    0.01041   0.004732         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     64/499      4.32G    0.01233    0.01041   0.004732         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     64/499      4.32G    0.01236     0.0104    0.00472         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     64/499      4.32G    0.01236     0.0104    0.00472         59        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     64/499      4.32G    0.01236     0.0104   0.004719         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     64/499      4.32G    0.01236     0.0104   0.004719         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.07it/s]
     64/499      4.32G    0.01234    0.01038   0.004725         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.07it/s]
     64/499      4.32G    0.01234    0.01038   0.004725         64        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     64/499      4.32G    0.01236    0.01039   0.004768         65        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     64/499      4.32G    0.01236    0.01039   0.004768         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     64/499      4.32G    0.01234    0.01035    0.00489         50        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     64/499      4.32G    0.01234    0.01035    0.00489         50        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     64/499      4.32G    0.01234    0.01034   0.004858         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     64/499      4.32G    0.01234    0.01034   0.004858         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     64/499      4.32G    0.01233    0.01034   0.004878         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     64/499      4.32G    0.01233    0.01034   0.004878         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     64/499      4.32G    0.01234    0.01034   0.004943         61        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
     64/499      4.32G    0.01234    0.01034   0.004943         61        640:  47%|####7     | 79/168 [00:15<00:19,  4.58it/s]
     64/499      4.32G    0.01237    0.01035   0.004948         78        640:  47%|####7     | 79/168 [00:15<00:19,  4.58it/s]
     64/499      4.32G    0.01237    0.01035   0.004948         78        640:  48%|####7     | 80/168 [00:15<00:18,  4.83it/s]
     64/499      4.32G    0.01235    0.01033   0.004955         69        640:  48%|####7     | 80/168 [00:15<00:18,  4.83it/s]
     64/499      4.32G    0.01235    0.01033   0.004955         69        640:  48%|####8     | 81/168 [00:15<00:17,  5.02it/s]
     64/499      4.32G    0.01233    0.01034   0.004919         71        640:  48%|####8     | 81/168 [00:15<00:17,  5.02it/s]
     64/499      4.32G    0.01233    0.01034   0.004919         71        640:  49%|####8     | 82/168 [00:15<00:17,  5.00it/s]
     64/499      4.32G    0.01233    0.01034   0.004941         66        640:  49%|####8     | 82/168 [00:15<00:17,  5.00it/s]
     64/499      4.32G    0.01233    0.01034   0.004941         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.15it/s]
     64/499      4.32G    0.01232    0.01032   0.004951         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.15it/s]
     64/499      4.32G    0.01232    0.01032   0.004951         68        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
     64/499      4.32G    0.01234    0.01038   0.004942         86        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
     64/499      4.32G    0.01234    0.01038   0.004942         86        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     64/499      4.32G    0.01234    0.01037   0.004956         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     64/499      4.32G    0.01234    0.01037   0.004956         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     64/499      4.32G    0.01234    0.01039   0.004957         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     64/499      4.32G    0.01234    0.01039   0.004957         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     64/499      4.32G    0.01235    0.01036   0.004939         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     64/499      4.32G    0.01235    0.01036   0.004939         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     64/499      4.32G    0.01234    0.01036   0.004925         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     64/499      4.32G    0.01234    0.01036   0.004925         71        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     64/499      4.32G    0.01234    0.01035   0.004916         73        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     64/499      4.32G    0.01234    0.01035   0.004916         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     64/499      4.32G    0.01236    0.01035   0.004931         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     64/499      4.32G    0.01236    0.01035   0.004931         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     64/499      4.32G    0.01236    0.01038   0.004898         91        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     64/499      4.32G    0.01236    0.01038   0.004898         91        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     64/499      4.32G    0.01235    0.01041   0.004892         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
     64/499      4.32G    0.01235    0.01041   0.004892         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     64/499      4.32G    0.01236    0.01043   0.004896         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     64/499      4.32G    0.01236    0.01043   0.004896         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
     64/499      4.32G    0.01237    0.01043   0.004887         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     64/499      4.32G    0.01237    0.01043   0.004887         66        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
     64/499      4.32G    0.01237    0.01044    0.00488         76        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
     64/499      4.32G    0.01237    0.01044    0.00488         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     64/499      4.32G    0.01239    0.01046   0.004931         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     64/499      4.32G    0.01239    0.01046   0.004931         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     64/499      4.32G     0.0124    0.01045   0.004935         47        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     64/499      4.32G     0.0124    0.01045   0.004935         47        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     64/499      4.32G    0.01238    0.01043   0.004925         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     64/499      4.32G    0.01238    0.01043   0.004925         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     64/499      4.32G    0.01238    0.01045   0.004904         70        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
     64/499      4.32G    0.01238    0.01045   0.004904         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     64/499      4.32G    0.01237    0.01046   0.004927         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     64/499      4.32G    0.01237    0.01046   0.004927         78        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     64/499      4.32G    0.01238    0.01047   0.004963         76        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     64/499      4.32G    0.01238    0.01047   0.004963         76        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     64/499      4.32G    0.01239    0.01047   0.004977         60        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     64/499      4.32G    0.01239    0.01047   0.004977         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     64/499      4.32G    0.01239    0.01049   0.004993         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     64/499      4.32G    0.01239    0.01049   0.004993         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     64/499      4.32G     0.0124     0.0105   0.005032         85        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
     64/499      4.32G     0.0124     0.0105   0.005032         85        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     64/499      4.32G    0.01241     0.0105   0.005004         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     64/499      4.32G    0.01241     0.0105   0.005004         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     64/499      4.32G    0.01242     0.0105   0.005025         69        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     64/499      4.32G    0.01242     0.0105   0.005025         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     64/499      4.32G     0.0124    0.01048   0.005009         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     64/499      4.32G     0.0124    0.01048   0.005009         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     64/499      4.32G    0.01239    0.01046   0.005032         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     64/499      4.32G    0.01239    0.01046   0.005032         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     64/499      4.32G    0.01238    0.01046   0.005049         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     64/499      4.32G    0.01238    0.01046   0.005049         78        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     64/499      4.32G    0.01238    0.01046   0.005023         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     64/499      4.32G    0.01238    0.01046   0.005023         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
     64/499      4.32G    0.01238    0.01047    0.00502         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
     64/499      4.32G    0.01238    0.01047    0.00502         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     64/499      4.32G    0.01237    0.01048   0.005041         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     64/499      4.32G    0.01237    0.01048   0.005041         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
     64/499      4.32G    0.01236    0.01047   0.005044         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
     64/499      4.32G    0.01236    0.01047   0.005044         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     64/499      4.32G    0.01234    0.01046   0.005027         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     64/499      4.32G    0.01234    0.01046   0.005027         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     64/499      4.32G    0.01236    0.01046   0.005034         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     64/499      4.32G    0.01236    0.01046   0.005034         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     64/499      4.32G    0.01236    0.01046   0.005035         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     64/499      4.32G    0.01236    0.01046   0.005035         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     64/499      4.32G    0.01237    0.01046    0.00506         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     64/499      4.32G    0.01237    0.01046    0.00506         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     64/499      4.32G    0.01235    0.01046   0.005051         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     64/499      4.32G    0.01235    0.01046   0.005051         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     64/499      4.32G    0.01236    0.01045   0.005048         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     64/499      4.32G    0.01236    0.01045   0.005048         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     64/499      4.32G    0.01236    0.01047   0.005027         79        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     64/499      4.32G    0.01236    0.01047   0.005027         79        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     64/499      4.32G    0.01238    0.01049   0.005012         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     64/499      4.32G    0.01238    0.01049   0.005012         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     64/499      4.32G    0.01238    0.01048   0.005048         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     64/499      4.32G    0.01238    0.01048   0.005048         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     64/499      4.32G    0.01237    0.01047   0.005037         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     64/499      4.32G    0.01237    0.01047   0.005037         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     64/499      4.32G    0.01237    0.01046   0.005028         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     64/499      4.32G    0.01237    0.01046   0.005028         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     64/499      4.32G    0.01238    0.01047   0.005007         71        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
     64/499      4.32G    0.01238    0.01047   0.005007         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     64/499      4.32G    0.01238    0.01047   0.004988         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     64/499      4.32G    0.01238    0.01047   0.004988         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     64/499      4.32G    0.01239    0.01048   0.004994         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     64/499      4.32G    0.01239    0.01048   0.004994         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     64/499      4.32G    0.01239    0.01048   0.004995         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     64/499      4.32G    0.01239    0.01048   0.004995         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     64/499      4.32G    0.01239    0.01048   0.004991         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     64/499      4.32G    0.01239    0.01048   0.004991         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     64/499      4.32G    0.01238    0.01048   0.004972         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     64/499      4.32G    0.01238    0.01048   0.004972         71        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
     64/499      4.32G    0.01239     0.0105    0.00498         71        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
     64/499      4.32G    0.01239     0.0105    0.00498         71        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     64/499      4.32G     0.0124    0.01049   0.004978         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
     64/499      4.32G     0.0124    0.01049   0.004978         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     64/499      4.32G    0.01239    0.01048   0.004984         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
     64/499      4.32G    0.01239    0.01048   0.004984         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     64/499      4.32G    0.01238    0.01048   0.004969         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     64/499      4.32G    0.01238    0.01048   0.004969         70        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     64/499      4.32G    0.01239    0.01051   0.004958        101        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     64/499      4.32G    0.01239    0.01051   0.004958        101        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     64/499      4.32G    0.01241     0.0105   0.004945         63        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
     64/499      4.32G    0.01241     0.0105   0.004945         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     64/499      4.32G     0.0124    0.01051   0.004942         83        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     64/499      4.32G     0.0124    0.01051   0.004942         83        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     64/499      4.32G    0.01241    0.01055   0.004971         95        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     64/499      4.32G    0.01241    0.01055   0.004971         95        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
     64/499      4.32G     0.0124    0.01052   0.004967         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
     64/499      4.32G     0.0124    0.01052   0.004967         55        640:  83%|########3 | 140/168 [00:26<00:05,  5.20it/s]
     64/499      4.32G    0.01241    0.01053   0.004939         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.20it/s]
     64/499      4.32G    0.01241    0.01053   0.004939         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
     64/499      4.32G    0.01241    0.01051   0.004945         53        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
     64/499      4.32G    0.01241    0.01051   0.004945         53        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     64/499      4.32G    0.01242    0.01052   0.004961         79        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     64/499      4.32G    0.01242    0.01052   0.004961         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     64/499      4.32G    0.01242    0.01053   0.004942         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     64/499      4.32G    0.01242    0.01053   0.004942         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     64/499      4.32G    0.01243    0.01054    0.00496         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     64/499      4.32G    0.01243    0.01054    0.00496         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     64/499      4.32G    0.01244    0.01054   0.004972         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     64/499      4.32G    0.01244    0.01054   0.004972         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     64/499      4.32G    0.01242    0.01053   0.004968         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     64/499      4.32G    0.01242    0.01053   0.004968         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
     64/499      4.32G    0.01243    0.01054   0.004965         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
     64/499      4.32G    0.01243    0.01054   0.004965         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     64/499      4.32G    0.01244    0.01053   0.004962         55        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     64/499      4.32G    0.01244    0.01053   0.004962         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     64/499      4.32G    0.01243    0.01053   0.004966         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     64/499      4.32G    0.01243    0.01053   0.004966         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     64/499      4.32G    0.01242    0.01052   0.004959         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     64/499      4.32G    0.01242    0.01052   0.004959         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.13it/s]
     64/499      4.32G    0.01244    0.01051   0.004965         53        640:  90%|########9 | 151/168 [00:28<00:03,  5.13it/s]
     64/499      4.32G    0.01244    0.01051   0.004965         53        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
     64/499      4.32G    0.01244    0.01052    0.00497         88        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     64/499      4.32G    0.01244    0.01052    0.00497         88        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     64/499      4.32G    0.01245    0.01051   0.004965         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     64/499      4.32G    0.01245    0.01051   0.004965         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     64/499      4.32G    0.01245    0.01051   0.004955         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     64/499      4.32G    0.01245    0.01051   0.004955         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
     64/499      4.32G    0.01245    0.01051   0.004953         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
     64/499      4.32G    0.01245    0.01051   0.004953         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.26it/s]
     64/499      4.32G    0.01246    0.01053   0.004953         83        640:  93%|#########2| 156/168 [00:29<00:02,  5.26it/s]
     64/499      4.32G    0.01246    0.01053   0.004953         83        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     64/499      4.32G    0.01247    0.01053   0.004951         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     64/499      4.32G    0.01247    0.01053   0.004951         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     64/499      4.32G    0.01246    0.01052   0.004937         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     64/499      4.32G    0.01246    0.01052   0.004937         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     64/499      4.32G    0.01246    0.01051   0.004942         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     64/499      4.32G    0.01246    0.01051   0.004942         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     64/499      4.32G    0.01246    0.01051   0.004937         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     64/499      4.32G    0.01246    0.01051   0.004937         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     64/499      4.32G    0.01245    0.01051   0.004954         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
     64/499      4.32G    0.01245    0.01051   0.004954         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
     64/499      4.32G    0.01245    0.01052   0.004945         74        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     64/499      4.32G    0.01245    0.01052   0.004945         74        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     64/499      4.32G    0.01245    0.01052   0.004967         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     64/499      4.32G    0.01245    0.01052   0.004967         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     64/499      4.32G    0.01248    0.01052   0.004963         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     64/499      4.32G    0.01248    0.01052   0.004963         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     64/499      4.32G    0.01247    0.01051   0.004964         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     64/499      4.32G    0.01247    0.01051   0.004964         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     64/499      4.32G    0.01247     0.0105   0.004948         55        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     64/499      4.32G    0.01247     0.0105   0.004948         55        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     64/499      4.32G    0.01248    0.01048   0.004939         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     64/499      4.32G    0.01248    0.01048   0.004939         26        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
     64/499      4.32G    0.01248    0.01048   0.004939         26        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.852      0.828      0.852      0.727

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     65/499      4.32G    0.01259   0.009753   0.002601         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     65/499      4.32G    0.01259   0.009753   0.002601         65        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     65/499      4.32G    0.01361    0.00985   0.002952         69        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     65/499      4.32G    0.01361    0.00985   0.002952         69        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     65/499      4.32G    0.01297    0.01038   0.002759         66        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     65/499      4.32G    0.01297    0.01038   0.002759         66        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
     65/499      4.32G    0.01265    0.01063    0.00402         66        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
     65/499      4.32G    0.01265    0.01063    0.00402         66        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     65/499      4.32G    0.01296    0.01117   0.003557         68        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     65/499      4.32G    0.01296    0.01117   0.003557         68        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
     65/499      4.32G    0.01332    0.01054   0.004062         49        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
     65/499      4.32G    0.01332    0.01054   0.004062         49        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     65/499      4.32G    0.01334    0.01042   0.004422         67        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     65/499      4.32G    0.01334    0.01042   0.004422         67        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     65/499      4.32G    0.01315    0.01036   0.004142         60        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
     65/499      4.32G    0.01315    0.01036   0.004142         60        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     65/499      4.32G    0.01331    0.01045   0.004614         77        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     65/499      4.32G    0.01331    0.01045   0.004614         77        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     65/499      4.32G    0.01343    0.01035   0.004722         59        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     65/499      4.32G    0.01343    0.01035   0.004722         59        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
     65/499      4.32G    0.01329    0.01015   0.005028         62        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
     65/499      4.32G    0.01329    0.01015   0.005028         62        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
     65/499      4.32G    0.01326    0.01009   0.005057         78        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
     65/499      4.32G    0.01326    0.01009   0.005057         78        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     65/499      4.32G    0.01326   0.009949   0.005062         54        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     65/499      4.32G    0.01326   0.009949   0.005062         54        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     65/499      4.32G     0.0131       0.01   0.004896         76        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     65/499      4.32G     0.0131       0.01   0.004896         76        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     65/499      4.32G    0.01317   0.009979   0.004946         53        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     65/499      4.32G    0.01317   0.009979   0.004946         53        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     65/499      4.32G    0.01323    0.01001   0.004776         75        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     65/499      4.32G    0.01323    0.01001   0.004776         75        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     65/499      4.32G    0.01333    0.01011    0.00469         69        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
     65/499      4.32G    0.01333    0.01011    0.00469         69        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     65/499      4.32G    0.01343     0.0102   0.004787         69        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     65/499      4.32G    0.01343     0.0102   0.004787         69        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     65/499      4.32G    0.01335    0.01024   0.004676         71        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     65/499      4.32G    0.01335    0.01024   0.004676         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     65/499      4.32G    0.01325    0.01025    0.00453         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     65/499      4.32G    0.01325    0.01025    0.00453         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     65/499      4.32G    0.01321    0.01026   0.004599         78        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     65/499      4.32G    0.01321    0.01026   0.004599         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.31it/s]
     65/499      4.32G    0.01314    0.01041   0.004485         91        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     65/499      4.32G    0.01314    0.01041   0.004485         91        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     65/499      4.32G    0.01316    0.01048   0.004483         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     65/499      4.32G    0.01316    0.01048   0.004483         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     65/499      4.32G    0.01302    0.01037   0.004401         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     65/499      4.32G    0.01302    0.01037   0.004401         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     65/499      4.32G    0.01307    0.01043   0.004307         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     65/499      4.32G    0.01307    0.01043   0.004307         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     65/499      4.32G    0.01306    0.01044   0.004305         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     65/499      4.32G    0.01306    0.01044   0.004305         73        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
     65/499      4.32G    0.01303    0.01049   0.004459         93        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
     65/499      4.32G    0.01303    0.01049   0.004459         93        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     65/499      4.32G    0.01295    0.01042   0.004443         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     65/499      4.32G    0.01295    0.01042   0.004443         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     65/499      4.32G    0.01295    0.01043   0.004346         72        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     65/499      4.32G    0.01295    0.01043   0.004346         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     65/499      4.32G    0.01296    0.01039   0.004303         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     65/499      4.32G    0.01296    0.01039   0.004303         65        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
     65/499      4.32G    0.01291    0.01032   0.004319         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
     65/499      4.32G    0.01291    0.01032   0.004319         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     65/499      4.32G    0.01294    0.01029   0.004368         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     65/499      4.32G    0.01294    0.01029   0.004368         59        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
     65/499      4.32G    0.01302    0.01039   0.004409         74        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
     65/499      4.32G    0.01302    0.01039   0.004409         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     65/499      4.32G    0.01298    0.01038   0.004392         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     65/499      4.32G    0.01298    0.01038   0.004392         68        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     65/499      4.32G    0.01299    0.01037   0.004305         56        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     65/499      4.32G    0.01299    0.01037   0.004305         56        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     65/499      4.32G      0.013    0.01035   0.004401         66        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     65/499      4.32G      0.013    0.01035   0.004401         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     65/499      4.32G    0.01299    0.01036   0.004368         74        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     65/499      4.32G    0.01299    0.01036   0.004368         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     65/499      4.32G    0.01296    0.01043   0.004404         90        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     65/499      4.32G    0.01296    0.01043   0.004404         90        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     65/499      4.32G    0.01291    0.01039   0.004395         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     65/499      4.32G    0.01291    0.01039   0.004395         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     65/499      4.32G    0.01292    0.01038   0.004437         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     65/499      4.32G    0.01292    0.01038   0.004437         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     65/499      4.32G    0.01293    0.01045   0.004434         81        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
     65/499      4.32G    0.01293    0.01045   0.004434         81        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     65/499      4.32G    0.01291    0.01048   0.004433         72        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     65/499      4.32G    0.01291    0.01048   0.004433         72        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
     65/499      4.32G    0.01289    0.01047   0.004459         79        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     65/499      4.32G    0.01289    0.01047   0.004459         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     65/499      4.32G    0.01284    0.01047   0.004482         77        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     65/499      4.32G    0.01284    0.01047   0.004482         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     65/499      4.32G    0.01284    0.01048    0.00449         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     65/499      4.32G    0.01284    0.01048    0.00449         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     65/499      4.32G    0.01278    0.01044   0.004462         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     65/499      4.32G    0.01278    0.01044   0.004462         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     65/499      4.32G    0.01282    0.01045   0.004446         51        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     65/499      4.32G    0.01282    0.01045   0.004446         51        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     65/499      4.32G    0.01279    0.01042     0.0044         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     65/499      4.32G    0.01279    0.01042     0.0044         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     65/499      4.32G    0.01281    0.01045    0.00441         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     65/499      4.32G    0.01281    0.01045    0.00441         79        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     65/499      4.32G    0.01283    0.01046   0.004368         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     65/499      4.32G    0.01283    0.01046   0.004368         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     65/499      4.32G    0.01281    0.01048   0.004346         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     65/499      4.32G    0.01281    0.01048   0.004346         77        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     65/499      4.32G    0.01279    0.01051   0.004338         81        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     65/499      4.32G    0.01279    0.01051   0.004338         81        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
     65/499      4.32G    0.01275    0.01051   0.004336         75        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
     65/499      4.32G    0.01275    0.01051   0.004336         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
     65/499      4.32G    0.01274    0.01049   0.004329         72        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
     65/499      4.32G    0.01274    0.01049   0.004329         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     65/499      4.32G     0.0127    0.01046   0.004313         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     65/499      4.32G     0.0127    0.01046   0.004313         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     65/499      4.32G    0.01268    0.01048   0.004284         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     65/499      4.32G    0.01268    0.01048   0.004284         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     65/499      4.32G    0.01267    0.01051   0.004286         85        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     65/499      4.32G    0.01267    0.01051   0.004286         85        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     65/499      4.32G    0.01268     0.0105   0.004266         59        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
     65/499      4.32G    0.01268     0.0105   0.004266         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     65/499      4.32G    0.01269    0.01045   0.004231         46        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     65/499      4.32G    0.01269    0.01045   0.004231         46        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     65/499      4.32G    0.01266    0.01045   0.004203         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     65/499      4.32G    0.01266    0.01045   0.004203         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     65/499      4.32G    0.01264    0.01042   0.004275         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     65/499      4.32G    0.01264    0.01042   0.004275         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     65/499      4.32G    0.01263    0.01038   0.004267         48        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
     65/499      4.32G    0.01263    0.01038   0.004267         48        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     65/499      4.32G    0.01262     0.0104   0.004241         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     65/499      4.32G    0.01262     0.0104   0.004241         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
     65/499      4.32G     0.0126     0.0104   0.004223         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     65/499      4.32G     0.0126     0.0104   0.004223         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     65/499      4.32G    0.01259     0.0104   0.004215         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     65/499      4.32G    0.01259     0.0104   0.004215         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     65/499      4.32G    0.01256    0.01037   0.004205         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     65/499      4.32G    0.01256    0.01037   0.004205         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     65/499      4.32G    0.01258    0.01038   0.004196         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     65/499      4.32G    0.01258    0.01038   0.004196         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     65/499      4.32G    0.01254    0.01035   0.004174         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     65/499      4.32G    0.01254    0.01035   0.004174         53        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
     65/499      4.32G    0.01251    0.01036   0.004178         80        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     65/499      4.32G    0.01251    0.01036   0.004178         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
     65/499      4.32G    0.01248    0.01035   0.004165         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
     65/499      4.32G    0.01248    0.01035   0.004165         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     65/499      4.32G    0.01246    0.01034   0.004207         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     65/499      4.32G    0.01246    0.01034   0.004207         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     65/499      4.32G     0.0125    0.01035   0.004214         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     65/499      4.32G     0.0125    0.01035   0.004214         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     65/499      4.32G    0.01252    0.01038   0.004213         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     65/499      4.32G    0.01252    0.01038   0.004213         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     65/499      4.32G    0.01252    0.01039   0.004196         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     65/499      4.32G    0.01252    0.01039   0.004196         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     65/499      4.32G    0.01252    0.01041    0.00419         88        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     65/499      4.32G    0.01252    0.01041    0.00419         88        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     65/499      4.32G    0.01253    0.01042    0.00418         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     65/499      4.32G    0.01253    0.01042    0.00418         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     65/499      4.32G    0.01252     0.0104   0.004197         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     65/499      4.32G    0.01252     0.0104   0.004197         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     65/499      4.32G    0.01252     0.0104   0.004214         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     65/499      4.32G    0.01252     0.0104   0.004214         73        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
     65/499      4.32G    0.01251    0.01039   0.004248         64        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
     65/499      4.32G    0.01251    0.01039   0.004248         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     65/499      4.32G     0.0125    0.01036   0.004317         50        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     65/499      4.32G     0.0125    0.01036   0.004317         50        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     65/499      4.32G     0.0125    0.01038   0.004308         82        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     65/499      4.32G     0.0125    0.01038   0.004308         82        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     65/499      4.32G    0.01251    0.01041   0.004304         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     65/499      4.32G    0.01251    0.01041   0.004304         81        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     65/499      4.32G    0.01251    0.01045   0.004307         81        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
     65/499      4.32G    0.01251    0.01045   0.004307         81        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
     65/499      4.32G    0.01251    0.01046   0.004314         70        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
     65/499      4.32G    0.01251    0.01046   0.004314         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.28it/s]
     65/499      4.32G    0.01249    0.01044   0.004287         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
     65/499      4.32G    0.01249    0.01044   0.004287         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     65/499      4.32G    0.01251    0.01044    0.00428         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     65/499      4.32G    0.01251    0.01044    0.00428         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     65/499      4.32G    0.01249    0.01044   0.004286         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     65/499      4.32G    0.01249    0.01044   0.004286         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     65/499      4.32G    0.01249    0.01042   0.004291         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     65/499      4.32G    0.01249    0.01042   0.004291         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     65/499      4.32G     0.0125    0.01042   0.004324         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     65/499      4.32G     0.0125    0.01042   0.004324         61        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     65/499      4.32G    0.01251    0.01044   0.004313         78        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     65/499      4.32G    0.01251    0.01044   0.004313         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     65/499      4.32G    0.01252    0.01043   0.004321         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     65/499      4.32G    0.01252    0.01043   0.004321         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     65/499      4.32G    0.01253    0.01045   0.004304         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
     65/499      4.32G    0.01253    0.01045   0.004304         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     65/499      4.32G    0.01253    0.01046   0.004315         80        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
     65/499      4.32G    0.01253    0.01046   0.004315         80        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     65/499      4.32G    0.01254    0.01047   0.004287         80        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
     65/499      4.32G    0.01254    0.01047   0.004287         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
     65/499      4.32G    0.01253    0.01046   0.004292         60        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
     65/499      4.32G    0.01253    0.01046   0.004292         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     65/499      4.32G    0.01252    0.01044   0.004286         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
     65/499      4.32G    0.01252    0.01044   0.004286         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     65/499      4.32G    0.01253    0.01043   0.004278         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
     65/499      4.32G    0.01253    0.01043   0.004278         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     65/499      4.32G    0.01253    0.01043   0.004306         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
     65/499      4.32G    0.01253    0.01043   0.004306         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     65/499      4.32G     0.0125    0.01041   0.004306         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     65/499      4.32G     0.0125    0.01041   0.004306         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
     65/499      4.32G    0.01251     0.0104   0.004302         53        640:  59%|#####8    | 99/168 [00:19<00:12,  5.34it/s]
     65/499      4.32G    0.01251     0.0104   0.004302         53        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     65/499      4.32G    0.01251    0.01039   0.004292         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     65/499      4.32G    0.01251    0.01039   0.004292         68        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     65/499      4.32G    0.01252    0.01038   0.004296         53        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     65/499      4.32G    0.01252    0.01038   0.004296         53        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     65/499      4.32G     0.0125    0.01035   0.004291         56        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     65/499      4.32G     0.0125    0.01035   0.004291         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     65/499      4.32G    0.01248    0.01035   0.004319         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     65/499      4.32G    0.01248    0.01035   0.004319         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.14it/s]
     65/499      4.32G    0.01247    0.01034   0.004287         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.14it/s]
     65/499      4.32G    0.01247    0.01034   0.004287         63        640:  62%|######2   | 105/168 [00:19<00:12,  5.24it/s]
     65/499      4.32G    0.01246    0.01033   0.004284         61        640:  62%|######2   | 105/168 [00:20<00:12,  5.24it/s]
     65/499      4.32G    0.01246    0.01033   0.004284         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     65/499      4.32G    0.01245    0.01031   0.004278         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     65/499      4.32G    0.01245    0.01031   0.004278         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     65/499      4.32G    0.01243     0.0103   0.004271         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     65/499      4.32G    0.01243     0.0103   0.004271         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     65/499      4.32G    0.01243    0.01029   0.004285         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     65/499      4.32G    0.01243    0.01029   0.004285         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     65/499      4.32G    0.01244    0.01028   0.004302         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     65/499      4.32G    0.01244    0.01028   0.004302         52        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     65/499      4.32G    0.01244    0.01027   0.004298         65        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     65/499      4.32G    0.01244    0.01027   0.004298         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     65/499      4.32G    0.01244     0.0103   0.004293         85        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     65/499      4.32G    0.01244     0.0103   0.004293         85        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     65/499      4.32G    0.01243    0.01028   0.004316         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     65/499      4.32G    0.01243    0.01028   0.004316         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     65/499      4.32G    0.01244    0.01029    0.00434         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     65/499      4.32G    0.01244    0.01029    0.00434         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     65/499      4.32G    0.01242     0.0103   0.004356         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     65/499      4.32G    0.01242     0.0103   0.004356         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     65/499      4.32G    0.01243     0.0103   0.004463         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     65/499      4.32G    0.01243     0.0103   0.004463         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
     65/499      4.32G    0.01243    0.01029   0.004463         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
     65/499      4.32G    0.01243    0.01029   0.004463         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     65/499      4.32G    0.01241     0.0103   0.004445         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     65/499      4.32G    0.01241     0.0103   0.004445         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     65/499      4.32G    0.01241     0.0103   0.004436         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     65/499      4.32G    0.01241     0.0103   0.004436         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     65/499      4.32G    0.01242    0.01028   0.004495         52        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     65/499      4.32G    0.01242    0.01028   0.004495         52        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     65/499      4.32G    0.01242     0.0103    0.00451         86        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
     65/499      4.32G    0.01242     0.0103    0.00451         86        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     65/499      4.32G    0.01243    0.01031   0.004511         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     65/499      4.32G    0.01243    0.01031   0.004511         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
     65/499      4.32G    0.01243     0.0103   0.004529         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
     65/499      4.32G    0.01243     0.0103   0.004529         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     65/499      4.32G    0.01243    0.01028     0.0045         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     65/499      4.32G    0.01243    0.01028     0.0045         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     65/499      4.32G    0.01242    0.01029   0.004496         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     65/499      4.32G    0.01242    0.01029   0.004496         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     65/499      4.32G    0.01241    0.01027   0.004496         54        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     65/499      4.32G    0.01241    0.01027   0.004496         54        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     65/499      4.32G    0.01241    0.01029   0.004482         83        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     65/499      4.32G    0.01241    0.01029   0.004482         83        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     65/499      4.32G     0.0124    0.01028   0.004458         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     65/499      4.32G     0.0124    0.01028   0.004458         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     65/499      4.32G    0.01244    0.01028   0.004477         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     65/499      4.32G    0.01244    0.01028   0.004477         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     65/499      4.32G    0.01245    0.01029   0.004499         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     65/499      4.32G    0.01245    0.01029   0.004499         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
     65/499      4.32G    0.01243    0.01031   0.004512         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
     65/499      4.32G    0.01243    0.01031   0.004512         74        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
     65/499      4.32G    0.01243    0.01031   0.004515         59        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
     65/499      4.32G    0.01243    0.01031   0.004515         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     65/499      4.32G    0.01241    0.01028   0.004547         52        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     65/499      4.32G    0.01241    0.01028   0.004547         52        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     65/499      4.32G    0.01242    0.01028   0.004562         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     65/499      4.32G    0.01242    0.01028   0.004562         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     65/499      4.32G    0.01243    0.01029   0.004559         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     65/499      4.32G    0.01243    0.01029   0.004559         69        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     65/499      4.32G    0.01242    0.01028   0.004542         68        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     65/499      4.32G    0.01242    0.01028   0.004542         68        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     65/499      4.32G    0.01241    0.01028   0.004537         71        640:  81%|########  | 136/168 [00:26<00:06,  5.22it/s]
     65/499      4.32G    0.01241    0.01028   0.004537         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     65/499      4.32G    0.01239    0.01028   0.004547         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     65/499      4.32G    0.01239    0.01028   0.004547         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     65/499      4.32G    0.01241     0.0103   0.004573         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     65/499      4.32G    0.01241     0.0103   0.004573         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     65/499      4.32G    0.01241    0.01031   0.004585         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     65/499      4.32G    0.01241    0.01031   0.004585         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     65/499      4.32G    0.01242    0.01032   0.004665         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     65/499      4.32G    0.01242    0.01032   0.004665         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     65/499      4.32G     0.0124    0.01031   0.004644         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.36it/s]
     65/499      4.32G     0.0124    0.01031   0.004644         68        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     65/499      4.32G     0.0124    0.01032   0.004647         87        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     65/499      4.32G     0.0124    0.01032   0.004647         87        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     65/499      4.32G    0.01238    0.01031   0.004638         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
     65/499      4.32G    0.01238    0.01031   0.004638         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     65/499      4.32G    0.01239    0.01031    0.00463         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
     65/499      4.32G    0.01239    0.01031    0.00463         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     65/499      4.32G    0.01238    0.01032   0.004621         79        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     65/499      4.32G    0.01238    0.01032   0.004621         79        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     65/499      4.32G    0.01238    0.01032   0.004609         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     65/499      4.32G    0.01238    0.01032   0.004609         55        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
     65/499      4.32G    0.01238    0.01033     0.0046         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
     65/499      4.32G    0.01238    0.01033     0.0046         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     65/499      4.32G     0.0124    0.01034   0.004612         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     65/499      4.32G     0.0124    0.01034   0.004612         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     65/499      4.32G     0.0124    0.01033   0.004601         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     65/499      4.32G     0.0124    0.01033   0.004601         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     65/499      4.32G    0.01241    0.01033   0.004589         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     65/499      4.32G    0.01241    0.01033   0.004589         81        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
     65/499      4.32G    0.01243    0.01032   0.004642         48        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
     65/499      4.32G    0.01243    0.01032   0.004642         48        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
     65/499      4.32G    0.01244    0.01031    0.00465         63        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
     65/499      4.32G    0.01244    0.01031    0.00465         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     65/499      4.32G    0.01244    0.01031   0.004649         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     65/499      4.32G    0.01244    0.01031   0.004649         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     65/499      4.32G    0.01244    0.01031   0.004638         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     65/499      4.32G    0.01244    0.01031   0.004638         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     65/499      4.32G    0.01244    0.01029   0.004642         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     65/499      4.32G    0.01244    0.01029   0.004642         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     65/499      4.32G    0.01245    0.01029   0.004629         47        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     65/499      4.32G    0.01245    0.01029   0.004629         47        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
     65/499      4.32G    0.01244    0.01029   0.004616         82        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
     65/499      4.32G    0.01244    0.01029   0.004616         82        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     65/499      4.32G    0.01244    0.01029    0.00462         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
     65/499      4.32G    0.01244    0.01029    0.00462         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     65/499      4.32G    0.01244    0.01029   0.004609         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     65/499      4.32G    0.01244    0.01029   0.004609         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     65/499      4.32G    0.01244     0.0103    0.00461         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     65/499      4.32G    0.01244     0.0103    0.00461         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     65/499      4.32G    0.01243     0.0103   0.004606         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     65/499      4.32G    0.01243     0.0103   0.004606         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     65/499      4.32G    0.01243     0.0103   0.004614         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     65/499      4.32G    0.01243     0.0103   0.004614         72        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
     65/499      4.32G    0.01244    0.01031   0.004609         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     65/499      4.32G    0.01244    0.01031   0.004609         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     65/499      4.32G    0.01243    0.01031   0.004614         85        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     65/499      4.32G    0.01243    0.01031   0.004614         85        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     65/499      4.32G    0.01242    0.01031   0.004616         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     65/499      4.32G    0.01242    0.01031   0.004616         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     65/499      4.32G    0.01242    0.01031   0.004615         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     65/499      4.32G    0.01242    0.01031   0.004615         56        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     65/499      4.32G    0.01243    0.01032   0.004622         41        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     65/499      4.32G    0.01243    0.01032   0.004622         41        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
     65/499      4.32G    0.01243    0.01032   0.004622         41        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.843      0.866      0.857      0.721

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     66/499      4.32G    0.01182    0.00864   0.004013         62        640:   0%|          | 0/168 [00:00<?, ?it/s]
     66/499      4.32G    0.01182    0.00864   0.004013         62        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     66/499      4.32G    0.01245    0.00959   0.003391         70        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     66/499      4.32G    0.01245    0.00959   0.003391         70        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     66/499      4.32G    0.01246   0.009342   0.004748         60        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     66/499      4.32G    0.01246   0.009342   0.004748         60        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     66/499      4.32G    0.01231   0.009543   0.004751         62        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     66/499      4.32G    0.01231   0.009543   0.004751         62        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     66/499      4.32G    0.01236    0.01009   0.004304         81        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     66/499      4.32G    0.01236    0.01009   0.004304         81        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
     66/499      4.32G    0.01256    0.01054   0.004714         76        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
     66/499      4.32G    0.01256    0.01054   0.004714         76        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     66/499      4.32G    0.01267    0.01065   0.004655         66        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
     66/499      4.32G    0.01267    0.01065   0.004655         66        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     66/499      4.32G    0.01266    0.01067   0.005054         61        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     66/499      4.32G    0.01266    0.01067   0.005054         61        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     66/499      4.32G    0.01267    0.01087   0.005379         74        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     66/499      4.32G    0.01267    0.01087   0.005379         74        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     66/499      4.32G    0.01271    0.01078   0.005079         65        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     66/499      4.32G    0.01271    0.01078   0.005079         65        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
     66/499      4.32G    0.01294    0.01101   0.005032         79        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
     66/499      4.32G    0.01294    0.01101   0.005032         79        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     66/499      4.32G    0.01298    0.01097   0.005027         64        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     66/499      4.32G    0.01298    0.01097   0.005027         64        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     66/499      4.32G    0.01287    0.01091   0.004759         59        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     66/499      4.32G    0.01287    0.01091   0.004759         59        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     66/499      4.32G    0.01294    0.01112    0.00474         81        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     66/499      4.32G    0.01294    0.01112    0.00474         81        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     66/499      4.32G    0.01297    0.01104   0.004732         76        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     66/499      4.32G    0.01297    0.01104   0.004732         76        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     66/499      4.32G      0.013     0.0113   0.004665         89        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     66/499      4.32G      0.013     0.0113   0.004665         89        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     66/499      4.32G    0.01289     0.0113   0.004754         69        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     66/499      4.32G    0.01289     0.0113   0.004754         69        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     66/499      4.32G    0.01275    0.01115   0.004776         66        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     66/499      4.32G    0.01275    0.01115   0.004776         66        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     66/499      4.32G    0.01269    0.01103   0.004713         65        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     66/499      4.32G    0.01269    0.01103   0.004713         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     66/499      4.32G    0.01266    0.01093   0.004677         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
     66/499      4.32G    0.01266    0.01093   0.004677         61        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     66/499      4.32G    0.01265     0.0109   0.004763         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     66/499      4.32G    0.01265     0.0109   0.004763         64        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
     66/499      4.32G     0.0126    0.01087   0.004808         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
     66/499      4.32G     0.0126    0.01087   0.004808         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     66/499      4.32G    0.01262    0.01082   0.004776         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     66/499      4.32G    0.01262    0.01082   0.004776         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     66/499      4.32G    0.01265    0.01083   0.004703         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     66/499      4.32G    0.01265    0.01083   0.004703         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     66/499      4.32G    0.01261    0.01079   0.004661         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     66/499      4.32G    0.01261    0.01079   0.004661         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     66/499      4.32G     0.0126    0.01082   0.004615         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     66/499      4.32G     0.0126    0.01082   0.004615         72        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     66/499      4.32G    0.01261    0.01079   0.004571         63        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     66/499      4.32G    0.01261    0.01079   0.004571         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     66/499      4.32G    0.01264    0.01072   0.004625         55        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     66/499      4.32G    0.01264    0.01072   0.004625         55        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     66/499      4.32G    0.01261    0.01071   0.004585         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     66/499      4.32G    0.01261    0.01071   0.004585         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     66/499      4.32G    0.01261    0.01074   0.004579         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     66/499      4.32G    0.01261    0.01074   0.004579         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     66/499      4.32G    0.01261    0.01074   0.004629         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     66/499      4.32G    0.01261    0.01074   0.004629         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     66/499      4.32G    0.01262     0.0107   0.004606         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     66/499      4.32G    0.01262     0.0107   0.004606         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     66/499      4.32G    0.01262    0.01079   0.004572         90        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     66/499      4.32G    0.01262    0.01079   0.004572         90        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     66/499      4.32G    0.01262    0.01076   0.004546         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     66/499      4.32G    0.01262    0.01076   0.004546         74        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     66/499      4.32G    0.01255    0.01068   0.004582         53        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     66/499      4.32G    0.01255    0.01068   0.004582         53        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     66/499      4.32G    0.01252    0.01065   0.004481         59        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     66/499      4.32G    0.01252    0.01065   0.004481         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     66/499      4.32G    0.01249    0.01064   0.004458         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     66/499      4.32G    0.01249    0.01064   0.004458         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     66/499      4.32G    0.01247     0.0106   0.004429         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
     66/499      4.32G    0.01247     0.0106   0.004429         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     66/499      4.32G    0.01245    0.01054   0.004428         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     66/499      4.32G    0.01245    0.01054   0.004428         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     66/499      4.32G     0.0124    0.01051   0.004414         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     66/499      4.32G     0.0124    0.01051   0.004414         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     66/499      4.32G    0.01237     0.0105   0.004409         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     66/499      4.32G    0.01237     0.0105   0.004409         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     66/499      4.32G    0.01237    0.01051   0.004411         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
     66/499      4.32G    0.01237    0.01051   0.004411         69        640:  25%|##5       | 42/168 [00:07<00:24,  5.23it/s]
     66/499      4.32G    0.01238     0.0106   0.004388         71        640:  25%|##5       | 42/168 [00:08<00:24,  5.23it/s]
     66/499      4.32G    0.01238     0.0106   0.004388         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
     66/499      4.32G     0.0124    0.01058    0.00441         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
     66/499      4.32G     0.0124    0.01058    0.00441         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
     66/499      4.32G    0.01239    0.01059   0.004392         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
     66/499      4.32G    0.01239    0.01059   0.004392         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     66/499      4.32G    0.01241    0.01059   0.004383         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     66/499      4.32G    0.01241    0.01059   0.004383         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     66/499      4.32G    0.01241    0.01059   0.004406         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     66/499      4.32G    0.01241    0.01059   0.004406         75        640:  28%|##7       | 47/168 [00:08<00:23,  5.21it/s]
     66/499      4.32G    0.01238    0.01056   0.004383         55        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     66/499      4.32G    0.01238    0.01056   0.004383         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     66/499      4.32G    0.01235    0.01052   0.004381         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     66/499      4.32G    0.01235    0.01052   0.004381         68        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
     66/499      4.32G    0.01237    0.01054   0.004397         78        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
     66/499      4.32G    0.01237    0.01054   0.004397         78        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     66/499      4.32G    0.01236    0.01051   0.004398         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     66/499      4.32G    0.01236    0.01051   0.004398         64        640:  30%|###       | 51/168 [00:09<00:22,  5.23it/s]
     66/499      4.32G     0.0124     0.0105   0.004382         58        640:  30%|###       | 51/168 [00:09<00:22,  5.23it/s]
     66/499      4.32G     0.0124     0.0105   0.004382         58        640:  31%|###       | 52/168 [00:09<00:22,  5.11it/s]
     66/499      4.32G    0.01237    0.01051   0.004338         74        640:  31%|###       | 52/168 [00:10<00:22,  5.11it/s]
     66/499      4.32G    0.01237    0.01051   0.004338         74        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     66/499      4.32G    0.01236     0.0105   0.004296         68        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     66/499      4.32G    0.01236     0.0105   0.004296         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     66/499      4.32G    0.01236    0.01045   0.004311         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     66/499      4.32G    0.01236    0.01045   0.004311         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     66/499      4.32G    0.01237    0.01047   0.004253         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     66/499      4.32G    0.01237    0.01047   0.004253         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     66/499      4.32G    0.01237    0.01046   0.004294         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     66/499      4.32G    0.01237    0.01046   0.004294         71        640:  34%|###3      | 57/168 [00:10<00:21,  5.27it/s]
     66/499      4.32G    0.01237    0.01051   0.004261         76        640:  34%|###3      | 57/168 [00:11<00:21,  5.27it/s]
     66/499      4.32G    0.01237    0.01051   0.004261         76        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     66/499      4.32G    0.01234    0.01047   0.004304         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     66/499      4.32G    0.01234    0.01047   0.004304         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     66/499      4.32G    0.01233    0.01046   0.004321         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     66/499      4.32G    0.01233    0.01046   0.004321         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     66/499      4.32G    0.01234    0.01044   0.004328         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     66/499      4.32G    0.01234    0.01044   0.004328         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     66/499      4.32G    0.01235    0.01041   0.004291         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     66/499      4.32G    0.01235    0.01041   0.004291         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.30it/s]
     66/499      4.32G    0.01236    0.01042   0.004325         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.30it/s]
     66/499      4.32G    0.01236    0.01042   0.004325         61        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     66/499      4.32G    0.01233    0.01041   0.004292         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     66/499      4.32G    0.01233    0.01041   0.004292         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     66/499      4.32G    0.01232    0.01043   0.004299         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
     66/499      4.32G    0.01232    0.01043   0.004299         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     66/499      4.32G    0.01231    0.01044   0.004296         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     66/499      4.32G    0.01231    0.01044   0.004296         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     66/499      4.32G    0.01231    0.01042   0.004304         59        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     66/499      4.32G    0.01231    0.01042   0.004304         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     66/499      4.32G    0.01232    0.01043   0.004292         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     66/499      4.32G    0.01232    0.01043   0.004292         68        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
     66/499      4.32G    0.01232    0.01042   0.004285         61        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     66/499      4.32G    0.01232    0.01042   0.004285         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     66/499      4.32G     0.0123    0.01044   0.004252         86        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     66/499      4.32G     0.0123    0.01044   0.004252         86        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     66/499      4.32G     0.0123    0.01045   0.004253         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     66/499      4.32G     0.0123    0.01045   0.004253         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
     66/499      4.32G    0.01229    0.01049   0.004263         91        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
     66/499      4.32G    0.01229    0.01049   0.004263         91        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
     66/499      4.32G    0.01228    0.01047   0.004284         60        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
     66/499      4.32G    0.01228    0.01047   0.004284         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     66/499      4.32G    0.01229    0.01049   0.004274         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
     66/499      4.32G    0.01229    0.01049   0.004274         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     66/499      4.32G    0.01226    0.01046   0.004318         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
     66/499      4.32G    0.01226    0.01046   0.004318         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     66/499      4.32G    0.01225    0.01046   0.004346         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     66/499      4.32G    0.01225    0.01046   0.004346         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     66/499      4.32G    0.01227    0.01043   0.004335         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     66/499      4.32G    0.01227    0.01043   0.004335         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     66/499      4.32G    0.01225    0.01041   0.004371         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     66/499      4.32G    0.01225    0.01041   0.004371         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     66/499      4.32G    0.01226    0.01041   0.004368         62        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     66/499      4.32G    0.01226    0.01041   0.004368         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     66/499      4.32G    0.01226    0.01041   0.004367         80        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     66/499      4.32G    0.01226    0.01041   0.004367         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     66/499      4.32G    0.01225    0.01039   0.004363         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     66/499      4.32G    0.01225    0.01039   0.004363         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     66/499      4.32G    0.01224    0.01037   0.004386         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     66/499      4.32G    0.01224    0.01037   0.004386         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     66/499      4.32G    0.01225    0.01042    0.00445         86        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     66/499      4.32G    0.01225    0.01042    0.00445         86        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     66/499      4.32G    0.01226    0.01043    0.00443         75        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
     66/499      4.32G    0.01226    0.01043    0.00443         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
     66/499      4.32G    0.01226    0.01042   0.004383         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
     66/499      4.32G    0.01226    0.01042   0.004383         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     66/499      4.32G    0.01228    0.01042   0.004415         61        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     66/499      4.32G    0.01228    0.01042   0.004415         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     66/499      4.32G    0.01229    0.01043   0.004411         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     66/499      4.32G    0.01229    0.01043   0.004411         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
     66/499      4.32G    0.01227    0.01045   0.004394         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
     66/499      4.32G    0.01227    0.01045   0.004394         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
     66/499      4.32G    0.01226    0.01044   0.004397         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
     66/499      4.32G    0.01226    0.01044   0.004397         64        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
     66/499      4.32G    0.01227    0.01044   0.004375         62        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     66/499      4.32G    0.01227    0.01044   0.004375         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     66/499      4.32G    0.01224     0.0104   0.004358         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     66/499      4.32G    0.01224     0.0104   0.004358         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     66/499      4.32G    0.01224    0.01042   0.004357         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     66/499      4.32G    0.01224    0.01042   0.004357         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     66/499      4.32G    0.01224    0.01042    0.00435         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     66/499      4.32G    0.01224    0.01042    0.00435         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
     66/499      4.32G    0.01224    0.01038   0.004368         42        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
     66/499      4.32G    0.01224    0.01038   0.004368         42        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
     66/499      4.32G    0.01224     0.0104   0.004406         86        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
     66/499      4.32G    0.01224     0.0104   0.004406         86        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
     66/499      4.32G    0.01224    0.01041   0.004397         65        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
     66/499      4.32G    0.01224    0.01041   0.004397         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
     66/499      4.32G    0.01223     0.0104   0.004378         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
     66/499      4.32G    0.01223     0.0104   0.004378         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     66/499      4.32G    0.01224     0.0104   0.004365         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     66/499      4.32G    0.01224     0.0104   0.004365         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     66/499      4.32G    0.01225     0.0104   0.004349         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     66/499      4.32G    0.01225     0.0104   0.004349         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
     66/499      4.32G    0.01225    0.01038   0.004359         51        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
     66/499      4.32G    0.01225    0.01038   0.004359         51        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     66/499      4.32G    0.01222    0.01039   0.004364         82        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     66/499      4.32G    0.01222    0.01039   0.004364         82        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     66/499      4.32G    0.01222    0.01041   0.004357         73        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     66/499      4.32G    0.01222    0.01041   0.004357         73        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     66/499      4.32G    0.01222     0.0104   0.004353         70        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     66/499      4.32G    0.01222     0.0104   0.004353         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     66/499      4.32G    0.01222    0.01041   0.004339         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     66/499      4.32G    0.01222    0.01041   0.004339         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
     66/499      4.32G    0.01222     0.0104    0.00436         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.28it/s]
     66/499      4.32G    0.01222     0.0104    0.00436         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     66/499      4.32G    0.01221    0.01041   0.004357         77        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
     66/499      4.32G    0.01221    0.01041   0.004357         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     66/499      4.32G     0.0122    0.01042   0.004368         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     66/499      4.32G     0.0122    0.01042   0.004368         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     66/499      4.32G     0.0122    0.01042   0.004371         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     66/499      4.32G     0.0122    0.01042   0.004371         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     66/499      4.32G    0.01221    0.01042   0.004408         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     66/499      4.32G    0.01221    0.01042   0.004408         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     66/499      4.32G    0.01221    0.01041   0.004396         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     66/499      4.32G    0.01221    0.01041   0.004396         55        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
     66/499      4.32G    0.01222     0.0104    0.00444         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
     66/499      4.32G    0.01222     0.0104    0.00444         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     66/499      4.32G    0.01221    0.01038   0.004424         57        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     66/499      4.32G    0.01221    0.01038   0.004424         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     66/499      4.32G     0.0122    0.01039   0.004419         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     66/499      4.32G     0.0122    0.01039   0.004419         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     66/499      4.32G     0.0122    0.01038   0.004393         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     66/499      4.32G     0.0122    0.01038   0.004393         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     66/499      4.32G    0.01221    0.01038   0.004388         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     66/499      4.32G    0.01221    0.01038   0.004388         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     66/499      4.32G    0.01222     0.0104   0.004405         82        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
     66/499      4.32G    0.01222     0.0104   0.004405         82        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     66/499      4.32G    0.01221    0.01041   0.004401         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     66/499      4.32G    0.01221    0.01041   0.004401         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     66/499      4.32G    0.01221     0.0104   0.004382         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     66/499      4.32G    0.01221     0.0104   0.004382         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     66/499      4.32G     0.0122    0.01041   0.004378         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     66/499      4.32G     0.0122    0.01041   0.004378         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     66/499      4.32G     0.0122    0.01044   0.004388         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     66/499      4.32G     0.0122    0.01044   0.004388         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     66/499      4.32G     0.0122    0.01043   0.004402         63        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
     66/499      4.32G     0.0122    0.01043   0.004402         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     66/499      4.32G    0.01221    0.01043   0.004412         54        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     66/499      4.32G    0.01221    0.01043   0.004412         54        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     66/499      4.32G     0.0122    0.01042   0.004395         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
     66/499      4.32G     0.0122    0.01042   0.004395         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     66/499      4.32G     0.0122    0.01043   0.004379         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
     66/499      4.32G     0.0122    0.01043   0.004379         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     66/499      4.32G    0.01219    0.01042   0.004374         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     66/499      4.32G    0.01219    0.01042   0.004374         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     66/499      4.32G    0.01219    0.01042   0.004363         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     66/499      4.32G    0.01219    0.01042   0.004363         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     66/499      4.32G    0.01218    0.01042   0.004341         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     66/499      4.32G    0.01218    0.01042   0.004341         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     66/499      4.32G    0.01221    0.01043    0.00432         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     66/499      4.32G    0.01221    0.01043    0.00432         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     66/499      4.32G     0.0122    0.01044   0.004318         83        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     66/499      4.32G     0.0122    0.01044   0.004318         83        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
     66/499      4.32G    0.01221    0.01045   0.004303         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
     66/499      4.32G    0.01221    0.01045   0.004303         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
     66/499      4.32G    0.01221    0.01044   0.004336         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
     66/499      4.32G    0.01221    0.01044   0.004336         55        640:  78%|#######7  | 131/168 [00:24<00:07,  5.22it/s]
     66/499      4.32G    0.01221    0.01045   0.004315         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     66/499      4.32G    0.01221    0.01045   0.004315         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     66/499      4.32G     0.0122    0.01044    0.00431         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     66/499      4.32G     0.0122    0.01044    0.00431         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     66/499      4.32G     0.0122    0.01043   0.004311         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     66/499      4.32G     0.0122    0.01043   0.004311         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     66/499      4.32G     0.0122    0.01042   0.004297         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     66/499      4.32G     0.0122    0.01042   0.004297         71        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
     66/499      4.32G    0.01219    0.01043   0.004293         85        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
     66/499      4.32G    0.01219    0.01043   0.004293         85        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
     66/499      4.32G    0.01219    0.01043   0.004283         70        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     66/499      4.32G    0.01219    0.01043   0.004283         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     66/499      4.32G    0.01219    0.01043   0.004304         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     66/499      4.32G    0.01219    0.01043   0.004304         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     66/499      4.32G     0.0122    0.01043   0.004286         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
     66/499      4.32G     0.0122    0.01043   0.004286         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
     66/499      4.32G     0.0122    0.01042    0.00427         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
     66/499      4.32G     0.0122    0.01042    0.00427         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     66/499      4.32G     0.0122    0.01043    0.00426         80        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     66/499      4.32G     0.0122    0.01043    0.00426         80        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     66/499      4.32G    0.01221    0.01044    0.00426         72        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
     66/499      4.32G    0.01221    0.01044    0.00426         72        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     66/499      4.32G     0.0122    0.01042   0.004247         51        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     66/499      4.32G     0.0122    0.01042   0.004247         51        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     66/499      4.32G     0.0122    0.01042   0.004272         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     66/499      4.32G     0.0122    0.01042   0.004272         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     66/499      4.32G     0.0122     0.0104   0.004279         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     66/499      4.32G     0.0122     0.0104   0.004279         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     66/499      4.32G     0.0122    0.01041   0.004304         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     66/499      4.32G     0.0122    0.01041   0.004304         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     66/499      4.32G    0.01219     0.0104   0.004304         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     66/499      4.32G    0.01219     0.0104   0.004304         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
     66/499      4.32G     0.0122    0.01039   0.004316         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
     66/499      4.32G     0.0122    0.01039   0.004316         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     66/499      4.32G     0.0122    0.01039   0.004318         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
     66/499      4.32G     0.0122    0.01039   0.004318         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     66/499      4.32G    0.01221    0.01038   0.004314         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     66/499      4.32G    0.01221    0.01038   0.004314         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     66/499      4.32G     0.0122    0.01038   0.004303         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     66/499      4.32G     0.0122    0.01038   0.004303         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     66/499      4.32G     0.0122    0.01037   0.004318         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     66/499      4.32G     0.0122    0.01037   0.004318         72        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     66/499      4.32G    0.01219    0.01037   0.004325         86        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
     66/499      4.32G    0.01219    0.01037   0.004325         86        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     66/499      4.32G    0.01219    0.01036   0.004319         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     66/499      4.32G    0.01219    0.01036   0.004319         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     66/499      4.32G    0.01218    0.01036   0.004327         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
     66/499      4.32G    0.01218    0.01036   0.004327         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     66/499      4.32G    0.01218    0.01037   0.004327         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
     66/499      4.32G    0.01218    0.01037   0.004327         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     66/499      4.32G    0.01218    0.01038   0.004346         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     66/499      4.32G    0.01218    0.01038   0.004346         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
     66/499      4.32G    0.01218    0.01037    0.00433         59        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
     66/499      4.32G    0.01218    0.01037    0.00433         59        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     66/499      4.32G    0.01218    0.01036   0.004314         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     66/499      4.32G    0.01218    0.01036   0.004314         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     66/499      4.32G    0.01217    0.01036   0.004316         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     66/499      4.32G    0.01217    0.01036   0.004316         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     66/499      4.32G    0.01219    0.01035   0.004314         48        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
     66/499      4.32G    0.01219    0.01035   0.004314         48        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     66/499      4.32G    0.01218    0.01033   0.004316         55        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     66/499      4.32G    0.01218    0.01033   0.004316         55        640:  96%|#########6| 162/168 [00:30<00:01,  5.25it/s]
     66/499      4.32G    0.01219    0.01032   0.004325         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.25it/s]
     66/499      4.32G    0.01219    0.01032   0.004325         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     66/499      4.32G    0.01219    0.01033   0.004339         85        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     66/499      4.32G    0.01219    0.01033   0.004339         85        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     66/499      4.32G     0.0122    0.01033   0.004322         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     66/499      4.32G     0.0122    0.01033   0.004322         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
     66/499      4.32G    0.01219    0.01032   0.004325         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
     66/499      4.32G    0.01219    0.01032   0.004325         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     66/499      4.32G     0.0122    0.01031   0.004342         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     66/499      4.32G     0.0122    0.01031   0.004342         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     66/499      4.32G     0.0122    0.01031    0.00435         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     66/499      4.32G     0.0122    0.01031    0.00435         31        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     66/499      4.32G     0.0122    0.01031    0.00435         31        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.807      0.832      0.841      0.725

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     67/499      4.32G    0.01158    0.00942   0.002268         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
     67/499      4.32G    0.01158    0.00942   0.002268         69        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     67/499      4.32G    0.01277    0.01049   0.003422         70        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     67/499      4.32G    0.01277    0.01049   0.003422         70        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     67/499      4.32G    0.01206    0.01094   0.003925         80        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     67/499      4.32G    0.01206    0.01094   0.003925         80        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
     67/499      4.32G    0.01243    0.01043   0.004466         64        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
     67/499      4.32G    0.01243    0.01043   0.004466         64        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     67/499      4.32G    0.01277    0.01067   0.004717         71        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     67/499      4.32G    0.01277    0.01067   0.004717         71        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     67/499      4.32G    0.01253    0.01078   0.004491         75        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     67/499      4.32G    0.01253    0.01078   0.004491         75        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     67/499      4.32G    0.01258    0.01093   0.004481         72        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     67/499      4.32G    0.01258    0.01093   0.004481         72        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     67/499      4.32G    0.01267    0.01113   0.004309         80        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     67/499      4.32G    0.01267    0.01113   0.004309         80        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     67/499      4.32G    0.01265    0.01094   0.004895         62        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     67/499      4.32G    0.01265    0.01094   0.004895         62        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     67/499      4.32G    0.01266    0.01104   0.004824         60        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     67/499      4.32G    0.01266    0.01104   0.004824         60        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     67/499      4.32G    0.01271    0.01085    0.00459         59        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     67/499      4.32G    0.01271    0.01085    0.00459         59        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
     67/499      4.32G    0.01273    0.01124   0.004471         89        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
     67/499      4.32G    0.01273    0.01124   0.004471         89        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     67/499      4.32G    0.01254    0.01118   0.004327         65        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     67/499      4.32G    0.01254    0.01118   0.004327         65        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     67/499      4.32G    0.01244      0.011   0.004193         67        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     67/499      4.32G    0.01244      0.011   0.004193         67        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     67/499      4.32G    0.01237    0.01099   0.004123         77        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     67/499      4.32G    0.01237    0.01099   0.004123         77        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
     67/499      4.32G    0.01243    0.01081    0.00444         65        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
     67/499      4.32G    0.01243    0.01081    0.00444         65        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     67/499      4.32G    0.01245    0.01088    0.00445         70        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     67/499      4.32G    0.01245    0.01088    0.00445         70        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     67/499      4.32G    0.01241     0.0108    0.00446         72        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     67/499      4.32G    0.01241     0.0108    0.00446         72        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     67/499      4.32G    0.01239    0.01086   0.004564         72        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     67/499      4.32G    0.01239    0.01086   0.004564         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     67/499      4.32G    0.01246     0.0108   0.004452         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     67/499      4.32G    0.01246     0.0108   0.004452         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
     67/499      4.32G    0.01244    0.01093   0.004477         86        640:  12%|#1        | 20/168 [00:04<00:28,  5.28it/s]
     67/499      4.32G    0.01244    0.01093   0.004477         86        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     67/499      4.32G    0.01242    0.01085   0.004578         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     67/499      4.32G    0.01242    0.01085   0.004578         66        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     67/499      4.32G    0.01234    0.01079   0.004565         60        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     67/499      4.32G    0.01234    0.01079   0.004565         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     67/499      4.32G    0.01233     0.0107   0.004416         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     67/499      4.32G    0.01233     0.0107   0.004416         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     67/499      4.32G    0.01234    0.01066   0.004336         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     67/499      4.32G    0.01234    0.01066   0.004336         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     67/499      4.32G    0.01226    0.01059   0.004379         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     67/499      4.32G    0.01226    0.01059   0.004379         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
     67/499      4.32G    0.01233    0.01062   0.004388         74        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
     67/499      4.32G    0.01233    0.01062   0.004388         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
     67/499      4.32G    0.01239    0.01068   0.004459         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
     67/499      4.32G    0.01239    0.01068   0.004459         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
     67/499      4.32G     0.0124    0.01066   0.004454         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
     67/499      4.32G     0.0124    0.01066   0.004454         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
     67/499      4.32G    0.01241    0.01068   0.004454         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
     67/499      4.32G    0.01241    0.01068   0.004454         77        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     67/499      4.32G    0.01238    0.01062   0.004552         57        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     67/499      4.32G    0.01238    0.01062   0.004552         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
     67/499      4.32G    0.01233    0.01062   0.004492         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
     67/499      4.32G    0.01233    0.01062   0.004492         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     67/499      4.32G    0.01234    0.01065   0.004519         84        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     67/499      4.32G    0.01234    0.01065   0.004519         84        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     67/499      4.32G    0.01235    0.01062   0.004432         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     67/499      4.32G    0.01235    0.01062   0.004432         63        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     67/499      4.32G    0.01241    0.01064    0.00447         74        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     67/499      4.32G    0.01241    0.01064    0.00447         74        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
     67/499      4.32G    0.01239    0.01066   0.004476         84        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
     67/499      4.32G    0.01239    0.01066   0.004476         84        640:  21%|##1       | 36/168 [00:06<00:24,  5.28it/s]
     67/499      4.32G    0.01238    0.01063   0.004471         68        640:  21%|##1       | 36/168 [00:07<00:24,  5.28it/s]
     67/499      4.32G    0.01238    0.01063   0.004471         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     67/499      4.32G     0.0125    0.01064   0.004488         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     67/499      4.32G     0.0125    0.01064   0.004488         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     67/499      4.32G     0.0125    0.01069   0.004513         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     67/499      4.32G     0.0125    0.01069   0.004513         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     67/499      4.32G    0.01249    0.01073   0.004479         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     67/499      4.32G    0.01249    0.01073   0.004479         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     67/499      4.32G    0.01253    0.01069    0.00444         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
     67/499      4.32G    0.01253    0.01069    0.00444         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     67/499      4.32G    0.01252     0.0107   0.004419         77        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
     67/499      4.32G    0.01252     0.0107   0.004419         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     67/499      4.32G    0.01255    0.01064   0.004393         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     67/499      4.32G    0.01255    0.01064   0.004393         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     67/499      4.32G    0.01254    0.01064   0.004358         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
     67/499      4.32G    0.01254    0.01064   0.004358         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     67/499      4.32G    0.01256    0.01063   0.004414         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     67/499      4.32G    0.01256    0.01063   0.004414         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     67/499      4.32G    0.01254    0.01066   0.004355         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     67/499      4.32G    0.01254    0.01066   0.004355         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     67/499      4.32G    0.01254    0.01068   0.004299         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     67/499      4.32G    0.01254    0.01068   0.004299         71        640:  28%|##7       | 47/168 [00:08<00:23,  5.21it/s]
     67/499      4.32G    0.01254    0.01067   0.004387         71        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     67/499      4.32G    0.01254    0.01067   0.004387         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     67/499      4.32G    0.01252    0.01071   0.004404         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     67/499      4.32G    0.01252    0.01071   0.004404         79        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     67/499      4.32G    0.01248    0.01064   0.004371         55        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     67/499      4.32G    0.01248    0.01064   0.004371         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     67/499      4.32G    0.01247    0.01062   0.004401         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     67/499      4.32G    0.01247    0.01062   0.004401         64        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     67/499      4.32G    0.01245    0.01059   0.004364         55        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     67/499      4.32G    0.01245    0.01059   0.004364         55        640:  31%|###       | 52/168 [00:09<00:22,  5.10it/s]
     67/499      4.32G    0.01244     0.0106   0.004465         66        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     67/499      4.32G    0.01244     0.0106   0.004465         66        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     67/499      4.32G    0.01246    0.01064   0.004531         85        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     67/499      4.32G    0.01246    0.01064   0.004531         85        640:  32%|###2      | 54/168 [00:10<00:21,  5.25it/s]
     67/499      4.32G    0.01247    0.01065   0.004572         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.25it/s]
     67/499      4.32G    0.01247    0.01065   0.004572         72        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     67/499      4.32G    0.01243    0.01062   0.004568         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     67/499      4.32G    0.01243    0.01062   0.004568         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     67/499      4.32G    0.01239    0.01061   0.004537         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     67/499      4.32G    0.01239    0.01061   0.004537         61        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
     67/499      4.32G    0.01238    0.01064   0.004535         80        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
     67/499      4.32G    0.01238    0.01064   0.004535         80        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
     67/499      4.32G     0.0124    0.01064   0.004498         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
     67/499      4.32G     0.0124    0.01064   0.004498         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     67/499      4.32G    0.01241    0.01066   0.004496         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     67/499      4.32G    0.01241    0.01066   0.004496         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     67/499      4.32G    0.01239    0.01065   0.004486         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     67/499      4.32G    0.01239    0.01065   0.004486         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     67/499      4.32G    0.01239    0.01071   0.004481         98        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     67/499      4.32G    0.01239    0.01071   0.004481         98        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
     67/499      4.32G     0.0124    0.01071   0.004449         76        640:  37%|###6      | 62/168 [00:12<00:20,  5.20it/s]
     67/499      4.32G     0.0124    0.01071   0.004449         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     67/499      4.32G    0.01238    0.01066   0.004472         55        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     67/499      4.32G    0.01238    0.01066   0.004472         55        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     67/499      4.32G    0.01237    0.01065   0.004434         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     67/499      4.32G    0.01237    0.01065   0.004434         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
     67/499      4.32G    0.01236    0.01069   0.004437         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
     67/499      4.32G    0.01236    0.01069   0.004437         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     67/499      4.32G    0.01235    0.01068   0.004427         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     67/499      4.32G    0.01235    0.01068   0.004427         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     67/499      4.32G     0.0124    0.01065   0.004442         64        640:  40%|###9      | 67/168 [00:13<00:19,  5.17it/s]
     67/499      4.32G     0.0124    0.01065   0.004442         64        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     67/499      4.32G    0.01239    0.01067   0.004423         68        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     67/499      4.32G    0.01239    0.01067   0.004423         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     67/499      4.32G    0.01236    0.01069   0.004379         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     67/499      4.32G    0.01236    0.01069   0.004379         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     67/499      4.32G    0.01235    0.01066   0.004366         54        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     67/499      4.32G    0.01235    0.01066   0.004366         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     67/499      4.32G    0.01234    0.01065   0.004356         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     67/499      4.32G    0.01234    0.01065   0.004356         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     67/499      4.32G    0.01233    0.01064   0.004335         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     67/499      4.32G    0.01233    0.01064   0.004335         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     67/499      4.32G    0.01233    0.01062    0.00436         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     67/499      4.32G    0.01233    0.01062    0.00436         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     67/499      4.32G    0.01232    0.01062    0.00433         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     67/499      4.32G    0.01232    0.01062    0.00433         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     67/499      4.32G    0.01232    0.01062   0.004359         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     67/499      4.32G    0.01232    0.01062   0.004359         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     67/499      4.32G     0.0123    0.01059   0.004361         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     67/499      4.32G     0.0123    0.01059   0.004361         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     67/499      4.32G    0.01232    0.01062   0.004373         83        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
     67/499      4.32G    0.01232    0.01062   0.004373         83        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     67/499      4.32G    0.01232    0.01061   0.004373         68        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
     67/499      4.32G    0.01232    0.01061   0.004373         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     67/499      4.32G     0.0123    0.01058   0.004349         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     67/499      4.32G     0.0123    0.01058   0.004349         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     67/499      4.32G    0.01231     0.0106   0.004378         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
     67/499      4.32G    0.01231     0.0106   0.004378         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     67/499      4.32G    0.01232     0.0106   0.004368         86        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     67/499      4.32G    0.01232     0.0106   0.004368         86        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     67/499      4.32G    0.01234    0.01059   0.004383         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     67/499      4.32G    0.01234    0.01059   0.004383         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     67/499      4.32G    0.01234     0.0106   0.004388         70        640:  49%|####9     | 83/168 [00:16<00:16,  5.28it/s]
     67/499      4.32G    0.01234     0.0106   0.004388         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     67/499      4.32G    0.01234    0.01061   0.004414         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     67/499      4.32G    0.01234    0.01061   0.004414         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     67/499      4.32G    0.01233    0.01062   0.004382         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
     67/499      4.32G    0.01233    0.01062   0.004382         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     67/499      4.32G    0.01234    0.01063   0.004376         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     67/499      4.32G    0.01234    0.01063   0.004376         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     67/499      4.32G    0.01234    0.01062   0.004374         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     67/499      4.32G    0.01234    0.01062   0.004374         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     67/499      4.32G    0.01233    0.01065   0.004342         89        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     67/499      4.32G    0.01233    0.01065   0.004342         89        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     67/499      4.32G    0.01235    0.01066   0.004324         74        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     67/499      4.32G    0.01235    0.01066   0.004324         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     67/499      4.32G    0.01236    0.01067   0.004325         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     67/499      4.32G    0.01236    0.01067   0.004325         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     67/499      4.32G    0.01235    0.01066   0.004344         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     67/499      4.32G    0.01235    0.01066   0.004344         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     67/499      4.32G    0.01234    0.01065   0.004329         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     67/499      4.32G    0.01234    0.01065   0.004329         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     67/499      4.32G    0.01234    0.01064   0.004342         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     67/499      4.32G    0.01234    0.01064   0.004342         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     67/499      4.32G    0.01234    0.01064   0.004336         77        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     67/499      4.32G    0.01234    0.01064   0.004336         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     67/499      4.32G    0.01231    0.01062   0.004346         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     67/499      4.32G    0.01231    0.01062   0.004346         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     67/499      4.32G    0.01231    0.01063   0.004339         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     67/499      4.32G    0.01231    0.01063   0.004339         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     67/499      4.32G    0.01231    0.01064   0.004361         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     67/499      4.32G    0.01231    0.01064   0.004361         79        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     67/499      4.32G    0.01231    0.01064   0.004375         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     67/499      4.32G    0.01231    0.01064   0.004375         64        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     67/499      4.32G    0.01231    0.01064   0.004388         61        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     67/499      4.32G    0.01231    0.01064   0.004388         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     67/499      4.32G    0.01231    0.01063   0.004371         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     67/499      4.32G    0.01231    0.01063   0.004371         71        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
     67/499      4.32G     0.0123    0.01061   0.004345         59        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
     67/499      4.32G     0.0123    0.01061   0.004345         59        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     67/499      4.32G     0.0123     0.0106   0.004352         70        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     67/499      4.32G     0.0123     0.0106   0.004352         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     67/499      4.32G    0.01229    0.01061   0.004349         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     67/499      4.32G    0.01229    0.01061   0.004349         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     67/499      4.32G    0.01228     0.0106   0.004345         68        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
     67/499      4.32G    0.01228     0.0106   0.004345         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     67/499      4.32G    0.01228     0.0106   0.004342         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     67/499      4.32G    0.01228     0.0106   0.004342         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     67/499      4.32G     0.0123    0.01059   0.004326         54        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     67/499      4.32G     0.0123    0.01059   0.004326         54        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     67/499      4.32G     0.0123    0.01061   0.004308         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     67/499      4.32G     0.0123    0.01061   0.004308         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     67/499      4.32G    0.01231     0.0106     0.0043         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     67/499      4.32G    0.01231     0.0106     0.0043         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     67/499      4.32G    0.01228    0.01058   0.004307         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     67/499      4.32G    0.01228    0.01058   0.004307         57        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     67/499      4.32G    0.01228    0.01057   0.004286         63        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     67/499      4.32G    0.01228    0.01057   0.004286         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     67/499      4.32G    0.01228    0.01057   0.004278         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     67/499      4.32G    0.01228    0.01057   0.004278         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     67/499      4.32G    0.01227    0.01056   0.004253         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     67/499      4.32G    0.01227    0.01056   0.004253         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     67/499      4.32G    0.01228    0.01054   0.004262         48        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     67/499      4.32G    0.01228    0.01054   0.004262         48        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     67/499      4.32G    0.01227    0.01054   0.004232         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     67/499      4.32G    0.01227    0.01054   0.004232         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     67/499      4.32G     0.0123    0.01053   0.004212         56        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     67/499      4.32G     0.0123    0.01053   0.004212         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
     67/499      4.32G    0.01231    0.01053   0.004258         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
     67/499      4.32G    0.01231    0.01053   0.004258         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     67/499      4.32G    0.01231    0.01053   0.004251         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
     67/499      4.32G    0.01231    0.01053   0.004251         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     67/499      4.32G    0.01232    0.01054   0.004241         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     67/499      4.32G    0.01232    0.01054   0.004241         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     67/499      4.32G    0.01231    0.01053   0.004233         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     67/499      4.32G    0.01231    0.01053   0.004233         69        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
     67/499      4.32G     0.0123    0.01054   0.004223         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     67/499      4.32G     0.0123    0.01054   0.004223         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     67/499      4.32G     0.0123    0.01054   0.004235         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     67/499      4.32G     0.0123    0.01054   0.004235         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     67/499      4.32G    0.01229    0.01056   0.004222         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     67/499      4.32G    0.01229    0.01056   0.004222         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     67/499      4.32G    0.01227    0.01054    0.00423         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     67/499      4.32G    0.01227    0.01054    0.00423         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     67/499      4.32G    0.01227    0.01055   0.004247         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     67/499      4.32G    0.01227    0.01055   0.004247         79        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
     67/499      4.32G     0.0123    0.01057   0.004274         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.27it/s]
     67/499      4.32G     0.0123    0.01057   0.004274         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     67/499      4.32G    0.01229    0.01055   0.004275         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     67/499      4.32G    0.01229    0.01055   0.004275         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     67/499      4.32G    0.01229    0.01057   0.004268         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
     67/499      4.32G    0.01229    0.01057   0.004268         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     67/499      4.32G    0.01229    0.01056   0.004263         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     67/499      4.32G    0.01229    0.01056   0.004263         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
     67/499      4.32G    0.01228    0.01056   0.004248         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
     67/499      4.32G    0.01228    0.01056   0.004248         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     67/499      4.32G    0.01228    0.01057   0.004241         83        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     67/499      4.32G    0.01228    0.01057   0.004241         83        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     67/499      4.32G    0.01227    0.01059   0.004247         95        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     67/499      4.32G    0.01227    0.01059   0.004247         95        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     67/499      4.32G    0.01228    0.01062   0.004255         90        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     67/499      4.32G    0.01228    0.01062   0.004255         90        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     67/499      4.32G    0.01227    0.01062   0.004258         82        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     67/499      4.32G    0.01227    0.01062   0.004258         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
     67/499      4.32G    0.01226    0.01062   0.004244         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
     67/499      4.32G    0.01226    0.01062   0.004244         67        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
     67/499      4.32G    0.01226    0.01061   0.004237         69        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
     67/499      4.32G    0.01226    0.01061   0.004237         69        640:  81%|########  | 136/168 [00:25<00:06,  5.12it/s]
     67/499      4.32G    0.01225    0.01061   0.004257         68        640:  81%|########  | 136/168 [00:26<00:06,  5.12it/s]
     67/499      4.32G    0.01225    0.01061   0.004257         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     67/499      4.32G    0.01225     0.0106   0.004281         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     67/499      4.32G    0.01225     0.0106   0.004281         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.21it/s]
     67/499      4.32G    0.01225     0.0106    0.00428         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.21it/s]
     67/499      4.32G    0.01225     0.0106    0.00428         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.10it/s]
     67/499      4.32G    0.01223    0.01059   0.004269         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.10it/s]
     67/499      4.32G    0.01223    0.01059   0.004269         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     67/499      4.32G    0.01224     0.0106   0.004273         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     67/499      4.32G    0.01224     0.0106   0.004273         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
     67/499      4.32G    0.01225     0.0106    0.00429         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     67/499      4.32G    0.01225     0.0106    0.00429         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
     67/499      4.32G    0.01224    0.01059   0.004272         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
     67/499      4.32G    0.01224    0.01059   0.004272         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
     67/499      4.32G    0.01222    0.01056   0.004277         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
     67/499      4.32G    0.01222    0.01056   0.004277         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
     67/499      4.32G    0.01222    0.01057   0.004284         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
     67/499      4.32G    0.01222    0.01057   0.004284         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     67/499      4.32G    0.01221    0.01055   0.004288         59        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     67/499      4.32G    0.01221    0.01055   0.004288         59        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     67/499      4.32G     0.0122    0.01055    0.00429         85        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
     67/499      4.32G     0.0122    0.01055    0.00429         85        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     67/499      4.32G     0.0122    0.01054   0.004279         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     67/499      4.32G     0.0122    0.01054   0.004279         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     67/499      4.32G     0.0122    0.01053   0.004302         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     67/499      4.32G     0.0122    0.01053   0.004302         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     67/499      4.32G    0.01219    0.01052   0.004298         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     67/499      4.32G    0.01219    0.01052   0.004298         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     67/499      4.32G    0.01219    0.01053   0.004308         83        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     67/499      4.32G    0.01219    0.01053   0.004308         83        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
     67/499      4.32G    0.01219    0.01052   0.004328         70        640:  90%|########9 | 151/168 [00:29<00:03,  5.18it/s]
     67/499      4.32G    0.01219    0.01052   0.004328         70        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
     67/499      4.32G    0.01218    0.01052   0.004308         55        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
     67/499      4.32G    0.01218    0.01052   0.004308         55        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
     67/499      4.32G    0.01218    0.01051    0.00432         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
     67/499      4.32G    0.01218    0.01051    0.00432         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     67/499      4.32G    0.01216    0.01051   0.004306         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     67/499      4.32G    0.01216    0.01051   0.004306         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     67/499      4.32G    0.01217    0.01053   0.004318         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     67/499      4.32G    0.01217    0.01053   0.004318         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     67/499      4.32G    0.01217    0.01054   0.004316         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     67/499      4.32G    0.01217    0.01054   0.004316         74        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
     67/499      4.32G    0.01216    0.01054   0.004304         80        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     67/499      4.32G    0.01216    0.01054   0.004304         80        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     67/499      4.32G    0.01216    0.01055   0.004333         89        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     67/499      4.32G    0.01216    0.01055   0.004333         89        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     67/499      4.32G    0.01217    0.01056   0.004316         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     67/499      4.32G    0.01217    0.01056   0.004316         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     67/499      4.32G    0.01217    0.01056   0.004315         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     67/499      4.32G    0.01217    0.01056   0.004315         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     67/499      4.32G    0.01216    0.01056   0.004323         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     67/499      4.32G    0.01216    0.01056   0.004323         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     67/499      4.32G    0.01216    0.01056   0.004323         66        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
     67/499      4.32G    0.01216    0.01056   0.004323         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     67/499      4.32G    0.01215    0.01055   0.004334         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     67/499      4.32G    0.01215    0.01055   0.004334         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
     67/499      4.32G    0.01215    0.01054   0.004347         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
     67/499      4.32G    0.01215    0.01054   0.004347         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     67/499      4.32G    0.01216    0.01053   0.004367         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     67/499      4.32G    0.01216    0.01053   0.004367         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     67/499      4.32G    0.01215    0.01053   0.004359         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
     67/499      4.32G    0.01215    0.01053   0.004359         71        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     67/499      4.32G    0.01215    0.01054   0.004351         36        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
     67/499      4.32G    0.01215    0.01054   0.004351         36        640: 100%|##########| 168/168 [00:32<00:00,  5.45it/s]
     67/499      4.32G    0.01215    0.01054   0.004351         36        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.804      0.826      0.844      0.721

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     68/499      4.32G    0.01446   0.009441   0.001055         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
     68/499      4.32G    0.01446   0.009441   0.001055         59        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     68/499      4.32G    0.01324   0.009636   0.003489         79        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
     68/499      4.32G    0.01324   0.009636   0.003489         79        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     68/499      4.32G    0.01332    0.01036   0.003815         61        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     68/499      4.32G    0.01332    0.01036   0.003815         61        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     68/499      4.32G    0.01304     0.0097   0.004382         60        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     68/499      4.32G    0.01304     0.0097   0.004382         60        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
     68/499      4.32G    0.01277   0.009798   0.004185         71        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
     68/499      4.32G    0.01277   0.009798   0.004185         71        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
     68/499      4.32G    0.01261   0.009738   0.004398         67        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
     68/499      4.32G    0.01261   0.009738   0.004398         67        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
     68/499      4.32G    0.01272   0.009805   0.004448         62        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
     68/499      4.32G    0.01272   0.009805   0.004448         62        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
     68/499      4.32G    0.01284   0.009796   0.004652         57        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
     68/499      4.32G    0.01284   0.009796   0.004652         57        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     68/499      4.32G     0.0128   0.009765   0.004794         61        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     68/499      4.32G     0.0128   0.009765   0.004794         61        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     68/499      4.32G    0.01275    0.01005   0.004785         95        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     68/499      4.32G    0.01275    0.01005   0.004785         95        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
     68/499      4.32G    0.01293    0.01019   0.004651         58        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
     68/499      4.32G    0.01293    0.01019   0.004651         58        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     68/499      4.32G    0.01277     0.0099   0.004407         51        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     68/499      4.32G    0.01277     0.0099   0.004407         51        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     68/499      4.32G    0.01299   0.009926   0.004432         65        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     68/499      4.32G    0.01299   0.009926   0.004432         65        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     68/499      4.32G    0.01296   0.009915   0.004584         64        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     68/499      4.32G    0.01296   0.009915   0.004584         64        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     68/499      4.32G    0.01298   0.009987    0.00452         71        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     68/499      4.32G    0.01298   0.009987    0.00452         71        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     68/499      4.32G     0.0129    0.01011   0.004438         66        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     68/499      4.32G     0.0129    0.01011   0.004438         66        640:  10%|9         | 16/168 [00:03<00:29,  5.08it/s]
     68/499      4.32G    0.01286    0.01018   0.004477         69        640:  10%|9         | 16/168 [00:03<00:29,  5.08it/s]
     68/499      4.32G    0.01286    0.01018   0.004477         69        640:  10%|#         | 17/168 [00:03<00:29,  5.20it/s]
     68/499      4.32G    0.01286    0.01018   0.004516         62        640:  10%|#         | 17/168 [00:03<00:29,  5.20it/s]
     68/499      4.32G    0.01286    0.01018   0.004516         62        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
     68/499      4.32G    0.01276    0.01033   0.004471         82        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
     68/499      4.32G    0.01276    0.01033   0.004471         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     68/499      4.32G    0.01281    0.01018   0.004564         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     68/499      4.32G    0.01281    0.01018   0.004564         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     68/499      4.32G    0.01274    0.01016   0.004491         63        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     68/499      4.32G    0.01274    0.01016   0.004491         63        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
     68/499      4.32G    0.01267     0.0101   0.004391         63        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
     68/499      4.32G    0.01267     0.0101   0.004391         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
     68/499      4.32G     0.0127    0.01019    0.00435         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
     68/499      4.32G     0.0127    0.01019    0.00435         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     68/499      4.32G    0.01262    0.01013   0.004325         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     68/499      4.32G    0.01262    0.01013   0.004325         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     68/499      4.32G    0.01257    0.01009   0.004372         65        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     68/499      4.32G    0.01257    0.01009   0.004372         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     68/499      4.32G    0.01258   0.009997    0.00441         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     68/499      4.32G    0.01258   0.009997    0.00441         59        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     68/499      4.32G    0.01263    0.01006   0.004486         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     68/499      4.32G    0.01263    0.01006   0.004486         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     68/499      4.32G    0.01261    0.01004   0.004601         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     68/499      4.32G    0.01261    0.01004   0.004601         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     68/499      4.32G    0.01263    0.01003   0.004463         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     68/499      4.32G    0.01263    0.01003   0.004463         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     68/499      4.32G    0.01259    0.01002   0.004551         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     68/499      4.32G    0.01259    0.01002   0.004551         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     68/499      4.32G    0.01259    0.01002   0.004545         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     68/499      4.32G    0.01259    0.01002   0.004545         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
     68/499      4.32G    0.01264    0.01005   0.004593         73        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
     68/499      4.32G    0.01264    0.01005   0.004593         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     68/499      4.32G    0.01267    0.01002   0.004618         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     68/499      4.32G    0.01267    0.01002   0.004618         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     68/499      4.32G    0.01268   0.009984   0.004616         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
     68/499      4.32G    0.01268   0.009984   0.004616         56        640:  20%|##        | 34/168 [00:06<00:26,  5.09it/s]
     68/499      4.32G    0.01266   0.009896   0.004611         61        640:  20%|##        | 34/168 [00:06<00:26,  5.09it/s]
     68/499      4.32G    0.01266   0.009896   0.004611         61        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     68/499      4.32G    0.01258   0.009867    0.00456         76        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     68/499      4.32G    0.01258   0.009867    0.00456         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
     68/499      4.32G    0.01255   0.009864   0.004615         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
     68/499      4.32G    0.01255   0.009864   0.004615         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     68/499      4.32G    0.01248   0.009822   0.004626         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     68/499      4.32G    0.01248   0.009822   0.004626         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     68/499      4.32G    0.01247   0.009866   0.004656         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     68/499      4.32G    0.01247   0.009866   0.004656         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     68/499      4.32G    0.01247   0.009878   0.004676         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     68/499      4.32G    0.01247   0.009878   0.004676         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     68/499      4.32G    0.01251   0.009818   0.004698         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     68/499      4.32G    0.01251   0.009818   0.004698         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     68/499      4.32G    0.01253   0.009838    0.00467         56        640:  24%|##4       | 41/168 [00:08<00:24,  5.28it/s]
     68/499      4.32G    0.01253   0.009838    0.00467         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     68/499      4.32G    0.01254   0.009813   0.004674         63        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     68/499      4.32G    0.01254   0.009813   0.004674         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     68/499      4.32G     0.0125   0.009761   0.004644         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     68/499      4.32G     0.0125   0.009761   0.004644         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     68/499      4.32G    0.01248   0.009777   0.004705         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     68/499      4.32G    0.01248   0.009777   0.004705         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     68/499      4.32G    0.01245   0.009834   0.004652         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     68/499      4.32G    0.01245   0.009834   0.004652         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     68/499      4.32G     0.0124   0.009833   0.004626         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     68/499      4.32G     0.0124   0.009833   0.004626         72        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
     68/499      4.32G    0.01239   0.009844   0.004659         71        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
     68/499      4.32G    0.01239   0.009844   0.004659         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     68/499      4.32G    0.01237   0.009816   0.004611         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     68/499      4.32G    0.01237   0.009816   0.004611         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     68/499      4.32G    0.01236   0.009837   0.004646         75        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     68/499      4.32G    0.01236   0.009837   0.004646         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     68/499      4.32G    0.01231   0.009807   0.004645         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     68/499      4.32G    0.01231   0.009807   0.004645         62        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     68/499      4.32G    0.01233   0.009816    0.00474         63        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     68/499      4.32G    0.01233   0.009816    0.00474         63        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
     68/499      4.32G    0.01234   0.009824   0.004742         54        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
     68/499      4.32G    0.01234   0.009824   0.004742         54        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     68/499      4.32G    0.01234   0.009853   0.004766         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     68/499      4.32G    0.01234   0.009853   0.004766         69        640:  32%|###2      | 54/168 [00:10<00:22,  5.13it/s]
     68/499      4.32G    0.01233   0.009888   0.004759         76        640:  32%|###2      | 54/168 [00:10<00:22,  5.13it/s]
     68/499      4.32G    0.01233   0.009888   0.004759         76        640:  33%|###2      | 55/168 [00:10<00:22,  5.05it/s]
     68/499      4.32G    0.01232   0.009884   0.004795         65        640:  33%|###2      | 55/168 [00:10<00:22,  5.05it/s]
     68/499      4.32G    0.01232   0.009884   0.004795         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
     68/499      4.32G    0.01232   0.009857   0.004756         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
     68/499      4.32G    0.01232   0.009857   0.004756         66        640:  34%|###3      | 57/168 [00:10<00:21,  5.23it/s]
     68/499      4.32G    0.01228    0.00983   0.004743         54        640:  34%|###3      | 57/168 [00:11<00:21,  5.23it/s]
     68/499      4.32G    0.01228    0.00983   0.004743         54        640:  35%|###4      | 58/168 [00:11<00:21,  5.09it/s]
     68/499      4.32G    0.01228   0.009832   0.004837         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.09it/s]
     68/499      4.32G    0.01228   0.009832   0.004837         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     68/499      4.32G     0.0123   0.009854   0.004865         80        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     68/499      4.32G     0.0123   0.009854   0.004865         80        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
     68/499      4.32G    0.01226   0.009823   0.004863         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
     68/499      4.32G    0.01226   0.009823   0.004863         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     68/499      4.32G    0.01225   0.009835    0.00487         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     68/499      4.32G    0.01225   0.009835    0.00487         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     68/499      4.32G    0.01224   0.009857    0.00483         68        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
     68/499      4.32G    0.01224   0.009857    0.00483         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     68/499      4.32G    0.01222   0.009867   0.004822         81        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     68/499      4.32G    0.01222   0.009867   0.004822         81        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     68/499      4.32G    0.01222   0.009849    0.00479         51        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     68/499      4.32G    0.01222   0.009849    0.00479         51        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     68/499      4.32G    0.01224   0.009905   0.004774         83        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     68/499      4.32G    0.01224   0.009905   0.004774         83        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     68/499      4.32G    0.01222   0.009917   0.004782         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     68/499      4.32G    0.01222   0.009917   0.004782         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     68/499      4.32G     0.0122   0.009916   0.004801         71        640:  40%|###9      | 67/168 [00:13<00:19,  5.16it/s]
     68/499      4.32G     0.0122   0.009916   0.004801         71        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     68/499      4.32G    0.01219   0.009923   0.004791         75        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     68/499      4.32G    0.01219   0.009923   0.004791         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
     68/499      4.32G    0.01217   0.009922   0.004742         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
     68/499      4.32G    0.01217   0.009922   0.004742         75        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
     68/499      4.32G    0.01216   0.009947   0.004734         62        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
     68/499      4.32G    0.01216   0.009947   0.004734         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     68/499      4.32G    0.01217   0.009975    0.00475         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     68/499      4.32G    0.01217   0.009975    0.00475         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     68/499      4.32G     0.0122   0.009986   0.004767         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     68/499      4.32G     0.0122   0.009986   0.004767         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
     68/499      4.32G    0.01223   0.009994   0.004773         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     68/499      4.32G    0.01223   0.009994   0.004773         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     68/499      4.32G    0.01223    0.01002   0.004809         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     68/499      4.32G    0.01223    0.01002   0.004809         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     68/499      4.32G    0.01222    0.01002   0.004799         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     68/499      4.32G    0.01222    0.01002   0.004799         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     68/499      4.32G    0.01225    0.01003   0.004782         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     68/499      4.32G    0.01225    0.01003   0.004782         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     68/499      4.32G    0.01225    0.01004   0.004834         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     68/499      4.32G    0.01225    0.01004   0.004834         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     68/499      4.32G    0.01227    0.01003   0.004841         65        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     68/499      4.32G    0.01227    0.01003   0.004841         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     68/499      4.32G    0.01227    0.01004   0.004845         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
     68/499      4.32G    0.01227    0.01004   0.004845         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     68/499      4.32G    0.01226    0.01007   0.004841         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     68/499      4.32G    0.01226    0.01007   0.004841         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     68/499      4.32G    0.01226    0.01008   0.004962         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     68/499      4.32G    0.01226    0.01008   0.004962         81        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     68/499      4.32G    0.01227    0.01011   0.004959         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     68/499      4.32G    0.01227    0.01011   0.004959         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     68/499      4.32G    0.01226    0.01013   0.004951         75        640:  49%|####9     | 83/168 [00:16<00:16,  5.28it/s]
     68/499      4.32G    0.01226    0.01013   0.004951         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     68/499      4.32G     0.0123    0.01013   0.004941         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
     68/499      4.32G     0.0123    0.01013   0.004941         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     68/499      4.32G     0.0123    0.01012   0.004931         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     68/499      4.32G     0.0123    0.01012   0.004931         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     68/499      4.32G    0.01229    0.01013   0.004962         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     68/499      4.32G    0.01229    0.01013   0.004962         80        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
     68/499      4.32G    0.01231    0.01015   0.004932         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
     68/499      4.32G    0.01231    0.01015   0.004932         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
     68/499      4.32G    0.01234    0.01012   0.004963         42        640:  52%|#####2    | 88/168 [00:17<00:15,  5.18it/s]
     68/499      4.32G    0.01234    0.01012   0.004963         42        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     68/499      4.32G    0.01232    0.01013   0.004933         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     68/499      4.32G    0.01232    0.01013   0.004933         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     68/499      4.32G    0.01233    0.01012   0.004935         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     68/499      4.32G    0.01233    0.01012   0.004935         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     68/499      4.32G    0.01232    0.01014   0.004946         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     68/499      4.32G    0.01232    0.01014   0.004946         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     68/499      4.32G    0.01234    0.01015    0.00492         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     68/499      4.32G    0.01234    0.01015    0.00492         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     68/499      4.32G    0.01233    0.01019   0.004911         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     68/499      4.32G    0.01233    0.01019   0.004911         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     68/499      4.32G    0.01236     0.0102   0.004907         65        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
     68/499      4.32G    0.01236     0.0102   0.004907         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     68/499      4.32G    0.01236    0.01021   0.004879         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     68/499      4.32G    0.01236    0.01021   0.004879         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     68/499      4.32G    0.01238    0.01021   0.004897         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     68/499      4.32G    0.01238    0.01021   0.004897         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     68/499      4.32G    0.01238    0.01021   0.004906         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     68/499      4.32G    0.01238    0.01021   0.004906         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     68/499      4.32G    0.01237     0.0102     0.0049         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     68/499      4.32G    0.01237     0.0102     0.0049         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     68/499      4.32G    0.01236    0.01019   0.004901         65        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
     68/499      4.32G    0.01236    0.01019   0.004901         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     68/499      4.32G    0.01235    0.01021   0.004888         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     68/499      4.32G    0.01235    0.01021   0.004888         70        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     68/499      4.32G    0.01235     0.0102   0.004875         67        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     68/499      4.32G    0.01235     0.0102   0.004875         67        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
     68/499      4.32G    0.01236     0.0102   0.004886         66        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
     68/499      4.32G    0.01236     0.0102   0.004886         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     68/499      4.32G    0.01235    0.01019   0.004885         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     68/499      4.32G    0.01235    0.01019   0.004885         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
     68/499      4.32G    0.01234     0.0102   0.004878         73        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
     68/499      4.32G    0.01234     0.0102   0.004878         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     68/499      4.32G    0.01235    0.01021   0.004871         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     68/499      4.32G    0.01235    0.01021   0.004871         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     68/499      4.32G    0.01234     0.0102   0.004878         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     68/499      4.32G    0.01234     0.0102   0.004878         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.17it/s]
     68/499      4.32G    0.01233    0.01018   0.004889         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.17it/s]
     68/499      4.32G    0.01233    0.01018   0.004889         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.24it/s]
     68/499      4.32G    0.01233    0.01019   0.004882         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.24it/s]
     68/499      4.32G    0.01233    0.01019   0.004882         75        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
     68/499      4.32G    0.01232     0.0102   0.004846         72        640:  65%|######4   | 109/168 [00:21<00:11,  5.14it/s]
     68/499      4.32G    0.01232     0.0102   0.004846         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     68/499      4.32G    0.01231     0.0102   0.004836         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     68/499      4.32G    0.01231     0.0102   0.004836         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     68/499      4.32G    0.01231    0.01019   0.004845         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     68/499      4.32G    0.01231    0.01019   0.004845         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
     68/499      4.32G    0.01233    0.01019   0.004877         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
     68/499      4.32G    0.01233    0.01019   0.004877         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     68/499      4.32G    0.01232    0.01019   0.004876         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     68/499      4.32G    0.01232    0.01019   0.004876         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
     68/499      4.32G    0.01231    0.01019   0.004862         61        640:  68%|######7   | 114/168 [00:22<00:10,  5.26it/s]
     68/499      4.32G    0.01231    0.01019   0.004862         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     68/499      4.32G    0.01232    0.01022   0.004858         91        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     68/499      4.32G    0.01232    0.01022   0.004858         91        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     68/499      4.32G    0.01232    0.01024   0.004858         89        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     68/499      4.32G    0.01232    0.01024   0.004858         89        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
     68/499      4.32G    0.01233    0.01022   0.004854         49        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
     68/499      4.32G    0.01233    0.01022   0.004854         49        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     68/499      4.32G    0.01232    0.01021   0.004862         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     68/499      4.32G    0.01232    0.01021   0.004862         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     68/499      4.32G    0.01233    0.01025   0.004866         96        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     68/499      4.32G    0.01233    0.01025   0.004866         96        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     68/499      4.32G    0.01233    0.01021   0.004922         38        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
     68/499      4.32G    0.01233    0.01021   0.004922         38        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     68/499      4.32G    0.01232    0.01019   0.004917         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     68/499      4.32G    0.01232    0.01019   0.004917         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     68/499      4.32G    0.01233    0.01019   0.004902         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     68/499      4.32G    0.01233    0.01019   0.004902         58        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     68/499      4.32G    0.01232     0.0102   0.004893         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     68/499      4.32G    0.01232     0.0102   0.004893         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     68/499      4.32G    0.01232    0.01019   0.004886         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     68/499      4.32G    0.01232    0.01019   0.004886         53        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     68/499      4.32G    0.01232    0.01017    0.00489         59        640:  74%|#######4  | 125/168 [00:24<00:08,  5.26it/s]
     68/499      4.32G    0.01232    0.01017    0.00489         59        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     68/499      4.32G    0.01231    0.01016   0.004883         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     68/499      4.32G    0.01231    0.01016   0.004883         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     68/499      4.32G     0.0123    0.01017   0.004872         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     68/499      4.32G     0.0123    0.01017   0.004872         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     68/499      4.32G    0.01231     0.0102   0.004852         94        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     68/499      4.32G    0.01231     0.0102   0.004852         94        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
     68/499      4.32G    0.01229    0.01018   0.004851         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
     68/499      4.32G    0.01229    0.01018   0.004851         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     68/499      4.32G    0.01229    0.01019   0.004855         80        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
     68/499      4.32G    0.01229    0.01019   0.004855         80        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     68/499      4.32G     0.0123    0.01019   0.004851         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     68/499      4.32G     0.0123    0.01019   0.004851         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     68/499      4.32G    0.01229    0.01018    0.00484         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     68/499      4.32G    0.01229    0.01018    0.00484         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     68/499      4.32G    0.01229    0.01019   0.004835         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     68/499      4.32G    0.01229    0.01019   0.004835         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     68/499      4.32G    0.01229    0.01019   0.004834         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     68/499      4.32G    0.01229    0.01019   0.004834         68        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     68/499      4.32G     0.0123    0.01019   0.004831         69        640:  80%|########  | 135/168 [00:26<00:06,  5.34it/s]
     68/499      4.32G     0.0123    0.01019   0.004831         69        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
     68/499      4.32G     0.0123     0.0102   0.004819         79        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
     68/499      4.32G     0.0123     0.0102   0.004819         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     68/499      4.32G    0.01231     0.0102    0.00486         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     68/499      4.32G    0.01231     0.0102    0.00486         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     68/499      4.32G    0.01229    0.01019    0.00484         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     68/499      4.32G    0.01229    0.01019    0.00484         54        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     68/499      4.32G     0.0123    0.01018   0.004855         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
     68/499      4.32G     0.0123    0.01018   0.004855         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     68/499      4.32G    0.01229    0.01018    0.00486         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     68/499      4.32G    0.01229    0.01018    0.00486         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     68/499      4.32G    0.01229    0.01019   0.004862         80        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
     68/499      4.32G    0.01229    0.01019   0.004862         80        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     68/499      4.32G    0.01228    0.01018   0.004865         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     68/499      4.32G    0.01228    0.01018   0.004865         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     68/499      4.32G     0.0123    0.01019   0.004868         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     68/499      4.32G     0.0123    0.01019   0.004868         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
     68/499      4.32G    0.01229    0.01018   0.004851         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
     68/499      4.32G    0.01229    0.01018   0.004851         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     68/499      4.32G    0.01228    0.01018   0.004853         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     68/499      4.32G    0.01228    0.01018   0.004853         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     68/499      4.32G    0.01229    0.01018   0.004874         59        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
     68/499      4.32G    0.01229    0.01018   0.004874         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     68/499      4.32G     0.0123    0.01018   0.004891         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     68/499      4.32G     0.0123    0.01018   0.004891         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     68/499      4.32G     0.0123    0.01018   0.004892         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     68/499      4.32G     0.0123    0.01018   0.004892         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     68/499      4.32G    0.01231     0.0102    0.00488         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     68/499      4.32G    0.01231     0.0102    0.00488         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     68/499      4.32G    0.01231    0.01019   0.004901         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     68/499      4.32G    0.01231    0.01019   0.004901         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.13it/s]
     68/499      4.32G    0.01232    0.01019   0.004894         50        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
     68/499      4.32G    0.01232    0.01019   0.004894         50        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     68/499      4.32G    0.01231    0.01019    0.00489         66        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     68/499      4.32G    0.01231    0.01019    0.00489         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     68/499      4.32G     0.0123    0.01019   0.004875         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     68/499      4.32G     0.0123    0.01019   0.004875         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     68/499      4.32G    0.01231    0.01019   0.004875         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     68/499      4.32G    0.01231    0.01019   0.004875         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     68/499      4.32G     0.0123    0.01018   0.004865         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     68/499      4.32G     0.0123    0.01018   0.004865         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
     68/499      4.32G    0.01229    0.01019   0.004877         81        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
     68/499      4.32G    0.01229    0.01019   0.004877         81        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
     68/499      4.32G    0.01231    0.01018   0.004868         54        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
     68/499      4.32G    0.01231    0.01018   0.004868         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     68/499      4.32G    0.01232    0.01018   0.004849         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     68/499      4.32G    0.01232    0.01018   0.004849         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     68/499      4.32G    0.01231    0.01017   0.004853         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     68/499      4.32G    0.01231    0.01017   0.004853         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     68/499      4.32G     0.0123    0.01017   0.004862         87        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     68/499      4.32G     0.0123    0.01017   0.004862         87        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     68/499      4.32G    0.01229    0.01017   0.004872         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     68/499      4.32G    0.01229    0.01017   0.004872         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     68/499      4.32G    0.01228    0.01016   0.004902         72        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
     68/499      4.32G    0.01228    0.01016   0.004902         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     68/499      4.32G    0.01227    0.01016   0.004898         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     68/499      4.32G    0.01227    0.01016   0.004898         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     68/499      4.32G    0.01228    0.01016   0.004892         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     68/499      4.32G    0.01228    0.01016   0.004892         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     68/499      4.32G    0.01228    0.01015   0.004927         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     68/499      4.32G    0.01228    0.01015   0.004927         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     68/499      4.32G    0.01227    0.01014   0.004925         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     68/499      4.32G    0.01227    0.01014   0.004925         60        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     68/499      4.32G    0.01226    0.01013   0.004915         31        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
     68/499      4.32G    0.01226    0.01013   0.004915         31        640: 100%|##########| 168/168 [00:32<00:00,  5.47it/s]
     68/499      4.32G    0.01226    0.01013   0.004915         31        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.774      0.857      0.852       0.73

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     69/499      4.32G    0.01241   0.007865   0.007312         57        640:   0%|          | 0/168 [00:00<?, ?it/s]
     69/499      4.32G    0.01241   0.007865   0.007312         57        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     69/499      4.32G    0.01211   0.007979   0.005451         61        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
     69/499      4.32G    0.01211   0.007979   0.005451         61        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
     69/499      4.32G    0.01266   0.008812   0.005207         61        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
     69/499      4.32G    0.01266   0.008812   0.005207         61        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     69/499      4.32G    0.01246   0.009069   0.005434         79        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     69/499      4.32G    0.01246   0.009069   0.005434         79        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     69/499      4.32G    0.01242   0.009576   0.005555         74        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     69/499      4.32G    0.01242   0.009576   0.005555         74        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
     69/499      4.32G    0.01239   0.009607    0.00589         61        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
     69/499      4.32G    0.01239   0.009607    0.00589         61        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     69/499      4.32G    0.01233   0.009802   0.005549         77        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     69/499      4.32G    0.01233   0.009802   0.005549         77        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     69/499      4.32G     0.0124   0.009786   0.005634         59        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     69/499      4.32G     0.0124   0.009786   0.005634         59        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     69/499      4.32G    0.01231   0.009802   0.005496         69        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     69/499      4.32G    0.01231   0.009802   0.005496         69        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     69/499      4.32G    0.01219   0.009865   0.005552         68        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     69/499      4.32G    0.01219   0.009865   0.005552         68        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
     69/499      4.32G     0.0121   0.009939   0.005559         74        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
     69/499      4.32G     0.0121   0.009939   0.005559         74        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     69/499      4.32G    0.01214   0.009767   0.005337         45        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     69/499      4.32G    0.01214   0.009767   0.005337         45        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     69/499      4.32G    0.01217   0.009724   0.005177         67        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
     69/499      4.32G    0.01217   0.009724   0.005177         67        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     69/499      4.32G    0.01227   0.009872   0.004974         71        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     69/499      4.32G    0.01227   0.009872   0.004974         71        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     69/499      4.32G    0.01221   0.009909   0.004959         82        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     69/499      4.32G    0.01221   0.009909   0.004959         82        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
     69/499      4.32G    0.01215   0.009876   0.004826         64        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
     69/499      4.32G    0.01215   0.009876   0.004826         64        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     69/499      4.32G    0.01215   0.009863   0.004816         63        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     69/499      4.32G    0.01215   0.009863   0.004816         63        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     69/499      4.32G    0.01212   0.009864   0.004659         65        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     69/499      4.32G    0.01212   0.009864   0.004659         65        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     69/499      4.32G    0.01217   0.009872    0.00449         66        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     69/499      4.32G    0.01217   0.009872    0.00449         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     69/499      4.32G    0.01218   0.009937    0.00452         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     69/499      4.32G    0.01218   0.009937    0.00452         72        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     69/499      4.32G    0.01222    0.01005   0.004551         81        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
     69/499      4.32G    0.01222    0.01005   0.004551         81        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
     69/499      4.32G    0.01224    0.01001   0.004753         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     69/499      4.32G    0.01224    0.01001   0.004753         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     69/499      4.32G    0.01232    0.01009   0.004696         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     69/499      4.32G    0.01232    0.01009   0.004696         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     69/499      4.32G    0.01237    0.01007    0.00469         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     69/499      4.32G    0.01237    0.01007    0.00469         56        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     69/499      4.32G    0.01236    0.01006   0.004718         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     69/499      4.32G    0.01236    0.01006   0.004718         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     69/499      4.32G    0.01241    0.01007   0.004739         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
     69/499      4.32G    0.01241    0.01007   0.004739         63        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     69/499      4.32G    0.01242    0.01005   0.004699         67        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     69/499      4.32G    0.01242    0.01005   0.004699         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     69/499      4.32G    0.01233    0.01002   0.004569         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     69/499      4.32G    0.01233    0.01002   0.004569         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     69/499      4.32G    0.01232   0.009993    0.00468         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     69/499      4.32G    0.01232   0.009993    0.00468         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     69/499      4.32G    0.01235   0.009958   0.004696         53        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     69/499      4.32G    0.01235   0.009958   0.004696         53        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     69/499      4.32G    0.01233   0.009896   0.004681         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     69/499      4.32G    0.01233   0.009896   0.004681         62        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     69/499      4.32G     0.0124   0.009901   0.004666         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     69/499      4.32G     0.0124   0.009901   0.004666         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     69/499      4.32G    0.01245   0.009936    0.00468         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     69/499      4.32G    0.01245   0.009936    0.00468         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     69/499      4.32G    0.01244     0.0099   0.004617         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     69/499      4.32G    0.01244     0.0099   0.004617         70        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     69/499      4.32G    0.01243   0.009867   0.004559         56        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     69/499      4.32G    0.01243   0.009867   0.004559         56        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     69/499      4.32G    0.01243   0.009857   0.004627         64        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     69/499      4.32G    0.01243   0.009857   0.004627         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     69/499      4.32G    0.01244   0.009949   0.004636         82        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     69/499      4.32G    0.01244   0.009949   0.004636         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     69/499      4.32G    0.01241    0.00992   0.004633         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     69/499      4.32G    0.01241    0.00992   0.004633         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     69/499      4.32G    0.01244   0.009933   0.004627         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     69/499      4.32G    0.01244   0.009933   0.004627         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
     69/499      4.32G    0.01242   0.009913   0.004588         54        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
     69/499      4.32G    0.01242   0.009913   0.004588         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     69/499      4.32G    0.01242   0.009994   0.004622         90        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
     69/499      4.32G    0.01242   0.009994   0.004622         90        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     69/499      4.32G    0.01243    0.01004   0.004765         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     69/499      4.32G    0.01243    0.01004   0.004765         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
     69/499      4.32G    0.01242    0.01003   0.004793         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
     69/499      4.32G    0.01242    0.01003   0.004793         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     69/499      4.32G    0.01242       0.01   0.004723         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
     69/499      4.32G    0.01242       0.01   0.004723         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     69/499      4.32G    0.01245   0.009971   0.004708         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     69/499      4.32G    0.01245   0.009971   0.004708         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     69/499      4.32G    0.01245   0.009978    0.00469         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     69/499      4.32G    0.01245   0.009978    0.00469         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     69/499      4.32G    0.01247    0.00999   0.004735         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     69/499      4.32G    0.01247    0.00999   0.004735         72        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
     69/499      4.32G    0.01246       0.01   0.004754         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     69/499      4.32G    0.01246       0.01   0.004754         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     69/499      4.32G    0.01248    0.01002   0.004703         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     69/499      4.32G    0.01248    0.01002   0.004703         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     69/499      4.32G    0.01247    0.01005   0.004706         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     69/499      4.32G    0.01247    0.01005   0.004706         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     69/499      4.32G    0.01243    0.01005   0.004682         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     69/499      4.32G    0.01243    0.01005   0.004682         75        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     69/499      4.32G    0.01243    0.01006   0.004668         80        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     69/499      4.32G    0.01243    0.01006   0.004668         80        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
     69/499      4.32G    0.01242    0.01003   0.004675         61        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
     69/499      4.32G    0.01242    0.01003   0.004675         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     69/499      4.32G    0.01242    0.01003   0.004764         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     69/499      4.32G    0.01242    0.01003   0.004764         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     69/499      4.32G    0.01242    0.01002   0.004764         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     69/499      4.32G    0.01242    0.01002   0.004764         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     69/499      4.32G     0.0124    0.01003   0.004751         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     69/499      4.32G     0.0124    0.01003   0.004751         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     69/499      4.32G    0.01238    0.01003   0.004715         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     69/499      4.32G    0.01238    0.01003   0.004715         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     69/499      4.32G    0.01237    0.01006   0.004727         68        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
     69/499      4.32G    0.01237    0.01006   0.004727         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     69/499      4.32G    0.01238    0.01007   0.004724         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     69/499      4.32G    0.01238    0.01007   0.004724         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     69/499      4.32G    0.01238    0.01004   0.004708         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     69/499      4.32G    0.01238    0.01004   0.004708         53        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     69/499      4.32G    0.01239    0.01004   0.004677         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     69/499      4.32G    0.01239    0.01004   0.004677         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     69/499      4.32G    0.01243    0.01004   0.004667         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     69/499      4.32G    0.01243    0.01004   0.004667         52        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     69/499      4.32G    0.01243    0.01008    0.00465         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
     69/499      4.32G    0.01243    0.01008    0.00465         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
     69/499      4.32G    0.01244    0.01006   0.004648         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     69/499      4.32G    0.01244    0.01006   0.004648         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     69/499      4.32G    0.01243    0.01011   0.004604         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
     69/499      4.32G    0.01243    0.01011   0.004604         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     69/499      4.32G    0.01243    0.01011     0.0046         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     69/499      4.32G    0.01243    0.01011     0.0046         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     69/499      4.32G    0.01245    0.01011   0.004594         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     69/499      4.32G    0.01245    0.01011   0.004594         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     69/499      4.32G    0.01245    0.01012   0.004556         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
     69/499      4.32G    0.01245    0.01012   0.004556         69        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
     69/499      4.32G    0.01245    0.01015   0.004523         78        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
     69/499      4.32G    0.01245    0.01015   0.004523         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     69/499      4.32G    0.01243    0.01014   0.004511         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     69/499      4.32G    0.01243    0.01014   0.004511         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     69/499      4.32G    0.01246    0.01015   0.004591         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     69/499      4.32G    0.01246    0.01015   0.004591         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     69/499      4.32G    0.01245    0.01017   0.004627         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     69/499      4.32G    0.01245    0.01017   0.004627         81        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     69/499      4.32G    0.01246    0.01017   0.004603         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     69/499      4.32G    0.01246    0.01017   0.004603         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
     69/499      4.32G    0.01245    0.01015   0.004656         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     69/499      4.32G    0.01245    0.01015   0.004656         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     69/499      4.32G    0.01244    0.01018   0.004658         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     69/499      4.32G    0.01244    0.01018   0.004658         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     69/499      4.32G    0.01241    0.01016   0.004637         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     69/499      4.32G    0.01241    0.01016   0.004637         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     69/499      4.32G    0.01239    0.01015   0.004648         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     69/499      4.32G    0.01239    0.01015   0.004648         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     69/499      4.32G    0.01241    0.01017    0.00463         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     69/499      4.32G    0.01241    0.01017    0.00463         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     69/499      4.32G    0.01241    0.01018   0.004693         76        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     69/499      4.32G    0.01241    0.01018   0.004693         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     69/499      4.32G    0.01244     0.0102   0.004698         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     69/499      4.32G    0.01244     0.0102   0.004698         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     69/499      4.32G    0.01243    0.01019   0.004709         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     69/499      4.32G    0.01243    0.01019   0.004709         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     69/499      4.32G    0.01242    0.01017   0.004701         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     69/499      4.32G    0.01242    0.01017   0.004701         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
     69/499      4.32G    0.01243    0.01019   0.004712         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
     69/499      4.32G    0.01243    0.01019   0.004712         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     69/499      4.32G    0.01244    0.01019   0.004691         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     69/499      4.32G    0.01244    0.01019   0.004691         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.29it/s]
     69/499      4.32G    0.01244    0.01019    0.00468         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     69/499      4.32G    0.01244    0.01019    0.00468         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     69/499      4.32G    0.01244    0.01018   0.004727         55        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
     69/499      4.32G    0.01244    0.01018   0.004727         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     69/499      4.32G    0.01241    0.01015   0.004717         54        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     69/499      4.32G    0.01241    0.01015   0.004717         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     69/499      4.32G    0.01243    0.01014   0.004749         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     69/499      4.32G    0.01243    0.01014   0.004749         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
     69/499      4.32G    0.01243    0.01012    0.00476         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
     69/499      4.32G    0.01243    0.01012    0.00476         56        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
     69/499      4.32G    0.01244    0.01013   0.004766         75        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
     69/499      4.32G    0.01244    0.01013   0.004766         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     69/499      4.32G    0.01243    0.01011   0.004735         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     69/499      4.32G    0.01243    0.01011   0.004735         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     69/499      4.32G    0.01242    0.01009   0.004757         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     69/499      4.32G    0.01242    0.01009   0.004757         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     69/499      4.32G    0.01241    0.01009    0.00475         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     69/499      4.32G    0.01241    0.01009    0.00475         78        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     69/499      4.32G    0.01241    0.01011   0.004734         61        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     69/499      4.32G    0.01241    0.01011   0.004734         61        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
     69/499      4.32G    0.01241    0.01012   0.004734         76        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
     69/499      4.32G    0.01241    0.01012   0.004734         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
     69/499      4.32G    0.01242    0.01013   0.004742         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
     69/499      4.32G    0.01242    0.01013   0.004742         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     69/499      4.32G     0.0124    0.01013   0.004749         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     69/499      4.32G     0.0124    0.01013   0.004749         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     69/499      4.32G     0.0124    0.01013   0.004736         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     69/499      4.32G     0.0124    0.01013   0.004736         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     69/499      4.32G     0.0124    0.01012   0.004742         56        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
     69/499      4.32G     0.0124    0.01012   0.004742         56        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     69/499      4.32G     0.0124    0.01013   0.004737         62        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     69/499      4.32G     0.0124    0.01013   0.004737         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     69/499      4.32G     0.0124    0.01014   0.004703         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     69/499      4.32G     0.0124    0.01014   0.004703         65        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     69/499      4.32G    0.01239    0.01013   0.004677         65        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     69/499      4.32G    0.01239    0.01013   0.004677         65        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     69/499      4.32G    0.01237    0.01012   0.004666         63        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     69/499      4.32G    0.01237    0.01012   0.004666         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     69/499      4.32G    0.01238    0.01014   0.004692         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
     69/499      4.32G    0.01238    0.01014   0.004692         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     69/499      4.32G    0.01237    0.01016   0.004668         83        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     69/499      4.32G    0.01237    0.01016   0.004668         83        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
     69/499      4.32G    0.01235    0.01014   0.004659         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
     69/499      4.32G    0.01235    0.01014   0.004659         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     69/499      4.32G    0.01236    0.01016   0.004652         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     69/499      4.32G    0.01236    0.01016   0.004652         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     69/499      4.32G    0.01235    0.01013   0.004629         50        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
     69/499      4.32G    0.01235    0.01013   0.004629         50        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     69/499      4.32G    0.01234    0.01013   0.004649         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     69/499      4.32G    0.01234    0.01013   0.004649         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     69/499      4.32G    0.01232    0.01012   0.004648         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     69/499      4.32G    0.01232    0.01012   0.004648         61        640:  65%|######5   | 110/168 [00:20<00:11,  5.16it/s]
     69/499      4.32G    0.01232     0.0101   0.004694         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.16it/s]
     69/499      4.32G    0.01232     0.0101   0.004694         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.24it/s]
     69/499      4.32G     0.0123    0.01009   0.004706         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.24it/s]
     69/499      4.32G     0.0123    0.01009   0.004706         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.10it/s]
     69/499      4.32G    0.01231    0.01008   0.004705         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.10it/s]
     69/499      4.32G    0.01231    0.01008   0.004705         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     69/499      4.32G    0.01231    0.01006   0.004699         50        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     69/499      4.32G    0.01231    0.01006   0.004699         50        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     69/499      4.32G     0.0123    0.01004   0.004712         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     69/499      4.32G     0.0123    0.01004   0.004712         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     69/499      4.32G    0.01229    0.01006   0.004709         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     69/499      4.32G    0.01229    0.01006   0.004709         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     69/499      4.32G    0.01232    0.01005   0.004725         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     69/499      4.32G    0.01232    0.01005   0.004725         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     69/499      4.32G    0.01231    0.01007    0.00472         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     69/499      4.32G    0.01231    0.01007    0.00472         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     69/499      4.32G    0.01231    0.01008   0.004695         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     69/499      4.32G    0.01231    0.01008   0.004695         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     69/499      4.32G    0.01232     0.0101   0.004711         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     69/499      4.32G    0.01232     0.0101   0.004711         77        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
     69/499      4.32G    0.01233    0.01011   0.004766         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     69/499      4.32G    0.01233    0.01011   0.004766         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     69/499      4.32G    0.01233    0.01012   0.004771         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     69/499      4.32G    0.01233    0.01012   0.004771         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     69/499      4.32G    0.01233    0.01011   0.004802         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     69/499      4.32G    0.01233    0.01011   0.004802         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     69/499      4.32G    0.01234     0.0101   0.004808         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     69/499      4.32G    0.01234     0.0101   0.004808         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     69/499      4.32G    0.01235    0.01009   0.004816         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     69/499      4.32G    0.01235    0.01009   0.004816         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     69/499      4.32G    0.01237     0.0101   0.004819         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
     69/499      4.32G    0.01237     0.0101   0.004819         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.31it/s]
     69/499      4.32G    0.01237    0.01012   0.004838         86        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     69/499      4.32G    0.01237    0.01012   0.004838         86        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     69/499      4.32G    0.01237    0.01013   0.004826         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     69/499      4.32G    0.01237    0.01013   0.004826         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     69/499      4.32G    0.01236    0.01013   0.004831         81        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     69/499      4.32G    0.01236    0.01013   0.004831         81        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     69/499      4.32G    0.01236    0.01015   0.004831         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     69/499      4.32G    0.01236    0.01015   0.004831         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     69/499      4.32G    0.01237    0.01015   0.004824         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     69/499      4.32G    0.01237    0.01015   0.004824         65        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
     69/499      4.32G    0.01236    0.01016   0.004825         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
     69/499      4.32G    0.01236    0.01016   0.004825         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     69/499      4.32G    0.01236    0.01017   0.004822         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
     69/499      4.32G    0.01236    0.01017   0.004822         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     69/499      4.32G    0.01236    0.01017   0.004829         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     69/499      4.32G    0.01236    0.01017   0.004829         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
     69/499      4.32G    0.01236    0.01015   0.004832         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
     69/499      4.32G    0.01236    0.01015   0.004832         65        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     69/499      4.32G    0.01236    0.01018    0.00483         84        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     69/499      4.32G    0.01236    0.01018    0.00483         84        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     69/499      4.32G    0.01236    0.01019    0.00482         72        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     69/499      4.32G    0.01236    0.01019    0.00482         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
     69/499      4.32G    0.01235    0.01018   0.004809         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
     69/499      4.32G    0.01235    0.01018   0.004809         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     69/499      4.32G    0.01236    0.01018   0.004835         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     69/499      4.32G    0.01236    0.01018   0.004835         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
     69/499      4.32G    0.01235    0.01017   0.004826         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
     69/499      4.32G    0.01235    0.01017   0.004826         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     69/499      4.32G    0.01236    0.01014   0.004805         47        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     69/499      4.32G    0.01236    0.01014   0.004805         47        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     69/499      4.32G    0.01235    0.01014   0.004812         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
     69/499      4.32G    0.01235    0.01014   0.004812         68        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     69/499      4.32G    0.01236    0.01016   0.004811         83        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     69/499      4.32G    0.01236    0.01016   0.004811         83        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     69/499      4.32G    0.01237    0.01016    0.00482         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
     69/499      4.32G    0.01237    0.01016    0.00482         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     69/499      4.32G    0.01237    0.01016   0.004815         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     69/499      4.32G    0.01237    0.01016   0.004815         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     69/499      4.32G    0.01238    0.01016   0.004816         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     69/499      4.32G    0.01238    0.01016   0.004816         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     69/499      4.32G    0.01238    0.01018   0.004805         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     69/499      4.32G    0.01238    0.01018   0.004805         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.26it/s]
     69/499      4.32G    0.01239    0.01019    0.00486         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.26it/s]
     69/499      4.32G    0.01239    0.01019    0.00486         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
     69/499      4.32G     0.0124     0.0102   0.004888         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
     69/499      4.32G     0.0124     0.0102   0.004888         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     69/499      4.32G     0.0124    0.01022   0.004886         80        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     69/499      4.32G     0.0124    0.01022   0.004886         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     69/499      4.32G    0.01241    0.01022   0.004894         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     69/499      4.32G    0.01241    0.01022   0.004894         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     69/499      4.32G    0.01241    0.01022   0.004899         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     69/499      4.32G    0.01241    0.01022   0.004899         59        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
     69/499      4.32G    0.01241    0.01021   0.004907         53        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     69/499      4.32G    0.01241    0.01021   0.004907         53        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     69/499      4.32G    0.01242    0.01021   0.004907         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     69/499      4.32G    0.01242    0.01021   0.004907         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     69/499      4.32G    0.01243    0.01022   0.004904         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     69/499      4.32G    0.01243    0.01022   0.004904         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     69/499      4.32G    0.01243    0.01022   0.004928         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     69/499      4.32G    0.01243    0.01022   0.004928         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     69/499      4.32G    0.01244    0.01023   0.004906         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     69/499      4.32G    0.01244    0.01023   0.004906         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
     69/499      4.32G    0.01245    0.01023   0.004919         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     69/499      4.32G    0.01245    0.01023   0.004919         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     69/499      4.32G    0.01245    0.01024   0.004913         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     69/499      4.32G    0.01245    0.01024   0.004913         75        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     69/499      4.32G    0.01245    0.01024   0.004904         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     69/499      4.32G    0.01245    0.01024   0.004904         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     69/499      4.32G    0.01245    0.01024   0.004904         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     69/499      4.32G    0.01245    0.01024   0.004904         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     69/499      4.32G    0.01245    0.01023    0.00491         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     69/499      4.32G    0.01245    0.01023    0.00491         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
     69/499      4.32G    0.01245    0.01024   0.004907         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     69/499      4.32G    0.01245    0.01024   0.004907         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     69/499      4.32G    0.01244    0.01024   0.004899         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     69/499      4.32G    0.01244    0.01024   0.004899         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     69/499      4.32G    0.01245    0.01024    0.00488         53        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     69/499      4.32G    0.01245    0.01024    0.00488         53        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     69/499      4.32G    0.01245    0.01025   0.004864         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     69/499      4.32G    0.01245    0.01025   0.004864         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     69/499      4.32G    0.01244    0.01023    0.00487         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
     69/499      4.32G    0.01244    0.01023    0.00487         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     69/499      4.32G    0.01245    0.01024   0.004864         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     69/499      4.32G    0.01245    0.01024   0.004864         27        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     69/499      4.32G    0.01245    0.01024   0.004864         27        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.817      0.808      0.846      0.732

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     70/499      4.32G    0.01453     0.0118   0.001579         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     70/499      4.32G    0.01453     0.0118   0.001579         66        640:   1%|          | 1/168 [00:00<00:35,  4.69it/s]
     70/499      4.32G    0.01376    0.01138   0.002396         70        640:   1%|          | 1/168 [00:00<00:35,  4.69it/s]
     70/499      4.32G    0.01376    0.01138   0.002396         70        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
     70/499      4.32G    0.01274    0.01082   0.003207         77        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
     70/499      4.32G    0.01274    0.01082   0.003207         77        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
     70/499      4.32G    0.01258    0.01016   0.003471         57        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
     70/499      4.32G    0.01258    0.01016   0.003471         57        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     70/499      4.32G    0.01266    0.01073   0.003554         76        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     70/499      4.32G    0.01266    0.01073   0.003554         76        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
     70/499      4.32G     0.0128    0.01058   0.003478         64        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
     70/499      4.32G     0.0128    0.01058   0.003478         64        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     70/499      4.32G    0.01262    0.01055   0.004126         71        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     70/499      4.32G    0.01262    0.01055   0.004126         71        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     70/499      4.32G    0.01293    0.01027   0.004384         55        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     70/499      4.32G    0.01293    0.01027   0.004384         55        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     70/499      4.32G    0.01296    0.01045   0.004488         79        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     70/499      4.32G    0.01296    0.01045   0.004488         79        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     70/499      4.32G    0.01291    0.01056   0.004576         70        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     70/499      4.32G    0.01291    0.01056   0.004576         70        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     70/499      4.32G    0.01301    0.01044   0.004603         53        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     70/499      4.32G    0.01301    0.01044   0.004603         53        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     70/499      4.32G     0.0129    0.01056   0.004589         80        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     70/499      4.32G     0.0129    0.01056   0.004589         80        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     70/499      4.32G    0.01301    0.01047   0.005306         51        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     70/499      4.32G    0.01301    0.01047   0.005306         51        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     70/499      4.32G    0.01304    0.01054   0.005195         67        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     70/499      4.32G    0.01304    0.01054   0.005195         67        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     70/499      4.32G    0.01287    0.01058   0.005076         64        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     70/499      4.32G    0.01287    0.01058   0.005076         64        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
     70/499      4.32G    0.01281    0.01047   0.004998         64        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
     70/499      4.32G    0.01281    0.01047   0.004998         64        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     70/499      4.32G    0.01272    0.01043   0.004887         70        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     70/499      4.32G    0.01272    0.01043   0.004887         70        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     70/499      4.32G    0.01283    0.01051   0.004756         74        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     70/499      4.32G    0.01283    0.01051   0.004756         74        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     70/499      4.32G    0.01278    0.01048    0.00473         65        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     70/499      4.32G    0.01278    0.01048    0.00473         65        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
     70/499      4.32G    0.01282    0.01059   0.004622         71        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
     70/499      4.32G    0.01282    0.01059   0.004622         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.20it/s]
     70/499      4.32G     0.0128    0.01052   0.004625         61        640:  12%|#1        | 20/168 [00:04<00:28,  5.20it/s]
     70/499      4.32G     0.0128    0.01052   0.004625         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     70/499      4.32G    0.01279    0.01046   0.004577         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     70/499      4.32G    0.01279    0.01046   0.004577         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     70/499      4.32G    0.01273    0.01047   0.004465         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     70/499      4.32G    0.01273    0.01047   0.004465         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     70/499      4.32G    0.01279    0.01047   0.004434         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     70/499      4.32G    0.01279    0.01047   0.004434         72        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     70/499      4.32G    0.01277    0.01041   0.004485         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     70/499      4.32G    0.01277    0.01041   0.004485         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     70/499      4.32G     0.0127    0.01031   0.004474         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     70/499      4.32G     0.0127    0.01031   0.004474         61        640:  15%|#5        | 26/168 [00:04<00:27,  5.15it/s]
     70/499      4.32G    0.01267    0.01035   0.004377         70        640:  15%|#5        | 26/168 [00:05<00:27,  5.15it/s]
     70/499      4.32G    0.01267    0.01035   0.004377         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.23it/s]
     70/499      4.32G    0.01263    0.01035   0.004385         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.23it/s]
     70/499      4.32G    0.01263    0.01035   0.004385         74        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
     70/499      4.32G    0.01265    0.01037   0.004558         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
     70/499      4.32G    0.01265    0.01037   0.004558         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.16it/s]
     70/499      4.32G    0.01267    0.01033   0.004624         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.16it/s]
     70/499      4.32G    0.01267    0.01033   0.004624         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
     70/499      4.32G    0.01267    0.01034    0.00455         69        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
     70/499      4.32G    0.01267    0.01034    0.00455         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
     70/499      4.32G    0.01276    0.01042   0.004616         77        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
     70/499      4.32G    0.01276    0.01042   0.004616         77        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     70/499      4.32G    0.01279    0.01045   0.004652         72        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     70/499      4.32G    0.01279    0.01045   0.004652         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     70/499      4.32G    0.01281     0.0105   0.004635         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     70/499      4.32G    0.01281     0.0105   0.004635         82        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
     70/499      4.32G    0.01281    0.01047   0.004607         58        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
     70/499      4.32G    0.01281    0.01047   0.004607         58        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     70/499      4.32G    0.01283    0.01048   0.004517         65        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     70/499      4.32G    0.01283    0.01048   0.004517         65        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
     70/499      4.32G    0.01282    0.01052   0.004577         75        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
     70/499      4.32G    0.01282    0.01052   0.004577         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
     70/499      4.32G    0.01279    0.01053   0.004585         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
     70/499      4.32G    0.01279    0.01053   0.004585         82        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
     70/499      4.32G     0.0128    0.01054   0.004565         53        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
     70/499      4.32G     0.0128    0.01054   0.004565         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     70/499      4.32G    0.01281     0.0106   0.004508         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     70/499      4.32G    0.01281     0.0106   0.004508         84        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     70/499      4.32G     0.0128    0.01059   0.004456         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     70/499      4.32G     0.0128    0.01059   0.004456         62        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     70/499      4.32G    0.01282    0.01055    0.00451         58        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
     70/499      4.32G    0.01282    0.01055    0.00451         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     70/499      4.32G     0.0128    0.01059   0.004528         81        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     70/499      4.32G     0.0128    0.01059   0.004528         81        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     70/499      4.32G    0.01283    0.01063   0.004568         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     70/499      4.32G    0.01283    0.01063   0.004568         79        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     70/499      4.32G    0.01281    0.01069   0.004547         86        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     70/499      4.32G    0.01281    0.01069   0.004547         86        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     70/499      4.32G    0.01282    0.01078    0.00457         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     70/499      4.32G    0.01282    0.01078    0.00457         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     70/499      4.32G    0.01284     0.0108   0.004566         61        640:  27%|##7       | 46/168 [00:09<00:23,  5.19it/s]
     70/499      4.32G    0.01284     0.0108   0.004566         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
     70/499      4.32G    0.01283    0.01078   0.004588         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
     70/499      4.32G    0.01283    0.01078   0.004588         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     70/499      4.32G    0.01283    0.01079   0.004591         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     70/499      4.32G    0.01283    0.01079   0.004591         78        640:  29%|##9       | 49/168 [00:09<00:23,  5.08it/s]
     70/499      4.32G    0.01276    0.01073   0.004612         54        640:  29%|##9       | 49/168 [00:09<00:23,  5.08it/s]
     70/499      4.32G    0.01276    0.01073   0.004612         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     70/499      4.32G    0.01279    0.01074   0.004738         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     70/499      4.32G    0.01279    0.01074   0.004738         60        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     70/499      4.32G    0.01281    0.01076   0.004712         73        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     70/499      4.32G    0.01281    0.01076   0.004712         73        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     70/499      4.32G    0.01282    0.01078   0.004691         80        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     70/499      4.32G    0.01282    0.01078   0.004691         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     70/499      4.32G    0.01281     0.0108   0.004663         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     70/499      4.32G    0.01281     0.0108   0.004663         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     70/499      4.32G    0.01285    0.01073    0.00464         50        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     70/499      4.32G    0.01285    0.01073    0.00464         50        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     70/499      4.32G    0.01283    0.01075   0.004684         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     70/499      4.32G    0.01283    0.01075   0.004684         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     70/499      4.32G    0.01283    0.01077   0.004728         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     70/499      4.32G    0.01283    0.01077   0.004728         73        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
     70/499      4.32G    0.01283    0.01074   0.004732         61        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
     70/499      4.32G    0.01283    0.01074   0.004732         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     70/499      4.32G    0.01281    0.01072   0.004779         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     70/499      4.32G    0.01281    0.01072   0.004779         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     70/499      4.32G    0.01282    0.01073   0.004799         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     70/499      4.32G    0.01282    0.01073   0.004799         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     70/499      4.32G    0.01281    0.01075   0.004786         78        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     70/499      4.32G    0.01281    0.01075   0.004786         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     70/499      4.32G     0.0128    0.01071   0.004763         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     70/499      4.32G     0.0128    0.01071   0.004763         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     70/499      4.32G    0.01279    0.01068   0.004734         67        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
     70/499      4.32G    0.01279    0.01068   0.004734         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     70/499      4.32G    0.01276    0.01067   0.004739         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     70/499      4.32G    0.01276    0.01067   0.004739         76        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     70/499      4.32G    0.01279    0.01071   0.004746         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     70/499      4.32G    0.01279    0.01071   0.004746         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     70/499      4.32G    0.01278    0.01071   0.004756         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     70/499      4.32G    0.01278    0.01071   0.004756         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     70/499      4.32G    0.01281    0.01071   0.004759         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     70/499      4.32G    0.01281    0.01071   0.004759         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     70/499      4.32G    0.01285    0.01072   0.004807         73        640:  40%|###9      | 67/168 [00:13<00:19,  5.18it/s]
     70/499      4.32G    0.01285    0.01072   0.004807         73        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     70/499      4.32G    0.01283    0.01075   0.004804         83        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     70/499      4.32G    0.01283    0.01075   0.004804         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     70/499      4.32G    0.01283    0.01077   0.004832         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     70/499      4.32G    0.01283    0.01077   0.004832         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     70/499      4.32G    0.01285    0.01079   0.004865         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     70/499      4.32G    0.01285    0.01079   0.004865         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     70/499      4.32G    0.01286    0.01077   0.004876         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     70/499      4.32G    0.01286    0.01077   0.004876         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     70/499      4.32G    0.01289    0.01078   0.004853         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     70/499      4.32G    0.01289    0.01078   0.004853         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.13it/s]
     70/499      4.32G    0.01287    0.01077   0.004819         59        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
     70/499      4.32G    0.01287    0.01077   0.004819         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     70/499      4.32G     0.0129    0.01079   0.004828         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     70/499      4.32G     0.0129    0.01079   0.004828         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     70/499      4.32G    0.01288     0.0108   0.004812         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     70/499      4.32G    0.01288     0.0108   0.004812         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     70/499      4.32G     0.0129     0.0108   0.004829         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     70/499      4.32G     0.0129     0.0108   0.004829         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.18it/s]
     70/499      4.32G    0.01288    0.01078   0.004811         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.18it/s]
     70/499      4.32G    0.01288    0.01078   0.004811         56        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
     70/499      4.32G    0.01289    0.01078   0.004786         69        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
     70/499      4.32G    0.01289    0.01078   0.004786         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
     70/499      4.32G    0.01291    0.01077   0.004766         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
     70/499      4.32G    0.01291    0.01077   0.004766         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     70/499      4.32G    0.01292    0.01077   0.004805         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
     70/499      4.32G    0.01292    0.01077   0.004805         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     70/499      4.32G     0.0129    0.01076   0.004866         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     70/499      4.32G     0.0129    0.01076   0.004866         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     70/499      4.32G     0.0129    0.01077   0.004891         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     70/499      4.32G     0.0129    0.01077   0.004891         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     70/499      4.32G    0.01292    0.01078   0.004931         66        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
     70/499      4.32G    0.01292    0.01078   0.004931         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     70/499      4.32G    0.01294     0.0108   0.004916         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     70/499      4.32G    0.01294     0.0108   0.004916         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     70/499      4.32G    0.01295    0.01077   0.004864         54        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     70/499      4.32G    0.01295    0.01077   0.004864         54        640:  51%|#####1    | 86/168 [00:16<00:15,  5.19it/s]
     70/499      4.32G    0.01295    0.01076   0.004844         53        640:  51%|#####1    | 86/168 [00:16<00:15,  5.19it/s]
     70/499      4.32G    0.01295    0.01076   0.004844         53        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     70/499      4.32G    0.01297    0.01078   0.004842         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     70/499      4.32G    0.01297    0.01078   0.004842         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
     70/499      4.32G    0.01299    0.01081   0.004853         67        640:  52%|#####2    | 88/168 [00:17<00:15,  5.13it/s]
     70/499      4.32G    0.01299    0.01081   0.004853         67        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     70/499      4.32G    0.01297     0.0108   0.004866         75        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     70/499      4.32G    0.01297     0.0108   0.004866         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     70/499      4.32G    0.01297    0.01079   0.004853         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     70/499      4.32G    0.01297    0.01079   0.004853         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     70/499      4.32G    0.01298    0.01079   0.004857         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     70/499      4.32G    0.01298    0.01079   0.004857         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     70/499      4.32G    0.01297    0.01076   0.004817         51        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     70/499      4.32G    0.01297    0.01076   0.004817         51        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
     70/499      4.32G    0.01294    0.01076   0.004803         71        640:  55%|#####5    | 93/168 [00:18<00:14,  5.28it/s]
     70/499      4.32G    0.01294    0.01076   0.004803         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
     70/499      4.32G    0.01293    0.01075   0.004779         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
     70/499      4.32G    0.01293    0.01075   0.004779         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     70/499      4.32G    0.01292    0.01074    0.00479         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     70/499      4.32G    0.01292    0.01074    0.00479         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     70/499      4.32G    0.01291    0.01072    0.00478         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     70/499      4.32G    0.01291    0.01072    0.00478         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     70/499      4.32G    0.01292    0.01074   0.004758         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     70/499      4.32G    0.01292    0.01074   0.004758         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     70/499      4.32G    0.01292    0.01076    0.00475         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
     70/499      4.32G    0.01292    0.01076    0.00475         77        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
     70/499      4.32G    0.01292    0.01074   0.004755         55        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
     70/499      4.32G    0.01292    0.01074   0.004755         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     70/499      4.32G    0.01292    0.01075   0.004746         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     70/499      4.32G    0.01292    0.01075   0.004746         67        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     70/499      4.32G     0.0129    0.01074   0.004743         70        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     70/499      4.32G     0.0129    0.01074   0.004743         70        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     70/499      4.32G     0.0129    0.01073   0.004727         70        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     70/499      4.32G     0.0129    0.01073   0.004727         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     70/499      4.32G    0.01291    0.01072    0.00473         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     70/499      4.32G    0.01291    0.01072    0.00473         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     70/499      4.32G    0.01293    0.01074   0.004751         72        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
     70/499      4.32G    0.01293    0.01074   0.004751         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     70/499      4.32G    0.01292    0.01074   0.004743         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     70/499      4.32G    0.01292    0.01074   0.004743         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     70/499      4.32G    0.01293    0.01073   0.004749         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     70/499      4.32G    0.01293    0.01073   0.004749         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     70/499      4.32G    0.01291    0.01072   0.004736         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     70/499      4.32G    0.01291    0.01072   0.004736         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     70/499      4.32G    0.01292    0.01073   0.004745         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     70/499      4.32G    0.01292    0.01073   0.004745         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     70/499      4.32G    0.01293    0.01077   0.004731         86        640:  65%|######4   | 109/168 [00:21<00:11,  5.19it/s]
     70/499      4.32G    0.01293    0.01077   0.004731         86        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
     70/499      4.32G    0.01292    0.01076    0.00474         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
     70/499      4.32G    0.01292    0.01076    0.00474         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     70/499      4.32G    0.01292    0.01076   0.004746         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     70/499      4.32G    0.01292    0.01076   0.004746         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     70/499      4.32G    0.01292    0.01075   0.004752         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     70/499      4.32G    0.01292    0.01075   0.004752         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     70/499      4.32G    0.01292    0.01075   0.004744         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     70/499      4.32G    0.01292    0.01075   0.004744         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.22it/s]
     70/499      4.32G    0.01294    0.01077   0.004753         78        640:  68%|######7   | 114/168 [00:22<00:10,  5.22it/s]
     70/499      4.32G    0.01294    0.01077   0.004753         78        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
     70/499      4.32G    0.01295    0.01075    0.00477         60        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
     70/499      4.32G    0.01295    0.01075    0.00477         60        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
     70/499      4.32G    0.01294    0.01074   0.004789         74        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
     70/499      4.32G    0.01294    0.01074   0.004789         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
     70/499      4.32G    0.01294    0.01075    0.00481         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
     70/499      4.32G    0.01294    0.01075    0.00481         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
     70/499      4.32G    0.01295    0.01076    0.00486         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
     70/499      4.32G    0.01295    0.01076    0.00486         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
     70/499      4.32G    0.01295    0.01075   0.004856         57        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
     70/499      4.32G    0.01295    0.01075   0.004856         57        640:  71%|#######1  | 120/168 [00:22<00:09,  5.24it/s]
     70/499      4.32G    0.01298    0.01075   0.004857         58        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
     70/499      4.32G    0.01298    0.01075   0.004857         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
     70/499      4.32G    0.01298    0.01074   0.004865         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
     70/499      4.32G    0.01298    0.01074   0.004865         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.20it/s]
     70/499      4.32G    0.01298    0.01075   0.004862         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.20it/s]
     70/499      4.32G    0.01298    0.01075   0.004862         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     70/499      4.32G    0.01298    0.01077   0.004864         83        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     70/499      4.32G    0.01298    0.01077   0.004864         83        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     70/499      4.32G    0.01298    0.01078   0.004873         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     70/499      4.32G    0.01298    0.01078   0.004873         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
     70/499      4.32G    0.01299    0.01078   0.004938         72        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
     70/499      4.32G    0.01299    0.01078   0.004938         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     70/499      4.32G    0.01299    0.01076   0.004941         56        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
     70/499      4.32G    0.01299    0.01076   0.004941         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     70/499      4.32G    0.01298    0.01075   0.004935         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     70/499      4.32G    0.01298    0.01075   0.004935         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     70/499      4.32G    0.01299    0.01076   0.004923         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     70/499      4.32G    0.01299    0.01076   0.004923         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     70/499      4.32G    0.01298    0.01076   0.004909         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     70/499      4.32G    0.01298    0.01076   0.004909         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     70/499      4.32G    0.01296    0.01075   0.004894         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
     70/499      4.32G    0.01296    0.01075   0.004894         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
     70/499      4.32G    0.01296    0.01076   0.004894         82        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
     70/499      4.32G    0.01296    0.01076   0.004894         82        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
     70/499      4.32G    0.01297    0.01077   0.004875         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
     70/499      4.32G    0.01297    0.01077   0.004875         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
     70/499      4.32G    0.01296    0.01077    0.00486         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
     70/499      4.32G    0.01296    0.01077    0.00486         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     70/499      4.32G    0.01296    0.01076   0.004855         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     70/499      4.32G    0.01296    0.01076   0.004855         59        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     70/499      4.32G    0.01296    0.01075   0.004855         62        640:  80%|########  | 135/168 [00:26<00:06,  5.31it/s]
     70/499      4.32G    0.01296    0.01075   0.004855         62        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     70/499      4.32G    0.01295    0.01075   0.004852         80        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     70/499      4.32G    0.01295    0.01075   0.004852         80        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     70/499      4.32G    0.01295    0.01076   0.004849         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     70/499      4.32G    0.01295    0.01076   0.004849         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     70/499      4.32G    0.01294    0.01074   0.004845         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     70/499      4.32G    0.01294    0.01074   0.004845         54        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     70/499      4.32G    0.01294    0.01072    0.00485         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     70/499      4.32G    0.01294    0.01072    0.00485         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     70/499      4.32G    0.01293    0.01072   0.004829         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     70/499      4.32G    0.01293    0.01072   0.004829         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
     70/499      4.32G    0.01292    0.01073   0.004809         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
     70/499      4.32G    0.01292    0.01073   0.004809         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     70/499      4.32G    0.01292    0.01075   0.004808         76        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     70/499      4.32G    0.01292    0.01075   0.004808         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     70/499      4.32G     0.0129    0.01074   0.004804         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
     70/499      4.32G     0.0129    0.01074   0.004804         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     70/499      4.32G    0.01289    0.01072   0.004803         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     70/499      4.32G    0.01289    0.01072   0.004803         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     70/499      4.32G    0.01288    0.01072   0.004796         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     70/499      4.32G    0.01288    0.01072   0.004796         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     70/499      4.32G    0.01288    0.01073   0.004786         73        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
     70/499      4.32G    0.01288    0.01073   0.004786         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     70/499      4.32G    0.01287    0.01072   0.004784         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     70/499      4.32G    0.01287    0.01072   0.004784         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
     70/499      4.32G    0.01289    0.01073   0.004784         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
     70/499      4.32G    0.01289    0.01073   0.004784         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     70/499      4.32G    0.01289    0.01072   0.004803         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     70/499      4.32G    0.01289    0.01072   0.004803         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     70/499      4.32G    0.01288    0.01071   0.004814         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     70/499      4.32G    0.01288    0.01071   0.004814         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     70/499      4.32G    0.01288    0.01072   0.004802         87        640:  90%|########9 | 151/168 [00:29<00:03,  5.20it/s]
     70/499      4.32G    0.01288    0.01072   0.004802         87        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     70/499      4.32G    0.01288    0.01072   0.004833         68        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     70/499      4.32G    0.01288    0.01072   0.004833         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     70/499      4.32G    0.01287     0.0107   0.004836         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     70/499      4.32G    0.01287     0.0107   0.004836         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     70/499      4.32G    0.01288     0.0107    0.00487         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     70/499      4.32G    0.01288     0.0107    0.00487         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     70/499      4.32G    0.01289    0.01071   0.004876         79        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     70/499      4.32G    0.01289    0.01071   0.004876         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
     70/499      4.32G    0.01287     0.0107   0.004861         57        640:  93%|#########2| 156/168 [00:30<00:02,  5.29it/s]
     70/499      4.32G    0.01287     0.0107   0.004861         57        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     70/499      4.32G    0.01285     0.0107    0.00486         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     70/499      4.32G    0.01285     0.0107    0.00486         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     70/499      4.32G    0.01284     0.0107   0.004859         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     70/499      4.32G    0.01284     0.0107   0.004859         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     70/499      4.32G    0.01283     0.0107   0.004873         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     70/499      4.32G    0.01283     0.0107   0.004873         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     70/499      4.32G    0.01285    0.01071   0.004887         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     70/499      4.32G    0.01285    0.01071   0.004887         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     70/499      4.32G    0.01285    0.01071   0.004896         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     70/499      4.32G    0.01285    0.01071   0.004896         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     70/499      4.32G    0.01285     0.0107   0.004904         52        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
     70/499      4.32G    0.01285     0.0107   0.004904         52        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     70/499      4.32G    0.01283    0.01069   0.004897         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     70/499      4.32G    0.01283    0.01069   0.004897         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.12it/s]
     70/499      4.32G    0.01283    0.01069   0.004889         53        640:  98%|#########7| 164/168 [00:31<00:00,  5.12it/s]
     70/499      4.32G    0.01283    0.01069   0.004889         53        640:  98%|#########8| 165/168 [00:31<00:00,  5.22it/s]
     70/499      4.32G    0.01283    0.01069   0.004905         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.22it/s]
     70/499      4.32G    0.01283    0.01069   0.004905         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     70/499      4.32G    0.01282    0.01068   0.004934         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     70/499      4.32G    0.01282    0.01068   0.004934         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
     70/499      4.32G    0.01281     0.0107   0.004941         41        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
     70/499      4.32G    0.01281     0.0107   0.004941         41        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
     70/499      4.32G    0.01281     0.0107   0.004941         41        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.832      0.856      0.862      0.745

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     71/499      4.32G    0.01445    0.01129   0.004297         78        640:   0%|          | 0/168 [00:00<?, ?it/s]
     71/499      4.32G    0.01445    0.01129   0.004297         78        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     71/499      4.32G    0.01366    0.01098    0.00464         71        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     71/499      4.32G    0.01366    0.01098    0.00464         71        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     71/499      4.32G    0.01345    0.01075    0.00448         73        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     71/499      4.32G    0.01345    0.01075    0.00448         73        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     71/499      4.32G    0.01325    0.01115   0.005054         75        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     71/499      4.32G    0.01325    0.01115   0.005054         75        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     71/499      4.32G    0.01298    0.01116    0.00509         65        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     71/499      4.32G    0.01298    0.01116    0.00509         65        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
     71/499      4.32G    0.01296     0.0111   0.005318         75        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
     71/499      4.32G    0.01296     0.0111   0.005318         75        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     71/499      4.32G    0.01327    0.01116   0.005904         67        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     71/499      4.32G    0.01327    0.01116   0.005904         67        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     71/499      4.32G     0.0133    0.01114    0.00568         64        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     71/499      4.32G     0.0133    0.01114    0.00568         64        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     71/499      4.32G     0.0134    0.01123   0.005693         81        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     71/499      4.32G     0.0134    0.01123   0.005693         81        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     71/499      4.32G    0.01342    0.01144   0.005715         72        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     71/499      4.32G    0.01342    0.01144   0.005715         72        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     71/499      4.32G    0.01344    0.01131   0.006029         63        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     71/499      4.32G    0.01344    0.01131   0.006029         63        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     71/499      4.32G    0.01349    0.01145   0.005946         68        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     71/499      4.32G    0.01349    0.01145   0.005946         68        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     71/499      4.32G    0.01343    0.01136   0.005965         56        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     71/499      4.32G    0.01343    0.01136   0.005965         56        640:   8%|7         | 13/168 [00:02<00:30,  5.06it/s]
     71/499      4.32G    0.01329    0.01111    0.00579         48        640:   8%|7         | 13/168 [00:02<00:30,  5.06it/s]
     71/499      4.32G    0.01329    0.01111    0.00579         48        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
     71/499      4.32G    0.01338    0.01112    0.00569         67        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
     71/499      4.32G    0.01338    0.01112    0.00569         67        640:   9%|8         | 15/168 [00:02<00:29,  5.25it/s]
     71/499      4.32G    0.01329    0.01096   0.005686         49        640:   9%|8         | 15/168 [00:03<00:29,  5.25it/s]
     71/499      4.32G    0.01329    0.01096   0.005686         49        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     71/499      4.32G    0.01332    0.01096   0.005603         66        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
     71/499      4.32G    0.01332    0.01096   0.005603         66        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     71/499      4.32G    0.01325    0.01103   0.005551         79        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     71/499      4.32G    0.01325    0.01103   0.005551         79        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     71/499      4.32G    0.01321    0.01087   0.005429         50        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     71/499      4.32G    0.01321    0.01087   0.005429         50        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
     71/499      4.32G     0.0133    0.01091   0.005348         70        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
     71/499      4.32G     0.0133    0.01091   0.005348         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.20it/s]
     71/499      4.32G     0.0134    0.01099    0.00537         68        640:  12%|#1        | 20/168 [00:04<00:28,  5.20it/s]
     71/499      4.32G     0.0134    0.01099    0.00537         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     71/499      4.32G    0.01337    0.01105   0.005356         77        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     71/499      4.32G    0.01337    0.01105   0.005356         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     71/499      4.32G    0.01329    0.01094   0.005216         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     71/499      4.32G    0.01329    0.01094   0.005216         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.19it/s]
     71/499      4.32G    0.01338    0.01087   0.005136         49        640:  14%|#3        | 23/168 [00:04<00:27,  5.19it/s]
     71/499      4.32G    0.01338    0.01087   0.005136         49        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     71/499      4.32G    0.01333    0.01076   0.005077         50        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     71/499      4.32G    0.01333    0.01076   0.005077         50        640:  15%|#4        | 25/168 [00:04<00:28,  5.09it/s]
     71/499      4.32G    0.01329     0.0108   0.004996         70        640:  15%|#4        | 25/168 [00:04<00:28,  5.09it/s]
     71/499      4.32G    0.01329     0.0108   0.004996         70        640:  15%|#5        | 26/168 [00:04<00:27,  5.19it/s]
     71/499      4.32G    0.01327    0.01072   0.004933         50        640:  15%|#5        | 26/168 [00:05<00:27,  5.19it/s]
     71/499      4.32G    0.01327    0.01072   0.004933         50        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     71/499      4.32G    0.01326    0.01078   0.004957         94        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     71/499      4.32G    0.01326    0.01078   0.004957         94        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     71/499      4.32G    0.01323    0.01073   0.004936         57        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     71/499      4.32G    0.01323    0.01073   0.004936         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     71/499      4.32G     0.0132     0.0107   0.004945         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     71/499      4.32G     0.0132     0.0107   0.004945         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     71/499      4.32G     0.0132    0.01068    0.00497         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     71/499      4.32G     0.0132    0.01068    0.00497         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
     71/499      4.32G    0.01324    0.01066   0.004908         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
     71/499      4.32G    0.01324    0.01066   0.004908         59        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
     71/499      4.32G     0.0132    0.01068   0.004959         65        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
     71/499      4.32G     0.0132    0.01068   0.004959         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.21it/s]
     71/499      4.32G    0.01318    0.01079   0.005012         99        640:  20%|#9        | 33/168 [00:06<00:25,  5.21it/s]
     71/499      4.32G    0.01318    0.01079   0.005012         99        640:  20%|##        | 34/168 [00:06<00:26,  5.07it/s]
     71/499      4.32G    0.01313    0.01074    0.00502         58        640:  20%|##        | 34/168 [00:06<00:26,  5.07it/s]
     71/499      4.32G    0.01313    0.01074    0.00502         58        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
     71/499      4.32G    0.01315    0.01077    0.00499         78        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
     71/499      4.32G    0.01315    0.01077    0.00499         78        640:  21%|##1       | 36/168 [00:06<00:25,  5.18it/s]
     71/499      4.32G    0.01314    0.01074   0.005064         65        640:  21%|##1       | 36/168 [00:07<00:25,  5.18it/s]
     71/499      4.32G    0.01314    0.01074   0.005064         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.07it/s]
     71/499      4.32G    0.01315    0.01077    0.00504         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.07it/s]
     71/499      4.32G    0.01315    0.01077    0.00504         69        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
     71/499      4.32G    0.01312    0.01073   0.004967         60        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
     71/499      4.32G    0.01312    0.01073   0.004967         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     71/499      4.32G    0.01312    0.01071   0.005025         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     71/499      4.32G    0.01312    0.01071   0.005025         65        640:  24%|##3       | 40/168 [00:07<00:25,  5.10it/s]
     71/499      4.32G    0.01312     0.0107   0.005064         69        640:  24%|##3       | 40/168 [00:07<00:25,  5.10it/s]
     71/499      4.32G    0.01312     0.0107   0.005064         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
     71/499      4.32G    0.01312    0.01073   0.005052         66        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
     71/499      4.32G    0.01312    0.01073   0.005052         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     71/499      4.32G     0.0131    0.01071   0.005084         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     71/499      4.32G     0.0131    0.01071   0.005084         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     71/499      4.32G    0.01311    0.01075    0.00508         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     71/499      4.32G    0.01311    0.01075    0.00508         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     71/499      4.32G     0.0131    0.01075   0.005061         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     71/499      4.32G     0.0131    0.01075   0.005061         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     71/499      4.32G    0.01313    0.01069   0.005058         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     71/499      4.32G    0.01313    0.01069   0.005058         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     71/499      4.32G    0.01315     0.0107    0.00503         73        640:  27%|##7       | 46/168 [00:09<00:23,  5.12it/s]
     71/499      4.32G    0.01315     0.0107    0.00503         73        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     71/499      4.32G    0.01314    0.01066    0.00496         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     71/499      4.32G    0.01314    0.01066    0.00496         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     71/499      4.32G    0.01314    0.01067   0.004996         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     71/499      4.32G    0.01314    0.01067   0.004996         72        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     71/499      4.32G    0.01312    0.01066   0.004949         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     71/499      4.32G    0.01312    0.01066   0.004949         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     71/499      4.32G    0.01311    0.01065   0.004996         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     71/499      4.32G    0.01311    0.01065   0.004996         67        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     71/499      4.32G     0.0131     0.0106   0.005018         61        640:  30%|###       | 51/168 [00:10<00:22,  5.28it/s]
     71/499      4.32G     0.0131     0.0106   0.005018         61        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     71/499      4.32G    0.01312    0.01061    0.00498         69        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     71/499      4.32G    0.01312    0.01061    0.00498         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
     71/499      4.32G    0.01313     0.0106   0.004935         60        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
     71/499      4.32G    0.01313     0.0106   0.004935         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     71/499      4.32G    0.01312    0.01059   0.004893         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     71/499      4.32G    0.01312    0.01059   0.004893         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
     71/499      4.32G    0.01312    0.01059   0.004932         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
     71/499      4.32G    0.01312    0.01059   0.004932         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.16it/s]
     71/499      4.32G    0.01311    0.01058   0.004872         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.16it/s]
     71/499      4.32G    0.01311    0.01058   0.004872         69        640:  34%|###3      | 57/168 [00:10<00:21,  5.21it/s]
     71/499      4.32G    0.01313    0.01057   0.004876         65        640:  34%|###3      | 57/168 [00:11<00:21,  5.21it/s]
     71/499      4.32G    0.01313    0.01057   0.004876         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.06it/s]
     71/499      4.32G    0.01313     0.0106   0.004817         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.06it/s]
     71/499      4.32G    0.01313     0.0106   0.004817         62        640:  35%|###5      | 59/168 [00:11<00:21,  5.12it/s]
     71/499      4.32G    0.01313    0.01058   0.004822         59        640:  35%|###5      | 59/168 [00:11<00:21,  5.12it/s]
     71/499      4.32G    0.01313    0.01058   0.004822         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.20it/s]
     71/499      4.32G    0.01312    0.01059   0.004785         78        640:  36%|###5      | 60/168 [00:11<00:20,  5.20it/s]
     71/499      4.32G    0.01312    0.01059   0.004785         78        640:  36%|###6      | 61/168 [00:11<00:21,  5.02it/s]
     71/499      4.32G    0.01311    0.01058    0.00475         65        640:  36%|###6      | 61/168 [00:11<00:21,  5.02it/s]
     71/499      4.32G    0.01311    0.01058    0.00475         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.15it/s]
     71/499      4.32G    0.01309    0.01055   0.004743         69        640:  37%|###6      | 62/168 [00:12<00:20,  5.15it/s]
     71/499      4.32G    0.01309    0.01055   0.004743         69        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
     71/499      4.32G    0.01305    0.01056   0.004741         74        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
     71/499      4.32G    0.01305    0.01056   0.004741         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
     71/499      4.32G    0.01305    0.01056   0.004715         59        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
     71/499      4.32G    0.01305    0.01056   0.004715         59        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     71/499      4.32G    0.01307    0.01051   0.004717         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     71/499      4.32G    0.01307    0.01051   0.004717         55        640:  39%|###9      | 66/168 [00:12<00:19,  5.23it/s]
     71/499      4.32G    0.01307    0.01052   0.004747         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.23it/s]
     71/499      4.32G    0.01307    0.01052   0.004747         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.06it/s]
     71/499      4.32G    0.01307    0.01052   0.004745         68        640:  40%|###9      | 67/168 [00:13<00:19,  5.06it/s]
     71/499      4.32G    0.01307    0.01052   0.004745         68        640:  40%|####      | 68/168 [00:13<00:19,  5.10it/s]
     71/499      4.32G    0.01307    0.01053   0.004744         72        640:  40%|####      | 68/168 [00:13<00:19,  5.10it/s]
     71/499      4.32G    0.01307    0.01053   0.004744         72        640:  41%|####1     | 69/168 [00:13<00:19,  5.18it/s]
     71/499      4.32G     0.0131    0.01053   0.004748         69        640:  41%|####1     | 69/168 [00:13<00:19,  5.18it/s]
     71/499      4.32G     0.0131    0.01053   0.004748         69        640:  42%|####1     | 70/168 [00:13<00:19,  5.04it/s]
     71/499      4.32G    0.01312    0.01054   0.004761         76        640:  42%|####1     | 70/168 [00:13<00:19,  5.04it/s]
     71/499      4.32G    0.01312    0.01054   0.004761         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
     71/499      4.32G    0.01309    0.01051   0.004789         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
     71/499      4.32G    0.01309    0.01051   0.004789         54        640:  43%|####2     | 72/168 [00:13<00:18,  5.25it/s]
     71/499      4.32G    0.01309    0.01052   0.004775         80        640:  43%|####2     | 72/168 [00:14<00:18,  5.25it/s]
     71/499      4.32G    0.01309    0.01052   0.004775         80        640:  43%|####3     | 73/168 [00:14<00:18,  5.09it/s]
     71/499      4.32G    0.01312     0.0105   0.004811         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.09it/s]
     71/499      4.32G    0.01312     0.0105   0.004811         58        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     71/499      4.32G    0.01312    0.01052   0.004813         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     71/499      4.32G    0.01312    0.01052   0.004813         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     71/499      4.32G    0.01312    0.01054   0.004817         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     71/499      4.32G    0.01312    0.01054   0.004817         76        640:  45%|####5     | 76/168 [00:14<00:18,  5.05it/s]
     71/499      4.32G    0.01309     0.0105   0.004824         54        640:  45%|####5     | 76/168 [00:14<00:18,  5.05it/s]
     71/499      4.32G    0.01309     0.0105   0.004824         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.13it/s]
     71/499      4.32G    0.01308    0.01048    0.00484         63        640:  46%|####5     | 77/168 [00:15<00:17,  5.13it/s]
     71/499      4.32G    0.01308    0.01048    0.00484         63        640:  46%|####6     | 78/168 [00:15<00:17,  5.22it/s]
     71/499      4.32G    0.01305    0.01045    0.00481         50        640:  46%|####6     | 78/168 [00:15<00:17,  5.22it/s]
     71/499      4.32G    0.01305    0.01045    0.00481         50        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     71/499      4.32G    0.01306    0.01046   0.004807         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     71/499      4.32G    0.01306    0.01046   0.004807         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
     71/499      4.32G    0.01304    0.01046   0.004814         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
     71/499      4.32G    0.01304    0.01046   0.004814         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     71/499      4.32G    0.01306    0.01046   0.004816         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     71/499      4.32G    0.01306    0.01046   0.004816         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
     71/499      4.32G    0.01305    0.01043   0.004819         60        640:  49%|####8     | 82/168 [00:16<00:16,  5.14it/s]
     71/499      4.32G    0.01305    0.01043   0.004819         60        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
     71/499      4.32G    0.01303    0.01039   0.004846         50        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
     71/499      4.32G    0.01303    0.01039   0.004846         50        640:  50%|#####     | 84/168 [00:16<00:15,  5.26it/s]
     71/499      4.32G    0.01305    0.01039   0.004847         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.26it/s]
     71/499      4.32G    0.01305    0.01039   0.004847         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
     71/499      4.32G    0.01305     0.0104   0.004841         78        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
     71/499      4.32G    0.01305     0.0104   0.004841         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.18it/s]
     71/499      4.32G    0.01303    0.01041    0.00482         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.18it/s]
     71/499      4.32G    0.01303    0.01041    0.00482         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     71/499      4.32G    0.01302    0.01041   0.004842         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     71/499      4.32G    0.01302    0.01041   0.004842         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
     71/499      4.32G    0.01303    0.01042   0.004865         70        640:  52%|#####2    | 88/168 [00:17<00:15,  5.13it/s]
     71/499      4.32G    0.01303    0.01042   0.004865         70        640:  53%|#####2    | 89/168 [00:17<00:15,  5.17it/s]
     71/499      4.32G    0.01304    0.01041   0.004862         75        640:  53%|#####2    | 89/168 [00:17<00:15,  5.17it/s]
     71/499      4.32G    0.01304    0.01041   0.004862         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
     71/499      4.32G    0.01304    0.01039   0.004859         51        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
     71/499      4.32G    0.01304    0.01039   0.004859         51        640:  54%|#####4    | 91/168 [00:17<00:15,  5.12it/s]
     71/499      4.32G    0.01305     0.0104   0.004849         66        640:  54%|#####4    | 91/168 [00:17<00:15,  5.12it/s]
     71/499      4.32G    0.01305     0.0104   0.004849         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     71/499      4.32G    0.01304     0.0104   0.004842         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
     71/499      4.32G    0.01304     0.0104   0.004842         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
     71/499      4.32G    0.01306     0.0104   0.004837         79        640:  55%|#####5    | 93/168 [00:18<00:14,  5.26it/s]
     71/499      4.32G    0.01306     0.0104   0.004837         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.11it/s]
     71/499      4.32G    0.01305    0.01041    0.00485         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.11it/s]
     71/499      4.32G    0.01305    0.01041    0.00485         69        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
     71/499      4.32G    0.01303    0.01039   0.004838         62        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
     71/499      4.32G    0.01303    0.01039   0.004838         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     71/499      4.32G    0.01304    0.01042    0.00483         81        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     71/499      4.32G    0.01304    0.01042    0.00483         81        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     71/499      4.32G    0.01304    0.01044   0.004854         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     71/499      4.32G    0.01304    0.01044   0.004854         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
     71/499      4.32G    0.01304    0.01044   0.004861         62        640:  58%|#####8    | 98/168 [00:19<00:13,  5.21it/s]
     71/499      4.32G    0.01304    0.01044   0.004861         62        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     71/499      4.32G    0.01305    0.01046   0.004844         77        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     71/499      4.32G    0.01305    0.01046   0.004844         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
     71/499      4.32G    0.01306    0.01049   0.004874         86        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
     71/499      4.32G    0.01306    0.01049   0.004874         86        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
     71/499      4.32G    0.01304    0.01049   0.004849         74        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
     71/499      4.32G    0.01304    0.01049   0.004849         74        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     71/499      4.32G    0.01305    0.01049   0.004838         65        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     71/499      4.32G    0.01305    0.01049   0.004838         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     71/499      4.32G    0.01304     0.0105   0.004829         87        640:  61%|######1   | 103/168 [00:20<00:12,  5.15it/s]
     71/499      4.32G    0.01304     0.0105   0.004829         87        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     71/499      4.32G    0.01303    0.01049   0.004819         70        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     71/499      4.32G    0.01303    0.01049   0.004819         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     71/499      4.32G    0.01301    0.01048   0.004818         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     71/499      4.32G    0.01301    0.01048   0.004818         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     71/499      4.32G      0.013    0.01047   0.004814         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     71/499      4.32G      0.013    0.01047   0.004814         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     71/499      4.32G    0.01301    0.01047   0.004792         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     71/499      4.32G    0.01301    0.01047   0.004792         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     71/499      4.32G    0.01301    0.01049   0.004794         81        640:  64%|######4   | 108/168 [00:21<00:11,  5.31it/s]
     71/499      4.32G    0.01301    0.01049   0.004794         81        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     71/499      4.32G      0.013    0.01048   0.004798         62        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     71/499      4.32G      0.013    0.01048   0.004798         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     71/499      4.32G    0.01301    0.01048    0.00479         59        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     71/499      4.32G    0.01301    0.01048    0.00479         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     71/499      4.32G    0.01302    0.01047   0.004778         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     71/499      4.32G    0.01302    0.01047   0.004778         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     71/499      4.32G    0.01303    0.01048   0.004752         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     71/499      4.32G    0.01303    0.01048   0.004752         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
     71/499      4.32G    0.01303    0.01051   0.004776         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
     71/499      4.32G    0.01303    0.01051   0.004776         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     71/499      4.32G    0.01304    0.01051   0.004804         69        640:  68%|######7   | 114/168 [00:22<00:10,  5.30it/s]
     71/499      4.32G    0.01304    0.01051   0.004804         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     71/499      4.32G    0.01304    0.01052   0.004815         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     71/499      4.32G    0.01304    0.01052   0.004815         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     71/499      4.32G    0.01304    0.01052   0.004812         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     71/499      4.32G    0.01304    0.01052   0.004812         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     71/499      4.32G    0.01307    0.01053   0.004815         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     71/499      4.32G    0.01307    0.01053   0.004815         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
     71/499      4.32G    0.01309    0.01054   0.004814         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
     71/499      4.32G    0.01309    0.01054   0.004814         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.15it/s]
     71/499      4.32G     0.0131    0.01055   0.004803         81        640:  71%|#######   | 119/168 [00:23<00:09,  5.15it/s]
     71/499      4.32G     0.0131    0.01055   0.004803         81        640:  71%|#######1  | 120/168 [00:23<00:09,  5.20it/s]
     71/499      4.32G    0.01311    0.01055    0.00479         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.20it/s]
     71/499      4.32G    0.01311    0.01055    0.00479         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.07it/s]
     71/499      4.32G     0.0131    0.01055   0.004769         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.07it/s]
     71/499      4.32G     0.0131    0.01055   0.004769         61        640:  73%|#######2  | 122/168 [00:23<00:09,  5.10it/s]
     71/499      4.32G     0.0131    0.01056   0.004753         76        640:  73%|#######2  | 122/168 [00:23<00:09,  5.10it/s]
     71/499      4.32G     0.0131    0.01056   0.004753         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.13it/s]
     71/499      4.32G    0.01308    0.01055   0.004744         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.13it/s]
     71/499      4.32G    0.01308    0.01055   0.004744         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.01it/s]
     71/499      4.32G    0.01307    0.01056   0.004733         65        640:  74%|#######3  | 124/168 [00:24<00:08,  5.01it/s]
     71/499      4.32G    0.01307    0.01056   0.004733         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.15it/s]
     71/499      4.32G    0.01307    0.01055   0.004732         68        640:  74%|#######4  | 125/168 [00:24<00:08,  5.15it/s]
     71/499      4.32G    0.01307    0.01055   0.004732         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     71/499      4.32G    0.01307    0.01056   0.004728         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     71/499      4.32G    0.01307    0.01056   0.004728         71        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
     71/499      4.32G    0.01308    0.01056   0.004738         57        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
     71/499      4.32G    0.01308    0.01056   0.004738         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
     71/499      4.32G    0.01308    0.01056   0.004743         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
     71/499      4.32G    0.01308    0.01056   0.004743         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.24it/s]
     71/499      4.32G    0.01308    0.01054   0.004735         57        640:  77%|#######6  | 129/168 [00:25<00:07,  5.24it/s]
     71/499      4.32G    0.01308    0.01054   0.004735         57        640:  77%|#######7  | 130/168 [00:25<00:07,  5.10it/s]
     71/499      4.32G    0.01307    0.01055   0.004722         77        640:  77%|#######7  | 130/168 [00:25<00:07,  5.10it/s]
     71/499      4.32G    0.01307    0.01055   0.004722         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
     71/499      4.32G    0.01306    0.01055   0.004702         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
     71/499      4.32G    0.01306    0.01055   0.004702         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     71/499      4.32G    0.01307    0.01056   0.004734         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     71/499      4.32G    0.01307    0.01056   0.004734         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
     71/499      4.32G    0.01306    0.01056   0.004719         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
     71/499      4.32G    0.01306    0.01056   0.004719         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.12it/s]
     71/499      4.32G    0.01308    0.01056   0.004696         54        640:  80%|#######9  | 134/168 [00:26<00:06,  5.12it/s]
     71/499      4.32G    0.01308    0.01056   0.004696         54        640:  80%|########  | 135/168 [00:26<00:06,  5.23it/s]
     71/499      4.32G    0.01307    0.01056   0.004696         56        640:  80%|########  | 135/168 [00:26<00:06,  5.23it/s]
     71/499      4.32G    0.01307    0.01056   0.004696         56        640:  81%|########  | 136/168 [00:26<00:06,  5.08it/s]
     71/499      4.32G    0.01306    0.01057   0.004711         73        640:  81%|########  | 136/168 [00:26<00:06,  5.08it/s]
     71/499      4.32G    0.01306    0.01057   0.004711         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     71/499      4.32G    0.01306    0.01057   0.004726         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     71/499      4.32G    0.01306    0.01057   0.004726         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     71/499      4.32G    0.01305    0.01055   0.004735         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     71/499      4.32G    0.01305    0.01055   0.004735         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
     71/499      4.32G    0.01305    0.01055   0.004715         57        640:  83%|########2 | 139/168 [00:27<00:05,  5.12it/s]
     71/499      4.32G    0.01305    0.01055   0.004715         57        640:  83%|########3 | 140/168 [00:27<00:05,  5.17it/s]
     71/499      4.32G    0.01305    0.01055   0.004701         63        640:  83%|########3 | 140/168 [00:27<00:05,  5.17it/s]
     71/499      4.32G    0.01305    0.01055   0.004701         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     71/499      4.32G    0.01304    0.01055   0.004694         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     71/499      4.32G    0.01304    0.01055   0.004694         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
     71/499      4.32G    0.01302    0.01052   0.004692         51        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
     71/499      4.32G    0.01302    0.01052   0.004692         51        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
     71/499      4.32G    0.01304    0.01053   0.004702         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
     71/499      4.32G    0.01304    0.01053   0.004702         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     71/499      4.32G    0.01301    0.01051   0.004688         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     71/499      4.32G    0.01301    0.01051   0.004688         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
     71/499      4.32G    0.01302    0.01051    0.00469         61        640:  86%|########6 | 145/168 [00:28<00:04,  5.14it/s]
     71/499      4.32G    0.01302    0.01051    0.00469         61        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
     71/499      4.32G    0.01302     0.0105   0.004688         62        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
     71/499      4.32G    0.01302     0.0105   0.004688         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
     71/499      4.32G    0.01304    0.01051   0.004705         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
     71/499      4.32G    0.01304    0.01051   0.004705         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     71/499      4.32G    0.01303    0.01053   0.004717         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     71/499      4.32G    0.01303    0.01053   0.004717         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     71/499      4.32G    0.01303    0.01053   0.004744         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     71/499      4.32G    0.01303    0.01053   0.004744         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     71/499      4.32G    0.01304    0.01055   0.004769         80        640:  89%|########9 | 150/168 [00:29<00:03,  5.34it/s]
     71/499      4.32G    0.01304    0.01055   0.004769         80        640:  90%|########9 | 151/168 [00:29<00:03,  5.12it/s]
     71/499      4.32G    0.01304    0.01055   0.004775         79        640:  90%|########9 | 151/168 [00:29<00:03,  5.12it/s]
     71/499      4.32G    0.01304    0.01055   0.004775         79        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     71/499      4.32G    0.01303    0.01056   0.004752         61        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     71/499      4.32G    0.01303    0.01056   0.004752         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     71/499      4.32G    0.01304    0.01055   0.004754         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     71/499      4.32G    0.01304    0.01055   0.004754         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.12it/s]
     71/499      4.32G    0.01305    0.01054   0.004804         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.12it/s]
     71/499      4.32G    0.01305    0.01054   0.004804         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
     71/499      4.32G    0.01305    0.01055   0.004814         65        640:  92%|#########2| 155/168 [00:30<00:02,  5.20it/s]
     71/499      4.32G    0.01305    0.01055   0.004814         65        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     71/499      4.32G    0.01305    0.01053   0.004822         57        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     71/499      4.32G    0.01305    0.01053   0.004822         57        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
     71/499      4.32G    0.01304    0.01054    0.00481         76        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
     71/499      4.32G    0.01304    0.01054    0.00481         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     71/499      4.32G    0.01304    0.01053   0.004827         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     71/499      4.32G    0.01304    0.01053   0.004827         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
     71/499      4.32G    0.01304    0.01052   0.004823         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
     71/499      4.32G    0.01304    0.01052   0.004823         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
     71/499      4.32G    0.01303    0.01054   0.004825         67        640:  95%|#########5| 160/168 [00:31<00:01,  5.09it/s]
     71/499      4.32G    0.01303    0.01054   0.004825         67        640:  96%|#########5| 161/168 [00:31<00:01,  5.20it/s]
     71/499      4.32G    0.01303    0.01054   0.004826         70        640:  96%|#########5| 161/168 [00:31<00:01,  5.20it/s]
     71/499      4.32G    0.01303    0.01054   0.004826         70        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     71/499      4.32G    0.01303    0.01053   0.004833         59        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     71/499      4.32G    0.01303    0.01053   0.004833         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     71/499      4.32G    0.01303    0.01055    0.00483         94        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     71/499      4.32G    0.01303    0.01055    0.00483         94        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     71/499      4.32G    0.01302    0.01056   0.004827         88        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     71/499      4.32G    0.01302    0.01056   0.004827         88        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
     71/499      4.32G    0.01302    0.01055   0.004847         48        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
     71/499      4.32G    0.01302    0.01055   0.004847         48        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     71/499      4.32G    0.01303    0.01056   0.004834         76        640:  99%|#########8| 166/168 [00:32<00:00,  5.14it/s]
     71/499      4.32G    0.01303    0.01056   0.004834         76        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
     71/499      4.32G    0.01303    0.01056   0.004853         31        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
     71/499      4.32G    0.01303    0.01056   0.004853         31        640: 100%|##########| 168/168 [00:32<00:00,  5.40it/s]
     71/499      4.32G    0.01303    0.01056   0.004853         31        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.38it/s]
                   all        132        263      0.855      0.876      0.876      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     72/499      4.32G    0.01319     0.0118   0.004331         83        640:   0%|          | 0/168 [00:00<?, ?it/s]
     72/499      4.32G    0.01319     0.0118   0.004331         83        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     72/499      4.32G    0.01408    0.01213   0.004616         59        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     72/499      4.32G    0.01408    0.01213   0.004616         59        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
     72/499      4.32G    0.01361    0.01114   0.006707         57        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
     72/499      4.32G    0.01361    0.01114   0.006707         57        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     72/499      4.32G    0.01402    0.01113   0.005679         64        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     72/499      4.32G    0.01402    0.01113   0.005679         64        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     72/499      4.32G    0.01394    0.01131   0.005237         67        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     72/499      4.32G    0.01394    0.01131   0.005237         67        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
     72/499      4.32G    0.01368    0.01157   0.005015         82        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
     72/499      4.32G    0.01368    0.01157   0.005015         82        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     72/499      4.32G    0.01373     0.0116   0.004868         71        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     72/499      4.32G    0.01373     0.0116   0.004868         71        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     72/499      4.32G    0.01377    0.01189     0.0049         79        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     72/499      4.32G    0.01377    0.01189     0.0049         79        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     72/499      4.32G    0.01348    0.01151   0.004851         63        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     72/499      4.32G    0.01348    0.01151   0.004851         63        640:   5%|5         | 9/168 [00:01<00:30,  5.21it/s]
     72/499      4.32G    0.01347    0.01157   0.005044         70        640:   5%|5         | 9/168 [00:01<00:30,  5.21it/s]
     72/499      4.32G    0.01347    0.01157   0.005044         70        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
     72/499      4.32G    0.01349    0.01144   0.005295         62        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
     72/499      4.32G    0.01349    0.01144   0.005295         62        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     72/499      4.32G    0.01347     0.0113   0.005051         62        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     72/499      4.32G    0.01347     0.0113   0.005051         62        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     72/499      4.32G    0.01348    0.01117   0.004868         67        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     72/499      4.32G    0.01348    0.01117   0.004868         67        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     72/499      4.32G    0.01345    0.01122     0.0047         78        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     72/499      4.32G    0.01345    0.01122     0.0047         78        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     72/499      4.32G    0.01339    0.01123   0.004807         82        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     72/499      4.32G    0.01339    0.01123   0.004807         82        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
     72/499      4.32G    0.01339    0.01142   0.004981         89        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
     72/499      4.32G    0.01339    0.01142   0.004981         89        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
     72/499      4.32G    0.01331    0.01138   0.004858         73        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
     72/499      4.32G    0.01331    0.01138   0.004858         73        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
     72/499      4.32G    0.01335    0.01137    0.00495         70        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
     72/499      4.32G    0.01335    0.01137    0.00495         70        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
     72/499      4.32G    0.01335    0.01155   0.004874         88        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
     72/499      4.32G    0.01335    0.01155   0.004874         88        640:  11%|#1        | 19/168 [00:03<00:29,  5.14it/s]
     72/499      4.32G    0.01326    0.01148   0.004855         71        640:  11%|#1        | 19/168 [00:03<00:29,  5.14it/s]
     72/499      4.32G    0.01326    0.01148   0.004855         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.20it/s]
     72/499      4.32G    0.01318    0.01141   0.004732         72        640:  12%|#1        | 20/168 [00:04<00:28,  5.20it/s]
     72/499      4.32G    0.01318    0.01141   0.004732         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     72/499      4.32G    0.01311    0.01141   0.004736         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     72/499      4.32G    0.01311    0.01141   0.004736         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     72/499      4.32G    0.01314    0.01145   0.004765         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     72/499      4.32G    0.01314    0.01145   0.004765         80        640:  14%|#3        | 23/168 [00:04<00:28,  5.08it/s]
     72/499      4.32G    0.01313    0.01129   0.004802         56        640:  14%|#3        | 23/168 [00:04<00:28,  5.08it/s]
     72/499      4.32G    0.01313    0.01129   0.004802         56        640:  14%|#4        | 24/168 [00:04<00:27,  5.19it/s]
     72/499      4.32G    0.01305    0.01129   0.004929         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.19it/s]
     72/499      4.32G    0.01305    0.01129   0.004929         77        640:  15%|#4        | 25/168 [00:04<00:28,  5.08it/s]
     72/499      4.32G    0.01301    0.01129   0.004857         76        640:  15%|#4        | 25/168 [00:05<00:28,  5.08it/s]
     72/499      4.32G    0.01301    0.01129   0.004857         76        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
     72/499      4.32G      0.013    0.01129   0.004822         68        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
     72/499      4.32G      0.013    0.01129   0.004822         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
     72/499      4.32G    0.01296    0.01125   0.004753         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
     72/499      4.32G    0.01296    0.01125   0.004753         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     72/499      4.32G    0.01293     0.0113   0.004675         83        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     72/499      4.32G    0.01293     0.0113   0.004675         83        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
     72/499      4.32G    0.01295     0.0113   0.004588         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
     72/499      4.32G    0.01295     0.0113   0.004588         72        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     72/499      4.32G    0.01299    0.01119   0.004627         50        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     72/499      4.32G    0.01299    0.01119   0.004627         50        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
     72/499      4.32G    0.01301    0.01119   0.004642         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
     72/499      4.32G    0.01301    0.01119   0.004642         74        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
     72/499      4.32G    0.01301    0.01107   0.004619         48        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
     72/499      4.32G    0.01301    0.01107   0.004619         48        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
     72/499      4.32G    0.01297    0.01101   0.004717         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
     72/499      4.32G    0.01297    0.01101   0.004717         67        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
     72/499      4.32G    0.01295    0.01101   0.004808         69        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
     72/499      4.32G    0.01295    0.01101   0.004808         69        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
     72/499      4.32G    0.01291    0.01096   0.004887         62        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
     72/499      4.32G    0.01291    0.01096   0.004887         62        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
     72/499      4.32G    0.01287    0.01095   0.004977         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
     72/499      4.32G    0.01287    0.01095   0.004977         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     72/499      4.32G    0.01285    0.01087   0.004994         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     72/499      4.32G    0.01285    0.01087   0.004994         60        640:  23%|##2       | 38/168 [00:07<00:25,  5.16it/s]
     72/499      4.32G     0.0128    0.01081   0.004968         57        640:  23%|##2       | 38/168 [00:07<00:25,  5.16it/s]
     72/499      4.32G     0.0128    0.01081   0.004968         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
     72/499      4.32G    0.01282    0.01081   0.004943         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
     72/499      4.32G    0.01282    0.01081   0.004943         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     72/499      4.32G    0.01281    0.01083    0.00497         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     72/499      4.32G    0.01281    0.01083    0.00497         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.20it/s]
     72/499      4.32G    0.01279    0.01077   0.004937         58        640:  24%|##4       | 41/168 [00:08<00:24,  5.20it/s]
     72/499      4.32G    0.01279    0.01077   0.004937         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
     72/499      4.32G    0.01281    0.01076   0.004897         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
     72/499      4.32G    0.01281    0.01076   0.004897         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.06it/s]
     72/499      4.32G    0.01277    0.01075   0.004845         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.06it/s]
     72/499      4.32G    0.01277    0.01075   0.004845         71        640:  26%|##6       | 44/168 [00:08<00:24,  5.14it/s]
     72/499      4.32G    0.01273    0.01076   0.004811         74        640:  26%|##6       | 44/168 [00:08<00:24,  5.14it/s]
     72/499      4.32G    0.01273    0.01076   0.004811         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     72/499      4.32G    0.01272    0.01074   0.004884         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     72/499      4.32G    0.01272    0.01074   0.004884         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     72/499      4.32G    0.01268    0.01072   0.004883         63        640:  27%|##7       | 46/168 [00:09<00:23,  5.12it/s]
     72/499      4.32G    0.01268    0.01072   0.004883         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     72/499      4.32G    0.01266    0.01074   0.004874         77        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     72/499      4.32G    0.01266    0.01074   0.004874         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     72/499      4.32G    0.01267    0.01077   0.004863         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     72/499      4.32G    0.01267    0.01077   0.004863         68        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     72/499      4.32G    0.01268    0.01076   0.004855         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     72/499      4.32G    0.01268    0.01076   0.004855         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     72/499      4.32G    0.01273    0.01076   0.004851         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     72/499      4.32G    0.01273    0.01076   0.004851         61        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     72/499      4.32G    0.01271    0.01075   0.004877         74        640:  30%|###       | 51/168 [00:10<00:22,  5.26it/s]
     72/499      4.32G    0.01271    0.01075   0.004877         74        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
     72/499      4.32G     0.0127     0.0108   0.004906         73        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
     72/499      4.32G     0.0127     0.0108   0.004906         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     72/499      4.32G    0.01272    0.01082   0.004902         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     72/499      4.32G    0.01272    0.01082   0.004902         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     72/499      4.32G    0.01273    0.01083   0.004941         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     72/499      4.32G    0.01273    0.01083   0.004941         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     72/499      4.32G    0.01271    0.01083    0.00498         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     72/499      4.32G    0.01271    0.01083    0.00498         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     72/499      4.32G    0.01273    0.01079   0.005029         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     72/499      4.32G    0.01273    0.01079   0.005029         62        640:  34%|###3      | 57/168 [00:10<00:21,  5.29it/s]
     72/499      4.32G    0.01272    0.01077   0.005011         74        640:  34%|###3      | 57/168 [00:11<00:21,  5.29it/s]
     72/499      4.32G    0.01272    0.01077   0.005011         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     72/499      4.32G    0.01271    0.01075   0.005004         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     72/499      4.32G    0.01271    0.01075   0.005004         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     72/499      4.32G    0.01272    0.01071   0.005009         55        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     72/499      4.32G    0.01272    0.01071   0.005009         55        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     72/499      4.32G     0.0127    0.01068   0.004957         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     72/499      4.32G     0.0127    0.01068   0.004957         57        640:  36%|###6      | 61/168 [00:11<00:21,  5.08it/s]
     72/499      4.32G    0.01269    0.01066   0.004939         53        640:  36%|###6      | 61/168 [00:11<00:21,  5.08it/s]
     72/499      4.32G    0.01269    0.01066   0.004939         53        640:  37%|###6      | 62/168 [00:11<00:20,  5.15it/s]
     72/499      4.32G    0.01271    0.01067   0.004887         64        640:  37%|###6      | 62/168 [00:12<00:20,  5.15it/s]
     72/499      4.32G    0.01271    0.01067   0.004887         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     72/499      4.32G    0.01271    0.01067   0.004876         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     72/499      4.32G    0.01271    0.01067   0.004876         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     72/499      4.32G    0.01271    0.01064   0.004849         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     72/499      4.32G    0.01271    0.01064   0.004849         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
     72/499      4.32G    0.01274    0.01061   0.004832         54        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
     72/499      4.32G    0.01274    0.01061   0.004832         54        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
     72/499      4.32G    0.01274    0.01063   0.004838         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
     72/499      4.32G    0.01274    0.01063   0.004838         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.07it/s]
     72/499      4.32G    0.01274    0.01062   0.004817         61        640:  40%|###9      | 67/168 [00:13<00:19,  5.07it/s]
     72/499      4.32G    0.01274    0.01062   0.004817         61        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
     72/499      4.32G    0.01274    0.01061   0.004826         62        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
     72/499      4.32G    0.01274    0.01061   0.004826         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
     72/499      4.32G    0.01273    0.01066   0.004834         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
     72/499      4.32G    0.01273    0.01066   0.004834         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     72/499      4.32G    0.01269    0.01067   0.004833         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     72/499      4.32G    0.01269    0.01067   0.004833         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     72/499      4.32G    0.01268    0.01064   0.004816         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     72/499      4.32G    0.01268    0.01064   0.004816         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     72/499      4.32G    0.01266     0.0106   0.004869         65        640:  43%|####2     | 72/168 [00:14<00:17,  5.34it/s]
     72/499      4.32G    0.01266     0.0106   0.004869         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     72/499      4.32G    0.01264    0.01057   0.004875         59        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     72/499      4.32G    0.01264    0.01057   0.004875         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     72/499      4.32G    0.01263    0.01055   0.004864         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     72/499      4.32G    0.01263    0.01055   0.004864         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     72/499      4.32G    0.01264    0.01059   0.004833         80        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
     72/499      4.32G    0.01264    0.01059   0.004833         80        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     72/499      4.32G    0.01263    0.01063   0.004821         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     72/499      4.32G    0.01263    0.01063   0.004821         81        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     72/499      4.32G    0.01262    0.01061   0.004802         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     72/499      4.32G    0.01262    0.01061   0.004802         67        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     72/499      4.32G     0.0126    0.01061   0.004794         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     72/499      4.32G     0.0126    0.01061   0.004794         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     72/499      4.32G    0.01262     0.0106    0.00481         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     72/499      4.32G    0.01262     0.0106    0.00481         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     72/499      4.32G    0.01261    0.01062   0.004806         89        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     72/499      4.32G    0.01261    0.01062   0.004806         89        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     72/499      4.32G     0.0126    0.01062   0.004782         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     72/499      4.32G     0.0126    0.01062   0.004782         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     72/499      4.32G    0.01261    0.01062   0.004762         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     72/499      4.32G    0.01261    0.01062   0.004762         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     72/499      4.32G     0.0126    0.01062   0.004769         73        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
     72/499      4.32G     0.0126    0.01062   0.004769         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     72/499      4.32G    0.01262    0.01061   0.004814         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
     72/499      4.32G    0.01262    0.01061   0.004814         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     72/499      4.32G    0.01261     0.0106   0.004831         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     72/499      4.32G    0.01261     0.0106   0.004831         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     72/499      4.32G     0.0126    0.01058   0.004794         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     72/499      4.32G     0.0126    0.01058   0.004794         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     72/499      4.32G     0.0126    0.01059    0.00479         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     72/499      4.32G     0.0126    0.01059    0.00479         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
     72/499      4.32G    0.01261    0.01058   0.004764         63        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
     72/499      4.32G    0.01261    0.01058   0.004764         63        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     72/499      4.32G    0.01262    0.01057   0.004831         60        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     72/499      4.32G    0.01262    0.01057   0.004831         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     72/499      4.32G    0.01261    0.01058   0.004834         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     72/499      4.32G    0.01261    0.01058   0.004834         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     72/499      4.32G    0.01261    0.01062   0.004811         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     72/499      4.32G    0.01261    0.01062   0.004811         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     72/499      4.32G    0.01263    0.01065   0.004805         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     72/499      4.32G    0.01263    0.01065   0.004805         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
     72/499      4.32G    0.01262    0.01062   0.004795         62        640:  55%|#####5    | 93/168 [00:18<00:14,  5.29it/s]
     72/499      4.32G    0.01262    0.01062   0.004795         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     72/499      4.32G     0.0126    0.01063   0.004829         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     72/499      4.32G     0.0126    0.01063   0.004829         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     72/499      4.32G    0.01259    0.01063   0.004876         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     72/499      4.32G    0.01259    0.01063   0.004876         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     72/499      4.32G     0.0126    0.01061   0.004898         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     72/499      4.32G     0.0126    0.01061   0.004898         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     72/499      4.32G     0.0126    0.01059   0.004894         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     72/499      4.32G     0.0126    0.01059   0.004894         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     72/499      4.32G    0.01258    0.01059   0.004906         80        640:  58%|#####8    | 98/168 [00:19<00:13,  5.26it/s]
     72/499      4.32G    0.01258    0.01059   0.004906         80        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     72/499      4.32G    0.01256    0.01057   0.004898         66        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     72/499      4.32G    0.01256    0.01057   0.004898         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     72/499      4.32G    0.01254    0.01056   0.004878         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     72/499      4.32G    0.01254    0.01056   0.004878         68        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
     72/499      4.32G    0.01252    0.01055   0.004892         62        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
     72/499      4.32G    0.01252    0.01055   0.004892         62        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     72/499      4.32G    0.01253    0.01054   0.004892         64        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     72/499      4.32G    0.01253    0.01054   0.004892         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     72/499      4.32G    0.01252    0.01057   0.004899         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     72/499      4.32G    0.01252    0.01057   0.004899         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     72/499      4.32G     0.0125    0.01054   0.004892         57        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     72/499      4.32G     0.0125    0.01054   0.004892         57        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     72/499      4.32G    0.01249    0.01055   0.004878         79        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     72/499      4.32G    0.01249    0.01055   0.004878         79        640:  63%|######3   | 106/168 [00:20<00:12,  5.09it/s]
     72/499      4.32G    0.01252    0.01058   0.004905         81        640:  63%|######3   | 106/168 [00:20<00:12,  5.09it/s]
     72/499      4.32G    0.01252    0.01058   0.004905         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
     72/499      4.32G     0.0125    0.01057   0.004879         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
     72/499      4.32G     0.0125    0.01057   0.004879         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     72/499      4.32G     0.0125    0.01056   0.004883         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     72/499      4.32G     0.0125    0.01056   0.004883         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     72/499      4.32G     0.0125    0.01056   0.004871         73        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
     72/499      4.32G     0.0125    0.01056   0.004871         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
     72/499      4.32G     0.0125    0.01057   0.004869         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
     72/499      4.32G     0.0125    0.01057   0.004869         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     72/499      4.32G    0.01249    0.01058   0.004858         82        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     72/499      4.32G    0.01249    0.01058   0.004858         82        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     72/499      4.32G    0.01248    0.01057   0.004857         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
     72/499      4.32G    0.01248    0.01057   0.004857         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     72/499      4.32G    0.01247    0.01055   0.004878         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     72/499      4.32G    0.01247    0.01055   0.004878         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     72/499      4.32G    0.01246    0.01052   0.004905         52        640:  68%|######7   | 114/168 [00:22<00:10,  5.35it/s]
     72/499      4.32G    0.01246    0.01052   0.004905         52        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     72/499      4.32G    0.01246    0.01052   0.004886         68        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     72/499      4.32G    0.01246    0.01052   0.004886         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     72/499      4.32G    0.01245    0.01051   0.004903         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     72/499      4.32G    0.01245    0.01051   0.004903         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     72/499      4.32G    0.01244    0.01051   0.004911         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     72/499      4.32G    0.01244    0.01051   0.004911         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     72/499      4.32G    0.01243    0.01052   0.004885         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
     72/499      4.32G    0.01243    0.01052   0.004885         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     72/499      4.32G    0.01242     0.0105   0.004883         71        640:  71%|#######   | 119/168 [00:23<00:09,  5.29it/s]
     72/499      4.32G    0.01242     0.0105   0.004883         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.26it/s]
     72/499      4.32G    0.01241    0.01051   0.004858         79        640:  71%|#######1  | 120/168 [00:23<00:09,  5.26it/s]
     72/499      4.32G    0.01241    0.01051   0.004858         79        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     72/499      4.32G    0.01242    0.01052   0.004852         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     72/499      4.32G    0.01242    0.01052   0.004852         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     72/499      4.32G    0.01242    0.01051   0.004856         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     72/499      4.32G    0.01242    0.01051   0.004856         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     72/499      4.32G    0.01242     0.0105   0.004854         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     72/499      4.32G    0.01242     0.0105   0.004854         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     72/499      4.32G    0.01241     0.0105   0.004839         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     72/499      4.32G    0.01241     0.0105   0.004839         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     72/499      4.32G    0.01241    0.01052   0.004847         82        640:  74%|#######4  | 125/168 [00:24<00:08,  5.28it/s]
     72/499      4.32G    0.01241    0.01052   0.004847         82        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     72/499      4.32G    0.01241    0.01049   0.004832         53        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     72/499      4.32G    0.01241    0.01049   0.004832         53        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     72/499      4.32G     0.0124    0.01048   0.004847         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     72/499      4.32G     0.0124    0.01048   0.004847         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     72/499      4.32G    0.01239    0.01047   0.004849         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
     72/499      4.32G    0.01239    0.01047   0.004849         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     72/499      4.32G    0.01239    0.01047   0.004845         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     72/499      4.32G    0.01239    0.01047   0.004845         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     72/499      4.32G    0.01238    0.01048   0.004844         71        640:  77%|#######7  | 130/168 [00:25<00:07,  5.21it/s]
     72/499      4.32G    0.01238    0.01048   0.004844         71        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     72/499      4.32G    0.01238    0.01047    0.00486         59        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
     72/499      4.32G    0.01238    0.01047    0.00486         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     72/499      4.32G    0.01238    0.01047   0.004856         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     72/499      4.32G    0.01238    0.01047   0.004856         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     72/499      4.32G    0.01239    0.01047   0.004841         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     72/499      4.32G    0.01239    0.01047   0.004841         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     72/499      4.32G    0.01239    0.01049   0.004821         81        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     72/499      4.32G    0.01239    0.01049   0.004821         81        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
     72/499      4.32G    0.01239    0.01049   0.004828         68        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
     72/499      4.32G    0.01239    0.01049   0.004828         68        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     72/499      4.32G    0.01239    0.01046   0.004835         49        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     72/499      4.32G    0.01239    0.01046   0.004835         49        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     72/499      4.32G    0.01238    0.01045   0.004835         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     72/499      4.32G    0.01238    0.01045   0.004835         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
     72/499      4.32G    0.01238    0.01046   0.004835         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
     72/499      4.32G    0.01238    0.01046   0.004835         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     72/499      4.32G    0.01238    0.01048   0.004832         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     72/499      4.32G    0.01238    0.01048   0.004832         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
     72/499      4.32G    0.01238    0.01048   0.004839         81        640:  83%|########3 | 140/168 [00:27<00:05,  5.23it/s]
     72/499      4.32G    0.01238    0.01048   0.004839         81        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
     72/499      4.32G    0.01237    0.01047   0.004857         59        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
     72/499      4.32G    0.01237    0.01047   0.004857         59        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     72/499      4.32G    0.01236    0.01046   0.004842         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
     72/499      4.32G    0.01236    0.01046   0.004842         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     72/499      4.32G    0.01237    0.01048    0.00484         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     72/499      4.32G    0.01237    0.01048    0.00484         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     72/499      4.32G    0.01237    0.01048   0.004824         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     72/499      4.32G    0.01237    0.01048   0.004824         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     72/499      4.32G    0.01236    0.01047   0.004827         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     72/499      4.32G    0.01236    0.01047   0.004827         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     72/499      4.32G    0.01236    0.01047    0.00483         68        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     72/499      4.32G    0.01236    0.01047    0.00483         68        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     72/499      4.32G    0.01238    0.01046   0.004873         51        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
     72/499      4.32G    0.01238    0.01046   0.004873         51        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     72/499      4.32G    0.01238    0.01046   0.004862         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     72/499      4.32G    0.01238    0.01046   0.004862         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     72/499      4.32G    0.01238    0.01044   0.004872         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     72/499      4.32G    0.01238    0.01044   0.004872         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     72/499      4.32G    0.01238    0.01046   0.004876         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     72/499      4.32G    0.01238    0.01046   0.004876         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
     72/499      4.32G    0.01237    0.01045   0.004871         50        640:  90%|########9 | 151/168 [00:29<00:03,  5.18it/s]
     72/499      4.32G    0.01237    0.01045   0.004871         50        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     72/499      4.32G    0.01237    0.01043   0.004858         51        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     72/499      4.32G    0.01237    0.01043   0.004858         51        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     72/499      4.32G    0.01236    0.01044   0.004849         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     72/499      4.32G    0.01236    0.01044   0.004849         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     72/499      4.32G    0.01236    0.01043   0.004848         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     72/499      4.32G    0.01236    0.01043   0.004848         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     72/499      4.32G    0.01235    0.01043   0.004845         79        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     72/499      4.32G    0.01235    0.01043   0.004845         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     72/499      4.32G    0.01234    0.01041   0.004848         53        640:  93%|#########2| 156/168 [00:30<00:02,  5.35it/s]
     72/499      4.32G    0.01234    0.01041   0.004848         53        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
     72/499      4.32G    0.01234    0.01041   0.004832         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
     72/499      4.32G    0.01234    0.01041   0.004832         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     72/499      4.32G    0.01235    0.01042   0.004827         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     72/499      4.32G    0.01235    0.01042   0.004827         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     72/499      4.32G    0.01235    0.01041   0.004822         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     72/499      4.32G    0.01235    0.01041   0.004822         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     72/499      4.32G    0.01233    0.01041    0.00483         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     72/499      4.32G    0.01233    0.01041    0.00483         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     72/499      4.32G    0.01232    0.01041   0.004831         70        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
     72/499      4.32G    0.01232    0.01041   0.004831         70        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
     72/499      4.32G    0.01231    0.01042   0.004829         87        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
     72/499      4.32G    0.01231    0.01042   0.004829         87        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     72/499      4.32G    0.01232    0.01041   0.004819         58        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     72/499      4.32G    0.01232    0.01041   0.004819         58        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     72/499      4.32G    0.01231     0.0104   0.004816         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     72/499      4.32G    0.01231     0.0104   0.004816         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     72/499      4.32G     0.0123     0.0104   0.004814         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     72/499      4.32G     0.0123     0.0104   0.004814         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     72/499      4.32G    0.01229    0.01039   0.004802         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
     72/499      4.32G    0.01229    0.01039   0.004802         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     72/499      4.32G    0.01229    0.01041   0.004804         49        640:  99%|#########9| 167/168 [00:32<00:00,  5.26it/s]
     72/499      4.32G    0.01229    0.01041   0.004804         49        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
     72/499      4.32G    0.01229    0.01041   0.004804         49        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.811      0.836      0.834      0.725

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     73/499      4.32G    0.01272   0.009709   0.006541         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     73/499      4.32G    0.01272   0.009709   0.006541         66        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     73/499      4.32G    0.01294   0.009431   0.006576         55        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
     73/499      4.32G    0.01294   0.009431   0.006576         55        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     73/499      4.32G    0.01246   0.009716   0.005026         60        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     73/499      4.32G    0.01246   0.009716   0.005026         60        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
     73/499      4.32G    0.01269    0.01025   0.005084         74        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
     73/499      4.32G    0.01269    0.01025   0.005084         74        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     73/499      4.32G     0.0127    0.01083    0.00508         91        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     73/499      4.32G     0.0127    0.01083    0.00508         91        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     73/499      4.32G    0.01252    0.01074   0.004621         64        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     73/499      4.32G    0.01252    0.01074   0.004621         64        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     73/499      4.32G    0.01243     0.0107   0.004442         63        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     73/499      4.32G    0.01243     0.0107   0.004442         63        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     73/499      4.32G    0.01259    0.01073     0.0044         68        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     73/499      4.32G    0.01259    0.01073     0.0044         68        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     73/499      4.32G    0.01251    0.01064    0.00466         59        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     73/499      4.32G    0.01251    0.01064    0.00466         59        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
     73/499      4.32G    0.01253    0.01063   0.004845         76        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
     73/499      4.32G    0.01253    0.01063   0.004845         76        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
     73/499      4.32G    0.01255    0.01059   0.005371         61        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
     73/499      4.32G    0.01255    0.01059   0.005371         61        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
     73/499      4.32G    0.01251    0.01052   0.005264         67        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
     73/499      4.32G    0.01251    0.01052   0.005264         67        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     73/499      4.32G    0.01243    0.01041   0.005172         55        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     73/499      4.32G    0.01243    0.01041   0.005172         55        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     73/499      4.32G    0.01238    0.01029   0.005027         56        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     73/499      4.32G    0.01238    0.01029   0.005027         56        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     73/499      4.32G    0.01245     0.0105   0.005022         83        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
     73/499      4.32G    0.01245     0.0105   0.005022         83        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     73/499      4.32G    0.01238    0.01039   0.005026         53        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     73/499      4.32G    0.01238    0.01039   0.005026         53        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
     73/499      4.32G    0.01234    0.01038   0.005059         74        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
     73/499      4.32G    0.01234    0.01038   0.005059         74        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     73/499      4.32G    0.01246     0.0104   0.005027         66        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     73/499      4.32G    0.01246     0.0104   0.005027         66        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     73/499      4.32G    0.01242    0.01036   0.005016         69        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     73/499      4.32G    0.01242    0.01036   0.005016         69        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
     73/499      4.32G    0.01241    0.01032   0.005104         70        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
     73/499      4.32G    0.01241    0.01032   0.005104         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.17it/s]
     73/499      4.32G    0.01239    0.01034   0.005207         78        640:  12%|#1        | 20/168 [00:04<00:28,  5.17it/s]
     73/499      4.32G    0.01239    0.01034   0.005207         78        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     73/499      4.32G    0.01237    0.01038   0.005039         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     73/499      4.32G    0.01237    0.01038   0.005039         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     73/499      4.32G    0.01236     0.0104   0.005023         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     73/499      4.32G    0.01236     0.0104   0.005023         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
     73/499      4.32G    0.01235    0.01037   0.004948         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
     73/499      4.32G    0.01235    0.01037   0.004948         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     73/499      4.32G    0.01228    0.01043   0.004866         80        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     73/499      4.32G    0.01228    0.01043   0.004866         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     73/499      4.32G     0.0122    0.01043   0.004857         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     73/499      4.32G     0.0122    0.01043   0.004857         75        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     73/499      4.32G    0.01222    0.01033   0.004715         54        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     73/499      4.32G    0.01222    0.01033   0.004715         54        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     73/499      4.32G    0.01228    0.01034    0.00479         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     73/499      4.32G    0.01228    0.01034    0.00479         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     73/499      4.32G    0.01231    0.01038   0.004712         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     73/499      4.32G    0.01231    0.01038   0.004712         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     73/499      4.32G    0.01231    0.01044   0.004613         80        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     73/499      4.32G    0.01231    0.01044   0.004613         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
     73/499      4.32G    0.01227    0.01045   0.004611         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
     73/499      4.32G    0.01227    0.01045   0.004611         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     73/499      4.32G    0.01224     0.0104   0.004611         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     73/499      4.32G    0.01224     0.0104   0.004611         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     73/499      4.32G    0.01225    0.01045   0.004522         78        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     73/499      4.32G    0.01225    0.01045   0.004522         78        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     73/499      4.32G    0.01222    0.01043   0.004562         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     73/499      4.32G    0.01222    0.01043   0.004562         65        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     73/499      4.32G    0.01229    0.01045   0.004568         84        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     73/499      4.32G    0.01229    0.01045   0.004568         84        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     73/499      4.32G    0.01222    0.01041   0.004525         63        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     73/499      4.32G    0.01222    0.01041   0.004525         63        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
     73/499      4.32G    0.01226    0.01043   0.004475         69        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
     73/499      4.32G    0.01226    0.01043   0.004475         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     73/499      4.32G    0.01225    0.01043   0.004499         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     73/499      4.32G    0.01225    0.01043   0.004499         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
     73/499      4.32G    0.01224    0.01048   0.004656         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
     73/499      4.32G    0.01224    0.01048   0.004656         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     73/499      4.32G    0.01227    0.01046    0.00483         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
     73/499      4.32G    0.01227    0.01046    0.00483         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     73/499      4.32G    0.01236    0.01052   0.004743         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     73/499      4.32G    0.01236    0.01052   0.004743         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
     73/499      4.32G    0.01232    0.01052   0.004797         72        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
     73/499      4.32G    0.01232    0.01052   0.004797         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     73/499      4.32G    0.01237    0.01054   0.004821         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
     73/499      4.32G    0.01237    0.01054   0.004821         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     73/499      4.32G     0.0124    0.01064   0.004861         84        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     73/499      4.32G     0.0124    0.01064   0.004861         84        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     73/499      4.32G    0.01241    0.01061   0.004868         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
     73/499      4.32G    0.01241    0.01061   0.004868         57        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     73/499      4.32G    0.01242    0.01064   0.004821         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     73/499      4.32G    0.01242    0.01064   0.004821         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     73/499      4.32G    0.01241    0.01066   0.004807         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     73/499      4.32G    0.01241    0.01066   0.004807         76        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
     73/499      4.32G    0.01239    0.01064   0.004867         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
     73/499      4.32G    0.01239    0.01064   0.004867         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     73/499      4.32G    0.01235    0.01062   0.004839         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     73/499      4.32G    0.01235    0.01062   0.004839         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     73/499      4.32G    0.01232    0.01061   0.004872         77        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     73/499      4.32G    0.01232    0.01061   0.004872         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     73/499      4.32G    0.01233    0.01065   0.004894         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     73/499      4.32G    0.01233    0.01065   0.004894         71        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     73/499      4.32G    0.01231    0.01065   0.004861         67        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     73/499      4.32G    0.01231    0.01065   0.004861         67        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     73/499      4.32G     0.0123    0.01062   0.004841         64        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     73/499      4.32G     0.0123    0.01062   0.004841         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     73/499      4.32G     0.0123    0.01063   0.004856         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     73/499      4.32G     0.0123    0.01063   0.004856         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     73/499      4.32G    0.01234    0.01064   0.004978         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
     73/499      4.32G    0.01234    0.01064   0.004978         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     73/499      4.32G    0.01231    0.01066   0.004925         81        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     73/499      4.32G    0.01231    0.01066   0.004925         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     73/499      4.32G    0.01228    0.01065   0.004928         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     73/499      4.32G    0.01228    0.01065   0.004928         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
     73/499      4.32G    0.01229    0.01066   0.004922         67        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
     73/499      4.32G    0.01229    0.01066   0.004922         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.10it/s]
     73/499      4.32G    0.01232    0.01064   0.004944         52        640:  35%|###4      | 58/168 [00:11<00:21,  5.10it/s]
     73/499      4.32G    0.01232    0.01064   0.004944         52        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
     73/499      4.32G    0.01232    0.01064   0.004959         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
     73/499      4.32G    0.01232    0.01064   0.004959         78        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
     73/499      4.32G    0.01232    0.01059   0.004955         48        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
     73/499      4.32G    0.01232    0.01059   0.004955         48        640:  36%|###6      | 61/168 [00:11<00:21,  5.09it/s]
     73/499      4.32G     0.0123    0.01056   0.004939         63        640:  36%|###6      | 61/168 [00:11<00:21,  5.09it/s]
     73/499      4.32G     0.0123    0.01056   0.004939         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.18it/s]
     73/499      4.32G    0.01233    0.01057   0.004918         59        640:  37%|###6      | 62/168 [00:12<00:20,  5.18it/s]
     73/499      4.32G    0.01233    0.01057   0.004918         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     73/499      4.32G    0.01233    0.01055   0.004899         55        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     73/499      4.32G    0.01233    0.01055   0.004899         55        640:  38%|###8      | 64/168 [00:12<00:20,  5.09it/s]
     73/499      4.32G    0.01236    0.01051   0.004875         57        640:  38%|###8      | 64/168 [00:12<00:20,  5.09it/s]
     73/499      4.32G    0.01236    0.01051   0.004875         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     73/499      4.32G    0.01236    0.01052   0.004849         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     73/499      4.32G    0.01236    0.01052   0.004849         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.22it/s]
     73/499      4.32G    0.01237    0.01054   0.004837         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.22it/s]
     73/499      4.32G    0.01237    0.01054   0.004837         80        640:  40%|###9      | 67/168 [00:12<00:19,  5.11it/s]
     73/499      4.32G    0.01238    0.01056   0.004872         73        640:  40%|###9      | 67/168 [00:13<00:19,  5.11it/s]
     73/499      4.32G    0.01238    0.01056   0.004872         73        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
     73/499      4.32G    0.01238    0.01055   0.004841         64        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
     73/499      4.32G    0.01238    0.01055   0.004841         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     73/499      4.32G    0.01234    0.01055   0.004871         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     73/499      4.32G    0.01234    0.01055   0.004871         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     73/499      4.32G    0.01236    0.01054   0.004853         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     73/499      4.32G    0.01236    0.01054   0.004853         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     73/499      4.32G    0.01237    0.01054   0.004842         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
     73/499      4.32G    0.01237    0.01054   0.004842         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     73/499      4.32G    0.01235    0.01054   0.004841         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
     73/499      4.32G    0.01235    0.01054   0.004841         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     73/499      4.32G    0.01238    0.01051   0.004813         51        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     73/499      4.32G    0.01238    0.01051   0.004813         51        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     73/499      4.32G     0.0124     0.0105   0.004809         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     73/499      4.32G     0.0124     0.0105   0.004809         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     73/499      4.32G     0.0124     0.0105   0.004789         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
     73/499      4.32G     0.0124     0.0105   0.004789         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     73/499      4.32G    0.01239     0.0105   0.004805         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
     73/499      4.32G    0.01239     0.0105   0.004805         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     73/499      4.32G    0.01236     0.0105   0.004837         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     73/499      4.32G    0.01236     0.0105   0.004837         77        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
     73/499      4.32G    0.01237    0.01048   0.004835         57        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
     73/499      4.32G    0.01237    0.01048   0.004835         57        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     73/499      4.32G    0.01238    0.01047   0.004814         59        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     73/499      4.32G    0.01238    0.01047   0.004814         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     73/499      4.32G    0.01235    0.01044   0.004791         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
     73/499      4.32G    0.01235    0.01044   0.004791         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     73/499      4.32G    0.01234    0.01045   0.004769         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
     73/499      4.32G    0.01234    0.01045   0.004769         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     73/499      4.32G    0.01235    0.01046   0.004757         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     73/499      4.32G    0.01235    0.01046   0.004757         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
     73/499      4.32G    0.01235    0.01043    0.00473         49        640:  49%|####9     | 83/168 [00:16<00:15,  5.32it/s]
     73/499      4.32G    0.01235    0.01043    0.00473         49        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
     73/499      4.32G    0.01234    0.01043   0.004738         76        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
     73/499      4.32G    0.01234    0.01043   0.004738         76        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     73/499      4.32G    0.01235    0.01044   0.004718         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
     73/499      4.32G    0.01235    0.01044   0.004718         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     73/499      4.32G    0.01235    0.01047   0.004682         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     73/499      4.32G    0.01235    0.01047   0.004682         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     73/499      4.32G    0.01236    0.01053   0.004653         93        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
     73/499      4.32G    0.01236    0.01053   0.004653         93        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     73/499      4.32G    0.01235    0.01051   0.004673         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
     73/499      4.32G    0.01235    0.01051   0.004673         57        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
     73/499      4.32G    0.01237    0.01051   0.004661         63        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
     73/499      4.32G    0.01237    0.01051   0.004661         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     73/499      4.32G    0.01235     0.0105   0.004639         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     73/499      4.32G    0.01235     0.0105   0.004639         78        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     73/499      4.32G    0.01237    0.01049   0.004665         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     73/499      4.32G    0.01237    0.01049   0.004665         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     73/499      4.32G     0.0124    0.01051   0.004676         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     73/499      4.32G     0.0124    0.01051   0.004676         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     73/499      4.32G    0.01241    0.01054    0.00468         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     73/499      4.32G    0.01241    0.01054    0.00468         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     73/499      4.32G    0.01241    0.01053   0.004664         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     73/499      4.32G    0.01241    0.01053   0.004664         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     73/499      4.32G    0.01238    0.01053   0.004663         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     73/499      4.32G    0.01238    0.01053   0.004663         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     73/499      4.32G    0.01237    0.01052   0.004652         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     73/499      4.32G    0.01237    0.01052   0.004652         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     73/499      4.32G    0.01237    0.01053   0.004647         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     73/499      4.32G    0.01237    0.01053   0.004647         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     73/499      4.32G    0.01237    0.01053   0.004646         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     73/499      4.32G    0.01237    0.01053   0.004646         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     73/499      4.32G    0.01235    0.01051   0.004643         66        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     73/499      4.32G    0.01235    0.01051   0.004643         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
     73/499      4.32G    0.01233    0.01051   0.004657         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
     73/499      4.32G    0.01233    0.01051   0.004657         75        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     73/499      4.32G    0.01232    0.01049   0.004644         61        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     73/499      4.32G    0.01232    0.01049   0.004644         61        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     73/499      4.32G    0.01231    0.01051    0.00465         71        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     73/499      4.32G    0.01231    0.01051    0.00465         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     73/499      4.32G     0.0123    0.01047   0.004633         42        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     73/499      4.32G     0.0123    0.01047   0.004633         42        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     73/499      4.32G     0.0123    0.01048   0.004665         85        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
     73/499      4.32G     0.0123    0.01048   0.004665         85        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     73/499      4.32G    0.01231    0.01049   0.004668         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
     73/499      4.32G    0.01231    0.01049   0.004668         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     73/499      4.32G    0.01229    0.01047   0.004661         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     73/499      4.32G    0.01229    0.01047   0.004661         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     73/499      4.32G    0.01227    0.01046   0.004662         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     73/499      4.32G    0.01227    0.01046   0.004662         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     73/499      4.32G    0.01227    0.01047   0.004664         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     73/499      4.32G    0.01227    0.01047   0.004664         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     73/499      4.32G    0.01226    0.01045   0.004634         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     73/499      4.32G    0.01226    0.01045   0.004634         59        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
     73/499      4.32G    0.01226    0.01044    0.00464         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
     73/499      4.32G    0.01226    0.01044    0.00464         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     73/499      4.32G    0.01226    0.01046   0.004639         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     73/499      4.32G    0.01226    0.01046   0.004639         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     73/499      4.32G    0.01227    0.01045    0.00469         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     73/499      4.32G    0.01227    0.01045    0.00469         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     73/499      4.32G    0.01225    0.01045   0.004698         81        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     73/499      4.32G    0.01225    0.01045   0.004698         81        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     73/499      4.32G    0.01224    0.01043   0.004677         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     73/499      4.32G    0.01224    0.01043   0.004677         61        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     73/499      4.32G    0.01223    0.01044    0.00469         81        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     73/499      4.32G    0.01223    0.01044    0.00469         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     73/499      4.32G    0.01223    0.01042   0.004663         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     73/499      4.32G    0.01223    0.01042   0.004663         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     73/499      4.32G    0.01222    0.01041   0.004643         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     73/499      4.32G    0.01222    0.01041   0.004643         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     73/499      4.32G    0.01223    0.01041   0.004631         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     73/499      4.32G    0.01223    0.01041   0.004631         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     73/499      4.32G    0.01222    0.01042   0.004634         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     73/499      4.32G    0.01222    0.01042   0.004634         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     73/499      4.32G    0.01221    0.01043    0.00464         77        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
     73/499      4.32G    0.01221    0.01043    0.00464         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     73/499      4.32G    0.01222    0.01043   0.004625         62        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     73/499      4.32G    0.01222    0.01043   0.004625         62        640:  73%|#######2  | 122/168 [00:23<00:09,  4.98it/s]
     73/499      4.32G    0.01222    0.01044   0.004612         82        640:  73%|#######2  | 122/168 [00:23<00:09,  4.98it/s]
     73/499      4.32G    0.01222    0.01044   0.004612         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.12it/s]
     73/499      4.32G     0.0122    0.01042   0.004605         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.12it/s]
     73/499      4.32G     0.0122    0.01042   0.004605         54        640:  74%|#######3  | 124/168 [00:23<00:08,  5.04it/s]
     73/499      4.32G    0.01221    0.01042   0.004613         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.04it/s]
     73/499      4.32G    0.01221    0.01042   0.004613         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.16it/s]
     73/499      4.32G     0.0122    0.01041   0.004587         60        640:  74%|#######4  | 125/168 [00:24<00:08,  5.16it/s]
     73/499      4.32G     0.0122    0.01041   0.004587         60        640:  75%|#######5  | 126/168 [00:24<00:08,  5.25it/s]
     73/499      4.32G    0.01219     0.0104   0.004606         67        640:  75%|#######5  | 126/168 [00:24<00:08,  5.25it/s]
     73/499      4.32G    0.01219     0.0104   0.004606         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     73/499      4.32G    0.01218    0.01039   0.004647         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     73/499      4.32G    0.01218    0.01039   0.004647         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     73/499      4.32G    0.01218     0.0104   0.004663         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     73/499      4.32G    0.01218     0.0104   0.004663         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     73/499      4.32G    0.01217    0.01039   0.004674         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
     73/499      4.32G    0.01217    0.01039   0.004674         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     73/499      4.32G    0.01217    0.01039   0.004661         57        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     73/499      4.32G    0.01217    0.01039   0.004661         57        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     73/499      4.32G    0.01217    0.01038   0.004662         61        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     73/499      4.32G    0.01217    0.01038   0.004662         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
     73/499      4.32G    0.01217    0.01038   0.004714         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
     73/499      4.32G    0.01217    0.01038   0.004714         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     73/499      4.32G    0.01217    0.01038   0.004732         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     73/499      4.32G    0.01217    0.01038   0.004732         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     73/499      4.32G    0.01218    0.01037   0.004749         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     73/499      4.32G    0.01218    0.01037   0.004749         57        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     73/499      4.32G    0.01217    0.01038   0.004744         76        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     73/499      4.32G    0.01217    0.01038   0.004744         76        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     73/499      4.32G    0.01217    0.01038   0.004732         64        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
     73/499      4.32G    0.01217    0.01038   0.004732         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
     73/499      4.32G    0.01216    0.01037   0.004711         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
     73/499      4.32G    0.01216    0.01037   0.004711         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
     73/499      4.32G    0.01214    0.01038   0.004702         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
     73/499      4.32G    0.01214    0.01038   0.004702         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     73/499      4.32G    0.01215    0.01036   0.004698         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     73/499      4.32G    0.01215    0.01036   0.004698         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     73/499      4.32G    0.01215    0.01037   0.004695         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     73/499      4.32G    0.01215    0.01037   0.004695         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
     73/499      4.32G    0.01216    0.01038   0.004698         75        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
     73/499      4.32G    0.01216    0.01038   0.004698         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     73/499      4.32G    0.01216    0.01041   0.004679         94        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     73/499      4.32G    0.01216    0.01041   0.004679         94        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     73/499      4.32G    0.01217    0.01041   0.004677         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     73/499      4.32G    0.01217    0.01041   0.004677         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     73/499      4.32G    0.01216    0.01041    0.00468         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     73/499      4.32G    0.01216    0.01041    0.00468         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     73/499      4.32G    0.01216    0.01043     0.0047         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     73/499      4.32G    0.01216    0.01043     0.0047         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
     73/499      4.32G    0.01216    0.01044   0.004692         74        640:  87%|########6 | 146/168 [00:28<00:04,  5.27it/s]
     73/499      4.32G    0.01216    0.01044   0.004692         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     73/499      4.32G    0.01215    0.01043   0.004698         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
     73/499      4.32G    0.01215    0.01043   0.004698         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     73/499      4.32G    0.01214    0.01042   0.004681         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     73/499      4.32G    0.01214    0.01042   0.004681         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     73/499      4.32G    0.01213    0.01042   0.004682         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
     73/499      4.32G    0.01213    0.01042   0.004682         85        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     73/499      4.32G    0.01216    0.01042   0.004695         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     73/499      4.32G    0.01216    0.01042   0.004695         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
     73/499      4.32G    0.01216    0.01043   0.004692         76        640:  90%|########9 | 151/168 [00:29<00:03,  5.16it/s]
     73/499      4.32G    0.01216    0.01043   0.004692         76        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
     73/499      4.32G    0.01215    0.01042   0.004712         67        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
     73/499      4.32G    0.01215    0.01042   0.004712         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     73/499      4.32G    0.01215    0.01042   0.004715         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     73/499      4.32G    0.01215    0.01042   0.004715         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     73/499      4.32G    0.01215    0.01041   0.004709         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
     73/499      4.32G    0.01215    0.01041   0.004709         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     73/499      4.32G    0.01215    0.01043   0.004704         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     73/499      4.32G    0.01215    0.01043   0.004704         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     73/499      4.32G    0.01214    0.01041   0.004706         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     73/499      4.32G    0.01214    0.01041   0.004706         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     73/499      4.32G    0.01214    0.01041   0.004694         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
     73/499      4.32G    0.01214    0.01041   0.004694         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     73/499      4.32G    0.01214    0.01042   0.004695         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     73/499      4.32G    0.01214    0.01042   0.004695         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     73/499      4.32G    0.01215    0.01041    0.00468         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     73/499      4.32G    0.01215    0.01041    0.00468         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     73/499      4.32G    0.01214     0.0104   0.004689         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     73/499      4.32G    0.01214     0.0104   0.004689         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     73/499      4.32G    0.01214     0.0104   0.004677         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     73/499      4.32G    0.01214     0.0104   0.004677         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     73/499      4.32G    0.01213     0.0104   0.004682         82        640:  96%|#########6| 162/168 [00:31<00:01,  5.36it/s]
     73/499      4.32G    0.01213     0.0104   0.004682         82        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     73/499      4.32G    0.01213    0.01039   0.004679         57        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     73/499      4.32G    0.01213    0.01039   0.004679         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     73/499      4.32G    0.01214     0.0104   0.004678         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     73/499      4.32G    0.01214     0.0104   0.004678         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     73/499      4.32G    0.01214    0.01039   0.004699         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     73/499      4.32G    0.01214    0.01039   0.004699         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     73/499      4.32G    0.01214    0.01038   0.004703         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     73/499      4.32G    0.01214    0.01038   0.004703         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
     73/499      4.32G    0.01214    0.01038   0.004678         28        640:  99%|#########9| 167/168 [00:32<00:00,  5.29it/s]
     73/499      4.32G    0.01214    0.01038   0.004678         28        640: 100%|##########| 168/168 [00:32<00:00,  5.47it/s]
     73/499      4.32G    0.01214    0.01038   0.004678         28        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.838      0.852      0.873      0.737

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     74/499      4.32G    0.01093   0.008498   0.004996         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     74/499      4.32G    0.01093   0.008498   0.004996         66        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     74/499      4.32G    0.01169   0.009083   0.003821         67        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     74/499      4.32G    0.01169   0.009083   0.003821         67        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     74/499      4.32G    0.01187   0.009853   0.003899         87        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     74/499      4.32G    0.01187   0.009853   0.003899         87        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     74/499      4.32G    0.01154   0.009828   0.003849         74        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     74/499      4.32G    0.01154   0.009828   0.003849         74        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     74/499      4.32G    0.01173   0.009603   0.003475         57        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     74/499      4.32G    0.01173   0.009603   0.003475         57        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
     74/499      4.32G    0.01187   0.009505   0.003095         58        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
     74/499      4.32G    0.01187   0.009505   0.003095         58        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     74/499      4.32G    0.01194   0.009503   0.003451         63        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     74/499      4.32G    0.01194   0.009503   0.003451         63        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     74/499      4.32G    0.01207   0.009694   0.003531         57        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     74/499      4.32G    0.01207   0.009694   0.003531         57        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     74/499      4.32G     0.0121   0.009753   0.003468         67        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     74/499      4.32G     0.0121   0.009753   0.003468         67        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     74/499      4.32G    0.01213    0.01031   0.003357         92        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
     74/499      4.32G    0.01213    0.01031   0.003357         92        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     74/499      4.32G    0.01232     0.0105   0.003633         88        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     74/499      4.32G    0.01232     0.0105   0.003633         88        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     74/499      4.32G    0.01233    0.01019   0.003449         46        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     74/499      4.32G    0.01233    0.01019   0.003449         46        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
     74/499      4.32G    0.01243    0.01033     0.0034         81        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
     74/499      4.32G    0.01243    0.01033     0.0034         81        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     74/499      4.32G    0.01239    0.01028   0.003207         73        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     74/499      4.32G    0.01239    0.01028   0.003207         73        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     74/499      4.32G    0.01239    0.01036   0.003246         83        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     74/499      4.32G    0.01239    0.01036   0.003246         83        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     74/499      4.32G    0.01249    0.01034   0.003282         66        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     74/499      4.32G    0.01249    0.01034   0.003282         66        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     74/499      4.32G    0.01245    0.01029   0.003358         71        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     74/499      4.32G    0.01245    0.01029   0.003358         71        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     74/499      4.32G    0.01238     0.0103   0.003416         75        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     74/499      4.32G    0.01238     0.0103   0.003416         75        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     74/499      4.32G    0.01238    0.01017   0.003428         52        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     74/499      4.32G    0.01238    0.01017   0.003428         52        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     74/499      4.32G    0.01226    0.01007   0.003741         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     74/499      4.32G    0.01226    0.01007   0.003741         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     74/499      4.32G    0.01228    0.01002   0.003835         73        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     74/499      4.32G    0.01228    0.01002   0.003835         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     74/499      4.32G    0.01223    0.01002   0.003838         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     74/499      4.32G    0.01223    0.01002   0.003838         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     74/499      4.32G     0.0122   0.009958   0.003802         56        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     74/499      4.32G     0.0122   0.009958   0.003802         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     74/499      4.32G    0.01224    0.01006   0.003683         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     74/499      4.32G    0.01224    0.01006   0.003683         78        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     74/499      4.32G    0.01233    0.01005    0.00384         59        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     74/499      4.32G    0.01233    0.01005    0.00384         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     74/499      4.32G    0.01235    0.01006   0.004011         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     74/499      4.32G    0.01235    0.01006   0.004011         64        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
     74/499      4.32G    0.01231    0.01004   0.004039         61        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     74/499      4.32G    0.01231    0.01004   0.004039         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     74/499      4.32G    0.01235   0.009975   0.004021         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     74/499      4.32G    0.01235   0.009975   0.004021         58        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     74/499      4.32G    0.01241    0.01008    0.00409         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     74/499      4.32G    0.01241    0.01008    0.00409         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     74/499      4.32G    0.01244    0.01001   0.004131         54        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     74/499      4.32G    0.01244    0.01001   0.004131         54        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     74/499      4.32G    0.01242    0.01003   0.004116         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     74/499      4.32G    0.01242    0.01003   0.004116         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     74/499      4.32G     0.0124    0.01008   0.004174         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     74/499      4.32G     0.0124    0.01008   0.004174         74        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     74/499      4.32G    0.01236    0.01006   0.004175         64        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     74/499      4.32G    0.01236    0.01006   0.004175         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     74/499      4.32G    0.01232    0.01008   0.004212         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     74/499      4.32G    0.01232    0.01008   0.004212         71        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     74/499      4.32G    0.01238    0.01016   0.004279         64        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     74/499      4.32G    0.01238    0.01016   0.004279         64        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     74/499      4.32G    0.01246    0.01018    0.00425         72        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     74/499      4.32G    0.01246    0.01018    0.00425         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
     74/499      4.32G    0.01248    0.01022   0.004192         69        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
     74/499      4.32G    0.01248    0.01022   0.004192         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     74/499      4.32G    0.01246    0.01028   0.004157         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     74/499      4.32G    0.01246    0.01028   0.004157         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     74/499      4.32G    0.01238    0.01026   0.004191         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     74/499      4.32G    0.01238    0.01026   0.004191         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     74/499      4.32G    0.01236    0.01025   0.004133         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     74/499      4.32G    0.01236    0.01025   0.004133         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     74/499      4.32G    0.01235    0.01021   0.004219         52        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     74/499      4.32G    0.01235    0.01021   0.004219         52        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
     74/499      4.32G    0.01237    0.01017   0.004244         56        640:  24%|##4       | 41/168 [00:08<00:23,  5.31it/s]
     74/499      4.32G    0.01237    0.01017   0.004244         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     74/499      4.32G    0.01239    0.01015   0.004232         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     74/499      4.32G    0.01239    0.01015   0.004232         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     74/499      4.32G    0.01241    0.01011   0.004222         52        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
     74/499      4.32G    0.01241    0.01011   0.004222         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     74/499      4.32G    0.01237    0.01013   0.004165         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     74/499      4.32G    0.01237    0.01013   0.004165         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     74/499      4.32G    0.01236    0.01013   0.004252         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
     74/499      4.32G    0.01236    0.01013   0.004252         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     74/499      4.32G    0.01236    0.01009   0.004224         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
     74/499      4.32G    0.01236    0.01009   0.004224         59        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
     74/499      4.32G    0.01235    0.01012   0.004327         71        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
     74/499      4.32G    0.01235    0.01012   0.004327         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     74/499      4.32G    0.01235     0.0101   0.004364         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
     74/499      4.32G    0.01235     0.0101   0.004364         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     74/499      4.32G    0.01233    0.01006   0.004319         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     74/499      4.32G    0.01233    0.01006   0.004319         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     74/499      4.32G    0.01234    0.01011   0.004279         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     74/499      4.32G    0.01234    0.01011   0.004279         72        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     74/499      4.32G    0.01234    0.01011   0.004247         65        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     74/499      4.32G    0.01234    0.01011   0.004247         65        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     74/499      4.32G    0.01228    0.01009   0.004285         71        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     74/499      4.32G    0.01228    0.01009   0.004285         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     74/499      4.32G     0.0123    0.01012   0.004238         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     74/499      4.32G     0.0123    0.01012   0.004238         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     74/499      4.32G    0.01227     0.0101   0.004269         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     74/499      4.32G    0.01227     0.0101   0.004269         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     74/499      4.32G    0.01227    0.01014   0.004429         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     74/499      4.32G    0.01227    0.01014   0.004429         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     74/499      4.32G    0.01224    0.01016   0.004436         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     74/499      4.32G    0.01224    0.01016   0.004436         74        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     74/499      4.32G    0.01222    0.01014   0.004501         61        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     74/499      4.32G    0.01222    0.01014   0.004501         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     74/499      4.32G    0.01221    0.01018   0.004517         76        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     74/499      4.32G    0.01221    0.01018   0.004517         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     74/499      4.32G    0.01221    0.01014   0.004518         54        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     74/499      4.32G    0.01221    0.01014   0.004518         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     74/499      4.32G    0.01222    0.01018     0.0045         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     74/499      4.32G    0.01222    0.01018     0.0045         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     74/499      4.32G    0.01223    0.01017   0.004459         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     74/499      4.32G    0.01223    0.01017   0.004459         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     74/499      4.32G    0.01224    0.01017    0.00445         64        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
     74/499      4.32G    0.01224    0.01017    0.00445         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     74/499      4.32G    0.01222    0.01015   0.004448         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     74/499      4.32G    0.01222    0.01015   0.004448         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
     74/499      4.32G    0.01222    0.01014   0.004475         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
     74/499      4.32G    0.01222    0.01014   0.004475         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
     74/499      4.32G    0.01223    0.01013   0.004432         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
     74/499      4.32G    0.01223    0.01013   0.004432         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     74/499      4.32G    0.01224    0.01018   0.004467         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     74/499      4.32G    0.01224    0.01018   0.004467         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     74/499      4.32G    0.01226    0.01021   0.004445         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     74/499      4.32G    0.01226    0.01021   0.004445         72        640:  40%|####      | 68/168 [00:12<00:19,  5.18it/s]
     74/499      4.32G    0.01228    0.01023   0.004436         76        640:  40%|####      | 68/168 [00:13<00:19,  5.18it/s]
     74/499      4.32G    0.01228    0.01023   0.004436         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     74/499      4.32G    0.01232    0.01022   0.004445         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     74/499      4.32G    0.01232    0.01022   0.004445         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     74/499      4.32G     0.0123     0.0102   0.004421         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     74/499      4.32G     0.0123     0.0102   0.004421         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.18it/s]
     74/499      4.32G    0.01228    0.01018   0.004455         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.18it/s]
     74/499      4.32G    0.01228    0.01018   0.004455         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
     74/499      4.32G    0.01229    0.01021   0.004463         73        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
     74/499      4.32G    0.01229    0.01021   0.004463         73        640:  43%|####3     | 73/168 [00:13<00:18,  5.15it/s]
     74/499      4.32G    0.01229    0.01022   0.004473         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     74/499      4.32G    0.01229    0.01022   0.004473         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     74/499      4.32G    0.01228    0.01021   0.004452         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     74/499      4.32G    0.01228    0.01021   0.004452         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     74/499      4.32G    0.01228    0.01021   0.004453         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     74/499      4.32G    0.01228    0.01021   0.004453         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     74/499      4.32G    0.01228    0.01019   0.004444         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     74/499      4.32G    0.01228    0.01019   0.004444         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     74/499      4.32G    0.01229    0.01017   0.004517         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     74/499      4.32G    0.01229    0.01017   0.004517         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     74/499      4.32G    0.01229    0.01015   0.004505         62        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     74/499      4.32G    0.01229    0.01015   0.004505         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     74/499      4.32G     0.0123    0.01012   0.004487         49        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     74/499      4.32G     0.0123    0.01012   0.004487         49        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     74/499      4.32G    0.01231    0.01013   0.004517         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     74/499      4.32G    0.01231    0.01013   0.004517         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     74/499      4.32G    0.01233    0.01017   0.004493         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     74/499      4.32G    0.01233    0.01017   0.004493         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     74/499      4.32G    0.01234    0.01013   0.004513         56        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
     74/499      4.32G    0.01234    0.01013   0.004513         56        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     74/499      4.32G    0.01237    0.01015   0.004508         58        640:  49%|####9     | 83/168 [00:16<00:16,  5.27it/s]
     74/499      4.32G    0.01237    0.01015   0.004508         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
     74/499      4.32G    0.01237    0.01017   0.004499         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
     74/499      4.32G    0.01237    0.01017   0.004499         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     74/499      4.32G    0.01239    0.01019   0.004476         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     74/499      4.32G    0.01239    0.01019   0.004476         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     74/499      4.32G    0.01238    0.01019   0.004457         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     74/499      4.32G    0.01238    0.01019   0.004457         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     74/499      4.32G    0.01239    0.01019   0.004467         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     74/499      4.32G    0.01239    0.01019   0.004467         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     74/499      4.32G     0.0124    0.01018   0.004489         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     74/499      4.32G     0.0124    0.01018   0.004489         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     74/499      4.32G    0.01239    0.01017    0.00451         67        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     74/499      4.32G    0.01239    0.01017    0.00451         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     74/499      4.32G    0.01241    0.01018   0.004537         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     74/499      4.32G    0.01241    0.01018   0.004537         71        640:  54%|#####4    | 91/168 [00:17<00:15,  5.11it/s]
     74/499      4.32G    0.01243     0.0102   0.004551         64        640:  54%|#####4    | 91/168 [00:17<00:15,  5.11it/s]
     74/499      4.32G    0.01243     0.0102   0.004551         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     74/499      4.32G    0.01243    0.01019   0.004547         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     74/499      4.32G    0.01243    0.01019   0.004547         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     74/499      4.32G    0.01243    0.01018   0.004509         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     74/499      4.32G    0.01243    0.01018   0.004509         73        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     74/499      4.32G    0.01244    0.01017   0.004487         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     74/499      4.32G    0.01244    0.01017   0.004487         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     74/499      4.32G    0.01243    0.01019   0.004468         81        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
     74/499      4.32G    0.01243    0.01019   0.004468         81        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     74/499      4.32G    0.01242    0.01018   0.004455         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     74/499      4.32G    0.01242    0.01018   0.004455         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     74/499      4.32G    0.01244    0.01021   0.004454         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     74/499      4.32G    0.01244    0.01021   0.004454         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     74/499      4.32G    0.01243     0.0102   0.004451         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     74/499      4.32G    0.01243     0.0102   0.004451         73        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     74/499      4.32G    0.01243    0.01021   0.004469         77        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
     74/499      4.32G    0.01243    0.01021   0.004469         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     74/499      4.32G    0.01243    0.01023   0.004447         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     74/499      4.32G    0.01243    0.01023   0.004447         78        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     74/499      4.32G    0.01241    0.01023   0.004432         79        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     74/499      4.32G    0.01241    0.01023   0.004432         79        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     74/499      4.32G    0.01242    0.01023    0.00444         71        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
     74/499      4.32G    0.01242    0.01023    0.00444         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     74/499      4.32G    0.01242    0.01023   0.004444         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     74/499      4.32G    0.01242    0.01023   0.004444         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     74/499      4.32G    0.01243    0.01021   0.004428         50        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
     74/499      4.32G    0.01243    0.01021   0.004428         50        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     74/499      4.32G    0.01241     0.0102   0.004457         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     74/499      4.32G    0.01241     0.0102   0.004457         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
     74/499      4.32G    0.01242     0.0102   0.004491         71        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
     74/499      4.32G    0.01242     0.0102   0.004491         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     74/499      4.32G    0.01241    0.01021   0.004485         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     74/499      4.32G    0.01241    0.01021   0.004485         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     74/499      4.32G    0.01241    0.01023   0.004469         91        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     74/499      4.32G    0.01241    0.01023   0.004469         91        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     74/499      4.32G    0.01241    0.01021   0.004467         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     74/499      4.32G    0.01241    0.01021   0.004467         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.25it/s]
     74/499      4.32G    0.01241    0.01019   0.004473         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
     74/499      4.32G    0.01241    0.01019   0.004473         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     74/499      4.32G    0.01239    0.01019   0.004471         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     74/499      4.32G    0.01239    0.01019   0.004471         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     74/499      4.32G     0.0124    0.01023   0.004487         85        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     74/499      4.32G     0.0124    0.01023   0.004487         85        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     74/499      4.32G     0.0124    0.01025   0.004488         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     74/499      4.32G     0.0124    0.01025   0.004488         79        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     74/499      4.32G     0.0124    0.01024   0.004487         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     74/499      4.32G     0.0124    0.01024   0.004487         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
     74/499      4.32G    0.01241    0.01022   0.004502         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
     74/499      4.32G    0.01241    0.01022   0.004502         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
     74/499      4.32G    0.01241    0.01024   0.004518         91        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
     74/499      4.32G    0.01241    0.01024   0.004518         91        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
     74/499      4.32G    0.01241    0.01026    0.00451         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
     74/499      4.32G    0.01241    0.01026    0.00451         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
     74/499      4.32G    0.01241    0.01028   0.004528         83        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
     74/499      4.32G    0.01241    0.01028   0.004528         83        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
     74/499      4.32G    0.01239    0.01028    0.00454         81        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
     74/499      4.32G    0.01239    0.01028    0.00454         81        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     74/499      4.32G    0.01238    0.01027   0.004541         68        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     74/499      4.32G    0.01238    0.01027   0.004541         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.10it/s]
     74/499      4.32G    0.01237    0.01028   0.004537         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.10it/s]
     74/499      4.32G    0.01237    0.01028   0.004537         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
     74/499      4.32G    0.01237     0.0103   0.004549         81        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
     74/499      4.32G    0.01237     0.0103   0.004549         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     74/499      4.32G    0.01238    0.01031   0.004545         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     74/499      4.32G    0.01238    0.01031   0.004545         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
     74/499      4.32G     0.0124     0.0103   0.004547         52        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
     74/499      4.32G     0.0124     0.0103   0.004547         52        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     74/499      4.32G    0.01239    0.01028   0.004536         61        640:  74%|#######4  | 125/168 [00:24<00:08,  5.26it/s]
     74/499      4.32G    0.01239    0.01028   0.004536         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     74/499      4.32G    0.01239    0.01027   0.004525         51        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     74/499      4.32G    0.01239    0.01027   0.004525         51        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     74/499      4.32G    0.01239    0.01026   0.004512         52        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     74/499      4.32G    0.01239    0.01026   0.004512         52        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     74/499      4.32G     0.0124    0.01027   0.004525         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     74/499      4.32G     0.0124    0.01027   0.004525         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     74/499      4.32G    0.01239    0.01026   0.004513         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     74/499      4.32G    0.01239    0.01026   0.004513         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     74/499      4.32G    0.01238    0.01026   0.004506         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
     74/499      4.32G    0.01238    0.01026   0.004506         81        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     74/499      4.32G    0.01237    0.01025   0.004486         66        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     74/499      4.32G    0.01237    0.01025   0.004486         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     74/499      4.32G    0.01237    0.01025   0.004468         53        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     74/499      4.32G    0.01237    0.01025   0.004468         53        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     74/499      4.32G    0.01236    0.01027   0.004462         90        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
     74/499      4.32G    0.01236    0.01027   0.004462         90        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     74/499      4.32G    0.01235    0.01027   0.004461         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
     74/499      4.32G    0.01235    0.01027   0.004461         77        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
     74/499      4.32G    0.01235    0.01026   0.004461         62        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
     74/499      4.32G    0.01235    0.01026   0.004461         62        640:  81%|########  | 136/168 [00:25<00:06,  5.14it/s]
     74/499      4.32G    0.01236    0.01028   0.004453         74        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
     74/499      4.32G    0.01236    0.01028   0.004453         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     74/499      4.32G    0.01235    0.01028   0.004456         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     74/499      4.32G    0.01235    0.01028   0.004456         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     74/499      4.32G    0.01234    0.01027   0.004453         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     74/499      4.32G    0.01234    0.01027   0.004453         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     74/499      4.32G    0.01233    0.01027   0.004443         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     74/499      4.32G    0.01233    0.01027   0.004443         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     74/499      4.32G    0.01233    0.01027   0.004426         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     74/499      4.32G    0.01233    0.01027   0.004426         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     74/499      4.32G    0.01232    0.01025   0.004428         70        640:  84%|########3 | 141/168 [00:27<00:05,  5.36it/s]
     74/499      4.32G    0.01232    0.01025   0.004428         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     74/499      4.32G    0.01232    0.01026   0.004431         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     74/499      4.32G    0.01232    0.01026   0.004431         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     74/499      4.32G    0.01232    0.01027    0.00443         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     74/499      4.32G    0.01232    0.01027    0.00443         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     74/499      4.32G    0.01231    0.01026   0.004445         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     74/499      4.32G    0.01231    0.01026   0.004445         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     74/499      4.32G    0.01231    0.01025   0.004438         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     74/499      4.32G    0.01231    0.01025   0.004438         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     74/499      4.32G     0.0123    0.01026   0.004456         71        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
     74/499      4.32G     0.0123    0.01026   0.004456         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     74/499      4.32G     0.0123    0.01027   0.004472         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     74/499      4.32G     0.0123    0.01027   0.004472         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     74/499      4.32G     0.0123    0.01025   0.004506         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     74/499      4.32G     0.0123    0.01025   0.004506         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     74/499      4.32G     0.0123    0.01024   0.004516         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     74/499      4.32G     0.0123    0.01024   0.004516         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     74/499      4.32G     0.0123    0.01022   0.004508         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     74/499      4.32G     0.0123    0.01022   0.004508         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     74/499      4.32G     0.0123    0.01023   0.004514         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     74/499      4.32G     0.0123    0.01023   0.004514         85        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     74/499      4.32G     0.0123    0.01022   0.004517         53        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     74/499      4.32G     0.0123    0.01022   0.004517         53        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     74/499      4.32G     0.0123    0.01023   0.004552         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     74/499      4.32G     0.0123    0.01023   0.004552         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     74/499      4.32G     0.0123    0.01025   0.004541         86        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
     74/499      4.32G     0.0123    0.01025   0.004541         86        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     74/499      4.32G    0.01229    0.01022   0.004563         57        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     74/499      4.32G    0.01229    0.01022   0.004563         57        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     74/499      4.32G    0.01229    0.01022   0.004553         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     74/499      4.32G    0.01229    0.01022   0.004553         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     74/499      4.32G    0.01229    0.01021   0.004546         52        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     74/499      4.32G    0.01229    0.01021   0.004546         52        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     74/499      4.32G    0.01229    0.01022   0.004534         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     74/499      4.32G    0.01229    0.01022   0.004534         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     74/499      4.32G    0.01229    0.01022   0.004572         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     74/499      4.32G    0.01229    0.01022   0.004572         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     74/499      4.32G     0.0123    0.01021   0.004556         56        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     74/499      4.32G     0.0123    0.01021   0.004556         56        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     74/499      4.32G    0.01231     0.0102   0.004577         57        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     74/499      4.32G    0.01231     0.0102   0.004577         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     74/499      4.32G    0.01232    0.01019   0.004574         59        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
     74/499      4.32G    0.01232    0.01019   0.004574         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
     74/499      4.32G    0.01234    0.01018    0.00464         51        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
     74/499      4.32G    0.01234    0.01018    0.00464         51        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     74/499      4.32G    0.01235    0.01018   0.004638         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     74/499      4.32G    0.01235    0.01018   0.004638         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     74/499      4.32G    0.01234    0.01019   0.004628         82        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
     74/499      4.32G    0.01234    0.01019   0.004628         82        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     74/499      4.32G    0.01233    0.01019   0.004623         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     74/499      4.32G    0.01233    0.01019   0.004623         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
     74/499      4.32G    0.01234     0.0102   0.004624         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.26it/s]
     74/499      4.32G    0.01234     0.0102   0.004624         30        640: 100%|##########| 168/168 [00:32<00:00,  5.40it/s]
     74/499      4.32G    0.01234     0.0102   0.004624         30        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.837      0.847      0.879      0.753

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     75/499      4.32G    0.01121   0.007485   0.003355         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
     75/499      4.32G    0.01121   0.007485   0.003355         59        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     75/499      4.32G    0.01161    0.01018   0.003631         88        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
     75/499      4.32G    0.01161    0.01018   0.003631         88        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     75/499      4.32G    0.01208    0.01102   0.003194         73        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
     75/499      4.32G    0.01208    0.01102   0.003194         73        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     75/499      4.32G    0.01218    0.01086   0.003667         72        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
     75/499      4.32G    0.01218    0.01086   0.003667         72        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     75/499      4.32G    0.01208     0.0105   0.004079         66        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     75/499      4.32G    0.01208     0.0105   0.004079         66        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     75/499      4.32G     0.0121    0.01054   0.003884         66        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     75/499      4.32G     0.0121    0.01054   0.003884         66        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     75/499      4.32G    0.01202     0.0102   0.004173         62        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     75/499      4.32G    0.01202     0.0102   0.004173         62        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     75/499      4.32G    0.01189    0.01019   0.004118         77        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     75/499      4.32G    0.01189    0.01019   0.004118         77        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     75/499      4.32G    0.01205    0.01005   0.004024         59        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     75/499      4.32G    0.01205    0.01005   0.004024         59        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     75/499      4.32G    0.01199   0.009977   0.003983         58        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     75/499      4.32G    0.01199   0.009977   0.003983         58        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
     75/499      4.32G    0.01199   0.009976   0.004205         75        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
     75/499      4.32G    0.01199   0.009976   0.004205         75        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     75/499      4.32G      0.012    0.01002   0.004161         78        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     75/499      4.32G      0.012    0.01002   0.004161         78        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     75/499      4.32G    0.01204    0.01018   0.004101         80        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     75/499      4.32G    0.01204    0.01018   0.004101         80        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     75/499      4.32G    0.01204    0.01006   0.004115         57        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
     75/499      4.32G    0.01204    0.01006   0.004115         57        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     75/499      4.32G    0.01208    0.01004   0.004196         62        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     75/499      4.32G    0.01208    0.01004   0.004196         62        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
     75/499      4.32G    0.01208    0.01004   0.004301         73        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
     75/499      4.32G    0.01208    0.01004   0.004301         73        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     75/499      4.32G    0.01208   0.009971   0.004282         63        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     75/499      4.32G    0.01208   0.009971   0.004282         63        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     75/499      4.32G    0.01225   0.009867   0.004493         48        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     75/499      4.32G    0.01225   0.009867   0.004493         48        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     75/499      4.32G    0.01225   0.009872   0.004387         72        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     75/499      4.32G    0.01225   0.009872   0.004387         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     75/499      4.32G     0.0122   0.009917    0.00443         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     75/499      4.32G     0.0122   0.009917    0.00443         78        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     75/499      4.32G    0.01215    0.00985   0.004564         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     75/499      4.32G    0.01215    0.00985   0.004564         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.28it/s]
     75/499      4.32G    0.01218   0.009857   0.004789         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     75/499      4.32G    0.01218   0.009857   0.004789         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
     75/499      4.32G    0.01218   0.009895   0.004932         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
     75/499      4.32G    0.01218   0.009895   0.004932         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     75/499      4.32G    0.01215   0.009922   0.005201         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     75/499      4.32G    0.01215   0.009922   0.005201         65        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
     75/499      4.32G    0.01212   0.009915   0.005118         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
     75/499      4.32G    0.01212   0.009915   0.005118         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     75/499      4.32G    0.01213   0.009963    0.00514         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     75/499      4.32G    0.01213   0.009963    0.00514         73        640:  15%|#5        | 26/168 [00:04<00:27,  5.16it/s]
     75/499      4.32G    0.01207   0.009811   0.005031         40        640:  15%|#5        | 26/168 [00:05<00:27,  5.16it/s]
     75/499      4.32G    0.01207   0.009811   0.005031         40        640:  16%|#6        | 27/168 [00:05<00:27,  5.22it/s]
     75/499      4.32G    0.01212   0.009839   0.005098         79        640:  16%|#6        | 27/168 [00:05<00:27,  5.22it/s]
     75/499      4.32G    0.01212   0.009839   0.005098         79        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     75/499      4.32G    0.01208   0.009841    0.00502         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     75/499      4.32G    0.01208   0.009841    0.00502         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     75/499      4.32G    0.01207   0.009909   0.005032         84        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     75/499      4.32G    0.01207   0.009909   0.005032         84        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     75/499      4.32G    0.01211   0.009999   0.005136         79        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
     75/499      4.32G    0.01211   0.009999   0.005136         79        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
     75/499      4.32G    0.01214    0.01005   0.005145         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
     75/499      4.32G    0.01214    0.01005   0.005145         76        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     75/499      4.32G    0.01221    0.01006   0.005095         55        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     75/499      4.32G    0.01221    0.01006   0.005095         55        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     75/499      4.32G     0.0122    0.01013   0.005038         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     75/499      4.32G     0.0122    0.01013   0.005038         80        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     75/499      4.32G    0.01222    0.01007   0.005034         62        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     75/499      4.32G    0.01222    0.01007   0.005034         62        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     75/499      4.32G    0.01219    0.01011    0.00502         79        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     75/499      4.32G    0.01219    0.01011    0.00502         79        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     75/499      4.32G    0.01217    0.01006   0.004902         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     75/499      4.32G    0.01217    0.01006   0.004902         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     75/499      4.32G    0.01215    0.01009   0.004853         79        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
     75/499      4.32G    0.01215    0.01009   0.004853         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     75/499      4.32G     0.0121    0.01006   0.004816         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
     75/499      4.32G     0.0121    0.01006   0.004816         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
     75/499      4.32G    0.01214    0.01003   0.004789         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
     75/499      4.32G    0.01214    0.01003   0.004789         55        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     75/499      4.32G    0.01219    0.01003   0.004834         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     75/499      4.32G    0.01219    0.01003   0.004834         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     75/499      4.32G    0.01216    0.00999   0.004856         53        640:  24%|##4       | 41/168 [00:08<00:24,  5.25it/s]
     75/499      4.32G    0.01216    0.00999   0.004856         53        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     75/499      4.32G     0.0122    0.01005   0.004842         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
     75/499      4.32G     0.0122    0.01005   0.004842         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     75/499      4.32G    0.01222    0.01001   0.004882         59        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     75/499      4.32G    0.01222    0.01001   0.004882         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     75/499      4.32G    0.01229    0.01006   0.004984         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
     75/499      4.32G    0.01229    0.01006   0.004984         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     75/499      4.32G    0.01233    0.01005   0.005027         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     75/499      4.32G    0.01233    0.01005   0.005027         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     75/499      4.32G    0.01234    0.01006   0.004989         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
     75/499      4.32G    0.01234    0.01006   0.004989         74        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
     75/499      4.32G    0.01231    0.01001   0.004998         67        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
     75/499      4.32G    0.01231    0.01001   0.004998         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     75/499      4.32G     0.0123       0.01   0.004974         54        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     75/499      4.32G     0.0123       0.01   0.004974         54        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     75/499      4.32G    0.01226   0.009981    0.00504         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     75/499      4.32G    0.01226   0.009981    0.00504         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     75/499      4.32G    0.01229   0.009994   0.005009         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     75/499      4.32G    0.01229   0.009994   0.005009         65        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     75/499      4.32G    0.01227    0.01003   0.005025         89        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
     75/499      4.32G    0.01227    0.01003   0.005025         89        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
     75/499      4.32G    0.01225    0.01002   0.005021         67        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
     75/499      4.32G    0.01225    0.01002   0.005021         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     75/499      4.32G    0.01227   0.009969   0.004979         51        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     75/499      4.32G    0.01227   0.009969   0.004979         51        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     75/499      4.32G    0.01226   0.009953   0.004974         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
     75/499      4.32G    0.01226   0.009953   0.004974         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     75/499      4.32G    0.01225   0.009953    0.00493         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     75/499      4.32G    0.01225   0.009953    0.00493         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     75/499      4.32G    0.01224   0.009956   0.004933         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     75/499      4.32G    0.01224   0.009956   0.004933         75        640:  34%|###3      | 57/168 [00:10<00:21,  5.27it/s]
     75/499      4.32G     0.0122   0.009966   0.004938         81        640:  34%|###3      | 57/168 [00:11<00:21,  5.27it/s]
     75/499      4.32G     0.0122   0.009966   0.004938         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
     75/499      4.32G     0.0122       0.01    0.00489         86        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
     75/499      4.32G     0.0122       0.01    0.00489         86        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     75/499      4.32G    0.01218   0.009985   0.004888         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     75/499      4.32G    0.01218   0.009985   0.004888         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     75/499      4.32G    0.01219    0.01004   0.004867         79        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     75/499      4.32G    0.01219    0.01004   0.004867         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     75/499      4.32G    0.01219    0.01004   0.004876         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     75/499      4.32G    0.01219    0.01004   0.004876         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     75/499      4.32G    0.01217    0.01001   0.004868         57        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
     75/499      4.32G    0.01217    0.01001   0.004868         57        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     75/499      4.32G    0.01217       0.01   0.004849         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     75/499      4.32G    0.01217       0.01   0.004849         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     75/499      4.32G    0.01214    0.00995    0.00487         53        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     75/499      4.32G    0.01214    0.00995    0.00487         53        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     75/499      4.32G    0.01213    0.00994   0.004848         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     75/499      4.32G    0.01213    0.00994   0.004848         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     75/499      4.32G    0.01214   0.009958   0.004831         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     75/499      4.32G    0.01214   0.009958   0.004831         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     75/499      4.32G    0.01213   0.009945   0.004884         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     75/499      4.32G    0.01213   0.009945   0.004884         62        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
     75/499      4.32G    0.01211   0.009966   0.004854         77        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     75/499      4.32G    0.01211   0.009966   0.004854         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     75/499      4.32G    0.01214   0.009978   0.004902         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     75/499      4.32G    0.01214   0.009978   0.004902         68        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
     75/499      4.32G    0.01214    0.01003   0.004866         88        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
     75/499      4.32G    0.01214    0.01003   0.004866         88        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     75/499      4.32G    0.01212    0.01004   0.004862         80        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     75/499      4.32G    0.01212    0.01004   0.004862         80        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     75/499      4.32G     0.0121       0.01   0.004883         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     75/499      4.32G     0.0121       0.01   0.004883         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.14it/s]
     75/499      4.32G    0.01208    0.01001   0.004909         81        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
     75/499      4.32G    0.01208    0.01001   0.004909         81        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     75/499      4.32G    0.01208   0.009998    0.00493         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     75/499      4.32G    0.01208   0.009998    0.00493         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     75/499      4.32G    0.01206   0.009972   0.004897         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
     75/499      4.32G    0.01206   0.009972   0.004897         58        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
     75/499      4.32G    0.01206   0.009986    0.00487         72        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
     75/499      4.32G    0.01206   0.009986    0.00487         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     75/499      4.32G    0.01206   0.009971   0.004853         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     75/499      4.32G    0.01206   0.009971   0.004853         57        640:  46%|####6     | 78/168 [00:14<00:17,  5.22it/s]
     75/499      4.32G    0.01208   0.009983   0.004866         72        640:  46%|####6     | 78/168 [00:15<00:17,  5.22it/s]
     75/499      4.32G    0.01208   0.009983   0.004866         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     75/499      4.32G    0.01205   0.009986    0.00485         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     75/499      4.32G    0.01205   0.009986    0.00485         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.20it/s]
     75/499      4.32G    0.01204   0.009965   0.004858         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.20it/s]
     75/499      4.32G    0.01204   0.009965   0.004858         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     75/499      4.32G    0.01203   0.009974   0.004838         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     75/499      4.32G    0.01203   0.009974   0.004838         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     75/499      4.32G    0.01203   0.009982    0.00481         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     75/499      4.32G    0.01203   0.009982    0.00481         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     75/499      4.32G    0.01203   0.009988   0.004816         63        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
     75/499      4.32G    0.01203   0.009988   0.004816         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     75/499      4.32G    0.01202       0.01   0.004817         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     75/499      4.32G    0.01202       0.01   0.004817         72        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     75/499      4.32G    0.01204    0.01001   0.004843         58        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     75/499      4.32G    0.01204    0.01001   0.004843         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     75/499      4.32G    0.01203    0.01001   0.004815         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     75/499      4.32G    0.01203    0.01001   0.004815         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     75/499      4.32G    0.01203    0.01002   0.004821         84        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     75/499      4.32G    0.01203    0.01002   0.004821         84        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
     75/499      4.32G    0.01205    0.01003     0.0048         64        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
     75/499      4.32G    0.01205    0.01003     0.0048         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     75/499      4.32G    0.01204    0.01003   0.004779         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     75/499      4.32G    0.01204    0.01003   0.004779         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     75/499      4.32G    0.01203    0.01003    0.00478         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     75/499      4.32G    0.01203    0.01003    0.00478         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     75/499      4.32G    0.01201    0.01003   0.004751         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     75/499      4.32G    0.01201    0.01003   0.004751         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     75/499      4.32G      0.012    0.01004   0.004785         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
     75/499      4.32G      0.012    0.01004   0.004785         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     75/499      4.32G    0.01199    0.01004   0.004779         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     75/499      4.32G    0.01199    0.01004   0.004779         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     75/499      4.32G    0.01198    0.01006   0.004771         77        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
     75/499      4.32G    0.01198    0.01006   0.004771         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     75/499      4.32G    0.01197    0.01007   0.004765         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     75/499      4.32G    0.01197    0.01007   0.004765         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     75/499      4.32G    0.01197    0.01006   0.004756         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     75/499      4.32G    0.01197    0.01006   0.004756         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
     75/499      4.32G    0.01197    0.01006   0.004751         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
     75/499      4.32G    0.01197    0.01006   0.004751         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     75/499      4.32G    0.01198    0.01006   0.004754         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     75/499      4.32G    0.01198    0.01006   0.004754         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     75/499      4.32G    0.01196    0.01006   0.004772         72        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
     75/499      4.32G    0.01196    0.01006   0.004772         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     75/499      4.32G    0.01199    0.01005   0.004811         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
     75/499      4.32G    0.01199    0.01005   0.004811         67        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     75/499      4.32G      0.012    0.01004    0.00478         53        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     75/499      4.32G      0.012    0.01004    0.00478         53        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     75/499      4.32G      0.012    0.01003   0.004782         53        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     75/499      4.32G      0.012    0.01003   0.004782         53        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     75/499      4.32G      0.012    0.01005   0.004769         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     75/499      4.32G      0.012    0.01005   0.004769         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
     75/499      4.32G      0.012    0.01006   0.004751         75        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
     75/499      4.32G      0.012    0.01006   0.004751         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     75/499      4.32G    0.01202    0.01007   0.004768         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     75/499      4.32G    0.01202    0.01007   0.004768         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.17it/s]
     75/499      4.32G    0.01202    0.01007   0.004751         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.17it/s]
     75/499      4.32G    0.01202    0.01007   0.004751         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     75/499      4.32G    0.01202    0.01008   0.004736         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     75/499      4.32G    0.01202    0.01008   0.004736         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
     75/499      4.32G    0.01203    0.01009   0.004718         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
     75/499      4.32G    0.01203    0.01009   0.004718         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     75/499      4.32G    0.01203    0.01007   0.004687         65        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     75/499      4.32G    0.01203    0.01007   0.004687         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
     75/499      4.32G    0.01204    0.01008    0.00468         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
     75/499      4.32G    0.01204    0.01008    0.00468         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     75/499      4.32G    0.01203    0.01008   0.004681         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     75/499      4.32G    0.01203    0.01008   0.004681         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     75/499      4.32G    0.01202    0.01008   0.004652         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     75/499      4.32G    0.01202    0.01008   0.004652         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     75/499      4.32G      0.012    0.01006   0.004671         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     75/499      4.32G      0.012    0.01006   0.004671         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     75/499      4.32G    0.01201    0.01005   0.004649         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     75/499      4.32G    0.01201    0.01005   0.004649         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.14it/s]
     75/499      4.32G      0.012    0.01005   0.004672         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
     75/499      4.32G      0.012    0.01005   0.004672         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     75/499      4.32G      0.012    0.01004   0.004669         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     75/499      4.32G      0.012    0.01004   0.004669         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     75/499      4.32G    0.01201    0.01006   0.004669         82        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     75/499      4.32G    0.01201    0.01006   0.004669         82        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     75/499      4.32G    0.01201    0.01008   0.004672         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     75/499      4.32G    0.01201    0.01008   0.004672         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     75/499      4.32G    0.01201    0.01008   0.004656         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     75/499      4.32G    0.01201    0.01008   0.004656         61        640:  71%|#######1  | 120/168 [00:22<00:09,  4.97it/s]
     75/499      4.32G    0.01203    0.01008   0.004644         68        640:  71%|#######1  | 120/168 [00:23<00:09,  4.97it/s]
     75/499      4.32G    0.01203    0.01008   0.004644         68        640:  72%|#######2  | 121/168 [00:23<00:09,  4.93it/s]
     75/499      4.32G    0.01202     0.0101   0.004645         82        640:  72%|#######2  | 121/168 [00:23<00:09,  4.93it/s]
     75/499      4.32G    0.01202     0.0101   0.004645         82        640:  73%|#######2  | 122/168 [00:23<00:09,  5.08it/s]
     75/499      4.32G    0.01202    0.01013   0.004637         78        640:  73%|#######2  | 122/168 [00:23<00:09,  5.08it/s]
     75/499      4.32G    0.01202    0.01013   0.004637         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.19it/s]
     75/499      4.32G    0.01201    0.01015   0.004655         85        640:  73%|#######3  | 123/168 [00:23<00:08,  5.19it/s]
     75/499      4.32G    0.01201    0.01015   0.004655         85        640:  74%|#######3  | 124/168 [00:23<00:08,  5.10it/s]
     75/499      4.32G      0.012    0.01016   0.004652         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.10it/s]
     75/499      4.32G      0.012    0.01016   0.004652         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
     75/499      4.32G      0.012    0.01019   0.004661         85        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
     75/499      4.32G      0.012    0.01019   0.004661         85        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     75/499      4.32G    0.01201    0.01022   0.004649         81        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     75/499      4.32G    0.01201    0.01022   0.004649         81        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     75/499      4.32G    0.01203    0.01022   0.004635         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     75/499      4.32G    0.01203    0.01022   0.004635         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.18it/s]
     75/499      4.32G    0.01204    0.01025   0.004632         90        640:  76%|#######6  | 128/168 [00:24<00:07,  5.18it/s]
     75/499      4.32G    0.01204    0.01025   0.004632         90        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
     75/499      4.32G    0.01205    0.01026   0.004622         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
     75/499      4.32G    0.01205    0.01026   0.004622         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
     75/499      4.32G    0.01205    0.01026    0.00461         76        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
     75/499      4.32G    0.01205    0.01026    0.00461         76        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     75/499      4.32G    0.01206    0.01026   0.004592         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     75/499      4.32G    0.01206    0.01026   0.004592         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     75/499      4.32G    0.01206    0.01025    0.00458         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     75/499      4.32G    0.01206    0.01025    0.00458         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     75/499      4.32G    0.01205    0.01025   0.004585         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
     75/499      4.32G    0.01205    0.01025   0.004585         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     75/499      4.32G    0.01205    0.01026   0.004593         90        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     75/499      4.32G    0.01205    0.01026   0.004593         90        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     75/499      4.32G    0.01204    0.01025   0.004598         63        640:  80%|########  | 135/168 [00:26<00:06,  5.32it/s]
     75/499      4.32G    0.01204    0.01025   0.004598         63        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     75/499      4.32G    0.01204    0.01026   0.004602         73        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     75/499      4.32G    0.01204    0.01026   0.004602         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     75/499      4.32G    0.01203    0.01026   0.004611         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     75/499      4.32G    0.01203    0.01026   0.004611         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     75/499      4.32G    0.01203    0.01025   0.004591         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     75/499      4.32G    0.01203    0.01025   0.004591         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     75/499      4.32G    0.01201    0.01024   0.004593         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     75/499      4.32G    0.01201    0.01024   0.004593         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     75/499      4.32G      0.012    0.01025   0.004595         82        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
     75/499      4.32G      0.012    0.01025   0.004595         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
     75/499      4.32G      0.012    0.01024   0.004588         54        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
     75/499      4.32G      0.012    0.01024   0.004588         54        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     75/499      4.32G    0.01199    0.01025   0.004576         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     75/499      4.32G    0.01199    0.01025   0.004576         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     75/499      4.32G    0.01199    0.01024   0.004575         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     75/499      4.32G    0.01199    0.01024   0.004575         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     75/499      4.32G    0.01199    0.01025   0.004563         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
     75/499      4.32G    0.01199    0.01025   0.004563         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     75/499      4.32G    0.01199    0.01026   0.004562         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     75/499      4.32G    0.01199    0.01026   0.004562         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     75/499      4.32G    0.01199    0.01024   0.004553         53        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
     75/499      4.32G    0.01199    0.01024   0.004553         53        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
     75/499      4.32G    0.01199    0.01024   0.004552         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
     75/499      4.32G    0.01199    0.01024   0.004552         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
     75/499      4.32G    0.01198    0.01024   0.004524         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
     75/499      4.32G    0.01198    0.01024   0.004524         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     75/499      4.32G    0.01198    0.01023   0.004495         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     75/499      4.32G    0.01198    0.01023   0.004495         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     75/499      4.32G    0.01197    0.01023   0.004485         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     75/499      4.32G    0.01197    0.01023   0.004485         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
     75/499      4.32G    0.01199     0.0102   0.004526         45        640:  90%|########9 | 151/168 [00:29<00:03,  5.16it/s]
     75/499      4.32G    0.01199     0.0102   0.004526         45        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
     75/499      4.32G    0.01198     0.0102   0.004519         67        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
     75/499      4.32G    0.01198     0.0102   0.004519         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
     75/499      4.32G    0.01199    0.01021    0.00451         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
     75/499      4.32G    0.01199    0.01021    0.00451         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     75/499      4.32G    0.01198    0.01022   0.004496         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     75/499      4.32G    0.01198    0.01022   0.004496         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
     75/499      4.32G    0.01198    0.01021     0.0045         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
     75/499      4.32G    0.01198    0.01021     0.0045         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.22it/s]
     75/499      4.32G    0.01198    0.01022    0.00448         71        640:  93%|#########2| 156/168 [00:30<00:02,  5.22it/s]
     75/499      4.32G    0.01198    0.01022    0.00448         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
     75/499      4.32G    0.01198    0.01022   0.004489         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
     75/499      4.32G    0.01198    0.01022   0.004489         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     75/499      4.32G    0.01198    0.01021   0.004491         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     75/499      4.32G    0.01198    0.01021   0.004491         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     75/499      4.32G    0.01198    0.01022   0.004485         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     75/499      4.32G    0.01198    0.01022   0.004485         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
     75/499      4.32G    0.01198    0.01021   0.004473         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
     75/499      4.32G    0.01198    0.01021   0.004473         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.14it/s]
     75/499      4.32G    0.01198    0.01022   0.004469         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.14it/s]
     75/499      4.32G    0.01198    0.01022   0.004469         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.21it/s]
     75/499      4.32G    0.01199    0.01023   0.004486         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.21it/s]
     75/499      4.32G    0.01199    0.01023   0.004486         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.05it/s]
     75/499      4.32G    0.01198    0.01022   0.004479         56        640:  97%|#########7| 163/168 [00:31<00:00,  5.05it/s]
     75/499      4.32G    0.01198    0.01022   0.004479         56        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
     75/499      4.32G    0.01199    0.01024   0.004493         81        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
     75/499      4.32G    0.01199    0.01024   0.004493         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     75/499      4.32G    0.01198    0.01025   0.004493         92        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     75/499      4.32G    0.01198    0.01025   0.004493         92        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     75/499      4.32G    0.01198    0.01026   0.004486         85        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     75/499      4.32G    0.01198    0.01026   0.004486         85        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
     75/499      4.32G    0.01198    0.01026   0.004486         35        640:  99%|#########9| 167/168 [00:32<00:00,  5.18it/s]
     75/499      4.32G    0.01198    0.01026   0.004486         35        640: 100%|##########| 168/168 [00:32<00:00,  5.39it/s]
     75/499      4.32G    0.01198    0.01026   0.004486         35        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.822      0.858      0.865      0.747

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     76/499      4.32G   0.009224    0.01022   0.003872         78        640:   0%|          | 0/168 [00:00<?, ?it/s]
     76/499      4.32G   0.009224    0.01022   0.003872         78        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
     76/499      4.32G    0.00951   0.008645   0.003952         51        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
     76/499      4.32G    0.00951   0.008645   0.003952         51        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     76/499      4.32G    0.01021   0.008853   0.003852         62        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     76/499      4.32G    0.01021   0.008853   0.003852         62        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     76/499      4.32G    0.01072   0.009604   0.004662         73        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
     76/499      4.32G    0.01072   0.009604   0.004662         73        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     76/499      4.32G    0.01068   0.009844   0.004404         76        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     76/499      4.32G    0.01068   0.009844   0.004404         76        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
     76/499      4.32G    0.01107   0.009887   0.004409         63        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
     76/499      4.32G    0.01107   0.009887   0.004409         63        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     76/499      4.32G    0.01152   0.009941   0.004451         60        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     76/499      4.32G    0.01152   0.009941   0.004451         60        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     76/499      4.32G    0.01177    0.01007   0.004402         76        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     76/499      4.32G    0.01177    0.01007   0.004402         76        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     76/499      4.32G    0.01191    0.01034   0.004353         80        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
     76/499      4.32G    0.01191    0.01034   0.004353         80        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
     76/499      4.32G    0.01175    0.01023   0.004329         65        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
     76/499      4.32G    0.01175    0.01023   0.004329         65        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
     76/499      4.32G      0.012     0.0101    0.00417         51        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
     76/499      4.32G      0.012     0.0101    0.00417         51        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     76/499      4.32G    0.01192    0.01021   0.004042         75        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     76/499      4.32G    0.01192    0.01021   0.004042         75        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     76/499      4.32G    0.01181    0.01015   0.004083         70        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     76/499      4.32G    0.01181    0.01015   0.004083         70        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     76/499      4.32G    0.01173    0.01023   0.004039         80        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     76/499      4.32G    0.01173    0.01023   0.004039         80        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     76/499      4.32G    0.01166     0.0102   0.004039         60        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     76/499      4.32G    0.01166     0.0102   0.004039         60        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     76/499      4.32G    0.01155    0.01029   0.004091         81        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     76/499      4.32G    0.01155    0.01029   0.004091         81        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     76/499      4.32G    0.01147    0.01023   0.004266         64        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     76/499      4.32G    0.01147    0.01023   0.004266         64        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     76/499      4.32G    0.01156    0.01023   0.004313         69        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
     76/499      4.32G    0.01156    0.01023   0.004313         69        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     76/499      4.32G    0.01158     0.0102   0.004273         64        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
     76/499      4.32G    0.01158     0.0102   0.004273         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
     76/499      4.32G    0.01169    0.01025   0.004204         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
     76/499      4.32G    0.01169    0.01025   0.004204         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     76/499      4.32G    0.01165    0.01032   0.004152         77        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
     76/499      4.32G    0.01165    0.01032   0.004152         77        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     76/499      4.32G    0.01162    0.01026   0.004082         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     76/499      4.32G    0.01162    0.01026   0.004082         69        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     76/499      4.32G    0.01163    0.01036   0.003988         79        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
     76/499      4.32G    0.01163    0.01036   0.003988         79        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     76/499      4.32G    0.01168    0.01049   0.004089         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     76/499      4.32G    0.01168    0.01049   0.004089         75        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     76/499      4.32G    0.01164    0.01043   0.004206         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     76/499      4.32G    0.01164    0.01043   0.004206         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     76/499      4.32G    0.01166    0.01036   0.004387         50        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     76/499      4.32G    0.01166    0.01036   0.004387         50        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
     76/499      4.32G    0.01168    0.01044   0.004344         76        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
     76/499      4.32G    0.01168    0.01044   0.004344         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     76/499      4.32G    0.01169    0.01038   0.004366         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     76/499      4.32G    0.01169    0.01038   0.004366         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     76/499      4.32G    0.01169    0.01032   0.004422         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     76/499      4.32G    0.01169    0.01032   0.004422         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     76/499      4.32G     0.0117    0.01025   0.004297         43        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     76/499      4.32G     0.0117    0.01025   0.004297         43        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     76/499      4.32G    0.01172    0.01028   0.004282         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
     76/499      4.32G    0.01172    0.01028   0.004282         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     76/499      4.32G    0.01174    0.01028   0.004259         69        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     76/499      4.32G    0.01174    0.01028   0.004259         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     76/499      4.32G    0.01173    0.01039   0.004308         97        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     76/499      4.32G    0.01173    0.01039   0.004308         97        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     76/499      4.32G    0.01172     0.0104   0.004283         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
     76/499      4.32G    0.01172     0.0104   0.004283         67        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     76/499      4.32G    0.01177    0.01042   0.004263         68        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     76/499      4.32G    0.01177    0.01042   0.004263         68        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     76/499      4.32G    0.01176    0.01041   0.004216         74        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     76/499      4.32G    0.01176    0.01041   0.004216         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
     76/499      4.32G    0.01175    0.01044   0.004281         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
     76/499      4.32G    0.01175    0.01044   0.004281         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     76/499      4.32G    0.01178    0.01047   0.004351         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     76/499      4.32G    0.01178    0.01047   0.004351         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     76/499      4.32G    0.01176    0.01044   0.004287         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     76/499      4.32G    0.01176    0.01044   0.004287         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     76/499      4.32G     0.0118    0.01041   0.004256         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     76/499      4.32G     0.0118    0.01041   0.004256         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     76/499      4.32G     0.0118    0.01035   0.004315         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     76/499      4.32G     0.0118    0.01035   0.004315         62        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     76/499      4.32G    0.01177     0.0103   0.004378         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
     76/499      4.32G    0.01177     0.0103   0.004378         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
     76/499      4.32G    0.01179    0.01032   0.004339         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     76/499      4.32G    0.01179    0.01032   0.004339         76        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     76/499      4.32G    0.01181    0.01029   0.004326         55        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     76/499      4.32G    0.01181    0.01029   0.004326         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     76/499      4.32G    0.01178    0.01029   0.004334         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     76/499      4.32G    0.01178    0.01029   0.004334         74        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     76/499      4.32G    0.01182    0.01028   0.004345         62        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     76/499      4.32G    0.01182    0.01028   0.004345         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     76/499      4.32G    0.01183    0.01032   0.004337         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     76/499      4.32G    0.01183    0.01032   0.004337         74        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     76/499      4.32G    0.01186    0.01032    0.00431         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     76/499      4.32G    0.01186    0.01032    0.00431         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     76/499      4.32G    0.01185     0.0103   0.004297         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
     76/499      4.32G    0.01185     0.0103   0.004297         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     76/499      4.32G    0.01183     0.0103    0.00429         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     76/499      4.32G    0.01183     0.0103    0.00429         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     76/499      4.32G    0.01185     0.0103   0.004282         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     76/499      4.32G    0.01185     0.0103   0.004282         70        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     76/499      4.32G    0.01183    0.01028   0.004279         66        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     76/499      4.32G    0.01183    0.01028   0.004279         66        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     76/499      4.32G    0.01182    0.01027   0.004276         69        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     76/499      4.32G    0.01182    0.01027   0.004276         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     76/499      4.32G    0.01184    0.01028   0.004287         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     76/499      4.32G    0.01184    0.01028   0.004287         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     76/499      4.32G    0.01182    0.01031   0.004283         79        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
     76/499      4.32G    0.01182    0.01031   0.004283         79        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     76/499      4.32G    0.01179    0.01031   0.004266         76        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     76/499      4.32G    0.01179    0.01031   0.004266         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     76/499      4.32G    0.01181    0.01031   0.004231         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     76/499      4.32G    0.01181    0.01031   0.004231         71        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
     76/499      4.32G     0.0118    0.01028   0.004215         62        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
     76/499      4.32G     0.0118    0.01028   0.004215         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
     76/499      4.32G    0.01179    0.01029   0.004182         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
     76/499      4.32G    0.01179    0.01029   0.004182         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     76/499      4.32G    0.01181    0.01027   0.004195         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     76/499      4.32G    0.01181    0.01027   0.004195         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     76/499      4.32G     0.0118    0.01028   0.004156         85        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     76/499      4.32G     0.0118    0.01028   0.004156         85        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     76/499      4.32G    0.01181    0.01028   0.004186         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
     76/499      4.32G    0.01181    0.01028   0.004186         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     76/499      4.32G    0.01181    0.01027   0.004202         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     76/499      4.32G    0.01181    0.01027   0.004202         70        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     76/499      4.32G    0.01183    0.01029   0.004164         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     76/499      4.32G    0.01183    0.01029   0.004164         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     76/499      4.32G    0.01181    0.01024   0.004219         64        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     76/499      4.32G    0.01181    0.01024   0.004219         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     76/499      4.32G    0.01182    0.01027   0.004198         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     76/499      4.32G    0.01182    0.01027   0.004198         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     76/499      4.32G    0.01181    0.01026   0.004228         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     76/499      4.32G    0.01181    0.01026   0.004228         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     76/499      4.32G    0.01178    0.01021   0.004223         43        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     76/499      4.32G    0.01178    0.01021   0.004223         43        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
     76/499      4.32G    0.01177     0.0102   0.004191         64        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
     76/499      4.32G    0.01177     0.0102   0.004191         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     76/499      4.32G    0.01176    0.01018   0.004191         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     76/499      4.32G    0.01176    0.01018   0.004191         70        640:  42%|####1     | 70/168 [00:13<00:19,  5.10it/s]
     76/499      4.32G    0.01178    0.01015   0.004192         55        640:  42%|####1     | 70/168 [00:13<00:19,  5.10it/s]
     76/499      4.32G    0.01178    0.01015   0.004192         55        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     76/499      4.32G    0.01178    0.01017   0.004254         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     76/499      4.32G    0.01178    0.01017   0.004254         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     76/499      4.32G    0.01177    0.01017   0.004259         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     76/499      4.32G    0.01177    0.01017   0.004259         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.13it/s]
     76/499      4.32G    0.01176    0.01015   0.004258         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
     76/499      4.32G    0.01176    0.01015   0.004258         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
     76/499      4.32G    0.01176    0.01013   0.004285         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
     76/499      4.32G    0.01176    0.01013   0.004285         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
     76/499      4.32G    0.01178    0.01014   0.004304         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
     76/499      4.32G    0.01178    0.01014   0.004304         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     76/499      4.32G    0.01178    0.01016   0.004302         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     76/499      4.32G    0.01178    0.01016   0.004302         81        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     76/499      4.32G    0.01175    0.01015   0.004303         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     76/499      4.32G    0.01175    0.01015   0.004303         74        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
     76/499      4.32G    0.01173    0.01013   0.004295         60        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     76/499      4.32G    0.01173    0.01013   0.004295         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     76/499      4.32G    0.01175    0.01012   0.004291         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     76/499      4.32G    0.01175    0.01012   0.004291         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     76/499      4.32G    0.01173    0.01009   0.004285         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     76/499      4.32G    0.01173    0.01009   0.004285         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     76/499      4.32G    0.01175    0.01009   0.004271         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     76/499      4.32G    0.01175    0.01009   0.004271         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     76/499      4.32G    0.01175     0.0101   0.004255         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     76/499      4.32G    0.01175     0.0101   0.004255         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     76/499      4.32G    0.01174    0.01009    0.00424         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     76/499      4.32G    0.01174    0.01009    0.00424         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
     76/499      4.32G    0.01174     0.0101   0.004201         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     76/499      4.32G    0.01174     0.0101   0.004201         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     76/499      4.32G    0.01173     0.0101    0.00417         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
     76/499      4.32G    0.01173     0.0101    0.00417         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     76/499      4.32G    0.01173     0.0101   0.004141         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     76/499      4.32G    0.01173     0.0101   0.004141         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     76/499      4.32G    0.01172    0.01008   0.004134         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     76/499      4.32G    0.01172    0.01008   0.004134         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     76/499      4.32G    0.01173    0.01007   0.004173         52        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     76/499      4.32G    0.01173    0.01007   0.004173         52        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
     76/499      4.32G    0.01172    0.01007   0.004185         68        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
     76/499      4.32G    0.01172    0.01007   0.004185         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     76/499      4.32G    0.01173    0.01007   0.004158         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     76/499      4.32G    0.01173    0.01007   0.004158         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     76/499      4.32G    0.01171    0.01006    0.00418         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     76/499      4.32G    0.01171    0.01006    0.00418         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     76/499      4.32G    0.01174    0.01006    0.00419         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     76/499      4.32G    0.01174    0.01006    0.00419         61        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     76/499      4.32G    0.01174    0.01004   0.004184         66        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
     76/499      4.32G    0.01174    0.01004   0.004184         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     76/499      4.32G    0.01175    0.01005   0.004207         64        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     76/499      4.32G    0.01175    0.01005   0.004207         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     76/499      4.32G    0.01175    0.01006   0.004225         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     76/499      4.32G    0.01175    0.01006   0.004225         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     76/499      4.32G    0.01175    0.01006   0.004218         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     76/499      4.32G    0.01175    0.01006   0.004218         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     76/499      4.32G    0.01174    0.01007   0.004208         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     76/499      4.32G    0.01174    0.01007   0.004208         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     76/499      4.32G    0.01177    0.01007   0.004241         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
     76/499      4.32G    0.01177    0.01007   0.004241         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     76/499      4.32G    0.01175    0.01005   0.004228         53        640:  59%|#####8    | 99/168 [00:19<00:12,  5.36it/s]
     76/499      4.32G    0.01175    0.01005   0.004228         53        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     76/499      4.32G    0.01173    0.01005   0.004225         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
     76/499      4.32G    0.01173    0.01005   0.004225         68        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     76/499      4.32G    0.01173    0.01005   0.004221         66        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
     76/499      4.32G    0.01173    0.01005   0.004221         66        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
     76/499      4.32G    0.01173    0.01005   0.004218         65        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
     76/499      4.32G    0.01173    0.01005   0.004218         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     76/499      4.32G    0.01171    0.01005   0.004223         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     76/499      4.32G    0.01171    0.01005   0.004223         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     76/499      4.32G    0.01174    0.01007   0.004224         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
     76/499      4.32G    0.01174    0.01007   0.004224         70        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
     76/499      4.32G    0.01175    0.01008   0.004232         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
     76/499      4.32G    0.01175    0.01008   0.004232         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
     76/499      4.32G    0.01176    0.01008   0.004219         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
     76/499      4.32G    0.01176    0.01008   0.004219         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
     76/499      4.32G    0.01176    0.01007   0.004187         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
     76/499      4.32G    0.01176    0.01007   0.004187         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     76/499      4.32G    0.01176    0.01009   0.004202         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
     76/499      4.32G    0.01176    0.01009   0.004202         84        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     76/499      4.32G    0.01175    0.01008   0.004208         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
     76/499      4.32G    0.01175    0.01008   0.004208         60        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
     76/499      4.32G    0.01174    0.01006   0.004228         59        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
     76/499      4.32G    0.01174    0.01006   0.004228         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     76/499      4.32G    0.01175    0.01008   0.004209         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
     76/499      4.32G    0.01175    0.01008   0.004209         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     76/499      4.32G    0.01175    0.01006   0.004219         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     76/499      4.32G    0.01175    0.01006   0.004219         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
     76/499      4.32G    0.01175    0.01005   0.004234         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
     76/499      4.32G    0.01175    0.01005   0.004234         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     76/499      4.32G    0.01174    0.01003   0.004233         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
     76/499      4.32G    0.01174    0.01003   0.004233         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
     76/499      4.32G    0.01174    0.01001   0.004236         56        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
     76/499      4.32G    0.01174    0.01001   0.004236         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     76/499      4.32G    0.01175    0.01002   0.004261         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     76/499      4.32G    0.01175    0.01002   0.004261         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     76/499      4.32G    0.01175    0.01005   0.004255         85        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
     76/499      4.32G    0.01175    0.01005   0.004255         85        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     76/499      4.32G    0.01176    0.01004   0.004235         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
     76/499      4.32G    0.01176    0.01004   0.004235         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     76/499      4.32G    0.01175    0.01003   0.004213         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
     76/499      4.32G    0.01175    0.01003   0.004213         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     76/499      4.32G    0.01175    0.01001   0.004196         55        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     76/499      4.32G    0.01175    0.01001   0.004196         55        640:  72%|#######2  | 121/168 [00:22<00:09,  5.15it/s]
     76/499      4.32G    0.01176   0.009985   0.004221         52        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     76/499      4.32G    0.01176   0.009985   0.004221         52        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     76/499      4.32G    0.01176   0.009995   0.004223         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     76/499      4.32G    0.01176   0.009995   0.004223         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     76/499      4.32G    0.01176    0.01001   0.004234         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
     76/499      4.32G    0.01176    0.01001   0.004234         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     76/499      4.32G    0.01176    0.01001   0.004224         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
     76/499      4.32G    0.01176    0.01001   0.004224         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     76/499      4.32G    0.01175    0.01001   0.004224         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     76/499      4.32G    0.01175    0.01001   0.004224         77        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
     76/499      4.32G    0.01177   0.009998   0.004286         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     76/499      4.32G    0.01177   0.009998   0.004286         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     76/499      4.32G    0.01176   0.009996   0.004276         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     76/499      4.32G    0.01176   0.009996   0.004276         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     76/499      4.32G    0.01177    0.01001   0.004288         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     76/499      4.32G    0.01177    0.01001   0.004288         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     76/499      4.32G    0.01176    0.01002   0.004302         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     76/499      4.32G    0.01176    0.01002   0.004302         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     76/499      4.32G    0.01176    0.01002   0.004289         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
     76/499      4.32G    0.01176    0.01002   0.004289         61        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     76/499      4.32G    0.01177       0.01   0.004312         61        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     76/499      4.32G    0.01177       0.01   0.004312         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     76/499      4.32G    0.01178       0.01   0.004295         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     76/499      4.32G    0.01178       0.01   0.004295         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     76/499      4.32G    0.01177    0.01002   0.004283         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     76/499      4.32G    0.01177    0.01002   0.004283         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     76/499      4.32G    0.01176   0.009997   0.004278         49        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     76/499      4.32G    0.01176   0.009997   0.004278         49        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     76/499      4.32G    0.01177    0.01001   0.004275         72        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     76/499      4.32G    0.01177    0.01001   0.004275         72        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     76/499      4.32G    0.01179    0.01002    0.00427         69        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     76/499      4.32G    0.01179    0.01002    0.00427         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
     76/499      4.32G    0.01179    0.01001   0.004264         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
     76/499      4.32G    0.01179    0.01001   0.004264         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     76/499      4.32G    0.01178   0.009995   0.004268         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     76/499      4.32G    0.01178   0.009995   0.004268         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     76/499      4.32G    0.01179    0.00999   0.004279         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     76/499      4.32G    0.01179    0.00999   0.004279         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     76/499      4.32G    0.01179   0.009978   0.004286         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     76/499      4.32G    0.01179   0.009978   0.004286         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     76/499      4.32G     0.0118   0.009963   0.004276         59        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
     76/499      4.32G     0.0118   0.009963   0.004276         59        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
     76/499      4.32G    0.01179   0.009963   0.004274         64        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
     76/499      4.32G    0.01179   0.009963   0.004274         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
     76/499      4.32G     0.0118   0.009992   0.004301        102        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
     76/499      4.32G     0.0118   0.009992   0.004301        102        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
     76/499      4.32G     0.0118    0.01002   0.004313         82        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
     76/499      4.32G     0.0118    0.01002   0.004313         82        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     76/499      4.32G    0.01181    0.01003   0.004307         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
     76/499      4.32G    0.01181    0.01003   0.004307         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     76/499      4.32G    0.01181    0.01003   0.004326         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     76/499      4.32G    0.01181    0.01003   0.004326         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
     76/499      4.32G    0.01182    0.01004   0.004314         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     76/499      4.32G    0.01182    0.01004   0.004314         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     76/499      4.32G    0.01182    0.01005   0.004312         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     76/499      4.32G    0.01182    0.01005   0.004312         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     76/499      4.32G    0.01182    0.01006   0.004331         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
     76/499      4.32G    0.01182    0.01006   0.004331         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     76/499      4.32G    0.01182    0.01006   0.004344         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
     76/499      4.32G    0.01182    0.01006   0.004344         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     76/499      4.32G    0.01182    0.01006   0.004343         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
     76/499      4.32G    0.01182    0.01006   0.004343         71        640:  90%|######### | 152/168 [00:28<00:03,  5.21it/s]
     76/499      4.32G    0.01182    0.01006   0.004341         59        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
     76/499      4.32G    0.01182    0.01006   0.004341         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     76/499      4.32G    0.01184    0.01003   0.004331         48        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
     76/499      4.32G    0.01184    0.01003   0.004331         48        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     76/499      4.32G    0.01184    0.01003   0.004324         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     76/499      4.32G    0.01184    0.01003   0.004324         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     76/499      4.32G    0.01184    0.01005   0.004316         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     76/499      4.32G    0.01184    0.01005   0.004316         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     76/499      4.32G    0.01185    0.01005   0.004314         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     76/499      4.32G    0.01185    0.01005   0.004314         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     76/499      4.32G    0.01185    0.01005   0.004315         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     76/499      4.32G    0.01185    0.01005   0.004315         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
     76/499      4.32G    0.01185    0.01006   0.004303         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
     76/499      4.32G    0.01185    0.01006   0.004303         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     76/499      4.32G    0.01187    0.01005    0.00432         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
     76/499      4.32G    0.01187    0.01005    0.00432         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     76/499      4.32G    0.01187    0.01006   0.004331         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     76/499      4.32G    0.01187    0.01006   0.004331         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     76/499      4.32G    0.01187    0.01007   0.004349         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     76/499      4.32G    0.01187    0.01007   0.004349         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     76/499      4.32G    0.01187    0.01008   0.004344         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
     76/499      4.32G    0.01187    0.01008   0.004344         71        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
     76/499      4.32G    0.01187    0.01007   0.004361         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     76/499      4.32G    0.01187    0.01007   0.004361         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     76/499      4.32G    0.01187    0.01005   0.004369         53        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     76/499      4.32G    0.01187    0.01005   0.004369         53        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     76/499      4.32G    0.01187    0.01006   0.004397         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     76/499      4.32G    0.01187    0.01006   0.004397         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     76/499      4.32G    0.01187    0.01007   0.004403         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
     76/499      4.32G    0.01187    0.01007   0.004403         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     76/499      4.32G    0.01186    0.01007   0.004411         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
     76/499      4.32G    0.01186    0.01007   0.004411         32        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     76/499      4.32G    0.01186    0.01007   0.004411         32        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.826      0.858       0.86      0.746

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     77/499      4.32G    0.01182    0.01141   0.002497         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
     77/499      4.32G    0.01182    0.01141   0.002497         73        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     77/499      4.32G    0.01205    0.01077   0.003263         65        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     77/499      4.32G    0.01205    0.01077   0.003263         65        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     77/499      4.32G    0.01246   0.009667   0.003417         48        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     77/499      4.32G    0.01246   0.009667   0.003417         48        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     77/499      4.32G    0.01242   0.009947   0.003161         80        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     77/499      4.32G    0.01242   0.009947   0.003161         80        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     77/499      4.32G    0.01245   0.009626   0.003177         59        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
     77/499      4.32G    0.01245   0.009626   0.003177         59        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
     77/499      4.32G    0.01243    0.00979   0.003299         60        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
     77/499      4.32G    0.01243    0.00979   0.003299         60        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     77/499      4.32G    0.01239   0.009768   0.003496         77        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     77/499      4.32G    0.01239   0.009768   0.003496         77        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     77/499      4.32G    0.01244    0.00968   0.004031         63        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     77/499      4.32G    0.01244    0.00968   0.004031         63        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     77/499      4.32G    0.01232   0.009848   0.003814         81        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     77/499      4.32G    0.01232   0.009848   0.003814         81        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     77/499      4.32G    0.01247   0.009886   0.004018         66        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
     77/499      4.32G    0.01247   0.009886   0.004018         66        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
     77/499      4.32G     0.0124   0.009987   0.003909         75        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
     77/499      4.32G     0.0124   0.009987   0.003909         75        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     77/499      4.32G    0.01253    0.01017   0.003674         74        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     77/499      4.32G    0.01253    0.01017   0.003674         74        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     77/499      4.32G    0.01241    0.01015   0.003731         76        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     77/499      4.32G    0.01241    0.01015   0.003731         76        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     77/499      4.32G    0.01256    0.01017    0.00376         59        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     77/499      4.32G    0.01256    0.01017    0.00376         59        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     77/499      4.32G    0.01254     0.0101   0.003583         63        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
     77/499      4.32G    0.01254     0.0101   0.003583         63        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
     77/499      4.32G    0.01253    0.01008    0.00392         66        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
     77/499      4.32G    0.01253    0.01008    0.00392         66        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     77/499      4.32G    0.01241    0.01003   0.004011         66        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     77/499      4.32G    0.01241    0.01003   0.004011         66        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     77/499      4.32G    0.01227   0.009906   0.004073         58        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
     77/499      4.32G    0.01227   0.009906   0.004073         58        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     77/499      4.32G    0.01216   0.009896   0.004057         77        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     77/499      4.32G    0.01216   0.009896   0.004057         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     77/499      4.32G    0.01215   0.009856     0.0044         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     77/499      4.32G    0.01215   0.009856     0.0044         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     77/499      4.32G    0.01216   0.009975    0.00442         74        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     77/499      4.32G    0.01216   0.009975    0.00442         74        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
     77/499      4.32G    0.01207   0.009891   0.004378         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
     77/499      4.32G    0.01207   0.009891   0.004378         68        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
     77/499      4.32G    0.01208   0.009904    0.00433         68        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
     77/499      4.32G    0.01208   0.009904    0.00433         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
     77/499      4.32G    0.01198   0.009839    0.00431         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
     77/499      4.32G    0.01198   0.009839    0.00431         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
     77/499      4.32G    0.01197   0.009911   0.004354         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
     77/499      4.32G    0.01197   0.009911   0.004354         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
     77/499      4.32G    0.01188   0.009913   0.004388         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
     77/499      4.32G    0.01188   0.009913   0.004388         73        640:  15%|#5        | 26/168 [00:04<00:26,  5.33it/s]
     77/499      4.32G     0.0118   0.009838   0.004453         57        640:  15%|#5        | 26/168 [00:05<00:26,  5.33it/s]
     77/499      4.32G     0.0118   0.009838   0.004453         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     77/499      4.32G     0.0118   0.009777   0.004383         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     77/499      4.32G     0.0118   0.009777   0.004383         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     77/499      4.32G    0.01181   0.009779   0.004348         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     77/499      4.32G    0.01181   0.009779   0.004348         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     77/499      4.32G    0.01184   0.009781   0.004298         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     77/499      4.32G    0.01184   0.009781   0.004298         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     77/499      4.32G    0.01187   0.009795    0.00422         76        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
     77/499      4.32G    0.01187   0.009795    0.00422         76        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
     77/499      4.32G    0.01194   0.009821   0.004419         52        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
     77/499      4.32G    0.01194   0.009821   0.004419         52        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     77/499      4.32G     0.0119   0.009806   0.004454         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
     77/499      4.32G     0.0119   0.009806   0.004454         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     77/499      4.32G     0.0119   0.009761   0.004503         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     77/499      4.32G     0.0119   0.009761   0.004503         69        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     77/499      4.32G    0.01191   0.009748   0.004518         70        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
     77/499      4.32G    0.01191   0.009748   0.004518         70        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     77/499      4.32G    0.01188   0.009765    0.00448         70        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     77/499      4.32G    0.01188   0.009765    0.00448         70        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
     77/499      4.32G    0.01191   0.009845   0.004525         75        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
     77/499      4.32G    0.01191   0.009845   0.004525         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     77/499      4.32G    0.01192   0.009915    0.00451         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
     77/499      4.32G    0.01192   0.009915    0.00451         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
     77/499      4.32G    0.01188   0.009865   0.004473         53        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
     77/499      4.32G    0.01188   0.009865   0.004473         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     77/499      4.32G    0.01188   0.009896   0.004497         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     77/499      4.32G    0.01188   0.009896   0.004497         84        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     77/499      4.32G    0.01184   0.009856   0.004459         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     77/499      4.32G    0.01184   0.009856   0.004459         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     77/499      4.32G    0.01181    0.00989   0.004407         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
     77/499      4.32G    0.01181    0.00989   0.004407         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
     77/499      4.32G    0.01179   0.009874   0.004342         60        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     77/499      4.32G    0.01179   0.009874   0.004342         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     77/499      4.32G    0.01176   0.009845   0.004264         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     77/499      4.32G    0.01176   0.009845   0.004264         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     77/499      4.32G    0.01178   0.009953   0.004316         89        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
     77/499      4.32G    0.01178   0.009953   0.004316         89        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     77/499      4.32G    0.01173   0.009896   0.004282         55        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
     77/499      4.32G    0.01173   0.009896   0.004282         55        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
     77/499      4.32G    0.01174   0.009964   0.004249         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
     77/499      4.32G    0.01174   0.009964   0.004249         79        640:  28%|##7       | 47/168 [00:08<00:23,  5.22it/s]
     77/499      4.32G     0.0117   0.009951   0.004295         72        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     77/499      4.32G     0.0117   0.009951   0.004295         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     77/499      4.32G     0.0117   0.009934   0.004302         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     77/499      4.32G     0.0117   0.009934   0.004302         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     77/499      4.32G    0.01171   0.009922   0.004329         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     77/499      4.32G    0.01171   0.009922   0.004329         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     77/499      4.32G    0.01175   0.009972   0.004407         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     77/499      4.32G    0.01175   0.009972   0.004407         74        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     77/499      4.32G     0.0118   0.009992   0.004435         63        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     77/499      4.32G     0.0118   0.009992   0.004435         63        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     77/499      4.32G     0.0118       0.01   0.004446         58        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     77/499      4.32G     0.0118       0.01   0.004446         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     77/499      4.32G    0.01179    0.01001    0.00439         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
     77/499      4.32G    0.01179    0.01001    0.00439         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     77/499      4.32G     0.0118    0.01002    0.00441         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     77/499      4.32G     0.0118    0.01002    0.00441         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     77/499      4.32G     0.0118   0.009984   0.004384         49        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     77/499      4.32G     0.0118   0.009984   0.004384         49        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     77/499      4.32G     0.0118   0.009987   0.004373         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     77/499      4.32G     0.0118   0.009987   0.004373         58        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     77/499      4.32G    0.01181   0.009981    0.00432         55        640:  34%|###3      | 57/168 [00:11<00:20,  5.37it/s]
     77/499      4.32G    0.01181   0.009981    0.00432         55        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     77/499      4.32G    0.01179   0.009985   0.004307         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
     77/499      4.32G    0.01179   0.009985   0.004307         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     77/499      4.32G     0.0118   0.009981   0.004293         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     77/499      4.32G     0.0118   0.009981   0.004293         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     77/499      4.32G    0.01181   0.009955   0.004241         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
     77/499      4.32G    0.01181   0.009955   0.004241         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     77/499      4.32G    0.01181   0.009968   0.004243         81        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     77/499      4.32G    0.01181   0.009968   0.004243         81        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     77/499      4.32G     0.0118   0.009929   0.004231         51        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     77/499      4.32G     0.0118   0.009929   0.004231         51        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
     77/499      4.32G    0.01183   0.009918   0.004208         57        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
     77/499      4.32G    0.01183   0.009918   0.004208         57        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
     77/499      4.32G    0.01184   0.009882   0.004265         49        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
     77/499      4.32G    0.01184   0.009882   0.004265         49        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     77/499      4.32G    0.01186   0.009873   0.004247         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
     77/499      4.32G    0.01186   0.009873   0.004247         63        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
     77/499      4.32G    0.01189   0.009852   0.004214         52        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
     77/499      4.32G    0.01189   0.009852   0.004214         52        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
     77/499      4.32G    0.01189   0.009847   0.004233         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
     77/499      4.32G    0.01189   0.009847   0.004233         59        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
     77/499      4.32G     0.0119   0.009857   0.004217         65        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
     77/499      4.32G     0.0119   0.009857   0.004217         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     77/499      4.32G    0.01192   0.009888   0.004227         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     77/499      4.32G    0.01192   0.009888   0.004227         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     77/499      4.32G    0.01191   0.009868   0.004247         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     77/499      4.32G    0.01191   0.009868   0.004247         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     77/499      4.32G    0.01192   0.009865    0.00427         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     77/499      4.32G    0.01192   0.009865    0.00427         62        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     77/499      4.32G    0.01192   0.009841   0.004303         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     77/499      4.32G    0.01192   0.009841   0.004303         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
     77/499      4.32G    0.01194   0.009851   0.004283         59        640:  43%|####3     | 73/168 [00:14<00:18,  5.24it/s]
     77/499      4.32G    0.01194   0.009851   0.004283         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     77/499      4.32G    0.01191    0.00983   0.004306         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     77/499      4.32G    0.01191    0.00983   0.004306         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     77/499      4.32G    0.01191   0.009853   0.004312         85        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     77/499      4.32G    0.01191   0.009853   0.004312         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     77/499      4.32G    0.01191    0.00989   0.004304         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
     77/499      4.32G    0.01191    0.00989   0.004304         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     77/499      4.32G    0.01191   0.009889   0.004291         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     77/499      4.32G    0.01191   0.009889   0.004291         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
     77/499      4.32G    0.01191    0.00988   0.004249         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
     77/499      4.32G    0.01191    0.00988   0.004249         66        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
     77/499      4.32G    0.01189   0.009899   0.004223         74        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
     77/499      4.32G    0.01189   0.009899   0.004223         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
     77/499      4.32G    0.01189   0.009907   0.004224         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
     77/499      4.32G    0.01189   0.009907   0.004224         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     77/499      4.32G    0.01189   0.009915   0.004221         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
     77/499      4.32G    0.01189   0.009915   0.004221         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     77/499      4.32G    0.01189     0.0099   0.004192         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
     77/499      4.32G    0.01189     0.0099   0.004192         59        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
     77/499      4.32G     0.0119   0.009926   0.004212         64        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
     77/499      4.32G     0.0119   0.009926   0.004212         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
     77/499      4.32G    0.01193   0.009937   0.004212         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
     77/499      4.32G    0.01193   0.009937   0.004212         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     77/499      4.32G    0.01191   0.009959   0.004213         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     77/499      4.32G    0.01191   0.009959   0.004213         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     77/499      4.32G    0.01191   0.009934   0.004216         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
     77/499      4.32G    0.01191   0.009934   0.004216         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     77/499      4.32G    0.01191   0.009942   0.004195         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     77/499      4.32G    0.01191   0.009942   0.004195         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     77/499      4.32G    0.01191   0.009939   0.004188         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     77/499      4.32G    0.01191   0.009939   0.004188         61        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
     77/499      4.32G    0.01191   0.009934   0.004158         63        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     77/499      4.32G    0.01191   0.009934   0.004158         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     77/499      4.32G    0.01192   0.009945   0.004151         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     77/499      4.32G    0.01192   0.009945   0.004151         82        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     77/499      4.32G    0.01193   0.009948   0.004159         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     77/499      4.32G    0.01193   0.009948   0.004159         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     77/499      4.32G    0.01194    0.00997   0.004214         93        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     77/499      4.32G    0.01194    0.00997   0.004214         93        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     77/499      4.32G    0.01192   0.009968   0.004185         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     77/499      4.32G    0.01192   0.009968   0.004185         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     77/499      4.32G    0.01191   0.009935   0.004187         50        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     77/499      4.32G    0.01191   0.009935   0.004187         50        640:  57%|#####6    | 95/168 [00:17<00:13,  5.28it/s]
     77/499      4.32G    0.01191   0.009952   0.004199         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
     77/499      4.32G    0.01191   0.009952   0.004199         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     77/499      4.32G    0.01191   0.009947   0.004197         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     77/499      4.32G    0.01191   0.009947   0.004197         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     77/499      4.32G    0.01192   0.009945   0.004226         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     77/499      4.32G    0.01192   0.009945   0.004226         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     77/499      4.32G    0.01196   0.009931   0.004191         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     77/499      4.32G    0.01196   0.009931   0.004191         55        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     77/499      4.32G    0.01196   0.009943   0.004182         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
     77/499      4.32G    0.01196   0.009943   0.004182         72        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
     77/499      4.32G    0.01194   0.009961    0.00419         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     77/499      4.32G    0.01194   0.009961    0.00419         83        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     77/499      4.32G    0.01196   0.009964   0.004207         61        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     77/499      4.32G    0.01196   0.009964   0.004207         61        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     77/499      4.32G    0.01196   0.009963   0.004197         66        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     77/499      4.32G    0.01196   0.009963   0.004197         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     77/499      4.32G    0.01197    0.00997   0.004218         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     77/499      4.32G    0.01197    0.00997   0.004218         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     77/499      4.32G    0.01197   0.009986   0.004247         84        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     77/499      4.32G    0.01197   0.009986   0.004247         84        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
     77/499      4.32G    0.01196   0.009991   0.004248         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
     77/499      4.32G    0.01196   0.009991   0.004248         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     77/499      4.32G    0.01197   0.009996   0.004229         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     77/499      4.32G    0.01197   0.009996   0.004229         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     77/499      4.32G    0.01196   0.009979   0.004219         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     77/499      4.32G    0.01196   0.009979   0.004219         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     77/499      4.32G    0.01198   0.009987   0.004236         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     77/499      4.32G    0.01198   0.009987   0.004236         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     77/499      4.32G    0.01197   0.009973   0.004233         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
     77/499      4.32G    0.01197   0.009973   0.004233         52        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
     77/499      4.32G    0.01196   0.009963    0.00422         52        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
     77/499      4.32G    0.01196   0.009963    0.00422         52        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     77/499      4.32G    0.01195   0.009982    0.00421         84        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     77/499      4.32G    0.01195   0.009982    0.00421         84        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     77/499      4.32G    0.01196   0.009981   0.004211         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
     77/499      4.32G    0.01196   0.009981   0.004211         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     77/499      4.32G    0.01196   0.009979   0.004221         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     77/499      4.32G    0.01196   0.009979   0.004221         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     77/499      4.32G    0.01196   0.009974    0.00422         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
     77/499      4.32G    0.01196   0.009974    0.00422         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     77/499      4.32G    0.01197       0.01   0.004256         80        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     77/499      4.32G    0.01197       0.01   0.004256         80        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
     77/499      4.32G    0.01195   0.009983   0.004259         55        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
     77/499      4.32G    0.01195   0.009983   0.004259         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     77/499      4.32G    0.01196   0.009991   0.004261         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
     77/499      4.32G    0.01196   0.009991   0.004261         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     77/499      4.32G    0.01197   0.009998   0.004261         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
     77/499      4.32G    0.01197   0.009998   0.004261         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
     77/499      4.32G    0.01198    0.01002   0.004266         86        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
     77/499      4.32G    0.01198    0.01002   0.004266         86        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     77/499      4.32G    0.01197    0.01002    0.00428         81        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
     77/499      4.32G    0.01197    0.01002    0.00428         81        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
     77/499      4.32G    0.01198    0.01001   0.004259         59        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
     77/499      4.32G    0.01198    0.01001   0.004259         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     77/499      4.32G    0.01197       0.01   0.004259         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
     77/499      4.32G    0.01197       0.01   0.004259         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
     77/499      4.32G    0.01198    0.01002   0.004244         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
     77/499      4.32G    0.01198    0.01002   0.004244         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     77/499      4.32G    0.01197    0.01003    0.00423         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
     77/499      4.32G    0.01197    0.01003    0.00423         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
     77/499      4.32G    0.01197    0.01003   0.004227         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
     77/499      4.32G    0.01197    0.01003   0.004227         61        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
     77/499      4.32G    0.01197    0.01005   0.004249         87        640:  75%|#######5  | 126/168 [00:24<00:07,  5.40it/s]
     77/499      4.32G    0.01197    0.01005   0.004249         87        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
     77/499      4.32G      0.012    0.01004    0.00426         55        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
     77/499      4.32G      0.012    0.01004    0.00426         55        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     77/499      4.32G      0.012    0.01004   0.004248         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
     77/499      4.32G      0.012    0.01004   0.004248         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     77/499      4.32G    0.01201    0.01008   0.004236        105        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
     77/499      4.32G    0.01201    0.01008   0.004236        105        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
     77/499      4.32G    0.01202    0.01011   0.004241         79        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
     77/499      4.32G    0.01202    0.01011   0.004241         79        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     77/499      4.32G    0.01203    0.01013   0.004237         69        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
     77/499      4.32G    0.01203    0.01013   0.004237         69        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
     77/499      4.32G    0.01203    0.01014   0.004237         71        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     77/499      4.32G    0.01203    0.01014   0.004237         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]

     77/499      4.32G    0.01203    0.01014   0.004223         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     77/499      4.32G    0.01203    0.01014   0.004223         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     77/499      4.32G    0.01205    0.01013   0.004259         51        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     77/499      4.32G    0.01205    0.01013   0.004259         51        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     77/499      4.32G    0.01205    0.01013   0.004281         71        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
     77/499      4.32G    0.01205    0.01013   0.004281         71        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     77/499      4.32G    0.01206    0.01013   0.004275         61        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     77/499      4.32G    0.01206    0.01013   0.004275         61        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
     77/499      4.32G    0.01205    0.01013   0.004269         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
     77/499      4.32G    0.01205    0.01013   0.004269         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     77/499      4.32G    0.01204    0.01012   0.004276         52        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
     77/499      4.32G    0.01204    0.01012   0.004276         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     77/499      4.32G    0.01205    0.01014    0.00426         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
     77/499      4.32G    0.01205    0.01014    0.00426         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     77/499      4.32G    0.01205    0.01014   0.004271         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
     77/499      4.32G    0.01205    0.01014   0.004271         71        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     77/499      4.32G    0.01206    0.01013   0.004274         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     77/499      4.32G    0.01206    0.01013   0.004274         60        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
     77/499      4.32G    0.01206    0.01014   0.004262         67        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     77/499      4.32G    0.01206    0.01014   0.004262         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     77/499      4.32G    0.01205    0.01013   0.004277         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
     77/499      4.32G    0.01205    0.01013   0.004277         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     77/499      4.32G    0.01205    0.01014   0.004295         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     77/499      4.32G    0.01205    0.01014   0.004295         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     77/499      4.32G    0.01207    0.01014   0.004314         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     77/499      4.32G    0.01207    0.01014   0.004314         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     77/499      4.32G    0.01207    0.01013   0.004302         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     77/499      4.32G    0.01207    0.01013   0.004302         69        640:  88%|########7 | 147/168 [00:27<00:04,  5.24it/s]
     77/499      4.32G    0.01207    0.01014   0.004296         71        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
     77/499      4.32G    0.01207    0.01014   0.004296         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     77/499      4.32G    0.01208    0.01015   0.004291         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     77/499      4.32G    0.01208    0.01015   0.004291         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     77/499      4.32G    0.01209    0.01015   0.004284         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     77/499      4.32G    0.01209    0.01015   0.004284         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     77/499      4.32G    0.01209    0.01015   0.004297         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
     77/499      4.32G    0.01209    0.01015   0.004297         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     77/499      4.32G    0.01208    0.01015   0.004299         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     77/499      4.32G    0.01208    0.01015   0.004299         69        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     77/499      4.32G    0.01208    0.01014   0.004299         63        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
     77/499      4.32G    0.01208    0.01014   0.004299         63        640:  91%|#########1| 153/168 [00:28<00:02,  5.34it/s]
     77/499      4.32G    0.01209    0.01014   0.004293         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
     77/499      4.32G    0.01209    0.01014   0.004293         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     77/499      4.32G    0.01209    0.01015   0.004299         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     77/499      4.32G    0.01209    0.01015   0.004299         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     77/499      4.32G     0.0121    0.01016   0.004309         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
     77/499      4.32G     0.0121    0.01016   0.004309         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     77/499      4.32G    0.01209    0.01014   0.004316         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     77/499      4.32G    0.01209    0.01014   0.004316         58        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
     77/499      4.32G    0.01209    0.01014   0.004313         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
     77/499      4.32G    0.01209    0.01014   0.004313         67        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
     77/499      4.32G     0.0121    0.01015    0.00431         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     77/499      4.32G     0.0121    0.01015    0.00431         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     77/499      4.32G    0.01209    0.01015   0.004305         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     77/499      4.32G    0.01209    0.01015   0.004305         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     77/499      4.32G    0.01208    0.01014   0.004298         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
     77/499      4.32G    0.01208    0.01014   0.004298         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     77/499      4.32G    0.01208    0.01014   0.004281         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
     77/499      4.32G    0.01208    0.01014   0.004281         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     77/499      4.32G    0.01208    0.01014   0.004265         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
     77/499      4.32G    0.01208    0.01014   0.004265         69        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
     77/499      4.32G    0.01208    0.01014   0.004255         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
     77/499      4.32G    0.01208    0.01014   0.004255         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     77/499      4.32G    0.01208    0.01012   0.004243         51        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
     77/499      4.32G    0.01208    0.01012   0.004243         51        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     77/499      4.32G     0.0121    0.01013   0.004249         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     77/499      4.32G     0.0121    0.01013   0.004249         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     77/499      4.32G     0.0121    0.01013   0.004243         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     77/499      4.32G     0.0121    0.01013   0.004243         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     77/499      4.32G     0.0121    0.01011   0.004223         19        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     77/499      4.32G     0.0121    0.01011   0.004223         19        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
     77/499      4.32G     0.0121    0.01011   0.004223         19        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.829       0.83      0.855      0.729

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     78/499      4.32G    0.01285    0.01202   0.004572         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
     78/499      4.32G    0.01285    0.01202   0.004572         65        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     78/499      4.32G    0.01289    0.01095   0.003567         59        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     78/499      4.32G    0.01289    0.01095   0.003567         59        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     78/499      4.32G    0.01289    0.01072   0.003438         66        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     78/499      4.32G    0.01289    0.01072   0.003438         66        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     78/499      4.32G    0.01274    0.01047    0.00385         68        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     78/499      4.32G    0.01274    0.01047    0.00385         68        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     78/499      4.32G    0.01296     0.0108   0.003511         71        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
     78/499      4.32G    0.01296     0.0108   0.003511         71        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
     78/499      4.32G    0.01323    0.01065   0.003616         68        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
     78/499      4.32G    0.01323    0.01065   0.003616         68        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     78/499      4.32G    0.01272     0.0101   0.003239         54        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
     78/499      4.32G    0.01272     0.0101   0.003239         54        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     78/499      4.32G    0.01256    0.01019   0.003325         67        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
     78/499      4.32G    0.01256    0.01019   0.003325         67        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     78/499      4.32G    0.01237    0.01045   0.003302         83        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     78/499      4.32G    0.01237    0.01045   0.003302         83        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     78/499      4.32G     0.0124    0.01066   0.003878         71        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     78/499      4.32G     0.0124    0.01066   0.003878         71        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
     78/499      4.32G    0.01237    0.01054   0.004278         70        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
     78/499      4.32G    0.01237    0.01054   0.004278         70        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     78/499      4.32G     0.0123     0.0105   0.004128         74        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
     78/499      4.32G     0.0123     0.0105   0.004128         74        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     78/499      4.32G     0.0122    0.01026   0.004095         55        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
     78/499      4.32G     0.0122    0.01026   0.004095         55        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     78/499      4.32G    0.01224    0.01029   0.004183         67        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
     78/499      4.32G    0.01224    0.01029   0.004183         67        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     78/499      4.32G    0.01233    0.01048   0.004146         73        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     78/499      4.32G    0.01233    0.01048   0.004146         73        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     78/499      4.32G    0.01227    0.01034   0.004324         57        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     78/499      4.32G    0.01227    0.01034   0.004324         57        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     78/499      4.32G    0.01214    0.01018   0.004411         53        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     78/499      4.32G    0.01214    0.01018   0.004411         53        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     78/499      4.32G    0.01209    0.01001   0.004302         51        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
     78/499      4.32G    0.01209    0.01001   0.004302         51        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     78/499      4.32G    0.01199    0.01015    0.00426         76        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     78/499      4.32G    0.01199    0.01015    0.00426         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     78/499      4.32G    0.01189   0.009999   0.004107         45        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     78/499      4.32G    0.01189   0.009999   0.004107         45        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
     78/499      4.32G    0.01185   0.009964    0.00405         60        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
     78/499      4.32G    0.01185   0.009964    0.00405         60        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
     78/499      4.32G    0.01188   0.009939   0.004148         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     78/499      4.32G    0.01188   0.009939   0.004148         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     78/499      4.32G    0.01196   0.009936   0.004296         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     78/499      4.32G    0.01196   0.009936   0.004296         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     78/499      4.32G    0.01198   0.009957   0.004306         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
     78/499      4.32G    0.01198   0.009957   0.004306         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     78/499      4.32G    0.01203   0.009996   0.004314         78        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     78/499      4.32G    0.01203   0.009996   0.004314         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     78/499      4.32G    0.01203    0.01011   0.004267         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
     78/499      4.32G    0.01203    0.01011   0.004267         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
     78/499      4.32G    0.01203    0.01016   0.004283         68        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
     78/499      4.32G    0.01203    0.01016   0.004283         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
     78/499      4.32G    0.01202    0.01018    0.00435         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
     78/499      4.32G    0.01202    0.01018    0.00435         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
     78/499      4.32G    0.01204    0.01023   0.004334         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
     78/499      4.32G    0.01204    0.01023   0.004334         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     78/499      4.32G    0.01203    0.01026    0.00426         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
     78/499      4.32G    0.01203    0.01026    0.00426         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     78/499      4.32G    0.01198    0.01025   0.004246         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
     78/499      4.32G    0.01198    0.01025   0.004246         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     78/499      4.32G    0.01206    0.01019    0.00422         50        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     78/499      4.32G    0.01206    0.01019    0.00422         50        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     78/499      4.32G    0.01204    0.01026   0.004142         80        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     78/499      4.32G    0.01204    0.01026   0.004142         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     78/499      4.32G    0.01207    0.01023    0.00413         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
     78/499      4.32G    0.01207    0.01023    0.00413         57        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
     78/499      4.32G    0.01208    0.01022   0.004144         77        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
     78/499      4.32G    0.01208    0.01022   0.004144         77        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
     78/499      4.32G    0.01207     0.0102   0.004145         69        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
     78/499      4.32G    0.01207     0.0102   0.004145         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
     78/499      4.32G    0.01205    0.01016   0.004175         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
     78/499      4.32G    0.01205    0.01016   0.004175         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     78/499      4.32G    0.01207    0.01019   0.004356         79        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     78/499      4.32G    0.01207    0.01019   0.004356         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     78/499      4.32G    0.01206    0.01018   0.004309         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
     78/499      4.32G    0.01206    0.01018   0.004309         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     78/499      4.32G    0.01208    0.01016    0.00425         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
     78/499      4.32G    0.01208    0.01016    0.00425         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     78/499      4.32G    0.01206    0.01016   0.004263         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     78/499      4.32G    0.01206    0.01016   0.004263         73        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     78/499      4.32G     0.0121    0.01011   0.004274         62        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     78/499      4.32G     0.0121    0.01011   0.004274         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
     78/499      4.32G    0.01206    0.01009   0.004216         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
     78/499      4.32G    0.01206    0.01009   0.004216         67        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     78/499      4.32G    0.01204    0.01005   0.004217         56        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
     78/499      4.32G    0.01204    0.01005   0.004217         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     78/499      4.32G    0.01203    0.01004   0.004292         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
     78/499      4.32G    0.01203    0.01004   0.004292         59        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     78/499      4.32G    0.01204    0.01006   0.004269         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     78/499      4.32G    0.01204    0.01006   0.004269         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     78/499      4.32G    0.01201    0.01001   0.004226         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     78/499      4.32G    0.01201    0.01001   0.004226         65        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
     78/499      4.32G    0.01202    0.01001   0.004168         69        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
     78/499      4.32G    0.01202    0.01001   0.004168         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     78/499      4.32G    0.01201   0.009982   0.004189         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     78/499      4.32G    0.01201   0.009982   0.004189         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     78/499      4.32G    0.01198   0.009962   0.004143         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     78/499      4.32G    0.01198   0.009962   0.004143         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     78/499      4.32G    0.01194   0.009974   0.004157         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     78/499      4.32G    0.01194   0.009974   0.004157         76        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     78/499      4.32G    0.01193   0.009948    0.00414         58        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
     78/499      4.32G    0.01193   0.009948    0.00414         58        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
     78/499      4.32G    0.01194   0.009979   0.004136         71        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
     78/499      4.32G    0.01194   0.009979   0.004136         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     78/499      4.32G    0.01194   0.009969   0.004124         56        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
     78/499      4.32G    0.01194   0.009969   0.004124         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     78/499      4.32G    0.01196   0.009964    0.00409         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
     78/499      4.32G    0.01196   0.009964    0.00409         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     78/499      4.32G    0.01203    0.01001   0.004063         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     78/499      4.32G    0.01203    0.01001   0.004063         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     78/499      4.32G    0.01208    0.01002   0.004063         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
     78/499      4.32G    0.01208    0.01002   0.004063         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     78/499      4.32G    0.01209    0.01002    0.00404         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     78/499      4.32G    0.01209    0.01002    0.00404         66        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
     78/499      4.32G    0.01213    0.01003   0.004063         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     78/499      4.32G    0.01213    0.01003   0.004063         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     78/499      4.32G    0.01211       0.01   0.004018         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
     78/499      4.32G    0.01211       0.01   0.004018         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     78/499      4.32G    0.01211   0.009998   0.004011         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     78/499      4.32G    0.01211   0.009998   0.004011         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     78/499      4.32G     0.0121    0.01001   0.004018         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
     78/499      4.32G     0.0121    0.01001   0.004018         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     78/499      4.32G    0.01209    0.01005   0.004031         82        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     78/499      4.32G    0.01209    0.01005   0.004031         82        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
     78/499      4.32G    0.01206    0.01004   0.004044         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
     78/499      4.32G    0.01206    0.01004   0.004044         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
     78/499      4.32G    0.01205    0.01002   0.004008         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
     78/499      4.32G    0.01205    0.01002   0.004008         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     78/499      4.32G    0.01204    0.01002   0.004024         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
     78/499      4.32G    0.01204    0.01002   0.004024         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     78/499      4.32G    0.01204    0.01004   0.004044         84        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     78/499      4.32G    0.01204    0.01004   0.004044         84        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     78/499      4.32G    0.01207     0.0101   0.004024         87        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     78/499      4.32G    0.01207     0.0101   0.004024         87        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
     78/499      4.32G    0.01206    0.01009   0.003979         66        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     78/499      4.32G    0.01206    0.01009   0.003979         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     78/499      4.32G    0.01204    0.01009   0.003991         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
     78/499      4.32G    0.01204    0.01009   0.003991         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     78/499      4.32G    0.01203     0.0101   0.003996         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     78/499      4.32G    0.01203     0.0101   0.003996         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     78/499      4.32G    0.01202    0.01009   0.004013         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
     78/499      4.32G    0.01202    0.01009   0.004013         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     78/499      4.32G    0.01202    0.01013   0.004056         84        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
     78/499      4.32G    0.01202    0.01013   0.004056         84        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
     78/499      4.32G    0.01199    0.01012   0.004061         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.24it/s]
     78/499      4.32G    0.01199    0.01012   0.004061         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     78/499      4.32G    0.01201    0.01012   0.004097         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
     78/499      4.32G    0.01201    0.01012   0.004097         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     78/499      4.32G    0.01199    0.01009   0.004061         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
     78/499      4.32G    0.01199    0.01009   0.004061         53        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     78/499      4.32G    0.01198    0.01005   0.004037         55        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
     78/499      4.32G    0.01198    0.01005   0.004037         55        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     78/499      4.32G    0.01198    0.01002    0.00404         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
     78/499      4.32G    0.01198    0.01002    0.00404         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     78/499      4.32G    0.01197    0.01004   0.004048         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
     78/499      4.32G    0.01197    0.01004   0.004048         69        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
     78/499      4.32G    0.01197    0.01005   0.004052         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
     78/499      4.32G    0.01197    0.01005   0.004052         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
     78/499      4.32G    0.01197    0.01003   0.004072         52        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
     78/499      4.32G    0.01197    0.01003   0.004072         52        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
     78/499      4.32G    0.01196    0.01004   0.004081         79        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
     78/499      4.32G    0.01196    0.01004   0.004081         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
     78/499      4.32G    0.01196    0.01002   0.004095         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
     78/499      4.32G    0.01196    0.01002   0.004095         61        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
     78/499      4.32G    0.01197    0.01002   0.004094         69        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
     78/499      4.32G    0.01197    0.01002   0.004094         69        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
     78/499      4.32G    0.01197    0.01004   0.004065         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
     78/499      4.32G    0.01197    0.01004   0.004065         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
     78/499      4.32G    0.01198    0.01004   0.004027         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
     78/499      4.32G    0.01198    0.01004   0.004027         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     78/499      4.32G    0.01196    0.01005   0.004058         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
     78/499      4.32G    0.01196    0.01005   0.004058         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     78/499      4.32G    0.01197    0.01003   0.004053         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
     78/499      4.32G    0.01197    0.01003   0.004053         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     78/499      4.32G    0.01199    0.01002    0.00405         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
     78/499      4.32G    0.01199    0.01002    0.00405         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     78/499      4.32G    0.01198    0.01004   0.004022         70        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     78/499      4.32G    0.01198    0.01004   0.004022         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     78/499      4.32G    0.01198    0.01002   0.004029         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
     78/499      4.32G    0.01198    0.01002   0.004029         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     78/499      4.32G    0.01197       0.01   0.004017         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
     78/499      4.32G    0.01197       0.01   0.004017         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     78/499      4.32G    0.01196   0.009999   0.004014         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     78/499      4.32G    0.01196   0.009999   0.004014         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     78/499      4.32G    0.01196   0.009989      0.004         55        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     78/499      4.32G    0.01196   0.009989      0.004         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     78/499      4.32G    0.01195   0.009984   0.004026         73        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
     78/499      4.32G    0.01195   0.009984   0.004026         73        640:  57%|#####6    | 95/168 [00:17<00:13,  5.26it/s]
     78/499      4.32G    0.01193   0.009971    0.00403         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
     78/499      4.32G    0.01193   0.009971    0.00403         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     78/499      4.32G    0.01193   0.009963   0.004018         51        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     78/499      4.32G    0.01193   0.009963   0.004018         51        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     78/499      4.32G    0.01193   0.009975   0.004048         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     78/499      4.32G    0.01193   0.009975   0.004048         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     78/499      4.32G    0.01192   0.009988   0.004022         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     78/499      4.32G    0.01192   0.009988   0.004022         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
     78/499      4.32G    0.01191    0.00996    0.00402         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
     78/499      4.32G    0.01191    0.00996    0.00402         59        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
     78/499      4.32G    0.01191   0.009957   0.004021         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
     78/499      4.32G    0.01191   0.009957   0.004021         64        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     78/499      4.32G    0.01191   0.009963   0.004004         68        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
     78/499      4.32G    0.01191   0.009963   0.004004         68        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     78/499      4.32G    0.01191   0.009967   0.004002         71        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     78/499      4.32G    0.01191   0.009967   0.004002         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     78/499      4.32G    0.01191   0.009994   0.004017         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     78/499      4.32G    0.01191   0.009994   0.004017         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     78/499      4.32G     0.0119   0.009994   0.004007         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     78/499      4.32G     0.0119   0.009994   0.004007         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
     78/499      4.32G    0.01191   0.009999   0.004031         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
     78/499      4.32G    0.01191   0.009999   0.004031         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     78/499      4.32G    0.01192       0.01   0.004036         79        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     78/499      4.32G    0.01192       0.01   0.004036         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     78/499      4.32G    0.01191   0.009991   0.004075         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     78/499      4.32G    0.01191   0.009991   0.004075         56        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     78/499      4.32G    0.01191   0.009992   0.004077         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     78/499      4.32G    0.01191   0.009992   0.004077         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     78/499      4.32G    0.01191    0.01002   0.004063         84        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     78/499      4.32G    0.01191    0.01002   0.004063         84        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
     78/499      4.32G    0.01191       0.01    0.00407         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     78/499      4.32G    0.01191       0.01    0.00407         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     78/499      4.32G    0.01191    0.01001   0.004075         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     78/499      4.32G    0.01191    0.01001   0.004075         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     78/499      4.32G    0.01194    0.01002   0.004092         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     78/499      4.32G    0.01194    0.01002   0.004092         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     78/499      4.32G    0.01194    0.01003   0.004106         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     78/499      4.32G    0.01194    0.01003   0.004106         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     78/499      4.32G    0.01192    0.01003   0.004108         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     78/499      4.32G    0.01192    0.01003   0.004108         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     78/499      4.32G    0.01191    0.01002   0.004126         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     78/499      4.32G    0.01191    0.01002   0.004126         69        640:  69%|######9   | 116/168 [00:21<00:09,  5.25it/s]
     78/499      4.32G     0.0119    0.01001   0.004127         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     78/499      4.32G     0.0119    0.01001   0.004127         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     78/499      4.32G    0.01193    0.01001   0.004127         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     78/499      4.32G    0.01193    0.01001   0.004127         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     78/499      4.32G    0.01193   0.009998   0.004138         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     78/499      4.32G    0.01193   0.009998   0.004138         56        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     78/499      4.32G    0.01193   0.009997   0.004149         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
     78/499      4.32G    0.01193   0.009997   0.004149         72        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     78/499      4.32G    0.01192   0.009991   0.004143         64        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
     78/499      4.32G    0.01192   0.009991   0.004143         64        640:  72%|#######2  | 121/168 [00:22<00:08,  5.23it/s]
     78/499      4.32G    0.01191   0.009991    0.00412         62        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
     78/499      4.32G    0.01191   0.009991    0.00412         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
     78/499      4.32G    0.01191   0.009998   0.004108         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
     78/499      4.32G    0.01191   0.009998   0.004108         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
     78/499      4.32G    0.01193    0.01001   0.004113         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
     78/499      4.32G    0.01193    0.01001   0.004113         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     78/499      4.32G    0.01192    0.01002   0.004113         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
     78/499      4.32G    0.01192    0.01002   0.004113         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     78/499      4.32G    0.01191    0.01001   0.004148         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
     78/499      4.32G    0.01191    0.01001   0.004148         63        640:  75%|#######5  | 126/168 [00:23<00:07,  5.30it/s]
     78/499      4.32G    0.01191    0.01002   0.004148         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     78/499      4.32G    0.01191    0.01002   0.004148         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     78/499      4.32G    0.01191    0.01003   0.004158         83        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
     78/499      4.32G    0.01191    0.01003   0.004158         83        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     78/499      4.32G    0.01191    0.01004   0.004147         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     78/499      4.32G    0.01191    0.01004   0.004147         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     78/499      4.32G    0.01191    0.01003   0.004156         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
     78/499      4.32G    0.01191    0.01003   0.004156         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     78/499      4.32G     0.0119    0.01001   0.004153         49        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
     78/499      4.32G     0.0119    0.01001   0.004153         49        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     78/499      4.32G    0.01191    0.01003   0.004154         64        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     78/499      4.32G    0.01191    0.01003   0.004154         64        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
     78/499      4.32G    0.01192    0.01003   0.004151         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
     78/499      4.32G    0.01192    0.01003   0.004151         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     78/499      4.32G    0.01192    0.01004   0.004136         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
     78/499      4.32G    0.01192    0.01004   0.004136         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     78/499      4.32G    0.01192    0.01006   0.004131         87        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
     78/499      4.32G    0.01192    0.01006   0.004131         87        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     78/499      4.32G    0.01192    0.01003   0.004149         55        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
     78/499      4.32G    0.01192    0.01003   0.004149         55        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     78/499      4.32G    0.01191    0.01002   0.004151         62        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
     78/499      4.32G    0.01191    0.01002   0.004151         62        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
     78/499      4.32G    0.01191    0.01002   0.004148         60        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
     78/499      4.32G    0.01191    0.01002   0.004148         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     78/499      4.32G     0.0119    0.01001    0.00414         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
     78/499      4.32G     0.0119    0.01001    0.00414         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     78/499      4.32G     0.0119    0.01001   0.004131         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
     78/499      4.32G     0.0119    0.01001   0.004131         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     78/499      4.32G    0.01189   0.009992   0.004154         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     78/499      4.32G    0.01189   0.009992   0.004154         66        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     78/499      4.32G    0.01188    0.01001    0.00415         76        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     78/499      4.32G    0.01188    0.01001    0.00415         76        640:  85%|########4 | 142/168 [00:26<00:05,  5.17it/s]
     78/499      4.32G     0.0119       0.01   0.004137         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     78/499      4.32G     0.0119       0.01   0.004137         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     78/499      4.32G    0.01189    0.01001    0.00415         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     78/499      4.32G    0.01189    0.01001    0.00415         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     78/499      4.32G    0.01189    0.01003   0.004137         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     78/499      4.32G    0.01189    0.01003   0.004137         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     78/499      4.32G    0.01189    0.01004   0.004124         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
     78/499      4.32G    0.01189    0.01004   0.004124         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     78/499      4.32G    0.01189    0.01002   0.004127         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
     78/499      4.32G    0.01189    0.01002   0.004127         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
     78/499      4.32G    0.01188    0.01002   0.004125         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     78/499      4.32G    0.01188    0.01002   0.004125         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     78/499      4.32G    0.01188    0.01003   0.004128         77        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
     78/499      4.32G    0.01188    0.01003   0.004128         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     78/499      4.32G    0.01188    0.01002   0.004112         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     78/499      4.32G    0.01188    0.01002   0.004112         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     78/499      4.32G     0.0119    0.01003   0.004099         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     78/499      4.32G     0.0119    0.01003   0.004099         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     78/499      4.32G     0.0119    0.01003   0.004112         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     78/499      4.32G     0.0119    0.01003   0.004112         66        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     78/499      4.32G     0.0119    0.01003   0.004111         66        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
     78/499      4.32G     0.0119    0.01003   0.004111         66        640:  91%|#########1| 153/168 [00:28<00:02,  5.35it/s]
     78/499      4.32G     0.0119    0.01004     0.0041         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     78/499      4.32G     0.0119    0.01004     0.0041         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     78/499      4.32G     0.0119    0.01003   0.004084         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     78/499      4.32G     0.0119    0.01003   0.004084         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     78/499      4.32G     0.0119    0.01003   0.004072         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     78/499      4.32G     0.0119    0.01003   0.004072         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     78/499      4.32G    0.01189    0.01002   0.004067         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
     78/499      4.32G    0.01189    0.01002   0.004067         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     78/499      4.32G    0.01189    0.01003   0.004062         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
     78/499      4.32G    0.01189    0.01003   0.004062         59        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
     78/499      4.32G    0.01188    0.01002   0.004064         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
     78/499      4.32G    0.01188    0.01002   0.004064         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     78/499      4.32G    0.01188    0.01001   0.004068         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     78/499      4.32G    0.01188    0.01001   0.004068         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     78/499      4.32G    0.01188    0.01003   0.004075         93        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
     78/499      4.32G    0.01188    0.01003   0.004075         93        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     78/499      4.32G    0.01188    0.01002   0.004081         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
     78/499      4.32G    0.01188    0.01002   0.004081         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     78/499      4.32G    0.01188    0.01001   0.004114         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
     78/499      4.32G    0.01188    0.01001   0.004114         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
     78/499      4.32G    0.01188       0.01   0.004094         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
     78/499      4.32G    0.01188       0.01   0.004094         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     78/499      4.32G    0.01189   0.009991   0.004114         55        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
     78/499      4.32G    0.01189   0.009991   0.004114         55        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     78/499      4.32G    0.01188   0.009983   0.004111         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
     78/499      4.32G    0.01188   0.009983   0.004111         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     78/499      4.32G    0.01187   0.009989   0.004113         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
     78/499      4.32G    0.01187   0.009989   0.004113         78        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     78/499      4.32G    0.01187   0.009979   0.004108         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
     78/499      4.32G    0.01187   0.009979   0.004108         25        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     78/499      4.32G    0.01187   0.009979   0.004108         25        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.817      0.861      0.849      0.732

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     79/499      4.32G    0.01157    0.01315   0.002638         78        640:   0%|          | 0/168 [00:00<?, ?it/s]
     79/499      4.32G    0.01157    0.01315   0.002638         78        640:   1%|          | 1/168 [00:00<00:35,  4.75it/s]
     79/499      4.32G    0.01149    0.01121   0.002626         67        640:   1%|          | 1/168 [00:00<00:35,  4.75it/s]
     79/499      4.32G    0.01149    0.01121   0.002626         67        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     79/499      4.32G    0.01169    0.01154   0.002647         83        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     79/499      4.32G    0.01169    0.01154   0.002647         83        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     79/499      4.32G    0.01195    0.01132    0.00241         67        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     79/499      4.32G    0.01195    0.01132    0.00241         67        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     79/499      4.32G    0.01193    0.01114   0.002385         83        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     79/499      4.32G    0.01193    0.01114   0.002385         83        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
     79/499      4.32G    0.01214      0.011   0.003094         71        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
     79/499      4.32G    0.01214      0.011   0.003094         71        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
     79/499      4.32G    0.01202    0.01073   0.003549         63        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
     79/499      4.32G    0.01202    0.01073   0.003549         63        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
     79/499      4.32G    0.01208    0.01056   0.003793         60        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
     79/499      4.32G    0.01208    0.01056   0.003793         60        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     79/499      4.32G    0.01206     0.0105   0.003788         61        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
     79/499      4.32G    0.01206     0.0105   0.003788         61        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     79/499      4.32G    0.01223    0.01042   0.004336         68        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
     79/499      4.32G    0.01223    0.01042   0.004336         68        640:   6%|5         | 10/168 [00:01<00:30,  5.24it/s]
     79/499      4.32G    0.01227    0.01054   0.004621         74        640:   6%|5         | 10/168 [00:02<00:30,  5.24it/s]
     79/499      4.32G    0.01227    0.01054   0.004621         74        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     79/499      4.32G    0.01255    0.01061   0.004722         62        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
     79/499      4.32G    0.01255    0.01061   0.004722         62        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     79/499      4.32G    0.01241    0.01074   0.004842         93        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
     79/499      4.32G    0.01241    0.01074   0.004842         93        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     79/499      4.32G    0.01232    0.01067   0.004916         69        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
     79/499      4.32G    0.01232    0.01067   0.004916         69        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     79/499      4.32G     0.0123    0.01055   0.004921         54        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     79/499      4.32G     0.0123    0.01055   0.004921         54        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
     79/499      4.32G    0.01225    0.01059   0.004897         91        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
     79/499      4.32G    0.01225    0.01059   0.004897         91        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     79/499      4.32G    0.01219    0.01061   0.004765         72        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
     79/499      4.32G    0.01219    0.01061   0.004765         72        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     79/499      4.32G    0.01221    0.01068   0.004713         79        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     79/499      4.32G    0.01221    0.01068   0.004713         79        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     79/499      4.32G    0.01224    0.01071   0.004942         69        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     79/499      4.32G    0.01224    0.01071   0.004942         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     79/499      4.32G    0.01217    0.01065   0.004963         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     79/499      4.32G    0.01217    0.01065   0.004963         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
     79/499      4.32G    0.01218    0.01055   0.004869         60        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
     79/499      4.32G    0.01218    0.01055   0.004869         60        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
     79/499      4.32G    0.01212    0.01056   0.004792         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
     79/499      4.32G    0.01212    0.01056   0.004792         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     79/499      4.32G    0.01214     0.0106   0.004737         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
     79/499      4.32G    0.01214     0.0106   0.004737         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     79/499      4.32G    0.01221    0.01057   0.004937         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     79/499      4.32G    0.01221    0.01057   0.004937         53        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     79/499      4.32G    0.01222    0.01056    0.00489         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
     79/499      4.32G    0.01222    0.01056    0.00489         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     79/499      4.32G    0.01225    0.01051   0.004804         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     79/499      4.32G    0.01225    0.01051   0.004804         57        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
     79/499      4.32G     0.0122    0.01051   0.004734         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
     79/499      4.32G     0.0122    0.01051   0.004734         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     79/499      4.32G    0.01217    0.01043   0.004707         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     79/499      4.32G    0.01217    0.01043   0.004707         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     79/499      4.32G    0.01215    0.01046   0.004722         73        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
     79/499      4.32G    0.01215    0.01046   0.004722         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     79/499      4.32G    0.01214    0.01045    0.00466         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
     79/499      4.32G    0.01214    0.01045    0.00466         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     79/499      4.32G     0.0121     0.0104   0.004659         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     79/499      4.32G     0.0121     0.0104   0.004659         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     79/499      4.32G    0.01207    0.01038     0.0046         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     79/499      4.32G    0.01207    0.01038     0.0046         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     79/499      4.32G    0.01205    0.01041   0.004591         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
     79/499      4.32G    0.01205    0.01041   0.004591         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     79/499      4.32G    0.01206    0.01042   0.004649         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
     79/499      4.32G    0.01206    0.01042   0.004649         70        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     79/499      4.32G    0.01204    0.01051   0.004597         71        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
     79/499      4.32G    0.01204    0.01051   0.004597         71        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     79/499      4.32G    0.01205    0.01053   0.004564         74        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
     79/499      4.32G    0.01205    0.01053   0.004564         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
     79/499      4.32G    0.01204    0.01046   0.004558         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
     79/499      4.32G    0.01204    0.01046   0.004558         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
     79/499      4.32G    0.01203    0.01049   0.004526         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
     79/499      4.32G    0.01203    0.01049   0.004526         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
     79/499      4.32G    0.01209    0.01045   0.004532         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
     79/499      4.32G    0.01209    0.01045   0.004532         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     79/499      4.32G    0.01207    0.01046   0.004496         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
     79/499      4.32G    0.01207    0.01046   0.004496         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     79/499      4.32G     0.0121    0.01052   0.004536         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
     79/499      4.32G     0.0121    0.01052   0.004536         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     79/499      4.32G    0.01206    0.01053   0.004554         80        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     79/499      4.32G    0.01206    0.01053   0.004554         80        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
     79/499      4.32G    0.01207    0.01052   0.004504         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     79/499      4.32G    0.01207    0.01052   0.004504         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     79/499      4.32G    0.01207    0.01049   0.004513         70        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     79/499      4.32G    0.01207    0.01049   0.004513         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     79/499      4.32G    0.01203    0.01047   0.004455         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     79/499      4.32G    0.01203    0.01047   0.004455         70        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     79/499      4.32G    0.01201    0.01044   0.004416         59        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
     79/499      4.32G    0.01201    0.01044   0.004416         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     79/499      4.32G    0.01198     0.0104   0.004455         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     79/499      4.32G    0.01198     0.0104   0.004455         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
     79/499      4.32G    0.01198    0.01041   0.004448         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
     79/499      4.32G    0.01198    0.01041   0.004448         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     79/499      4.32G    0.01199    0.01041   0.004457         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     79/499      4.32G    0.01199    0.01041   0.004457         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
     79/499      4.32G    0.01197    0.01042   0.004403         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
     79/499      4.32G    0.01197    0.01042   0.004403         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     79/499      4.32G      0.012    0.01038   0.004418         53        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
     79/499      4.32G      0.012    0.01038   0.004418         53        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     79/499      4.32G    0.01201    0.01037   0.004431         68        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     79/499      4.32G    0.01201    0.01037   0.004431         68        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     79/499      4.32G    0.01197    0.01037   0.004452         71        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     79/499      4.32G    0.01197    0.01037   0.004452         71        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     79/499      4.32G    0.01196    0.01038   0.004438         73        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     79/499      4.32G    0.01196    0.01038   0.004438         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     79/499      4.32G    0.01199     0.0104    0.00446         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     79/499      4.32G    0.01199     0.0104    0.00446         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     79/499      4.32G    0.01197    0.01046   0.004432         95        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
     79/499      4.32G    0.01197    0.01046   0.004432         95        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     79/499      4.32G    0.01197    0.01045   0.004423         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
     79/499      4.32G    0.01197    0.01045   0.004423         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
     79/499      4.32G    0.01195    0.01043   0.004432         70        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
     79/499      4.32G    0.01195    0.01043   0.004432         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     79/499      4.32G    0.01193    0.01039   0.004487         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
     79/499      4.32G    0.01193    0.01039   0.004487         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     79/499      4.32G    0.01193    0.01036    0.00447         56        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
     79/499      4.32G    0.01193    0.01036    0.00447         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     79/499      4.32G    0.01194    0.01035   0.004494         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     79/499      4.32G    0.01194    0.01035   0.004494         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     79/499      4.32G    0.01193    0.01036   0.004479         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     79/499      4.32G    0.01193    0.01036   0.004479         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     79/499      4.32G    0.01192    0.01033   0.004428         54        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
     79/499      4.32G    0.01192    0.01033   0.004428         54        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
     79/499      4.32G    0.01192    0.01033   0.004414         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
     79/499      4.32G    0.01192    0.01033   0.004414         74        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
     79/499      4.32G    0.01194    0.01032   0.004419         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
     79/499      4.32G    0.01194    0.01032   0.004419         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
     79/499      4.32G    0.01194    0.01032    0.00441         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
     79/499      4.32G    0.01194    0.01032    0.00441         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     79/499      4.32G    0.01193    0.01032   0.004384         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     79/499      4.32G    0.01193    0.01032   0.004384         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     79/499      4.32G     0.0119    0.01034   0.004376         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     79/499      4.32G     0.0119    0.01034   0.004376         70        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
     79/499      4.32G    0.01187    0.01029     0.0044         55        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
     79/499      4.32G    0.01187    0.01029     0.0044         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     79/499      4.32G    0.01187    0.01028   0.004405         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     79/499      4.32G    0.01187    0.01028   0.004405         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     79/499      4.32G    0.01186    0.01026   0.004394         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     79/499      4.32G    0.01186    0.01026   0.004394         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     79/499      4.32G    0.01186    0.01027    0.00443         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
     79/499      4.32G    0.01186    0.01027    0.00443         70        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     79/499      4.32G    0.01187    0.01027   0.004417         60        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     79/499      4.32G    0.01187    0.01027   0.004417         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     79/499      4.32G     0.0119    0.01023   0.004377         44        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
     79/499      4.32G     0.0119    0.01023   0.004377         44        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     79/499      4.32G    0.01188    0.01019   0.004387         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     79/499      4.32G    0.01188    0.01019   0.004387         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     79/499      4.32G    0.01188    0.01022   0.004377         85        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     79/499      4.32G    0.01188    0.01022   0.004377         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     79/499      4.32G    0.01187    0.01022   0.004354         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     79/499      4.32G    0.01187    0.01022   0.004354         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     79/499      4.32G    0.01186    0.01021   0.004324         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     79/499      4.32G    0.01186    0.01021   0.004324         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
     79/499      4.32G    0.01186    0.01023   0.004296         65        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
     79/499      4.32G    0.01186    0.01023   0.004296         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     79/499      4.32G    0.01185    0.01022   0.004292         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
     79/499      4.32G    0.01185    0.01022   0.004292         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     79/499      4.32G    0.01184    0.01021   0.004275         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
     79/499      4.32G    0.01184    0.01021   0.004275         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     79/499      4.32G    0.01183    0.01021   0.004277         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
     79/499      4.32G    0.01183    0.01021   0.004277         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     79/499      4.32G    0.01182    0.01022   0.004289         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     79/499      4.32G    0.01182    0.01022   0.004289         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     79/499      4.32G    0.01181    0.01021   0.004252         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     79/499      4.32G    0.01181    0.01021   0.004252         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.29it/s]
     79/499      4.32G    0.01183    0.01019    0.00426         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     79/499      4.32G    0.01183    0.01019    0.00426         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     79/499      4.32G    0.01182    0.01018   0.004271         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
     79/499      4.32G    0.01182    0.01018   0.004271         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     79/499      4.32G    0.01182    0.01018   0.004275         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
     79/499      4.32G    0.01182    0.01018   0.004275         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     79/499      4.32G    0.01182     0.0102   0.004235         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     79/499      4.32G    0.01182     0.0102   0.004235         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     79/499      4.32G    0.01182    0.01021    0.00423         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
     79/499      4.32G    0.01182    0.01021    0.00423         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
     79/499      4.32G    0.01182    0.01021   0.004217         56        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
     79/499      4.32G    0.01182    0.01021   0.004217         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     79/499      4.32G    0.01183     0.0102   0.004193         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     79/499      4.32G    0.01183     0.0102   0.004193         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     79/499      4.32G    0.01185     0.0102    0.00419         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
     79/499      4.32G    0.01185     0.0102    0.00419         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     79/499      4.32G    0.01185    0.01021   0.004184         80        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     79/499      4.32G    0.01185    0.01021   0.004184         80        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     79/499      4.32G    0.01187    0.01024   0.004199         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     79/499      4.32G    0.01187    0.01024   0.004199         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     79/499      4.32G    0.01187    0.01022   0.004197         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     79/499      4.32G    0.01187    0.01022   0.004197         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
     79/499      4.32G    0.01187    0.01021   0.004186         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
     79/499      4.32G    0.01187    0.01021   0.004186         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     79/499      4.32G    0.01187    0.01021   0.004204         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
     79/499      4.32G    0.01187    0.01021   0.004204         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
     79/499      4.32G    0.01188    0.01023   0.004208         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
     79/499      4.32G    0.01188    0.01023   0.004208         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     79/499      4.32G    0.01188    0.01024   0.004212         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
     79/499      4.32G    0.01188    0.01024   0.004212         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
     79/499      4.32G    0.01188    0.01022   0.004219         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
     79/499      4.32G    0.01188    0.01022   0.004219         59        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
     79/499      4.32G    0.01187     0.0102   0.004209         65        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
     79/499      4.32G    0.01187     0.0102   0.004209         65        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     79/499      4.32G    0.01186    0.01021   0.004216         75        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
     79/499      4.32G    0.01186    0.01021   0.004216         75        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     79/499      4.32G    0.01185    0.01021   0.004212         79        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
     79/499      4.32G    0.01185    0.01021   0.004212         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     79/499      4.32G    0.01184    0.01023   0.004228         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     79/499      4.32G    0.01184    0.01023   0.004228         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     79/499      4.32G    0.01183    0.01023   0.004205         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     79/499      4.32G    0.01183    0.01023   0.004205         62        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
     79/499      4.32G    0.01182    0.01024   0.004183         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
     79/499      4.32G    0.01182    0.01024   0.004183         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     79/499      4.32G    0.01182    0.01025   0.004202         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
     79/499      4.32G    0.01182    0.01025   0.004202         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     79/499      4.32G    0.01182    0.01026   0.004191         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     79/499      4.32G    0.01182    0.01026   0.004191         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     79/499      4.32G    0.01184    0.01028   0.004188         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     79/499      4.32G    0.01184    0.01028   0.004188         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     79/499      4.32G    0.01184     0.0103   0.004173         81        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     79/499      4.32G    0.01184     0.0103   0.004173         81        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
     79/499      4.32G    0.01182    0.01028   0.004185         70        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     79/499      4.32G    0.01182    0.01028   0.004185         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     79/499      4.32G    0.01181    0.01027   0.004204         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
     79/499      4.32G    0.01181    0.01027   0.004204         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     79/499      4.32G    0.01181    0.01028   0.004217         78        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     79/499      4.32G    0.01181    0.01028   0.004217         78        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     79/499      4.32G    0.01184    0.01027   0.004269         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     79/499      4.32G    0.01184    0.01027   0.004269         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     79/499      4.32G    0.01184    0.01026   0.004264         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
     79/499      4.32G    0.01184    0.01026   0.004264         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     79/499      4.32G    0.01184    0.01025   0.004274         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     79/499      4.32G    0.01184    0.01025   0.004274         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     79/499      4.32G    0.01183    0.01026   0.004294         80        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     79/499      4.32G    0.01183    0.01026   0.004294         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
     79/499      4.32G    0.01184    0.01027   0.004291         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
     79/499      4.32G    0.01184    0.01027   0.004291         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
     79/499      4.32G    0.01184    0.01027   0.004267         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
     79/499      4.32G    0.01184    0.01027   0.004267         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
     79/499      4.32G    0.01183    0.01026   0.004273         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
     79/499      4.32G    0.01183    0.01026   0.004273         84        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     79/499      4.32G    0.01182    0.01028   0.004273         85        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     79/499      4.32G    0.01182    0.01028   0.004273         85        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
     79/499      4.32G     0.0118    0.01027   0.004264         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     79/499      4.32G     0.0118    0.01027   0.004264         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     79/499      4.32G     0.0118    0.01026   0.004259         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     79/499      4.32G     0.0118    0.01026   0.004259         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     79/499      4.32G    0.01179    0.01025   0.004256         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     79/499      4.32G    0.01179    0.01025   0.004256         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     79/499      4.32G    0.01179    0.01025    0.00425         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     79/499      4.32G    0.01179    0.01025    0.00425         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     79/499      4.32G     0.0118    0.01024   0.004259         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     79/499      4.32G     0.0118    0.01024   0.004259         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
     79/499      4.32G    0.01181    0.01023    0.00426         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
     79/499      4.32G    0.01181    0.01023    0.00426         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     79/499      4.32G    0.01182    0.01022   0.004284         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
     79/499      4.32G    0.01182    0.01022   0.004284         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     79/499      4.32G    0.01181     0.0102   0.004292         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     79/499      4.32G    0.01181     0.0102   0.004292         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     79/499      4.32G    0.01181    0.01021   0.004312         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
     79/499      4.32G    0.01181    0.01021   0.004312         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     79/499      4.32G    0.01181    0.01021   0.004294         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
     79/499      4.32G    0.01181    0.01021   0.004294         71        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
     79/499      4.32G     0.0118    0.01022   0.004292         82        640:  78%|#######7  | 131/168 [00:25<00:06,  5.32it/s]
     79/499      4.32G     0.0118    0.01022   0.004292         82        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     79/499      4.32G    0.01179    0.01021   0.004292         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
     79/499      4.32G    0.01179    0.01021   0.004292         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     79/499      4.32G     0.0118    0.01022   0.004281         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     79/499      4.32G     0.0118    0.01022   0.004281         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     79/499      4.32G    0.01178     0.0102   0.004306         54        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
     79/499      4.32G    0.01178     0.0102   0.004306         54        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     79/499      4.32G    0.01178    0.01021   0.004296         79        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
     79/499      4.32G    0.01178    0.01021   0.004296         79        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     79/499      4.32G    0.01177     0.0102   0.004289         52        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
     79/499      4.32G    0.01177     0.0102   0.004289         52        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     79/499      4.32G    0.01177    0.01019   0.004293         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     79/499      4.32G    0.01177    0.01019   0.004293         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     79/499      4.32G    0.01176    0.01019   0.004276         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     79/499      4.32G    0.01176    0.01019   0.004276         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     79/499      4.32G    0.01176    0.01019   0.004265         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     79/499      4.32G    0.01176    0.01019   0.004265         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     79/499      4.32G    0.01175    0.01018   0.004254         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
     79/499      4.32G    0.01175    0.01018   0.004254         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     79/499      4.32G    0.01174    0.01017   0.004257         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     79/499      4.32G    0.01174    0.01017   0.004257         62        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
     79/499      4.32G    0.01173    0.01017   0.004247         56        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     79/499      4.32G    0.01173    0.01017   0.004247         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     79/499      4.32G    0.01172    0.01016    0.00423         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     79/499      4.32G    0.01172    0.01016    0.00423         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     79/499      4.32G    0.01171    0.01018   0.004224         85        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
     79/499      4.32G    0.01171    0.01018   0.004224         85        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     79/499      4.32G    0.01172    0.01018   0.004242         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     79/499      4.32G    0.01172    0.01018   0.004242         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     79/499      4.32G    0.01173    0.01018   0.004219         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
     79/499      4.32G    0.01173    0.01018   0.004219         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
     79/499      4.32G    0.01173    0.01017    0.00422         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
     79/499      4.32G    0.01173    0.01017    0.00422         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     79/499      4.32G    0.01173    0.01017   0.004216         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
     79/499      4.32G    0.01173    0.01017   0.004216         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     79/499      4.32G    0.01175    0.01019   0.004211         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     79/499      4.32G    0.01175    0.01019   0.004211         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     79/499      4.32G    0.01174    0.01018   0.004193         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
     79/499      4.32G    0.01174    0.01018   0.004193         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     79/499      4.32G    0.01175    0.01018   0.004206         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
     79/499      4.32G    0.01175    0.01018   0.004206         66        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     79/499      4.32G    0.01177     0.0102   0.004225         77        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     79/499      4.32G    0.01177     0.0102   0.004225         77        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     79/499      4.32G    0.01176     0.0102    0.00423         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
     79/499      4.32G    0.01176     0.0102    0.00423         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     79/499      4.32G    0.01177    0.01019   0.004216         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     79/499      4.32G    0.01177    0.01019   0.004216         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     79/499      4.32G    0.01176    0.01019   0.004213         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
     79/499      4.32G    0.01176    0.01019   0.004213         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     79/499      4.32G    0.01176    0.01019   0.004203         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
     79/499      4.32G    0.01176    0.01019   0.004203         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
     79/499      4.32G    0.01175    0.01019   0.004218         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
     79/499      4.32G    0.01175    0.01019   0.004218         65        640:  94%|#########4| 158/168 [00:29<00:01,  5.23it/s]
     79/499      4.32G    0.01175    0.01018   0.004219         48        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     79/499      4.32G    0.01175    0.01018   0.004219         48        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     79/499      4.32G    0.01175    0.01018   0.004215         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
     79/499      4.32G    0.01175    0.01018   0.004215         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     79/499      4.32G    0.01175    0.01018    0.00422         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     79/499      4.32G    0.01175    0.01018    0.00422         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     79/499      4.32G    0.01176    0.01017    0.00423         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     79/499      4.32G    0.01176    0.01017    0.00423         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     79/499      4.32G    0.01177    0.01018   0.004214         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     79/499      4.32G    0.01177    0.01018   0.004214         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
     79/499      4.32G    0.01178     0.0102   0.004233         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     79/499      4.32G    0.01178     0.0102   0.004233         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     79/499      4.32G    0.01179    0.01021    0.00423         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     79/499      4.32G    0.01179    0.01021    0.00423         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
     79/499      4.32G    0.01178    0.01021   0.004224         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
     79/499      4.32G    0.01178    0.01021   0.004224         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     79/499      4.32G    0.01178    0.01019   0.004229         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     79/499      4.32G    0.01178    0.01019   0.004229         54        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     79/499      4.32G    0.01179     0.0102    0.00421         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
     79/499      4.32G    0.01179     0.0102    0.00421         24        640: 100%|##########| 168/168 [00:31<00:00,  5.42it/s]
     79/499      4.32G    0.01179     0.0102    0.00421         24        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.808      0.896      0.857      0.736

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     80/499      4.32G     0.0137   0.007681    0.00304         53        640:   0%|          | 0/168 [00:00<?, ?it/s]
     80/499      4.32G     0.0137   0.007681    0.00304         53        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     80/499      4.32G    0.01294   0.009382   0.004011         71        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
     80/499      4.32G    0.01294   0.009382   0.004011         71        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     80/499      4.32G    0.01242   0.009948   0.003733         75        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     80/499      4.32G    0.01242   0.009948   0.003733         75        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
     80/499      4.32G    0.01271    0.01015   0.003975         64        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
     80/499      4.32G    0.01271    0.01015   0.003975         64        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     80/499      4.32G    0.01243    0.01007   0.003988         68        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
     80/499      4.32G    0.01243    0.01007   0.003988         68        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
     80/499      4.32G    0.01241   0.009888   0.003858         64        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
     80/499      4.32G    0.01241   0.009888   0.003858         64        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     80/499      4.32G    0.01229   0.009896   0.004319         72        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
     80/499      4.32G    0.01229   0.009896   0.004319         72        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     80/499      4.32G    0.01232    0.01005   0.004049         69        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
     80/499      4.32G    0.01232    0.01005   0.004049         69        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     80/499      4.32G    0.01221   0.009987   0.003918         63        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
     80/499      4.32G    0.01221   0.009987   0.003918         63        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     80/499      4.32G    0.01228   0.009755   0.003731         46        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     80/499      4.32G    0.01228   0.009755   0.003731         46        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     80/499      4.32G    0.01227    0.00956   0.003952         59        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     80/499      4.32G    0.01227    0.00956   0.003952         59        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     80/499      4.32G    0.01228   0.009541   0.003985         70        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     80/499      4.32G    0.01228   0.009541   0.003985         70        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     80/499      4.32G    0.01224   0.009628   0.003937         73        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
     80/499      4.32G    0.01224   0.009628   0.003937         73        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     80/499      4.32G    0.01219   0.009757   0.004174         85        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
     80/499      4.32G    0.01219   0.009757   0.004174         85        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
     80/499      4.32G     0.0121   0.009765   0.004239         66        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
     80/499      4.32G     0.0121   0.009765   0.004239         66        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
     80/499      4.32G    0.01192   0.009792   0.004192         76        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
     80/499      4.32G    0.01192   0.009792   0.004192         76        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
     80/499      4.32G    0.01193   0.009654   0.004322         57        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
     80/499      4.32G    0.01193   0.009654   0.004322         57        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     80/499      4.32G    0.01193   0.009776   0.004284         73        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
     80/499      4.32G    0.01193   0.009776   0.004284         73        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     80/499      4.32G    0.01188   0.009762   0.004314         69        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
     80/499      4.32G    0.01188   0.009762   0.004314         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     80/499      4.32G    0.01192   0.009771   0.004344         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     80/499      4.32G    0.01192   0.009771   0.004344         60        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     80/499      4.32G    0.01189   0.009771    0.00425         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
     80/499      4.32G    0.01189   0.009771    0.00425         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
     80/499      4.32G    0.01186   0.009846   0.004142         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
     80/499      4.32G    0.01186   0.009846   0.004142         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     80/499      4.32G    0.01187   0.009845   0.004174         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     80/499      4.32G    0.01187   0.009845   0.004174         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     80/499      4.32G    0.01185   0.009884   0.004288         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
     80/499      4.32G    0.01185   0.009884   0.004288         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     80/499      4.32G    0.01183   0.009855   0.004158         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     80/499      4.32G    0.01183   0.009855   0.004158         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     80/499      4.32G    0.01184   0.009817   0.004226         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
     80/499      4.32G    0.01184   0.009817   0.004226         56        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     80/499      4.32G    0.01186   0.009744   0.004256         58        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     80/499      4.32G    0.01186   0.009744   0.004256         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     80/499      4.32G    0.01188   0.009748    0.00425         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     80/499      4.32G    0.01188   0.009748    0.00425         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     80/499      4.32G    0.01189   0.009801   0.004161         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
     80/499      4.32G    0.01189   0.009801   0.004161         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     80/499      4.32G    0.01197   0.009807   0.004129         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
     80/499      4.32G    0.01197   0.009807   0.004129         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
     80/499      4.32G    0.01198   0.009812   0.004187         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
     80/499      4.32G    0.01198   0.009812   0.004187         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
     80/499      4.32G    0.01195   0.009791   0.004201         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     80/499      4.32G    0.01195   0.009791   0.004201         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     80/499      4.32G    0.01195   0.009865   0.004226         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     80/499      4.32G    0.01195   0.009865   0.004226         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     80/499      4.32G    0.01202   0.009865   0.004183         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     80/499      4.32G    0.01202   0.009865   0.004183         57        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     80/499      4.32G    0.01204    0.00985   0.004285         66        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     80/499      4.32G    0.01204    0.00985   0.004285         66        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     80/499      4.32G    0.01204   0.009901   0.004357         64        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     80/499      4.32G    0.01204   0.009901   0.004357         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     80/499      4.32G    0.01203    0.00993   0.004337         76        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     80/499      4.32G    0.01203    0.00993   0.004337         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     80/499      4.32G    0.01204   0.009947   0.004306         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     80/499      4.32G    0.01204   0.009947   0.004306         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     80/499      4.32G    0.01208    0.01001    0.00425         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     80/499      4.32G    0.01208    0.01001    0.00425         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     80/499      4.32G    0.01212   0.009996   0.004256         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     80/499      4.32G    0.01212   0.009996   0.004256         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     80/499      4.32G    0.01208   0.009965   0.004258         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
     80/499      4.32G    0.01208   0.009965   0.004258         63        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     80/499      4.32G    0.01211   0.009923   0.004294         62        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
     80/499      4.32G    0.01211   0.009923   0.004294         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
     80/499      4.32G    0.01211   0.009948   0.004372         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     80/499      4.32G    0.01211   0.009948   0.004372         77        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     80/499      4.32G    0.01209   0.009967   0.004365         72        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
     80/499      4.32G    0.01209   0.009967   0.004365         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
     80/499      4.32G    0.01208   0.009972   0.004415         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
     80/499      4.32G    0.01208   0.009972   0.004415         60        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     80/499      4.32G    0.01208   0.009967   0.004411         59        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
     80/499      4.32G    0.01208   0.009967   0.004411         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     80/499      4.32G    0.01203   0.009985   0.004348         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
     80/499      4.32G    0.01203   0.009985   0.004348         77        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
     80/499      4.32G    0.01208   0.009939     0.0043         54        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
     80/499      4.32G    0.01208   0.009939     0.0043         54        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     80/499      4.32G    0.01207   0.009955   0.004309         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
     80/499      4.32G    0.01207   0.009955   0.004309         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     80/499      4.32G    0.01208   0.009994   0.004305         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
     80/499      4.32G    0.01208   0.009994   0.004305         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     80/499      4.32G    0.01204   0.009945   0.004301         53        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
     80/499      4.32G    0.01204   0.009945   0.004301         53        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     80/499      4.32G    0.01202   0.009958    0.00435         78        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
     80/499      4.32G    0.01202   0.009958    0.00435         78        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
     80/499      4.32G    0.01199   0.009927   0.004332         59        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
     80/499      4.32G    0.01199   0.009927   0.004332         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     80/499      4.32G    0.01199   0.009955   0.004318         81        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
     80/499      4.32G    0.01199   0.009955   0.004318         81        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     80/499      4.32G      0.012   0.009938   0.004366         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
     80/499      4.32G      0.012   0.009938   0.004366         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     80/499      4.32G      0.012   0.009903   0.004306         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     80/499      4.32G      0.012   0.009903   0.004306         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     80/499      4.32G    0.01201   0.009874   0.004352         55        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
     80/499      4.32G    0.01201   0.009874   0.004352         55        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     80/499      4.32G      0.012   0.009846   0.004368         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
     80/499      4.32G      0.012   0.009846   0.004368         62        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
     80/499      4.32G    0.01205   0.009884   0.004368         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     80/499      4.32G    0.01205   0.009884   0.004368         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     80/499      4.32G    0.01204   0.009855    0.00449         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
     80/499      4.32G    0.01204   0.009855    0.00449         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     80/499      4.32G    0.01207   0.009884   0.004486         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
     80/499      4.32G    0.01207   0.009884   0.004486         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     80/499      4.32G     0.0121    0.00992   0.004468         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     80/499      4.32G     0.0121    0.00992   0.004468         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     80/499      4.32G    0.01211    0.00992   0.004444         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     80/499      4.32G    0.01211    0.00992   0.004444         65        640:  38%|###7      | 63/168 [00:11<00:19,  5.30it/s]
     80/499      4.32G    0.01212   0.009957   0.004489         85        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
     80/499      4.32G    0.01212   0.009957   0.004489         85        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     80/499      4.32G    0.01213   0.009953   0.004477         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     80/499      4.32G    0.01213   0.009953   0.004477         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     80/499      4.32G    0.01215    0.01004   0.004462         84        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
     80/499      4.32G    0.01215    0.01004   0.004462         84        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     80/499      4.32G    0.01213    0.01004   0.004418         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
     80/499      4.32G    0.01213    0.01004   0.004418         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     80/499      4.32G    0.01212    0.01004   0.004388         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     80/499      4.32G    0.01212    0.01004   0.004388         72        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
     80/499      4.32G    0.01212    0.01002   0.004388         56        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
     80/499      4.32G    0.01212    0.01002   0.004388         56        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     80/499      4.32G     0.0121   0.009972   0.004388         53        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     80/499      4.32G     0.0121   0.009972   0.004388         53        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     80/499      4.32G    0.01209   0.009991   0.004355         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
     80/499      4.32G    0.01209   0.009991   0.004355         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     80/499      4.32G    0.01214    0.01004   0.004419         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
     80/499      4.32G    0.01214    0.01004   0.004419         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     80/499      4.32G    0.01214    0.01002   0.004445         57        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     80/499      4.32G    0.01214    0.01002   0.004445         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     80/499      4.32G    0.01212    0.01001   0.004403         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     80/499      4.32G    0.01212    0.01001   0.004403         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     80/499      4.32G    0.01214    0.01005   0.004407         75        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     80/499      4.32G    0.01214    0.01005   0.004407         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     80/499      4.32G    0.01217    0.01006    0.00442         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     80/499      4.32G    0.01217    0.01006    0.00442         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     80/499      4.32G    0.01217    0.01008   0.004411         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     80/499      4.32G    0.01217    0.01008   0.004411         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     80/499      4.32G    0.01216    0.01005   0.004403         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
     80/499      4.32G    0.01216    0.01005   0.004403         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     80/499      4.32G    0.01213    0.01004     0.0044         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     80/499      4.32G    0.01213    0.01004     0.0044         61        640:  47%|####7     | 79/168 [00:14<00:17,  5.15it/s]
     80/499      4.32G    0.01213    0.01006   0.004418         80        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     80/499      4.32G    0.01213    0.01006   0.004418         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     80/499      4.32G    0.01213    0.01006   0.004447         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
     80/499      4.32G    0.01213    0.01006   0.004447         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     80/499      4.32G    0.01212    0.01005   0.004444         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     80/499      4.32G    0.01212    0.01005   0.004444         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     80/499      4.32G    0.01211    0.01006   0.004446         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
     80/499      4.32G    0.01211    0.01006   0.004446         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     80/499      4.32G    0.01211    0.01003   0.004442         51        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     80/499      4.32G    0.01211    0.01003   0.004442         51        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
     80/499      4.32G    0.01212    0.01004   0.004452         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
     80/499      4.32G    0.01212    0.01004   0.004452         78        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     80/499      4.32G    0.01211    0.01004   0.004457         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     80/499      4.32G    0.01211    0.01004   0.004457         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     80/499      4.32G    0.01211    0.01005   0.004462         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     80/499      4.32G    0.01211    0.01005   0.004462         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     80/499      4.32G    0.01211    0.01006     0.0045         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
     80/499      4.32G    0.01211    0.01006     0.0045         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
     80/499      4.32G    0.01211    0.01006   0.004495         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
     80/499      4.32G    0.01211    0.01006   0.004495         71        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
     80/499      4.32G     0.0121    0.01004    0.00446         60        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
     80/499      4.32G     0.0121    0.01004    0.00446         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     80/499      4.32G     0.0121    0.01006   0.004489         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
     80/499      4.32G     0.0121    0.01006   0.004489         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     80/499      4.32G     0.0121    0.01007   0.004461         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
     80/499      4.32G     0.0121    0.01007   0.004461         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     80/499      4.32G     0.0121    0.01005    0.00451         50        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
     80/499      4.32G     0.0121    0.01005    0.00451         50        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     80/499      4.32G    0.01211    0.01007   0.004558         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
     80/499      4.32G    0.01211    0.01007   0.004558         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
     80/499      4.32G     0.0121    0.01006    0.00456         59        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
     80/499      4.32G     0.0121    0.01006    0.00456         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     80/499      4.32G    0.01209    0.01004   0.004549         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     80/499      4.32G    0.01209    0.01004   0.004549         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     80/499      4.32G    0.01207    0.01005   0.004535         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     80/499      4.32G    0.01207    0.01005   0.004535         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     80/499      4.32G    0.01206    0.01006   0.004534         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     80/499      4.32G    0.01206    0.01006   0.004534         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     80/499      4.32G    0.01204    0.01005   0.004529         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     80/499      4.32G    0.01204    0.01005   0.004529         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     80/499      4.32G    0.01203    0.01004    0.00453         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
     80/499      4.32G    0.01203    0.01004    0.00453         67        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
     80/499      4.32G    0.01203    0.01003   0.004547         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     80/499      4.32G    0.01203    0.01003   0.004547         68        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     80/499      4.32G    0.01202    0.01005   0.004541         77        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
     80/499      4.32G    0.01202    0.01005   0.004541         77        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     80/499      4.32G      0.012    0.01006   0.004534         72        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     80/499      4.32G      0.012    0.01006   0.004534         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     80/499      4.32G    0.01201    0.01006   0.004525         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
     80/499      4.32G    0.01201    0.01006   0.004525         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     80/499      4.32G    0.01199    0.01006   0.004573         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
     80/499      4.32G    0.01199    0.01006   0.004573         74        640:  62%|######2   | 105/168 [00:19<00:11,  5.28it/s]
     80/499      4.32G    0.01199    0.01008   0.004573         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
     80/499      4.32G    0.01199    0.01008   0.004573         80        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     80/499      4.32G    0.01199    0.01009   0.004569         72        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     80/499      4.32G    0.01199    0.01009   0.004569         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     80/499      4.32G    0.01198    0.01009    0.00455         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     80/499      4.32G    0.01198    0.01009    0.00455         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     80/499      4.32G    0.01199    0.01009   0.004558         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     80/499      4.32G    0.01199    0.01009   0.004558         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     80/499      4.32G    0.01197    0.01008   0.004549         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
     80/499      4.32G    0.01197    0.01008   0.004549         64        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
     80/499      4.32G    0.01196    0.01008   0.004531         65        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
     80/499      4.32G    0.01196    0.01008   0.004531         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     80/499      4.32G    0.01196    0.01008   0.004551         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
     80/499      4.32G    0.01196    0.01008   0.004551         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     80/499      4.32G    0.01196    0.01007   0.004577         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
     80/499      4.32G    0.01196    0.01007   0.004577         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     80/499      4.32G    0.01195    0.01009   0.004584         88        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
     80/499      4.32G    0.01195    0.01009   0.004584         88        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     80/499      4.32G    0.01196    0.01008   0.004578         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     80/499      4.32G    0.01196    0.01008   0.004578         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     80/499      4.32G    0.01195    0.01008   0.004573         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
     80/499      4.32G    0.01195    0.01008   0.004573         60        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
     80/499      4.32G    0.01194    0.01006   0.004565         52        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
     80/499      4.32G    0.01194    0.01006   0.004565         52        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     80/499      4.32G    0.01194    0.01004   0.004588         50        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
     80/499      4.32G    0.01194    0.01004   0.004588         50        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     80/499      4.32G    0.01193    0.01003   0.004574         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     80/499      4.32G    0.01193    0.01003   0.004574         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     80/499      4.32G    0.01193    0.01003   0.004586         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
     80/499      4.32G    0.01193    0.01003   0.004586         60        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     80/499      4.32G    0.01193    0.01003   0.004585         76        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
     80/499      4.32G    0.01193    0.01003   0.004585         76        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
     80/499      4.32G    0.01191    0.01003   0.004563         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
     80/499      4.32G    0.01191    0.01003   0.004563         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     80/499      4.32G    0.01192    0.01004    0.00456         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     80/499      4.32G    0.01192    0.01004    0.00456         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     80/499      4.32G    0.01192    0.01006   0.004545         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     80/499      4.32G    0.01192    0.01006   0.004545         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     80/499      4.32G    0.01192    0.01006   0.004556         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     80/499      4.32G    0.01192    0.01006   0.004556         80        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     80/499      4.32G    0.01193    0.01007   0.004555         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     80/499      4.32G    0.01193    0.01007   0.004555         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.31it/s]
     80/499      4.32G    0.01194    0.01008   0.004575         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     80/499      4.32G    0.01194    0.01008   0.004575         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     80/499      4.32G    0.01194    0.01006   0.004573         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     80/499      4.32G    0.01194    0.01006   0.004573         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     80/499      4.32G    0.01193    0.01008   0.004559         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     80/499      4.32G    0.01193    0.01008   0.004559         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     80/499      4.32G    0.01194    0.01008    0.00455         52        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     80/499      4.32G    0.01194    0.01008    0.00455         52        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     80/499      4.32G    0.01194    0.01008   0.004547         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     80/499      4.32G    0.01194    0.01008   0.004547         76        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
     80/499      4.32G    0.01196     0.0101   0.004536         76        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
     80/499      4.32G    0.01196     0.0101   0.004536         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     80/499      4.32G    0.01195    0.01008   0.004523         47        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
     80/499      4.32G    0.01195    0.01008   0.004523         47        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     80/499      4.32G    0.01195    0.01008   0.004532         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
     80/499      4.32G    0.01195    0.01008   0.004532         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     80/499      4.32G    0.01196    0.01007   0.004548         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
     80/499      4.32G    0.01196    0.01007   0.004548         60        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     80/499      4.32G    0.01196    0.01006   0.004597         59        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     80/499      4.32G    0.01196    0.01006   0.004597         59        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     80/499      4.32G    0.01196    0.01006   0.004627         72        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     80/499      4.32G    0.01196    0.01006   0.004627         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
     80/499      4.32G    0.01197    0.01006   0.004682         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
     80/499      4.32G    0.01197    0.01006   0.004682         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     80/499      4.32G    0.01199    0.01007   0.004672         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
     80/499      4.32G    0.01199    0.01007   0.004672         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     80/499      4.32G    0.01199    0.01009   0.004679         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     80/499      4.32G    0.01199    0.01009   0.004679         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     80/499      4.32G    0.01198    0.01008   0.004724         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
     80/499      4.32G    0.01198    0.01008   0.004724         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     80/499      4.32G    0.01198    0.01008   0.004726         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
     80/499      4.32G    0.01198    0.01008   0.004726         60        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
     80/499      4.32G      0.012     0.0101   0.004715         61        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
     80/499      4.32G      0.012     0.0101   0.004715         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
     80/499      4.32G      0.012     0.0101    0.00471         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
     80/499      4.32G      0.012     0.0101    0.00471         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     80/499      4.32G    0.01199    0.01008   0.004725         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
     80/499      4.32G    0.01199    0.01008   0.004725         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     80/499      4.32G    0.01199    0.01008   0.004727         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
     80/499      4.32G    0.01199    0.01008   0.004727         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     80/499      4.32G    0.01199    0.01009   0.004737         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
     80/499      4.32G    0.01199    0.01009   0.004737         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
     80/499      4.32G      0.012    0.01009   0.004773         56        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
     80/499      4.32G      0.012    0.01009   0.004773         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     80/499      4.32G    0.01201    0.01009   0.004765         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     80/499      4.32G    0.01201    0.01009   0.004765         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     80/499      4.32G    0.01201    0.01009   0.004757         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
     80/499      4.32G    0.01201    0.01009   0.004757         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     80/499      4.32G    0.01201    0.01009   0.004744         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
     80/499      4.32G    0.01201    0.01009   0.004744         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     80/499      4.32G    0.01202    0.01009   0.004742         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
     80/499      4.32G    0.01202    0.01009   0.004742         64        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     80/499      4.32G    0.01202    0.01009   0.004726         72        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
     80/499      4.32G    0.01202    0.01009   0.004726         72        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
     80/499      4.32G    0.01202    0.01009   0.004703         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     80/499      4.32G    0.01202    0.01009   0.004703         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     80/499      4.32G    0.01203    0.01009   0.004705         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     80/499      4.32G    0.01203    0.01009   0.004705         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     80/499      4.32G    0.01203    0.01008   0.004697         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     80/499      4.32G    0.01203    0.01008   0.004697         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     80/499      4.32G    0.01202    0.01007    0.00471         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
     80/499      4.32G    0.01202    0.01007    0.00471         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
     80/499      4.32G    0.01201    0.01008     0.0047         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
     80/499      4.32G    0.01201    0.01008     0.0047         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
     80/499      4.32G    0.01202    0.01008   0.004698         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
     80/499      4.32G    0.01202    0.01008   0.004698         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     80/499      4.32G    0.01201    0.01008   0.004681         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     80/499      4.32G    0.01201    0.01008   0.004681         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     80/499      4.32G    0.01201    0.01007   0.004665         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     80/499      4.32G    0.01201    0.01007   0.004665         57        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     80/499      4.32G      0.012    0.01007   0.004664         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     80/499      4.32G      0.012    0.01007   0.004664         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     80/499      4.32G    0.01201    0.01008   0.004685         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
     80/499      4.32G    0.01201    0.01008   0.004685         76        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
     80/499      4.32G    0.01201    0.01008   0.004687         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     80/499      4.32G    0.01201    0.01008   0.004687         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     80/499      4.32G      0.012    0.01007   0.004694         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     80/499      4.32G      0.012    0.01007   0.004694         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     80/499      4.32G      0.012    0.01008     0.0047         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     80/499      4.32G      0.012    0.01008     0.0047         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     80/499      4.32G    0.01199    0.01008   0.004697         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
     80/499      4.32G    0.01199    0.01008   0.004697         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
     80/499      4.32G    0.01199    0.01008   0.004675         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
     80/499      4.32G    0.01199    0.01008   0.004675         28        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
     80/499      4.32G    0.01199    0.01008   0.004675         28        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.808      0.845      0.845      0.723

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     81/499      4.32G    0.01326   0.007921    0.00343         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
     81/499      4.32G    0.01326   0.007921    0.00343         61        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     81/499      4.32G    0.01251   0.007819   0.004649         56        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     81/499      4.32G    0.01251   0.007819   0.004649         56        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     81/499      4.32G    0.01196   0.008356   0.003744         61        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
     81/499      4.32G    0.01196   0.008356   0.003744         61        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
     81/499      4.32G    0.01175   0.008254   0.003438         51        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
     81/499      4.32G    0.01175   0.008254   0.003438         51        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     81/499      4.32G    0.01171   0.008613   0.003219         56        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     81/499      4.32G    0.01171   0.008613   0.003219         56        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
     81/499      4.32G     0.0119   0.009484   0.003344         68        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
     81/499      4.32G     0.0119   0.009484   0.003344         68        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     81/499      4.32G     0.0118   0.009548   0.003585         73        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
     81/499      4.32G     0.0118   0.009548   0.003585         73        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     81/499      4.32G    0.01158   0.009438   0.003617         76        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     81/499      4.32G    0.01158   0.009438   0.003617         76        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     81/499      4.32G    0.01165   0.009709   0.003697         74        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
     81/499      4.32G    0.01165   0.009709   0.003697         74        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     81/499      4.32G    0.01181   0.009734   0.003582         59        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
     81/499      4.32G    0.01181   0.009734   0.003582         59        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
     81/499      4.32G    0.01173   0.009683   0.003787         72        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
     81/499      4.32G    0.01173   0.009683   0.003787         72        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     81/499      4.32G    0.01181   0.009793   0.004084         65        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     81/499      4.32G    0.01181   0.009793   0.004084         65        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
     81/499      4.32G    0.01186   0.009711   0.003902         56        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
     81/499      4.32G    0.01186   0.009711   0.003902         56        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     81/499      4.32G     0.0119   0.009758   0.003919         68        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     81/499      4.32G     0.0119   0.009758   0.003919         68        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     81/499      4.32G    0.01197   0.009739    0.00419         55        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
     81/499      4.32G    0.01197   0.009739    0.00419         55        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
     81/499      4.32G    0.01189   0.009569    0.00417         58        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
     81/499      4.32G    0.01189   0.009569    0.00417         58        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     81/499      4.32G    0.01187   0.009727   0.004312         78        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     81/499      4.32G    0.01187   0.009727   0.004312         78        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     81/499      4.32G    0.01187   0.009748    0.00436         77        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
     81/499      4.32G    0.01187   0.009748    0.00436         77        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     81/499      4.32G    0.01188   0.009685   0.004588         65        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
     81/499      4.32G    0.01188   0.009685   0.004588         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.14it/s]
     81/499      4.32G    0.01197   0.009575   0.004542         50        640:  11%|#1        | 19/168 [00:03<00:28,  5.14it/s]
     81/499      4.32G    0.01197   0.009575   0.004542         50        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     81/499      4.32G    0.01199   0.009584   0.004547         71        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     81/499      4.32G    0.01199   0.009584   0.004547         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     81/499      4.32G    0.01202   0.009717   0.004511         77        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     81/499      4.32G    0.01202   0.009717   0.004511         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     81/499      4.32G    0.01197   0.009631   0.004521         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     81/499      4.32G    0.01197   0.009631   0.004521         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     81/499      4.32G      0.012   0.009683   0.004473         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
     81/499      4.32G      0.012   0.009683   0.004473         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     81/499      4.32G    0.01203   0.009674   0.004541         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     81/499      4.32G    0.01203   0.009674   0.004541         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     81/499      4.32G    0.01203   0.009666   0.004629         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     81/499      4.32G    0.01203   0.009666   0.004629         61        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
     81/499      4.32G    0.01198    0.00969   0.004538         72        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     81/499      4.32G    0.01198    0.00969   0.004538         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
     81/499      4.32G    0.01199   0.009774   0.004522         87        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
     81/499      4.32G    0.01199   0.009774   0.004522         87        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     81/499      4.32G    0.01201   0.009889   0.004604         93        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     81/499      4.32G    0.01201   0.009889   0.004604         93        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     81/499      4.32G    0.01206   0.009908   0.004572         52        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
     81/499      4.32G    0.01206   0.009908   0.004572         52        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     81/499      4.32G    0.01208   0.009968   0.004583         64        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     81/499      4.32G    0.01208   0.009968   0.004583         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
     81/499      4.32G    0.01204    0.00997   0.004532         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
     81/499      4.32G    0.01204    0.00997   0.004532         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     81/499      4.32G    0.01203   0.009992   0.004489         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     81/499      4.32G    0.01203   0.009992   0.004489         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     81/499      4.32G    0.01201    0.01004   0.004449         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     81/499      4.32G    0.01201    0.01004   0.004449         67        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
     81/499      4.32G    0.01204   0.009967   0.004399         39        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
     81/499      4.32G    0.01204   0.009967   0.004399         39        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     81/499      4.32G    0.01203   0.009941    0.00436         60        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
     81/499      4.32G    0.01203   0.009941    0.00436         60        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
     81/499      4.32G    0.01198   0.009921    0.00441         70        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
     81/499      4.32G    0.01198   0.009921    0.00441         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     81/499      4.32G    0.01198   0.009902   0.004394         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     81/499      4.32G    0.01198   0.009902   0.004394         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     81/499      4.32G    0.01198    0.00988   0.004323         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     81/499      4.32G    0.01198    0.00988   0.004323         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     81/499      4.32G    0.01196   0.009938   0.004311         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
     81/499      4.32G    0.01196   0.009938   0.004311         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     81/499      4.32G    0.01198   0.009954   0.004298         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     81/499      4.32G    0.01198   0.009954   0.004298         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     81/499      4.32G    0.01194   0.009941    0.00435         74        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
     81/499      4.32G    0.01194   0.009941    0.00435         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     81/499      4.32G    0.01191   0.009932   0.004347         70        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     81/499      4.32G    0.01191   0.009932   0.004347         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     81/499      4.32G    0.01192   0.009913   0.004342         53        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     81/499      4.32G    0.01192   0.009913   0.004342         53        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     81/499      4.32G    0.01189    0.00994   0.004381         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     81/499      4.32G    0.01189    0.00994   0.004381         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     81/499      4.32G    0.01192   0.009898   0.004386         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
     81/499      4.32G    0.01192   0.009898   0.004386         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     81/499      4.32G     0.0119   0.009897   0.004372         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     81/499      4.32G     0.0119   0.009897   0.004372         64        640:  28%|##7       | 47/168 [00:08<00:23,  5.20it/s]
     81/499      4.32G    0.01192    0.01002   0.004369        108        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     81/499      4.32G    0.01192    0.01002   0.004369        108        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     81/499      4.32G    0.01192    0.01004   0.004339         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     81/499      4.32G    0.01192    0.01004   0.004339         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     81/499      4.32G    0.01193    0.01008   0.004293         80        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     81/499      4.32G    0.01193    0.01008   0.004293         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     81/499      4.32G    0.01196     0.0101   0.004321         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     81/499      4.32G    0.01196     0.0101   0.004321         74        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     81/499      4.32G    0.01195    0.01008   0.004337         69        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     81/499      4.32G    0.01195    0.01008   0.004337         69        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
     81/499      4.32G    0.01196    0.01009   0.004369         62        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     81/499      4.32G    0.01196    0.01009   0.004369         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     81/499      4.32G    0.01199     0.0101    0.00437         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     81/499      4.32G    0.01199     0.0101    0.00437         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     81/499      4.32G    0.01197    0.01012   0.004376         85        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     81/499      4.32G    0.01197    0.01012   0.004376         85        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     81/499      4.32G    0.01197    0.01011   0.004337         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     81/499      4.32G    0.01197    0.01011   0.004337         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     81/499      4.32G    0.01194    0.01009   0.004349         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     81/499      4.32G    0.01194    0.01009   0.004349         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
     81/499      4.32G    0.01194     0.0101   0.004324         75        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
     81/499      4.32G    0.01194     0.0101   0.004324         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.10it/s]
     81/499      4.32G    0.01193    0.01011   0.004327         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.10it/s]
     81/499      4.32G    0.01193    0.01011   0.004327         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     81/499      4.32G    0.01191    0.01011   0.004292         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     81/499      4.32G    0.01191    0.01011   0.004292         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     81/499      4.32G    0.01191    0.01014   0.004272         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     81/499      4.32G    0.01191    0.01014   0.004272         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     81/499      4.32G    0.01187     0.0101   0.004301         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     81/499      4.32G    0.01187     0.0101   0.004301         56        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     81/499      4.32G    0.01186    0.01004   0.004359         55        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
     81/499      4.32G    0.01186    0.01004   0.004359         55        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     81/499      4.32G    0.01184    0.01008   0.004329         86        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     81/499      4.32G    0.01184    0.01008   0.004329         86        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     81/499      4.32G    0.01184    0.01008   0.004349         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     81/499      4.32G    0.01184    0.01008   0.004349         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     81/499      4.32G    0.01185    0.01007   0.004316         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     81/499      4.32G    0.01185    0.01007   0.004316         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     81/499      4.32G    0.01183    0.01015   0.004276         90        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
     81/499      4.32G    0.01183    0.01015   0.004276         90        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
     81/499      4.32G    0.01182    0.01015   0.004306         76        640:  40%|###9      | 67/168 [00:13<00:19,  5.20it/s]
     81/499      4.32G    0.01182    0.01015   0.004306         76        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     81/499      4.32G    0.01183    0.01013   0.004354         63        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
     81/499      4.32G    0.01183    0.01013   0.004354         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     81/499      4.32G    0.01184    0.01013   0.004376         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
     81/499      4.32G    0.01184    0.01013   0.004376         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     81/499      4.32G    0.01187    0.01018   0.004368         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
     81/499      4.32G    0.01187    0.01018   0.004368         79        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     81/499      4.32G    0.01185    0.01014   0.004389         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
     81/499      4.32G    0.01185    0.01014   0.004389         54        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     81/499      4.32G    0.01183    0.01011   0.004374         57        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     81/499      4.32G    0.01183    0.01011   0.004374         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
     81/499      4.32G    0.01182     0.0101   0.004355         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     81/499      4.32G    0.01182     0.0101   0.004355         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
     81/499      4.32G    0.01182     0.0101   0.004347         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
     81/499      4.32G    0.01182     0.0101   0.004347         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     81/499      4.32G    0.01181    0.01007   0.004322         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     81/499      4.32G    0.01181    0.01007   0.004322         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     81/499      4.32G    0.01179    0.01011   0.004348         87        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     81/499      4.32G    0.01179    0.01011   0.004348         87        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     81/499      4.32G    0.01178    0.01012   0.004386         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     81/499      4.32G    0.01178    0.01012   0.004386         75        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
     81/499      4.32G    0.01179    0.01014   0.004367         68        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
     81/499      4.32G    0.01179    0.01014   0.004367         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.04it/s]
     81/499      4.32G     0.0118    0.01014   0.004387         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.04it/s]
     81/499      4.32G     0.0118    0.01014   0.004387         79        640:  48%|####7     | 80/168 [00:15<00:17,  5.16it/s]
     81/499      4.32G    0.01178    0.01013   0.004401         59        640:  48%|####7     | 80/168 [00:15<00:17,  5.16it/s]
     81/499      4.32G    0.01178    0.01013   0.004401         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     81/499      4.32G    0.01178    0.01013   0.004441         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     81/499      4.32G    0.01178    0.01013   0.004441         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     81/499      4.32G    0.01179    0.01012   0.004436         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     81/499      4.32G    0.01179    0.01012   0.004436         70        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     81/499      4.32G    0.01178    0.01013   0.004416         74        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
     81/499      4.32G    0.01178    0.01013   0.004416         74        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
     81/499      4.32G    0.01178    0.01011   0.004413         55        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
     81/499      4.32G    0.01178    0.01011   0.004413         55        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     81/499      4.32G    0.01177    0.01012   0.004431         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     81/499      4.32G    0.01177    0.01012   0.004431         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     81/499      4.32G    0.01176    0.01012   0.004394         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
     81/499      4.32G    0.01176    0.01012   0.004394         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     81/499      4.32G    0.01179    0.01009   0.004459         46        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     81/499      4.32G    0.01179    0.01009   0.004459         46        640:  52%|#####2    | 88/168 [00:16<00:15,  5.11it/s]
     81/499      4.32G    0.01179    0.01008    0.00444         72        640:  52%|#####2    | 88/168 [00:17<00:15,  5.11it/s]
     81/499      4.32G    0.01179    0.01008    0.00444         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
     81/499      4.32G    0.01178    0.01004   0.004424         47        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
     81/499      4.32G    0.01178    0.01004   0.004424         47        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
     81/499      4.32G    0.01179    0.01007   0.004443         81        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
     81/499      4.32G    0.01179    0.01007   0.004443         81        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     81/499      4.32G     0.0118     0.0101   0.004428         83        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     81/499      4.32G     0.0118     0.0101   0.004428         83        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     81/499      4.32G    0.01178    0.01007   0.004407         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     81/499      4.32G    0.01178    0.01007   0.004407         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
     81/499      4.32G    0.01179    0.01011   0.004427         87        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
     81/499      4.32G    0.01179    0.01011   0.004427         87        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     81/499      4.32G     0.0118    0.01009   0.004442         65        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     81/499      4.32G     0.0118    0.01009   0.004442         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     81/499      4.32G    0.01182    0.01012   0.004463         87        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     81/499      4.32G    0.01182    0.01012   0.004463         87        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     81/499      4.32G    0.01183    0.01012   0.004477         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
     81/499      4.32G    0.01183    0.01012   0.004477         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     81/499      4.32G    0.01182    0.01012   0.004464         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
     81/499      4.32G    0.01182    0.01012   0.004464         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     81/499      4.32G    0.01181    0.01011   0.004492         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     81/499      4.32G    0.01181    0.01011   0.004492         67        640:  59%|#####8    | 99/168 [00:18<00:13,  5.28it/s]
     81/499      4.32G     0.0118     0.0101   0.004495         70        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     81/499      4.32G     0.0118     0.0101   0.004495         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     81/499      4.32G    0.01179    0.01012   0.004481         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     81/499      4.32G    0.01179    0.01012   0.004481         80        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     81/499      4.32G    0.01178     0.0101   0.004456         67        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
     81/499      4.32G    0.01178     0.0101   0.004456         67        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     81/499      4.32G    0.01178    0.01011   0.004483         76        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     81/499      4.32G    0.01178    0.01011   0.004483         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     81/499      4.32G    0.01177     0.0101   0.004483         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     81/499      4.32G    0.01177     0.0101   0.004483         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     81/499      4.32G    0.01178    0.01011    0.00447         63        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
     81/499      4.32G    0.01178    0.01011    0.00447         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
     81/499      4.32G    0.01181     0.0101   0.004447         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
     81/499      4.32G    0.01181     0.0101   0.004447         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     81/499      4.32G    0.01181     0.0101   0.004457         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
     81/499      4.32G    0.01181     0.0101   0.004457         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     81/499      4.32G    0.01178    0.01008   0.004425         51        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     81/499      4.32G    0.01178    0.01008   0.004425         51        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     81/499      4.32G    0.01178    0.01009   0.004431         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
     81/499      4.32G    0.01178    0.01009   0.004431         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     81/499      4.32G    0.01178    0.01011   0.004424         78        640:  65%|######4   | 109/168 [00:21<00:11,  5.19it/s]
     81/499      4.32G    0.01178    0.01011   0.004424         78        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     81/499      4.32G    0.01179    0.01013   0.004424         80        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
     81/499      4.32G    0.01179    0.01013   0.004424         80        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     81/499      4.32G    0.01178    0.01013   0.004409         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
     81/499      4.32G    0.01178    0.01013   0.004409         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     81/499      4.32G    0.01179    0.01012   0.004398         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
     81/499      4.32G    0.01179    0.01012   0.004398         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     81/499      4.32G    0.01181    0.01015   0.004405         78        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
     81/499      4.32G    0.01181    0.01015   0.004405         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     81/499      4.32G    0.01181    0.01018   0.004406         86        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
     81/499      4.32G    0.01181    0.01018   0.004406         86        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
     81/499      4.32G     0.0118    0.01018   0.004392         78        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
     81/499      4.32G     0.0118    0.01018   0.004392         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     81/499      4.32G     0.0118    0.01018   0.004371         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
     81/499      4.32G     0.0118    0.01018   0.004371         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     81/499      4.32G     0.0118    0.01017   0.004405         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     81/499      4.32G     0.0118    0.01017   0.004405         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     81/499      4.32G    0.01178    0.01017   0.004405         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     81/499      4.32G    0.01178    0.01017   0.004405         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     81/499      4.32G    0.01178    0.01017     0.0044         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     81/499      4.32G    0.01178    0.01017     0.0044         71        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     81/499      4.32G    0.01178    0.01018   0.004392         63        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     81/499      4.32G    0.01178    0.01018   0.004392         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     81/499      4.32G    0.01178    0.01017   0.004427         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     81/499      4.32G    0.01178    0.01017   0.004427         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     81/499      4.32G    0.01177    0.01017   0.004444         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
     81/499      4.32G    0.01177    0.01017   0.004444         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     81/499      4.32G    0.01178    0.01015   0.004458         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     81/499      4.32G    0.01178    0.01015   0.004458         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
     81/499      4.32G    0.01179    0.01017   0.004449         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
     81/499      4.32G    0.01179    0.01017   0.004449         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.20it/s]
     81/499      4.32G    0.01177    0.01015   0.004445         51        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
     81/499      4.32G    0.01177    0.01015   0.004445         51        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
     81/499      4.32G    0.01176    0.01013   0.004436         51        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
     81/499      4.32G    0.01176    0.01013   0.004436         51        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     81/499      4.32G    0.01177    0.01011   0.004421         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     81/499      4.32G    0.01177    0.01011   0.004421         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     81/499      4.32G    0.01177    0.01014   0.004441         83        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
     81/499      4.32G    0.01177    0.01014   0.004441         83        640:  77%|#######6  | 129/168 [00:24<00:07,  5.24it/s]
     81/499      4.32G    0.01177    0.01015   0.004425         82        640:  77%|#######6  | 129/168 [00:24<00:07,  5.24it/s]
     81/499      4.32G    0.01177    0.01015   0.004425         82        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
     81/499      4.32G    0.01176    0.01015   0.004441         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.11it/s]
     81/499      4.32G    0.01176    0.01015   0.004441         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     81/499      4.32G    0.01176    0.01015   0.004445         60        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     81/499      4.32G    0.01176    0.01015   0.004445         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     81/499      4.32G    0.01176    0.01015   0.004449         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     81/499      4.32G    0.01176    0.01015   0.004449         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     81/499      4.32G    0.01177    0.01014   0.004467         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     81/499      4.32G    0.01177    0.01014   0.004467         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
     81/499      4.32G    0.01176    0.01014   0.004463         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
     81/499      4.32G    0.01176    0.01014   0.004463         70        640:  80%|########  | 135/168 [00:25<00:06,  5.22it/s]
     81/499      4.32G    0.01175    0.01015   0.004452         81        640:  80%|########  | 135/168 [00:26<00:06,  5.22it/s]
     81/499      4.32G    0.01175    0.01015   0.004452         81        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
     81/499      4.32G    0.01175    0.01013    0.00446         58        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
     81/499      4.32G    0.01175    0.01013    0.00446         58        640:  82%|########1 | 137/168 [00:26<00:06,  5.16it/s]
     81/499      4.32G    0.01175    0.01013   0.004447         55        640:  82%|########1 | 137/168 [00:26<00:06,  5.16it/s]
     81/499      4.32G    0.01175    0.01013   0.004447         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
     81/499      4.32G    0.01176    0.01011   0.004459         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
     81/499      4.32G    0.01176    0.01011   0.004459         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     81/499      4.32G    0.01175     0.0101    0.00445         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
     81/499      4.32G    0.01175     0.0101    0.00445         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
     81/499      4.32G    0.01173    0.01008    0.00444         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
     81/499      4.32G    0.01173    0.01008    0.00444         56        640:  84%|########3 | 141/168 [00:26<00:05,  5.21it/s]
     81/499      4.32G    0.01172    0.01007    0.00443         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.21it/s]
     81/499      4.32G    0.01172    0.01007    0.00443         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     81/499      4.32G    0.01172    0.01007   0.004421         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     81/499      4.32G    0.01172    0.01007   0.004421         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
     81/499      4.32G    0.01171    0.01007   0.004405         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
     81/499      4.32G    0.01171    0.01007   0.004405         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     81/499      4.32G     0.0117     0.0101   0.004394        104        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     81/499      4.32G     0.0117     0.0101   0.004394        104        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     81/499      4.32G     0.0117    0.01011    0.00439         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     81/499      4.32G     0.0117    0.01011    0.00439         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     81/499      4.32G    0.01172    0.01012   0.004402         70        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
     81/499      4.32G    0.01172    0.01012   0.004402         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     81/499      4.32G    0.01172    0.01011   0.004408         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     81/499      4.32G    0.01172    0.01011   0.004408         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     81/499      4.32G    0.01171    0.01011   0.004407         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
     81/499      4.32G    0.01171    0.01011   0.004407         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     81/499      4.32G    0.01171     0.0101    0.00441         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
     81/499      4.32G    0.01171     0.0101    0.00441         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     81/499      4.32G    0.01171     0.0101   0.004404         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
     81/499      4.32G    0.01171     0.0101   0.004404         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.13it/s]
     81/499      4.32G    0.01171     0.0101   0.004413         66        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
     81/499      4.32G    0.01171     0.0101   0.004413         66        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
     81/499      4.32G    0.01171    0.01011   0.004433         64        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
     81/499      4.32G    0.01171    0.01011   0.004433         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     81/499      4.32G    0.01171     0.0101   0.004419         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     81/499      4.32G    0.01171     0.0101   0.004419         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     81/499      4.32G     0.0117     0.0101   0.004418         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     81/499      4.32G     0.0117     0.0101   0.004418         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     81/499      4.32G     0.0117    0.01009   0.004397         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     81/499      4.32G     0.0117    0.01009   0.004397         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
     81/499      4.32G    0.01171    0.01011   0.004384         69        640:  93%|#########2| 156/168 [00:30<00:02,  5.34it/s]
     81/499      4.32G    0.01171    0.01011   0.004384         69        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
     81/499      4.32G    0.01171    0.01011   0.004411         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
     81/499      4.32G    0.01171    0.01011   0.004411         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     81/499      4.32G    0.01173    0.01009   0.004409         53        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     81/499      4.32G    0.01173    0.01009   0.004409         53        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     81/499      4.32G    0.01172    0.01008   0.004387         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
     81/499      4.32G    0.01172    0.01008   0.004387         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     81/499      4.32G    0.01172    0.01007    0.00439         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
     81/499      4.32G    0.01172    0.01007    0.00439         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     81/499      4.32G    0.01173    0.01008   0.004389         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     81/499      4.32G    0.01173    0.01008   0.004389         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     81/499      4.32G    0.01172    0.01007   0.004391         59        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
     81/499      4.32G    0.01172    0.01007   0.004391         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     81/499      4.32G    0.01172    0.01008   0.004387         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     81/499      4.32G    0.01172    0.01008   0.004387         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     81/499      4.32G    0.01171    0.01007   0.004386         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     81/499      4.32G    0.01171    0.01007   0.004386         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     81/499      4.32G    0.01172    0.01008   0.004376         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
     81/499      4.32G    0.01172    0.01008   0.004376         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     81/499      4.32G    0.01172    0.01008   0.004388         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     81/499      4.32G    0.01172    0.01008   0.004388         62        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
     81/499      4.32G    0.01171    0.01007   0.004382         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
     81/499      4.32G    0.01171    0.01007   0.004382         33        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
     81/499      4.32G    0.01171    0.01007   0.004382         33        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.807      0.856      0.847       0.73

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     82/499      4.32G    0.01157   0.006649   0.009162         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
     82/499      4.32G    0.01157   0.006649   0.009162         59        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
     82/499      4.32G     0.0122   0.007108    0.00741         51        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
     82/499      4.32G     0.0122   0.007108    0.00741         51        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     82/499      4.32G    0.01189   0.008669    0.00656         83        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     82/499      4.32G    0.01189   0.008669    0.00656         83        640:   2%|1         | 3/168 [00:00<00:31,  5.21it/s]
     82/499      4.32G    0.01198   0.008923   0.005536         73        640:   2%|1         | 3/168 [00:00<00:31,  5.21it/s]
     82/499      4.32G    0.01198   0.008923   0.005536         73        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
     82/499      4.32G    0.01161   0.009165    0.00511         78        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
     82/499      4.32G    0.01161   0.009165    0.00511         78        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
     82/499      4.32G    0.01167   0.009651   0.005184         81        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
     82/499      4.32G    0.01167   0.009651   0.005184         81        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     82/499      4.32G     0.0118    0.00976   0.004762         73        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     82/499      4.32G     0.0118    0.00976   0.004762         73        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
     82/499      4.32G    0.01161   0.009512   0.004817         55        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
     82/499      4.32G    0.01161   0.009512   0.004817         55        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
     82/499      4.32G    0.01141   0.009515   0.004373         67        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
     82/499      4.32G    0.01141   0.009515   0.004373         67        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
     82/499      4.32G    0.01135   0.009608   0.004316         69        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
     82/499      4.32G    0.01135   0.009608   0.004316         69        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
     82/499      4.32G    0.01156   0.009729   0.004388         77        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
     82/499      4.32G    0.01156   0.009729   0.004388         77        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     82/499      4.32G    0.01156    0.01001   0.004197         78        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
     82/499      4.32G    0.01156    0.01001   0.004197         78        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     82/499      4.32G    0.01172    0.01007   0.004086         78        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     82/499      4.32G    0.01172    0.01007   0.004086         78        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     82/499      4.32G    0.01163    0.01002   0.004029         70        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
     82/499      4.32G    0.01163    0.01002   0.004029         70        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     82/499      4.32G    0.01172    0.01001   0.004179         72        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
     82/499      4.32G    0.01172    0.01001   0.004179         72        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
     82/499      4.32G    0.01172   0.009849   0.004226         50        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
     82/499      4.32G    0.01172   0.009849   0.004226         50        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     82/499      4.32G     0.0116   0.009847   0.004295         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
     82/499      4.32G     0.0116   0.009847   0.004295         61        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     82/499      4.32G    0.01163     0.0098   0.004493         58        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
     82/499      4.32G    0.01163     0.0098   0.004493         58        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     82/499      4.32G    0.01167   0.009777   0.004422         69        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
     82/499      4.32G    0.01167   0.009777   0.004422         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     82/499      4.32G    0.01164   0.009758   0.004411         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
     82/499      4.32G    0.01164   0.009758   0.004411         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     82/499      4.32G    0.01176   0.009749   0.004363         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
     82/499      4.32G    0.01176   0.009749   0.004363         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
     82/499      4.32G    0.01182   0.009816   0.004453         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
     82/499      4.32G    0.01182   0.009816   0.004453         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     82/499      4.32G    0.01176   0.009741   0.004511         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
     82/499      4.32G    0.01176   0.009741   0.004511         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     82/499      4.32G    0.01171     0.0097   0.004579         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
     82/499      4.32G    0.01171     0.0097   0.004579         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     82/499      4.32G    0.01166   0.009648   0.004734         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
     82/499      4.32G    0.01166   0.009648   0.004734         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     82/499      4.32G    0.01163   0.009644   0.004813         52        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     82/499      4.32G    0.01163   0.009644   0.004813         52        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
     82/499      4.32G    0.01153   0.009565   0.004977         68        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
     82/499      4.32G    0.01153   0.009565   0.004977         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     82/499      4.32G    0.01151   0.009614   0.005025         82        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
     82/499      4.32G    0.01151   0.009614   0.005025         82        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     82/499      4.32G     0.0116   0.009676   0.005187         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
     82/499      4.32G     0.0116   0.009676   0.005187         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     82/499      4.32G    0.01156   0.009774   0.005179         90        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     82/499      4.32G    0.01156   0.009774   0.005179         90        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     82/499      4.32G     0.0115   0.009718   0.005204         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     82/499      4.32G     0.0115   0.009718   0.005204         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
     82/499      4.32G    0.01151   0.009708   0.005241         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
     82/499      4.32G    0.01151   0.009708   0.005241         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     82/499      4.32G    0.01146   0.009703   0.005217         78        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
     82/499      4.32G    0.01146   0.009703   0.005217         78        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     82/499      4.32G    0.01149   0.009721   0.005337         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     82/499      4.32G    0.01149   0.009721   0.005337         73        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     82/499      4.32G    0.01147   0.009751   0.005253         72        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
     82/499      4.32G    0.01147   0.009751   0.005253         72        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     82/499      4.32G    0.01143   0.009697   0.005179         59        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
     82/499      4.32G    0.01143   0.009697   0.005179         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
     82/499      4.32G    0.01142   0.009699   0.005179         71        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
     82/499      4.32G    0.01142   0.009699   0.005179         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     82/499      4.32G    0.01147   0.009701   0.005097         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
     82/499      4.32G    0.01147   0.009701   0.005097         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     82/499      4.32G    0.01145   0.009689   0.005091         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     82/499      4.32G    0.01145   0.009689   0.005091         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     82/499      4.32G    0.01154   0.009655   0.005087         50        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
     82/499      4.32G    0.01154   0.009655   0.005087         50        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     82/499      4.32G     0.0115   0.009655   0.005086         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
     82/499      4.32G     0.0115   0.009655   0.005086         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     82/499      4.32G    0.01146   0.009615   0.005068         55        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     82/499      4.32G    0.01146   0.009615   0.005068         55        640:  25%|##5       | 42/168 [00:07<00:23,  5.29it/s]
     82/499      4.32G    0.01142   0.009621   0.005031         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
     82/499      4.32G    0.01142   0.009621   0.005031         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     82/499      4.32G    0.01147   0.009626   0.004942         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     82/499      4.32G    0.01147   0.009626   0.004942         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     82/499      4.32G     0.0115   0.009593   0.004913         54        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     82/499      4.32G     0.0115   0.009593   0.004913         54        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
     82/499      4.32G    0.01147   0.009628   0.004889         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
     82/499      4.32G    0.01147   0.009628   0.004889         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     82/499      4.32G    0.01144     0.0096   0.004884         50        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     82/499      4.32G    0.01144     0.0096   0.004884         50        640:  28%|##7       | 47/168 [00:08<00:23,  5.20it/s]
     82/499      4.32G    0.01143   0.009585    0.00481         52        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     82/499      4.32G    0.01143   0.009585    0.00481         52        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
     82/499      4.32G    0.01142   0.009589   0.004839         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
     82/499      4.32G    0.01142   0.009589   0.004839         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     82/499      4.32G     0.0114   0.009574   0.004796         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     82/499      4.32G     0.0114   0.009574   0.004796         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     82/499      4.32G    0.01141   0.009591   0.004783         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     82/499      4.32G    0.01141   0.009591   0.004783         54        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     82/499      4.32G    0.01142   0.009581   0.004752         55        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     82/499      4.32G    0.01142   0.009581   0.004752         55        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
     82/499      4.32G     0.0114     0.0096   0.004778         73        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
     82/499      4.32G     0.0114     0.0096   0.004778         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     82/499      4.32G    0.01138   0.009595   0.004758         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
     82/499      4.32G    0.01138   0.009595   0.004758         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     82/499      4.32G    0.01141   0.009649   0.004709         80        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     82/499      4.32G    0.01141   0.009649   0.004709         80        640:  33%|###2      | 55/168 [00:10<00:22,  5.14it/s]
     82/499      4.32G    0.01141   0.009615   0.004648         48        640:  33%|###2      | 55/168 [00:10<00:22,  5.14it/s]
     82/499      4.32G    0.01141   0.009615   0.004648         48        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     82/499      4.32G    0.01141   0.009625   0.004598         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     82/499      4.32G    0.01141   0.009625   0.004598         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     82/499      4.32G    0.01141   0.009667   0.004568         83        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     82/499      4.32G    0.01141   0.009667   0.004568         83        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     82/499      4.32G     0.0114   0.009675   0.004584         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
     82/499      4.32G     0.0114   0.009675   0.004584         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     82/499      4.32G    0.01141   0.009723    0.00457         86        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     82/499      4.32G    0.01141   0.009723    0.00457         86        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     82/499      4.32G    0.01144   0.009724   0.004575         53        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     82/499      4.32G    0.01144   0.009724   0.004575         53        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     82/499      4.32G    0.01144   0.009734   0.004606         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
     82/499      4.32G    0.01144   0.009734   0.004606         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     82/499      4.32G    0.01144    0.00977   0.004606         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
     82/499      4.32G    0.01144    0.00977   0.004606         78        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
     82/499      4.32G    0.01148   0.009761   0.004651         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
     82/499      4.32G    0.01148   0.009761   0.004651         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     82/499      4.32G    0.01147    0.00975   0.004677         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
     82/499      4.32G    0.01147    0.00975   0.004677         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     82/499      4.32G    0.01149   0.009762   0.004691         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
     82/499      4.32G    0.01149   0.009762   0.004691         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.37it/s]
     82/499      4.32G    0.01149   0.009774   0.004703         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.37it/s]
     82/499      4.32G    0.01149   0.009774   0.004703         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     82/499      4.32G    0.01148   0.009779   0.004708         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
     82/499      4.32G    0.01148   0.009779   0.004708         70        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
     82/499      4.32G    0.01149   0.009768   0.004672         57        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
     82/499      4.32G    0.01149   0.009768   0.004672         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     82/499      4.32G    0.01149   0.009782   0.004661         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
     82/499      4.32G    0.01149   0.009782   0.004661         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     82/499      4.32G    0.01148   0.009776   0.004651         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
     82/499      4.32G    0.01148   0.009776   0.004651         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
     82/499      4.32G    0.01147    0.00978   0.004683         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
     82/499      4.32G    0.01147    0.00978   0.004683         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     82/499      4.32G    0.01148   0.009781   0.004722         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
     82/499      4.32G    0.01148   0.009781   0.004722         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
     82/499      4.32G     0.0115   0.009789   0.004725         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
     82/499      4.32G     0.0115   0.009789   0.004725         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     82/499      4.32G    0.01147   0.009809   0.004762         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     82/499      4.32G    0.01147   0.009809   0.004762         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     82/499      4.32G    0.01149   0.009826   0.004768         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     82/499      4.32G    0.01149   0.009826   0.004768         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     82/499      4.32G    0.01149   0.009806   0.004728         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
     82/499      4.32G    0.01149   0.009806   0.004728         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     82/499      4.32G    0.01148   0.009799   0.004739         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
     82/499      4.32G    0.01148   0.009799   0.004739         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     82/499      4.32G    0.01151   0.009809   0.004775         69        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
     82/499      4.32G    0.01151   0.009809   0.004775         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     82/499      4.32G    0.01151   0.009841   0.004777         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
     82/499      4.32G    0.01151   0.009841   0.004777         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     82/499      4.32G    0.01152   0.009841   0.004761         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
     82/499      4.32G    0.01152   0.009841   0.004761         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     82/499      4.32G     0.0115   0.009851    0.00475         88        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
     82/499      4.32G     0.0115   0.009851    0.00475         88        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     82/499      4.32G    0.01149   0.009872   0.004709         83        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     82/499      4.32G    0.01149   0.009872   0.004709         83        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     82/499      4.32G    0.01149   0.009871   0.004697         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
     82/499      4.32G    0.01149   0.009871   0.004697         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
     82/499      4.32G    0.01148   0.009863   0.004694         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
     82/499      4.32G    0.01148   0.009863   0.004694         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     82/499      4.32G    0.01149   0.009846    0.00471         55        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     82/499      4.32G    0.01149   0.009846    0.00471         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     82/499      4.32G    0.01148   0.009839   0.004687         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
     82/499      4.32G    0.01148   0.009839   0.004687         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     82/499      4.32G    0.01149   0.009843   0.004716         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
     82/499      4.32G    0.01149   0.009843   0.004716         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
     82/499      4.32G    0.01149   0.009846   0.004693         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
     82/499      4.32G    0.01149   0.009846   0.004693         67        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
     82/499      4.32G     0.0115   0.009858   0.004697         78        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     82/499      4.32G     0.0115   0.009858   0.004697         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     82/499      4.32G    0.01152   0.009879   0.004689         85        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     82/499      4.32G    0.01152   0.009879   0.004689         85        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     82/499      4.32G    0.01152   0.009904   0.004696         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
     82/499      4.32G    0.01152   0.009904   0.004696         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     82/499      4.32G    0.01149   0.009895    0.00472         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
     82/499      4.32G    0.01149   0.009895    0.00472         64        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     82/499      4.32G     0.0115   0.009905   0.004718         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     82/499      4.32G     0.0115   0.009905   0.004718         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
     82/499      4.32G    0.01153   0.009935   0.004725         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     82/499      4.32G    0.01153   0.009935   0.004725         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     82/499      4.32G    0.01157   0.009937    0.00475         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     82/499      4.32G    0.01157   0.009937    0.00475         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     82/499      4.32G    0.01157   0.009954   0.004741         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     82/499      4.32G    0.01157   0.009954   0.004741         83        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     82/499      4.32G    0.01159   0.009969   0.004762         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     82/499      4.32G    0.01159   0.009969   0.004762         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     82/499      4.32G    0.01157   0.009957   0.004753         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     82/499      4.32G    0.01157   0.009957   0.004753         64        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     82/499      4.32G    0.01156    0.00996   0.004785         75        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     82/499      4.32G    0.01156    0.00996   0.004785         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
     82/499      4.32G    0.01156   0.009949   0.004807         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
     82/499      4.32G    0.01156   0.009949   0.004807         70        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     82/499      4.32G    0.01156   0.009934   0.004797         70        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     82/499      4.32G    0.01156   0.009934   0.004797         70        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     82/499      4.32G    0.01155   0.009939   0.004785         60        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
     82/499      4.32G    0.01155   0.009939   0.004785         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     82/499      4.32G    0.01158   0.009976   0.004784         81        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     82/499      4.32G    0.01158   0.009976   0.004784         81        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     82/499      4.32G    0.01158       0.01    0.00477         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
     82/499      4.32G    0.01158       0.01    0.00477         78        640:  62%|######2   | 105/168 [00:19<00:11,  5.27it/s]
     82/499      4.32G    0.01158    0.01002   0.004753         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
     82/499      4.32G    0.01158    0.01002   0.004753         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     82/499      4.32G    0.01157    0.01001   0.004737         66        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     82/499      4.32G    0.01157    0.01001   0.004737         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     82/499      4.32G    0.01158    0.01002    0.00473         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
     82/499      4.32G    0.01158    0.01002    0.00473         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     82/499      4.32G    0.01158    0.01001   0.004727         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     82/499      4.32G    0.01158    0.01001   0.004727         53        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     82/499      4.32G     0.0116    0.01002    0.00471         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
     82/499      4.32G     0.0116    0.01002    0.00471         55        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
     82/499      4.32G    0.01161    0.01002   0.004726         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     82/499      4.32G    0.01161    0.01002   0.004726         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     82/499      4.32G    0.01161    0.01003    0.00471         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     82/499      4.32G    0.01161    0.01003    0.00471         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     82/499      4.32G    0.01162    0.01004   0.004723         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
     82/499      4.32G    0.01162    0.01004   0.004723         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     82/499      4.32G    0.01162    0.01003   0.004737         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     82/499      4.32G    0.01162    0.01003   0.004737         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     82/499      4.32G    0.01163    0.01003    0.00475         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
     82/499      4.32G    0.01163    0.01003    0.00475         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
     82/499      4.32G    0.01164    0.01005   0.004752         81        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     82/499      4.32G    0.01164    0.01005   0.004752         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     82/499      4.32G    0.01165    0.01006   0.004762         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     82/499      4.32G    0.01165    0.01006   0.004762         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     82/499      4.32G    0.01165    0.01008   0.004763         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     82/499      4.32G    0.01165    0.01008   0.004763         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     82/499      4.32G    0.01166    0.01009   0.004758         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
     82/499      4.32G    0.01166    0.01009   0.004758         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     82/499      4.32G    0.01166     0.0101   0.004735         82        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     82/499      4.32G    0.01166     0.0101   0.004735         82        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
     82/499      4.32G    0.01166    0.01011   0.004713         76        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
     82/499      4.32G    0.01166    0.01011   0.004713         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     82/499      4.32G    0.01166    0.01011   0.004728         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
     82/499      4.32G    0.01166    0.01011   0.004728         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     82/499      4.32G    0.01165    0.01012   0.004713         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     82/499      4.32G    0.01165    0.01012   0.004713         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     82/499      4.32G    0.01165    0.01013   0.004702         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
     82/499      4.32G    0.01165    0.01013   0.004702         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     82/499      4.32G    0.01165    0.01013    0.00471         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
     82/499      4.32G    0.01165    0.01013    0.00471         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     82/499      4.32G    0.01165    0.01013   0.004712         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
     82/499      4.32G    0.01165    0.01013   0.004712         62        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
     82/499      4.32G    0.01166    0.01012   0.004729         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
     82/499      4.32G    0.01166    0.01012   0.004729         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     82/499      4.32G    0.01167    0.01013   0.004728         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
     82/499      4.32G    0.01167    0.01013   0.004728         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     82/499      4.32G    0.01168    0.01011   0.004747         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
     82/499      4.32G    0.01168    0.01011   0.004747         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     82/499      4.32G    0.01169     0.0101   0.004754         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
     82/499      4.32G    0.01169     0.0101   0.004754         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     82/499      4.32G     0.0117    0.01008    0.00475         48        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
     82/499      4.32G     0.0117    0.01008    0.00475         48        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
     82/499      4.32G    0.01169    0.01009    0.00474         69        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
     82/499      4.32G    0.01169    0.01009    0.00474         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     82/499      4.32G    0.01169    0.01007   0.004734         54        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
     82/499      4.32G    0.01169    0.01007   0.004734         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     82/499      4.32G     0.0117    0.01006   0.004728         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
     82/499      4.32G     0.0117    0.01006   0.004728         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     82/499      4.32G    0.01171    0.01007   0.004729         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
     82/499      4.32G    0.01171    0.01007   0.004729         69        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     82/499      4.32G    0.01172    0.01006   0.004716         59        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
     82/499      4.32G    0.01172    0.01006   0.004716         59        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
     82/499      4.32G    0.01172    0.01005   0.004715         69        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
     82/499      4.32G    0.01172    0.01005   0.004715         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     82/499      4.32G    0.01172    0.01005   0.004709         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
     82/499      4.32G    0.01172    0.01005   0.004709         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     82/499      4.32G    0.01172    0.01005   0.004689         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
     82/499      4.32G    0.01172    0.01005   0.004689         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     82/499      4.32G    0.01172    0.01006   0.004691         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
     82/499      4.32G    0.01172    0.01006   0.004691         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     82/499      4.32G    0.01172    0.01007   0.004687         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     82/499      4.32G    0.01172    0.01007   0.004687         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
     82/499      4.32G    0.01172    0.01008   0.004688         62        640:  84%|########3 | 141/168 [00:27<00:05,  5.35it/s]
     82/499      4.32G    0.01172    0.01008   0.004688         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     82/499      4.32G    0.01173    0.01008   0.004705         79        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
     82/499      4.32G    0.01173    0.01008   0.004705         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     82/499      4.32G    0.01173    0.01007   0.004749         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     82/499      4.32G    0.01173    0.01007   0.004749         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     82/499      4.32G    0.01173    0.01008   0.004731         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     82/499      4.32G    0.01173    0.01008   0.004731         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     82/499      4.32G    0.01173    0.01005   0.004734         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     82/499      4.32G    0.01173    0.01005   0.004734         53        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     82/499      4.32G    0.01175    0.01007    0.00474         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     82/499      4.32G    0.01175    0.01007    0.00474         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.28it/s]
     82/499      4.32G    0.01175    0.01007   0.004738         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     82/499      4.32G    0.01175    0.01007   0.004738         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     82/499      4.32G    0.01174    0.01006   0.004725         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     82/499      4.32G    0.01174    0.01006   0.004725         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     82/499      4.32G    0.01174    0.01007   0.004708         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     82/499      4.32G    0.01174    0.01007   0.004708         79        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     82/499      4.32G    0.01175    0.01006   0.004695         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     82/499      4.32G    0.01175    0.01006   0.004695         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     82/499      4.32G    0.01175    0.01006   0.004688         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
     82/499      4.32G    0.01175    0.01006   0.004688         67        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     82/499      4.32G    0.01174    0.01005   0.004669         61        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     82/499      4.32G    0.01174    0.01005   0.004669         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     82/499      4.32G    0.01175    0.01004   0.004685         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     82/499      4.32G    0.01175    0.01004   0.004685         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     82/499      4.32G    0.01177    0.01004   0.004675         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     82/499      4.32G    0.01177    0.01004   0.004675         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     82/499      4.32G    0.01177    0.01004   0.004659         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     82/499      4.32G    0.01177    0.01004   0.004659         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     82/499      4.32G    0.01177    0.01005   0.004649         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     82/499      4.32G    0.01177    0.01005   0.004649         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     82/499      4.32G    0.01177    0.01006   0.004649         87        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     82/499      4.32G    0.01177    0.01006   0.004649         87        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     82/499      4.32G    0.01177    0.01006   0.004633         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     82/499      4.32G    0.01177    0.01006   0.004633         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     82/499      4.32G    0.01177    0.01006   0.004619         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     82/499      4.32G    0.01177    0.01006   0.004619         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     82/499      4.32G    0.01178    0.01007   0.004609         83        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     82/499      4.32G    0.01178    0.01007   0.004609         83        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     82/499      4.32G    0.01178    0.01007   0.004601         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
     82/499      4.32G    0.01178    0.01007   0.004601         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     82/499      4.32G    0.01179    0.01007   0.004614         65        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
     82/499      4.32G    0.01179    0.01007   0.004614         65        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     82/499      4.32G    0.01178    0.01006   0.004607         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     82/499      4.32G    0.01178    0.01006   0.004607         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     82/499      4.32G    0.01178    0.01006   0.004616         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
     82/499      4.32G    0.01178    0.01006   0.004616         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     82/499      4.32G    0.01178    0.01007   0.004617         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     82/499      4.32G    0.01178    0.01007   0.004617         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     82/499      4.32G    0.01178    0.01009   0.004613         82        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
     82/499      4.32G    0.01178    0.01009   0.004613         82        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     82/499      4.32G    0.01178    0.01008   0.004659         22        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
     82/499      4.32G    0.01178    0.01008   0.004659         22        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
     82/499      4.32G    0.01178    0.01008   0.004659         22        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.803      0.891      0.877       0.75

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     83/499      4.32G    0.01163    0.01099   0.005736         78        640:   0%|          | 0/168 [00:00<?, ?it/s]
     83/499      4.32G    0.01163    0.01099   0.005736         78        640:   1%|          | 1/168 [00:00<00:34,  4.84it/s]
     83/499      4.32G    0.01213   0.009913   0.004696         56        640:   1%|          | 1/168 [00:00<00:34,  4.84it/s]
     83/499      4.32G    0.01213   0.009913   0.004696         56        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     83/499      4.32G    0.01172    0.01011   0.005046         85        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
     83/499      4.32G    0.01172    0.01011   0.005046         85        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     83/499      4.32G    0.01179    0.01006   0.005263         74        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
     83/499      4.32G    0.01179    0.01006   0.005263         74        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     83/499      4.32G    0.01175    0.01025   0.004871         74        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     83/499      4.32G    0.01175    0.01025   0.004871         74        640:   3%|2         | 5/168 [00:00<00:31,  5.18it/s]
     83/499      4.32G    0.01146   0.009997   0.004735         64        640:   3%|2         | 5/168 [00:01<00:31,  5.18it/s]
     83/499      4.32G    0.01146   0.009997   0.004735         64        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
     83/499      4.32G    0.01165   0.009936   0.004669         53        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
     83/499      4.32G    0.01165   0.009936   0.004669         53        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
     83/499      4.32G    0.01167   0.009877   0.004612         73        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
     83/499      4.32G    0.01167   0.009877   0.004612         73        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
     83/499      4.32G    0.01154    0.00984   0.004366         71        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
     83/499      4.32G    0.01154    0.00984   0.004366         71        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
     83/499      4.32G    0.01143   0.009663   0.004062         61        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
     83/499      4.32G    0.01143   0.009663   0.004062         61        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
     83/499      4.32G    0.01147   0.009814   0.004327         76        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
     83/499      4.32G    0.01147   0.009814   0.004327         76        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     83/499      4.32G    0.01153   0.009701   0.004261         68        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     83/499      4.32G    0.01153   0.009701   0.004261         68        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     83/499      4.32G    0.01162    0.00949   0.004206         56        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     83/499      4.32G    0.01162    0.00949   0.004206         56        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     83/499      4.32G    0.01171   0.009428   0.004135         67        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     83/499      4.32G    0.01171   0.009428   0.004135         67        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     83/499      4.32G    0.01186    0.00951   0.004285         56        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     83/499      4.32G    0.01186    0.00951   0.004285         56        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
     83/499      4.32G    0.01194   0.009696   0.004306         77        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
     83/499      4.32G    0.01194   0.009696   0.004306         77        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     83/499      4.32G    0.01193   0.009679   0.004298         65        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
     83/499      4.32G    0.01193   0.009679   0.004298         65        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     83/499      4.32G    0.01199   0.009829    0.00421         74        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
     83/499      4.32G    0.01199   0.009829    0.00421         74        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     83/499      4.32G    0.01194   0.009926   0.004056         83        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
     83/499      4.32G    0.01194   0.009926   0.004056         83        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     83/499      4.32G    0.01192   0.009977    0.00399         80        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
     83/499      4.32G    0.01192   0.009977    0.00399         80        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     83/499      4.32G     0.0119   0.009929   0.003937         67        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
     83/499      4.32G     0.0119   0.009929   0.003937         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     83/499      4.32G     0.0119    0.01002   0.004084         83        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     83/499      4.32G     0.0119    0.01002   0.004084         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     83/499      4.32G    0.01192    0.01001   0.004039         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     83/499      4.32G    0.01192    0.01001   0.004039         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     83/499      4.32G    0.01189   0.009922   0.004258         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
     83/499      4.32G    0.01189   0.009922   0.004258         75        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     83/499      4.32G    0.01189   0.009984   0.004262         73        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     83/499      4.32G    0.01189   0.009984   0.004262         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     83/499      4.32G    0.01194    0.00997   0.004347         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     83/499      4.32G    0.01194    0.00997   0.004347         58        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
     83/499      4.32G    0.01204    0.01009   0.004425         77        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
     83/499      4.32G    0.01204    0.01009   0.004425         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     83/499      4.32G    0.01204    0.01011   0.004351         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     83/499      4.32G    0.01204    0.01011   0.004351         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     83/499      4.32G    0.01205    0.01006   0.004326         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
     83/499      4.32G    0.01205    0.01006   0.004326         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     83/499      4.32G    0.01201    0.01006   0.004304         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
     83/499      4.32G    0.01201    0.01006   0.004304         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     83/499      4.32G    0.01198    0.01008   0.004218         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
     83/499      4.32G    0.01198    0.01008   0.004218         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
     83/499      4.32G      0.012    0.01018   0.004182         85        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
     83/499      4.32G      0.012    0.01018   0.004182         85        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     83/499      4.32G    0.01199    0.01018   0.004313         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
     83/499      4.32G    0.01199    0.01018   0.004313         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     83/499      4.32G    0.01198    0.01013   0.004376         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
     83/499      4.32G    0.01198    0.01013   0.004376         67        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     83/499      4.32G    0.01198    0.01009   0.004361         63        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
     83/499      4.32G    0.01198    0.01009   0.004361         63        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     83/499      4.32G    0.01196    0.01006   0.004397         57        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
     83/499      4.32G    0.01196    0.01006   0.004397         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
     83/499      4.32G    0.01199     0.0101   0.004371         78        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
     83/499      4.32G    0.01199     0.0101   0.004371         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     83/499      4.32G    0.01198    0.01011   0.004325         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
     83/499      4.32G    0.01198    0.01011   0.004325         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     83/499      4.32G    0.01199    0.01008   0.004435         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
     83/499      4.32G    0.01199    0.01008   0.004435         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     83/499      4.32G    0.01197    0.01008   0.004374         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
     83/499      4.32G    0.01197    0.01008   0.004374         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
     83/499      4.32G    0.01199    0.01006   0.004448         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
     83/499      4.32G    0.01199    0.01006   0.004448         72        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     83/499      4.32G    0.01203    0.01012   0.004477         77        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
     83/499      4.32G    0.01203    0.01012   0.004477         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.30it/s]
     83/499      4.32G      0.012    0.01017   0.004441         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
     83/499      4.32G      0.012    0.01017   0.004441         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     83/499      4.32G    0.01199    0.01014   0.004446         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
     83/499      4.32G    0.01199    0.01014   0.004446         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     83/499      4.32G    0.01198    0.01015   0.004451         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     83/499      4.32G    0.01198    0.01015   0.004451         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     83/499      4.32G    0.01193    0.01007   0.004405         48        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
     83/499      4.32G    0.01193    0.01007   0.004405         48        640:  27%|##7       | 46/168 [00:08<00:24,  5.08it/s]
     83/499      4.32G     0.0119    0.01004   0.004399         60        640:  27%|##7       | 46/168 [00:08<00:24,  5.08it/s]
     83/499      4.32G     0.0119    0.01004   0.004399         60        640:  28%|##7       | 47/168 [00:08<00:23,  5.19it/s]
     83/499      4.32G     0.0119    0.01003   0.004435         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
     83/499      4.32G     0.0119    0.01003   0.004435         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.27it/s]
     83/499      4.32G    0.01189   0.009999   0.004426         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.27it/s]
     83/499      4.32G    0.01189   0.009999   0.004426         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     83/499      4.32G    0.01188    0.01003   0.004349         74        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     83/499      4.32G    0.01188    0.01003   0.004349         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     83/499      4.32G    0.01187   0.009989   0.004311         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     83/499      4.32G    0.01187   0.009989   0.004311         69        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     83/499      4.32G    0.01185   0.009984   0.004244         62        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     83/499      4.32G    0.01185   0.009984   0.004244         62        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     83/499      4.32G    0.01185    0.01004   0.004268         88        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     83/499      4.32G    0.01185    0.01004   0.004268         88        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     83/499      4.32G    0.01189    0.01006   0.004313         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     83/499      4.32G    0.01189    0.01006   0.004313         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     83/499      4.32G    0.01189    0.01008   0.004292         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
     83/499      4.32G    0.01189    0.01008   0.004292         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     83/499      4.32G    0.01187    0.01002   0.004272         50        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     83/499      4.32G    0.01187    0.01002   0.004272         50        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     83/499      4.32G    0.01187   0.009993   0.004262         57        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
     83/499      4.32G    0.01187   0.009993   0.004262         57        640:  34%|###3      | 57/168 [00:10<00:21,  5.23it/s]
     83/499      4.32G    0.01187   0.009997   0.004249         74        640:  34%|###3      | 57/168 [00:11<00:21,  5.23it/s]
     83/499      4.32G    0.01187   0.009997   0.004249         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.02it/s]
     83/499      4.32G    0.01187    0.01004   0.004264         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.02it/s]
     83/499      4.32G    0.01187    0.01004   0.004264         81        640:  35%|###5      | 59/168 [00:11<00:21,  5.15it/s]
     83/499      4.32G    0.01187    0.01004   0.004265         73        640:  35%|###5      | 59/168 [00:11<00:21,  5.15it/s]
     83/499      4.32G    0.01187    0.01004   0.004265         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.23it/s]
     83/499      4.32G    0.01188    0.01001   0.004242         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.23it/s]
     83/499      4.32G    0.01188    0.01001   0.004242         54        640:  36%|###6      | 61/168 [00:11<00:21,  5.09it/s]
     83/499      4.32G    0.01186   0.009996    0.00425         70        640:  36%|###6      | 61/168 [00:11<00:21,  5.09it/s]
     83/499      4.32G    0.01186   0.009996    0.00425         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     83/499      4.32G    0.01183    0.01001   0.004272         72        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
     83/499      4.32G    0.01183    0.01001   0.004272         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
     83/499      4.32G    0.01189    0.01002   0.004259         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
     83/499      4.32G    0.01189    0.01002   0.004259         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.11it/s]
     83/499      4.32G    0.01187    0.01004   0.004277         90        640:  38%|###8      | 64/168 [00:12<00:20,  5.11it/s]
     83/499      4.32G    0.01187    0.01004   0.004277         90        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     83/499      4.32G    0.01185    0.01006   0.004239         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     83/499      4.32G    0.01185    0.01006   0.004239         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
     83/499      4.32G    0.01182    0.01004   0.004252         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
     83/499      4.32G    0.01182    0.01004   0.004252         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
     83/499      4.32G     0.0118    0.01005   0.004265         82        640:  40%|###9      | 67/168 [00:13<00:19,  5.15it/s]
     83/499      4.32G     0.0118    0.01005   0.004265         82        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
     83/499      4.32G    0.01177    0.01004   0.004267         78        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
     83/499      4.32G    0.01177    0.01004   0.004267         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     83/499      4.32G    0.01182    0.01006   0.004246         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     83/499      4.32G    0.01182    0.01006   0.004246         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     83/499      4.32G    0.01182    0.01011   0.004235         90        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
     83/499      4.32G    0.01182    0.01011   0.004235         90        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     83/499      4.32G    0.01182    0.01009   0.004212         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     83/499      4.32G    0.01182    0.01009   0.004212         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     83/499      4.32G    0.01183    0.01011   0.004188         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
     83/499      4.32G    0.01183    0.01011   0.004188         73        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
     83/499      4.32G    0.01181    0.01012   0.004185         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
     83/499      4.32G    0.01181    0.01012   0.004185         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     83/499      4.32G     0.0118    0.01009   0.004161         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
     83/499      4.32G     0.0118    0.01009   0.004161         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     83/499      4.32G    0.01181    0.01009   0.004202         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     83/499      4.32G    0.01181    0.01009   0.004202         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     83/499      4.32G    0.01182    0.01009   0.004186         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
     83/499      4.32G    0.01182    0.01009   0.004186         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     83/499      4.32G    0.01182    0.01011    0.00415         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     83/499      4.32G    0.01182    0.01011    0.00415         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     83/499      4.32G    0.01181    0.01011   0.004138         71        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
     83/499      4.32G    0.01181    0.01011   0.004138         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     83/499      4.32G    0.01181    0.01013   0.004112         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     83/499      4.32G    0.01181    0.01013   0.004112         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     83/499      4.32G    0.01181    0.01014   0.004111         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
     83/499      4.32G    0.01181    0.01014   0.004111         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     83/499      4.32G    0.01181    0.01012   0.004105         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     83/499      4.32G    0.01181    0.01012   0.004105         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     83/499      4.32G    0.01181    0.01012   0.004081         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
     83/499      4.32G    0.01181    0.01012   0.004081         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     83/499      4.32G     0.0118    0.01014   0.004113         84        640:  49%|####9     | 83/168 [00:16<00:16,  5.28it/s]
     83/499      4.32G     0.0118    0.01014   0.004113         84        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     83/499      4.32G    0.01179    0.01013   0.004152         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
     83/499      4.32G    0.01179    0.01013   0.004152         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     83/499      4.32G     0.0118    0.01018   0.004155         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
     83/499      4.32G     0.0118    0.01018   0.004155         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     83/499      4.32G     0.0118    0.01021   0.004168         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     83/499      4.32G     0.0118    0.01021   0.004168         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     83/499      4.32G    0.01181     0.0102   0.004196         53        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
     83/499      4.32G    0.01181     0.0102   0.004196         53        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     83/499      4.32G    0.01181    0.01019   0.004181         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
     83/499      4.32G    0.01181    0.01019   0.004181         59        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
     83/499      4.32G    0.01179    0.01016   0.004183         52        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     83/499      4.32G    0.01179    0.01016   0.004183         52        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     83/499      4.32G    0.01178    0.01013    0.00421         47        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     83/499      4.32G    0.01178    0.01013    0.00421         47        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
     83/499      4.32G    0.01176    0.01011   0.004193         61        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
     83/499      4.32G    0.01176    0.01011   0.004193         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.15it/s]
     83/499      4.32G    0.01178    0.01011   0.004273         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.15it/s]
     83/499      4.32G    0.01178    0.01011   0.004273         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
     83/499      4.32G    0.01178    0.01012   0.004301         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
     83/499      4.32G    0.01178    0.01012   0.004301         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.13it/s]
     83/499      4.32G    0.01178     0.0101   0.004315         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
     83/499      4.32G    0.01178     0.0101   0.004315         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     83/499      4.32G    0.01177     0.0101   0.004322         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     83/499      4.32G    0.01177     0.0101   0.004322         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     83/499      4.32G    0.01177     0.0101   0.004327         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     83/499      4.32G    0.01177     0.0101   0.004327         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
     83/499      4.32G    0.01177    0.01011   0.004341         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
     83/499      4.32G    0.01177    0.01011   0.004341         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
     83/499      4.32G    0.01176    0.01011   0.004314         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
     83/499      4.32G    0.01176    0.01011   0.004314         77        640:  59%|#####8    | 99/168 [00:18<00:13,  5.28it/s]
     83/499      4.32G    0.01176    0.01011   0.004309         74        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     83/499      4.32G    0.01176    0.01011   0.004309         74        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
     83/499      4.32G    0.01177    0.01012    0.00429         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
     83/499      4.32G    0.01177    0.01012    0.00429         75        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     83/499      4.32G    0.01178    0.01015   0.004279         78        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     83/499      4.32G    0.01178    0.01015   0.004279         78        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     83/499      4.32G    0.01179    0.01014   0.004303         57        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     83/499      4.32G    0.01179    0.01014   0.004303         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     83/499      4.32G    0.01179    0.01015   0.004341         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     83/499      4.32G    0.01179    0.01015   0.004341         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     83/499      4.32G    0.01179    0.01014   0.004362         72        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     83/499      4.32G    0.01179    0.01014   0.004362         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     83/499      4.32G    0.01179    0.01014   0.004352         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     83/499      4.32G    0.01179    0.01014   0.004352         78        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     83/499      4.32G    0.01178    0.01013   0.004369         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     83/499      4.32G    0.01178    0.01013   0.004369         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
     83/499      4.32G    0.01179    0.01014   0.004355         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
     83/499      4.32G    0.01179    0.01014   0.004355         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     83/499      4.32G    0.01177    0.01014   0.004388         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     83/499      4.32G    0.01177    0.01014   0.004388         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
     83/499      4.32G    0.01178    0.01014   0.004386         74        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
     83/499      4.32G    0.01178    0.01014   0.004386         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
     83/499      4.32G    0.01179    0.01016   0.004369         69        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
     83/499      4.32G    0.01179    0.01016   0.004369         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     83/499      4.32G    0.01178    0.01016   0.004361         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     83/499      4.32G    0.01178    0.01016   0.004361         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     83/499      4.32G    0.01177    0.01016   0.004354         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     83/499      4.32G    0.01177    0.01016   0.004354         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     83/499      4.32G    0.01178    0.01016   0.004365         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     83/499      4.32G    0.01178    0.01016   0.004365         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     83/499      4.32G    0.01179    0.01017   0.004351         84        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
     83/499      4.32G    0.01179    0.01017   0.004351         84        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
     83/499      4.32G     0.0118    0.01016    0.00433         54        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
     83/499      4.32G     0.0118    0.01016    0.00433         54        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     83/499      4.32G    0.01179    0.01017   0.004322         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
     83/499      4.32G    0.01179    0.01017   0.004322         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     83/499      4.32G    0.01179    0.01016   0.004315         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
     83/499      4.32G    0.01179    0.01016   0.004315         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     83/499      4.32G     0.0118    0.01016    0.00432         50        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
     83/499      4.32G     0.0118    0.01016    0.00432         50        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
     83/499      4.32G    0.01179    0.01015   0.004304         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
     83/499      4.32G    0.01179    0.01015   0.004304         68        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
     83/499      4.32G    0.01178    0.01015   0.004279         64        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
     83/499      4.32G    0.01178    0.01015   0.004279         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     83/499      4.32G    0.01176    0.01014   0.004267         62        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     83/499      4.32G    0.01176    0.01014   0.004267         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     83/499      4.32G    0.01177    0.01013   0.004279         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
     83/499      4.32G    0.01177    0.01013   0.004279         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     83/499      4.32G    0.01177    0.01011   0.004293         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     83/499      4.32G    0.01177    0.01011   0.004293         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     83/499      4.32G    0.01176    0.01008   0.004299         58        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     83/499      4.32G    0.01176    0.01008   0.004299         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
     83/499      4.32G    0.01177    0.01007   0.004325         48        640:  74%|#######4  | 125/168 [00:24<00:08,  5.26it/s]
     83/499      4.32G    0.01177    0.01007   0.004325         48        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     83/499      4.32G    0.01178    0.01008     0.0043         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     83/499      4.32G    0.01178    0.01008     0.0043         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     83/499      4.32G    0.01178    0.01008    0.00429         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     83/499      4.32G    0.01178    0.01008    0.00429         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     83/499      4.32G    0.01178    0.01008   0.004307         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     83/499      4.32G    0.01178    0.01008   0.004307         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.16it/s]
     83/499      4.32G    0.01178    0.01008   0.004322         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.16it/s]
     83/499      4.32G    0.01178    0.01008   0.004322         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.08it/s]
     83/499      4.32G    0.01177    0.01008   0.004321         51        640:  77%|#######7  | 130/168 [00:25<00:07,  5.08it/s]
     83/499      4.32G    0.01177    0.01008   0.004321         51        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     83/499      4.32G    0.01177    0.01011   0.004313         79        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     83/499      4.32G    0.01177    0.01011   0.004313         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
     83/499      4.32G    0.01176    0.01011   0.004341         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
     83/499      4.32G    0.01176    0.01011   0.004341         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     83/499      4.32G    0.01175     0.0101   0.004367         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     83/499      4.32G    0.01175     0.0101   0.004367         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     83/499      4.32G    0.01175    0.01013   0.004367         87        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     83/499      4.32G    0.01175    0.01013   0.004367         87        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     83/499      4.32G    0.01174    0.01013   0.004362         65        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
     83/499      4.32G    0.01174    0.01013   0.004362         65        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
     83/499      4.32G    0.01175    0.01014   0.004374         64        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     83/499      4.32G    0.01175    0.01014   0.004374         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     83/499      4.32G    0.01174    0.01016   0.004374         92        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     83/499      4.32G    0.01174    0.01016   0.004374         92        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     83/499      4.32G    0.01174    0.01016   0.004357         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     83/499      4.32G    0.01174    0.01016   0.004357         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     83/499      4.32G    0.01174    0.01017   0.004376         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     83/499      4.32G    0.01174    0.01017   0.004376         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     83/499      4.32G    0.01174    0.01016   0.004369         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     83/499      4.32G    0.01174    0.01016   0.004369         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
     83/499      4.32G    0.01173    0.01017   0.004399         84        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     83/499      4.32G    0.01173    0.01017   0.004399         84        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     83/499      4.32G    0.01173    0.01018   0.004393         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     83/499      4.32G    0.01173    0.01018   0.004393         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
     83/499      4.32G    0.01173    0.01018   0.004395         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
     83/499      4.32G    0.01173    0.01018   0.004395         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     83/499      4.32G    0.01173    0.01018   0.004396         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     83/499      4.32G    0.01173    0.01018   0.004396         80        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     83/499      4.32G    0.01173    0.01018   0.004385         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
     83/499      4.32G    0.01173    0.01018   0.004385         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
     83/499      4.32G    0.01173    0.01017   0.004375         59        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
     83/499      4.32G    0.01173    0.01017   0.004375         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     83/499      4.32G    0.01173    0.01017   0.004376         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
     83/499      4.32G    0.01173    0.01017   0.004376         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     83/499      4.32G    0.01173    0.01016   0.004371         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     83/499      4.32G    0.01173    0.01016   0.004371         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     83/499      4.32G    0.01173    0.01019   0.004367         89        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     83/499      4.32G    0.01173    0.01019   0.004367         89        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     83/499      4.32G    0.01172    0.01018   0.004383         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
     83/499      4.32G    0.01172    0.01018   0.004383         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     83/499      4.32G    0.01172    0.01018   0.004376         79        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
     83/499      4.32G    0.01172    0.01018   0.004376         79        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     83/499      4.32G    0.01172    0.01019    0.00438         75        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     83/499      4.32G    0.01172    0.01019    0.00438         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     83/499      4.32G    0.01172    0.01019    0.00439         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     83/499      4.32G    0.01172    0.01019    0.00439         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     83/499      4.32G    0.01171    0.01019   0.004391         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
     83/499      4.32G    0.01171    0.01019   0.004391         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     83/499      4.32G     0.0117    0.01019   0.004389         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
     83/499      4.32G     0.0117    0.01019   0.004389         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     83/499      4.32G     0.0117    0.01019     0.0044         69        640:  93%|#########2| 156/168 [00:30<00:02,  5.33it/s]
     83/499      4.32G     0.0117    0.01019     0.0044         69        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
     83/499      4.32G     0.0117    0.01018   0.004413         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
     83/499      4.32G     0.0117    0.01018   0.004413         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     83/499      4.32G    0.01169    0.01018   0.004407         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     83/499      4.32G    0.01169    0.01018   0.004407         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     83/499      4.32G     0.0117    0.01017   0.004436         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
     83/499      4.32G     0.0117    0.01017   0.004436         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     83/499      4.32G    0.01171    0.01017   0.004425         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     83/499      4.32G    0.01171    0.01017   0.004425         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     83/499      4.32G     0.0117    0.01019   0.004426         88        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     83/499      4.32G     0.0117    0.01019   0.004426         88        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
     83/499      4.32G    0.01171     0.0102   0.004452         69        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
     83/499      4.32G    0.01171     0.0102   0.004452         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     83/499      4.32G    0.01171    0.01022   0.004458         82        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     83/499      4.32G    0.01171    0.01022   0.004458         82        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     83/499      4.32G     0.0117    0.01021   0.004465         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     83/499      4.32G     0.0117    0.01021   0.004465         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     83/499      4.32G    0.01171    0.01022   0.004476         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
     83/499      4.32G    0.01171    0.01022   0.004476         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     83/499      4.32G     0.0117    0.01021   0.004494         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     83/499      4.32G     0.0117    0.01021   0.004494         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     83/499      4.32G     0.0117    0.01022   0.004491         39        640:  99%|#########9| 167/168 [00:32<00:00,  5.30it/s]
     83/499      4.32G     0.0117    0.01022   0.004491         39        640: 100%|##########| 168/168 [00:32<00:00,  5.48it/s]
     83/499      4.32G     0.0117    0.01022   0.004491         39        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.877       0.89       0.91       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     84/499      4.32G    0.01022   0.009354   0.005113         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
     84/499      4.32G    0.01022   0.009354   0.005113         73        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     84/499      4.32G    0.01054   0.009627   0.004114         68        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
     84/499      4.32G    0.01054   0.009627   0.004114         68        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     84/499      4.32G    0.01077   0.009506   0.003857         57        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
     84/499      4.32G    0.01077   0.009506   0.003857         57        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     84/499      4.32G    0.01118    0.01023   0.004328         79        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
     84/499      4.32G    0.01118    0.01023   0.004328         79        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     84/499      4.32G    0.01127    0.01047    0.00436         79        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     84/499      4.32G    0.01127    0.01047    0.00436         79        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
     84/499      4.32G    0.01132    0.01038   0.004482         74        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
     84/499      4.32G    0.01132    0.01038   0.004482         74        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     84/499      4.32G    0.01139    0.01053   0.004582         72        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
     84/499      4.32G    0.01139    0.01053   0.004582         72        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     84/499      4.32G    0.01149    0.01047   0.004877         72        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     84/499      4.32G    0.01149    0.01047   0.004877         72        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     84/499      4.32G    0.01157    0.01067   0.004804         77        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
     84/499      4.32G    0.01157    0.01067   0.004804         77        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     84/499      4.32G    0.01153    0.01052   0.005082         64        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     84/499      4.32G    0.01153    0.01052   0.005082         64        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     84/499      4.32G    0.01166    0.01062   0.005232         72        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     84/499      4.32G    0.01166    0.01062   0.005232         72        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     84/499      4.32G    0.01151    0.01038   0.005366         51        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
     84/499      4.32G    0.01151    0.01038   0.005366         51        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
     84/499      4.32G    0.01131    0.01023   0.005226         66        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
     84/499      4.32G    0.01131    0.01023   0.005226         66        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     84/499      4.32G    0.01138    0.01012   0.005066         53        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     84/499      4.32G    0.01138    0.01012   0.005066         53        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
     84/499      4.32G    0.01138    0.01008    0.00507         68        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
     84/499      4.32G    0.01138    0.01008    0.00507         68        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
     84/499      4.32G    0.01128    0.01005   0.005007         62        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
     84/499      4.32G    0.01128    0.01005   0.005007         62        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     84/499      4.32G    0.01129   0.009986   0.005146         78        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
     84/499      4.32G    0.01129   0.009986   0.005146         78        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     84/499      4.32G     0.0113   0.009975   0.005079         62        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     84/499      4.32G     0.0113   0.009975   0.005079         62        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
     84/499      4.32G    0.01129    0.01009   0.005115         84        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
     84/499      4.32G    0.01129    0.01009   0.005115         84        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     84/499      4.32G    0.01132    0.01004   0.004967         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
     84/499      4.32G    0.01132    0.01004   0.004967         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     84/499      4.32G    0.01139    0.01009   0.004983         79        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     84/499      4.32G    0.01139    0.01009   0.004983         79        640:  12%|#2        | 21/168 [00:03<00:27,  5.29it/s]
     84/499      4.32G    0.01135    0.01005   0.004838         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
     84/499      4.32G    0.01135    0.01005   0.004838         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     84/499      4.32G    0.01138   0.009997   0.004775         56        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
     84/499      4.32G    0.01138   0.009997   0.004775         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     84/499      4.32G    0.01133   0.009959   0.004765         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
     84/499      4.32G    0.01133   0.009959   0.004765         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     84/499      4.32G    0.01132   0.009937   0.004793         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     84/499      4.32G    0.01132   0.009937   0.004793         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     84/499      4.32G    0.01137    0.01001   0.004811         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     84/499      4.32G    0.01137    0.01001   0.004811         68        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
     84/499      4.32G    0.01143   0.009875   0.004757         44        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
     84/499      4.32G    0.01143   0.009875   0.004757         44        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     84/499      4.32G    0.01141   0.009824   0.004754         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
     84/499      4.32G    0.01141   0.009824   0.004754         59        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     84/499      4.32G    0.01136   0.009893   0.004858         77        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     84/499      4.32G    0.01136   0.009893   0.004858         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     84/499      4.32G    0.01137   0.009967   0.004782         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     84/499      4.32G    0.01137   0.009967   0.004782         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     84/499      4.32G    0.01134   0.009862    0.00479         53        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     84/499      4.32G    0.01134   0.009862    0.00479         53        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
     84/499      4.32G     0.0114   0.009895   0.004759         68        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
     84/499      4.32G     0.0114   0.009895   0.004759         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     84/499      4.32G    0.01141   0.009893   0.004723         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
     84/499      4.32G    0.01141   0.009893   0.004723         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     84/499      4.32G     0.0114   0.009896   0.004677         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
     84/499      4.32G     0.0114   0.009896   0.004677         70        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     84/499      4.32G    0.01142   0.009958   0.004634         77        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
     84/499      4.32G    0.01142   0.009958   0.004634         77        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     84/499      4.32G     0.0114   0.009945   0.004642         61        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
     84/499      4.32G     0.0114   0.009945   0.004642         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     84/499      4.32G    0.01137   0.009958   0.004683         82        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     84/499      4.32G    0.01137   0.009958   0.004683         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     84/499      4.32G    0.01142    0.00995   0.004658         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     84/499      4.32G    0.01142    0.00995   0.004658         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     84/499      4.32G    0.01145    0.00992    0.00458         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
     84/499      4.32G    0.01145    0.00992    0.00458         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     84/499      4.32G    0.01143   0.009894    0.00456         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
     84/499      4.32G    0.01143   0.009894    0.00456         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     84/499      4.32G    0.01141   0.009901    0.00457         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     84/499      4.32G    0.01141   0.009901    0.00457         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     84/499      4.32G    0.01141   0.009887   0.004489         60        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
     84/499      4.32G    0.01141   0.009887   0.004489         60        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
     84/499      4.32G    0.01142   0.009864   0.004419         57        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     84/499      4.32G    0.01142   0.009864   0.004419         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     84/499      4.32G    0.01142   0.009844    0.00441         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
     84/499      4.32G    0.01142   0.009844    0.00441         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     84/499      4.32G    0.01143   0.009943   0.004439         96        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
     84/499      4.32G    0.01143   0.009943   0.004439         96        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     84/499      4.32G    0.01142   0.009926    0.00442         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
     84/499      4.32G    0.01142   0.009926    0.00442         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     84/499      4.32G    0.01141   0.009982   0.004369         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
     84/499      4.32G    0.01141   0.009982   0.004369         77        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
     84/499      4.32G    0.01143   0.009954   0.004363         62        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
     84/499      4.32G    0.01143   0.009954   0.004363         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     84/499      4.32G    0.01145   0.009952   0.004378         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
     84/499      4.32G    0.01145   0.009952   0.004378         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     84/499      4.32G    0.01142   0.009919   0.004352         56        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     84/499      4.32G    0.01142   0.009919   0.004352         56        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     84/499      4.32G     0.0114   0.009905   0.004351         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     84/499      4.32G     0.0114   0.009905   0.004351         60        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     84/499      4.32G    0.01138   0.009878   0.004386         66        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     84/499      4.32G    0.01138   0.009878   0.004386         66        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     84/499      4.32G    0.01139   0.009895   0.004381         74        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     84/499      4.32G    0.01139   0.009895   0.004381         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     84/499      4.32G    0.01138   0.009891   0.004343         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
     84/499      4.32G    0.01138   0.009891   0.004343         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     84/499      4.32G    0.01136   0.009863   0.004404         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     84/499      4.32G    0.01136   0.009863   0.004404         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     84/499      4.32G    0.01134   0.009841    0.00442         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
     84/499      4.32G    0.01134   0.009841    0.00442         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     84/499      4.32G    0.01135    0.00979   0.004413         53        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     84/499      4.32G    0.01135    0.00979   0.004413         53        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
     84/499      4.32G    0.01135    0.00978    0.00437         64        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
     84/499      4.32G    0.01135    0.00978    0.00437         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     84/499      4.32G    0.01136   0.009803    0.00436         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
     84/499      4.32G    0.01136   0.009803    0.00436         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     84/499      4.32G    0.01135   0.009778   0.004333         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
     84/499      4.32G    0.01135   0.009778   0.004333         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     84/499      4.32G    0.01138   0.009826   0.004342         84        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     84/499      4.32G    0.01138   0.009826   0.004342         84        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     84/499      4.32G    0.01138   0.009845   0.004353         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     84/499      4.32G    0.01138   0.009845   0.004353         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     84/499      4.32G    0.01139   0.009874   0.004325         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     84/499      4.32G    0.01139   0.009874   0.004325         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
     84/499      4.32G    0.01138   0.009848   0.004354         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     84/499      4.32G    0.01138   0.009848   0.004354         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     84/499      4.32G    0.01139   0.009854   0.004379         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     84/499      4.32G    0.01139   0.009854   0.004379         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
     84/499      4.32G    0.01141   0.009841   0.004403         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
     84/499      4.32G    0.01141   0.009841   0.004403         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     84/499      4.32G    0.01142   0.009818   0.004361         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     84/499      4.32G    0.01142   0.009818   0.004361         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     84/499      4.32G    0.01143   0.009816   0.004388         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     84/499      4.32G    0.01143   0.009816   0.004388         68        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
     84/499      4.32G    0.01143   0.009773    0.00438         51        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     84/499      4.32G    0.01143   0.009773    0.00438         51        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     84/499      4.32G    0.01143   0.009768    0.00439         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     84/499      4.32G    0.01143   0.009768    0.00439         64        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     84/499      4.32G    0.01145   0.009762   0.004414         63        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     84/499      4.32G    0.01145   0.009762   0.004414         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     84/499      4.32G    0.01145   0.009787   0.004413         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     84/499      4.32G    0.01145   0.009787   0.004413         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     84/499      4.32G    0.01145   0.009768   0.004393         59        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     84/499      4.32G    0.01145   0.009768   0.004393         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
     84/499      4.32G    0.01143   0.009759   0.004371         83        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
     84/499      4.32G    0.01143   0.009759   0.004371         83        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     84/499      4.32G    0.01143   0.009743   0.004356         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
     84/499      4.32G    0.01143   0.009743   0.004356         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     84/499      4.32G    0.01145   0.009758   0.004392         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
     84/499      4.32G    0.01145   0.009758   0.004392         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     84/499      4.32G    0.01144   0.009762   0.004376         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
     84/499      4.32G    0.01144   0.009762   0.004376         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     84/499      4.32G    0.01141   0.009764     0.0044         79        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     84/499      4.32G    0.01141   0.009764     0.0044         79        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     84/499      4.32G    0.01143   0.009771   0.004374         63        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
     84/499      4.32G    0.01143   0.009771   0.004374         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     84/499      4.32G    0.01141   0.009777   0.004382         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
     84/499      4.32G    0.01141   0.009777   0.004382         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     84/499      4.32G     0.0114   0.009754   0.004371         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     84/499      4.32G     0.0114   0.009754   0.004371         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     84/499      4.32G     0.0114   0.009759    0.00435         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
     84/499      4.32G     0.0114   0.009759    0.00435         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     84/499      4.32G    0.01139   0.009755   0.004368         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
     84/499      4.32G    0.01139   0.009755   0.004368         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     84/499      4.32G    0.01141   0.009782   0.004359         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
     84/499      4.32G    0.01141   0.009782   0.004359         73        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
     84/499      4.32G    0.01141   0.009808   0.004353         77        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
     84/499      4.32G    0.01141   0.009808   0.004353         77        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     84/499      4.32G    0.01141   0.009842   0.004345         79        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     84/499      4.32G    0.01141   0.009842   0.004345         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     84/499      4.32G     0.0114   0.009836   0.004323         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
     84/499      4.32G     0.0114   0.009836   0.004323         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     84/499      4.32G     0.0114   0.009829    0.00433         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
     84/499      4.32G     0.0114   0.009829    0.00433         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     84/499      4.32G    0.01142    0.00982   0.004347         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
     84/499      4.32G    0.01142    0.00982   0.004347         58        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
     84/499      4.32G    0.01141   0.009844   0.004345         82        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
     84/499      4.32G    0.01141   0.009844   0.004345         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     84/499      4.32G     0.0114   0.009824    0.00436         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
     84/499      4.32G     0.0114   0.009824    0.00436         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     84/499      4.32G     0.0114   0.009817   0.004348         54        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     84/499      4.32G     0.0114   0.009817   0.004348         54        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     84/499      4.32G    0.01142   0.009827   0.004321         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     84/499      4.32G    0.01142   0.009827   0.004321         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     84/499      4.32G    0.01142   0.009804   0.004309         53        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
     84/499      4.32G    0.01142   0.009804   0.004309         53        640:  56%|#####5    | 94/168 [00:17<00:14,  5.11it/s]
     84/499      4.32G    0.01142   0.009842   0.004292         94        640:  56%|#####5    | 94/168 [00:18<00:14,  5.11it/s]
     84/499      4.32G    0.01142   0.009842   0.004292         94        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     84/499      4.32G    0.01142   0.009841   0.004286         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     84/499      4.32G    0.01142   0.009841   0.004286         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     84/499      4.32G    0.01142   0.009833    0.00427         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
     84/499      4.32G    0.01142   0.009833    0.00427         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     84/499      4.32G    0.01142   0.009857   0.004268         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
     84/499      4.32G    0.01142   0.009857   0.004268         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     84/499      4.32G    0.01145   0.009841   0.004242         48        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     84/499      4.32G    0.01145   0.009841   0.004242         48        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
     84/499      4.32G    0.01144   0.009823   0.004254         57        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
     84/499      4.32G    0.01144   0.009823   0.004254         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     84/499      4.32G    0.01144   0.009835   0.004273         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
     84/499      4.32G    0.01144   0.009835   0.004273         77        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     84/499      4.32G    0.01143   0.009846   0.004286         74        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     84/499      4.32G    0.01143   0.009846   0.004286         74        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     84/499      4.32G    0.01142   0.009839   0.004298         60        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
     84/499      4.32G    0.01142   0.009839   0.004298         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     84/499      4.32G    0.01143   0.009864   0.004319         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     84/499      4.32G    0.01143   0.009864   0.004319         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     84/499      4.32G    0.01144    0.00984   0.004307         49        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     84/499      4.32G    0.01144    0.00984   0.004307         49        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
     84/499      4.32G    0.01145   0.009826   0.004369         57        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     84/499      4.32G    0.01145   0.009826   0.004369         57        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     84/499      4.32G    0.01145   0.009816   0.004375         52        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     84/499      4.32G    0.01145   0.009816   0.004375         52        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     84/499      4.32G    0.01147   0.009825   0.004381         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     84/499      4.32G    0.01147   0.009825   0.004381         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     84/499      4.32G    0.01147   0.009835   0.004392         83        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     84/499      4.32G    0.01147   0.009835   0.004392         83        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     84/499      4.32G    0.01148   0.009844   0.004385         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     84/499      4.32G    0.01148   0.009844   0.004385         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.23it/s]
     84/499      4.32G    0.01149   0.009852   0.004377         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     84/499      4.32G    0.01149   0.009852   0.004377         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     84/499      4.32G    0.01149   0.009843   0.004404         56        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
     84/499      4.32G    0.01149   0.009843   0.004404         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     84/499      4.32G    0.01149    0.00986   0.004391         85        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
     84/499      4.32G    0.01149    0.00986   0.004391         85        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     84/499      4.32G    0.01149   0.009881   0.004382         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
     84/499      4.32G    0.01149   0.009881   0.004382         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     84/499      4.32G     0.0115   0.009891    0.00438         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     84/499      4.32G     0.0115   0.009891    0.00438         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
     84/499      4.32G    0.01149   0.009893   0.004373         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     84/499      4.32G    0.01149   0.009893   0.004373         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     84/499      4.32G    0.01149   0.009892   0.004341         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     84/499      4.32G    0.01149   0.009892   0.004341         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     84/499      4.32G     0.0115   0.009896    0.00432         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     84/499      4.32G     0.0115   0.009896    0.00432         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     84/499      4.32G    0.01149   0.009881   0.004309         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     84/499      4.32G    0.01149   0.009881   0.004309         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     84/499      4.32G    0.01149   0.009891   0.004313         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     84/499      4.32G    0.01149   0.009891   0.004313         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
     84/499      4.32G     0.0115   0.009882   0.004319         56        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
     84/499      4.32G     0.0115   0.009882   0.004319         56        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
     84/499      4.32G     0.0115   0.009901   0.004324         93        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
     84/499      4.32G     0.0115   0.009901   0.004324         93        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
     84/499      4.32G    0.01149   0.009908   0.004364         82        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
     84/499      4.32G    0.01149   0.009908   0.004364         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
     84/499      4.32G     0.0115   0.009911   0.004412         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
     84/499      4.32G     0.0115   0.009911   0.004412         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     84/499      4.32G    0.01149   0.009891   0.004415         51        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
     84/499      4.32G    0.01149   0.009891   0.004415         51        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
     84/499      4.32G    0.01148   0.009905   0.004428         90        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
     84/499      4.32G    0.01148   0.009905   0.004428         90        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     84/499      4.32G    0.01149   0.009901   0.004423         56        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     84/499      4.32G    0.01149   0.009901   0.004423         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     84/499      4.32G    0.01149   0.009897   0.004417         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     84/499      4.32G    0.01149   0.009897   0.004417         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     84/499      4.32G    0.01148   0.009892   0.004409         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
     84/499      4.32G    0.01148   0.009892   0.004409         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     84/499      4.32G     0.0115   0.009886    0.00442         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
     84/499      4.32G     0.0115   0.009886    0.00442         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
     84/499      4.32G    0.01149   0.009874   0.004402         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
     84/499      4.32G    0.01149   0.009874   0.004402         59        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
     84/499      4.32G    0.01147   0.009863   0.004399         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
     84/499      4.32G    0.01147   0.009863   0.004399         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     84/499      4.32G    0.01147   0.009857   0.004399         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     84/499      4.32G    0.01147   0.009857   0.004399         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     84/499      4.32G    0.01147   0.009843   0.004409         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
     84/499      4.32G    0.01147   0.009843   0.004409         50        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     84/499      4.32G    0.01145   0.009843   0.004402         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
     84/499      4.32G    0.01145   0.009843   0.004402         63        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     84/499      4.32G    0.01144   0.009827   0.004406         54        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
     84/499      4.32G    0.01144   0.009827   0.004406         54        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
     84/499      4.32G    0.01145    0.00983   0.004389         65        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
     84/499      4.32G    0.01145    0.00983   0.004389         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     84/499      4.32G    0.01145    0.00983   0.004372         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
     84/499      4.32G    0.01145    0.00983   0.004372         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     84/499      4.32G    0.01144   0.009832   0.004357         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
     84/499      4.32G    0.01144   0.009832   0.004357         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     84/499      4.32G    0.01144   0.009834   0.004368         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
     84/499      4.32G    0.01144   0.009834   0.004368         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     84/499      4.32G    0.01144    0.00984    0.00437         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
     84/499      4.32G    0.01144    0.00984    0.00437         81        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     84/499      4.32G    0.01143   0.009842   0.004356         78        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
     84/499      4.32G    0.01143   0.009842   0.004356         78        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     84/499      4.32G    0.01143   0.009834   0.004339         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
     84/499      4.32G    0.01143   0.009834   0.004339         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     84/499      4.32G    0.01142   0.009832   0.004342         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
     84/499      4.32G    0.01142   0.009832   0.004342         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     84/499      4.32G    0.01142   0.009825   0.004347         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
     84/499      4.32G    0.01142   0.009825   0.004347         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     84/499      4.32G    0.01141   0.009826   0.004347         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     84/499      4.32G    0.01141   0.009826   0.004347         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     84/499      4.32G    0.01141    0.00982   0.004369         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
     84/499      4.32G    0.01141    0.00982   0.004369         75        640:  88%|########7 | 147/168 [00:27<00:03,  5.29it/s]
     84/499      4.32G    0.01141    0.00983   0.004361         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
     84/499      4.32G    0.01141    0.00983   0.004361         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     84/499      4.32G     0.0114   0.009829   0.004358         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     84/499      4.32G     0.0114   0.009829   0.004358         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     84/499      4.32G    0.01139   0.009844   0.004363         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     84/499      4.32G    0.01139   0.009844   0.004363         85        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     84/499      4.32G     0.0114   0.009843    0.00436         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     84/499      4.32G     0.0114   0.009843    0.00436         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     84/499      4.32G    0.01139   0.009837    0.00434         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     84/499      4.32G    0.01139   0.009837    0.00434         65        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
     84/499      4.32G    0.01139   0.009852   0.004359         82        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     84/499      4.32G    0.01139   0.009852   0.004359         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
     84/499      4.32G    0.01138   0.009852   0.004346         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
     84/499      4.32G    0.01138   0.009852   0.004346         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     84/499      4.32G    0.01138   0.009862   0.004331         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     84/499      4.32G    0.01138   0.009862   0.004331         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
     84/499      4.32G    0.01139   0.009875   0.004332         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
     84/499      4.32G    0.01139   0.009875   0.004332         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
     84/499      4.32G     0.0114    0.00988   0.004317         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
     84/499      4.32G     0.0114    0.00988   0.004317         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
     84/499      4.32G    0.01141   0.009875   0.004341         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     84/499      4.32G    0.01141   0.009875   0.004341         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     84/499      4.32G    0.01142   0.009892   0.004346         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
     84/499      4.32G    0.01142   0.009892   0.004346         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     84/499      4.32G    0.01142   0.009896   0.004356         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     84/499      4.32G    0.01142   0.009896   0.004356         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.11it/s]
     84/499      4.32G    0.01141   0.009892   0.004342         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.11it/s]
     84/499      4.32G    0.01141   0.009892   0.004342         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
     84/499      4.32G    0.01142   0.009906   0.004341         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
     84/499      4.32G    0.01142   0.009906   0.004341         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
     84/499      4.32G    0.01143   0.009909   0.004354         69        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     84/499      4.32G    0.01143   0.009909   0.004354         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     84/499      4.32G    0.01143   0.009921   0.004372         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     84/499      4.32G    0.01143   0.009921   0.004372         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     84/499      4.32G    0.01143   0.009923   0.004359         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     84/499      4.32G    0.01143   0.009923   0.004359         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     84/499      4.32G    0.01143    0.00993    0.00436         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     84/499      4.32G    0.01143    0.00993    0.00436         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     84/499      4.32G    0.01143   0.009947   0.004349         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     84/499      4.32G    0.01143   0.009947   0.004349         64        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
     84/499      4.32G    0.01143    0.00996   0.004331         35        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
     84/499      4.32G    0.01143    0.00996   0.004331         35        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
     84/499      4.32G    0.01143    0.00996   0.004331         35        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.804      0.894      0.882      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     85/499      4.32G    0.01041   0.009147   0.003234         60        640:   0%|          | 0/168 [00:00<?, ?it/s]
     85/499      4.32G    0.01041   0.009147   0.003234         60        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     85/499      4.32G    0.01114    0.01072   0.003516         63        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
     85/499      4.32G    0.01114    0.01072   0.003516         63        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
     85/499      4.32G    0.01162    0.01086   0.003582         71        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
     85/499      4.32G    0.01162    0.01086   0.003582         71        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     85/499      4.32G    0.01202    0.01088    0.00435         68        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
     85/499      4.32G    0.01202    0.01088    0.00435         68        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
     85/499      4.32G    0.01168    0.01082   0.003646         69        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
     85/499      4.32G    0.01168    0.01082   0.003646         69        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
     85/499      4.32G    0.01156    0.01044   0.003612         65        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
     85/499      4.32G    0.01156    0.01044   0.003612         65        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
     85/499      4.32G    0.01178    0.01054   0.003973         69        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
     85/499      4.32G    0.01178    0.01054   0.003973         69        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     85/499      4.32G    0.01166    0.01044   0.003655         65        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
     85/499      4.32G    0.01166    0.01044   0.003655         65        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     85/499      4.32G    0.01152    0.01037   0.003414         80        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
     85/499      4.32G    0.01152    0.01037   0.003414         80        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     85/499      4.32G    0.01159    0.01047   0.003261         79        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
     85/499      4.32G    0.01159    0.01047   0.003261         79        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
     85/499      4.32G    0.01142    0.01034    0.00325         65        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
     85/499      4.32G    0.01142    0.01034    0.00325         65        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     85/499      4.32G     0.0118    0.01029   0.003474         59        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     85/499      4.32G     0.0118    0.01029   0.003474         59        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     85/499      4.32G    0.01177    0.01042    0.00346         83        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
     85/499      4.32G    0.01177    0.01042    0.00346         83        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     85/499      4.32G     0.0117    0.01024   0.003342         53        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
     85/499      4.32G     0.0117    0.01024   0.003342         53        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     85/499      4.32G    0.01178    0.01009   0.003321         57        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
     85/499      4.32G    0.01178    0.01009   0.003321         57        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
     85/499      4.32G    0.01162   0.009997   0.003416         64        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
     85/499      4.32G    0.01162   0.009997   0.003416         64        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     85/499      4.32G     0.0115   0.009898   0.003643         63        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
     85/499      4.32G     0.0115   0.009898   0.003643         63        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     85/499      4.32G    0.01164   0.009969   0.003775         68        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
     85/499      4.32G    0.01164   0.009969   0.003775         68        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     85/499      4.32G    0.01158   0.009966   0.004112         76        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
     85/499      4.32G    0.01158   0.009966   0.004112         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     85/499      4.32G    0.01158   0.009985   0.004107         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
     85/499      4.32G    0.01158   0.009985   0.004107         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     85/499      4.32G    0.01159    0.01005   0.004052         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
     85/499      4.32G    0.01159    0.01005   0.004052         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
     85/499      4.32G    0.01161    0.01005    0.00415         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
     85/499      4.32G    0.01161    0.01005    0.00415         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     85/499      4.32G    0.01166    0.01014   0.004194         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     85/499      4.32G    0.01166    0.01014   0.004194         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     85/499      4.32G     0.0116    0.01008   0.004167         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
     85/499      4.32G     0.0116    0.01008   0.004167         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     85/499      4.32G    0.01158    0.01014     0.0041         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
     85/499      4.32G    0.01158    0.01014     0.0041         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     85/499      4.32G    0.01164    0.01011   0.004016         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     85/499      4.32G    0.01164    0.01011   0.004016         64        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     85/499      4.32G    0.01166    0.01011   0.004047         62        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     85/499      4.32G    0.01166    0.01011   0.004047         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     85/499      4.32G    0.01162    0.01005   0.004095         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
     85/499      4.32G    0.01162    0.01005   0.004095         65        640:  17%|#6        | 28/168 [00:05<00:28,  4.85it/s]
     85/499      4.32G    0.01154    0.01003   0.004123         76        640:  17%|#6        | 28/168 [00:05<00:28,  4.85it/s]
     85/499      4.32G    0.01154    0.01003   0.004123         76        640:  17%|#7        | 29/168 [00:05<00:28,  4.92it/s]
     85/499      4.32G    0.01152    0.01001   0.004075         61        640:  17%|#7        | 29/168 [00:05<00:28,  4.92it/s]
     85/499      4.32G    0.01152    0.01001   0.004075         61        640:  18%|#7        | 30/168 [00:05<00:27,  5.08it/s]
     85/499      4.32G     0.0116   0.009949    0.00415         56        640:  18%|#7        | 30/168 [00:05<00:27,  5.08it/s]
     85/499      4.32G     0.0116   0.009949    0.00415         56        640:  18%|#8        | 31/168 [00:05<00:27,  5.03it/s]
     85/499      4.32G    0.01157   0.009957   0.004115         64        640:  18%|#8        | 31/168 [00:06<00:27,  5.03it/s]
     85/499      4.32G    0.01157   0.009957   0.004115         64        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
     85/499      4.32G    0.01156   0.009965   0.004065         77        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
     85/499      4.32G    0.01156   0.009965   0.004065         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.24it/s]
     85/499      4.32G    0.01157   0.009977   0.004209         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.24it/s]
     85/499      4.32G    0.01157   0.009977   0.004209         74        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     85/499      4.32G    0.01155       0.01   0.004177         59        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     85/499      4.32G    0.01155       0.01   0.004177         59        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
     85/499      4.32G    0.01161    0.01002    0.00416         67        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
     85/499      4.32G    0.01161    0.01002    0.00416         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
     85/499      4.32G    0.01163       0.01   0.004094         61        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
     85/499      4.32G    0.01163       0.01   0.004094         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     85/499      4.32G    0.01162    0.01003   0.004011         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
     85/499      4.32G    0.01162    0.01003   0.004011         82        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     85/499      4.32G    0.01159    0.01002   0.004013         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     85/499      4.32G    0.01159    0.01002   0.004013         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     85/499      4.32G    0.01154   0.009967   0.004043         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
     85/499      4.32G    0.01154   0.009967   0.004043         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     85/499      4.32G    0.01153   0.009985     0.0041         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
     85/499      4.32G    0.01153   0.009985     0.0041         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
     85/499      4.32G    0.01154       0.01   0.004113         68        640:  24%|##4       | 41/168 [00:08<00:23,  5.30it/s]
     85/499      4.32G    0.01154       0.01   0.004113         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     85/499      4.32G     0.0115    0.01002   0.004149         82        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
     85/499      4.32G     0.0115    0.01002   0.004149         82        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     85/499      4.32G    0.01148    0.01003   0.004107         77        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
     85/499      4.32G    0.01148    0.01003   0.004107         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     85/499      4.32G    0.01146    0.01001   0.004111         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
     85/499      4.32G    0.01146    0.01001   0.004111         60        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
     85/499      4.32G    0.01145       0.01   0.004094         71        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
     85/499      4.32G    0.01145       0.01   0.004094         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
     85/499      4.32G    0.01142    0.01007   0.004055         87        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
     85/499      4.32G    0.01142    0.01007   0.004055         87        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
     85/499      4.32G    0.01142    0.01003   0.004067         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
     85/499      4.32G    0.01142    0.01003   0.004067         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     85/499      4.32G    0.01147    0.01008   0.004089         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
     85/499      4.32G    0.01147    0.01008   0.004089         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     85/499      4.32G    0.01149    0.01008   0.004076         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
     85/499      4.32G    0.01149    0.01008   0.004076         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     85/499      4.32G    0.01149    0.01005   0.004146         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     85/499      4.32G    0.01149    0.01005   0.004146         60        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     85/499      4.32G    0.01148    0.01006   0.004148         77        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     85/499      4.32G    0.01148    0.01006   0.004148         77        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
     85/499      4.32G    0.01153    0.01005   0.004183         55        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
     85/499      4.32G    0.01153    0.01005   0.004183         55        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     85/499      4.32G    0.01149    0.01004   0.004174         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
     85/499      4.32G    0.01149    0.01004   0.004174         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
     85/499      4.32G    0.01149    0.01002   0.004145         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
     85/499      4.32G    0.01149    0.01002   0.004145         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     85/499      4.32G    0.01148    0.01003   0.004151         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
     85/499      4.32G    0.01148    0.01003   0.004151         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
     85/499      4.32G    0.01146    0.01001   0.004186         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
     85/499      4.32G    0.01146    0.01001   0.004186         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
     85/499      4.32G    0.01156   0.009976   0.004213         49        640:  34%|###3      | 57/168 [00:11<00:20,  5.37it/s]
     85/499      4.32G    0.01156   0.009976   0.004213         49        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
     85/499      4.32G    0.01154   0.009956     0.0042         68        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
     85/499      4.32G    0.01154   0.009956     0.0042         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
     85/499      4.32G    0.01154   0.009955   0.004181         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
     85/499      4.32G    0.01154   0.009955   0.004181         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     85/499      4.32G    0.01152   0.009914   0.004151         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
     85/499      4.32G    0.01152   0.009914   0.004151         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     85/499      4.32G    0.01152   0.009918   0.004134         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
     85/499      4.32G    0.01152   0.009918   0.004134         64        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     85/499      4.32G    0.01153   0.009926   0.004179         72        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
     85/499      4.32G    0.01153   0.009926   0.004179         72        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
     85/499      4.32G    0.01152   0.009927   0.004185         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
     85/499      4.32G    0.01152   0.009927   0.004185         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     85/499      4.32G    0.01154   0.009913   0.004202         51        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
     85/499      4.32G    0.01154   0.009913   0.004202         51        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     85/499      4.32G    0.01153   0.009949   0.004212         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
     85/499      4.32G    0.01153   0.009949   0.004212         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     85/499      4.32G    0.01156   0.009959   0.004211         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
     85/499      4.32G    0.01156   0.009959   0.004211         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     85/499      4.32G    0.01156   0.009951   0.004261         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
     85/499      4.32G    0.01156   0.009951   0.004261         69        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
     85/499      4.32G    0.01155   0.009988   0.004236         79        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     85/499      4.32G    0.01155   0.009988   0.004236         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     85/499      4.32G    0.01157    0.01001   0.004319         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
     85/499      4.32G    0.01157    0.01001   0.004319         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     85/499      4.32G    0.01158    0.01003   0.004314         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     85/499      4.32G    0.01158    0.01003   0.004314         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     85/499      4.32G    0.01157    0.01003   0.004305         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     85/499      4.32G    0.01157    0.01003   0.004305         78        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     85/499      4.32G    0.01156    0.01002   0.004261         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
     85/499      4.32G    0.01156    0.01002   0.004261         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
     85/499      4.32G    0.01154    0.01001   0.004251         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
     85/499      4.32G    0.01154    0.01001   0.004251         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     85/499      4.32G    0.01156    0.01003   0.004274         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
     85/499      4.32G    0.01156    0.01003   0.004274         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     85/499      4.32G    0.01158    0.01003   0.004293         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
     85/499      4.32G    0.01158    0.01003   0.004293         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     85/499      4.32G    0.01159    0.01006    0.00428         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
     85/499      4.32G    0.01159    0.01006    0.00428         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     85/499      4.32G    0.01158    0.01005   0.004269         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
     85/499      4.32G    0.01158    0.01005   0.004269         59        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
     85/499      4.32G    0.01156    0.01007   0.004265         79        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
     85/499      4.32G    0.01156    0.01007   0.004265         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     85/499      4.32G    0.01155    0.01009   0.004227         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
     85/499      4.32G    0.01155    0.01009   0.004227         81        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     85/499      4.32G    0.01157    0.01012   0.004206         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     85/499      4.32G    0.01157    0.01012   0.004206         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     85/499      4.32G    0.01157    0.01012   0.004206         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
     85/499      4.32G    0.01157    0.01012   0.004206         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     85/499      4.32G    0.01157    0.01011   0.004192         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     85/499      4.32G    0.01157    0.01011   0.004192         58        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     85/499      4.32G    0.01157    0.01011   0.004175         52        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
     85/499      4.32G    0.01157    0.01011   0.004175         52        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
     85/499      4.32G     0.0116    0.01012   0.004181         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
     85/499      4.32G     0.0116    0.01012   0.004181         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     85/499      4.32G     0.0116    0.01012   0.004169         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
     85/499      4.32G     0.0116    0.01012   0.004169         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     85/499      4.32G    0.01159     0.0101    0.00418         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     85/499      4.32G    0.01159     0.0101    0.00418         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     85/499      4.32G    0.01159     0.0101    0.00417         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
     85/499      4.32G    0.01159     0.0101    0.00417         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
     85/499      4.32G    0.01157     0.0101   0.004172         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
     85/499      4.32G    0.01157     0.0101   0.004172         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
     85/499      4.32G    0.01157    0.01009   0.004172         59        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
     85/499      4.32G    0.01157    0.01009   0.004172         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     85/499      4.32G    0.01156    0.01012   0.004151         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
     85/499      4.32G    0.01156    0.01012   0.004151         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     85/499      4.32G    0.01158    0.01013   0.004129         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     85/499      4.32G    0.01158    0.01013   0.004129         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     85/499      4.32G    0.01159    0.01016   0.004133         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     85/499      4.32G    0.01159    0.01016   0.004133         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     85/499      4.32G    0.01158    0.01016   0.004127         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
     85/499      4.32G    0.01158    0.01016   0.004127         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
     85/499      4.32G    0.01158    0.01015   0.004108         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
     85/499      4.32G    0.01158    0.01015   0.004108         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     85/499      4.32G    0.01158    0.01015   0.004124         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
     85/499      4.32G    0.01158    0.01015   0.004124         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     85/499      4.32G    0.01159    0.01015   0.004106         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
     85/499      4.32G    0.01159    0.01015   0.004106         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     85/499      4.32G     0.0116    0.01018   0.004113         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     85/499      4.32G     0.0116    0.01018   0.004113         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     85/499      4.32G    0.01161    0.01017   0.004092         53        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     85/499      4.32G    0.01161    0.01017   0.004092         53        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
     85/499      4.32G     0.0116    0.01016    0.00408         63        640:  59%|#####8    | 99/168 [00:19<00:12,  5.36it/s]
     85/499      4.32G     0.0116    0.01016    0.00408         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
     85/499      4.32G    0.01159    0.01013   0.004075         49        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
     85/499      4.32G    0.01159    0.01013   0.004075         49        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     85/499      4.32G     0.0116    0.01014   0.004081         66        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
     85/499      4.32G     0.0116    0.01014   0.004081         66        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     85/499      4.32G    0.01158    0.01011    0.00407         45        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
     85/499      4.32G    0.01158    0.01011    0.00407         45        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     85/499      4.32G    0.01159     0.0101   0.004065         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
     85/499      4.32G    0.01159     0.0101   0.004065         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     85/499      4.32G     0.0116     0.0101   0.004075         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
     85/499      4.32G     0.0116     0.0101   0.004075         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
     85/499      4.32G     0.0116    0.01011   0.004066         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
     85/499      4.32G     0.0116    0.01011   0.004066         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     85/499      4.32G    0.01161    0.01012   0.004053         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
     85/499      4.32G    0.01161    0.01012   0.004053         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     85/499      4.32G    0.01161    0.01013   0.004066         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
     85/499      4.32G    0.01161    0.01013   0.004066         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     85/499      4.32G     0.0116    0.01012   0.004071         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
     85/499      4.32G     0.0116    0.01012   0.004071         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     85/499      4.32G    0.01159    0.01012   0.004071         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
     85/499      4.32G    0.01159    0.01012   0.004071         79        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
     85/499      4.32G    0.01158    0.01011    0.00408         73        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
     85/499      4.32G    0.01158    0.01011    0.00408         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     85/499      4.32G    0.01157    0.01009   0.004059         51        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
     85/499      4.32G    0.01157    0.01009   0.004059         51        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     85/499      4.32G    0.01159    0.01007    0.00406         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     85/499      4.32G    0.01159    0.01007    0.00406         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     85/499      4.32G    0.01158    0.01005   0.004099         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
     85/499      4.32G    0.01158    0.01005   0.004099         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
     85/499      4.32G    0.01157    0.01003   0.004074         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
     85/499      4.32G    0.01157    0.01003   0.004074         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
     85/499      4.32G    0.01157    0.01003   0.004054         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     85/499      4.32G    0.01157    0.01003   0.004054         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     85/499      4.32G    0.01157    0.01004   0.004056         83        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     85/499      4.32G    0.01157    0.01004   0.004056         83        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     85/499      4.32G    0.01157    0.01004   0.004051         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     85/499      4.32G    0.01157    0.01004   0.004051         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.10it/s]
     85/499      4.32G    0.01157    0.01004   0.004075         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.10it/s]
     85/499      4.32G    0.01157    0.01004   0.004075         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
     85/499      4.32G    0.01158    0.01004    0.00405         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
     85/499      4.32G    0.01158    0.01004    0.00405         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
     85/499      4.32G     0.0116    0.01004   0.004047         66        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     85/499      4.32G     0.0116    0.01004   0.004047         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     85/499      4.32G    0.01159    0.01003   0.004036         55        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     85/499      4.32G    0.01159    0.01003   0.004036         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.20it/s]
     85/499      4.32G    0.01158    0.01004   0.004042         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.20it/s]
     85/499      4.32G    0.01158    0.01004   0.004042         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     85/499      4.32G    0.01156    0.01003   0.004059         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     85/499      4.32G    0.01156    0.01003   0.004059         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     85/499      4.32G    0.01156    0.01002   0.004114         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     85/499      4.32G    0.01156    0.01002   0.004114         57        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     85/499      4.32G    0.01157    0.01001   0.004089         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
     85/499      4.32G    0.01157    0.01001   0.004089         56        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
     85/499      4.32G    0.01157    0.01003   0.004115         86        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
     85/499      4.32G    0.01157    0.01003   0.004115         86        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     85/499      4.32G    0.01156    0.01002   0.004101         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
     85/499      4.32G    0.01156    0.01002   0.004101         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     85/499      4.32G    0.01157    0.01003   0.004099         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
     85/499      4.32G    0.01157    0.01003   0.004099         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     85/499      4.32G    0.01157    0.01003   0.004128         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     85/499      4.32G    0.01157    0.01003   0.004128         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     85/499      4.32G    0.01156    0.01003   0.004155         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
     85/499      4.32G    0.01156    0.01003   0.004155         74        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
     85/499      4.32G    0.01156    0.01002   0.004165         57        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
     85/499      4.32G    0.01156    0.01002   0.004165         57        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
     85/499      4.32G    0.01157    0.01002   0.004194         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
     85/499      4.32G    0.01157    0.01002   0.004194         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     85/499      4.32G    0.01156    0.01002   0.004201         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     85/499      4.32G    0.01156    0.01002   0.004201         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     85/499      4.32G    0.01156    0.01002   0.004186         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
     85/499      4.32G    0.01156    0.01002   0.004186         59        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     85/499      4.32G    0.01156    0.01001   0.004204         65        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
     85/499      4.32G    0.01156    0.01001   0.004204         65        640:  81%|########  | 136/168 [00:25<00:06,  5.10it/s]
     85/499      4.32G    0.01156    0.01001   0.004205         73        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
     85/499      4.32G    0.01156    0.01001   0.004205         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     85/499      4.32G    0.01156       0.01   0.004207         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     85/499      4.32G    0.01156       0.01   0.004207         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     85/499      4.32G    0.01154   0.009998   0.004197         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     85/499      4.32G    0.01154   0.009998   0.004197         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     85/499      4.32G    0.01154   0.009995   0.004209         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
     85/499      4.32G    0.01154   0.009995   0.004209         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     85/499      4.32G    0.01153   0.009974   0.004212         55        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     85/499      4.32G    0.01153   0.009974   0.004212         55        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
     85/499      4.32G    0.01154   0.009961   0.004204         52        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
     85/499      4.32G    0.01154   0.009961   0.004204         52        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     85/499      4.32G    0.01153   0.009945     0.0042         60        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
     85/499      4.32G    0.01153   0.009945     0.0042         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     85/499      4.32G    0.01153   0.009943   0.004183         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     85/499      4.32G    0.01153   0.009943   0.004183         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     85/499      4.32G    0.01152   0.009938   0.004182         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
     85/499      4.32G    0.01152   0.009938   0.004182         59        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
     85/499      4.32G    0.01151   0.009928   0.004181         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
     85/499      4.32G    0.01151   0.009928   0.004181         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     85/499      4.32G    0.01153   0.009949   0.004211         85        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
     85/499      4.32G    0.01153   0.009949   0.004211         85        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
     85/499      4.32G    0.01152   0.009946   0.004209         81        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     85/499      4.32G    0.01152   0.009946   0.004209         81        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     85/499      4.32G    0.01151   0.009951   0.004192         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
     85/499      4.32G    0.01151   0.009951   0.004192         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     85/499      4.32G     0.0115   0.009946   0.004214         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
     85/499      4.32G     0.0115   0.009946   0.004214         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     85/499      4.32G     0.0115   0.009937    0.00422         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
     85/499      4.32G     0.0115   0.009937    0.00422         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     85/499      4.32G    0.01148   0.009936   0.004216         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     85/499      4.32G    0.01148   0.009936   0.004216         79        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
     85/499      4.32G    0.01148   0.009949   0.004228         77        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
     85/499      4.32G    0.01148   0.009949   0.004228         77        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     85/499      4.32G    0.01146   0.009942   0.004231         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     85/499      4.32G    0.01146   0.009942   0.004231         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     85/499      4.32G    0.01146    0.00994    0.00422         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     85/499      4.32G    0.01146    0.00994    0.00422         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     85/499      4.32G    0.01146   0.009941   0.004231         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
     85/499      4.32G    0.01146   0.009941   0.004231         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     85/499      4.32G    0.01146   0.009932   0.004234         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
     85/499      4.32G    0.01146   0.009932   0.004234         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
     85/499      4.32G    0.01145   0.009936   0.004217         85        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
     85/499      4.32G    0.01145   0.009936   0.004217         85        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     85/499      4.32G    0.01145   0.009931   0.004208         57        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     85/499      4.32G    0.01145   0.009931   0.004208         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     85/499      4.32G    0.01144   0.009935   0.004225         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
     85/499      4.32G    0.01144   0.009935   0.004225         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     85/499      4.32G    0.01144   0.009945   0.004217         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
     85/499      4.32G    0.01144   0.009945   0.004217         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     85/499      4.32G    0.01143    0.00996   0.004204         81        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     85/499      4.32G    0.01143    0.00996   0.004204         81        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
     85/499      4.32G    0.01142   0.009951   0.004194         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
     85/499      4.32G    0.01142   0.009951   0.004194         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     85/499      4.32G    0.01143   0.009964   0.004214         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
     85/499      4.32G    0.01143   0.009964   0.004214         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     85/499      4.32G    0.01143   0.009959    0.00421         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
     85/499      4.32G    0.01143   0.009959    0.00421         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     85/499      4.32G    0.01143   0.009952   0.004202         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
     85/499      4.32G    0.01143   0.009952   0.004202         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     85/499      4.32G    0.01144   0.009967   0.004204         79        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
     85/499      4.32G    0.01144   0.009967   0.004204         79        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     85/499      4.32G    0.01144   0.009961   0.004204         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
     85/499      4.32G    0.01144   0.009961   0.004204         27        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
     85/499      4.32G    0.01144   0.009961   0.004204         27        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.832      0.827      0.866      0.729

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     86/499      4.32G    0.01175    0.01184   0.002077         88        640:   0%|          | 0/168 [00:00<?, ?it/s]
     86/499      4.32G    0.01175    0.01184   0.002077         88        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     86/499      4.32G    0.01202    0.01172   0.003673         68        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
     86/499      4.32G    0.01202    0.01172   0.003673         68        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     86/499      4.32G     0.0121    0.01135   0.004138         64        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
     86/499      4.32G     0.0121    0.01135   0.004138         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     86/499      4.32G    0.01171    0.01073   0.004662         68        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
     86/499      4.32G    0.01171    0.01073   0.004662         68        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     86/499      4.32G    0.01191    0.01035   0.004551         68        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
     86/499      4.32G    0.01191    0.01035   0.004551         68        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
     86/499      4.32G    0.01207    0.01031   0.004311         64        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
     86/499      4.32G    0.01207    0.01031   0.004311         64        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
     86/499      4.32G    0.01205    0.01015   0.004321         59        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
     86/499      4.32G    0.01205    0.01015   0.004321         59        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     86/499      4.32G    0.01182    0.00995    0.00414         58        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     86/499      4.32G    0.01182    0.00995    0.00414         58        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     86/499      4.32G    0.01179    0.00997   0.004022         64        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
     86/499      4.32G    0.01179    0.00997   0.004022         64        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     86/499      4.32G    0.01173    0.01002   0.004058         75        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     86/499      4.32G    0.01173    0.01002   0.004058         75        640:   6%|5         | 10/168 [00:01<00:31,  5.09it/s]
     86/499      4.32G    0.01166    0.00988    0.00416         52        640:   6%|5         | 10/168 [00:02<00:31,  5.09it/s]
     86/499      4.32G    0.01166    0.00988    0.00416         52        640:   7%|6         | 11/168 [00:02<00:30,  5.13it/s]
     86/499      4.32G    0.01162   0.009674      0.004         46        640:   7%|6         | 11/168 [00:02<00:30,  5.13it/s]
     86/499      4.32G    0.01162   0.009674      0.004         46        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     86/499      4.32G    0.01157   0.009493   0.003825         58        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     86/499      4.32G    0.01157   0.009493   0.003825         58        640:   8%|7         | 13/168 [00:02<00:30,  5.08it/s]
     86/499      4.32G    0.01164   0.009445   0.003835         62        640:   8%|7         | 13/168 [00:02<00:30,  5.08it/s]
     86/499      4.32G    0.01164   0.009445   0.003835         62        640:   8%|8         | 14/168 [00:02<00:29,  5.15it/s]
     86/499      4.32G    0.01162   0.009385   0.003875         58        640:   8%|8         | 14/168 [00:02<00:29,  5.15it/s]
     86/499      4.32G    0.01162   0.009385   0.003875         58        640:   9%|8         | 15/168 [00:02<00:29,  5.22it/s]
     86/499      4.32G    0.01155   0.009472    0.00377         71        640:   9%|8         | 15/168 [00:03<00:29,  5.22it/s]
     86/499      4.32G    0.01155   0.009472    0.00377         71        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
     86/499      4.32G    0.01159   0.009529   0.003646         61        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
     86/499      4.32G    0.01159   0.009529   0.003646         61        640:  10%|#         | 17/168 [00:03<00:29,  5.15it/s]
     86/499      4.32G    0.01153    0.00959   0.003806         73        640:  10%|#         | 17/168 [00:03<00:29,  5.15it/s]
     86/499      4.32G    0.01153    0.00959   0.003806         73        640:  11%|#         | 18/168 [00:03<00:28,  5.21it/s]
     86/499      4.32G    0.01149   0.009682   0.003813         84        640:  11%|#         | 18/168 [00:03<00:28,  5.21it/s]
     86/499      4.32G    0.01149   0.009682   0.003813         84        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     86/499      4.32G    0.01144   0.009614    0.00385         60        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     86/499      4.32G    0.01144   0.009614    0.00385         60        640:  12%|#1        | 20/168 [00:03<00:28,  5.17it/s]
     86/499      4.32G    0.01143   0.009647   0.003998         68        640:  12%|#1        | 20/168 [00:04<00:28,  5.17it/s]
     86/499      4.32G    0.01143   0.009647   0.003998         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.25it/s]
     86/499      4.32G    0.01149   0.009697   0.004128         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.25it/s]
     86/499      4.32G    0.01149   0.009697   0.004128         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
     86/499      4.32G    0.01145   0.009715   0.004162         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
     86/499      4.32G    0.01145   0.009715   0.004162         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.18it/s]
     86/499      4.32G    0.01145   0.009679   0.004315         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.18it/s]
     86/499      4.32G    0.01145   0.009679   0.004315         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     86/499      4.32G    0.01141   0.009617   0.004277         58        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     86/499      4.32G    0.01141   0.009617   0.004277         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     86/499      4.32G    0.01138   0.009659   0.004288         66        640:  15%|#4        | 25/168 [00:05<00:27,  5.14it/s]
     86/499      4.32G    0.01138   0.009659   0.004288         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
     86/499      4.32G    0.01147   0.009669   0.004398         75        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
     86/499      4.32G    0.01147   0.009669   0.004398         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
     86/499      4.32G    0.01151   0.009683   0.004427         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
     86/499      4.32G    0.01151   0.009683   0.004427         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     86/499      4.32G    0.01149   0.009655   0.004404         52        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     86/499      4.32G    0.01149   0.009655   0.004404         52        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     86/499      4.32G    0.01145   0.009684    0.00434         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     86/499      4.32G    0.01145   0.009684    0.00434         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     86/499      4.32G    0.01141   0.009679   0.004425         70        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     86/499      4.32G    0.01141   0.009679   0.004425         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     86/499      4.32G    0.01139   0.009642   0.004402         65        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     86/499      4.32G    0.01139   0.009642   0.004402         65        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     86/499      4.32G    0.01133    0.00956   0.004364         59        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     86/499      4.32G    0.01133    0.00956   0.004364         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     86/499      4.32G    0.01133   0.009608   0.004344         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     86/499      4.32G    0.01133   0.009608   0.004344         72        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
     86/499      4.32G    0.01134   0.009546   0.004417         57        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
     86/499      4.32G    0.01134   0.009546   0.004417         57        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     86/499      4.32G    0.01137   0.009526     0.0045         61        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     86/499      4.32G    0.01137   0.009526     0.0045         61        640:  21%|##1       | 36/168 [00:06<00:25,  5.25it/s]
     86/499      4.32G    0.01138   0.009494   0.004509         60        640:  21%|##1       | 36/168 [00:07<00:25,  5.25it/s]
     86/499      4.32G    0.01138   0.009494   0.004509         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     86/499      4.32G    0.01134   0.009442   0.004513         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     86/499      4.32G    0.01134   0.009442   0.004513         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     86/499      4.32G    0.01129   0.009389   0.004466         55        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     86/499      4.32G    0.01129   0.009389   0.004466         55        640:  23%|##3       | 39/168 [00:07<00:25,  5.06it/s]
     86/499      4.32G    0.01129   0.009387    0.00446         62        640:  23%|##3       | 39/168 [00:07<00:25,  5.06it/s]
     86/499      4.32G    0.01129   0.009387    0.00446         62        640:  24%|##3       | 40/168 [00:07<00:25,  5.00it/s]
     86/499      4.32G    0.01127    0.00939   0.004431         69        640:  24%|##3       | 40/168 [00:07<00:25,  5.00it/s]
     86/499      4.32G    0.01127    0.00939   0.004431         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.09it/s]
     86/499      4.32G    0.01122   0.009403   0.004469         78        640:  24%|##4       | 41/168 [00:08<00:24,  5.09it/s]
     86/499      4.32G    0.01122   0.009403   0.004469         78        640:  25%|##5       | 42/168 [00:08<00:24,  5.19it/s]
     86/499      4.32G    0.01121   0.009413   0.004461         71        640:  25%|##5       | 42/168 [00:08<00:24,  5.19it/s]
     86/499      4.32G    0.01121   0.009413   0.004461         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.06it/s]
     86/499      4.32G    0.01122    0.00946   0.004438         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.06it/s]
     86/499      4.32G    0.01122    0.00946   0.004438         79        640:  26%|##6       | 44/168 [00:08<00:24,  5.14it/s]
     86/499      4.32G    0.01124   0.009511   0.004455         73        640:  26%|##6       | 44/168 [00:08<00:24,  5.14it/s]
     86/499      4.32G    0.01124   0.009511   0.004455         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     86/499      4.32G    0.01122   0.009482   0.004507         53        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     86/499      4.32G    0.01122   0.009482   0.004507         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     86/499      4.32G     0.0112   0.009488   0.004501         68        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
     86/499      4.32G     0.0112   0.009488   0.004501         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
     86/499      4.32G    0.01123   0.009494   0.004507         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
     86/499      4.32G    0.01123   0.009494   0.004507         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     86/499      4.32G    0.01126   0.009503    0.00453         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     86/499      4.32G    0.01126   0.009503    0.00453         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     86/499      4.32G    0.01124    0.00955   0.004638         72        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     86/499      4.32G    0.01124    0.00955   0.004638         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     86/499      4.32G    0.01123   0.009594   0.004602         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
     86/499      4.32G    0.01123   0.009594   0.004602         65        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
     86/499      4.32G    0.01127   0.009602   0.004561         60        640:  30%|###       | 51/168 [00:10<00:22,  5.25it/s]
     86/499      4.32G    0.01127   0.009602   0.004561         60        640:  31%|###       | 52/168 [00:10<00:22,  5.12it/s]
     86/499      4.32G    0.01127    0.00963   0.004596         75        640:  31%|###       | 52/168 [00:10<00:22,  5.12it/s]
     86/499      4.32G    0.01127    0.00963   0.004596         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     86/499      4.32G    0.01128   0.009654    0.00458         66        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     86/499      4.32G    0.01128   0.009654    0.00458         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     86/499      4.32G    0.01129   0.009619   0.004581         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     86/499      4.32G    0.01129   0.009619   0.004581         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     86/499      4.32G     0.0113   0.009603   0.004584         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     86/499      4.32G     0.0113   0.009603   0.004584         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     86/499      4.32G     0.0113   0.009591   0.004582         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     86/499      4.32G     0.0113   0.009591   0.004582         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     86/499      4.32G    0.01129   0.009601   0.004609         73        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     86/499      4.32G    0.01129   0.009601   0.004609         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     86/499      4.32G    0.01129   0.009631   0.004637         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     86/499      4.32G    0.01129   0.009631   0.004637         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     86/499      4.32G    0.01131   0.009626   0.004641         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
     86/499      4.32G    0.01131   0.009626   0.004641         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     86/499      4.32G    0.01132   0.009608   0.004647         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
     86/499      4.32G    0.01132   0.009608   0.004647         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     86/499      4.32G    0.01136   0.009583   0.004684         54        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     86/499      4.32G    0.01136   0.009583   0.004684         54        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     86/499      4.32G    0.01134    0.00955   0.004664         63        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
     86/499      4.32G    0.01134    0.00955   0.004664         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     86/499      4.32G    0.01131     0.0095   0.004649         57        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     86/499      4.32G    0.01131     0.0095   0.004649         57        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     86/499      4.32G    0.01133   0.009525   0.004682         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     86/499      4.32G    0.01133   0.009525   0.004682         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     86/499      4.32G     0.0113   0.009511   0.004696         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     86/499      4.32G     0.0113   0.009511   0.004696         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     86/499      4.32G    0.01129   0.009556    0.00469         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     86/499      4.32G    0.01129   0.009556    0.00469         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
     86/499      4.32G    0.01128   0.009576   0.004726         74        640:  40%|###9      | 67/168 [00:13<00:19,  5.19it/s]
     86/499      4.32G    0.01128   0.009576   0.004726         74        640:  40%|####      | 68/168 [00:13<00:18,  5.26it/s]
     86/499      4.32G    0.01128   0.009553   0.004759         60        640:  40%|####      | 68/168 [00:13<00:18,  5.26it/s]
     86/499      4.32G    0.01128   0.009553   0.004759         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     86/499      4.32G     0.0113    0.00957   0.004707         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     86/499      4.32G     0.0113    0.00957   0.004707         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     86/499      4.32G    0.01133   0.009617   0.004725         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     86/499      4.32G    0.01133   0.009617   0.004725         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     86/499      4.32G    0.01134   0.009635   0.004718         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
     86/499      4.32G    0.01134   0.009635   0.004718         73        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     86/499      4.32G    0.01134   0.009642   0.004708         76        640:  43%|####2     | 72/168 [00:14<00:18,  5.33it/s]
     86/499      4.32G    0.01134   0.009642   0.004708         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     86/499      4.32G    0.01133   0.009634   0.004732         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
     86/499      4.32G    0.01133   0.009634   0.004732         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
     86/499      4.32G    0.01141   0.009681   0.004721         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
     86/499      4.32G    0.01141   0.009681   0.004721         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     86/499      4.32G    0.01142   0.009678   0.004702         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     86/499      4.32G    0.01142   0.009678   0.004702         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     86/499      4.32G    0.01141   0.009661   0.004697         54        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     86/499      4.32G    0.01141   0.009661   0.004697         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     86/499      4.32G    0.01145   0.009667   0.004706         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
     86/499      4.32G    0.01145   0.009667   0.004706         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
     86/499      4.32G    0.01145   0.009654   0.004736         57        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
     86/499      4.32G    0.01145   0.009654   0.004736         57        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
     86/499      4.32G    0.01144   0.009687   0.004706         89        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
     86/499      4.32G    0.01144   0.009687   0.004706         89        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     86/499      4.32G    0.01143   0.009688   0.004692         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     86/499      4.32G    0.01143   0.009688   0.004692         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     86/499      4.32G    0.01144   0.009711   0.004667         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     86/499      4.32G    0.01144   0.009711   0.004667         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     86/499      4.32G    0.01143   0.009688   0.004673         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
     86/499      4.32G    0.01143   0.009688   0.004673         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
     86/499      4.32G    0.01144   0.009709   0.004647         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.25it/s]
     86/499      4.32G    0.01144   0.009709   0.004647         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     86/499      4.32G    0.01144   0.009705   0.004697         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
     86/499      4.32G    0.01144   0.009705   0.004697         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     86/499      4.32G    0.01144   0.009751   0.004685        103        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
     86/499      4.32G    0.01144   0.009751   0.004685        103        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     86/499      4.32G    0.01144   0.009774   0.004671         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
     86/499      4.32G    0.01144   0.009774   0.004671         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     86/499      4.32G    0.01144   0.009773   0.004645         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     86/499      4.32G    0.01144   0.009773   0.004645         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     86/499      4.32G    0.01144   0.009774   0.004619         70        640:  52%|#####2    | 88/168 [00:17<00:15,  5.14it/s]
     86/499      4.32G    0.01144   0.009774   0.004619         70        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     86/499      4.32G    0.01144   0.009772    0.00462         73        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     86/499      4.32G    0.01144   0.009772    0.00462         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     86/499      4.32G    0.01143   0.009808   0.004611         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
     86/499      4.32G    0.01143   0.009808   0.004611         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     86/499      4.32G    0.01144   0.009857   0.004589         87        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     86/499      4.32G    0.01144   0.009857   0.004589         87        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     86/499      4.32G    0.01143   0.009864   0.004577         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
     86/499      4.32G    0.01143   0.009864   0.004577         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     86/499      4.32G    0.01147   0.009875   0.004641         59        640:  55%|#####5    | 93/168 [00:18<00:14,  5.30it/s]
     86/499      4.32G    0.01147   0.009875   0.004641         59        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     86/499      4.32G    0.01147   0.009874   0.004617         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     86/499      4.32G    0.01147   0.009874   0.004617         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     86/499      4.32G    0.01147    0.00988   0.004612         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
     86/499      4.32G    0.01147    0.00988   0.004612         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     86/499      4.32G    0.01149   0.009871   0.004623         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
     86/499      4.32G    0.01149   0.009871   0.004623         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     86/499      4.32G    0.01149   0.009891   0.004613         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
     86/499      4.32G    0.01149   0.009891   0.004613         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.19it/s]
     86/499      4.32G    0.01148   0.009875   0.004587         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.19it/s]
     86/499      4.32G    0.01148   0.009875   0.004587         59        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
     86/499      4.32G    0.01148   0.009878   0.004604         64        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     86/499      4.32G    0.01148   0.009878   0.004604         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     86/499      4.32G    0.01147   0.009867   0.004587         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
     86/499      4.32G    0.01147   0.009867   0.004587         64        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     86/499      4.32G    0.01148   0.009885   0.004551         71        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
     86/499      4.32G    0.01148   0.009885   0.004551         71        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     86/499      4.32G    0.01147   0.009881   0.004531         59        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     86/499      4.32G    0.01147   0.009881   0.004531         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     86/499      4.32G    0.01148   0.009901   0.004522         84        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
     86/499      4.32G    0.01148   0.009901   0.004522         84        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
     86/499      4.32G    0.01147   0.009902   0.004537         72        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
     86/499      4.32G    0.01147   0.009902   0.004537         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     86/499      4.32G    0.01146   0.009895   0.004535         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
     86/499      4.32G    0.01146   0.009895   0.004535         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     86/499      4.32G    0.01145   0.009867   0.004554         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     86/499      4.32G    0.01145   0.009867   0.004554         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     86/499      4.32G    0.01145   0.009877   0.004535         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     86/499      4.32G    0.01145   0.009877   0.004535         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     86/499      4.32G    0.01145   0.009871   0.004544         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
     86/499      4.32G    0.01145   0.009871   0.004544         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     86/499      4.32G    0.01144   0.009878   0.004557         63        640:  65%|######4   | 109/168 [00:21<00:11,  5.19it/s]
     86/499      4.32G    0.01144   0.009878   0.004557         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
     86/499      4.32G    0.01142   0.009868   0.004525         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
     86/499      4.32G    0.01142   0.009868   0.004525         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     86/499      4.32G    0.01141   0.009884   0.004522         83        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     86/499      4.32G    0.01141   0.009884   0.004522         83        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     86/499      4.32G     0.0114   0.009868   0.004518         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     86/499      4.32G     0.0114   0.009868   0.004518         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     86/499      4.32G    0.01141   0.009853   0.004519         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     86/499      4.32G    0.01141   0.009853   0.004519         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     86/499      4.32G    0.01141   0.009854   0.004551         70        640:  68%|######7   | 114/168 [00:22<00:10,  5.29it/s]
     86/499      4.32G    0.01141   0.009854   0.004551         70        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
     86/499      4.32G    0.01142   0.009876   0.004527         84        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
     86/499      4.32G    0.01142   0.009876   0.004527         84        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
     86/499      4.32G    0.01141   0.009872   0.004529         70        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
     86/499      4.32G    0.01141   0.009872   0.004529         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.24it/s]
     86/499      4.32G    0.01141   0.009882    0.00455         83        640:  70%|######9   | 117/168 [00:22<00:09,  5.24it/s]
     86/499      4.32G    0.01141   0.009882    0.00455         83        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
     86/499      4.32G    0.01141   0.009863   0.004534         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
     86/499      4.32G    0.01141   0.009863   0.004534         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
     86/499      4.32G     0.0114   0.009857   0.004521         58        640:  71%|#######   | 119/168 [00:23<00:09,  5.21it/s]
     86/499      4.32G     0.0114   0.009857   0.004521         58        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
     86/499      4.32G    0.01141   0.009857   0.004517         68        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
     86/499      4.32G    0.01141   0.009857   0.004517         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     86/499      4.32G    0.01139   0.009832   0.004515         55        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     86/499      4.32G    0.01139   0.009832   0.004515         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     86/499      4.32G    0.01139   0.009841   0.004487         80        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     86/499      4.32G    0.01139   0.009841   0.004487         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     86/499      4.32G    0.01141   0.009859   0.004491         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     86/499      4.32G    0.01141   0.009859   0.004491         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     86/499      4.32G    0.01141   0.009851    0.00447         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     86/499      4.32G    0.01141   0.009851    0.00447         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.15it/s]
     86/499      4.32G     0.0114   0.009841   0.004492         74        640:  74%|#######4  | 125/168 [00:24<00:08,  5.15it/s]
     86/499      4.32G     0.0114   0.009841   0.004492         74        640:  75%|#######5  | 126/168 [00:24<00:08,  5.22it/s]
     86/499      4.32G    0.01139   0.009846   0.004471         68        640:  75%|#######5  | 126/168 [00:24<00:08,  5.22it/s]
     86/499      4.32G    0.01139   0.009846   0.004471         68        640:  76%|#######5  | 127/168 [00:24<00:08,  5.06it/s]
     86/499      4.32G    0.01139   0.009861   0.004468         80        640:  76%|#######5  | 127/168 [00:24<00:08,  5.06it/s]
     86/499      4.32G    0.01139   0.009861   0.004468         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.15it/s]
     86/499      4.32G     0.0114   0.009863    0.00446         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.15it/s]
     86/499      4.32G     0.0114   0.009863    0.00446         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     86/499      4.32G    0.01141   0.009856   0.004449         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     86/499      4.32G    0.01141   0.009856   0.004449         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.12it/s]
     86/499      4.32G    0.01141   0.009854   0.004443         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.12it/s]
     86/499      4.32G    0.01141   0.009854   0.004443         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.14it/s]
     86/499      4.32G    0.01139   0.009847   0.004463         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.14it/s]
     86/499      4.32G    0.01139   0.009847   0.004463         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     86/499      4.32G    0.01139   0.009841   0.004496         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     86/499      4.32G    0.01139   0.009841   0.004496         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     86/499      4.32G    0.01138   0.009844   0.004495         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     86/499      4.32G    0.01138   0.009844   0.004495         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
     86/499      4.32G    0.01138   0.009833   0.004482         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
     86/499      4.32G    0.01138   0.009833   0.004482         58        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
     86/499      4.32G    0.01138   0.009832   0.004491         73        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
     86/499      4.32G    0.01138   0.009832   0.004491         73        640:  81%|########  | 136/168 [00:26<00:06,  5.11it/s]
     86/499      4.32G    0.01138   0.009829   0.004492         64        640:  81%|########  | 136/168 [00:26<00:06,  5.11it/s]
     86/499      4.32G    0.01138   0.009829   0.004492         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     86/499      4.32G    0.01139   0.009819   0.004473         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     86/499      4.32G    0.01139   0.009819   0.004473         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     86/499      4.32G    0.01141   0.009823   0.004458         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     86/499      4.32G    0.01141   0.009823   0.004458         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
     86/499      4.32G     0.0114   0.009829   0.004465         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
     86/499      4.32G     0.0114   0.009829   0.004465         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
     86/499      4.32G    0.01141   0.009843   0.004478         74        640:  83%|########3 | 140/168 [00:27<00:05,  5.26it/s]
     86/499      4.32G    0.01141   0.009843   0.004478         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
     86/499      4.32G    0.01141   0.009836   0.004454         55        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
     86/499      4.32G    0.01141   0.009836   0.004454         55        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     86/499      4.32G    0.01144   0.009837   0.004435         53        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
     86/499      4.32G    0.01144   0.009837   0.004435         53        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     86/499      4.32G    0.01144    0.00986   0.004421         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
     86/499      4.32G    0.01144    0.00986   0.004421         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     86/499      4.32G    0.01145   0.009844   0.004435         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     86/499      4.32G    0.01145   0.009844   0.004435         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
     86/499      4.32G    0.01146   0.009839   0.004426         55        640:  86%|########6 | 145/168 [00:28<00:04,  5.18it/s]
     86/499      4.32G    0.01146   0.009839   0.004426         55        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
     86/499      4.32G    0.01145   0.009823   0.004435         62        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
     86/499      4.32G    0.01145   0.009823   0.004435         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     86/499      4.32G    0.01145   0.009834    0.00443         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
     86/499      4.32G    0.01145   0.009834    0.00443         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     86/499      4.32G    0.01145    0.00982   0.004431         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
     86/499      4.32G    0.01145    0.00982   0.004431         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     86/499      4.32G    0.01146   0.009841   0.004417         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
     86/499      4.32G    0.01146   0.009841   0.004417         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     86/499      4.32G    0.01146   0.009847   0.004424         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     86/499      4.32G    0.01146   0.009847   0.004424         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
     86/499      4.32G    0.01147   0.009859    0.00441         73        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
     86/499      4.32G    0.01147   0.009859    0.00441         73        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     86/499      4.32G    0.01147   0.009845    0.00442         61        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     86/499      4.32G    0.01147   0.009845    0.00442         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     86/499      4.32G    0.01148   0.009867   0.004415         79        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     86/499      4.32G    0.01148   0.009867   0.004415         79        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     86/499      4.32G    0.01147   0.009863   0.004412         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
     86/499      4.32G    0.01147   0.009863   0.004412         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     86/499      4.32G    0.01148   0.009865   0.004418         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
     86/499      4.32G    0.01148   0.009865   0.004418         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
     86/499      4.32G    0.01149   0.009862   0.004425         59        640:  93%|#########2| 156/168 [00:30<00:02,  5.29it/s]
     86/499      4.32G    0.01149   0.009862   0.004425         59        640:  93%|#########3| 157/168 [00:30<00:02,  5.10it/s]
     86/499      4.32G    0.01149   0.009868   0.004436         63        640:  93%|#########3| 157/168 [00:30<00:02,  5.10it/s]
     86/499      4.32G    0.01149   0.009868   0.004436         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
     86/499      4.32G     0.0115   0.009867   0.004426         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
     86/499      4.32G     0.0115   0.009867   0.004426         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
     86/499      4.32G     0.0115   0.009882   0.004414         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
     86/499      4.32G     0.0115   0.009882   0.004414         79        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     86/499      4.32G    0.01149   0.009877   0.004415         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     86/499      4.32G    0.01149   0.009877   0.004415         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
     86/499      4.32G    0.01151   0.009884    0.00442         63        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
     86/499      4.32G    0.01151   0.009884    0.00442         63        640:  96%|#########6| 162/168 [00:31<00:01,  5.25it/s]
     86/499      4.32G    0.01151   0.009881   0.004411         66        640:  96%|#########6| 162/168 [00:31<00:01,  5.25it/s]
     86/499      4.32G    0.01151   0.009881   0.004411         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
     86/499      4.32G    0.01151   0.009867   0.004396         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
     86/499      4.32G    0.01151   0.009867   0.004396         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     86/499      4.32G    0.01151   0.009853   0.004407         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     86/499      4.32G    0.01151   0.009853   0.004407         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     86/499      4.32G    0.01151    0.00984   0.004402         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     86/499      4.32G    0.01151    0.00984   0.004402         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     86/499      4.32G    0.01151   0.009845   0.004396         72        640:  99%|#########8| 166/168 [00:32<00:00,  5.14it/s]
     86/499      4.32G    0.01151   0.009845   0.004396         72        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
     86/499      4.32G    0.01152   0.009859    0.00438         31        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
     86/499      4.32G    0.01152   0.009859    0.00438         31        640: 100%|##########| 168/168 [00:32<00:00,  5.26it/s]
     86/499      4.32G    0.01152   0.009859    0.00438         31        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.917      0.843      0.896      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     87/499      4.32G    0.01127     0.0113   0.004259         80        640:   0%|          | 0/168 [00:00<?, ?it/s]
     87/499      4.32G    0.01127     0.0113   0.004259         80        640:   1%|          | 1/168 [00:00<00:35,  4.67it/s]
     87/499      4.32G    0.01237    0.01014   0.005228         71        640:   1%|          | 1/168 [00:00<00:35,  4.67it/s]
     87/499      4.32G    0.01237    0.01014   0.005228         71        640:   1%|1         | 2/168 [00:00<00:32,  5.10it/s]
     87/499      4.32G    0.01298    0.01077   0.004415         74        640:   1%|1         | 2/168 [00:00<00:32,  5.10it/s]
     87/499      4.32G    0.01298    0.01077   0.004415         74        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     87/499      4.32G    0.01248    0.01022   0.005103         55        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     87/499      4.32G    0.01248    0.01022   0.005103         55        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
     87/499      4.32G     0.0125    0.01066   0.004488         79        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
     87/499      4.32G     0.0125    0.01066   0.004488         79        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
     87/499      4.32G    0.01276    0.01085   0.004602         75        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
     87/499      4.32G    0.01276    0.01085   0.004602         75        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
     87/499      4.32G     0.0127    0.01066   0.004276         63        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
     87/499      4.32G     0.0127    0.01066   0.004276         63        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     87/499      4.32G    0.01231    0.01058   0.004664         73        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
     87/499      4.32G    0.01231    0.01058   0.004664         73        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
     87/499      4.32G    0.01222     0.0105   0.004502         71        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
     87/499      4.32G    0.01222     0.0105   0.004502         71        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     87/499      4.32G    0.01202    0.01042   0.004463         71        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     87/499      4.32G    0.01202    0.01042   0.004463         71        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     87/499      4.32G    0.01189    0.01022    0.00418         57        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     87/499      4.32G    0.01189    0.01022    0.00418         57        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     87/499      4.32G    0.01199    0.01026   0.004257         72        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
     87/499      4.32G    0.01199    0.01026   0.004257         72        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     87/499      4.32G    0.01185    0.01018   0.004372         67        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     87/499      4.32G    0.01185    0.01018   0.004372         67        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
     87/499      4.32G    0.01183    0.01009   0.004642         63        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
     87/499      4.32G    0.01183    0.01009   0.004642         63        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
     87/499      4.32G    0.01188   0.009952   0.004737         59        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
     87/499      4.32G    0.01188   0.009952   0.004737         59        640:   9%|8         | 15/168 [00:02<00:29,  5.25it/s]
     87/499      4.32G     0.0119   0.009938   0.004559         62        640:   9%|8         | 15/168 [00:03<00:29,  5.25it/s]
     87/499      4.32G     0.0119   0.009938   0.004559         62        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     87/499      4.32G    0.01184   0.009905   0.004431         55        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     87/499      4.32G    0.01184   0.009905   0.004431         55        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     87/499      4.32G    0.01178   0.009852   0.004469         67        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     87/499      4.32G    0.01178   0.009852   0.004469         67        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     87/499      4.32G    0.01167   0.009949   0.004432         71        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     87/499      4.32G    0.01167   0.009949   0.004432         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     87/499      4.32G    0.01162   0.009833   0.004339         39        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     87/499      4.32G    0.01162   0.009833   0.004339         39        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     87/499      4.32G    0.01163   0.009813   0.004235         71        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     87/499      4.32G    0.01163   0.009813   0.004235         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     87/499      4.32G    0.01166   0.009988   0.004236         84        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
     87/499      4.32G    0.01166   0.009988   0.004236         84        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     87/499      4.32G    0.01172    0.01001   0.004208         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     87/499      4.32G    0.01172    0.01001   0.004208         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     87/499      4.32G    0.01169    0.01008   0.004277         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     87/499      4.32G    0.01169    0.01008   0.004277         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     87/499      4.32G    0.01167     0.0101    0.00436         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
     87/499      4.32G    0.01167     0.0101    0.00436         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     87/499      4.32G    0.01168    0.01015   0.004353         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
     87/499      4.32G    0.01168    0.01015   0.004353         77        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
     87/499      4.32G    0.01166    0.01012   0.004295         65        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
     87/499      4.32G    0.01166    0.01012   0.004295         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     87/499      4.32G    0.01167    0.01009   0.004333         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
     87/499      4.32G    0.01167    0.01009   0.004333         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     87/499      4.32G    0.01165     0.0101   0.004525         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     87/499      4.32G    0.01165     0.0101   0.004525         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     87/499      4.32G    0.01166    0.01016   0.004534         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     87/499      4.32G    0.01166    0.01016   0.004534         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     87/499      4.32G    0.01169    0.01015   0.004472         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
     87/499      4.32G    0.01169    0.01015   0.004472         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
     87/499      4.32G    0.01169    0.01021   0.004393         79        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
     87/499      4.32G    0.01169    0.01021   0.004393         79        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
     87/499      4.32G     0.0117    0.01018   0.004422         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
     87/499      4.32G     0.0117    0.01018   0.004422         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     87/499      4.32G    0.01163    0.01019   0.004401         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
     87/499      4.32G    0.01163    0.01019   0.004401         71        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     87/499      4.32G    0.01162    0.01019   0.004382         74        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     87/499      4.32G    0.01162    0.01019   0.004382         74        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     87/499      4.32G    0.01164    0.01017   0.004374         56        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     87/499      4.32G    0.01164    0.01017   0.004374         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
     87/499      4.32G    0.01165     0.0102   0.004324         75        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
     87/499      4.32G    0.01165     0.0102   0.004324         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     87/499      4.32G    0.01164    0.01013   0.004436         48        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
     87/499      4.32G    0.01164    0.01013   0.004436         48        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     87/499      4.32G    0.01173    0.01013   0.004515         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
     87/499      4.32G    0.01173    0.01013   0.004515         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
     87/499      4.32G    0.01171    0.01013   0.004471         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
     87/499      4.32G    0.01171    0.01013   0.004471         73        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
     87/499      4.32G    0.01168    0.01009   0.004452         70        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
     87/499      4.32G    0.01168    0.01009   0.004452         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
     87/499      4.32G    0.01168    0.01011   0.004452         76        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
     87/499      4.32G    0.01168    0.01011   0.004452         76        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
     87/499      4.32G    0.01169    0.01008   0.004508         70        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
     87/499      4.32G    0.01169    0.01008   0.004508         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     87/499      4.32G    0.01169    0.01008   0.004447         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     87/499      4.32G    0.01169    0.01008   0.004447         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
     87/499      4.32G    0.01168    0.01011   0.004399         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
     87/499      4.32G    0.01168    0.01011   0.004399         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     87/499      4.32G    0.01169    0.01008   0.004407         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     87/499      4.32G    0.01169    0.01008   0.004407         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     87/499      4.32G    0.01169    0.01008   0.004371         64        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
     87/499      4.32G    0.01169    0.01008   0.004371         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     87/499      4.32G    0.01168    0.01007    0.00435         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     87/499      4.32G    0.01168    0.01007    0.00435         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     87/499      4.32G    0.01173    0.01008   0.004367         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     87/499      4.32G    0.01173    0.01008   0.004367         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     87/499      4.32G    0.01175    0.01011    0.00434         74        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
     87/499      4.32G    0.01175    0.01011    0.00434         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     87/499      4.32G    0.01176    0.01013   0.004341         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
     87/499      4.32G    0.01176    0.01013   0.004341         74        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     87/499      4.32G    0.01176    0.01012   0.004393         66        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     87/499      4.32G    0.01176    0.01012   0.004393         66        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
     87/499      4.32G    0.01178    0.01012   0.004464         65        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     87/499      4.32G    0.01178    0.01012   0.004464         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     87/499      4.32G    0.01178    0.01012    0.00444         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     87/499      4.32G    0.01178    0.01012    0.00444         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     87/499      4.32G    0.01177     0.0101   0.004455         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     87/499      4.32G    0.01177     0.0101   0.004455         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     87/499      4.32G    0.01175    0.01007   0.004435         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
     87/499      4.32G    0.01175    0.01007   0.004435         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     87/499      4.32G    0.01176     0.0101   0.004443         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
     87/499      4.32G    0.01176     0.0101   0.004443         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     87/499      4.32G    0.01172    0.01008   0.004428         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     87/499      4.32G    0.01172    0.01008   0.004428         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     87/499      4.32G    0.01172    0.01011   0.004432         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     87/499      4.32G    0.01172    0.01011   0.004432         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     87/499      4.32G    0.01171    0.01011   0.004472         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     87/499      4.32G    0.01171    0.01011   0.004472         78        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     87/499      4.32G     0.0117    0.01012   0.004467         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     87/499      4.32G     0.0117    0.01012   0.004467         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     87/499      4.32G    0.01169    0.01013   0.004428         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
     87/499      4.32G    0.01169    0.01013   0.004428         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.17it/s]
     87/499      4.32G    0.01168    0.01013   0.004438         72        640:  37%|###6      | 62/168 [00:12<00:20,  5.17it/s]
     87/499      4.32G    0.01168    0.01013   0.004438         72        640:  38%|###7      | 63/168 [00:12<00:20,  5.18it/s]
     87/499      4.32G     0.0117    0.01017     0.0045         90        640:  38%|###7      | 63/168 [00:12<00:20,  5.18it/s]
     87/499      4.32G     0.0117    0.01017     0.0045         90        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
     87/499      4.32G    0.01168     0.0102    0.00448         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
     87/499      4.32G    0.01168     0.0102    0.00448         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     87/499      4.32G    0.01169    0.01018   0.004505         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     87/499      4.32G    0.01169    0.01018   0.004505         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     87/499      4.32G    0.01168     0.0102   0.004502         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     87/499      4.32G    0.01168     0.0102   0.004502         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
     87/499      4.32G    0.01166     0.0102   0.004486         65        640:  40%|###9      | 67/168 [00:13<00:19,  5.17it/s]
     87/499      4.32G    0.01166     0.0102   0.004486         65        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     87/499      4.32G    0.01164     0.0102   0.004484         87        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     87/499      4.32G    0.01164     0.0102   0.004484         87        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     87/499      4.32G    0.01163     0.0102   0.004492         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     87/499      4.32G    0.01163     0.0102   0.004492         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     87/499      4.32G    0.01161     0.0102   0.004475         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
     87/499      4.32G    0.01161     0.0102   0.004475         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     87/499      4.32G     0.0116    0.01021   0.004447         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     87/499      4.32G     0.0116    0.01021   0.004447         81        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     87/499      4.32G    0.01161    0.01024   0.004435         84        640:  43%|####2     | 72/168 [00:14<00:18,  5.33it/s]
     87/499      4.32G    0.01161    0.01024   0.004435         84        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
     87/499      4.32G    0.01165    0.01022   0.004501         61        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
     87/499      4.32G    0.01165    0.01022   0.004501         61        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
     87/499      4.32G    0.01163    0.01021    0.00448         64        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
     87/499      4.32G    0.01163    0.01021    0.00448         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     87/499      4.32G    0.01163    0.01024   0.004474         98        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
     87/499      4.32G    0.01163    0.01024   0.004474         98        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
     87/499      4.32G    0.01163    0.01026   0.004491         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
     87/499      4.32G    0.01163    0.01026   0.004491         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     87/499      4.32G    0.01161    0.01025   0.004482         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
     87/499      4.32G    0.01161    0.01025   0.004482         72        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
     87/499      4.32G     0.0116    0.01022    0.00447         63        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
     87/499      4.32G     0.0116    0.01022    0.00447         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     87/499      4.32G    0.01163    0.01027   0.004466         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     87/499      4.32G    0.01163    0.01027   0.004466         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     87/499      4.32G    0.01166    0.01029   0.004464         84        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
     87/499      4.32G    0.01166    0.01029   0.004464         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     87/499      4.32G    0.01167    0.01029   0.004443         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
     87/499      4.32G    0.01167    0.01029   0.004443         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
     87/499      4.32G    0.01165    0.01027   0.004407         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
     87/499      4.32G    0.01165    0.01027   0.004407         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
     87/499      4.32G    0.01167    0.01028   0.004433         67        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
     87/499      4.32G    0.01167    0.01028   0.004433         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     87/499      4.32G     0.0117     0.0103   0.004468         81        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     87/499      4.32G     0.0117     0.0103   0.004468         81        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     87/499      4.32G     0.0117    0.01027   0.004457         56        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     87/499      4.32G     0.0117    0.01027   0.004457         56        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
     87/499      4.32G     0.0117    0.01028   0.004444         83        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
     87/499      4.32G     0.0117    0.01028   0.004444         83        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
     87/499      4.32G    0.01169    0.01029    0.00442         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
     87/499      4.32G    0.01169    0.01029    0.00442         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.11it/s]
     87/499      4.32G    0.01169    0.01027    0.00439         58        640:  52%|#####2    | 88/168 [00:17<00:15,  5.11it/s]
     87/499      4.32G    0.01169    0.01027    0.00439         58        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
     87/499      4.32G     0.0117    0.01027   0.004429         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
     87/499      4.32G     0.0117    0.01027   0.004429         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.22it/s]
     87/499      4.32G    0.01169    0.01026   0.004419         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.22it/s]
     87/499      4.32G    0.01169    0.01026   0.004419         74        640:  54%|#####4    | 91/168 [00:17<00:15,  5.07it/s]
     87/499      4.32G     0.0117    0.01029   0.004418         90        640:  54%|#####4    | 91/168 [00:17<00:15,  5.07it/s]
     87/499      4.32G     0.0117    0.01029   0.004418         90        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
     87/499      4.32G    0.01168    0.01029   0.004463         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
     87/499      4.32G    0.01168    0.01029   0.004463         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
     87/499      4.32G     0.0117    0.01027   0.004484         64        640:  55%|#####5    | 93/168 [00:18<00:14,  5.27it/s]
     87/499      4.32G     0.0117    0.01027   0.004484         64        640:  56%|#####5    | 94/168 [00:18<00:14,  5.10it/s]
     87/499      4.32G    0.01169    0.01025    0.00444         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.10it/s]
     87/499      4.32G    0.01169    0.01025    0.00444         66        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
     87/499      4.32G    0.01169    0.01027   0.004451         85        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
     87/499      4.32G    0.01169    0.01027   0.004451         85        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
     87/499      4.32G    0.01169    0.01027   0.004447         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
     87/499      4.32G    0.01169    0.01027   0.004447         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
     87/499      4.32G    0.01169    0.01028   0.004431         92        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
     87/499      4.32G    0.01169    0.01028   0.004431         92        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
     87/499      4.32G    0.01167    0.01026   0.004412         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
     87/499      4.32G    0.01167    0.01026   0.004412         58        640:  59%|#####8    | 99/168 [00:18<00:13,  5.27it/s]
     87/499      4.32G    0.01168    0.01024   0.004427         59        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
     87/499      4.32G    0.01168    0.01024   0.004427         59        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     87/499      4.32G    0.01166    0.01024   0.004416         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
     87/499      4.32G    0.01166    0.01024   0.004416         78        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     87/499      4.32G    0.01166    0.01021   0.004444         61        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
     87/499      4.32G    0.01166    0.01021   0.004444         61        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     87/499      4.32G    0.01164     0.0102   0.004442         72        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
     87/499      4.32G    0.01164     0.0102   0.004442         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     87/499      4.32G    0.01164     0.0102   0.004441         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     87/499      4.32G    0.01164     0.0102   0.004441         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     87/499      4.32G    0.01163    0.01019   0.004432         60        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
     87/499      4.32G    0.01163    0.01019   0.004432         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     87/499      4.32G    0.01161    0.01018   0.004402         57        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     87/499      4.32G    0.01161    0.01018   0.004402         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     87/499      4.32G     0.0116    0.01019   0.004399         90        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
     87/499      4.32G     0.0116    0.01019   0.004399         90        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     87/499      4.32G    0.01159    0.01019    0.00437         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
     87/499      4.32G    0.01159    0.01019    0.00437         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     87/499      4.32G     0.0116     0.0102   0.004348         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     87/499      4.32G     0.0116     0.0102   0.004348         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
     87/499      4.32G    0.01161    0.01019   0.004331         72        640:  65%|######4   | 109/168 [00:21<00:11,  5.17it/s]
     87/499      4.32G    0.01161    0.01019   0.004331         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
     87/499      4.32G    0.01161    0.01021   0.004322         75        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
     87/499      4.32G    0.01161    0.01021   0.004322         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     87/499      4.32G    0.01162    0.01022   0.004314         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
     87/499      4.32G    0.01162    0.01022   0.004314         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     87/499      4.32G    0.01164    0.01022   0.004362         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
     87/499      4.32G    0.01164    0.01022   0.004362         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     87/499      4.32G    0.01164    0.01023   0.004355         87        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
     87/499      4.32G    0.01164    0.01023   0.004355         87        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
     87/499      4.32G    0.01165    0.01024    0.00436         81        640:  68%|######7   | 114/168 [00:22<00:10,  5.33it/s]
     87/499      4.32G    0.01165    0.01024    0.00436         81        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     87/499      4.32G    0.01165    0.01023   0.004374         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
     87/499      4.32G    0.01165    0.01023   0.004374         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     87/499      4.32G    0.01166    0.01023   0.004366         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
     87/499      4.32G    0.01166    0.01023   0.004366         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     87/499      4.32G    0.01165    0.01023   0.004361         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
     87/499      4.32G    0.01165    0.01023   0.004361         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     87/499      4.32G    0.01167    0.01024   0.004384         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
     87/499      4.32G    0.01167    0.01024   0.004384         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     87/499      4.32G    0.01166    0.01027    0.00438        101        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
     87/499      4.32G    0.01166    0.01027    0.00438        101        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
     87/499      4.32G    0.01165    0.01027   0.004403         66        640:  71%|#######1  | 120/168 [00:23<00:09,  5.33it/s]
     87/499      4.32G    0.01165    0.01027   0.004403         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     87/499      4.32G    0.01166    0.01027   0.004389         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
     87/499      4.32G    0.01166    0.01027   0.004389         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     87/499      4.32G    0.01167    0.01026   0.004371         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
     87/499      4.32G    0.01167    0.01026   0.004371         58        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     87/499      4.32G    0.01167    0.01026   0.004371         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
     87/499      4.32G    0.01167    0.01026   0.004371         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     87/499      4.32G    0.01168    0.01024   0.004381         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
     87/499      4.32G    0.01168    0.01024   0.004381         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
     87/499      4.32G    0.01167    0.01023    0.00437         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.28it/s]
     87/499      4.32G    0.01167    0.01023    0.00437         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     87/499      4.32G    0.01166    0.01023   0.004373         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
     87/499      4.32G    0.01166    0.01023   0.004373         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     87/499      4.32G    0.01165    0.01023   0.004364         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     87/499      4.32G    0.01165    0.01023   0.004364         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
     87/499      4.32G    0.01164     0.0102    0.00435         50        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
     87/499      4.32G    0.01164     0.0102    0.00435         50        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
     87/499      4.32G    0.01165    0.01019   0.004338         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
     87/499      4.32G    0.01165    0.01019   0.004338         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.12it/s]
     87/499      4.32G    0.01166     0.0102   0.004324         71        640:  77%|#######7  | 130/168 [00:25<00:07,  5.12it/s]
     87/499      4.32G    0.01166     0.0102   0.004324         71        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     87/499      4.32G    0.01165    0.01019   0.004362         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     87/499      4.32G    0.01165    0.01019   0.004362         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
     87/499      4.32G    0.01165    0.01018   0.004387         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
     87/499      4.32G    0.01165    0.01018   0.004387         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     87/499      4.32G    0.01165    0.01018   0.004404         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     87/499      4.32G    0.01165    0.01018   0.004404         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
     87/499      4.32G    0.01165    0.01018   0.004405         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
     87/499      4.32G    0.01165    0.01018   0.004405         70        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
     87/499      4.32G    0.01164    0.01018   0.004391         69        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
     87/499      4.32G    0.01164    0.01018   0.004391         69        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
     87/499      4.32G    0.01164    0.01019   0.004383         71        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
     87/499      4.32G    0.01164    0.01019   0.004383         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     87/499      4.32G    0.01165     0.0102    0.00437         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     87/499      4.32G    0.01165     0.0102    0.00437         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     87/499      4.32G    0.01165    0.01018   0.004362         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     87/499      4.32G    0.01165    0.01018   0.004362         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     87/499      4.32G    0.01164    0.01019   0.004393         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     87/499      4.32G    0.01164    0.01019   0.004393         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     87/499      4.32G    0.01164    0.01018   0.004386         60        640:  83%|########3 | 140/168 [00:27<00:05,  5.18it/s]
     87/499      4.32G    0.01164    0.01018   0.004386         60        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     87/499      4.32G    0.01165    0.01017   0.004374         54        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     87/499      4.32G    0.01165    0.01017   0.004374         54        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
     87/499      4.32G    0.01164    0.01018    0.00436         82        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
     87/499      4.32G    0.01164    0.01018    0.00436         82        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
     87/499      4.32G    0.01165    0.01016   0.004399         50        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
     87/499      4.32G    0.01165    0.01016   0.004399         50        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
     87/499      4.32G    0.01165    0.01015   0.004392         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
     87/499      4.32G    0.01165    0.01015   0.004392         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     87/499      4.32G    0.01165    0.01014   0.004376         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     87/499      4.32G    0.01165    0.01014   0.004376         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.20it/s]
     87/499      4.32G    0.01164    0.01015   0.004391         77        640:  87%|########6 | 146/168 [00:28<00:04,  5.20it/s]
     87/499      4.32G    0.01164    0.01015   0.004391         77        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
     87/499      4.32G    0.01163    0.01013   0.004385         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
     87/499      4.32G    0.01163    0.01013   0.004385         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
     87/499      4.32G    0.01162    0.01013   0.004365         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
     87/499      4.32G    0.01162    0.01013   0.004365         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     87/499      4.32G    0.01162    0.01011   0.004362         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     87/499      4.32G    0.01162    0.01011   0.004362         55        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     87/499      4.32G    0.01161    0.01011   0.004355         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
     87/499      4.32G    0.01161    0.01011   0.004355         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
     87/499      4.32G    0.01161    0.01013   0.004354         84        640:  90%|########9 | 151/168 [00:29<00:03,  5.19it/s]
     87/499      4.32G    0.01161    0.01013   0.004354         84        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     87/499      4.32G     0.0116    0.01013   0.004358         79        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
     87/499      4.32G     0.0116    0.01013   0.004358         79        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     87/499      4.32G     0.0116    0.01012   0.004372         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
     87/499      4.32G     0.0116    0.01012   0.004372         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     87/499      4.32G    0.01159    0.01011    0.00437         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     87/499      4.32G    0.01159    0.01011    0.00437         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
     87/499      4.32G     0.0116    0.01012   0.004375         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
     87/499      4.32G     0.0116    0.01012   0.004375         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
     87/499      4.32G    0.01159    0.01011   0.004371         65        640:  93%|#########2| 156/168 [00:30<00:02,  5.30it/s]
     87/499      4.32G    0.01159    0.01011   0.004371         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     87/499      4.32G    0.01159    0.01011   0.004379         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     87/499      4.32G    0.01159    0.01011   0.004379         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     87/499      4.32G    0.01158     0.0101   0.004379         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
     87/499      4.32G    0.01158     0.0101   0.004379         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     87/499      4.32G    0.01158     0.0101   0.004417         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
     87/499      4.32G    0.01158     0.0101   0.004417         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     87/499      4.32G    0.01159    0.01011   0.004427         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     87/499      4.32G    0.01159    0.01011   0.004427         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
     87/499      4.32G    0.01158     0.0101    0.00444         68        640:  96%|#########5| 161/168 [00:31<00:01,  5.22it/s]
     87/499      4.32G    0.01158     0.0101    0.00444         68        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
     87/499      4.32G    0.01158    0.01008   0.004438         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
     87/499      4.32G    0.01158    0.01008   0.004438         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     87/499      4.32G    0.01161     0.0101   0.004449         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     87/499      4.32G    0.01161     0.0101   0.004449         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     87/499      4.32G     0.0116     0.0101   0.004459         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
     87/499      4.32G     0.0116     0.0101   0.004459         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     87/499      4.32G    0.01161     0.0101   0.004448         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
     87/499      4.32G    0.01161     0.0101   0.004448         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     87/499      4.32G    0.01161    0.01009    0.00447         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     87/499      4.32G    0.01161    0.01009    0.00447         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
     87/499      4.32G    0.01161    0.01009   0.004492         27        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
     87/499      4.32G    0.01161    0.01009   0.004492         27        640: 100%|##########| 168/168 [00:32<00:00,  5.45it/s]
     87/499      4.32G    0.01161    0.01009   0.004492         27        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.835      0.865      0.881      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     88/499      4.32G    0.01284    0.01177   0.005131         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
     88/499      4.32G    0.01284    0.01177   0.005131         71        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
     88/499      4.32G    0.01281    0.01127   0.004419         68        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
     88/499      4.32G    0.01281    0.01127   0.004419         68        640:   1%|1         | 2/168 [00:00<00:32,  5.07it/s]
     88/499      4.32G    0.01305    0.01138   0.004466         81        640:   1%|1         | 2/168 [00:00<00:32,  5.07it/s]
     88/499      4.32G    0.01305    0.01138   0.004466         81        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     88/499      4.32G    0.01295    0.01156    0.00456         76        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     88/499      4.32G    0.01295    0.01156    0.00456         76        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     88/499      4.32G    0.01233    0.01109   0.004269         59        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     88/499      4.32G    0.01233    0.01109   0.004269         59        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
     88/499      4.32G    0.01222    0.01074   0.003922         61        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
     88/499      4.32G    0.01222    0.01074   0.003922         61        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     88/499      4.32G    0.01228      0.011   0.003942         75        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     88/499      4.32G    0.01228      0.011   0.003942         75        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     88/499      4.32G    0.01193    0.01057   0.003881         61        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     88/499      4.32G    0.01193    0.01057   0.003881         61        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     88/499      4.32G    0.01172     0.0104   0.003529         55        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     88/499      4.32G    0.01172     0.0104   0.003529         55        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     88/499      4.32G    0.01165    0.01046   0.003491         85        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     88/499      4.32G    0.01165    0.01046   0.003491         85        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     88/499      4.32G    0.01168     0.0103   0.003307         66        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     88/499      4.32G    0.01168     0.0103   0.003307         66        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     88/499      4.32G    0.01171    0.01012   0.003439         55        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     88/499      4.32G    0.01171    0.01012   0.003439         55        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     88/499      4.32G    0.01164    0.01019   0.003524         88        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     88/499      4.32G    0.01164    0.01019   0.003524         88        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
     88/499      4.32G    0.01178    0.01022   0.003751         60        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
     88/499      4.32G    0.01178    0.01022   0.003751         60        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     88/499      4.32G     0.0117     0.0102   0.003683         73        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     88/499      4.32G     0.0117     0.0102   0.003683         73        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     88/499      4.32G    0.01178    0.01019   0.003604         59        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     88/499      4.32G    0.01178    0.01019   0.003604         59        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
     88/499      4.32G     0.0118   0.009978   0.003707         53        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
     88/499      4.32G     0.0118   0.009978   0.003707         53        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     88/499      4.32G    0.01175   0.009908    0.00378         57        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     88/499      4.32G    0.01175   0.009908    0.00378         57        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
     88/499      4.32G     0.0119    0.01004   0.003793         72        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
     88/499      4.32G     0.0119    0.01004   0.003793         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     88/499      4.32G    0.01181   0.009993    0.00382         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     88/499      4.32G    0.01181   0.009993    0.00382         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
     88/499      4.32G    0.01173   0.009991   0.003905         61        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
     88/499      4.32G    0.01173   0.009991   0.003905         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     88/499      4.32G    0.01166   0.009974   0.003943         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
     88/499      4.32G    0.01166   0.009974   0.003943         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     88/499      4.32G    0.01161   0.009843   0.003856         47        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
     88/499      4.32G    0.01161   0.009843   0.003856         47        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
     88/499      4.32G    0.01155   0.009849   0.003882         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
     88/499      4.32G    0.01155   0.009849   0.003882         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     88/499      4.32G    0.01152   0.009866   0.003814         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
     88/499      4.32G    0.01152   0.009866   0.003814         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     88/499      4.32G    0.01151   0.009847   0.003875         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
     88/499      4.32G    0.01151   0.009847   0.003875         78        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
     88/499      4.32G    0.01149    0.00984    0.00383         62        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
     88/499      4.32G    0.01149    0.00984    0.00383         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     88/499      4.32G    0.01143   0.009833   0.003832         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
     88/499      4.32G    0.01143   0.009833   0.003832         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     88/499      4.32G    0.01142   0.009801   0.003885         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
     88/499      4.32G    0.01142   0.009801   0.003885         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
     88/499      4.32G    0.01144   0.009782   0.003862         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
     88/499      4.32G    0.01144   0.009782   0.003862         63        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
     88/499      4.32G    0.01143   0.009808    0.00386         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
     88/499      4.32G    0.01143   0.009808    0.00386         76        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
     88/499      4.32G    0.01148   0.009882   0.003849         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
     88/499      4.32G    0.01148   0.009882   0.003849         76        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     88/499      4.32G     0.0115   0.009909   0.003856         75        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
     88/499      4.32G     0.0115   0.009909   0.003856         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     88/499      4.32G    0.01151   0.009908   0.003923         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
     88/499      4.32G    0.01151   0.009908   0.003923         66        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     88/499      4.32G     0.0115     0.0099   0.003941         60        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     88/499      4.32G     0.0115     0.0099   0.003941         60        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
     88/499      4.32G    0.01149   0.009885   0.004028         76        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
     88/499      4.32G    0.01149   0.009885   0.004028         76        640:  21%|##1       | 36/168 [00:06<00:25,  5.23it/s]
     88/499      4.32G    0.01152   0.009975   0.004081         78        640:  21%|##1       | 36/168 [00:07<00:25,  5.23it/s]
     88/499      4.32G    0.01152   0.009975   0.004081         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     88/499      4.32G    0.01148    0.01003   0.004121         85        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     88/499      4.32G    0.01148    0.01003   0.004121         85        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
     88/499      4.32G    0.01146    0.01004   0.004145         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
     88/499      4.32G    0.01146    0.01004   0.004145         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     88/499      4.32G    0.01144    0.01001    0.00418         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     88/499      4.32G    0.01144    0.01001    0.00418         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     88/499      4.32G    0.01145       0.01   0.004154         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
     88/499      4.32G    0.01145       0.01   0.004154         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
     88/499      4.32G    0.01141   0.009931   0.004157         53        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
     88/499      4.32G    0.01141   0.009931   0.004157         53        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     88/499      4.32G     0.0114   0.009903   0.004183         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
     88/499      4.32G     0.0114   0.009903   0.004183         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     88/499      4.32G    0.01136   0.009827   0.004182         45        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
     88/499      4.32G    0.01136   0.009827   0.004182         45        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     88/499      4.32G    0.01132   0.009792   0.004133         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     88/499      4.32G    0.01132   0.009792   0.004133         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.23it/s]
     88/499      4.32G    0.01131   0.009767   0.004171         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.23it/s]
     88/499      4.32G    0.01131   0.009767   0.004171         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
     88/499      4.32G    0.01133   0.009744   0.004144         57        640:  27%|##7       | 46/168 [00:09<00:23,  5.11it/s]
     88/499      4.32G    0.01133   0.009744   0.004144         57        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     88/499      4.32G    0.01133   0.009715   0.004185         59        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     88/499      4.32G    0.01133   0.009715   0.004185         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     88/499      4.32G    0.01131   0.009676   0.004205         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     88/499      4.32G    0.01131   0.009676   0.004205         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     88/499      4.32G     0.0113   0.009674   0.004189         55        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
     88/499      4.32G     0.0113   0.009674   0.004189         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.14it/s]
     88/499      4.32G    0.01131   0.009686   0.004144         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.14it/s]
     88/499      4.32G    0.01131   0.009686   0.004144         80        640:  30%|###       | 51/168 [00:09<00:22,  5.19it/s]
     88/499      4.32G    0.01131   0.009649   0.004136         64        640:  30%|###       | 51/168 [00:09<00:22,  5.19it/s]
     88/499      4.32G    0.01131   0.009649   0.004136         64        640:  31%|###       | 52/168 [00:09<00:22,  5.10it/s]
     88/499      4.32G     0.0113   0.009678   0.004117         73        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     88/499      4.32G     0.0113   0.009678   0.004117         73        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
     88/499      4.32G    0.01131   0.009741   0.004136         84        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
     88/499      4.32G    0.01131   0.009741   0.004136         84        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
     88/499      4.32G    0.01132   0.009727   0.004115         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
     88/499      4.32G    0.01132   0.009727   0.004115         56        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     88/499      4.32G     0.0113   0.009698   0.004161         69        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     88/499      4.32G     0.0113   0.009698   0.004161         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
     88/499      4.32G    0.01131   0.009724   0.004181         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
     88/499      4.32G    0.01131   0.009724   0.004181         68        640:  34%|###3      | 57/168 [00:10<00:21,  5.27it/s]
     88/499      4.32G    0.01136   0.009686   0.004148         46        640:  34%|###3      | 57/168 [00:11<00:21,  5.27it/s]
     88/499      4.32G    0.01136   0.009686   0.004148         46        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     88/499      4.32G    0.01134   0.009661   0.004152         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     88/499      4.32G    0.01134   0.009661   0.004152         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     88/499      4.32G    0.01133   0.009675   0.004131         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     88/499      4.32G    0.01133   0.009675   0.004131         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.24it/s]
     88/499      4.32G    0.01134   0.009674   0.004119         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.24it/s]
     88/499      4.32G    0.01134   0.009674   0.004119         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     88/499      4.32G    0.01132   0.009675   0.004119         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     88/499      4.32G    0.01132   0.009675   0.004119         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
     88/499      4.32G    0.01132   0.009654   0.004123         63        640:  37%|###6      | 62/168 [00:12<00:20,  5.22it/s]
     88/499      4.32G    0.01132   0.009654   0.004123         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     88/499      4.32G    0.01133   0.009644   0.004226         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     88/499      4.32G    0.01133   0.009644   0.004226         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     88/499      4.32G    0.01135   0.009646   0.004205         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
     88/499      4.32G    0.01135   0.009646   0.004205         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
     88/499      4.32G    0.01136   0.009639   0.004172         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
     88/499      4.32G    0.01136   0.009639   0.004172         56        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     88/499      4.32G    0.01135   0.009621   0.004184         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     88/499      4.32G    0.01135   0.009621   0.004184         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
     88/499      4.32G    0.01138   0.009595   0.004197         61        640:  40%|###9      | 67/168 [00:13<00:19,  5.18it/s]
     88/499      4.32G    0.01138   0.009595   0.004197         61        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     88/499      4.32G    0.01139   0.009597   0.004173         63        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
     88/499      4.32G    0.01139   0.009597   0.004173         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     88/499      4.32G    0.01136   0.009597   0.004145         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
     88/499      4.32G    0.01136   0.009597   0.004145         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     88/499      4.32G    0.01138   0.009604   0.004193         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
     88/499      4.32G    0.01138   0.009604   0.004193         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
     88/499      4.32G    0.01137   0.009622   0.004195         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
     88/499      4.32G    0.01137   0.009622   0.004195         81        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
     88/499      4.32G    0.01137   0.009615   0.004187         65        640:  43%|####2     | 72/168 [00:14<00:18,  5.30it/s]
     88/499      4.32G    0.01137   0.009615   0.004187         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     88/499      4.32G    0.01135   0.009607   0.004195         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     88/499      4.32G    0.01135   0.009607   0.004195         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     88/499      4.32G    0.01134   0.009604   0.004152         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     88/499      4.32G    0.01134   0.009604   0.004152         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
     88/499      4.32G    0.01135   0.009621    0.00417         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
     88/499      4.32G    0.01135   0.009621    0.00417         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     88/499      4.32G    0.01135   0.009645   0.004185         87        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
     88/499      4.32G    0.01135   0.009645   0.004185         87        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     88/499      4.32G    0.01133   0.009635    0.00418         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     88/499      4.32G    0.01133   0.009635    0.00418         76        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     88/499      4.32G    0.01134   0.009672   0.004192         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
     88/499      4.32G    0.01134   0.009672   0.004192         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     88/499      4.32G    0.01131   0.009656   0.004245         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     88/499      4.32G    0.01131   0.009656   0.004245         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
     88/499      4.32G    0.01132    0.00963   0.004381         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
     88/499      4.32G    0.01132    0.00963   0.004381         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     88/499      4.32G     0.0113    0.00962   0.004421         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
     88/499      4.32G     0.0113    0.00962   0.004421         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     88/499      4.32G     0.0113   0.009633    0.00441         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     88/499      4.32G     0.0113   0.009633    0.00441         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
     88/499      4.32G     0.0113   0.009625   0.004393         76        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
     88/499      4.32G     0.0113   0.009625   0.004393         76        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     88/499      4.32G    0.01131   0.009605   0.004432         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     88/499      4.32G    0.01131   0.009605   0.004432         60        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     88/499      4.32G    0.01131   0.009603   0.004437         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     88/499      4.32G    0.01131   0.009603   0.004437         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.14it/s]
     88/499      4.32G    0.01129   0.009612   0.004422         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.14it/s]
     88/499      4.32G    0.01129   0.009612   0.004422         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.22it/s]
     88/499      4.32G     0.0113   0.009608   0.004421         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.22it/s]
     88/499      4.32G     0.0113   0.009608   0.004421         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.10it/s]
     88/499      4.32G    0.01131   0.009598   0.004426         61        640:  52%|#####2    | 88/168 [00:17<00:15,  5.10it/s]
     88/499      4.32G    0.01131   0.009598   0.004426         61        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
     88/499      4.32G    0.01129   0.009581   0.004438         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
     88/499      4.32G    0.01129   0.009581   0.004438         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     88/499      4.32G    0.01128    0.00957   0.004463         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     88/499      4.32G    0.01128    0.00957   0.004463         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     88/499      4.32G    0.01129   0.009591    0.00445         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     88/499      4.32G    0.01129   0.009591    0.00445         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     88/499      4.32G    0.01131   0.009588   0.004437         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     88/499      4.32G    0.01131   0.009588   0.004437         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     88/499      4.32G    0.01133   0.009599   0.004438         80        640:  55%|#####5    | 93/168 [00:18<00:14,  5.30it/s]
     88/499      4.32G    0.01133   0.009599   0.004438         80        640:  56%|#####5    | 94/168 [00:18<00:14,  5.08it/s]
     88/499      4.32G    0.01132   0.009586   0.004429         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.08it/s]
     88/499      4.32G    0.01132   0.009586   0.004429         67        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
     88/499      4.32G    0.01133   0.009596   0.004413         69        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
     88/499      4.32G    0.01133   0.009596   0.004413         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.26it/s]
     88/499      4.32G    0.01133   0.009593   0.004426         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.26it/s]
     88/499      4.32G    0.01133   0.009593   0.004426         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
     88/499      4.32G    0.01131   0.009577   0.004419         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
     88/499      4.32G    0.01131   0.009577   0.004419         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.19it/s]
     88/499      4.32G     0.0113   0.009547   0.004399         53        640:  58%|#####8    | 98/168 [00:19<00:13,  5.19it/s]
     88/499      4.32G     0.0113   0.009547   0.004399         53        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
     88/499      4.32G    0.01132   0.009528   0.004411         62        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
     88/499      4.32G    0.01132   0.009528   0.004411         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     88/499      4.32G     0.0113   0.009545   0.004394         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     88/499      4.32G     0.0113   0.009545   0.004394         83        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
     88/499      4.32G    0.01128   0.009551   0.004384         81        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
     88/499      4.32G    0.01128   0.009551   0.004384         81        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
     88/499      4.32G    0.01127   0.009545   0.004349         58        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
     88/499      4.32G    0.01127   0.009545   0.004349         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     88/499      4.32G    0.01128    0.00957   0.004348         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     88/499      4.32G    0.01128    0.00957   0.004348         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
     88/499      4.32G     0.0113    0.00956   0.004363         59        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
     88/499      4.32G     0.0113    0.00956   0.004363         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     88/499      4.32G     0.0113   0.009534   0.004356         51        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     88/499      4.32G     0.0113   0.009534   0.004356         51        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     88/499      4.32G    0.01129   0.009545    0.00436         77        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     88/499      4.32G    0.01129   0.009545    0.00436         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     88/499      4.32G    0.01131   0.009564   0.004375         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     88/499      4.32G    0.01131   0.009564   0.004375         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     88/499      4.32G     0.0113   0.009545   0.004389         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
     88/499      4.32G     0.0113   0.009545   0.004389         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
     88/499      4.32G     0.0113   0.009543   0.004399         77        640:  65%|######4   | 109/168 [00:21<00:11,  5.19it/s]
     88/499      4.32G     0.0113   0.009543   0.004399         77        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
     88/499      4.32G     0.0113   0.009534   0.004392         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
     88/499      4.32G     0.0113   0.009534   0.004392         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
     88/499      4.32G    0.01131   0.009548   0.004395         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
     88/499      4.32G    0.01131   0.009548   0.004395         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     88/499      4.32G    0.01131   0.009556   0.004403         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     88/499      4.32G    0.01131   0.009556   0.004403         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     88/499      4.32G    0.01129   0.009545   0.004383         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     88/499      4.32G    0.01129   0.009545   0.004383         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
     88/499      4.32G    0.01129   0.009565   0.004401         78        640:  68%|######7   | 114/168 [00:22<00:10,  5.30it/s]
     88/499      4.32G    0.01129   0.009565   0.004401         78        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     88/499      4.32G    0.01128   0.009561   0.004402         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
     88/499      4.32G    0.01128   0.009561   0.004402         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     88/499      4.32G     0.0113   0.009568   0.004385         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     88/499      4.32G     0.0113   0.009568   0.004385         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
     88/499      4.32G     0.0113   0.009591   0.004379         90        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
     88/499      4.32G     0.0113   0.009591   0.004379         90        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     88/499      4.32G    0.01129   0.009583    0.00437         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     88/499      4.32G    0.01129   0.009583    0.00437         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
     88/499      4.32G    0.01128   0.009589   0.004393         73        640:  71%|#######   | 119/168 [00:23<00:09,  5.25it/s]
     88/499      4.32G    0.01128   0.009589   0.004393         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     88/499      4.32G    0.01129   0.009604   0.004368         70        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     88/499      4.32G    0.01129   0.009604   0.004368         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     88/499      4.32G    0.01129   0.009605   0.004361         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     88/499      4.32G    0.01129   0.009605   0.004361         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
     88/499      4.32G    0.01128   0.009598   0.004381         54        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
     88/499      4.32G    0.01128   0.009598   0.004381         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
     88/499      4.32G    0.01129   0.009598   0.004408         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
     88/499      4.32G    0.01129   0.009598   0.004408         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
     88/499      4.32G     0.0113   0.009616   0.004397         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
     88/499      4.32G     0.0113   0.009616   0.004397         78        640:  74%|#######4  | 125/168 [00:23<00:08,  5.16it/s]
     88/499      4.32G    0.01131   0.009621   0.004412         60        640:  74%|#######4  | 125/168 [00:24<00:08,  5.16it/s]
     88/499      4.32G    0.01131   0.009621   0.004412         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     88/499      4.32G    0.01131   0.009637   0.004418         83        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     88/499      4.32G    0.01131   0.009637   0.004418         83        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     88/499      4.32G     0.0113   0.009625   0.004399         61        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     88/499      4.32G     0.0113   0.009625   0.004399         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
     88/499      4.32G    0.01131   0.009623   0.004407         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
     88/499      4.32G    0.01131   0.009623   0.004407         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
     88/499      4.32G    0.01131   0.009653   0.004417         88        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
     88/499      4.32G    0.01131   0.009653   0.004417         88        640:  77%|#######7  | 130/168 [00:24<00:07,  5.10it/s]
     88/499      4.32G    0.01132   0.009654   0.004411         69        640:  77%|#######7  | 130/168 [00:25<00:07,  5.10it/s]
     88/499      4.32G    0.01132   0.009654   0.004411         69        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
     88/499      4.32G    0.01133    0.00964   0.004401         55        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
     88/499      4.32G    0.01133    0.00964   0.004401         55        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
     88/499      4.32G    0.01134    0.00965   0.004396         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
     88/499      4.32G    0.01134    0.00965   0.004396         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     88/499      4.32G    0.01133   0.009652   0.004396         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     88/499      4.32G    0.01133   0.009652   0.004396         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
     88/499      4.32G    0.01135   0.009669   0.004403         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
     88/499      4.32G    0.01135   0.009669   0.004403         74        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
     88/499      4.32G    0.01135   0.009662   0.004403         59        640:  80%|########  | 135/168 [00:26<00:06,  5.25it/s]
     88/499      4.32G    0.01135   0.009662   0.004403         59        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
     88/499      4.32G    0.01134   0.009659   0.004407         65        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
     88/499      4.32G    0.01134   0.009659   0.004407         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     88/499      4.32G    0.01134   0.009652   0.004394         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     88/499      4.32G    0.01134   0.009652   0.004394         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     88/499      4.32G    0.01134   0.009651   0.004403         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     88/499      4.32G    0.01134   0.009651   0.004403         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
     88/499      4.32G    0.01133    0.00965   0.004398         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
     88/499      4.32G    0.01133    0.00965   0.004398         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
     88/499      4.32G    0.01134   0.009669   0.004417         80        640:  83%|########3 | 140/168 [00:27<00:05,  5.18it/s]
     88/499      4.32G    0.01134   0.009669   0.004417         80        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     88/499      4.32G    0.01134   0.009687   0.004401         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     88/499      4.32G    0.01134   0.009687   0.004401         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     88/499      4.32G    0.01134   0.009692   0.004396         79        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
     88/499      4.32G    0.01134   0.009692   0.004396         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     88/499      4.32G    0.01135   0.009685   0.004446         51        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     88/499      4.32G    0.01135   0.009685   0.004446         51        640:  86%|########5 | 144/168 [00:27<00:04,  5.25it/s]
     88/499      4.32G    0.01135   0.009681   0.004442         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.25it/s]
     88/499      4.32G    0.01135   0.009681   0.004442         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
     88/499      4.32G    0.01134   0.009676   0.004435         82        640:  86%|########6 | 145/168 [00:28<00:04,  5.13it/s]
     88/499      4.32G    0.01134   0.009676   0.004435         82        640:  87%|########6 | 146/168 [00:28<00:04,  5.22it/s]
     88/499      4.32G    0.01133   0.009676   0.004419         71        640:  87%|########6 | 146/168 [00:28<00:04,  5.22it/s]
     88/499      4.32G    0.01133   0.009676   0.004419         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     88/499      4.32G    0.01134   0.009685   0.004422         60        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
     88/499      4.32G    0.01134   0.009685   0.004422         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     88/499      4.32G    0.01134   0.009677   0.004399         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
     88/499      4.32G    0.01134   0.009677   0.004399         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     88/499      4.32G    0.01134   0.009682   0.004399         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
     88/499      4.32G    0.01134   0.009682   0.004399         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
     88/499      4.32G    0.01133   0.009673   0.004385         58        640:  89%|########9 | 150/168 [00:29<00:03,  5.29it/s]
     88/499      4.32G    0.01133   0.009673   0.004385         58        640:  90%|########9 | 151/168 [00:29<00:03,  5.16it/s]
     88/499      4.32G    0.01134    0.00968   0.004396         68        640:  90%|########9 | 151/168 [00:29<00:03,  5.16it/s]
     88/499      4.32G    0.01134    0.00968   0.004396         68        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     88/499      4.32G    0.01133   0.009686   0.004378         83        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     88/499      4.32G    0.01133   0.009686   0.004378         83        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     88/499      4.32G    0.01133   0.009704   0.004369         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     88/499      4.32G    0.01133   0.009704   0.004369         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
     88/499      4.32G    0.01133   0.009702   0.004364         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
     88/499      4.32G    0.01133   0.009702   0.004364         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     88/499      4.32G    0.01133   0.009705   0.004372         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     88/499      4.32G    0.01133   0.009705   0.004372         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
     88/499      4.32G    0.01134   0.009711   0.004369         76        640:  93%|#########2| 156/168 [00:30<00:02,  5.29it/s]
     88/499      4.32G    0.01134   0.009711   0.004369         76        640:  93%|#########3| 157/168 [00:30<00:02,  5.08it/s]
     88/499      4.32G    0.01134   0.009713   0.004377         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.08it/s]
     88/499      4.32G    0.01134   0.009713   0.004377         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
     88/499      4.32G    0.01134   0.009716   0.004397         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
     88/499      4.32G    0.01134   0.009716   0.004397         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     88/499      4.32G    0.01133   0.009723   0.004386         86        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     88/499      4.32G    0.01133   0.009723   0.004386         86        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
     88/499      4.32G    0.01132   0.009722    0.00438         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
     88/499      4.32G    0.01132   0.009722    0.00438         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.13it/s]
     88/499      4.32G    0.01132   0.009728   0.004382         67        640:  96%|#########5| 161/168 [00:31<00:01,  5.13it/s]
     88/499      4.32G    0.01132   0.009728   0.004382         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.21it/s]
     88/499      4.32G    0.01132    0.00974   0.004377         90        640:  96%|#########6| 162/168 [00:31<00:01,  5.21it/s]
     88/499      4.32G    0.01132    0.00974   0.004377         90        640:  97%|#########7| 163/168 [00:31<00:00,  5.07it/s]
     88/499      4.32G    0.01132   0.009732   0.004369         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.07it/s]
     88/499      4.32G    0.01132   0.009732   0.004369         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.13it/s]
     88/499      4.32G    0.01132   0.009736   0.004362         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.13it/s]
     88/499      4.32G    0.01132   0.009736   0.004362         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.21it/s]
     88/499      4.32G    0.01131   0.009723   0.004355         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.21it/s]
     88/499      4.32G    0.01131   0.009723   0.004355         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.08it/s]
     88/499      4.32G     0.0113   0.009726   0.004366         72        640:  99%|#########8| 166/168 [00:32<00:00,  5.08it/s]
     88/499      4.32G     0.0113   0.009726   0.004366         72        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
     88/499      4.32G    0.01131   0.009718   0.004372         22        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
     88/499      4.32G    0.01131   0.009718   0.004372         22        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
     88/499      4.32G    0.01131   0.009718   0.004372         22        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.829      0.872      0.874      0.744

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     89/499      4.32G    0.01086   0.009436   0.003812         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
     89/499      4.32G    0.01086   0.009436   0.003812         66        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     89/499      4.32G     0.0109    0.01015   0.003988         73        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     89/499      4.32G     0.0109    0.01015   0.003988         73        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     89/499      4.32G    0.01048   0.009241   0.003252         56        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
     89/499      4.32G    0.01048   0.009241   0.003252         56        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     89/499      4.32G    0.01079   0.009682   0.003353         70        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     89/499      4.32G    0.01079   0.009682   0.003353         70        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     89/499      4.32G    0.01084    0.01022   0.003907         83        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
     89/499      4.32G    0.01084    0.01022   0.003907         83        640:   3%|2         | 5/168 [00:00<00:31,  5.16it/s]
     89/499      4.32G    0.01102   0.009841   0.004585         67        640:   3%|2         | 5/168 [00:01<00:31,  5.16it/s]
     89/499      4.32G    0.01102   0.009841   0.004585         67        640:   4%|3         | 6/168 [00:01<00:31,  5.21it/s]
     89/499      4.32G    0.01116   0.009483   0.004848         50        640:   4%|3         | 6/168 [00:01<00:31,  5.21it/s]
     89/499      4.32G    0.01116   0.009483   0.004848         50        640:   4%|4         | 7/168 [00:01<00:31,  5.04it/s]
     89/499      4.32G    0.01141   0.009746   0.005214         66        640:   4%|4         | 7/168 [00:01<00:31,  5.04it/s]
     89/499      4.32G    0.01141   0.009746   0.005214         66        640:   5%|4         | 8/168 [00:01<00:31,  5.16it/s]
     89/499      4.32G    0.01147   0.009839   0.005257         66        640:   5%|4         | 8/168 [00:01<00:31,  5.16it/s]
     89/499      4.32G    0.01147   0.009839   0.005257         66        640:   5%|5         | 9/168 [00:01<00:30,  5.23it/s]
     89/499      4.32G    0.01139   0.009818   0.005132         71        640:   5%|5         | 9/168 [00:01<00:30,  5.23it/s]
     89/499      4.32G    0.01139   0.009818   0.005132         71        640:   6%|5         | 10/168 [00:01<00:30,  5.10it/s]
     89/499      4.32G    0.01143   0.009986   0.005164         63        640:   6%|5         | 10/168 [00:02<00:30,  5.10it/s]
     89/499      4.32G    0.01143   0.009986   0.005164         63        640:   7%|6         | 11/168 [00:02<00:30,  5.14it/s]
     89/499      4.32G    0.01141    0.01017    0.00504         80        640:   7%|6         | 11/168 [00:02<00:30,  5.14it/s]
     89/499      4.32G    0.01141    0.01017    0.00504         80        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     89/499      4.32G    0.01143    0.01016   0.004735         63        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
     89/499      4.32G    0.01143    0.01016   0.004735         63        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     89/499      4.32G     0.0114    0.01014   0.004533         71        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     89/499      4.32G     0.0114    0.01014   0.004533         71        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
     89/499      4.32G    0.01148    0.01003   0.004484         60        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
     89/499      4.32G    0.01148    0.01003   0.004484         60        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
     89/499      4.32G    0.01143    0.01006   0.004595         78        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
     89/499      4.32G    0.01143    0.01006   0.004595         78        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     89/499      4.32G    0.01141    0.01011   0.004661         72        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     89/499      4.32G    0.01141    0.01011   0.004661         72        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     89/499      4.32G    0.01142    0.01016   0.004616         82        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     89/499      4.32G    0.01142    0.01016   0.004616         82        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
     89/499      4.32G    0.01138    0.01019   0.004564         83        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
     89/499      4.32G    0.01138    0.01019   0.004564         83        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     89/499      4.32G    0.01138    0.01008   0.004552         65        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     89/499      4.32G    0.01138    0.01008   0.004552         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.19it/s]
     89/499      4.32G    0.01135     0.0101    0.00468         69        640:  12%|#1        | 20/168 [00:04<00:28,  5.19it/s]
     89/499      4.32G    0.01135     0.0101    0.00468         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     89/499      4.32G    0.01135    0.01011   0.004577         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     89/499      4.32G    0.01135    0.01011   0.004577         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.04it/s]
     89/499      4.32G    0.01128     0.0101   0.004437         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.04it/s]
     89/499      4.32G    0.01128     0.0101   0.004437         71        640:  14%|#3        | 23/168 [00:04<00:28,  5.15it/s]
     89/499      4.32G    0.01124    0.01006   0.004391         71        640:  14%|#3        | 23/168 [00:04<00:28,  5.15it/s]
     89/499      4.32G    0.01124    0.01006   0.004391         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     89/499      4.32G    0.01123    0.01002   0.004253         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     89/499      4.32G    0.01123    0.01002   0.004253         67        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
     89/499      4.32G    0.01116   0.009967    0.00414         54        640:  15%|#4        | 25/168 [00:05<00:28,  5.10it/s]
     89/499      4.32G    0.01116   0.009967    0.00414         54        640:  15%|#5        | 26/168 [00:05<00:27,  5.19it/s]
     89/499      4.32G    0.01112   0.009978   0.004133         73        640:  15%|#5        | 26/168 [00:05<00:27,  5.19it/s]
     89/499      4.32G    0.01112   0.009978   0.004133         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
     89/499      4.32G     0.0111   0.009981   0.004129         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
     89/499      4.32G     0.0111   0.009981   0.004129         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     89/499      4.32G    0.01102   0.009891   0.004053         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     89/499      4.32G    0.01102   0.009891   0.004053         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     89/499      4.32G    0.01097   0.009951   0.004059         83        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
     89/499      4.32G    0.01097   0.009951   0.004059         83        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
     89/499      4.32G    0.01093   0.009922   0.004116         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
     89/499      4.32G    0.01093   0.009922   0.004116         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
     89/499      4.32G    0.01094   0.009901   0.004194         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
     89/499      4.32G    0.01094   0.009901   0.004194         63        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     89/499      4.32G    0.01095   0.009934   0.004121         68        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
     89/499      4.32G    0.01095   0.009934   0.004121         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     89/499      4.32G    0.01092   0.009877   0.004077         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     89/499      4.32G    0.01092   0.009877   0.004077         56        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     89/499      4.32G     0.0109   0.009788    0.00404         54        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     89/499      4.32G     0.0109   0.009788    0.00404         54        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
     89/499      4.32G    0.01093   0.009737   0.004034         62        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
     89/499      4.32G    0.01093   0.009737   0.004034         62        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
     89/499      4.32G    0.01098   0.009762   0.003996         66        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
     89/499      4.32G    0.01098   0.009762   0.003996         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     89/499      4.32G    0.01098   0.009737   0.003964         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     89/499      4.32G    0.01098   0.009737   0.003964         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     89/499      4.32G    0.01098   0.009714   0.003996         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     89/499      4.32G    0.01098   0.009714   0.003996         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
     89/499      4.32G    0.01092   0.009684   0.003984         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
     89/499      4.32G    0.01092   0.009684   0.003984         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     89/499      4.32G    0.01094   0.009689   0.004111         81        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     89/499      4.32G    0.01094   0.009689   0.004111         81        640:  24%|##4       | 41/168 [00:07<00:24,  5.14it/s]
     89/499      4.32G    0.01093   0.009705   0.004112         70        640:  24%|##4       | 41/168 [00:08<00:24,  5.14it/s]
     89/499      4.32G    0.01093   0.009705   0.004112         70        640:  25%|##5       | 42/168 [00:08<00:24,  5.21it/s]
     89/499      4.32G    0.01096   0.009676    0.00414         58        640:  25%|##5       | 42/168 [00:08<00:24,  5.21it/s]
     89/499      4.32G    0.01096   0.009676    0.00414         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.08it/s]
     89/499      4.32G    0.01095   0.009612    0.00419         51        640:  26%|##5       | 43/168 [00:08<00:24,  5.08it/s]
     89/499      4.32G    0.01095   0.009612    0.00419         51        640:  26%|##6       | 44/168 [00:08<00:23,  5.17it/s]
     89/499      4.32G    0.01095   0.009603   0.004165         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.17it/s]
     89/499      4.32G    0.01095   0.009603   0.004165         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
     89/499      4.32G      0.011   0.009581   0.004139         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
     89/499      4.32G      0.011   0.009581   0.004139         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     89/499      4.32G    0.01101   0.009586   0.004078         64        640:  27%|##7       | 46/168 [00:09<00:23,  5.12it/s]
     89/499      4.32G    0.01101   0.009586   0.004078         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     89/499      4.32G    0.01103   0.009623   0.004091         79        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     89/499      4.32G    0.01103   0.009623   0.004091         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
     89/499      4.32G      0.011   0.009619   0.004096         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
     89/499      4.32G      0.011   0.009619   0.004096         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
     89/499      4.32G    0.01099   0.009606   0.004047         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
     89/499      4.32G    0.01099   0.009606   0.004047         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     89/499      4.32G      0.011   0.009628   0.004032         78        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
     89/499      4.32G      0.011   0.009628   0.004032         78        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
     89/499      4.32G    0.01097    0.00962   0.004037         73        640:  30%|###       | 51/168 [00:10<00:22,  5.25it/s]
     89/499      4.32G    0.01097    0.00962   0.004037         73        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     89/499      4.32G    0.01096   0.009659   0.004031         75        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     89/499      4.32G    0.01096   0.009659   0.004031         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     89/499      4.32G    0.01098   0.009633   0.004085         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     89/499      4.32G    0.01098   0.009633   0.004085         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     89/499      4.32G      0.011   0.009647   0.004153         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     89/499      4.32G      0.011   0.009647   0.004153         60        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     89/499      4.32G    0.01104   0.009681   0.004182         71        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     89/499      4.32G    0.01104   0.009681   0.004182         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.20it/s]
     89/499      4.32G    0.01107   0.009651   0.004245         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.20it/s]
     89/499      4.32G    0.01107   0.009651   0.004245         62        640:  34%|###3      | 57/168 [00:10<00:21,  5.25it/s]
     89/499      4.32G    0.01102   0.009619   0.004294         62        640:  34%|###3      | 57/168 [00:11<00:21,  5.25it/s]
     89/499      4.32G    0.01102   0.009619   0.004294         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     89/499      4.32G      0.011   0.009608   0.004266         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     89/499      4.32G      0.011   0.009608   0.004266         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     89/499      4.32G      0.011   0.009616   0.004261         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     89/499      4.32G      0.011   0.009616   0.004261         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     89/499      4.32G    0.01102   0.009643   0.004261         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     89/499      4.32G    0.01102   0.009643   0.004261         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     89/499      4.32G    0.01102   0.009622   0.004258         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     89/499      4.32G    0.01102   0.009622   0.004258         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     89/499      4.32G    0.01101   0.009593   0.004379         61        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
     89/499      4.32G    0.01101   0.009593   0.004379         61        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
     89/499      4.32G    0.01103    0.00964   0.004362         77        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
     89/499      4.32G    0.01103    0.00964   0.004362         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
     89/499      4.32G    0.01102   0.009603   0.004324         55        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
     89/499      4.32G    0.01102   0.009603   0.004324         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.17it/s]
     89/499      4.32G    0.01102   0.009604   0.004333         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.17it/s]
     89/499      4.32G    0.01102   0.009604   0.004333         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     89/499      4.32G    0.01102     0.0096   0.004336         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     89/499      4.32G    0.01102     0.0096   0.004336         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.12it/s]
     89/499      4.32G    0.01103   0.009558    0.00431         49        640:  40%|###9      | 67/168 [00:13<00:19,  5.12it/s]
     89/499      4.32G    0.01103   0.009558    0.00431         49        640:  40%|####      | 68/168 [00:13<00:19,  5.18it/s]
     89/499      4.32G    0.01103    0.00954    0.00429         68        640:  40%|####      | 68/168 [00:13<00:19,  5.18it/s]
     89/499      4.32G    0.01103    0.00954    0.00429         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     89/499      4.32G    0.01104   0.009522   0.004313         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     89/499      4.32G    0.01104   0.009522   0.004313         63        640:  42%|####1     | 70/168 [00:13<00:19,  5.09it/s]
     89/499      4.32G    0.01106   0.009551   0.004295         56        640:  42%|####1     | 70/168 [00:13<00:19,  5.09it/s]
     89/499      4.32G    0.01106   0.009551   0.004295         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.12it/s]
     89/499      4.32G    0.01104   0.009549   0.004297         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.12it/s]
     89/499      4.32G    0.01104   0.009549   0.004297         77        640:  43%|####2     | 72/168 [00:13<00:18,  5.19it/s]
     89/499      4.32G    0.01103   0.009575    0.00428         76        640:  43%|####2     | 72/168 [00:14<00:18,  5.19it/s]
     89/499      4.32G    0.01103   0.009575    0.00428         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.08it/s]
     89/499      4.32G    0.01103   0.009602   0.004254         80        640:  43%|####3     | 73/168 [00:14<00:18,  5.08it/s]
     89/499      4.32G    0.01103   0.009602   0.004254         80        640:  44%|####4     | 74/168 [00:14<00:18,  5.17it/s]
     89/499      4.32G    0.01105   0.009599   0.004258         67        640:  44%|####4     | 74/168 [00:14<00:18,  5.17it/s]
     89/499      4.32G    0.01105   0.009599   0.004258         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     89/499      4.32G    0.01105   0.009625    0.00428         83        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     89/499      4.32G    0.01105   0.009625    0.00428         83        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     89/499      4.32G    0.01106   0.009627   0.004301         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     89/499      4.32G    0.01106   0.009627   0.004301         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
     89/499      4.32G    0.01106   0.009612   0.004322         66        640:  46%|####5     | 77/168 [00:15<00:17,  5.21it/s]
     89/499      4.32G    0.01106   0.009612   0.004322         66        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
     89/499      4.32G    0.01108   0.009614   0.004295         66        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
     89/499      4.32G    0.01108   0.009614   0.004295         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.08it/s]
     89/499      4.32G    0.01109   0.009631   0.004271         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.08it/s]
     89/499      4.32G    0.01109   0.009631   0.004271         64        640:  48%|####7     | 80/168 [00:15<00:17,  5.17it/s]
     89/499      4.32G    0.01112   0.009626    0.00425         55        640:  48%|####7     | 80/168 [00:15<00:17,  5.17it/s]
     89/499      4.32G    0.01112   0.009626    0.00425         55        640:  48%|####8     | 81/168 [00:15<00:16,  5.23it/s]
     89/499      4.32G    0.01111   0.009632   0.004257         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.23it/s]
     89/499      4.32G    0.01111   0.009632   0.004257         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.09it/s]
     89/499      4.32G    0.01112   0.009607   0.004254         55        640:  49%|####8     | 82/168 [00:16<00:16,  5.09it/s]
     89/499      4.32G    0.01112   0.009607   0.004254         55        640:  49%|####9     | 83/168 [00:16<00:16,  5.13it/s]
     89/499      4.32G    0.01113    0.00964   0.004241         76        640:  49%|####9     | 83/168 [00:16<00:16,  5.13it/s]
     89/499      4.32G    0.01113    0.00964   0.004241         76        640:  50%|#####     | 84/168 [00:16<00:16,  5.23it/s]
     89/499      4.32G    0.01113    0.00965   0.004251         75        640:  50%|#####     | 84/168 [00:16<00:16,  5.23it/s]
     89/499      4.32G    0.01113    0.00965   0.004251         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     89/499      4.32G    0.01112   0.009655   0.004241         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     89/499      4.32G    0.01112   0.009655   0.004241         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     89/499      4.32G     0.0111   0.009644   0.004216         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     89/499      4.32G     0.0111   0.009644   0.004216         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.18it/s]
     89/499      4.32G    0.01109   0.009646   0.004185         66        640:  52%|#####1    | 87/168 [00:17<00:15,  5.18it/s]
     89/499      4.32G    0.01109   0.009646   0.004185         66        640:  52%|#####2    | 88/168 [00:17<00:15,  5.07it/s]
     89/499      4.32G    0.01109   0.009627   0.004167         62        640:  52%|#####2    | 88/168 [00:17<00:15,  5.07it/s]
     89/499      4.32G    0.01109   0.009627   0.004167         62        640:  53%|#####2    | 89/168 [00:17<00:15,  5.16it/s]
     89/499      4.32G    0.01109   0.009607   0.004136         62        640:  53%|#####2    | 89/168 [00:17<00:15,  5.16it/s]
     89/499      4.32G    0.01109   0.009607   0.004136         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.24it/s]
     89/499      4.32G    0.01108     0.0096   0.004138         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.24it/s]
     89/499      4.32G    0.01108     0.0096   0.004138         66        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
     89/499      4.32G     0.0111   0.009629   0.004132         79        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
     89/499      4.32G     0.0111   0.009629   0.004132         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
     89/499      4.32G    0.01109    0.00962   0.004106         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
     89/499      4.32G    0.01109    0.00962   0.004106         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
     89/499      4.32G    0.01109   0.009596   0.004104         70        640:  55%|#####5    | 93/168 [00:18<00:14,  5.27it/s]
     89/499      4.32G    0.01109   0.009596   0.004104         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     89/499      4.32G    0.01112   0.009588   0.004097         64        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     89/499      4.32G    0.01112   0.009588   0.004097         64        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
     89/499      4.32G    0.01112   0.009589   0.004113         83        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
     89/499      4.32G    0.01112   0.009589   0.004113         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     89/499      4.32G    0.01114   0.009615   0.004126         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     89/499      4.32G    0.01114   0.009615   0.004126         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     89/499      4.32G    0.01114   0.009621   0.004113         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     89/499      4.32G    0.01114   0.009621   0.004113         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     89/499      4.32G    0.01115   0.009629   0.004096         75        640:  58%|#####8    | 98/168 [00:19<00:13,  5.22it/s]
     89/499      4.32G    0.01115   0.009629   0.004096         75        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     89/499      4.32G    0.01115   0.009648    0.00407         66        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
     89/499      4.32G    0.01115   0.009648    0.00407         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
     89/499      4.32G    0.01115   0.009656   0.004064         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
     89/499      4.32G    0.01115   0.009656   0.004064         63        640:  60%|######    | 101/168 [00:19<00:12,  5.16it/s]
     89/499      4.32G    0.01117   0.009679   0.004092         90        640:  60%|######    | 101/168 [00:19<00:12,  5.16it/s]
     89/499      4.32G    0.01117   0.009679   0.004092         90        640:  61%|######    | 102/168 [00:19<00:12,  5.21it/s]
     89/499      4.32G    0.01116   0.009685   0.004127         69        640:  61%|######    | 102/168 [00:19<00:12,  5.21it/s]
     89/499      4.32G    0.01116   0.009685   0.004127         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
     89/499      4.32G    0.01116   0.009677   0.004134         63        640:  61%|######1   | 103/168 [00:20<00:12,  5.11it/s]
     89/499      4.32G    0.01116   0.009677   0.004134         63        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
     89/499      4.32G    0.01116    0.00968    0.00412         82        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
     89/499      4.32G    0.01116    0.00968    0.00412         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     89/499      4.32G    0.01116   0.009693   0.004109         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     89/499      4.32G    0.01116   0.009693   0.004109         75        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
     89/499      4.32G    0.01116   0.009684   0.004114         62        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
     89/499      4.32G    0.01116   0.009684   0.004114         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.18it/s]
     89/499      4.32G    0.01118   0.009677   0.004092         54        640:  64%|######3   | 107/168 [00:20<00:11,  5.18it/s]
     89/499      4.32G    0.01118   0.009677   0.004092         54        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     89/499      4.32G    0.01118   0.009681   0.004093         72        640:  64%|######4   | 108/168 [00:21<00:11,  5.25it/s]
     89/499      4.32G    0.01118   0.009681   0.004093         72        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
     89/499      4.32G    0.01118   0.009677   0.004099         80        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
     89/499      4.32G    0.01118   0.009677   0.004099         80        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     89/499      4.32G    0.01115    0.00964   0.004078         52        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     89/499      4.32G    0.01115    0.00964   0.004078         52        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
     89/499      4.32G    0.01116   0.009639   0.004091         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
     89/499      4.32G    0.01116   0.009639   0.004091         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     89/499      4.32G    0.01116   0.009645   0.004124         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     89/499      4.32G    0.01116   0.009645   0.004124         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     89/499      4.32G    0.01115   0.009646   0.004113         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     89/499      4.32G    0.01115   0.009646   0.004113         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     89/499      4.32G    0.01116   0.009657   0.004117         76        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
     89/499      4.32G    0.01116   0.009657   0.004117         76        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
     89/499      4.32G    0.01116   0.009659   0.004133         62        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
     89/499      4.32G    0.01116   0.009659   0.004133         62        640:  69%|######9   | 116/168 [00:22<00:10,  5.20it/s]
     89/499      4.32G    0.01114   0.009646   0.004119         71        640:  69%|######9   | 116/168 [00:22<00:10,  5.20it/s]
     89/499      4.32G    0.01114   0.009646   0.004119         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
     89/499      4.32G    0.01114   0.009641   0.004131         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
     89/499      4.32G    0.01114   0.009641   0.004131         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
     89/499      4.32G    0.01114   0.009634   0.004128         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
     89/499      4.32G    0.01114   0.009634   0.004128         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
     89/499      4.32G    0.01114   0.009657   0.004132         76        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
     89/499      4.32G    0.01114   0.009657   0.004132         76        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
     89/499      4.32G    0.01113   0.009644    0.00412         49        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
     89/499      4.32G    0.01113   0.009644    0.00412         49        640:  72%|#######2  | 121/168 [00:23<00:09,  5.07it/s]
     89/499      4.32G    0.01114   0.009651   0.004123         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.07it/s]
     89/499      4.32G    0.01114   0.009651   0.004123         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.15it/s]
     89/499      4.32G    0.01114   0.009647   0.004107         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.15it/s]
     89/499      4.32G    0.01114   0.009647   0.004107         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.21it/s]
     89/499      4.32G    0.01115   0.009655   0.004106         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.21it/s]
     89/499      4.32G    0.01115   0.009655   0.004106         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.10it/s]
     89/499      4.32G    0.01114   0.009635   0.004125         61        640:  74%|#######3  | 124/168 [00:24<00:08,  5.10it/s]
     89/499      4.32G    0.01114   0.009635   0.004125         61        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     89/499      4.32G    0.01113   0.009632   0.004112         70        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     89/499      4.32G    0.01113   0.009632   0.004112         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     89/499      4.32G    0.01113   0.009636   0.004108         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     89/499      4.32G    0.01113   0.009636   0.004108         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     89/499      4.32G    0.01113   0.009645   0.004094         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
     89/499      4.32G    0.01113   0.009645   0.004094         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
     89/499      4.32G    0.01112   0.009632   0.004079         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
     89/499      4.32G    0.01112   0.009632   0.004079         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
     89/499      4.32G    0.01112   0.009638   0.004061         75        640:  77%|#######6  | 129/168 [00:25<00:07,  5.31it/s]
     89/499      4.32G    0.01112   0.009638   0.004061         75        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
     89/499      4.32G    0.01113   0.009653   0.004057         65        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
     89/499      4.32G    0.01113   0.009653   0.004057         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     89/499      4.32G    0.01113   0.009659    0.00404         85        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     89/499      4.32G    0.01113   0.009659    0.00404         85        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     89/499      4.32G    0.01113   0.009646   0.004047         53        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
     89/499      4.32G    0.01113   0.009646   0.004047         53        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     89/499      4.32G    0.01114    0.00966    0.00408         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
     89/499      4.32G    0.01114    0.00966    0.00408         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
     89/499      4.32G    0.01114   0.009658    0.00408         68        640:  80%|#######9  | 134/168 [00:26<00:06,  5.24it/s]
     89/499      4.32G    0.01114   0.009658    0.00408         68        640:  80%|########  | 135/168 [00:26<00:06,  5.30it/s]
     89/499      4.32G    0.01117   0.009674   0.004085         53        640:  80%|########  | 135/168 [00:26<00:06,  5.30it/s]
     89/499      4.32G    0.01117   0.009674   0.004085         53        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     89/499      4.32G    0.01116   0.009678   0.004064         73        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     89/499      4.32G    0.01116   0.009678   0.004064         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     89/499      4.32G    0.01117   0.009691   0.004072         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
     89/499      4.32G    0.01117   0.009691   0.004072         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     89/499      4.32G    0.01117   0.009695   0.004062         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
     89/499      4.32G    0.01117   0.009695   0.004062         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     89/499      4.32G    0.01117   0.009687   0.004068         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
     89/499      4.32G    0.01117   0.009687   0.004068         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
     89/499      4.32G    0.01117   0.009685   0.004096         64        640:  83%|########3 | 140/168 [00:27<00:05,  5.27it/s]
     89/499      4.32G    0.01117   0.009685   0.004096         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
     89/499      4.32G    0.01118    0.00971   0.004086         88        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
     89/499      4.32G    0.01118    0.00971   0.004086         88        640:  85%|########4 | 142/168 [00:27<00:05,  5.07it/s]
     89/499      4.32G    0.01119   0.009712   0.004071         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.07it/s]
     89/499      4.32G    0.01119   0.009712   0.004071         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.15it/s]
     89/499      4.32G    0.01119   0.009704    0.00409         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.15it/s]
     89/499      4.32G    0.01119   0.009704    0.00409         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.25it/s]
     89/499      4.32G     0.0112   0.009706   0.004077         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.25it/s]
     89/499      4.32G     0.0112   0.009706   0.004077         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
     89/499      4.32G    0.01122   0.009719   0.004091         71        640:  86%|########6 | 145/168 [00:28<00:04,  5.13it/s]
     89/499      4.32G    0.01122   0.009719   0.004091         71        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
     89/499      4.32G    0.01121   0.009721   0.004095         73        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
     89/499      4.32G    0.01121   0.009721   0.004095         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
     89/499      4.32G    0.01122   0.009735   0.004087         80        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
     89/499      4.32G    0.01122   0.009735   0.004087         80        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     89/499      4.32G    0.01122   0.009738   0.004084         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     89/499      4.32G    0.01122   0.009738   0.004084         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     89/499      4.32G    0.01121   0.009738   0.004083         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     89/499      4.32G    0.01121   0.009738   0.004083         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.25it/s]
     89/499      4.32G    0.01121   0.009746   0.004094         81        640:  89%|########9 | 150/168 [00:29<00:03,  5.25it/s]
     89/499      4.32G    0.01121   0.009746   0.004094         81        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
     89/499      4.32G    0.01121   0.009761   0.004084         81        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
     89/499      4.32G    0.01121   0.009761   0.004084         81        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     89/499      4.32G     0.0112   0.009753   0.004082         63        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     89/499      4.32G     0.0112   0.009753   0.004082         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
     89/499      4.32G    0.01121   0.009749   0.004071         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
     89/499      4.32G    0.01121   0.009749   0.004071         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     89/499      4.32G     0.0112   0.009751   0.004061         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     89/499      4.32G     0.0112   0.009751   0.004061         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
     89/499      4.32G     0.0112    0.00974   0.004066         59        640:  92%|#########2| 155/168 [00:30<00:02,  5.18it/s]
     89/499      4.32G     0.0112    0.00974   0.004066         59        640:  93%|#########2| 156/168 [00:30<00:02,  5.20it/s]
     89/499      4.32G    0.01119    0.00974   0.004075         72        640:  93%|#########2| 156/168 [00:30<00:02,  5.20it/s]
     89/499      4.32G    0.01119    0.00974   0.004075         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.03it/s]
     89/499      4.32G    0.01118   0.009742   0.004067         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.03it/s]
     89/499      4.32G    0.01118   0.009742   0.004067         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.12it/s]
     89/499      4.32G    0.01118   0.009737   0.004066         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.12it/s]
     89/499      4.32G    0.01118   0.009737   0.004066         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     89/499      4.32G    0.01118   0.009728   0.004076         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     89/499      4.32G    0.01118   0.009728   0.004076         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.08it/s]
     89/499      4.32G    0.01117   0.009718   0.004069         62        640:  95%|#########5| 160/168 [00:31<00:01,  5.08it/s]
     89/499      4.32G    0.01117   0.009718   0.004069         62        640:  96%|#########5| 161/168 [00:31<00:01,  5.15it/s]
     89/499      4.32G    0.01117   0.009708   0.004065         55        640:  96%|#########5| 161/168 [00:31<00:01,  5.15it/s]
     89/499      4.32G    0.01117   0.009708   0.004065         55        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
     89/499      4.32G    0.01117   0.009715    0.00407         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
     89/499      4.32G    0.01117   0.009715    0.00407         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
     89/499      4.32G    0.01119   0.009725   0.004072         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
     89/499      4.32G    0.01119   0.009725   0.004072         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     89/499      4.32G     0.0112   0.009736   0.004092         79        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     89/499      4.32G     0.0112   0.009736   0.004092         79        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
     89/499      4.32G    0.01119   0.009717   0.004099         43        640:  98%|#########8| 165/168 [00:32<00:00,  5.29it/s]
     89/499      4.32G    0.01119   0.009717   0.004099         43        640:  99%|#########8| 166/168 [00:32<00:00,  5.14it/s]
     89/499      4.32G     0.0112   0.009717   0.004093         63        640:  99%|#########8| 166/168 [00:32<00:00,  5.14it/s]
     89/499      4.32G     0.0112   0.009717   0.004093         63        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
     89/499      4.32G    0.01123   0.009714     0.0042         22        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
     89/499      4.32G    0.01123   0.009714     0.0042         22        640: 100%|##########| 168/168 [00:32<00:00,  5.38it/s]
     89/499      4.32G    0.01123   0.009714     0.0042         22        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.855      0.831      0.863      0.739

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     90/499      4.32G    0.01033    0.01125   0.002425         78        640:   0%|          | 0/168 [00:00<?, ?it/s]
     90/499      4.32G    0.01033    0.01125   0.002425         78        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     90/499      4.32G    0.01083   0.009507   0.001827         68        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
     90/499      4.32G    0.01083   0.009507   0.001827         68        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     90/499      4.32G    0.01135   0.009114   0.002628         55        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     90/499      4.32G    0.01135   0.009114   0.002628         55        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     90/499      4.32G    0.01132   0.009392   0.002723         73        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     90/499      4.32G    0.01132   0.009392   0.002723         73        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     90/499      4.32G    0.01145   0.009307   0.002405         59        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     90/499      4.32G    0.01145   0.009307   0.002405         59        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
     90/499      4.32G    0.01146   0.009535   0.002695         71        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
     90/499      4.32G    0.01146   0.009535   0.002695         71        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
     90/499      4.32G    0.01157   0.009901   0.003184         70        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
     90/499      4.32G    0.01157   0.009901   0.003184         70        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
     90/499      4.32G    0.01161   0.009651   0.003992         55        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
     90/499      4.32G    0.01161   0.009651   0.003992         55        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     90/499      4.32G    0.01188   0.009732   0.003895         66        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     90/499      4.32G    0.01188   0.009732   0.003895         66        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     90/499      4.32G    0.01193   0.009919   0.003743         75        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
     90/499      4.32G    0.01193   0.009919   0.003743         75        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
     90/499      4.32G    0.01185   0.009966   0.003712         80        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
     90/499      4.32G    0.01185   0.009966   0.003712         80        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
     90/499      4.32G     0.0118    0.01007   0.003741         76        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
     90/499      4.32G     0.0118    0.01007   0.003741         76        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     90/499      4.32G    0.01175    0.01016   0.003812         81        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     90/499      4.32G    0.01175    0.01016   0.003812         81        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     90/499      4.32G    0.01178    0.01041   0.003764         79        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     90/499      4.32G    0.01178    0.01041   0.003764         79        640:   8%|8         | 14/168 [00:02<00:29,  5.16it/s]
     90/499      4.32G    0.01171    0.01041   0.004077         71        640:   8%|8         | 14/168 [00:02<00:29,  5.16it/s]
     90/499      4.32G    0.01171    0.01041   0.004077         71        640:   9%|8         | 15/168 [00:02<00:29,  5.24it/s]
     90/499      4.32G    0.01167    0.01034   0.004029         73        640:   9%|8         | 15/168 [00:03<00:29,  5.24it/s]
     90/499      4.32G    0.01167    0.01034   0.004029         73        640:  10%|9         | 16/168 [00:03<00:29,  5.09it/s]
     90/499      4.32G    0.01178    0.01022   0.004149         53        640:  10%|9         | 16/168 [00:03<00:29,  5.09it/s]
     90/499      4.32G    0.01178    0.01022   0.004149         53        640:  10%|#         | 17/168 [00:03<00:29,  5.19it/s]
     90/499      4.32G    0.01171    0.01011   0.004159         61        640:  10%|#         | 17/168 [00:03<00:29,  5.19it/s]
     90/499      4.32G    0.01171    0.01011   0.004159         61        640:  11%|#         | 18/168 [00:03<00:28,  5.22it/s]
     90/499      4.32G    0.01173    0.01013   0.004239         74        640:  11%|#         | 18/168 [00:03<00:28,  5.22it/s]
     90/499      4.32G    0.01173    0.01013   0.004239         74        640:  11%|#1        | 19/168 [00:03<00:29,  5.06it/s]
     90/499      4.32G    0.01179    0.01013   0.004337         65        640:  11%|#1        | 19/168 [00:03<00:29,  5.06it/s]
     90/499      4.32G    0.01179    0.01013   0.004337         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.16it/s]
     90/499      4.32G    0.01173    0.01019   0.004309         78        640:  12%|#1        | 20/168 [00:04<00:28,  5.16it/s]
     90/499      4.32G    0.01173    0.01019   0.004309         78        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
     90/499      4.32G    0.01167    0.01007   0.004273         53        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
     90/499      4.32G    0.01167    0.01007   0.004273         53        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
     90/499      4.32G    0.01169    0.01003   0.004222         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
     90/499      4.32G    0.01169    0.01003   0.004222         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     90/499      4.32G    0.01171    0.01014    0.00415         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     90/499      4.32G    0.01171    0.01014    0.00415         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     90/499      4.32G    0.01168    0.01003   0.004053         57        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     90/499      4.32G    0.01168    0.01003   0.004053         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.11it/s]
     90/499      4.32G    0.01169       0.01   0.004101         68        640:  15%|#4        | 25/168 [00:05<00:27,  5.11it/s]
     90/499      4.32G    0.01169       0.01   0.004101         68        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
     90/499      4.32G    0.01165    0.01001   0.004157         72        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
     90/499      4.32G    0.01165    0.01001   0.004157         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     90/499      4.32G    0.01163    0.01003   0.004252         80        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     90/499      4.32G    0.01163    0.01003   0.004252         80        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     90/499      4.32G    0.01161    0.01004   0.004255         78        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     90/499      4.32G    0.01161    0.01004   0.004255         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     90/499      4.32G    0.01163    0.01009   0.004279         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     90/499      4.32G    0.01163    0.01009   0.004279         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     90/499      4.32G     0.0116    0.01014   0.004189         75        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
     90/499      4.32G     0.0116    0.01014   0.004189         75        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     90/499      4.32G    0.01156    0.01005   0.004252         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     90/499      4.32G    0.01156    0.01005   0.004252         61        640:  19%|#9        | 32/168 [00:06<00:26,  5.19it/s]
     90/499      4.32G    0.01158    0.01004   0.004244         70        640:  19%|#9        | 32/168 [00:06<00:26,  5.19it/s]
     90/499      4.32G    0.01158    0.01004   0.004244         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     90/499      4.32G    0.01156    0.01014   0.004266         87        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     90/499      4.32G    0.01156    0.01014   0.004266         87        640:  20%|##        | 34/168 [00:06<00:26,  5.11it/s]
     90/499      4.32G     0.0116    0.01006   0.004233         54        640:  20%|##        | 34/168 [00:06<00:26,  5.11it/s]
     90/499      4.32G     0.0116    0.01006   0.004233         54        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
     90/499      4.32G    0.01161    0.01013   0.004238         84        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
     90/499      4.32G    0.01161    0.01013   0.004238         84        640:  21%|##1       | 36/168 [00:06<00:25,  5.20it/s]
     90/499      4.32G    0.01158    0.01013   0.004202         65        640:  21%|##1       | 36/168 [00:07<00:25,  5.20it/s]
     90/499      4.32G    0.01158    0.01013   0.004202         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.10it/s]
     90/499      4.32G    0.01167    0.01015   0.004166         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.10it/s]
     90/499      4.32G    0.01167    0.01015   0.004166         61        640:  23%|##2       | 38/168 [00:07<00:25,  5.20it/s]
     90/499      4.32G    0.01161    0.01016   0.004215         65        640:  23%|##2       | 38/168 [00:07<00:25,  5.20it/s]
     90/499      4.32G    0.01161    0.01016   0.004215         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     90/499      4.32G    0.01158    0.01015   0.004189         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     90/499      4.32G    0.01158    0.01015   0.004189         68        640:  24%|##3       | 40/168 [00:07<00:25,  5.04it/s]
     90/499      4.32G    0.01154    0.01011   0.004133         65        640:  24%|##3       | 40/168 [00:07<00:25,  5.04it/s]
     90/499      4.32G    0.01154    0.01011   0.004133         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.16it/s]
     90/499      4.32G    0.01153    0.01011   0.004147         77        640:  24%|##4       | 41/168 [00:08<00:24,  5.16it/s]
     90/499      4.32G    0.01153    0.01011   0.004147         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     90/499      4.32G    0.01148    0.01016   0.004189         84        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     90/499      4.32G    0.01148    0.01016   0.004189         84        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     90/499      4.32G    0.01147    0.01014   0.004129         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     90/499      4.32G    0.01147    0.01014   0.004129         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     90/499      4.32G    0.01148    0.01011   0.004184         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     90/499      4.32G    0.01148    0.01011   0.004184         57        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     90/499      4.32G     0.0115    0.01011   0.004193         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
     90/499      4.32G     0.0115    0.01011   0.004193         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
     90/499      4.32G    0.01151    0.01013   0.004188         63        640:  27%|##7       | 46/168 [00:09<00:23,  5.17it/s]
     90/499      4.32G    0.01151    0.01013   0.004188         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     90/499      4.32G    0.01148     0.0101   0.004235         58        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     90/499      4.32G    0.01148     0.0101   0.004235         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     90/499      4.32G    0.01148     0.0101   0.004245         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
     90/499      4.32G    0.01148     0.0101   0.004245         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     90/499      4.32G    0.01146    0.01007    0.00425         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
     90/499      4.32G    0.01146    0.01007    0.00425         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     90/499      4.32G    0.01146    0.01005   0.004234         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
     90/499      4.32G    0.01146    0.01005   0.004234         64        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
     90/499      4.32G    0.01142    0.01001   0.004198         67        640:  30%|###       | 51/168 [00:10<00:22,  5.29it/s]
     90/499      4.32G    0.01142    0.01001   0.004198         67        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     90/499      4.32G    0.01142    0.01002   0.004179         74        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     90/499      4.32G    0.01142    0.01002   0.004179         74        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     90/499      4.32G    0.01141       0.01   0.004162         60        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     90/499      4.32G    0.01141       0.01   0.004162         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     90/499      4.32G    0.01139   0.009979   0.004135         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     90/499      4.32G    0.01139   0.009979   0.004135         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     90/499      4.32G    0.01138   0.009974   0.004124         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     90/499      4.32G    0.01138   0.009974   0.004124         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     90/499      4.32G    0.01139   0.009943   0.004171         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     90/499      4.32G    0.01139   0.009943   0.004171         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
     90/499      4.32G    0.01142   0.009975   0.004113         64        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
     90/499      4.32G    0.01142   0.009975   0.004113         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     90/499      4.32G    0.01141   0.009993   0.004065         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     90/499      4.32G    0.01141   0.009993   0.004065         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     90/499      4.32G     0.0114    0.01002    0.00404         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     90/499      4.32G     0.0114    0.01002    0.00404         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
     90/499      4.32G     0.0114    0.01001   0.004043         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
     90/499      4.32G     0.0114    0.01001   0.004043         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.10it/s]
     90/499      4.32G    0.01137   0.009965    0.00403         49        640:  36%|###6      | 61/168 [00:11<00:20,  5.10it/s]
     90/499      4.32G    0.01137   0.009965    0.00403         49        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
     90/499      4.32G    0.01141   0.009999   0.003991         85        640:  37%|###6      | 62/168 [00:12<00:20,  5.20it/s]
     90/499      4.32G    0.01141   0.009999   0.003991         85        640:  38%|###7      | 63/168 [00:12<00:20,  5.17it/s]
     90/499      4.32G    0.01139   0.009986   0.003988         70        640:  38%|###7      | 63/168 [00:12<00:20,  5.17it/s]
     90/499      4.32G    0.01139   0.009986   0.003988         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
     90/499      4.32G     0.0114    0.00997   0.004033         56        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
     90/499      4.32G     0.0114    0.00997   0.004033         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     90/499      4.32G    0.01138   0.009957   0.004035         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     90/499      4.32G    0.01138   0.009957   0.004035         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     90/499      4.32G    0.01135   0.009933   0.004028         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     90/499      4.32G    0.01135   0.009933   0.004028         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.09it/s]
     90/499      4.32G    0.01133   0.009921   0.004034         71        640:  40%|###9      | 67/168 [00:13<00:19,  5.09it/s]
     90/499      4.32G    0.01133   0.009921   0.004034         71        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
     90/499      4.32G    0.01135   0.009931   0.004066         69        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
     90/499      4.32G    0.01135   0.009931   0.004066         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.24it/s]
     90/499      4.32G    0.01136   0.009915   0.004037         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.24it/s]
     90/499      4.32G    0.01136   0.009915   0.004037         66        640:  42%|####1     | 70/168 [00:13<00:19,  5.06it/s]
     90/499      4.32G    0.01136   0.009913   0.004044         74        640:  42%|####1     | 70/168 [00:13<00:19,  5.06it/s]
     90/499      4.32G    0.01136   0.009913   0.004044         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.13it/s]
     90/499      4.32G    0.01135   0.009933   0.004022         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.13it/s]
     90/499      4.32G    0.01135   0.009933   0.004022         73        640:  43%|####2     | 72/168 [00:13<00:18,  5.20it/s]
     90/499      4.32G    0.01133   0.009919   0.003982         68        640:  43%|####2     | 72/168 [00:14<00:18,  5.20it/s]
     90/499      4.32G    0.01133   0.009919   0.003982         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.09it/s]
     90/499      4.32G     0.0113   0.009933   0.004003         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.09it/s]
     90/499      4.32G     0.0113   0.009933   0.004003         70        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
     90/499      4.32G    0.01132    0.00992   0.003993         52        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
     90/499      4.32G    0.01132    0.00992   0.003993         52        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
     90/499      4.32G    0.01132   0.009929   0.004004         82        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
     90/499      4.32G    0.01132   0.009929   0.004004         82        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     90/499      4.32G    0.01131   0.009925   0.004011         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
     90/499      4.32G    0.01131   0.009925   0.004011         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     90/499      4.32G    0.01131    0.00997    0.00402         87        640:  46%|####5     | 77/168 [00:15<00:17,  5.26it/s]
     90/499      4.32G    0.01131    0.00997    0.00402         87        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     90/499      4.32G     0.0113   0.009957   0.004021         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
     90/499      4.32G     0.0113   0.009957   0.004021         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     90/499      4.32G     0.0113   0.009994    0.00401         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
     90/499      4.32G     0.0113   0.009994    0.00401         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     90/499      4.32G     0.0113    0.01001   0.004013         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
     90/499      4.32G     0.0113    0.01001   0.004013         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     90/499      4.32G    0.01132    0.01002   0.004002         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
     90/499      4.32G    0.01132    0.01002   0.004002         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     90/499      4.32G     0.0113    0.01003   0.003998         86        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
     90/499      4.32G     0.0113    0.01003   0.003998         86        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
     90/499      4.32G    0.01131    0.01006   0.003991         79        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
     90/499      4.32G    0.01131    0.01006   0.003991         79        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     90/499      4.32G    0.01131    0.01005   0.004007         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     90/499      4.32G    0.01131    0.01005   0.004007         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     90/499      4.32G    0.01131    0.01008   0.003991         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     90/499      4.32G    0.01131    0.01008   0.003991         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
     90/499      4.32G    0.01132    0.01007   0.003975         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
     90/499      4.32G    0.01132    0.01007   0.003975         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
     90/499      4.32G    0.01132    0.01004   0.004053         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
     90/499      4.32G    0.01132    0.01004   0.004053         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
     90/499      4.32G    0.01131    0.01006   0.004067         76        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
     90/499      4.32G    0.01131    0.01006   0.004067         76        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
     90/499      4.32G     0.0113    0.01005   0.004035         62        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
     90/499      4.32G     0.0113    0.01005   0.004035         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     90/499      4.32G    0.01129    0.01005    0.00408         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     90/499      4.32G    0.01129    0.01005    0.00408         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     90/499      4.32G    0.01129    0.01003   0.004045         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
     90/499      4.32G    0.01129    0.01003   0.004045         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     90/499      4.32G    0.01129    0.01007   0.004046         86        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     90/499      4.32G    0.01129    0.01007   0.004046         86        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
     90/499      4.32G    0.01127    0.01006   0.004028         70        640:  55%|#####5    | 93/168 [00:18<00:14,  5.31it/s]
     90/499      4.32G    0.01127    0.01006   0.004028         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
     90/499      4.32G    0.01127    0.01005    0.00404         64        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
     90/499      4.32G    0.01127    0.01005    0.00404         64        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
     90/499      4.32G    0.01126    0.01005   0.004057         64        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
     90/499      4.32G    0.01126    0.01005   0.004057         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.19it/s]
     90/499      4.32G    0.01126    0.01006   0.004044         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.19it/s]
     90/499      4.32G    0.01126    0.01006   0.004044         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.10it/s]
     90/499      4.32G    0.01126    0.01006   0.004036         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.10it/s]
     90/499      4.32G    0.01126    0.01006   0.004036         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.15it/s]
     90/499      4.32G    0.01128    0.01006   0.004018         74        640:  58%|#####8    | 98/168 [00:19<00:13,  5.15it/s]
     90/499      4.32G    0.01128    0.01006   0.004018         74        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
     90/499      4.32G    0.01127    0.01006   0.004012         67        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
     90/499      4.32G    0.01127    0.01006   0.004012         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.09it/s]
     90/499      4.32G    0.01127    0.01006   0.004087         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.09it/s]
     90/499      4.32G    0.01127    0.01006   0.004087         69        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
     90/499      4.32G    0.01128    0.01006   0.004076         73        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
     90/499      4.32G    0.01128    0.01006   0.004076         73        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
     90/499      4.32G    0.01127    0.01004   0.004062         61        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
     90/499      4.32G    0.01127    0.01004   0.004062         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.10it/s]
     90/499      4.32G    0.01125    0.01005   0.004087         85        640:  61%|######1   | 103/168 [00:20<00:12,  5.10it/s]
     90/499      4.32G    0.01125    0.01005   0.004087         85        640:  62%|######1   | 104/168 [00:20<00:12,  5.19it/s]
     90/499      4.32G    0.01125    0.01007    0.00407         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.19it/s]
     90/499      4.32G    0.01125    0.01007    0.00407         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.25it/s]
     90/499      4.32G    0.01124    0.01006   0.004075         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.25it/s]
     90/499      4.32G    0.01124    0.01006   0.004075         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     90/499      4.32G    0.01125    0.01005    0.00406         59        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     90/499      4.32G    0.01125    0.01005    0.00406         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
     90/499      4.32G    0.01126    0.01005   0.004052         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
     90/499      4.32G    0.01126    0.01005   0.004052         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     90/499      4.32G    0.01125    0.01006   0.004063         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     90/499      4.32G    0.01125    0.01006   0.004063         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
     90/499      4.32G    0.01126    0.01004   0.004061         53        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
     90/499      4.32G    0.01126    0.01004   0.004061         53        640:  65%|######5   | 110/168 [00:21<00:11,  5.18it/s]
     90/499      4.32G    0.01125    0.01003   0.004067         59        640:  65%|######5   | 110/168 [00:21<00:11,  5.18it/s]
     90/499      4.32G    0.01125    0.01003   0.004067         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
     90/499      4.32G    0.01126    0.01003   0.004086         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
     90/499      4.32G    0.01126    0.01003   0.004086         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     90/499      4.32G    0.01127    0.01002   0.004072         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     90/499      4.32G    0.01127    0.01002   0.004072         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.14it/s]
     90/499      4.32G    0.01126    0.01002   0.004055         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.14it/s]
     90/499      4.32G    0.01126    0.01002   0.004055         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.24it/s]
     90/499      4.32G    0.01127    0.01003   0.004049         77        640:  68%|######7   | 114/168 [00:22<00:10,  5.24it/s]
     90/499      4.32G    0.01127    0.01003   0.004049         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     90/499      4.32G    0.01125    0.01001   0.004043         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     90/499      4.32G    0.01125    0.01001   0.004043         65        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
     90/499      4.32G    0.01125    0.01001   0.004028         65        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
     90/499      4.32G    0.01125    0.01001   0.004028         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.21it/s]
     90/499      4.32G    0.01125    0.01002   0.004042         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.21it/s]
     90/499      4.32G    0.01125    0.01002   0.004042         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.08it/s]
     90/499      4.32G    0.01124   0.009997    0.00405         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.08it/s]
     90/499      4.32G    0.01124   0.009997    0.00405         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.16it/s]
     90/499      4.32G    0.01124   0.009994   0.004043         73        640:  71%|#######   | 119/168 [00:23<00:09,  5.16it/s]
     90/499      4.32G    0.01124   0.009994   0.004043         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.11it/s]
     90/499      4.32G    0.01124    0.01002   0.004042         89        640:  71%|#######1  | 120/168 [00:23<00:09,  5.11it/s]
     90/499      4.32G    0.01124    0.01002   0.004042         89        640:  72%|#######2  | 121/168 [00:23<00:09,  5.01it/s]
     90/499      4.32G    0.01123       0.01    0.00405         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.01it/s]
     90/499      4.32G    0.01123       0.01    0.00405         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.13it/s]
     90/499      4.32G    0.01124   0.009995    0.00406         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.13it/s]
     90/499      4.32G    0.01124   0.009995    0.00406         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.19it/s]
     90/499      4.32G    0.01123       0.01   0.004055         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.19it/s]
     90/499      4.32G    0.01123       0.01   0.004055         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.10it/s]
     90/499      4.32G    0.01123   0.009978   0.004056         63        640:  74%|#######3  | 124/168 [00:24<00:08,  5.10it/s]
     90/499      4.32G    0.01123   0.009978   0.004056         63        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     90/499      4.32G    0.01122   0.009984    0.00404         74        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     90/499      4.32G    0.01122   0.009984    0.00404         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     90/499      4.32G    0.01123   0.009986   0.004058         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
     90/499      4.32G    0.01123   0.009986   0.004058         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     90/499      4.32G    0.01123    0.00998   0.004063         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
     90/499      4.32G    0.01123    0.00998   0.004063         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     90/499      4.32G    0.01122   0.009981   0.004055         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
     90/499      4.32G    0.01122   0.009981   0.004055         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
     90/499      4.32G    0.01122   0.009977   0.004049         63        640:  77%|#######6  | 129/168 [00:25<00:07,  5.30it/s]
     90/499      4.32G    0.01122   0.009977   0.004049         63        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
     90/499      4.32G    0.01123   0.009979   0.004049         74        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
     90/499      4.32G    0.01123   0.009979   0.004049         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     90/499      4.32G    0.01122   0.009988   0.004048         79        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
     90/499      4.32G    0.01122   0.009988   0.004048         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     90/499      4.32G    0.01122   0.009973   0.004039         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
     90/499      4.32G    0.01122   0.009973   0.004039         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
     90/499      4.32G    0.01123   0.009973   0.004072         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
     90/499      4.32G    0.01123   0.009973   0.004072         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
     90/499      4.32G    0.01124   0.009992    0.00407         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
     90/499      4.32G    0.01124   0.009992    0.00407         71        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
     90/499      4.32G    0.01123   0.009995   0.004059         74        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
     90/499      4.32G    0.01123   0.009995   0.004059         74        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     90/499      4.32G    0.01123   0.009982   0.004055         63        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
     90/499      4.32G    0.01123   0.009982   0.004055         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
     90/499      4.32G    0.01123   0.009992   0.004036         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
     90/499      4.32G    0.01123   0.009992   0.004036         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     90/499      4.32G    0.01123   0.009983   0.004021         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
     90/499      4.32G    0.01123   0.009983   0.004021         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     90/499      4.32G    0.01123   0.009984   0.004005         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     90/499      4.32G    0.01123   0.009984   0.004005         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     90/499      4.32G    0.01124   0.009988    0.00401         72        640:  83%|########3 | 140/168 [00:27<00:05,  5.24it/s]
     90/499      4.32G    0.01124   0.009988    0.00401         72        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     90/499      4.32G    0.01124   0.009972   0.003989         53        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     90/499      4.32G    0.01124   0.009972   0.003989         53        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
     90/499      4.32G    0.01123   0.009965    0.00399         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
     90/499      4.32G    0.01123   0.009965    0.00399         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
     90/499      4.32G    0.01123   0.009972   0.003989         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
     90/499      4.32G    0.01123   0.009972   0.003989         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     90/499      4.32G    0.01121   0.009958   0.003979         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
     90/499      4.32G    0.01121   0.009958   0.003979         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     90/499      4.32G     0.0112   0.009954   0.004007         65        640:  86%|########6 | 145/168 [00:28<00:04,  5.16it/s]
     90/499      4.32G     0.0112   0.009954   0.004007         65        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
     90/499      4.32G    0.01121    0.00996   0.003993         77        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
     90/499      4.32G    0.01121    0.00996   0.003993         77        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
     90/499      4.32G    0.01121   0.009958   0.003984         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
     90/499      4.32G    0.01121   0.009958   0.003984         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
     90/499      4.32G    0.01122    0.00996   0.003989         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
     90/499      4.32G    0.01122    0.00996   0.003989         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     90/499      4.32G    0.01122    0.00996   0.003991         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     90/499      4.32G    0.01122    0.00996   0.003991         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.24it/s]
     90/499      4.32G    0.01123   0.009961    0.00398         69        640:  89%|########9 | 150/168 [00:29<00:03,  5.24it/s]
     90/499      4.32G    0.01123   0.009961    0.00398         69        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
     90/499      4.32G    0.01124   0.009956   0.003988         71        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
     90/499      4.32G    0.01124   0.009956   0.003988         71        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     90/499      4.32G    0.01124   0.009963   0.003975         82        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     90/499      4.32G    0.01124   0.009963   0.003975         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
     90/499      4.32G    0.01123   0.009964   0.003986         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
     90/499      4.32G    0.01123   0.009964   0.003986         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     90/499      4.32G    0.01124   0.009979   0.003981         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     90/499      4.32G    0.01124   0.009979   0.003981         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
     90/499      4.32G    0.01124   0.009974   0.003962         75        640:  92%|#########2| 155/168 [00:30<00:02,  5.20it/s]
     90/499      4.32G    0.01124   0.009974   0.003962         75        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
     90/499      4.32G    0.01123   0.009969   0.003964         59        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
     90/499      4.32G    0.01123   0.009969   0.003964         59        640:  93%|#########3| 157/168 [00:30<00:02,  5.11it/s]
     90/499      4.32G    0.01122   0.009953   0.003963         63        640:  93%|#########3| 157/168 [00:30<00:02,  5.11it/s]
     90/499      4.32G    0.01122   0.009953   0.003963         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     90/499      4.32G    0.01122   0.009951   0.003969         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     90/499      4.32G    0.01122   0.009951   0.003969         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     90/499      4.32G    0.01122   0.009949   0.003974         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     90/499      4.32G    0.01122   0.009949   0.003974         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     90/499      4.32G    0.01122   0.009943   0.003988         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     90/499      4.32G    0.01122   0.009943   0.003988         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
     90/499      4.32G    0.01124   0.009937   0.003982         65        640:  96%|#########5| 161/168 [00:31<00:01,  5.20it/s]
     90/499      4.32G    0.01124   0.009937   0.003982         65        640:  96%|#########6| 162/168 [00:31<00:01,  5.25it/s]
     90/499      4.32G    0.01123   0.009931   0.003966         64        640:  96%|#########6| 162/168 [00:31<00:01,  5.25it/s]
     90/499      4.32G    0.01123   0.009931   0.003966         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     90/499      4.32G    0.01123    0.00993   0.003966         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     90/499      4.32G    0.01123    0.00993   0.003966         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.15it/s]
     90/499      4.32G    0.01122   0.009931   0.003954         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.15it/s]
     90/499      4.32G    0.01122   0.009931   0.003954         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.20it/s]
     90/499      4.32G    0.01121   0.009926   0.003934         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.20it/s]
     90/499      4.32G    0.01121   0.009926   0.003934         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.04it/s]
     90/499      4.32G    0.01121   0.009933   0.003932         80        640:  99%|#########8| 166/168 [00:32<00:00,  5.04it/s]
     90/499      4.32G    0.01121   0.009933   0.003932         80        640:  99%|#########9| 167/168 [00:32<00:00,  5.16it/s]
     90/499      4.32G    0.01121   0.009931   0.003928         31        640:  99%|#########9| 167/168 [00:32<00:00,  5.16it/s]
     90/499      4.32G    0.01121   0.009931   0.003928         31        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
     90/499      4.32G    0.01121   0.009931   0.003928         31        640: 100%|##########| 168/168 [00:32<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.812      0.856      0.857       0.74

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     91/499      4.32G   0.009372   0.008149   0.002394         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
     91/499      4.32G   0.009372   0.008149   0.002394         59        640:   1%|          | 1/168 [00:00<00:34,  4.80it/s]
     91/499      4.32G    0.01057   0.008166   0.002579         64        640:   1%|          | 1/168 [00:00<00:34,  4.80it/s]
     91/499      4.32G    0.01057   0.008166   0.002579         64        640:   1%|1         | 2/168 [00:00<00:32,  5.05it/s]
     91/499      4.32G    0.01176   0.008801   0.002559         67        640:   1%|1         | 2/168 [00:00<00:32,  5.05it/s]
     91/499      4.32G    0.01176   0.008801   0.002559         67        640:   2%|1         | 3/168 [00:00<00:31,  5.21it/s]
     91/499      4.32G    0.01175   0.009709   0.002671         82        640:   2%|1         | 3/168 [00:00<00:31,  5.21it/s]
     91/499      4.32G    0.01175   0.009709   0.002671         82        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     91/499      4.32G    0.01155   0.009859   0.002759         69        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
     91/499      4.32G    0.01155   0.009859   0.002759         69        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
     91/499      4.32G    0.01144   0.009585   0.002841         49        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
     91/499      4.32G    0.01144   0.009585   0.002841         49        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     91/499      4.32G    0.01155    0.01006   0.003142         87        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     91/499      4.32G    0.01155    0.01006   0.003142         87        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     91/499      4.32G    0.01144   0.009802   0.003583         53        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
     91/499      4.32G    0.01144   0.009802   0.003583         53        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     91/499      4.32G    0.01125   0.009382   0.003491         54        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     91/499      4.32G    0.01125   0.009382   0.003491         54        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
     91/499      4.32G    0.01123   0.009436   0.003492         81        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
     91/499      4.32G    0.01123   0.009436   0.003492         81        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
     91/499      4.32G    0.01123   0.009587   0.003586         74        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
     91/499      4.32G    0.01123   0.009587   0.003586         74        640:   7%|6         | 11/168 [00:02<00:30,  5.18it/s]
     91/499      4.32G    0.01105   0.009447   0.003914         62        640:   7%|6         | 11/168 [00:02<00:30,  5.18it/s]
     91/499      4.32G    0.01105   0.009447   0.003914         62        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
     91/499      4.32G    0.01105   0.009514   0.003977         69        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
     91/499      4.32G    0.01105   0.009514   0.003977         69        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     91/499      4.32G    0.01097   0.009484   0.003903         60        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     91/499      4.32G    0.01097   0.009484   0.003903         60        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     91/499      4.32G    0.01098   0.009501   0.003842         76        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
     91/499      4.32G    0.01098   0.009501   0.003842         76        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
     91/499      4.32G    0.01098   0.009555    0.00378         72        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
     91/499      4.32G    0.01098   0.009555    0.00378         72        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     91/499      4.32G     0.0109   0.009476    0.00368         70        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
     91/499      4.32G     0.0109   0.009476    0.00368         70        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     91/499      4.32G    0.01082   0.009577   0.003753         75        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
     91/499      4.32G    0.01082   0.009577   0.003753         75        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     91/499      4.32G    0.01076   0.009574    0.00382         70        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
     91/499      4.32G    0.01076   0.009574    0.00382         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     91/499      4.32G    0.01079   0.009595   0.003932         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
     91/499      4.32G    0.01079   0.009595   0.003932         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
     91/499      4.32G     0.0109   0.009507   0.003817         53        640:  12%|#1        | 20/168 [00:04<00:28,  5.26it/s]
     91/499      4.32G     0.0109   0.009507   0.003817         53        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     91/499      4.32G    0.01093   0.009454   0.003826         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
     91/499      4.32G    0.01093   0.009454   0.003826         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     91/499      4.32G    0.01099   0.009475   0.003986         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     91/499      4.32G    0.01099   0.009475   0.003986         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     91/499      4.32G    0.01106   0.009566   0.004061         88        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     91/499      4.32G    0.01106   0.009566   0.004061         88        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     91/499      4.32G    0.01103   0.009481   0.004033         50        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
     91/499      4.32G    0.01103   0.009481   0.004033         50        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     91/499      4.32G    0.01104   0.009465   0.003943         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     91/499      4.32G    0.01104   0.009465   0.003943         59        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
     91/499      4.32G    0.01103   0.009421   0.003991         68        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
     91/499      4.32G    0.01103   0.009421   0.003991         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
     91/499      4.32G    0.01105   0.009436   0.003872         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
     91/499      4.32G    0.01105   0.009436   0.003872         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
     91/499      4.32G    0.01102   0.009489   0.003958         77        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
     91/499      4.32G    0.01102   0.009489   0.003958         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.20it/s]
     91/499      4.32G    0.01102   0.009642   0.004024         85        640:  17%|#7        | 29/168 [00:05<00:26,  5.20it/s]
     91/499      4.32G    0.01102   0.009642   0.004024         85        640:  18%|#7        | 30/168 [00:05<00:26,  5.27it/s]
     91/499      4.32G    0.01103   0.009687   0.004007         77        640:  18%|#7        | 30/168 [00:05<00:26,  5.27it/s]
     91/499      4.32G    0.01103   0.009687   0.004007         77        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
     91/499      4.32G    0.01109   0.009735   0.003994         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
     91/499      4.32G    0.01109   0.009735   0.003994         66        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
     91/499      4.32G    0.01113    0.00984   0.003978         83        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
     91/499      4.32G    0.01113    0.00984   0.003978         83        640:  20%|#9        | 33/168 [00:06<00:26,  5.17it/s]
     91/499      4.32G     0.0111   0.009761   0.004023         56        640:  20%|#9        | 33/168 [00:06<00:26,  5.17it/s]
     91/499      4.32G     0.0111   0.009761   0.004023         56        640:  20%|##        | 34/168 [00:06<00:26,  5.00it/s]
     91/499      4.32G    0.01113   0.009781   0.003971         60        640:  20%|##        | 34/168 [00:06<00:26,  5.00it/s]
     91/499      4.32G    0.01113   0.009781   0.003971         60        640:  21%|##        | 35/168 [00:06<00:25,  5.15it/s]
     91/499      4.32G    0.01114   0.009762   0.003958         71        640:  21%|##        | 35/168 [00:06<00:25,  5.15it/s]
     91/499      4.32G    0.01114   0.009762   0.003958         71        640:  21%|##1       | 36/168 [00:06<00:25,  5.22it/s]
     91/499      4.32G    0.01112   0.009792   0.003857         80        640:  21%|##1       | 36/168 [00:07<00:25,  5.22it/s]
     91/499      4.32G    0.01112   0.009792   0.003857         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.07it/s]
     91/499      4.32G    0.01114   0.009792   0.003812         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.07it/s]
     91/499      4.32G    0.01114   0.009792   0.003812         65        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
     91/499      4.32G    0.01113    0.00979   0.003809         61        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
     91/499      4.32G    0.01113    0.00979   0.003809         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     91/499      4.32G     0.0111   0.009786   0.003806         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     91/499      4.32G     0.0111   0.009786   0.003806         68        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
     91/499      4.32G    0.01113   0.009803   0.003812         65        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
     91/499      4.32G    0.01113   0.009803   0.003812         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.20it/s]
     91/499      4.32G    0.01112   0.009749     0.0038         53        640:  24%|##4       | 41/168 [00:08<00:24,  5.20it/s]
     91/499      4.32G    0.01112   0.009749     0.0038         53        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     91/499      4.32G    0.01119   0.009761   0.003762         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     91/499      4.32G    0.01119   0.009761   0.003762         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     91/499      4.32G    0.01115   0.009753   0.003837         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     91/499      4.32G    0.01115   0.009753   0.003837         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     91/499      4.32G    0.01115   0.009802    0.00389         86        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
     91/499      4.32G    0.01115   0.009802    0.00389         86        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
     91/499      4.32G    0.01112   0.009792   0.003846         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
     91/499      4.32G    0.01112   0.009792   0.003846         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     91/499      4.32G    0.01115   0.009788   0.003819         66        640:  27%|##7       | 46/168 [00:09<00:23,  5.15it/s]
     91/499      4.32G    0.01115   0.009788   0.003819         66        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     91/499      4.32G    0.01115   0.009747   0.003856         58        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
     91/499      4.32G    0.01115   0.009747   0.003856         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     91/499      4.32G    0.01117   0.009786   0.003919         82        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     91/499      4.32G    0.01117   0.009786   0.003919         82        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     91/499      4.32G    0.01114   0.009766   0.003932         62        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
     91/499      4.32G    0.01114   0.009766   0.003932         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.15it/s]
     91/499      4.32G    0.01118    0.00976   0.004003         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.15it/s]
     91/499      4.32G    0.01118    0.00976   0.004003         60        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
     91/499      4.32G     0.0112     0.0098   0.004023         68        640:  30%|###       | 51/168 [00:10<00:22,  5.25it/s]
     91/499      4.32G     0.0112     0.0098   0.004023         68        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     91/499      4.32G    0.01119    0.00985   0.003986        100        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
     91/499      4.32G    0.01119    0.00985   0.003986        100        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     91/499      4.32G     0.0112   0.009844   0.003953         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     91/499      4.32G     0.0112   0.009844   0.003953         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     91/499      4.32G     0.0112   0.009841   0.003962         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     91/499      4.32G     0.0112   0.009841   0.003962         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     91/499      4.32G    0.01118   0.009829   0.003999         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     91/499      4.32G    0.01118   0.009829   0.003999         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     91/499      4.32G    0.01118   0.009824    0.00399         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     91/499      4.32G    0.01118   0.009824    0.00399         61        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
     91/499      4.32G    0.01121   0.009881   0.004051         74        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
     91/499      4.32G    0.01121   0.009881   0.004051         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     91/499      4.32G    0.01118   0.009905    0.00402         90        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     91/499      4.32G    0.01118   0.009905    0.00402         90        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     91/499      4.32G    0.01117    0.00986   0.003986         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     91/499      4.32G    0.01117    0.00986   0.003986         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     91/499      4.32G    0.01117   0.009908   0.003965         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
     91/499      4.32G    0.01117   0.009908   0.003965         77        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     91/499      4.32G    0.01115   0.009919   0.003955         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     91/499      4.32G    0.01115   0.009919   0.003955         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
     91/499      4.32G    0.01117   0.009928   0.003981         65        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
     91/499      4.32G    0.01117   0.009928   0.003981         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     91/499      4.32G    0.01118   0.009968   0.003963         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
     91/499      4.32G    0.01118   0.009968   0.003963         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
     91/499      4.32G     0.0112   0.009979    0.00395         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
     91/499      4.32G     0.0112   0.009979    0.00395         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     91/499      4.32G     0.0112   0.009996   0.003941         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
     91/499      4.32G     0.0112   0.009996   0.003941         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     91/499      4.32G    0.01119    0.01002   0.003959         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
     91/499      4.32G    0.01119    0.01002   0.003959         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
     91/499      4.32G    0.01117   0.009969   0.003959         54        640:  40%|###9      | 67/168 [00:13<00:19,  5.14it/s]
     91/499      4.32G    0.01117   0.009969   0.003959         54        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
     91/499      4.32G    0.01116   0.009932   0.004041         63        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
     91/499      4.32G    0.01116   0.009932   0.004041         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     91/499      4.32G    0.01115   0.009898   0.004017         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     91/499      4.32G    0.01115   0.009898   0.004017         58        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     91/499      4.32G    0.01115   0.009913   0.004086         78        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     91/499      4.32G    0.01115   0.009913   0.004086         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
     91/499      4.32G    0.01112   0.009908   0.004094         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
     91/499      4.32G    0.01112   0.009908   0.004094         76        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     91/499      4.32G    0.01112     0.0099   0.004133         64        640:  43%|####2     | 72/168 [00:14<00:18,  5.32it/s]
     91/499      4.32G    0.01112     0.0099   0.004133         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     91/499      4.32G    0.01113   0.009908   0.004139         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
     91/499      4.32G    0.01113   0.009908   0.004139         78        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
     91/499      4.32G    0.01113   0.009886   0.004128         60        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
     91/499      4.32G    0.01113   0.009886   0.004128         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     91/499      4.32G    0.01111   0.009842   0.004104         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     91/499      4.32G    0.01111   0.009842   0.004104         53        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     91/499      4.32G    0.01111   0.009807   0.004094         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
     91/499      4.32G    0.01111   0.009807   0.004094         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
     91/499      4.32G    0.01113   0.009788   0.004075         53        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
     91/499      4.32G    0.01113   0.009788   0.004075         53        640:  46%|####6     | 78/168 [00:14<00:17,  5.23it/s]
     91/499      4.32G    0.01113   0.009788   0.004096         68        640:  46%|####6     | 78/168 [00:15<00:17,  5.23it/s]
     91/499      4.32G    0.01113   0.009788   0.004096         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     91/499      4.32G    0.01111   0.009786   0.004083         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     91/499      4.32G    0.01111   0.009786   0.004083         64        640:  48%|####7     | 80/168 [00:15<00:17,  5.16it/s]
     91/499      4.32G    0.01112   0.009782   0.004063         72        640:  48%|####7     | 80/168 [00:15<00:17,  5.16it/s]
     91/499      4.32G    0.01112   0.009782   0.004063         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.24it/s]
     91/499      4.32G    0.01111   0.009788   0.004068         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.24it/s]
     91/499      4.32G    0.01111   0.009788   0.004068         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.09it/s]
     91/499      4.32G    0.01111   0.009792   0.004085         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.09it/s]
     91/499      4.32G    0.01111   0.009792   0.004085         78        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
     91/499      4.32G    0.01109   0.009789    0.00408         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.20it/s]
     91/499      4.32G    0.01109   0.009789    0.00408         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     91/499      4.32G    0.01108     0.0098    0.00411         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
     91/499      4.32G    0.01108     0.0098    0.00411         72        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     91/499      4.32G    0.01107   0.009773   0.004112         60        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
     91/499      4.32G    0.01107   0.009773   0.004112         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     91/499      4.32G    0.01107   0.009781   0.004125         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
     91/499      4.32G    0.01107   0.009781   0.004125         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     91/499      4.32G    0.01109   0.009761   0.004188         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
     91/499      4.32G    0.01109   0.009761   0.004188         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
     91/499      4.32G    0.01109   0.009772   0.004192         78        640:  52%|#####2    | 88/168 [00:17<00:15,  5.19it/s]
     91/499      4.32G    0.01109   0.009772   0.004192         78        640:  53%|#####2    | 89/168 [00:17<00:15,  5.27it/s]
     91/499      4.32G    0.01108   0.009754   0.004185         62        640:  53%|#####2    | 89/168 [00:17<00:15,  5.27it/s]
     91/499      4.32G    0.01108   0.009754   0.004185         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     91/499      4.32G     0.0111   0.009789   0.004168         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
     91/499      4.32G     0.0111   0.009789   0.004168         78        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     91/499      4.32G    0.01111   0.009802   0.004171         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
     91/499      4.32G    0.01111   0.009802   0.004171         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     91/499      4.32G    0.01109   0.009799   0.004167         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
     91/499      4.32G    0.01109   0.009799   0.004167         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
     91/499      4.32G     0.0111   0.009813   0.004166         80        640:  55%|#####5    | 93/168 [00:18<00:14,  5.34it/s]
     91/499      4.32G     0.0111   0.009813   0.004166         80        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     91/499      4.32G     0.0111   0.009831   0.004163         76        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
     91/499      4.32G     0.0111   0.009831   0.004163         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     91/499      4.32G    0.01113   0.009846   0.004177         70        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     91/499      4.32G    0.01113   0.009846   0.004177         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     91/499      4.32G    0.01112   0.009823    0.00417         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     91/499      4.32G    0.01112   0.009823    0.00417         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
     91/499      4.32G    0.01111   0.009836   0.004179         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
     91/499      4.32G    0.01111   0.009836   0.004179         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
     91/499      4.32G    0.01112   0.009843   0.004167         68        640:  58%|#####8    | 98/168 [00:19<00:13,  5.22it/s]
     91/499      4.32G    0.01112   0.009843   0.004167         68        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
     91/499      4.32G    0.01114   0.009833   0.004179         65        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
     91/499      4.32G    0.01114   0.009833   0.004179         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
     91/499      4.32G    0.01114   0.009845   0.004165         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
     91/499      4.32G    0.01114   0.009845   0.004165         67        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
     91/499      4.32G    0.01114   0.009853   0.004175         78        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
     91/499      4.32G    0.01114   0.009853   0.004175         78        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     91/499      4.32G    0.01115   0.009857   0.004171         72        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     91/499      4.32G    0.01115   0.009857   0.004171         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     91/499      4.32G    0.01115   0.009867   0.004169         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     91/499      4.32G    0.01115   0.009867   0.004169         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
     91/499      4.32G    0.01115   0.009869   0.004146         58        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
     91/499      4.32G    0.01115   0.009869   0.004146         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     91/499      4.32G    0.01117   0.009913   0.004136         87        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
     91/499      4.32G    0.01117   0.009913   0.004136         87        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     91/499      4.32G    0.01117   0.009906   0.004134         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
     91/499      4.32G    0.01117   0.009906   0.004134         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     91/499      4.32G    0.01116   0.009909    0.00412         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
     91/499      4.32G    0.01116   0.009909    0.00412         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     91/499      4.32G    0.01117   0.009907   0.004131         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
     91/499      4.32G    0.01117   0.009907   0.004131         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     91/499      4.32G    0.01118   0.009895   0.004131         69        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     91/499      4.32G    0.01118   0.009895   0.004131         69        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     91/499      4.32G    0.01118   0.009895   0.004108         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     91/499      4.32G    0.01118   0.009895   0.004108         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     91/499      4.32G    0.01117   0.009894   0.004105         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     91/499      4.32G    0.01117   0.009894   0.004105         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     91/499      4.32G    0.01118   0.009891   0.004114         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     91/499      4.32G    0.01118   0.009891   0.004114         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     91/499      4.32G    0.01117     0.0099   0.004141         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     91/499      4.32G    0.01117     0.0099   0.004141         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
     91/499      4.32G    0.01117   0.009917   0.004142         86        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
     91/499      4.32G    0.01117   0.009917   0.004142         86        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     91/499      4.32G    0.01116     0.0099    0.00415         56        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     91/499      4.32G    0.01116     0.0099    0.00415         56        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
     91/499      4.32G    0.01116   0.009908   0.004151         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
     91/499      4.32G    0.01116   0.009908   0.004151         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     91/499      4.32G    0.01119   0.009894   0.004141         40        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     91/499      4.32G    0.01119   0.009894   0.004141         40        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
     91/499      4.32G     0.0112   0.009898   0.004132         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
     91/499      4.32G     0.0112   0.009898   0.004132         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
     91/499      4.32G    0.01121   0.009882   0.004152         49        640:  71%|#######   | 119/168 [00:23<00:09,  5.26it/s]
     91/499      4.32G    0.01121   0.009882   0.004152         49        640:  71%|#######1  | 120/168 [00:23<00:09,  5.33it/s]
     91/499      4.32G    0.01121   0.009891   0.004152         69        640:  71%|#######1  | 120/168 [00:23<00:09,  5.33it/s]
     91/499      4.32G    0.01121   0.009891   0.004152         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     91/499      4.32G     0.0112   0.009886   0.004138         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     91/499      4.32G     0.0112   0.009886   0.004138         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     91/499      4.32G     0.0112   0.009899   0.004143         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
     91/499      4.32G     0.0112   0.009899   0.004143         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     91/499      4.32G    0.01121   0.009904   0.004148         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
     91/499      4.32G    0.01121   0.009904   0.004148         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     91/499      4.32G    0.01121   0.009934   0.004138         89        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
     91/499      4.32G    0.01121   0.009934   0.004138         89        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
     91/499      4.32G    0.01122    0.00994   0.004132         75        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
     91/499      4.32G    0.01122    0.00994   0.004132         75        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     91/499      4.32G    0.01124   0.009942   0.004136         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     91/499      4.32G    0.01124   0.009942   0.004136         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
     91/499      4.32G    0.01124   0.009947    0.00412         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
     91/499      4.32G    0.01124   0.009947    0.00412         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     91/499      4.32G    0.01125   0.009944   0.004113         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     91/499      4.32G    0.01125   0.009944   0.004113         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
     91/499      4.32G    0.01126   0.009947   0.004098         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
     91/499      4.32G    0.01126   0.009947   0.004098         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
     91/499      4.32G    0.01126   0.009941   0.004104         65        640:  77%|#######7  | 130/168 [00:25<00:07,  5.14it/s]
     91/499      4.32G    0.01126   0.009941   0.004104         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     91/499      4.32G    0.01125   0.009936   0.004118         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     91/499      4.32G    0.01125   0.009936   0.004118         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     91/499      4.32G    0.01124   0.009933   0.004115         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
     91/499      4.32G    0.01124   0.009933   0.004115         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     91/499      4.32G    0.01123   0.009938   0.004128         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
     91/499      4.32G    0.01123   0.009938   0.004128         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
     91/499      4.32G    0.01122   0.009932   0.004133         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
     91/499      4.32G    0.01122   0.009932   0.004133         64        640:  80%|########  | 135/168 [00:25<00:06,  5.20it/s]
     91/499      4.32G    0.01121    0.00994   0.004135         79        640:  80%|########  | 135/168 [00:26<00:06,  5.20it/s]
     91/499      4.32G    0.01121    0.00994   0.004135         79        640:  81%|########  | 136/168 [00:26<00:06,  5.08it/s]
     91/499      4.32G    0.01121   0.009959   0.004126         79        640:  81%|########  | 136/168 [00:26<00:06,  5.08it/s]
     91/499      4.32G    0.01121   0.009959   0.004126         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
     91/499      4.32G    0.01121   0.009968   0.004143         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
     91/499      4.32G    0.01121   0.009968   0.004143         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     91/499      4.32G     0.0112   0.009957   0.004128         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     91/499      4.32G     0.0112   0.009957   0.004128         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     91/499      4.32G    0.01119   0.009969   0.004119         85        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
     91/499      4.32G    0.01119   0.009969   0.004119         85        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
     91/499      4.32G    0.01119   0.009973   0.004104         73        640:  83%|########3 | 140/168 [00:27<00:05,  5.23it/s]
     91/499      4.32G    0.01119   0.009973   0.004104         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
     91/499      4.32G    0.01119    0.00999   0.004091         84        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
     91/499      4.32G    0.01119    0.00999   0.004091         84        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     91/499      4.32G    0.01119   0.009997   0.004092         76        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     91/499      4.32G    0.01119   0.009997   0.004092         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     91/499      4.32G    0.01118   0.009993   0.004084         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     91/499      4.32G    0.01118   0.009993   0.004084         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.20it/s]
     91/499      4.32G    0.01119    0.01001   0.004095         82        640:  86%|########5 | 144/168 [00:27<00:04,  5.20it/s]
     91/499      4.32G    0.01119    0.01001   0.004095         82        640:  86%|########6 | 145/168 [00:27<00:04,  5.10it/s]
     91/499      4.32G    0.01119    0.01001   0.004099         67        640:  86%|########6 | 145/168 [00:28<00:04,  5.10it/s]
     91/499      4.32G    0.01119    0.01001   0.004099         67        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
     91/499      4.32G    0.01119    0.01002     0.0041         74        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
     91/499      4.32G    0.01119    0.01002     0.0041         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
     91/499      4.32G    0.01119    0.01003   0.004097         67        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
     91/499      4.32G    0.01119    0.01003   0.004097         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     91/499      4.32G    0.01118    0.01001   0.004093         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     91/499      4.32G    0.01118    0.01001   0.004093         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     91/499      4.32G    0.01118    0.01002   0.004112         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
     91/499      4.32G    0.01118    0.01002   0.004112         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     91/499      4.32G    0.01117    0.01003   0.004105         84        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
     91/499      4.32G    0.01117    0.01003   0.004105         84        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
     91/499      4.32G    0.01117    0.01003   0.004093         68        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
     91/499      4.32G    0.01117    0.01003   0.004093         68        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     91/499      4.32G    0.01116    0.01002   0.004119         63        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
     91/499      4.32G    0.01116    0.01002   0.004119         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     91/499      4.32G    0.01116    0.01001   0.004112         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
     91/499      4.32G    0.01116    0.01001   0.004112         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     91/499      4.32G    0.01115    0.01002   0.004109         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
     91/499      4.32G    0.01115    0.01002   0.004109         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     91/499      4.32G    0.01115    0.01001    0.00412         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
     91/499      4.32G    0.01115    0.01001    0.00412         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
     91/499      4.32G    0.01116    0.01001   0.004117         64        640:  93%|#########2| 156/168 [00:30<00:02,  5.30it/s]
     91/499      4.32G    0.01116    0.01001   0.004117         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     91/499      4.32G    0.01116    0.01002   0.004106         85        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
     91/499      4.32G    0.01116    0.01002   0.004106         85        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     91/499      4.32G    0.01117    0.01003     0.0041         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     91/499      4.32G    0.01117    0.01003     0.0041         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     91/499      4.32G    0.01116    0.01002   0.004122         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
     91/499      4.32G    0.01116    0.01002   0.004122         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     91/499      4.32G    0.01115    0.01002   0.004112         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     91/499      4.32G    0.01115    0.01002   0.004112         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
     91/499      4.32G    0.01117    0.01002   0.004121         68        640:  96%|#########5| 161/168 [00:31<00:01,  5.23it/s]
     91/499      4.32G    0.01117    0.01002   0.004121         68        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     91/499      4.32G    0.01117    0.01003   0.004122         75        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     91/499      4.32G    0.01117    0.01003   0.004122         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     91/499      4.32G    0.01116    0.01002   0.004144         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     91/499      4.32G    0.01116    0.01002   0.004144         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     91/499      4.32G    0.01116    0.01002   0.004138         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     91/499      4.32G    0.01116    0.01002   0.004138         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
     91/499      4.32G    0.01116    0.01001   0.004138         55        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
     91/499      4.32G    0.01116    0.01001   0.004138         55        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
     91/499      4.32G    0.01116       0.01   0.004155         66        640:  99%|#########8| 166/168 [00:32<00:00,  5.15it/s]
     91/499      4.32G    0.01116       0.01   0.004155         66        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
     91/499      4.32G    0.01117   0.009995    0.00415         29        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
     91/499      4.32G    0.01117   0.009995    0.00415         29        640: 100%|##########| 168/168 [00:32<00:00,  5.39it/s]
     91/499      4.32G    0.01117   0.009995    0.00415         29        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.847      0.861      0.883      0.741

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     92/499      4.32G     0.0108   0.009104   0.002039         58        640:   0%|          | 0/168 [00:00<?, ?it/s]
     92/499      4.32G     0.0108   0.009104   0.002039         58        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     92/499      4.32G    0.01169    0.01065   0.004401         71        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     92/499      4.32G    0.01169    0.01065   0.004401         71        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
     92/499      4.32G    0.01124    0.00985   0.003995         68        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
     92/499      4.32G    0.01124    0.00985   0.003995         68        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     92/499      4.32G    0.01115    0.01003   0.003995         72        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
     92/499      4.32G    0.01115    0.01003   0.003995         72        640:   2%|2         | 4/168 [00:00<00:32,  5.01it/s]
     92/499      4.32G    0.01121    0.01031   0.003707         83        640:   2%|2         | 4/168 [00:00<00:32,  5.01it/s]
     92/499      4.32G    0.01121    0.01031   0.003707         83        640:   3%|2         | 5/168 [00:00<00:31,  5.16it/s]
     92/499      4.32G     0.0113    0.01017   0.003651         67        640:   3%|2         | 5/168 [00:01<00:31,  5.16it/s]
     92/499      4.32G     0.0113    0.01017   0.003651         67        640:   4%|3         | 6/168 [00:01<00:31,  5.21it/s]
     92/499      4.32G     0.0113    0.01007   0.003731         76        640:   4%|3         | 6/168 [00:01<00:31,  5.21it/s]
     92/499      4.32G     0.0113    0.01007   0.003731         76        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     92/499      4.32G    0.01133    0.01007   0.003617         71        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
     92/499      4.32G    0.01133    0.01007   0.003617         71        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     92/499      4.32G     0.0114    0.01008   0.003792         69        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
     92/499      4.32G     0.0114    0.01008   0.003792         69        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     92/499      4.32G     0.0114    0.01013   0.003785         67        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     92/499      4.32G     0.0114    0.01013   0.003785         67        640:   6%|5         | 10/168 [00:01<00:31,  5.09it/s]
     92/499      4.32G    0.01131    0.01022   0.003814         90        640:   6%|5         | 10/168 [00:02<00:31,  5.09it/s]
     92/499      4.32G    0.01131    0.01022   0.003814         90        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     92/499      4.32G    0.01114    0.01012   0.003879         79        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
     92/499      4.32G    0.01114    0.01012   0.003879         79        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     92/499      4.32G    0.01115     0.0101   0.004076         70        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
     92/499      4.32G    0.01115     0.0101   0.004076         70        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     92/499      4.32G    0.01103   0.009944   0.004329         68        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
     92/499      4.32G    0.01103   0.009944   0.004329         68        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
     92/499      4.32G    0.01105   0.009777   0.004186         54        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
     92/499      4.32G    0.01105   0.009777   0.004186         54        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
     92/499      4.32G    0.01106   0.009715   0.004061         72        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
     92/499      4.32G    0.01106   0.009715   0.004061         72        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
     92/499      4.32G    0.01106   0.009595   0.004235         58        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
     92/499      4.32G    0.01106   0.009595   0.004235         58        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     92/499      4.32G    0.01109   0.009608   0.004149         68        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     92/499      4.32G    0.01109   0.009608   0.004149         68        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
     92/499      4.32G    0.01111   0.009584    0.00438         60        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
     92/499      4.32G    0.01111   0.009584    0.00438         60        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     92/499      4.32G    0.01111   0.009562   0.004521         70        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     92/499      4.32G    0.01111   0.009562   0.004521         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.18it/s]
     92/499      4.32G     0.0111   0.009565   0.004446         62        640:  12%|#1        | 20/168 [00:04<00:28,  5.18it/s]
     92/499      4.32G     0.0111   0.009565   0.004446         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.25it/s]
     92/499      4.32G    0.01104   0.009683   0.004399         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.25it/s]
     92/499      4.32G    0.01104   0.009683   0.004399         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     92/499      4.32G    0.01109   0.009733   0.004433         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     92/499      4.32G    0.01109   0.009733   0.004433         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     92/499      4.32G    0.01118   0.009771   0.004441         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     92/499      4.32G    0.01118   0.009771   0.004441         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     92/499      4.32G    0.01118    0.00982   0.004375         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     92/499      4.32G    0.01118    0.00982   0.004375         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
     92/499      4.32G    0.01111   0.009711   0.004316         49        640:  15%|#4        | 25/168 [00:05<00:27,  5.18it/s]
     92/499      4.32G    0.01111   0.009711   0.004316         49        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     92/499      4.32G    0.01113   0.009722   0.004213         69        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
     92/499      4.32G    0.01113   0.009722   0.004213         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     92/499      4.32G    0.01116   0.009776   0.004226         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
     92/499      4.32G    0.01116   0.009776   0.004226         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     92/499      4.32G    0.01113   0.009875   0.004213         95        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
     92/499      4.32G    0.01113   0.009875   0.004213         95        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     92/499      4.32G    0.01107   0.009803   0.004366         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
     92/499      4.32G    0.01107   0.009803   0.004366         68        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     92/499      4.32G    0.01102   0.009787   0.004319         68        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     92/499      4.32G    0.01102   0.009787   0.004319         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.13it/s]
     92/499      4.32G    0.01099   0.009744   0.004295         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
     92/499      4.32G    0.01099   0.009744   0.004295         57        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
     92/499      4.32G    0.01103   0.009785   0.004338         72        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
     92/499      4.32G    0.01103   0.009785   0.004338         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     92/499      4.32G    0.01111   0.009797   0.004336         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     92/499      4.32G    0.01111   0.009797   0.004336         61        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     92/499      4.32G    0.01109   0.009869   0.004326         77        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     92/499      4.32G    0.01109   0.009869   0.004326         77        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     92/499      4.32G    0.01107    0.00983   0.004302         66        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     92/499      4.32G    0.01107    0.00983   0.004302         66        640:  21%|##1       | 36/168 [00:06<00:25,  5.26it/s]
     92/499      4.32G    0.01109   0.009836   0.004416         77        640:  21%|##1       | 36/168 [00:07<00:25,  5.26it/s]
     92/499      4.32G    0.01109   0.009836   0.004416         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
     92/499      4.32G    0.01108   0.009847   0.004428         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
     92/499      4.32G    0.01108   0.009847   0.004428         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     92/499      4.32G     0.0111   0.009874   0.004455         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     92/499      4.32G     0.0111   0.009874   0.004455         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
     92/499      4.32G    0.01112   0.009875   0.004515         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
     92/499      4.32G    0.01112   0.009875   0.004515         72        640:  24%|##3       | 40/168 [00:07<00:25,  5.08it/s]
     92/499      4.32G    0.01113   0.009893   0.004513         70        640:  24%|##3       | 40/168 [00:07<00:25,  5.08it/s]
     92/499      4.32G    0.01113   0.009893   0.004513         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.17it/s]
     92/499      4.32G    0.01116   0.009865   0.004554         57        640:  24%|##4       | 41/168 [00:08<00:24,  5.17it/s]
     92/499      4.32G    0.01116   0.009865   0.004554         57        640:  25%|##5       | 42/168 [00:08<00:23,  5.25it/s]
     92/499      4.32G    0.01116    0.00984   0.004639         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.25it/s]
     92/499      4.32G    0.01116    0.00984   0.004639         59        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
     92/499      4.32G    0.01114     0.0098   0.004616         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
     92/499      4.32G    0.01114     0.0098   0.004616         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     92/499      4.32G    0.01115   0.009846   0.004638         84        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
     92/499      4.32G    0.01115   0.009846   0.004638         84        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
     92/499      4.32G    0.01113   0.009826   0.004558         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
     92/499      4.32G    0.01113   0.009826   0.004558         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
     92/499      4.32G    0.01113   0.009851   0.004502         71        640:  27%|##7       | 46/168 [00:09<00:23,  5.15it/s]
     92/499      4.32G    0.01113   0.009851   0.004502         71        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     92/499      4.32G    0.01115   0.009851   0.004471         65        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     92/499      4.32G    0.01115   0.009851   0.004471         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     92/499      4.32G    0.01117   0.009839   0.004479         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     92/499      4.32G    0.01117   0.009839   0.004479         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     92/499      4.32G    0.01124    0.00983    0.00457         49        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
     92/499      4.32G    0.01124    0.00983    0.00457         49        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     92/499      4.32G    0.01124   0.009882   0.004554         84        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
     92/499      4.32G    0.01124   0.009882   0.004554         84        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     92/499      4.32G    0.01128   0.009922   0.004564         66        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
     92/499      4.32G    0.01128   0.009922   0.004564         66        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
     92/499      4.32G    0.01127   0.009915   0.004566         69        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
     92/499      4.32G    0.01127   0.009915   0.004566         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     92/499      4.32G    0.01127   0.009958   0.004558         83        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
     92/499      4.32G    0.01127   0.009958   0.004558         83        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     92/499      4.32G    0.01125   0.009965   0.004534         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
     92/499      4.32G    0.01125   0.009965   0.004534         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     92/499      4.32G    0.01128    0.00998   0.004561         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
     92/499      4.32G    0.01128    0.00998   0.004561         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     92/499      4.32G    0.01127   0.009975   0.004629         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
     92/499      4.32G    0.01127   0.009975   0.004629         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     92/499      4.32G     0.0113    0.00998   0.004657         61        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     92/499      4.32G     0.0113    0.00998   0.004657         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     92/499      4.32G     0.0113   0.009969   0.004634         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
     92/499      4.32G     0.0113   0.009969   0.004634         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     92/499      4.32G     0.0113   0.009992   0.004656         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     92/499      4.32G     0.0113   0.009992   0.004656         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     92/499      4.32G    0.01132    0.01001   0.004676         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     92/499      4.32G    0.01132    0.01001   0.004676         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     92/499      4.32G    0.01132   0.009991   0.004646         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     92/499      4.32G    0.01132   0.009991   0.004646         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     92/499      4.32G    0.01133       0.01   0.004627         71        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
     92/499      4.32G    0.01133       0.01   0.004627         71        640:  38%|###7      | 63/168 [00:12<00:20,  5.25it/s]
     92/499      4.32G    0.01133       0.01   0.004626         68        640:  38%|###7      | 63/168 [00:12<00:20,  5.25it/s]
     92/499      4.32G    0.01133       0.01   0.004626         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     92/499      4.32G    0.01134    0.01003   0.004593         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     92/499      4.32G    0.01134    0.01003   0.004593         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     92/499      4.32G    0.01135    0.01004   0.004613         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
     92/499      4.32G    0.01135    0.01004   0.004613         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     92/499      4.32G    0.01132    0.01002   0.004653         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     92/499      4.32G    0.01132    0.01002   0.004653         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
     92/499      4.32G    0.01132    0.01006   0.004651         86        640:  40%|###9      | 67/168 [00:13<00:19,  5.16it/s]
     92/499      4.32G    0.01132    0.01006   0.004651         86        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
     92/499      4.32G    0.01131    0.01006   0.004652         67        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
     92/499      4.32G    0.01131    0.01006   0.004652         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     92/499      4.32G    0.01131    0.01007   0.004635         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
     92/499      4.32G    0.01131    0.01007   0.004635         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     92/499      4.32G    0.01134    0.01011    0.00464         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
     92/499      4.32G    0.01134    0.01011    0.00464         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     92/499      4.32G    0.01137    0.01006   0.004646         49        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
     92/499      4.32G    0.01137    0.01006   0.004646         49        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
     92/499      4.32G    0.01141     0.0101   0.004678         70        640:  43%|####2     | 72/168 [00:14<00:18,  5.33it/s]
     92/499      4.32G    0.01141     0.0101   0.004678         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     92/499      4.32G     0.0114    0.01009   0.004669         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
     92/499      4.32G     0.0114    0.01009   0.004669         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     92/499      4.32G    0.01139    0.01008   0.004635         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
     92/499      4.32G    0.01139    0.01008   0.004635         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
     92/499      4.32G     0.0114    0.01012   0.004615         85        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
     92/499      4.32G     0.0114    0.01012   0.004615         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     92/499      4.32G    0.01139    0.01014   0.004574         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
     92/499      4.32G    0.01139    0.01014   0.004574         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     92/499      4.32G    0.01138    0.01013   0.004545         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
     92/499      4.32G    0.01138    0.01013   0.004545         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
     92/499      4.32G    0.01138    0.01012   0.004557         60        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
     92/499      4.32G    0.01138    0.01012   0.004557         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
     92/499      4.32G    0.01135     0.0101   0.004525         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
     92/499      4.32G    0.01135     0.0101   0.004525         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     92/499      4.32G    0.01136    0.01008   0.004501         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     92/499      4.32G    0.01136    0.01008   0.004501         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
     92/499      4.32G    0.01136    0.01007   0.004507         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
     92/499      4.32G    0.01136    0.01007   0.004507         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     92/499      4.32G    0.01134    0.01006   0.004522         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     92/499      4.32G    0.01134    0.01006   0.004522         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
     92/499      4.32G    0.01135    0.01009   0.004533         78        640:  49%|####9     | 83/168 [00:16<00:16,  5.20it/s]
     92/499      4.32G    0.01135    0.01009   0.004533         78        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
     92/499      4.32G    0.01139    0.01008   0.004576         69        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
     92/499      4.32G    0.01139    0.01008   0.004576         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.10it/s]
     92/499      4.32G    0.01139    0.01011   0.004563         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.10it/s]
     92/499      4.32G    0.01139    0.01011   0.004563         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.16it/s]
     92/499      4.32G    0.01137    0.01007   0.004562         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.16it/s]
     92/499      4.32G    0.01137    0.01007   0.004562         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.24it/s]
     92/499      4.32G    0.01138    0.01008   0.004564         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.24it/s]
     92/499      4.32G    0.01138    0.01008   0.004564         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.10it/s]
     92/499      4.32G    0.01139    0.01009   0.004589         66        640:  52%|#####2    | 88/168 [00:17<00:15,  5.10it/s]
     92/499      4.32G    0.01139    0.01009   0.004589         66        640:  53%|#####2    | 89/168 [00:17<00:15,  5.19it/s]
     92/499      4.32G    0.01141     0.0101   0.004582         79        640:  53%|#####2    | 89/168 [00:17<00:15,  5.19it/s]
     92/499      4.32G    0.01141     0.0101   0.004582         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.27it/s]
     92/499      4.32G    0.01142    0.01009   0.004565         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.27it/s]
     92/499      4.32G    0.01142    0.01009   0.004565         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     92/499      4.32G    0.01142    0.01009   0.004543         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     92/499      4.32G    0.01142    0.01009   0.004543         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
     92/499      4.32G    0.01143    0.01007   0.004556         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
     92/499      4.32G    0.01143    0.01007   0.004556         57        640:  55%|#####5    | 93/168 [00:17<00:14,  5.18it/s]
     92/499      4.32G    0.01142    0.01005   0.004542         57        640:  55%|#####5    | 93/168 [00:18<00:14,  5.18it/s]
     92/499      4.32G    0.01142    0.01005   0.004542         57        640:  56%|#####5    | 94/168 [00:18<00:14,  5.04it/s]
     92/499      4.32G    0.01143    0.01006   0.004544         72        640:  56%|#####5    | 94/168 [00:18<00:14,  5.04it/s]
     92/499      4.32G    0.01143    0.01006   0.004544         72        640:  57%|#####6    | 95/168 [00:18<00:14,  5.16it/s]
     92/499      4.32G    0.01142    0.01005   0.004519         67        640:  57%|#####6    | 95/168 [00:18<00:14,  5.16it/s]
     92/499      4.32G    0.01142    0.01005   0.004519         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
     92/499      4.32G    0.01141    0.01007   0.004508         84        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
     92/499      4.32G    0.01141    0.01007   0.004508         84        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
     92/499      4.32G    0.01141    0.01006    0.00448         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
     92/499      4.32G    0.01141    0.01006    0.00448         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     92/499      4.32G    0.01141    0.01005   0.004512         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
     92/499      4.32G    0.01141    0.01005   0.004512         65        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
     92/499      4.32G    0.01141    0.01007   0.004539         75        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
     92/499      4.32G    0.01141    0.01007   0.004539         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     92/499      4.32G     0.0114    0.01005   0.004529         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
     92/499      4.32G     0.0114    0.01005   0.004529         67        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     92/499      4.32G    0.01141    0.01003   0.004512         54        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
     92/499      4.32G    0.01141    0.01003   0.004512         54        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     92/499      4.32G    0.01142    0.01004   0.004537         60        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     92/499      4.32G    0.01142    0.01004   0.004537         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     92/499      4.32G     0.0114    0.01003   0.004527         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     92/499      4.32G     0.0114    0.01003   0.004527         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
     92/499      4.32G     0.0114    0.01002   0.004514         64        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
     92/499      4.32G     0.0114    0.01002   0.004514         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     92/499      4.32G     0.0114    0.01005   0.004506         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
     92/499      4.32G     0.0114    0.01005   0.004506         78        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     92/499      4.32G    0.01138    0.01003   0.004519         56        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     92/499      4.32G    0.01138    0.01003   0.004519         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     92/499      4.32G    0.01139    0.01003   0.004534         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     92/499      4.32G    0.01139    0.01003   0.004534         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
     92/499      4.32G    0.01137    0.01002   0.004542         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
     92/499      4.32G    0.01137    0.01002   0.004542         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
     92/499      4.32G    0.01137    0.01003   0.004563         77        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     92/499      4.32G    0.01137    0.01003   0.004563         77        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     92/499      4.32G    0.01138    0.01003   0.004576         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     92/499      4.32G    0.01138    0.01003   0.004576         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
     92/499      4.32G    0.01137    0.01003   0.004587         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
     92/499      4.32G    0.01137    0.01003   0.004587         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
     92/499      4.32G    0.01137    0.01002   0.004574         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
     92/499      4.32G    0.01137    0.01002   0.004574         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     92/499      4.32G    0.01137    0.01004   0.004565         90        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     92/499      4.32G    0.01137    0.01004   0.004565         90        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     92/499      4.32G    0.01137    0.01004   0.004578         69        640:  68%|######7   | 114/168 [00:22<00:10,  5.29it/s]
     92/499      4.32G    0.01137    0.01004   0.004578         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     92/499      4.32G    0.01135    0.01004   0.004577         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     92/499      4.32G    0.01135    0.01004   0.004577         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     92/499      4.32G    0.01134    0.01005   0.004561         80        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     92/499      4.32G    0.01134    0.01005   0.004561         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     92/499      4.32G    0.01134    0.01008   0.004565         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     92/499      4.32G    0.01134    0.01008   0.004565         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     92/499      4.32G    0.01134    0.01008    0.00457         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
     92/499      4.32G    0.01134    0.01008    0.00457         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
     92/499      4.32G    0.01134    0.01006   0.004554         68        640:  71%|#######   | 119/168 [00:23<00:09,  5.25it/s]
     92/499      4.32G    0.01134    0.01006   0.004554         68        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     92/499      4.32G    0.01134    0.01006   0.004563         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     92/499      4.32G    0.01134    0.01006   0.004563         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     92/499      4.32G    0.01133    0.01006   0.004562         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
     92/499      4.32G    0.01133    0.01006   0.004562         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     92/499      4.32G    0.01132    0.01008   0.004572         94        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     92/499      4.32G    0.01132    0.01008   0.004572         94        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     92/499      4.32G    0.01132    0.01009   0.004576         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
     92/499      4.32G    0.01132    0.01009   0.004576         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
     92/499      4.32G    0.01131     0.0101   0.004575         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
     92/499      4.32G    0.01131     0.0101   0.004575         80        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
     92/499      4.32G    0.01131    0.01011   0.004565         81        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
     92/499      4.32G    0.01131    0.01011   0.004565         81        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     92/499      4.32G    0.01131    0.01013   0.004552         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     92/499      4.32G    0.01131    0.01013   0.004552         77        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
     92/499      4.32G    0.01131    0.01015   0.004536         83        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
     92/499      4.32G    0.01131    0.01015   0.004536         83        640:  76%|#######6  | 128/168 [00:24<00:07,  5.14it/s]
     92/499      4.32G    0.01132    0.01014    0.00457         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.14it/s]
     92/499      4.32G    0.01132    0.01014    0.00457         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.23it/s]
     92/499      4.32G    0.01131    0.01015   0.004564         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.23it/s]
     92/499      4.32G    0.01131    0.01015   0.004564         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.05it/s]
     92/499      4.32G     0.0113    0.01013   0.004555         64        640:  77%|#######7  | 130/168 [00:25<00:07,  5.05it/s]
     92/499      4.32G     0.0113    0.01013   0.004555         64        640:  78%|#######7  | 131/168 [00:25<00:07,  5.14it/s]
     92/499      4.32G    0.01131    0.01013   0.004568         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.14it/s]
     92/499      4.32G    0.01131    0.01013   0.004568         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
     92/499      4.32G    0.01131    0.01012   0.004578         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
     92/499      4.32G    0.01131    0.01012   0.004578         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
     92/499      4.32G    0.01131    0.01015   0.004582         89        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
     92/499      4.32G    0.01131    0.01015   0.004582         89        640:  80%|#######9  | 134/168 [00:25<00:06,  5.15it/s]
     92/499      4.32G     0.0113    0.01014    0.00456         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.15it/s]
     92/499      4.32G     0.0113    0.01014    0.00456         67        640:  80%|########  | 135/168 [00:25<00:06,  5.19it/s]
     92/499      4.32G    0.01132    0.01014   0.004562         65        640:  80%|########  | 135/168 [00:26<00:06,  5.19it/s]
     92/499      4.32G    0.01132    0.01014   0.004562         65        640:  81%|########  | 136/168 [00:26<00:06,  5.06it/s]
     92/499      4.32G    0.01132    0.01014   0.004546         65        640:  81%|########  | 136/168 [00:26<00:06,  5.06it/s]
     92/499      4.32G    0.01132    0.01014   0.004546         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
     92/499      4.32G    0.01133    0.01012   0.004571         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
     92/499      4.32G    0.01133    0.01012   0.004571         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     92/499      4.32G    0.01132    0.01013   0.004571         81        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     92/499      4.32G    0.01132    0.01013   0.004571         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     92/499      4.32G    0.01131    0.01013   0.004556         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     92/499      4.32G    0.01131    0.01013   0.004556         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
     92/499      4.32G    0.01131    0.01012   0.004548         65        640:  83%|########3 | 140/168 [00:27<00:05,  5.22it/s]
     92/499      4.32G    0.01131    0.01012   0.004548         65        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     92/499      4.32G    0.01132    0.01012   0.004547         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
     92/499      4.32G    0.01132    0.01012   0.004547         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
     92/499      4.32G    0.01132    0.01012   0.004545         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
     92/499      4.32G    0.01132    0.01012   0.004545         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
     92/499      4.32G    0.01132     0.0101   0.004533         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
     92/499      4.32G    0.01132     0.0101   0.004533         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     92/499      4.32G    0.01132    0.01009    0.00453         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
     92/499      4.32G    0.01132    0.01009    0.00453         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
     92/499      4.32G    0.01132     0.0101   0.004557         89        640:  86%|########6 | 145/168 [00:28<00:04,  5.17it/s]
     92/499      4.32G    0.01132     0.0101   0.004557         89        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     92/499      4.32G    0.01132     0.0101   0.004557         56        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     92/499      4.32G    0.01132     0.0101   0.004557         56        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
     92/499      4.32G    0.01131    0.01011   0.004575         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
     92/499      4.32G    0.01131    0.01011   0.004575         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     92/499      4.32G     0.0113    0.01011   0.004571         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     92/499      4.32G     0.0113    0.01011   0.004571         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     92/499      4.32G     0.0113    0.01009   0.004575         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     92/499      4.32G     0.0113    0.01009   0.004575         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
     92/499      4.32G    0.01129    0.01009   0.004561         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
     92/499      4.32G    0.01129    0.01009   0.004561         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
     92/499      4.32G    0.01129    0.01008   0.004579         61        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
     92/499      4.32G    0.01129    0.01008   0.004579         61        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     92/499      4.32G    0.01129    0.01009   0.004601         79        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
     92/499      4.32G    0.01129    0.01009   0.004601         79        640:  91%|#########1| 153/168 [00:29<00:02,  5.24it/s]
     92/499      4.32G     0.0113     0.0101    0.00461         77        640:  91%|#########1| 153/168 [00:29<00:02,  5.24it/s]
     92/499      4.32G     0.0113     0.0101    0.00461         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     92/499      4.32G    0.01131    0.01009   0.004595         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     92/499      4.32G    0.01131    0.01009   0.004595         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
     92/499      4.32G     0.0113     0.0101   0.004599         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
     92/499      4.32G     0.0113     0.0101   0.004599         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.26it/s]
     92/499      4.32G    0.01129    0.01008   0.004601         59        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
     92/499      4.32G    0.01129    0.01008   0.004601         59        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
     92/499      4.32G     0.0113    0.01008   0.004586         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
     92/499      4.32G     0.0113    0.01008   0.004586         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
     92/499      4.32G    0.01129    0.01008   0.004586         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
     92/499      4.32G    0.01129    0.01008   0.004586         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     92/499      4.32G    0.01129    0.01005   0.004577         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     92/499      4.32G    0.01129    0.01005   0.004577         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     92/499      4.32G     0.0113    0.01006    0.00458         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
     92/499      4.32G     0.0113    0.01006    0.00458         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
     92/499      4.32G    0.01129    0.01005   0.004576         67        640:  96%|#########5| 161/168 [00:31<00:01,  5.26it/s]
     92/499      4.32G    0.01129    0.01005   0.004576         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     92/499      4.32G    0.01128    0.01005   0.004582         78        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
     92/499      4.32G    0.01128    0.01005   0.004582         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     92/499      4.32G    0.01129    0.01006   0.004571         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
     92/499      4.32G    0.01129    0.01006   0.004571         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     92/499      4.32G    0.01129    0.01006   0.004579         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
     92/499      4.32G    0.01129    0.01006   0.004579         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     92/499      4.32G     0.0113    0.01008    0.00458         86        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
     92/499      4.32G     0.0113    0.01008    0.00458         86        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
     92/499      4.32G    0.01131    0.01009   0.004586         65        640:  99%|#########8| 166/168 [00:32<00:00,  5.14it/s]
     92/499      4.32G    0.01131    0.01009   0.004586         65        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
     92/499      4.32G    0.01132    0.01007   0.004571         24        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
     92/499      4.32G    0.01132    0.01007   0.004571         24        640: 100%|##########| 168/168 [00:32<00:00,  5.35it/s]
     92/499      4.32G    0.01132    0.01007   0.004571         24        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.845      0.848      0.869      0.742

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     93/499      4.32G    0.01237    0.01054   0.004585         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
     93/499      4.32G    0.01237    0.01054   0.004585         76        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
     93/499      4.32G    0.01271   0.009792   0.004822         56        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
     93/499      4.32G    0.01271   0.009792   0.004822         56        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     93/499      4.32G    0.01216    0.01023   0.004748         81        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
     93/499      4.32G    0.01216    0.01023   0.004748         81        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     93/499      4.32G    0.01189   0.009698   0.004732         61        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
     93/499      4.32G    0.01189   0.009698   0.004732         61        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     93/499      4.32G    0.01185   0.009643   0.005372         68        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
     93/499      4.32G    0.01185   0.009643   0.005372         68        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
     93/499      4.32G    0.01147   0.009381   0.004909         66        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
     93/499      4.32G    0.01147   0.009381   0.004909         66        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     93/499      4.32G    0.01158   0.009615   0.004872         71        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
     93/499      4.32G    0.01158   0.009615   0.004872         71        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
     93/499      4.32G    0.01159   0.009912   0.004928         73        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
     93/499      4.32G    0.01159   0.009912   0.004928         73        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     93/499      4.32G    0.01174    0.01007   0.004802         76        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     93/499      4.32G    0.01174    0.01007   0.004802         76        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     93/499      4.32G    0.01181    0.01007   0.004779         56        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
     93/499      4.32G    0.01181    0.01007   0.004779         56        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
     93/499      4.32G    0.01168    0.01018   0.004685         79        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
     93/499      4.32G    0.01168    0.01018   0.004685         79        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     93/499      4.32G    0.01161    0.01025   0.004505         80        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
     93/499      4.32G    0.01161    0.01025   0.004505         80        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     93/499      4.32G    0.01153    0.01011   0.004553         56        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
     93/499      4.32G    0.01153    0.01011   0.004553         56        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     93/499      4.32G    0.01162    0.01039   0.004428         82        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
     93/499      4.32G    0.01162    0.01039   0.004428         82        640:   8%|8         | 14/168 [00:02<00:29,  5.15it/s]
     93/499      4.32G    0.01161    0.01042   0.004427         74        640:   8%|8         | 14/168 [00:02<00:29,  5.15it/s]
     93/499      4.32G    0.01161    0.01042   0.004427         74        640:   9%|8         | 15/168 [00:02<00:29,  5.23it/s]
     93/499      4.32G    0.01154    0.01024   0.004384         63        640:   9%|8         | 15/168 [00:03<00:29,  5.23it/s]
     93/499      4.32G    0.01154    0.01024   0.004384         63        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     93/499      4.32G     0.0114     0.0101   0.004514         65        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     93/499      4.32G     0.0114     0.0101   0.004514         65        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     93/499      4.32G    0.01138    0.01012   0.004324         68        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
     93/499      4.32G    0.01138    0.01012   0.004324         68        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     93/499      4.32G    0.01133   0.009983   0.004157         57        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
     93/499      4.32G    0.01133   0.009983   0.004157         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.14it/s]
     93/499      4.32G    0.01143   0.009931    0.00434         53        640:  11%|#1        | 19/168 [00:03<00:28,  5.14it/s]
     93/499      4.32G    0.01143   0.009931    0.00434         53        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
     93/499      4.32G    0.01146    0.01004   0.004269         83        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
     93/499      4.32G    0.01146    0.01004   0.004269         83        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     93/499      4.32G    0.01142    0.01009   0.004206         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     93/499      4.32G    0.01142    0.01009   0.004206         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     93/499      4.32G     0.0115    0.01003   0.004273         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     93/499      4.32G     0.0115    0.01003   0.004273         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     93/499      4.32G    0.01154    0.01007   0.004197         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
     93/499      4.32G    0.01154    0.01007   0.004197         73        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     93/499      4.32G    0.01148    0.01005   0.004238         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     93/499      4.32G    0.01148    0.01005   0.004238         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
     93/499      4.32G    0.01152    0.01006   0.004318         65        640:  15%|#4        | 25/168 [00:05<00:27,  5.13it/s]
     93/499      4.32G    0.01152    0.01006   0.004318         65        640:  15%|#5        | 26/168 [00:05<00:27,  5.17it/s]
     93/499      4.32G    0.01147    0.01005   0.004496         59        640:  15%|#5        | 26/168 [00:05<00:27,  5.17it/s]
     93/499      4.32G    0.01147    0.01005   0.004496         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
     93/499      4.32G    0.01144    0.01007    0.00445         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
     93/499      4.32G    0.01144    0.01007    0.00445         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     93/499      4.32G    0.01148     0.0101   0.004387         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
     93/499      4.32G    0.01148     0.0101   0.004387         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
     93/499      4.32G    0.01149    0.01016   0.004329         88        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
     93/499      4.32G    0.01149    0.01016   0.004329         88        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     93/499      4.32G    0.01155    0.01014    0.00439         63        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     93/499      4.32G    0.01155    0.01014    0.00439         63        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     93/499      4.32G    0.01161    0.01021    0.00442         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     93/499      4.32G    0.01161    0.01021    0.00442         83        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
     93/499      4.32G    0.01161    0.01028   0.004426         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
     93/499      4.32G    0.01161    0.01028   0.004426         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     93/499      4.32G    0.01159    0.01023   0.004451         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     93/499      4.32G    0.01159    0.01023   0.004451         57        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     93/499      4.32G    0.01156    0.01026   0.004394         83        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
     93/499      4.32G    0.01156    0.01026   0.004394         83        640:  21%|##        | 35/168 [00:06<00:25,  5.14it/s]
     93/499      4.32G     0.0116    0.01027   0.004304         64        640:  21%|##        | 35/168 [00:06<00:25,  5.14it/s]
     93/499      4.32G     0.0116    0.01027   0.004304         64        640:  21%|##1       | 36/168 [00:06<00:25,  5.23it/s]
     93/499      4.32G     0.0116    0.01028   0.004283         69        640:  21%|##1       | 36/168 [00:07<00:25,  5.23it/s]
     93/499      4.32G     0.0116    0.01028   0.004283         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     93/499      4.32G     0.0116    0.01029   0.004277         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     93/499      4.32G     0.0116    0.01029   0.004277         69        640:  23%|##2       | 38/168 [00:07<00:25,  5.17it/s]
     93/499      4.32G    0.01157    0.01029   0.004275         80        640:  23%|##2       | 38/168 [00:07<00:25,  5.17it/s]
     93/499      4.32G    0.01157    0.01029   0.004275         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
     93/499      4.32G    0.01155    0.01022   0.004274         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
     93/499      4.32G    0.01155    0.01022   0.004274         55        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
     93/499      4.32G    0.01157    0.01024   0.004249         64        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
     93/499      4.32G    0.01157    0.01024   0.004249         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.18it/s]
     93/499      4.32G    0.01154     0.0102   0.004286         62        640:  24%|##4       | 41/168 [00:08<00:24,  5.18it/s]
     93/499      4.32G    0.01154     0.0102   0.004286         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     93/499      4.32G    0.01154     0.0102   0.004271         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     93/499      4.32G    0.01154     0.0102   0.004271         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     93/499      4.32G    0.01155    0.01018   0.004251         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
     93/499      4.32G    0.01155    0.01018   0.004251         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
     93/499      4.32G    0.01154    0.01015   0.004173         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
     93/499      4.32G    0.01154    0.01015   0.004173         52        640:  27%|##6       | 45/168 [00:08<00:23,  5.25it/s]
     93/499      4.32G    0.01153    0.01016   0.004207         80        640:  27%|##6       | 45/168 [00:08<00:23,  5.25it/s]
     93/499      4.32G    0.01153    0.01016   0.004207         80        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     93/499      4.32G    0.01154    0.01014   0.004228         61        640:  27%|##7       | 46/168 [00:09<00:23,  5.12it/s]
     93/499      4.32G    0.01154    0.01014   0.004228         61        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     93/499      4.32G    0.01152    0.01009   0.004181         53        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
     93/499      4.32G    0.01152    0.01009   0.004181         53        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     93/499      4.32G     0.0115     0.0101   0.004234         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
     93/499      4.32G     0.0115     0.0101   0.004234         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.09it/s]
     93/499      4.32G    0.01147    0.01007   0.004252         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.09it/s]
     93/499      4.32G    0.01147    0.01007   0.004252         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.19it/s]
     93/499      4.32G    0.01146    0.01008     0.0043         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.19it/s]
     93/499      4.32G    0.01146    0.01008     0.0043         72        640:  30%|###       | 51/168 [00:09<00:22,  5.18it/s]
     93/499      4.32G    0.01144    0.01007   0.004282         63        640:  30%|###       | 51/168 [00:10<00:22,  5.18it/s]
     93/499      4.32G    0.01144    0.01007   0.004282         63        640:  31%|###       | 52/168 [00:10<00:22,  5.08it/s]
     93/499      4.32G    0.01143    0.01011   0.004268         91        640:  31%|###       | 52/168 [00:10<00:22,  5.08it/s]
     93/499      4.32G    0.01143    0.01011   0.004268         91        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
     93/499      4.32G     0.0114     0.0101    0.00426         74        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
     93/499      4.32G     0.0114     0.0101    0.00426         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     93/499      4.32G    0.01138    0.01008   0.004277         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     93/499      4.32G    0.01138    0.01008   0.004277         70        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     93/499      4.32G    0.01135    0.01014   0.004257         93        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     93/499      4.32G    0.01135    0.01014   0.004257         93        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     93/499      4.32G    0.01135    0.01014   0.004255         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     93/499      4.32G    0.01135    0.01014   0.004255         74        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
     93/499      4.32G    0.01135    0.01015   0.004261         64        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
     93/499      4.32G    0.01135    0.01015   0.004261         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     93/499      4.32G    0.01133    0.01013   0.004237         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     93/499      4.32G    0.01133    0.01013   0.004237         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     93/499      4.32G    0.01133    0.01016   0.004206         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     93/499      4.32G    0.01133    0.01016   0.004206         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     93/499      4.32G    0.01136    0.01019   0.004178         78        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     93/499      4.32G    0.01136    0.01019   0.004178         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     93/499      4.32G    0.01134    0.01017   0.004153         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     93/499      4.32G    0.01134    0.01017   0.004153         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
     93/499      4.32G    0.01134    0.01018   0.004166         76        640:  37%|###6      | 62/168 [00:12<00:20,  5.22it/s]
     93/499      4.32G    0.01134    0.01018   0.004166         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     93/499      4.32G    0.01134    0.01018   0.004199         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
     93/499      4.32G    0.01134    0.01018   0.004199         61        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
     93/499      4.32G    0.01136    0.01016   0.004215         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
     93/499      4.32G    0.01136    0.01016   0.004215         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.17it/s]
     93/499      4.32G    0.01134    0.01017   0.004187         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.17it/s]
     93/499      4.32G    0.01134    0.01017   0.004187         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
     93/499      4.32G    0.01136    0.01017   0.004185         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
     93/499      4.32G    0.01136    0.01017   0.004185         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.11it/s]
     93/499      4.32G    0.01136    0.01017   0.004164         70        640:  40%|###9      | 67/168 [00:13<00:19,  5.11it/s]
     93/499      4.32G    0.01136    0.01017   0.004164         70        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
     93/499      4.32G    0.01135    0.01016   0.004137         65        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
     93/499      4.32G    0.01135    0.01016   0.004137         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     93/499      4.32G    0.01137    0.01016   0.004156         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     93/499      4.32G    0.01137    0.01016   0.004156         69        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     93/499      4.32G    0.01139    0.01017   0.004138         66        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     93/499      4.32G    0.01139    0.01017   0.004138         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     93/499      4.32G    0.01136    0.01016   0.004146         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     93/499      4.32G    0.01136    0.01016   0.004146         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
     93/499      4.32G    0.01135    0.01015   0.004159         74        640:  43%|####2     | 72/168 [00:14<00:18,  5.31it/s]
     93/499      4.32G    0.01135    0.01015   0.004159         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     93/499      4.32G    0.01136    0.01019   0.004127         73        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     93/499      4.32G    0.01136    0.01019   0.004127         73        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     93/499      4.32G    0.01134    0.01018   0.004107         74        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     93/499      4.32G    0.01134    0.01018   0.004107         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     93/499      4.32G    0.01131    0.01018   0.004109         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     93/499      4.32G    0.01131    0.01018   0.004109         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
     93/499      4.32G    0.01131    0.01018   0.004119         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
     93/499      4.32G    0.01131    0.01018   0.004119         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
     93/499      4.32G     0.0113    0.01019    0.00409         62        640:  46%|####5     | 77/168 [00:15<00:17,  5.24it/s]
     93/499      4.32G     0.0113    0.01019    0.00409         62        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
     93/499      4.32G    0.01128    0.01019   0.004095         68        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
     93/499      4.32G    0.01128    0.01019   0.004095         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     93/499      4.32G    0.01128    0.01016   0.004137         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
     93/499      4.32G    0.01128    0.01016   0.004137         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
     93/499      4.32G     0.0113    0.01018   0.004148         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
     93/499      4.32G     0.0113    0.01018   0.004148         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     93/499      4.32G     0.0113    0.01016   0.004153         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     93/499      4.32G     0.0113    0.01016   0.004153         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     93/499      4.32G    0.01129    0.01015   0.004176         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     93/499      4.32G    0.01129    0.01015   0.004176         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
     93/499      4.32G     0.0113    0.01016   0.004176         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
     93/499      4.32G     0.0113    0.01016   0.004176         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
     93/499      4.32G     0.0113    0.01016   0.004173         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
     93/499      4.32G     0.0113    0.01016   0.004173         72        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     93/499      4.32G     0.0113    0.01017   0.004172         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     93/499      4.32G     0.0113    0.01017   0.004172         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     93/499      4.32G    0.01129    0.01018    0.00418         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
     93/499      4.32G    0.01129    0.01018    0.00418         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     93/499      4.32G    0.01128    0.01015   0.004187         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     93/499      4.32G    0.01128    0.01015   0.004187         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
     93/499      4.32G    0.01129    0.01016   0.004223         67        640:  52%|#####2    | 88/168 [00:17<00:15,  5.13it/s]
     93/499      4.32G    0.01129    0.01016   0.004223         67        640:  53%|#####2    | 89/168 [00:17<00:15,  5.14it/s]
     93/499      4.32G    0.01129    0.01015   0.004213         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.14it/s]
     93/499      4.32G    0.01129    0.01015   0.004213         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.21it/s]
     93/499      4.32G    0.01129    0.01013   0.004251         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.21it/s]
     93/499      4.32G    0.01129    0.01013   0.004251         55        640:  54%|#####4    | 91/168 [00:17<00:15,  5.05it/s]
     93/499      4.32G    0.01129    0.01016   0.004247         84        640:  54%|#####4    | 91/168 [00:17<00:15,  5.05it/s]
     93/499      4.32G    0.01129    0.01016   0.004247         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.13it/s]
     93/499      4.32G    0.01129    0.01015   0.004248         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.13it/s]
     93/499      4.32G    0.01129    0.01015   0.004248         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.17it/s]
     93/499      4.32G    0.01127    0.01015   0.004249         74        640:  55%|#####5    | 93/168 [00:18<00:14,  5.17it/s]
     93/499      4.32G    0.01127    0.01015   0.004249         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.06it/s]
     93/499      4.32G    0.01129    0.01014   0.004231         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.06it/s]
     93/499      4.32G    0.01129    0.01014   0.004231         62        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
     93/499      4.32G    0.01127    0.01013   0.004223         72        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
     93/499      4.32G    0.01127    0.01013   0.004223         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
     93/499      4.32G    0.01129    0.01012   0.004202         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
     93/499      4.32G    0.01129    0.01012   0.004202         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
     93/499      4.32G    0.01129    0.01013   0.004223         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
     93/499      4.32G    0.01129    0.01013   0.004223         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.15it/s]
     93/499      4.32G    0.01127    0.01008   0.004228         57        640:  58%|#####8    | 98/168 [00:19<00:13,  5.15it/s]
     93/499      4.32G    0.01127    0.01008   0.004228         57        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
     93/499      4.32G    0.01125    0.01006   0.004226         68        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
     93/499      4.32G    0.01125    0.01006   0.004226         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
     93/499      4.32G    0.01125    0.01006   0.004206         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
     93/499      4.32G    0.01125    0.01006   0.004206         68        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     93/499      4.32G    0.01125    0.01006   0.004206         61        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     93/499      4.32G    0.01125    0.01006   0.004206         61        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     93/499      4.32G    0.01125    0.01008    0.00421         84        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
     93/499      4.32G    0.01125    0.01008    0.00421         84        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
     93/499      4.32G    0.01124    0.01006   0.004197         58        640:  61%|######1   | 103/168 [00:20<00:12,  5.16it/s]
     93/499      4.32G    0.01124    0.01006   0.004197         58        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
     93/499      4.32G    0.01124    0.01006   0.004176         63        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
     93/499      4.32G    0.01124    0.01006   0.004176         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     93/499      4.32G    0.01124    0.01003   0.004175         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     93/499      4.32G    0.01124    0.01003   0.004175         55        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
     93/499      4.32G    0.01125    0.01002   0.004181         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
     93/499      4.32G    0.01125    0.01002   0.004181         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     93/499      4.32G    0.01124    0.01003   0.004177         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     93/499      4.32G    0.01124    0.01003   0.004177         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
     93/499      4.32G    0.01124    0.01002   0.004189         57        640:  64%|######4   | 108/168 [00:21<00:11,  5.28it/s]
     93/499      4.32G    0.01124    0.01002   0.004189         57        640:  65%|######4   | 109/168 [00:21<00:11,  5.14it/s]
     93/499      4.32G    0.01124    0.01002   0.004199         73        640:  65%|######4   | 109/168 [00:21<00:11,  5.14it/s]
     93/499      4.32G    0.01124    0.01002   0.004199         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     93/499      4.32G    0.01124    0.01001   0.004233         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
     93/499      4.32G    0.01124    0.01001   0.004233         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     93/499      4.32G    0.01123       0.01   0.004209         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     93/499      4.32G    0.01123       0.01   0.004209         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
     93/499      4.32G    0.01122       0.01   0.004213         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
     93/499      4.32G    0.01122       0.01   0.004213         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     93/499      4.32G    0.01122    0.01001   0.004207         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     93/499      4.32G    0.01122    0.01001   0.004207         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
     93/499      4.32G    0.01121       0.01   0.004208         75        640:  68%|######7   | 114/168 [00:22<00:10,  5.26it/s]
     93/499      4.32G    0.01121       0.01   0.004208         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
     93/499      4.32G    0.01121       0.01     0.0042         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
     93/499      4.32G    0.01121       0.01     0.0042         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     93/499      4.32G    0.01121   0.009998   0.004185         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
     93/499      4.32G    0.01121   0.009998   0.004185         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     93/499      4.32G    0.01121   0.009988    0.00418         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
     93/499      4.32G    0.01121   0.009988    0.00418         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
     93/499      4.32G    0.01121   0.009992   0.004187         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
     93/499      4.32G    0.01121   0.009992   0.004187         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
     93/499      4.32G    0.01119   0.009971   0.004187         63        640:  71%|#######   | 119/168 [00:23<00:09,  5.21it/s]
     93/499      4.32G    0.01119   0.009971   0.004187         63        640:  71%|#######1  | 120/168 [00:23<00:09,  5.29it/s]
     93/499      4.32G    0.01122   0.009968   0.004193         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.29it/s]
     93/499      4.32G    0.01122   0.009968   0.004193         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     93/499      4.32G    0.01122   0.009962   0.004235         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     93/499      4.32G    0.01122   0.009962   0.004235         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     93/499      4.32G    0.01122   0.009951   0.004249         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     93/499      4.32G    0.01122   0.009951   0.004249         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
     93/499      4.32G    0.01123   0.009952   0.004244         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
     93/499      4.32G    0.01123   0.009952   0.004244         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     93/499      4.32G    0.01125   0.009987   0.004229         93        640:  74%|#######3  | 124/168 [00:24<00:08,  5.16it/s]
     93/499      4.32G    0.01125   0.009987   0.004229         93        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     93/499      4.32G    0.01124    0.00999    0.00421         77        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     93/499      4.32G    0.01124    0.00999    0.00421         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     93/499      4.32G    0.01125   0.009984   0.004209         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
     93/499      4.32G    0.01125   0.009984   0.004209         57        640:  76%|#######5  | 127/168 [00:24<00:08,  5.08it/s]
     93/499      4.32G    0.01124    0.00996   0.004234         57        640:  76%|#######5  | 127/168 [00:24<00:08,  5.08it/s]
     93/499      4.32G    0.01124    0.00996   0.004234         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.17it/s]
     93/499      4.32G    0.01124   0.009956   0.004228         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.17it/s]
     93/499      4.32G    0.01124   0.009956   0.004228         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     93/499      4.32G    0.01124   0.009951   0.004253         70        640:  77%|#######6  | 129/168 [00:25<00:07,  5.25it/s]
     93/499      4.32G    0.01124   0.009951   0.004253         70        640:  77%|#######7  | 130/168 [00:25<00:07,  5.12it/s]
     93/499      4.32G    0.01125   0.009968    0.00426         75        640:  77%|#######7  | 130/168 [00:25<00:07,  5.12it/s]
     93/499      4.32G    0.01125   0.009968    0.00426         75        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     93/499      4.32G    0.01126   0.009954    0.00425         49        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     93/499      4.32G    0.01126   0.009954    0.00425         49        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
     93/499      4.32G    0.01126   0.009951   0.004243         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
     93/499      4.32G    0.01126   0.009951   0.004243         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
     93/499      4.32G    0.01125   0.009938   0.004244         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
     93/499      4.32G    0.01125   0.009938   0.004244         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
     93/499      4.32G    0.01127   0.009955   0.004245         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
     93/499      4.32G    0.01127   0.009955   0.004245         67        640:  80%|########  | 135/168 [00:25<00:06,  5.23it/s]
     93/499      4.32G    0.01126   0.009957   0.004225         77        640:  80%|########  | 135/168 [00:26<00:06,  5.23it/s]
     93/499      4.32G    0.01126   0.009957   0.004225         77        640:  81%|########  | 136/168 [00:26<00:06,  5.09it/s]
     93/499      4.32G    0.01128    0.00997   0.004221         78        640:  81%|########  | 136/168 [00:26<00:06,  5.09it/s]
     93/499      4.32G    0.01128    0.00997   0.004221         78        640:  82%|########1 | 137/168 [00:26<00:06,  5.14it/s]
     93/499      4.32G    0.01127    0.00996   0.004229         78        640:  82%|########1 | 137/168 [00:26<00:06,  5.14it/s]
     93/499      4.32G    0.01127    0.00996   0.004229         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.18it/s]
     93/499      4.32G    0.01126   0.009951   0.004235         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.18it/s]
     93/499      4.32G    0.01126   0.009951   0.004235         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.06it/s]
     93/499      4.32G    0.01126   0.009951   0.004225         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.06it/s]
     93/499      4.32G    0.01126   0.009951   0.004225         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.15it/s]
     93/499      4.32G    0.01126   0.009954   0.004241         64        640:  83%|########3 | 140/168 [00:27<00:05,  5.15it/s]
     93/499      4.32G    0.01126   0.009954   0.004241         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     93/499      4.32G    0.01126   0.009968   0.004247         81        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     93/499      4.32G    0.01126   0.009968   0.004247         81        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
     93/499      4.32G    0.01125   0.009978   0.004288         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
     93/499      4.32G    0.01125   0.009978   0.004288         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
     93/499      4.32G    0.01124   0.009963   0.004291         51        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
     93/499      4.32G    0.01124   0.009963   0.004291         51        640:  86%|########5 | 144/168 [00:27<00:04,  5.26it/s]
     93/499      4.32G    0.01125   0.009961   0.004288         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.26it/s]
     93/499      4.32G    0.01125   0.009961   0.004288         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
     93/499      4.32G    0.01125   0.009954   0.004292         61        640:  86%|########6 | 145/168 [00:28<00:04,  5.12it/s]
     93/499      4.32G    0.01125   0.009954   0.004292         61        640:  87%|########6 | 146/168 [00:28<00:04,  5.20it/s]
     93/499      4.32G    0.01125    0.00994     0.0043         57        640:  87%|########6 | 146/168 [00:28<00:04,  5.20it/s]
     93/499      4.32G    0.01125    0.00994     0.0043         57        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
     93/499      4.32G    0.01125   0.009935   0.004292         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
     93/499      4.32G    0.01125   0.009935   0.004292         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     93/499      4.32G    0.01125   0.009929   0.004279         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     93/499      4.32G    0.01125   0.009929   0.004279         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     93/499      4.32G    0.01126   0.009934   0.004285         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
     93/499      4.32G    0.01126   0.009934   0.004285         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
     93/499      4.32G    0.01126   0.009941   0.004276         74        640:  89%|########9 | 150/168 [00:29<00:03,  5.26it/s]
     93/499      4.32G    0.01126   0.009941   0.004276         74        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
     93/499      4.32G    0.01127   0.009936   0.004276         56        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
     93/499      4.32G    0.01127   0.009936   0.004276         56        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
     93/499      4.32G    0.01127   0.009937   0.004268         70        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
     93/499      4.32G    0.01127   0.009937   0.004268         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
     93/499      4.32G    0.01127   0.009933   0.004271         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
     93/499      4.32G    0.01127   0.009933   0.004271         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
     93/499      4.32G    0.01127   0.009939   0.004267         83        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
     93/499      4.32G    0.01127   0.009939   0.004267         83        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
     93/499      4.32G    0.01127   0.009921   0.004264         47        640:  92%|#########2| 155/168 [00:30<00:02,  5.23it/s]
     93/499      4.32G    0.01127   0.009921   0.004264         47        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
     93/499      4.32G    0.01128   0.009933   0.004254         74        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
     93/499      4.32G    0.01128   0.009933   0.004254         74        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
     93/499      4.32G    0.01128   0.009943   0.004247         84        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
     93/499      4.32G    0.01128   0.009943   0.004247         84        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     93/499      4.32G    0.01129   0.009935   0.004253         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
     93/499      4.32G    0.01129   0.009935   0.004253         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     93/499      4.32G    0.01129   0.009942    0.00425         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
     93/499      4.32G    0.01129   0.009942    0.00425         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
     93/499      4.32G    0.01128   0.009928   0.004248         53        640:  95%|#########5| 160/168 [00:31<00:01,  5.15it/s]
     93/499      4.32G    0.01128   0.009928   0.004248         53        640:  96%|#########5| 161/168 [00:31<00:01,  5.21it/s]
     93/499      4.32G    0.01127   0.009919   0.004227         67        640:  96%|#########5| 161/168 [00:31<00:01,  5.21it/s]
     93/499      4.32G    0.01127   0.009919   0.004227         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     93/499      4.32G    0.01128   0.009924   0.004221         75        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     93/499      4.32G    0.01128   0.009924   0.004221         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     93/499      4.32G    0.01129   0.009946   0.004201         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     93/499      4.32G    0.01129   0.009946   0.004201         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     93/499      4.32G    0.01128   0.009936   0.004203         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
     93/499      4.32G    0.01128   0.009936   0.004203         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
     93/499      4.32G    0.01129   0.009929   0.004205         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
     93/499      4.32G    0.01129   0.009929   0.004205         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
     93/499      4.32G    0.01128   0.009921   0.004198         61        640:  99%|#########8| 166/168 [00:32<00:00,  5.16it/s]
     93/499      4.32G    0.01128   0.009921   0.004198         61        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
     93/499      4.32G    0.01129   0.009931    0.00419         41        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
     93/499      4.32G    0.01129   0.009931    0.00419         41        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
     93/499      4.32G    0.01129   0.009931    0.00419         41        640: 100%|##########| 168/168 [00:32<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.816      0.874       0.89      0.746

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     94/499      4.32G    0.01089    0.01259   0.007134         89        640:   0%|          | 0/168 [00:00<?, ?it/s]
     94/499      4.32G    0.01089    0.01259   0.007134         89        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
     94/499      4.32G    0.01122    0.01251   0.006425         76        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
     94/499      4.32G    0.01122    0.01251   0.006425         76        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     94/499      4.32G    0.01089    0.01196   0.006291         73        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
     94/499      4.32G    0.01089    0.01196   0.006291         73        640:   2%|1         | 3/168 [00:00<00:32,  5.15it/s]
     94/499      4.32G    0.01158    0.01186   0.005912         71        640:   2%|1         | 3/168 [00:00<00:32,  5.15it/s]
     94/499      4.32G    0.01158    0.01186   0.005912         71        640:   2%|2         | 4/168 [00:00<00:32,  5.00it/s]
     94/499      4.32G    0.01165    0.01144   0.005562         63        640:   2%|2         | 4/168 [00:00<00:32,  5.00it/s]
     94/499      4.32G    0.01165    0.01144   0.005562         63        640:   3%|2         | 5/168 [00:00<00:31,  5.10it/s]
     94/499      4.32G    0.01139    0.01081   0.005449         67        640:   3%|2         | 5/168 [00:01<00:31,  5.10it/s]
     94/499      4.32G    0.01139    0.01081   0.005449         67        640:   4%|3         | 6/168 [00:01<00:31,  5.21it/s]
     94/499      4.32G    0.01127    0.01042   0.005185         68        640:   4%|3         | 6/168 [00:01<00:31,  5.21it/s]
     94/499      4.32G    0.01127    0.01042   0.005185         68        640:   4%|4         | 7/168 [00:01<00:31,  5.10it/s]
     94/499      4.32G    0.01142    0.01056   0.005152         82        640:   4%|4         | 7/168 [00:01<00:31,  5.10it/s]
     94/499      4.32G    0.01142    0.01056   0.005152         82        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     94/499      4.32G    0.01127    0.01047   0.004831         80        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     94/499      4.32G    0.01127    0.01047   0.004831         80        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     94/499      4.32G    0.01121    0.01027   0.004816         71        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     94/499      4.32G    0.01121    0.01027   0.004816         71        640:   6%|5         | 10/168 [00:01<00:31,  5.09it/s]
     94/499      4.32G    0.01119    0.01019   0.004655         79        640:   6%|5         | 10/168 [00:02<00:31,  5.09it/s]
     94/499      4.32G    0.01119    0.01019   0.004655         79        640:   7%|6         | 11/168 [00:02<00:30,  5.17it/s]
     94/499      4.32G    0.01116    0.01016   0.004718         71        640:   7%|6         | 11/168 [00:02<00:30,  5.17it/s]
     94/499      4.32G    0.01116    0.01016   0.004718         71        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     94/499      4.32G    0.01112    0.01006   0.004575         69        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     94/499      4.32G    0.01112    0.01006   0.004575         69        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     94/499      4.32G    0.01129    0.01017   0.004492         65        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
     94/499      4.32G    0.01129    0.01017   0.004492         65        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
     94/499      4.32G     0.0112    0.01016   0.004462         69        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
     94/499      4.32G     0.0112    0.01016   0.004462         69        640:   9%|8         | 15/168 [00:02<00:29,  5.25it/s]
     94/499      4.32G    0.01122    0.01015   0.004381         70        640:   9%|8         | 15/168 [00:03<00:29,  5.25it/s]
     94/499      4.32G    0.01122    0.01015   0.004381         70        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
     94/499      4.32G    0.01122    0.01005   0.004364         62        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
     94/499      4.32G    0.01122    0.01005   0.004364         62        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     94/499      4.32G    0.01119    0.01001   0.004396         68        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     94/499      4.32G    0.01119    0.01001   0.004396         68        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     94/499      4.32G    0.01127     0.0101   0.004489         69        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     94/499      4.32G    0.01127     0.0101   0.004489         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     94/499      4.32G    0.01125    0.01008   0.004308         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
     94/499      4.32G    0.01125    0.01008   0.004308         63        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
     94/499      4.32G     0.0112    0.01006   0.004577         67        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
     94/499      4.32G     0.0112    0.01006   0.004577         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.25it/s]
     94/499      4.32G    0.01122    0.01001   0.004669         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.25it/s]
     94/499      4.32G    0.01122    0.01001   0.004669         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     94/499      4.32G    0.01119   0.009927   0.004772         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
     94/499      4.32G    0.01119   0.009927   0.004772         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     94/499      4.32G    0.01124   0.009867   0.004796         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
     94/499      4.32G    0.01124   0.009867   0.004796         58        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     94/499      4.32G    0.01122   0.009825   0.004708         57        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
     94/499      4.32G    0.01122   0.009825   0.004708         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
     94/499      4.32G    0.01118   0.009833   0.004625         70        640:  15%|#4        | 25/168 [00:05<00:27,  5.12it/s]
     94/499      4.32G    0.01118   0.009833   0.004625         70        640:  15%|#5        | 26/168 [00:05<00:27,  5.22it/s]
     94/499      4.32G    0.01119   0.009938   0.004538         80        640:  15%|#5        | 26/168 [00:05<00:27,  5.22it/s]
     94/499      4.32G    0.01119   0.009938   0.004538         80        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
     94/499      4.32G    0.01113   0.009847   0.004582         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
     94/499      4.32G    0.01113   0.009847   0.004582         56        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     94/499      4.32G    0.01112   0.009824   0.004795         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
     94/499      4.32G    0.01112   0.009824   0.004795         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     94/499      4.32G    0.01115   0.009866   0.004808         85        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     94/499      4.32G    0.01115   0.009866   0.004808         85        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     94/499      4.32G    0.01113   0.009837   0.004805         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     94/499      4.32G    0.01113   0.009837   0.004805         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
     94/499      4.32G    0.01109   0.009764   0.004796         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
     94/499      4.32G    0.01109   0.009764   0.004796         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
     94/499      4.32G    0.01111   0.009762   0.004692         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
     94/499      4.32G    0.01111   0.009762   0.004692         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     94/499      4.32G     0.0111   0.009835   0.004702         84        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
     94/499      4.32G     0.0111   0.009835   0.004702         84        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     94/499      4.32G    0.01114   0.009864   0.004716         76        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
     94/499      4.32G    0.01114   0.009864   0.004716         76        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
     94/499      4.32G    0.01117   0.009881   0.004699         72        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
     94/499      4.32G    0.01117   0.009881   0.004699         72        640:  21%|##1       | 36/168 [00:06<00:25,  5.23it/s]
     94/499      4.32G    0.01115   0.009795   0.004663         51        640:  21%|##1       | 36/168 [00:07<00:25,  5.23it/s]
     94/499      4.32G    0.01115   0.009795   0.004663         51        640:  22%|##2       | 37/168 [00:07<00:25,  5.10it/s]
     94/499      4.32G    0.01116   0.009773   0.004604         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.10it/s]
     94/499      4.32G    0.01116   0.009773   0.004604         67        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
     94/499      4.32G    0.01115    0.00978   0.004614         77        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
     94/499      4.32G    0.01115    0.00978   0.004614         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
     94/499      4.32G    0.01114   0.009755   0.004579         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
     94/499      4.32G    0.01114   0.009755   0.004579         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
     94/499      4.32G    0.01117   0.009752    0.00461         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
     94/499      4.32G    0.01117   0.009752    0.00461         60        640:  24%|##4       | 41/168 [00:07<00:24,  5.20it/s]
     94/499      4.32G    0.01115    0.00972   0.004555         65        640:  24%|##4       | 41/168 [00:08<00:24,  5.20it/s]
     94/499      4.32G    0.01115    0.00972   0.004555         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     94/499      4.32G    0.01118   0.009704   0.004513         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     94/499      4.32G    0.01118   0.009704   0.004513         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
     94/499      4.32G     0.0112    0.00965   0.004557         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
     94/499      4.32G     0.0112    0.00965   0.004557         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.18it/s]
     94/499      4.32G    0.01118   0.009665   0.004524         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.18it/s]
     94/499      4.32G    0.01118   0.009665   0.004524         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.23it/s]
     94/499      4.32G    0.01121    0.00969   0.004524         55        640:  27%|##6       | 45/168 [00:08<00:23,  5.23it/s]
     94/499      4.32G    0.01121    0.00969   0.004524         55        640:  27%|##7       | 46/168 [00:08<00:24,  5.03it/s]
     94/499      4.32G    0.01125   0.009705   0.004574         77        640:  27%|##7       | 46/168 [00:09<00:24,  5.03it/s]
     94/499      4.32G    0.01125   0.009705   0.004574         77        640:  28%|##7       | 47/168 [00:09<00:23,  5.14it/s]
     94/499      4.32G    0.01125   0.009694    0.00453         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.14it/s]
     94/499      4.32G    0.01125   0.009694    0.00453         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.25it/s]
     94/499      4.32G    0.01131   0.009711   0.004561         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.25it/s]
     94/499      4.32G    0.01131   0.009711   0.004561         64        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     94/499      4.32G    0.01133   0.009749   0.004522         79        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     94/499      4.32G    0.01133   0.009749   0.004522         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     94/499      4.32G    0.01131   0.009715   0.004506         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     94/499      4.32G    0.01131   0.009715   0.004506         63        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
     94/499      4.32G    0.01133   0.009677   0.004473         54        640:  30%|###       | 51/168 [00:10<00:22,  5.26it/s]
     94/499      4.32G    0.01133   0.009677   0.004473         54        640:  31%|###       | 52/168 [00:10<00:22,  5.09it/s]
     94/499      4.32G    0.01134    0.00973   0.004442         76        640:  31%|###       | 52/168 [00:10<00:22,  5.09it/s]
     94/499      4.32G    0.01134    0.00973   0.004442         76        640:  32%|###1      | 53/168 [00:10<00:22,  5.17it/s]
     94/499      4.32G    0.01137   0.009768   0.004446         78        640:  32%|###1      | 53/168 [00:10<00:22,  5.17it/s]
     94/499      4.32G    0.01137   0.009768   0.004446         78        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     94/499      4.32G    0.01135   0.009743   0.004405         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     94/499      4.32G    0.01135   0.009743   0.004405         66        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     94/499      4.32G    0.01135   0.009734   0.004394         60        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
     94/499      4.32G    0.01135   0.009734   0.004394         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     94/499      4.32G    0.01137   0.009716   0.004347         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     94/499      4.32G    0.01137   0.009716   0.004347         66        640:  34%|###3      | 57/168 [00:10<00:21,  5.24it/s]
     94/499      4.32G    0.01137   0.009734   0.004342         81        640:  34%|###3      | 57/168 [00:11<00:21,  5.24it/s]
     94/499      4.32G    0.01137   0.009734   0.004342         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
     94/499      4.32G    0.01135   0.009721   0.004317         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
     94/499      4.32G    0.01135   0.009721   0.004317         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     94/499      4.32G    0.01137   0.009713   0.004348         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
     94/499      4.32G    0.01137   0.009713   0.004348         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.20it/s]
     94/499      4.32G    0.01137   0.009684    0.00435         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.20it/s]
     94/499      4.32G    0.01137   0.009684    0.00435         56        640:  36%|###6      | 61/168 [00:11<00:21,  5.09it/s]
     94/499      4.32G    0.01138   0.009691   0.004335         75        640:  36%|###6      | 61/168 [00:11<00:21,  5.09it/s]
     94/499      4.32G    0.01138   0.009691   0.004335         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.12it/s]
     94/499      4.32G    0.01139   0.009684   0.004371         66        640:  37%|###6      | 62/168 [00:12<00:20,  5.12it/s]
     94/499      4.32G    0.01139   0.009684   0.004371         66        640:  38%|###7      | 63/168 [00:12<00:20,  5.21it/s]
     94/499      4.32G    0.01139   0.009672   0.004364         65        640:  38%|###7      | 63/168 [00:12<00:20,  5.21it/s]
     94/499      4.32G    0.01139   0.009672   0.004364         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.12it/s]
     94/499      4.32G    0.01141   0.009697   0.004348         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.12it/s]
     94/499      4.32G    0.01141   0.009697   0.004348         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     94/499      4.32G    0.01141   0.009707   0.004305         50        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
     94/499      4.32G    0.01141   0.009707   0.004305         50        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     94/499      4.32G    0.01142   0.009701   0.004276         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
     94/499      4.32G    0.01142   0.009701   0.004276         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.13it/s]
     94/499      4.32G    0.01142   0.009674   0.004272         59        640:  40%|###9      | 67/168 [00:13<00:19,  5.13it/s]
     94/499      4.32G    0.01142   0.009674   0.004272         59        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
     94/499      4.32G    0.01142   0.009661   0.004277         57        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
     94/499      4.32G    0.01142   0.009661   0.004277         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
     94/499      4.32G    0.01146   0.009647   0.004365         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
     94/499      4.32G    0.01146   0.009647   0.004365         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
     94/499      4.32G    0.01145   0.009674    0.00434         78        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
     94/499      4.32G    0.01145   0.009674    0.00434         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     94/499      4.32G    0.01145   0.009683   0.004354         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
     94/499      4.32G    0.01145   0.009683   0.004354         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
     94/499      4.32G    0.01143   0.009687   0.004324         67        640:  43%|####2     | 72/168 [00:14<00:18,  5.27it/s]
     94/499      4.32G    0.01143   0.009687   0.004324         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
     94/499      4.32G    0.01142   0.009679   0.004304         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
     94/499      4.32G    0.01142   0.009679   0.004304         68        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
     94/499      4.32G     0.0114    0.00969   0.004282         71        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
     94/499      4.32G     0.0114    0.00969   0.004282         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
     94/499      4.32G     0.0114   0.009715   0.004289         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
     94/499      4.32G     0.0114   0.009715   0.004289         79        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
     94/499      4.32G    0.01139   0.009732   0.004276         75        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
     94/499      4.32G    0.01139   0.009732   0.004276         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.18it/s]
     94/499      4.32G    0.01141   0.009745   0.004244         67        640:  46%|####5     | 77/168 [00:15<00:17,  5.18it/s]
     94/499      4.32G    0.01141   0.009745   0.004244         67        640:  46%|####6     | 78/168 [00:15<00:17,  5.23it/s]
     94/499      4.32G    0.01142   0.009742   0.004224         57        640:  46%|####6     | 78/168 [00:15<00:17,  5.23it/s]
     94/499      4.32G    0.01142   0.009742   0.004224         57        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     94/499      4.32G     0.0114    0.00976   0.004227         88        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
     94/499      4.32G     0.0114    0.00976   0.004227         88        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
     94/499      4.32G    0.01139   0.009752   0.004201         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
     94/499      4.32G    0.01139   0.009752   0.004201         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
     94/499      4.32G    0.01138   0.009747   0.004172         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
     94/499      4.32G    0.01138   0.009747   0.004172         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
     94/499      4.32G    0.01141   0.009723    0.00427         50        640:  49%|####8     | 82/168 [00:16<00:16,  5.11it/s]
     94/499      4.32G    0.01141   0.009723    0.00427         50        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
     94/499      4.32G    0.01141   0.009726   0.004243         64        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
     94/499      4.32G    0.01141   0.009726   0.004243         64        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
     94/499      4.32G    0.01142   0.009717   0.004212         63        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
     94/499      4.32G    0.01142   0.009717   0.004212         63        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     94/499      4.32G    0.01139   0.009702   0.004196         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
     94/499      4.32G    0.01139   0.009702   0.004196         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.19it/s]
     94/499      4.32G    0.01139   0.009718   0.004228         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.19it/s]
     94/499      4.32G    0.01139   0.009718   0.004228         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
     94/499      4.32G    0.01139   0.009743   0.004233         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
     94/499      4.32G    0.01139   0.009743   0.004233         79        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     94/499      4.32G    0.01136    0.00974   0.004229         67        640:  52%|#####2    | 88/168 [00:17<00:15,  5.14it/s]
     94/499      4.32G    0.01136    0.00974   0.004229         67        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     94/499      4.32G    0.01137   0.009737   0.004241         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
     94/499      4.32G    0.01137   0.009737   0.004241         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     94/499      4.32G    0.01137    0.00974   0.004244         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     94/499      4.32G    0.01137    0.00974   0.004244         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     94/499      4.32G    0.01136   0.009729   0.004245         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     94/499      4.32G    0.01136   0.009729   0.004245         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
     94/499      4.32G    0.01139   0.009733   0.004309         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
     94/499      4.32G    0.01139   0.009733   0.004309         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.22it/s]
     94/499      4.32G    0.01141   0.009744   0.004324         58        640:  55%|#####5    | 93/168 [00:18<00:14,  5.22it/s]
     94/499      4.32G    0.01141   0.009744   0.004324         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.07it/s]
     94/499      4.32G     0.0114    0.00972   0.004348         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.07it/s]
     94/499      4.32G     0.0114    0.00972   0.004348         62        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
     94/499      4.32G    0.01141   0.009742   0.004319         68        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
     94/499      4.32G    0.01141   0.009742   0.004319         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
     94/499      4.32G    0.01142   0.009735   0.004332         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
     94/499      4.32G    0.01142   0.009735   0.004332         63        640:  58%|#####7    | 97/168 [00:18<00:14,  5.06it/s]
     94/499      4.32G    0.01142   0.009718   0.004322         51        640:  58%|#####7    | 97/168 [00:18<00:14,  5.06it/s]
     94/499      4.32G    0.01142   0.009718   0.004322         51        640:  58%|#####8    | 98/168 [00:18<00:13,  5.12it/s]
     94/499      4.32G    0.01142   0.009723    0.00436         65        640:  58%|#####8    | 98/168 [00:19<00:13,  5.12it/s]
     94/499      4.32G    0.01142   0.009723    0.00436         65        640:  59%|#####8    | 99/168 [00:19<00:13,  5.21it/s]
     94/499      4.32G    0.01142   0.009731   0.004369         66        640:  59%|#####8    | 99/168 [00:19<00:13,  5.21it/s]
     94/499      4.32G    0.01142   0.009731   0.004369         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.07it/s]
     94/499      4.32G    0.01143   0.009751   0.004368         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.07it/s]
     94/499      4.32G    0.01143   0.009751   0.004368         77        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
     94/499      4.32G    0.01141   0.009755    0.00437         71        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
     94/499      4.32G    0.01141   0.009755    0.00437         71        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
     94/499      4.32G    0.01142   0.009762   0.004355         64        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
     94/499      4.32G    0.01142   0.009762   0.004355         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
     94/499      4.32G    0.01142   0.009751    0.00436         60        640:  61%|######1   | 103/168 [00:20<00:12,  5.12it/s]
     94/499      4.32G    0.01142   0.009751    0.00436         60        640:  62%|######1   | 104/168 [00:20<00:12,  5.21it/s]
     94/499      4.32G    0.01141   0.009738   0.004342         59        640:  62%|######1   | 104/168 [00:20<00:12,  5.21it/s]
     94/499      4.32G    0.01141   0.009738   0.004342         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
     94/499      4.32G    0.01141   0.009746   0.004341         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
     94/499      4.32G    0.01141   0.009746   0.004341         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     94/499      4.32G    0.01142    0.00976    0.00436         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     94/499      4.32G    0.01142    0.00976    0.00436         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     94/499      4.32G    0.01141   0.009755   0.004333         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     94/499      4.32G    0.01141   0.009755   0.004333         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
     94/499      4.32G    0.01141   0.009751    0.00434         71        640:  64%|######4   | 108/168 [00:21<00:11,  5.27it/s]
     94/499      4.32G    0.01141   0.009751    0.00434         71        640:  65%|######4   | 109/168 [00:21<00:11,  5.10it/s]
     94/499      4.32G    0.01141   0.009732   0.004338         49        640:  65%|######4   | 109/168 [00:21<00:11,  5.10it/s]
     94/499      4.32G    0.01141   0.009732   0.004338         49        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     94/499      4.32G    0.01141   0.009712   0.004351         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     94/499      4.32G    0.01141   0.009712   0.004351         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     94/499      4.32G    0.01139   0.009713   0.004346         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     94/499      4.32G    0.01139   0.009713   0.004346         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     94/499      4.32G     0.0114   0.009709   0.004372         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
     94/499      4.32G     0.0114   0.009709   0.004372         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     94/499      4.32G    0.01142   0.009719   0.004353         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     94/499      4.32G    0.01142   0.009719   0.004353         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
     94/499      4.32G    0.01141   0.009727   0.004339         62        640:  68%|######7   | 114/168 [00:22<00:10,  5.26it/s]
     94/499      4.32G    0.01141   0.009727   0.004339         62        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
     94/499      4.32G     0.0114   0.009745   0.004349         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
     94/499      4.32G     0.0114   0.009745   0.004349         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     94/499      4.32G    0.01141   0.009757   0.004372         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     94/499      4.32G    0.01141   0.009757   0.004372         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
     94/499      4.32G    0.01139   0.009741   0.004366         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
     94/499      4.32G    0.01139   0.009741   0.004366         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     94/499      4.32G     0.0114   0.009721   0.004412         51        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
     94/499      4.32G     0.0114   0.009721   0.004412         51        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     94/499      4.32G    0.01139   0.009701   0.004419         60        640:  71%|#######   | 119/168 [00:23<00:09,  5.24it/s]
     94/499      4.32G    0.01139   0.009701   0.004419         60        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     94/499      4.32G    0.01138   0.009687   0.004411         58        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
     94/499      4.32G    0.01138   0.009687   0.004411         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     94/499      4.32G    0.01138   0.009687   0.004391         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
     94/499      4.32G    0.01138   0.009687   0.004391         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     94/499      4.32G    0.01139   0.009688    0.00438         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
     94/499      4.32G    0.01139   0.009688    0.00438         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     94/499      4.32G    0.01138   0.009679   0.004382         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
     94/499      4.32G    0.01138   0.009679   0.004382         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
     94/499      4.32G    0.01139   0.009677   0.004363         64        640:  74%|#######3  | 124/168 [00:24<00:08,  5.16it/s]
     94/499      4.32G    0.01139   0.009677   0.004363         64        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
     94/499      4.32G    0.01139   0.009681   0.004406         54        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
     94/499      4.32G    0.01139   0.009681   0.004406         54        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
     94/499      4.32G    0.01139   0.009681   0.004533         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
     94/499      4.32G    0.01139   0.009681   0.004533         57        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
     94/499      4.32G    0.01139   0.009668   0.004555         69        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
     94/499      4.32G    0.01139   0.009668   0.004555         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     94/499      4.32G     0.0114   0.009691   0.004582         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     94/499      4.32G     0.0114   0.009691   0.004582         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
     94/499      4.32G     0.0114   0.009683   0.004577         58        640:  77%|#######6  | 129/168 [00:25<00:07,  5.28it/s]
     94/499      4.32G     0.0114   0.009683   0.004577         58        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
     94/499      4.32G    0.01139   0.009669   0.004574         62        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
     94/499      4.32G    0.01139   0.009669   0.004574         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     94/499      4.32G    0.01138    0.00965   0.004566         49        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
     94/499      4.32G    0.01138    0.00965   0.004566         49        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
     94/499      4.32G    0.01139   0.009645   0.004593         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
     94/499      4.32G    0.01139   0.009645   0.004593         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     94/499      4.32G    0.01138   0.009644   0.004593         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
     94/499      4.32G    0.01138   0.009644   0.004593         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.12it/s]
     94/499      4.32G    0.01137   0.009652   0.004586         78        640:  80%|#######9  | 134/168 [00:26<00:06,  5.12it/s]
     94/499      4.32G    0.01137   0.009652   0.004586         78        640:  80%|########  | 135/168 [00:26<00:06,  5.12it/s]
     94/499      4.32G    0.01136   0.009657   0.004573         64        640:  80%|########  | 135/168 [00:26<00:06,  5.12it/s]
     94/499      4.32G    0.01136   0.009657   0.004573         64        640:  81%|########  | 136/168 [00:26<00:06,  5.03it/s]
     94/499      4.32G    0.01137   0.009658   0.004598         74        640:  81%|########  | 136/168 [00:26<00:06,  5.03it/s]
     94/499      4.32G    0.01137   0.009658   0.004598         74        640:  82%|########1 | 137/168 [00:26<00:06,  5.13it/s]
     94/499      4.32G    0.01138   0.009677   0.004589         78        640:  82%|########1 | 137/168 [00:26<00:06,  5.13it/s]
     94/499      4.32G    0.01138   0.009677   0.004589         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
     94/499      4.32G    0.01139   0.009678   0.004602         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
     94/499      4.32G    0.01139   0.009678   0.004602         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.08it/s]
     94/499      4.32G    0.01138   0.009669   0.004598         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.08it/s]
     94/499      4.32G    0.01138   0.009669   0.004598         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.15it/s]
     94/499      4.32G    0.01137   0.009653   0.004576         48        640:  83%|########3 | 140/168 [00:27<00:05,  5.15it/s]
     94/499      4.32G    0.01137   0.009653   0.004576         48        640:  84%|########3 | 141/168 [00:27<00:05,  5.23it/s]
     94/499      4.32G    0.01137   0.009659   0.004581         50        640:  84%|########3 | 141/168 [00:27<00:05,  5.23it/s]
     94/499      4.32G    0.01137   0.009659   0.004581         50        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     94/499      4.32G    0.01137   0.009671   0.004552         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     94/499      4.32G    0.01137   0.009671   0.004552         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.15it/s]
     94/499      4.32G    0.01138   0.009665   0.004554         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.15it/s]
     94/499      4.32G    0.01138   0.009665   0.004554         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.20it/s]
     94/499      4.32G    0.01138   0.009674   0.004574         85        640:  86%|########5 | 144/168 [00:27<00:04,  5.20it/s]
     94/499      4.32G    0.01138   0.009674   0.004574         85        640:  86%|########6 | 145/168 [00:27<00:04,  5.08it/s]
     94/499      4.32G    0.01139   0.009682   0.004623         73        640:  86%|########6 | 145/168 [00:28<00:04,  5.08it/s]
     94/499      4.32G    0.01139   0.009682   0.004623         73        640:  87%|########6 | 146/168 [00:28<00:04,  5.15it/s]
     94/499      4.32G     0.0114   0.009685    0.00462         66        640:  87%|########6 | 146/168 [00:28<00:04,  5.15it/s]
     94/499      4.32G     0.0114   0.009685    0.00462         66        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
     94/499      4.32G    0.01139   0.009689   0.004614         67        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
     94/499      4.32G    0.01139   0.009689   0.004614         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
     94/499      4.32G     0.0114   0.009685   0.004661         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
     94/499      4.32G     0.0114   0.009685   0.004661         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     94/499      4.32G    0.01138   0.009676   0.004685         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     94/499      4.32G    0.01138   0.009676   0.004685         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.25it/s]
     94/499      4.32G    0.01138   0.009677    0.00469         62        640:  89%|########9 | 150/168 [00:29<00:03,  5.25it/s]
     94/499      4.32G    0.01138   0.009677    0.00469         62        640:  90%|########9 | 151/168 [00:29<00:03,  5.11it/s]
     94/499      4.32G     0.0114   0.009696   0.004685         86        640:  90%|########9 | 151/168 [00:29<00:03,  5.11it/s]
     94/499      4.32G     0.0114   0.009696   0.004685         86        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
     94/499      4.32G    0.01139   0.009681   0.004678         53        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
     94/499      4.32G    0.01139   0.009681   0.004678         53        640:  91%|#########1| 153/168 [00:29<00:02,  5.25it/s]
     94/499      4.32G    0.01138   0.009669   0.004673         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.25it/s]
     94/499      4.32G    0.01138   0.009669   0.004673         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     94/499      4.32G     0.0114   0.009678   0.004673         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
     94/499      4.32G     0.0114   0.009678   0.004673         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
     94/499      4.32G     0.0114   0.009683   0.004667         72        640:  92%|#########2| 155/168 [00:30<00:02,  5.21it/s]
     94/499      4.32G     0.0114   0.009683   0.004667         72        640:  93%|#########2| 156/168 [00:30<00:02,  5.24it/s]
     94/499      4.32G     0.0114   0.009686   0.004677         75        640:  93%|#########2| 156/168 [00:30<00:02,  5.24it/s]
     94/499      4.32G     0.0114   0.009686   0.004677         75        640:  93%|#########3| 157/168 [00:30<00:02,  5.10it/s]
     94/499      4.32G    0.01139   0.009671   0.004662         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.10it/s]
     94/499      4.32G    0.01139   0.009671   0.004662         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
     94/499      4.32G    0.01139   0.009664   0.004657         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
     94/499      4.32G    0.01139   0.009664   0.004657         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
     94/499      4.32G    0.01138   0.009673   0.004661         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
     94/499      4.32G    0.01138   0.009673   0.004661         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
     94/499      4.32G    0.01138   0.009669   0.004654         71        640:  95%|#########5| 160/168 [00:31<00:01,  5.15it/s]
     94/499      4.32G    0.01138   0.009669   0.004654         71        640:  96%|#########5| 161/168 [00:31<00:01,  5.23it/s]
     94/499      4.32G    0.01138   0.009675    0.00465         85        640:  96%|#########5| 161/168 [00:31<00:01,  5.23it/s]
     94/499      4.32G    0.01138   0.009675    0.00465         85        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
     94/499      4.32G    0.01138   0.009677   0.004645         72        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
     94/499      4.32G    0.01138   0.009677   0.004645         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     94/499      4.32G    0.01138   0.009674   0.004642         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
     94/499      4.32G    0.01138   0.009674   0.004642         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     94/499      4.32G    0.01137   0.009667    0.00465         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
     94/499      4.32G    0.01137   0.009667    0.00465         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
     94/499      4.32G    0.01138   0.009672    0.00465         72        640:  98%|#########8| 165/168 [00:32<00:00,  5.28it/s]
     94/499      4.32G    0.01138   0.009672    0.00465         72        640:  99%|#########8| 166/168 [00:32<00:00,  5.12it/s]
     94/499      4.32G    0.01138   0.009664   0.004645         60        640:  99%|#########8| 166/168 [00:32<00:00,  5.12it/s]
     94/499      4.32G    0.01138   0.009664   0.004645         60        640:  99%|#########9| 167/168 [00:32<00:00,  5.14it/s]
     94/499      4.32G    0.01137   0.009647   0.004638         25        640:  99%|#########9| 167/168 [00:32<00:00,  5.14it/s]
     94/499      4.32G    0.01137   0.009647   0.004638         25        640: 100%|##########| 168/168 [00:32<00:00,  5.34it/s]
     94/499      4.32G    0.01137   0.009647   0.004638         25        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.816      0.825      0.846      0.728

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     95/499      4.32G     0.0147    0.01036   0.006599         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
     95/499      4.32G     0.0147    0.01036   0.006599         68        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     95/499      4.32G     0.0128    0.01014   0.006157         62        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
     95/499      4.32G     0.0128    0.01014   0.006157         62        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
     95/499      4.32G    0.01336    0.01031   0.006216         67        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
     95/499      4.32G    0.01336    0.01031   0.006216         67        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     95/499      4.32G    0.01282    0.01116   0.005672         77        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
     95/499      4.32G    0.01282    0.01116   0.005672         77        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     95/499      4.32G    0.01263    0.01148   0.005767         85        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     95/499      4.32G    0.01263    0.01148   0.005767         85        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
     95/499      4.32G    0.01254     0.0112   0.005746         68        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
     95/499      4.32G    0.01254     0.0112   0.005746         68        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     95/499      4.32G    0.01246     0.0113   0.005409         73        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     95/499      4.32G    0.01246     0.0113   0.005409         73        640:   4%|4         | 7/168 [00:01<00:31,  5.08it/s]
     95/499      4.32G    0.01229    0.01124   0.005273         73        640:   4%|4         | 7/168 [00:01<00:31,  5.08it/s]
     95/499      4.32G    0.01229    0.01124   0.005273         73        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     95/499      4.32G    0.01212    0.01086   0.005309         60        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
     95/499      4.32G    0.01212    0.01086   0.005309         60        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     95/499      4.32G    0.01183    0.01054   0.005095         54        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
     95/499      4.32G    0.01183    0.01054   0.005095         54        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
     95/499      4.32G    0.01177     0.0106   0.004868         77        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
     95/499      4.32G    0.01177     0.0106   0.004868         77        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
     95/499      4.32G    0.01166    0.01053    0.00497         80        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
     95/499      4.32G    0.01166    0.01053    0.00497         80        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
     95/499      4.32G    0.01159    0.01041   0.004748         65        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
     95/499      4.32G    0.01159    0.01041   0.004748         65        640:   8%|7         | 13/168 [00:02<00:30,  5.08it/s]
     95/499      4.32G    0.01155    0.01036   0.004758         78        640:   8%|7         | 13/168 [00:02<00:30,  5.08it/s]
     95/499      4.32G    0.01155    0.01036   0.004758         78        640:   8%|8         | 14/168 [00:02<00:30,  5.10it/s]
     95/499      4.32G    0.01157    0.01024    0.00463         58        640:   8%|8         | 14/168 [00:02<00:30,  5.10it/s]
     95/499      4.32G    0.01157    0.01024    0.00463         58        640:   9%|8         | 15/168 [00:02<00:29,  5.18it/s]
     95/499      4.32G    0.01161    0.01022    0.00458         72        640:   9%|8         | 15/168 [00:03<00:29,  5.18it/s]
     95/499      4.32G    0.01161    0.01022    0.00458         72        640:  10%|9         | 16/168 [00:03<00:29,  5.09it/s]
     95/499      4.32G    0.01159    0.01036   0.004547         91        640:  10%|9         | 16/168 [00:03<00:29,  5.09it/s]
     95/499      4.32G    0.01159    0.01036   0.004547         91        640:  10%|#         | 17/168 [00:03<00:29,  5.17it/s]
     95/499      4.32G    0.01153    0.01026   0.004677         57        640:  10%|#         | 17/168 [00:03<00:29,  5.17it/s]
     95/499      4.32G    0.01153    0.01026   0.004677         57        640:  11%|#         | 18/168 [00:03<00:28,  5.25it/s]
     95/499      4.32G    0.01158    0.01033   0.004535         66        640:  11%|#         | 18/168 [00:03<00:28,  5.25it/s]
     95/499      4.32G    0.01158    0.01033   0.004535         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     95/499      4.32G    0.01165    0.01044   0.004455         77        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     95/499      4.32G    0.01165    0.01044   0.004455         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.13it/s]
     95/499      4.32G    0.01163    0.01041   0.004389         65        640:  12%|#1        | 20/168 [00:04<00:28,  5.13it/s]
     95/499      4.32G    0.01163    0.01041   0.004389         65        640:  12%|#2        | 21/168 [00:04<00:28,  5.21it/s]
     95/499      4.32G    0.01164     0.0103   0.004311         56        640:  12%|#2        | 21/168 [00:04<00:28,  5.21it/s]
     95/499      4.32G    0.01164     0.0103   0.004311         56        640:  13%|#3        | 22/168 [00:04<00:28,  5.08it/s]
     95/499      4.32G    0.01162    0.01021   0.004264         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.08it/s]
     95/499      4.32G    0.01162    0.01021   0.004264         62        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     95/499      4.32G     0.0116    0.01023   0.004155         76        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     95/499      4.32G     0.0116    0.01023   0.004155         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     95/499      4.32G    0.01157    0.01014    0.00402         58        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
     95/499      4.32G    0.01157    0.01014    0.00402         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     95/499      4.32G    0.01155    0.01024   0.003961         77        640:  15%|#4        | 25/168 [00:05<00:27,  5.14it/s]
     95/499      4.32G    0.01155    0.01024   0.003961         77        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
     95/499      4.32G    0.01155    0.01023   0.003874         71        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
     95/499      4.32G    0.01155    0.01023   0.003874         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
     95/499      4.32G    0.01154    0.01016   0.003931         52        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
     95/499      4.32G    0.01154    0.01016   0.003931         52        640:  17%|#6        | 28/168 [00:05<00:27,  5.11it/s]
     95/499      4.32G    0.01152    0.01014   0.004084         74        640:  17%|#6        | 28/168 [00:05<00:27,  5.11it/s]
     95/499      4.32G    0.01152    0.01014   0.004084         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
     95/499      4.32G    0.01147    0.01014   0.004093         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
     95/499      4.32G    0.01147    0.01014   0.004093         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
     95/499      4.32G    0.01143     0.0101   0.004084         74        640:  18%|#7        | 30/168 [00:06<00:26,  5.23it/s]
     95/499      4.32G    0.01143     0.0101   0.004084         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
     95/499      4.32G    0.01145    0.01011   0.004055         73        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
     95/499      4.32G    0.01145    0.01011   0.004055         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     95/499      4.32G    0.01142    0.01008   0.003994         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
     95/499      4.32G    0.01142    0.01008   0.003994         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     95/499      4.32G    0.01143    0.01015   0.003953         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
     95/499      4.32G    0.01143    0.01015   0.003953         79        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     95/499      4.32G     0.0114    0.01016   0.003985         73        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
     95/499      4.32G     0.0114    0.01016   0.003985         73        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     95/499      4.32G    0.01144    0.01014   0.003952         56        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     95/499      4.32G    0.01144    0.01014   0.003952         56        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
     95/499      4.32G    0.01143    0.01018   0.003882         77        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
     95/499      4.32G    0.01143    0.01018   0.003882         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.07it/s]
     95/499      4.32G    0.01142    0.01013   0.003872         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.07it/s]
     95/499      4.32G    0.01142    0.01013   0.003872         59        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
     95/499      4.32G    0.01143     0.0101   0.003986         61        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
     95/499      4.32G    0.01143     0.0101   0.003986         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
     95/499      4.32G    0.01143    0.01013   0.004007         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
     95/499      4.32G    0.01143    0.01013   0.004007         71        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     95/499      4.32G     0.0114     0.0101   0.004003         64        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     95/499      4.32G     0.0114     0.0101   0.004003         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.17it/s]
     95/499      4.32G     0.0114    0.01017   0.003965         84        640:  24%|##4       | 41/168 [00:08<00:24,  5.17it/s]
     95/499      4.32G     0.0114    0.01017   0.003965         84        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     95/499      4.32G    0.01139    0.01015   0.003981         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
     95/499      4.32G    0.01139    0.01015   0.003981         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
     95/499      4.32G    0.01137    0.01014   0.003972         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
     95/499      4.32G    0.01137    0.01014   0.003972         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     95/499      4.32G    0.01136    0.01012   0.004055         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     95/499      4.32G    0.01136    0.01012   0.004055         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     95/499      4.32G    0.01134    0.01014   0.004073         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
     95/499      4.32G    0.01134    0.01014   0.004073         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
     95/499      4.32G    0.01134    0.01011   0.004053         68        640:  27%|##7       | 46/168 [00:09<00:23,  5.12it/s]
     95/499      4.32G    0.01134    0.01011   0.004053         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     95/499      4.32G    0.01134     0.0101   0.004042         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
     95/499      4.32G    0.01134     0.0101   0.004042         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     95/499      4.32G    0.01133    0.01017    0.00405         93        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     95/499      4.32G    0.01133    0.01017    0.00405         93        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
     95/499      4.32G    0.01134    0.01016   0.004092         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
     95/499      4.32G    0.01134    0.01016   0.004092         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     95/499      4.32G    0.01133    0.01016   0.004036         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
     95/499      4.32G    0.01133    0.01016   0.004036         64        640:  30%|###       | 51/168 [00:09<00:22,  5.23it/s]
     95/499      4.32G    0.01135    0.01013   0.004062         59        640:  30%|###       | 51/168 [00:10<00:22,  5.23it/s]
     95/499      4.32G    0.01135    0.01013   0.004062         59        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     95/499      4.32G    0.01133    0.01013   0.004085         63        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     95/499      4.32G    0.01133    0.01013   0.004085         63        640:  32%|###1      | 53/168 [00:10<00:22,  5.21it/s]
     95/499      4.32G    0.01132     0.0101   0.004039         55        640:  32%|###1      | 53/168 [00:10<00:22,  5.21it/s]
     95/499      4.32G    0.01132     0.0101   0.004039         55        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
     95/499      4.32G    0.01133    0.01006   0.003992         53        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
     95/499      4.32G    0.01133    0.01006   0.003992         53        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     95/499      4.32G    0.01133    0.01003    0.00401         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     95/499      4.32G    0.01133    0.01003    0.00401         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     95/499      4.32G     0.0113    0.01004   0.003991         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
     95/499      4.32G     0.0113    0.01004   0.003991         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
     95/499      4.32G     0.0113    0.01006   0.004007         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
     95/499      4.32G     0.0113    0.01006   0.004007         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     95/499      4.32G    0.01131    0.01008   0.004018         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     95/499      4.32G    0.01131    0.01008   0.004018         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     95/499      4.32G     0.0113    0.01006   0.004098         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
     95/499      4.32G     0.0113    0.01006   0.004098         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     95/499      4.32G    0.01131    0.01008   0.004121         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     95/499      4.32G    0.01131    0.01008   0.004121         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     95/499      4.32G     0.0113    0.01009   0.004135         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
     95/499      4.32G     0.0113    0.01009   0.004135         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
     95/499      4.32G    0.01134     0.0101   0.004151         72        640:  37%|###6      | 62/168 [00:12<00:20,  5.20it/s]
     95/499      4.32G    0.01134     0.0101   0.004151         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
     95/499      4.32G    0.01137    0.01016   0.004115         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
     95/499      4.32G    0.01137    0.01016   0.004115         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
     95/499      4.32G    0.01139    0.01016   0.004101         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
     95/499      4.32G    0.01139    0.01016   0.004101         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
     95/499      4.32G    0.01136    0.01019   0.004098         93        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
     95/499      4.32G    0.01136    0.01019   0.004098         93        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     95/499      4.32G    0.01138    0.01022   0.004083         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
     95/499      4.32G    0.01138    0.01022   0.004083         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
     95/499      4.32G    0.01139    0.01021   0.004074         63        640:  40%|###9      | 67/168 [00:13<00:19,  5.15it/s]
     95/499      4.32G    0.01139    0.01021   0.004074         63        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
     95/499      4.32G    0.01139    0.01022   0.004051         65        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
     95/499      4.32G    0.01139    0.01022   0.004051         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     95/499      4.32G    0.01137     0.0102   0.004076         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     95/499      4.32G    0.01137     0.0102   0.004076         68        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
     95/499      4.32G    0.01139    0.01021   0.004035         67        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
     95/499      4.32G    0.01139    0.01021   0.004035         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     95/499      4.32G     0.0114    0.01022   0.004028         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     95/499      4.32G     0.0114    0.01022   0.004028         76        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
     95/499      4.32G    0.01139     0.0102   0.004049         66        640:  43%|####2     | 72/168 [00:14<00:18,  5.32it/s]
     95/499      4.32G    0.01139     0.0102   0.004049         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     95/499      4.32G    0.01137    0.01019   0.004048         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     95/499      4.32G    0.01137    0.01019   0.004048         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
     95/499      4.32G    0.01136    0.01018   0.004039         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
     95/499      4.32G    0.01136    0.01018   0.004039         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     95/499      4.32G    0.01136    0.01015   0.004059         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
     95/499      4.32G    0.01136    0.01015   0.004059         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
     95/499      4.32G    0.01136    0.01014   0.004067         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
     95/499      4.32G    0.01136    0.01014   0.004067         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     95/499      4.32G    0.01137    0.01017    0.00405         89        640:  46%|####5     | 77/168 [00:15<00:17,  5.19it/s]
     95/499      4.32G    0.01137    0.01017    0.00405         89        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
     95/499      4.32G    0.01139    0.01017   0.004022         61        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
     95/499      4.32G    0.01139    0.01017   0.004022         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
     95/499      4.32G    0.01139    0.01016   0.003992         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
     95/499      4.32G    0.01139    0.01016   0.003992         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     95/499      4.32G    0.01139    0.01015   0.003998         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
     95/499      4.32G    0.01139    0.01015   0.003998         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
     95/499      4.32G    0.01142    0.01015   0.003994         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
     95/499      4.32G    0.01142    0.01015   0.003994         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     95/499      4.32G    0.01142    0.01015   0.004001         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
     95/499      4.32G    0.01142    0.01015   0.004001         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
     95/499      4.32G    0.01141    0.01016   0.004018         72        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
     95/499      4.32G    0.01141    0.01016   0.004018         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
     95/499      4.32G    0.01143    0.01017   0.004013         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
     95/499      4.32G    0.01143    0.01017   0.004013         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     95/499      4.32G    0.01147    0.01014   0.004011         50        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
     95/499      4.32G    0.01147    0.01014   0.004011         50        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
     95/499      4.32G    0.01148    0.01012   0.004015         52        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
     95/499      4.32G    0.01148    0.01012   0.004015         52        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
     95/499      4.32G    0.01147    0.01012   0.004021         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
     95/499      4.32G    0.01147    0.01012   0.004021         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
     95/499      4.32G    0.01148    0.01009    0.00403         57        640:  52%|#####2    | 88/168 [00:17<00:15,  5.13it/s]
     95/499      4.32G    0.01148    0.01009    0.00403         57        640:  53%|#####2    | 89/168 [00:17<00:15,  5.08it/s]
     95/499      4.32G    0.01148    0.01008   0.004031         51        640:  53%|#####2    | 89/168 [00:17<00:15,  5.08it/s]
     95/499      4.32G    0.01148    0.01008   0.004031         51        640:  54%|#####3    | 90/168 [00:17<00:15,  5.20it/s]
     95/499      4.32G    0.01147    0.01006   0.004056         58        640:  54%|#####3    | 90/168 [00:17<00:15,  5.20it/s]
     95/499      4.32G    0.01147    0.01006   0.004056         58        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
     95/499      4.32G    0.01148    0.01005   0.004066         78        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
     95/499      4.32G    0.01148    0.01005   0.004066         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
     95/499      4.32G    0.01148    0.01003   0.004034         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
     95/499      4.32G    0.01148    0.01003   0.004034         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
     95/499      4.32G    0.01151    0.01003   0.004044         54        640:  55%|#####5    | 93/168 [00:18<00:14,  5.28it/s]
     95/499      4.32G    0.01151    0.01003   0.004044         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
     95/499      4.32G    0.01152    0.01006   0.004034         87        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
     95/499      4.32G    0.01152    0.01006   0.004034         87        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     95/499      4.32G    0.01152    0.01009   0.004064         86        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     95/499      4.32G    0.01152    0.01009   0.004064         86        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     95/499      4.32G    0.01153    0.01011   0.004081         84        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
     95/499      4.32G    0.01153    0.01011   0.004081         84        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     95/499      4.32G    0.01152    0.01009   0.004111         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
     95/499      4.32G    0.01152    0.01009   0.004111         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
     95/499      4.32G    0.01152    0.01007   0.004102         59        640:  58%|#####8    | 98/168 [00:19<00:13,  5.23it/s]
     95/499      4.32G    0.01152    0.01007   0.004102         59        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     95/499      4.32G    0.01151    0.01006   0.004097         76        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     95/499      4.32G    0.01151    0.01006   0.004097         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     95/499      4.32G     0.0115    0.01008   0.004085         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.11it/s]
     95/499      4.32G     0.0115    0.01008   0.004085         83        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
     95/499      4.32G    0.01149    0.01008   0.004068         62        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
     95/499      4.32G    0.01149    0.01008   0.004068         62        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     95/499      4.32G     0.0115    0.01006   0.004092         69        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
     95/499      4.32G     0.0115    0.01006   0.004092         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     95/499      4.32G    0.01151    0.01008   0.004071         84        640:  61%|######1   | 103/168 [00:20<00:12,  5.15it/s]
     95/499      4.32G    0.01151    0.01008   0.004071         84        640:  62%|######1   | 104/168 [00:20<00:12,  5.21it/s]
     95/499      4.32G    0.01151    0.01007     0.0041         79        640:  62%|######1   | 104/168 [00:20<00:12,  5.21it/s]
     95/499      4.32G    0.01151    0.01007     0.0041         79        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
     95/499      4.32G     0.0115    0.01007   0.004085         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
     95/499      4.32G     0.0115    0.01007   0.004085         69        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     95/499      4.32G     0.0115    0.01006   0.004072         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
     95/499      4.32G     0.0115    0.01006   0.004072         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.18it/s]
     95/499      4.32G    0.01151    0.01006   0.004076         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.18it/s]
     95/499      4.32G    0.01151    0.01006   0.004076         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
     95/499      4.32G    0.01149    0.01004   0.004098         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
     95/499      4.32G    0.01149    0.01004   0.004098         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.12it/s]
     95/499      4.32G    0.01148    0.01005   0.004078         66        640:  65%|######4   | 109/168 [00:21<00:11,  5.12it/s]
     95/499      4.32G    0.01148    0.01005   0.004078         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     95/499      4.32G    0.01149    0.01004   0.004067         61        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
     95/499      4.32G    0.01149    0.01004   0.004067         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     95/499      4.32G    0.01148    0.01004   0.004072         81        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
     95/499      4.32G    0.01148    0.01004   0.004072         81        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
     95/499      4.32G    0.01147    0.01003   0.004065         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
     95/499      4.32G    0.01147    0.01003   0.004065         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     95/499      4.32G    0.01148    0.01002   0.004054         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
     95/499      4.32G    0.01148    0.01002   0.004054         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
     95/499      4.32G    0.01146    0.01002   0.004041         70        640:  68%|######7   | 114/168 [00:22<00:10,  5.31it/s]
     95/499      4.32G    0.01146    0.01002   0.004041         70        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     95/499      4.32G    0.01147    0.01001   0.004045         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
     95/499      4.32G    0.01147    0.01001   0.004045         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     95/499      4.32G    0.01148    0.01003   0.004016         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
     95/499      4.32G    0.01148    0.01003   0.004016         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     95/499      4.32G    0.01149    0.01003   0.003998         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
     95/499      4.32G    0.01149    0.01003   0.003998         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
     95/499      4.32G    0.01151    0.01004   0.003989         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
     95/499      4.32G    0.01151    0.01004   0.003989         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
     95/499      4.32G     0.0115    0.01005   0.003985         66        640:  71%|#######   | 119/168 [00:23<00:09,  5.24it/s]
     95/499      4.32G     0.0115    0.01005   0.003985         66        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     95/499      4.32G     0.0115    0.01003   0.003985         57        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
     95/499      4.32G     0.0115    0.01003   0.003985         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     95/499      4.32G    0.01152    0.01004   0.003991         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     95/499      4.32G    0.01152    0.01004   0.003991         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
     95/499      4.32G    0.01151    0.01005   0.003977         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
     95/499      4.32G    0.01151    0.01005   0.003977         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
     95/499      4.32G    0.01152    0.01006   0.003974         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
     95/499      4.32G    0.01152    0.01006   0.003974         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
     95/499      4.32G    0.01152    0.01006   0.003968         73        640:  74%|#######3  | 124/168 [00:24<00:08,  5.15it/s]
     95/499      4.32G    0.01152    0.01006   0.003968         73        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     95/499      4.32G    0.01152    0.01005   0.003965         66        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     95/499      4.32G    0.01152    0.01005   0.003965         66        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
     95/499      4.32G    0.01151    0.01004   0.003953         50        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
     95/499      4.32G    0.01151    0.01004   0.003953         50        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     95/499      4.32G     0.0115    0.01006   0.003942         76        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
     95/499      4.32G     0.0115    0.01006   0.003942         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     95/499      4.32G    0.01149    0.01004   0.003933         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     95/499      4.32G    0.01149    0.01004   0.003933         53        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     95/499      4.32G    0.01148    0.01003   0.003949         73        640:  77%|#######6  | 129/168 [00:25<00:07,  5.25it/s]
     95/499      4.32G    0.01148    0.01003   0.003949         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.04it/s]
     95/499      4.32G    0.01147    0.01003   0.003939         79        640:  77%|#######7  | 130/168 [00:25<00:07,  5.04it/s]
     95/499      4.32G    0.01147    0.01003   0.003939         79        640:  78%|#######7  | 131/168 [00:25<00:07,  5.14it/s]
     95/499      4.32G    0.01146    0.01001   0.003932         57        640:  78%|#######7  | 131/168 [00:25<00:07,  5.14it/s]
     95/499      4.32G    0.01146    0.01001   0.003932         57        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
     95/499      4.32G    0.01145    0.01003   0.003946         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
     95/499      4.32G    0.01145    0.01003   0.003946         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     95/499      4.32G    0.01145    0.01001   0.003936         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     95/499      4.32G    0.01145    0.01001   0.003936         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
     95/499      4.32G    0.01145    0.01001   0.003943         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
     95/499      4.32G    0.01145    0.01001   0.003943         67        640:  80%|########  | 135/168 [00:25<00:06,  5.24it/s]
     95/499      4.32G    0.01143    0.01001   0.003936         61        640:  80%|########  | 135/168 [00:26<00:06,  5.24it/s]
     95/499      4.32G    0.01143    0.01001   0.003936         61        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
     95/499      4.32G    0.01142       0.01   0.003933         57        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
     95/499      4.32G    0.01142       0.01   0.003933         57        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     95/499      4.32G    0.01142   0.009991   0.003933         49        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
     95/499      4.32G    0.01142   0.009991   0.003933         49        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     95/499      4.32G    0.01141   0.009988   0.003938         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     95/499      4.32G    0.01141   0.009988   0.003938         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
     95/499      4.32G    0.01141   0.009999   0.003926         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
     95/499      4.32G    0.01141   0.009999   0.003926         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.20it/s]
     95/499      4.32G    0.01143    0.01002   0.003933         76        640:  83%|########3 | 140/168 [00:27<00:05,  5.20it/s]
     95/499      4.32G    0.01143    0.01002   0.003933         76        640:  84%|########3 | 141/168 [00:27<00:05,  5.22it/s]
     95/499      4.32G    0.01142    0.01002    0.00392         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.22it/s]
     95/499      4.32G    0.01142    0.01002    0.00392         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
     95/499      4.32G    0.01142    0.01002   0.003919         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
     95/499      4.32G    0.01142    0.01002   0.003919         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.18it/s]
     95/499      4.32G    0.01142    0.01001   0.003926         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.18it/s]
     95/499      4.32G    0.01142    0.01001   0.003926         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
     95/499      4.32G    0.01142    0.01001   0.003905         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
     95/499      4.32G    0.01142    0.01001   0.003905         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
     95/499      4.32G    0.01142    0.01001   0.003908         70        640:  86%|########6 | 145/168 [00:28<00:04,  5.12it/s]
     95/499      4.32G    0.01142    0.01001   0.003908         70        640:  87%|########6 | 146/168 [00:28<00:04,  5.20it/s]
     95/499      4.32G    0.01142    0.01002   0.003895         64        640:  87%|########6 | 146/168 [00:28<00:04,  5.20it/s]
     95/499      4.32G    0.01142    0.01002   0.003895         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     95/499      4.32G    0.01141    0.01001   0.003876         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     95/499      4.32G    0.01141    0.01001   0.003876         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     95/499      4.32G    0.01141    0.01002   0.003883         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
     95/499      4.32G    0.01141    0.01002   0.003883         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     95/499      4.32G    0.01141    0.01002   0.003881         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
     95/499      4.32G    0.01141    0.01002   0.003881         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
     95/499      4.32G     0.0114    0.01002   0.003881         66        640:  89%|########9 | 150/168 [00:29<00:03,  5.29it/s]
     95/499      4.32G     0.0114    0.01002   0.003881         66        640:  90%|########9 | 151/168 [00:29<00:03,  5.12it/s]
     95/499      4.32G    0.01141       0.01    0.00389         54        640:  90%|########9 | 151/168 [00:29<00:03,  5.12it/s]
     95/499      4.32G    0.01141       0.01    0.00389         54        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
     95/499      4.32G     0.0114       0.01   0.003905         68        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
     95/499      4.32G     0.0114       0.01   0.003905         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     95/499      4.32G    0.01141    0.01002   0.003919         77        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     95/499      4.32G    0.01141    0.01002   0.003919         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.10it/s]
     95/499      4.32G    0.01141    0.01002     0.0039         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.10it/s]
     95/499      4.32G    0.01141    0.01002     0.0039         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.19it/s]
     95/499      4.32G    0.01142    0.01001   0.003898         54        640:  92%|#########2| 155/168 [00:30<00:02,  5.19it/s]
     95/499      4.32G    0.01142    0.01001   0.003898         54        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     95/499      4.32G    0.01141       0.01   0.003899         61        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     95/499      4.32G    0.01141       0.01   0.003899         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.05it/s]
     95/499      4.32G    0.01141   0.009991   0.003907         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.05it/s]
     95/499      4.32G    0.01141   0.009991   0.003907         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.16it/s]
     95/499      4.32G     0.0114   0.009986   0.003891         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.16it/s]
     95/499      4.32G     0.0114   0.009986   0.003891         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
     95/499      4.32G     0.0114   0.009983   0.003893         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
     95/499      4.32G     0.0114   0.009983   0.003893         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.11it/s]
     95/499      4.32G     0.0114   0.009981   0.003891         71        640:  95%|#########5| 160/168 [00:31<00:01,  5.11it/s]
     95/499      4.32G     0.0114   0.009981   0.003891         71        640:  96%|#########5| 161/168 [00:31<00:01,  5.17it/s]
     95/499      4.32G     0.0114   0.009971   0.003875         52        640:  96%|#########5| 161/168 [00:31<00:01,  5.17it/s]
     95/499      4.32G     0.0114   0.009971   0.003875         52        640:  96%|#########6| 162/168 [00:31<00:01,  5.26it/s]
     95/499      4.32G    0.01139   0.009989   0.003874         86        640:  96%|#########6| 162/168 [00:31<00:01,  5.26it/s]
     95/499      4.32G    0.01139   0.009989   0.003874         86        640:  97%|#########7| 163/168 [00:31<00:00,  5.09it/s]
     95/499      4.32G    0.01138   0.009991   0.003883         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.09it/s]
     95/499      4.32G    0.01138   0.009991   0.003883         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
     95/499      4.32G    0.01137   0.009989   0.003881         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
     95/499      4.32G    0.01137   0.009989   0.003881         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     95/499      4.32G    0.01137       0.01   0.003883         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
     95/499      4.32G    0.01137       0.01   0.003883         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.09it/s]
     95/499      4.32G    0.01137   0.009993   0.003879         64        640:  99%|#########8| 166/168 [00:32<00:00,  5.09it/s]
     95/499      4.32G    0.01137   0.009993   0.003879         64        640:  99%|#########9| 167/168 [00:32<00:00,  5.12it/s]
     95/499      4.32G    0.01137       0.01   0.003861         38        640:  99%|#########9| 167/168 [00:32<00:00,  5.12it/s]
     95/499      4.32G    0.01137       0.01   0.003861         38        640: 100%|##########| 168/168 [00:32<00:00,  5.30it/s]
     95/499      4.32G    0.01137       0.01   0.003861         38        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.794      0.856      0.843      0.735

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     96/499      4.32G    0.01141    0.01124   0.003502         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
     96/499      4.32G    0.01141    0.01124   0.003502         68        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     96/499      4.32G    0.01114    0.01039   0.003583         74        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
     96/499      4.32G    0.01114    0.01039   0.003583         74        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
     96/499      4.32G    0.01147   0.009895   0.002879         66        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
     96/499      4.32G    0.01147   0.009895   0.002879         66        640:   2%|1         | 3/168 [00:00<00:31,  5.23it/s]
     96/499      4.32G    0.01135   0.009879   0.003171         71        640:   2%|1         | 3/168 [00:00<00:31,  5.23it/s]
     96/499      4.32G    0.01135   0.009879   0.003171         71        640:   2%|2         | 4/168 [00:00<00:32,  5.06it/s]
     96/499      4.32G    0.01123   0.009597    0.00318         63        640:   2%|2         | 4/168 [00:00<00:32,  5.06it/s]
     96/499      4.32G    0.01123   0.009597    0.00318         63        640:   3%|2         | 5/168 [00:00<00:31,  5.16it/s]
     96/499      4.32G    0.01119   0.009366    0.00323         68        640:   3%|2         | 5/168 [00:01<00:31,  5.16it/s]
     96/499      4.32G    0.01119   0.009366    0.00323         68        640:   4%|3         | 6/168 [00:01<00:30,  5.23it/s]
     96/499      4.32G     0.0109   0.009012   0.003462         54        640:   4%|3         | 6/168 [00:01<00:30,  5.23it/s]
     96/499      4.32G     0.0109   0.009012   0.003462         54        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
     96/499      4.32G    0.01097   0.009398   0.003276         79        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
     96/499      4.32G    0.01097   0.009398   0.003276         79        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
     96/499      4.32G    0.01082   0.009403   0.003528         71        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
     96/499      4.32G    0.01082   0.009403   0.003528         71        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
     96/499      4.32G     0.0109   0.009564   0.003659         80        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
     96/499      4.32G     0.0109   0.009564   0.003659         80        640:   6%|5         | 10/168 [00:01<00:31,  5.06it/s]
     96/499      4.32G    0.01092    0.00956   0.003601         64        640:   6%|5         | 10/168 [00:02<00:31,  5.06it/s]
     96/499      4.32G    0.01092    0.00956   0.003601         64        640:   7%|6         | 11/168 [00:02<00:30,  5.12it/s]
     96/499      4.32G    0.01095    0.00972   0.003548         82        640:   7%|6         | 11/168 [00:02<00:30,  5.12it/s]
     96/499      4.32G    0.01095    0.00972   0.003548         82        640:   7%|7         | 12/168 [00:02<00:30,  5.20it/s]
     96/499      4.32G    0.01106   0.009762   0.003644         67        640:   7%|7         | 12/168 [00:02<00:30,  5.20it/s]
     96/499      4.32G    0.01106   0.009762   0.003644         67        640:   8%|7         | 13/168 [00:02<00:30,  5.08it/s]
     96/499      4.32G    0.01107   0.009761   0.003616         70        640:   8%|7         | 13/168 [00:02<00:30,  5.08it/s]
     96/499      4.32G    0.01107   0.009761   0.003616         70        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     96/499      4.32G    0.01106   0.009597   0.003569         57        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     96/499      4.32G    0.01106   0.009597   0.003569         57        640:   9%|8         | 15/168 [00:02<00:29,  5.23it/s]
     96/499      4.32G    0.01105   0.009665   0.003453         79        640:   9%|8         | 15/168 [00:03<00:29,  5.23it/s]
     96/499      4.32G    0.01105   0.009665   0.003453         79        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     96/499      4.32G    0.01105   0.009668   0.003482         72        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     96/499      4.32G    0.01105   0.009668   0.003482         72        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     96/499      4.32G    0.01097   0.009587   0.003413         66        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     96/499      4.32G    0.01097   0.009587   0.003413         66        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
     96/499      4.32G    0.01092   0.009663   0.003369         84        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
     96/499      4.32G    0.01092   0.009663   0.003369         84        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
     96/499      4.32G     0.0109   0.009663   0.003376         70        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
     96/499      4.32G     0.0109   0.009663   0.003376         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.19it/s]
     96/499      4.32G    0.01098   0.009804   0.003615         61        640:  12%|#1        | 20/168 [00:04<00:28,  5.19it/s]
     96/499      4.32G    0.01098   0.009804   0.003615         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     96/499      4.32G    0.01095     0.0097   0.003638         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     96/499      4.32G    0.01095     0.0097   0.003638         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.09it/s]
     96/499      4.32G    0.01089   0.009613   0.003675         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.09it/s]
     96/499      4.32G    0.01089   0.009613   0.003675         63        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     96/499      4.32G    0.01085   0.009611   0.003579         74        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
     96/499      4.32G    0.01085   0.009611   0.003579         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.24it/s]
     96/499      4.32G    0.01085   0.009531   0.003552         59        640:  14%|#4        | 24/168 [00:04<00:27,  5.24it/s]
     96/499      4.32G    0.01085   0.009531   0.003552         59        640:  15%|#4        | 25/168 [00:04<00:28,  5.06it/s]
     96/499      4.32G    0.01083   0.009585   0.003497         74        640:  15%|#4        | 25/168 [00:05<00:28,  5.06it/s]
     96/499      4.32G    0.01083   0.009585   0.003497         74        640:  15%|#5        | 26/168 [00:05<00:27,  5.11it/s]
     96/499      4.32G    0.01079    0.00956   0.003445         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.11it/s]
     96/499      4.32G    0.01079    0.00956   0.003445         66        640:  16%|#6        | 27/168 [00:05<00:27,  5.21it/s]
     96/499      4.32G    0.01074   0.009521   0.003378         64        640:  16%|#6        | 27/168 [00:05<00:27,  5.21it/s]
     96/499      4.32G    0.01074   0.009521   0.003378         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.09it/s]
     96/499      4.32G    0.01071   0.009454   0.003379         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.09it/s]
     96/499      4.32G    0.01071   0.009454   0.003379         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
     96/499      4.32G    0.01072   0.009488   0.003399         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
     96/499      4.32G    0.01072   0.009488   0.003399         77        640:  18%|#7        | 30/168 [00:05<00:26,  5.25it/s]
     96/499      4.32G    0.01072   0.009544    0.00342         78        640:  18%|#7        | 30/168 [00:06<00:26,  5.25it/s]
     96/499      4.32G    0.01072   0.009544    0.00342         78        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
     96/499      4.32G    0.01075   0.009606   0.003437         70        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
     96/499      4.32G    0.01075   0.009606   0.003437         70        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
     96/499      4.32G    0.01073   0.009581   0.003458         68        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
     96/499      4.32G    0.01073   0.009581   0.003458         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     96/499      4.32G    0.01069   0.009636   0.003436         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     96/499      4.32G    0.01069   0.009636   0.003436         80        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     96/499      4.32G     0.0107   0.009633   0.003489         73        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     96/499      4.32G     0.0107   0.009633   0.003489         73        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     96/499      4.32G     0.0107   0.009614   0.003559         64        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
     96/499      4.32G     0.0107   0.009614   0.003559         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.28it/s]
     96/499      4.32G    0.01068   0.009646   0.003528         75        640:  21%|##1       | 36/168 [00:07<00:24,  5.28it/s]
     96/499      4.32G    0.01068   0.009646   0.003528         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     96/499      4.32G    0.01069    0.00962   0.003537         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
     96/499      4.32G    0.01069    0.00962   0.003537         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     96/499      4.32G    0.01071   0.009686   0.003561         83        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
     96/499      4.32G    0.01071   0.009686   0.003561         83        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     96/499      4.32G    0.01073   0.009606   0.003547         49        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
     96/499      4.32G    0.01073   0.009606   0.003547         49        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     96/499      4.32G    0.01071   0.009618   0.003559         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
     96/499      4.32G    0.01071   0.009618   0.003559         77        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
     96/499      4.32G    0.01072   0.009644   0.003556         83        640:  24%|##4       | 41/168 [00:08<00:24,  5.21it/s]
     96/499      4.32G    0.01072   0.009644   0.003556         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     96/499      4.32G    0.01073    0.00968   0.003593         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
     96/499      4.32G    0.01073    0.00968   0.003593         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     96/499      4.32G    0.01074   0.009652   0.003626         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
     96/499      4.32G    0.01074   0.009652   0.003626         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     96/499      4.32G     0.0108   0.009621   0.003711         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
     96/499      4.32G     0.0108   0.009621   0.003711         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.19it/s]
     96/499      4.32G    0.01079   0.009661   0.003737         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.19it/s]
     96/499      4.32G    0.01079   0.009661   0.003737         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.09it/s]
     96/499      4.32G    0.01079   0.009736   0.003738         88        640:  27%|##7       | 46/168 [00:09<00:23,  5.09it/s]
     96/499      4.32G    0.01079   0.009736   0.003738         88        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
     96/499      4.32G    0.01076   0.009702    0.00379         69        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
     96/499      4.32G    0.01076   0.009702    0.00379         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.22it/s]
     96/499      4.32G    0.01077   0.009706    0.00379         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.22it/s]
     96/499      4.32G    0.01077   0.009706    0.00379         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     96/499      4.32G    0.01078   0.009751   0.003825         86        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
     96/499      4.32G    0.01078   0.009751   0.003825         86        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     96/499      4.32G    0.01075   0.009704    0.00387         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     96/499      4.32G    0.01075   0.009704    0.00387         76        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
     96/499      4.32G    0.01073   0.009724   0.003877         92        640:  30%|###       | 51/168 [00:10<00:22,  5.28it/s]
     96/499      4.32G    0.01073   0.009724   0.003877         92        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
     96/499      4.32G    0.01072   0.009712   0.003852         69        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
     96/499      4.32G    0.01072   0.009712   0.003852         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     96/499      4.32G    0.01072   0.009698   0.003868         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
     96/499      4.32G    0.01072   0.009698   0.003868         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     96/499      4.32G    0.01077   0.009687   0.003917         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
     96/499      4.32G    0.01077   0.009687   0.003917         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     96/499      4.32G    0.01078   0.009658   0.003941         64        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
     96/499      4.32G    0.01078   0.009658   0.003941         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
     96/499      4.32G    0.01076   0.009632   0.003958         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
     96/499      4.32G    0.01076   0.009632   0.003958         77        640:  34%|###3      | 57/168 [00:10<00:21,  5.25it/s]
     96/499      4.32G    0.01076   0.009673   0.003927         81        640:  34%|###3      | 57/168 [00:11<00:21,  5.25it/s]
     96/499      4.32G    0.01076   0.009673   0.003927         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
     96/499      4.32G    0.01075   0.009654   0.003993         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
     96/499      4.32G    0.01075   0.009654   0.003993         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     96/499      4.32G    0.01072   0.009609   0.003967         56        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
     96/499      4.32G    0.01072   0.009609   0.003967         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     96/499      4.32G    0.01073    0.00962   0.003949         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
     96/499      4.32G    0.01073    0.00962   0.003949         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     96/499      4.32G    0.01074   0.009627    0.00392         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
     96/499      4.32G    0.01074   0.009627    0.00392         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     96/499      4.32G    0.01072   0.009657   0.003928         74        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
     96/499      4.32G    0.01072   0.009657   0.003928         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
     96/499      4.32G     0.0107   0.009636   0.003943         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
     96/499      4.32G     0.0107   0.009636   0.003943         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
     96/499      4.32G    0.01069   0.009619   0.003957         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
     96/499      4.32G    0.01069   0.009619   0.003957         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
     96/499      4.32G    0.01071   0.009622   0.003989         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
     96/499      4.32G    0.01071   0.009622   0.003989         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
     96/499      4.32G    0.01076    0.00963    0.00399         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
     96/499      4.32G    0.01076    0.00963    0.00399         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.12it/s]
     96/499      4.32G    0.01077   0.009617   0.003994         75        640:  40%|###9      | 67/168 [00:13<00:19,  5.12it/s]
     96/499      4.32G    0.01077   0.009617   0.003994         75        640:  40%|####      | 68/168 [00:13<00:19,  5.11it/s]
     96/499      4.32G    0.01077    0.00964   0.003974         77        640:  40%|####      | 68/168 [00:13<00:19,  5.11it/s]
     96/499      4.32G    0.01077    0.00964   0.003974         77        640:  41%|####1     | 69/168 [00:13<00:19,  5.19it/s]
     96/499      4.32G     0.0108   0.009673   0.004003         61        640:  41%|####1     | 69/168 [00:13<00:19,  5.19it/s]
     96/499      4.32G     0.0108   0.009673   0.004003         61        640:  42%|####1     | 70/168 [00:13<00:19,  4.99it/s]
     96/499      4.32G     0.0108   0.009659   0.004013         58        640:  42%|####1     | 70/168 [00:13<00:19,  4.99it/s]
     96/499      4.32G     0.0108   0.009659   0.004013         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.12it/s]
     96/499      4.32G    0.01081    0.00965   0.003997         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.12it/s]
     96/499      4.32G    0.01081    0.00965   0.003997         58        640:  43%|####2     | 72/168 [00:13<00:18,  5.21it/s]
     96/499      4.32G    0.01079   0.009613   0.004036         66        640:  43%|####2     | 72/168 [00:14<00:18,  5.21it/s]
     96/499      4.32G    0.01079   0.009613   0.004036         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     96/499      4.32G    0.01081   0.009595   0.004064         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     96/499      4.32G    0.01081   0.009595   0.004064         58        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     96/499      4.32G     0.0108   0.009594   0.004068         76        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
     96/499      4.32G     0.0108   0.009594   0.004068         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     96/499      4.32G    0.01082    0.00962   0.004067         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     96/499      4.32G    0.01082    0.00962   0.004067         72        640:  45%|####5     | 76/168 [00:14<00:18,  5.11it/s]
     96/499      4.32G    0.01083   0.009611   0.004123         61        640:  45%|####5     | 76/168 [00:14<00:18,  5.11it/s]
     96/499      4.32G    0.01083   0.009611   0.004123         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
     96/499      4.32G    0.01085   0.009598   0.004123         59        640:  46%|####5     | 77/168 [00:15<00:17,  5.19it/s]
     96/499      4.32G    0.01085   0.009598   0.004123         59        640:  46%|####6     | 78/168 [00:15<00:17,  5.15it/s]
     96/499      4.32G    0.01085   0.009578   0.004162         64        640:  46%|####6     | 78/168 [00:15<00:17,  5.15it/s]
     96/499      4.32G    0.01085   0.009578   0.004162         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.07it/s]
     96/499      4.32G    0.01086   0.009613   0.004175         84        640:  47%|####7     | 79/168 [00:15<00:17,  5.07it/s]
     96/499      4.32G    0.01086   0.009613   0.004175         84        640:  48%|####7     | 80/168 [00:15<00:16,  5.18it/s]
     96/499      4.32G    0.01085   0.009601   0.004173         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.18it/s]
     96/499      4.32G    0.01085   0.009601   0.004173         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     96/499      4.32G    0.01086   0.009595    0.00416         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     96/499      4.32G    0.01086   0.009595    0.00416         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
     96/499      4.32G    0.01086   0.009567    0.00414         53        640:  49%|####8     | 82/168 [00:16<00:16,  5.13it/s]
     96/499      4.32G    0.01086   0.009567    0.00414         53        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
     96/499      4.32G    0.01086   0.009578   0.004162         70        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
     96/499      4.32G    0.01086   0.009578   0.004162         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
     96/499      4.32G    0.01087   0.009584   0.004192         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
     96/499      4.32G    0.01087   0.009584   0.004192         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     96/499      4.32G    0.01086   0.009558   0.004173         53        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
     96/499      4.32G    0.01086   0.009558   0.004173         53        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     96/499      4.32G    0.01085   0.009542   0.004178         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
     96/499      4.32G    0.01085   0.009542   0.004178         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     96/499      4.32G    0.01087   0.009553   0.004195         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
     96/499      4.32G    0.01087   0.009553   0.004195         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
     96/499      4.32G    0.01089   0.009564   0.004171         73        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
     96/499      4.32G    0.01089   0.009564   0.004171         73        640:  53%|#####2    | 89/168 [00:17<00:15,  5.22it/s]
     96/499      4.32G    0.01089   0.009549   0.004166         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.22it/s]
     96/499      4.32G    0.01089   0.009549   0.004166         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     96/499      4.32G    0.01091   0.009542   0.004187         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
     96/499      4.32G    0.01091   0.009542   0.004187         60        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     96/499      4.32G    0.01091   0.009567     0.0042         86        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
     96/499      4.32G    0.01091   0.009567     0.0042         86        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     96/499      4.32G    0.01091   0.009575   0.004182         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
     96/499      4.32G    0.01091   0.009575   0.004182         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
     96/499      4.32G    0.01095   0.009617   0.004185         89        640:  55%|#####5    | 93/168 [00:18<00:14,  5.30it/s]
     96/499      4.32G    0.01095   0.009617   0.004185         89        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     96/499      4.32G    0.01097   0.009634   0.004181         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
     96/499      4.32G    0.01097   0.009634   0.004181         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     96/499      4.32G    0.01097   0.009616   0.004194         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
     96/499      4.32G    0.01097   0.009616   0.004194         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
     96/499      4.32G    0.01098   0.009609   0.004198         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
     96/499      4.32G    0.01098   0.009609   0.004198         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     96/499      4.32G    0.01097    0.00961   0.004188         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
     96/499      4.32G    0.01097    0.00961   0.004188         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
     96/499      4.32G    0.01099   0.009618   0.004196         69        640:  58%|#####8    | 98/168 [00:19<00:13,  5.24it/s]
     96/499      4.32G    0.01099   0.009618   0.004196         69        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
     96/499      4.32G      0.011   0.009616    0.00423         67        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
     96/499      4.32G      0.011   0.009616    0.00423         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
     96/499      4.32G    0.01103    0.00962   0.004252         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
     96/499      4.32G    0.01103    0.00962   0.004252         67        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     96/499      4.32G    0.01103   0.009639   0.004232         79        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
     96/499      4.32G    0.01103   0.009639   0.004232         79        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     96/499      4.32G    0.01103   0.009652   0.004235         78        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
     96/499      4.32G    0.01103   0.009652   0.004235         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
     96/499      4.32G    0.01104   0.009644   0.004227         65        640:  61%|######1   | 103/168 [00:20<00:12,  5.13it/s]
     96/499      4.32G    0.01104   0.009644   0.004227         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
     96/499      4.32G    0.01104   0.009665   0.004208         82        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
     96/499      4.32G    0.01104   0.009665   0.004208         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
     96/499      4.32G    0.01107   0.009696   0.004207         81        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
     96/499      4.32G    0.01107   0.009696   0.004207         81        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     96/499      4.32G    0.01108   0.009712   0.004186         77        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
     96/499      4.32G    0.01108   0.009712   0.004186         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     96/499      4.32G    0.01109   0.009711   0.004225         54        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
     96/499      4.32G    0.01109   0.009711   0.004225         54        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
     96/499      4.32G     0.0111   0.009696   0.004231         55        640:  64%|######4   | 108/168 [00:21<00:11,  5.28it/s]
     96/499      4.32G     0.0111   0.009696   0.004231         55        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     96/499      4.32G     0.0111   0.009691    0.00423         71        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
     96/499      4.32G     0.0111   0.009691    0.00423         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     96/499      4.32G    0.01113   0.009692    0.00428         53        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
     96/499      4.32G    0.01113   0.009692    0.00428         53        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
     96/499      4.32G    0.01112     0.0097   0.004278         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
     96/499      4.32G    0.01112     0.0097   0.004278         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     96/499      4.32G    0.01112   0.009716   0.004268         82        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
     96/499      4.32G    0.01112   0.009716   0.004268         82        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
     96/499      4.32G    0.01112   0.009725   0.004283         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
     96/499      4.32G    0.01112   0.009725   0.004283         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.25it/s]
     96/499      4.32G    0.01114    0.00973   0.004278         72        640:  68%|######7   | 114/168 [00:22<00:10,  5.25it/s]
     96/499      4.32G    0.01114    0.00973   0.004278         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.11it/s]
     96/499      4.32G    0.01114   0.009749   0.004268         78        640:  68%|######8   | 115/168 [00:22<00:10,  5.11it/s]
     96/499      4.32G    0.01114   0.009749   0.004268         78        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
     96/499      4.32G    0.01113   0.009753   0.004257         63        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
     96/499      4.32G    0.01113   0.009753   0.004257         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.21it/s]
     96/499      4.32G    0.01113    0.00974   0.004275         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.21it/s]
     96/499      4.32G    0.01113    0.00974   0.004275         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.10it/s]
     96/499      4.32G    0.01113   0.009752   0.004276         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.10it/s]
     96/499      4.32G    0.01113   0.009752   0.004276         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.16it/s]
     96/499      4.32G    0.01114   0.009744   0.004274         72        640:  71%|#######   | 119/168 [00:23<00:09,  5.16it/s]
     96/499      4.32G    0.01114   0.009744   0.004274         72        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
     96/499      4.32G    0.01114    0.00975   0.004301         65        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
     96/499      4.32G    0.01114    0.00975   0.004301         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
     96/499      4.32G    0.01115   0.009758   0.004287         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
     96/499      4.32G    0.01115   0.009758   0.004287         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
     96/499      4.32G    0.01117   0.009739   0.004302         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
     96/499      4.32G    0.01117   0.009739   0.004302         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
     96/499      4.32G    0.01119   0.009747   0.004305         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
     96/499      4.32G    0.01119   0.009747   0.004305         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
     96/499      4.32G     0.0112   0.009751   0.004287         60        640:  74%|#######3  | 124/168 [00:24<00:08,  5.15it/s]
     96/499      4.32G     0.0112   0.009751   0.004287         60        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     96/499      4.32G     0.0112   0.009735   0.004284         58        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
     96/499      4.32G     0.0112   0.009735   0.004284         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     96/499      4.32G    0.01121   0.009734   0.004298         76        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
     96/499      4.32G    0.01121   0.009734   0.004298         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     96/499      4.32G    0.01122   0.009736   0.004326         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
     96/499      4.32G    0.01122   0.009736   0.004326         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     96/499      4.32G    0.01123   0.009749   0.004308         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
     96/499      4.32G    0.01123   0.009749   0.004308         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     96/499      4.32G    0.01125   0.009757   0.004317         74        640:  77%|#######6  | 129/168 [00:25<00:07,  5.25it/s]
     96/499      4.32G    0.01125   0.009757   0.004317         74        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
     96/499      4.32G    0.01125   0.009748   0.004311         67        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
     96/499      4.32G    0.01125   0.009748   0.004311         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     96/499      4.32G    0.01125   0.009745   0.004294         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
     96/499      4.32G    0.01125   0.009745   0.004294         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     96/499      4.32G    0.01124   0.009751    0.00429         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
     96/499      4.32G    0.01124   0.009751    0.00429         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     96/499      4.32G    0.01123   0.009742   0.004286         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
     96/499      4.32G    0.01123   0.009742   0.004286         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
     96/499      4.32G    0.01123   0.009745   0.004268         72        640:  80%|#######9  | 134/168 [00:26<00:06,  5.22it/s]
     96/499      4.32G    0.01123   0.009745   0.004268         72        640:  80%|########  | 135/168 [00:26<00:06,  5.29it/s]
     96/499      4.32G    0.01123   0.009745   0.004256         68        640:  80%|########  | 135/168 [00:26<00:06,  5.29it/s]
     96/499      4.32G    0.01123   0.009745   0.004256         68        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     96/499      4.32G    0.01123   0.009738   0.004271         61        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
     96/499      4.32G    0.01123   0.009738   0.004271         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     96/499      4.32G    0.01123   0.009757   0.004256         78        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     96/499      4.32G    0.01123   0.009757   0.004256         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     96/499      4.32G    0.01123   0.009743    0.00429         50        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
     96/499      4.32G    0.01123   0.009743    0.00429         50        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     96/499      4.32G    0.01123   0.009741   0.004313         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
     96/499      4.32G    0.01123   0.009741   0.004313         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
     96/499      4.32G    0.01125    0.00973   0.004308         51        640:  83%|########3 | 140/168 [00:27<00:05,  5.24it/s]
     96/499      4.32G    0.01125    0.00973   0.004308         51        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     96/499      4.32G    0.01126   0.009735   0.004294         66        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
     96/499      4.32G    0.01126   0.009735   0.004294         66        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     96/499      4.32G    0.01126    0.00973   0.004307         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
     96/499      4.32G    0.01126    0.00973   0.004307         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     96/499      4.32G    0.01125   0.009726   0.004315         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
     96/499      4.32G    0.01125   0.009726   0.004315         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     96/499      4.32G    0.01125   0.009735   0.004312         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
     96/499      4.32G    0.01125   0.009735   0.004312         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
     96/499      4.32G    0.01125   0.009731    0.00434         68        640:  86%|########6 | 145/168 [00:28<00:04,  5.16it/s]
     96/499      4.32G    0.01125   0.009731    0.00434         68        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     96/499      4.32G    0.01125   0.009732   0.004331         69        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
     96/499      4.32G    0.01125   0.009732   0.004331         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     96/499      4.32G    0.01126   0.009739   0.004325         76        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
     96/499      4.32G    0.01126   0.009739   0.004325         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
     96/499      4.32G    0.01126   0.009731   0.004337         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
     96/499      4.32G    0.01126   0.009731   0.004337         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.15it/s]
     96/499      4.32G    0.01127   0.009724   0.004337         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.15it/s]
     96/499      4.32G    0.01127   0.009724   0.004337         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.20it/s]
     96/499      4.32G    0.01128   0.009726   0.004335         66        640:  89%|########9 | 150/168 [00:29<00:03,  5.20it/s]
     96/499      4.32G    0.01128   0.009726   0.004335         66        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
     96/499      4.32G    0.01128   0.009736   0.004337         74        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
     96/499      4.32G    0.01128   0.009736   0.004337         74        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
     96/499      4.32G    0.01128   0.009728   0.004342         70        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
     96/499      4.32G    0.01128   0.009728   0.004342         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
     96/499      4.32G    0.01129   0.009726   0.004338         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
     96/499      4.32G    0.01129   0.009726   0.004338         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     96/499      4.32G    0.01129   0.009733   0.004352         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
     96/499      4.32G    0.01129   0.009733   0.004352         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
     96/499      4.32G    0.01129   0.009724   0.004358         66        640:  92%|#########2| 155/168 [00:30<00:02,  5.20it/s]
     96/499      4.32G    0.01129   0.009724   0.004358         66        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     96/499      4.32G    0.01129   0.009724   0.004351         77        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
     96/499      4.32G    0.01129   0.009724   0.004351         77        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
     96/499      4.32G     0.0113   0.009715   0.004333         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
     96/499      4.32G     0.0113   0.009715   0.004333         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     96/499      4.32G     0.0113   0.009716   0.004347         56        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
     96/499      4.32G     0.0113   0.009716   0.004347         56        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     96/499      4.32G     0.0113   0.009704   0.004332         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
     96/499      4.32G     0.0113   0.009704   0.004332         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
     96/499      4.32G    0.01131   0.009709   0.004315         66        640:  95%|#########5| 160/168 [00:31<00:01,  5.14it/s]
     96/499      4.32G    0.01131   0.009709   0.004315         66        640:  96%|#########5| 161/168 [00:31<00:01,  5.22it/s]
     96/499      4.32G    0.01132   0.009726   0.004311         94        640:  96%|#########5| 161/168 [00:31<00:01,  5.22it/s]
     96/499      4.32G    0.01132   0.009726   0.004311         94        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     96/499      4.32G    0.01132   0.009721   0.004318         66        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     96/499      4.32G    0.01132   0.009721   0.004318         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     96/499      4.32G    0.01132   0.009723   0.004315         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
     96/499      4.32G    0.01132   0.009723   0.004315         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
     96/499      4.32G    0.01133   0.009733   0.004318         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
     96/499      4.32G    0.01133   0.009733   0.004318         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
     96/499      4.32G    0.01132    0.00972   0.004319         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
     96/499      4.32G    0.01132    0.00972   0.004319         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.07it/s]
     96/499      4.32G    0.01132   0.009722    0.00431         62        640:  99%|#########8| 166/168 [00:32<00:00,  5.07it/s]
     96/499      4.32G    0.01132   0.009722    0.00431         62        640:  99%|#########9| 167/168 [00:32<00:00,  5.09it/s]
     96/499      4.32G    0.01132   0.009726   0.004316         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.09it/s]
     96/499      4.32G    0.01132   0.009726   0.004316         30        640: 100%|##########| 168/168 [00:32<00:00,  5.30it/s]
     96/499      4.32G    0.01132   0.009726   0.004316         30        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.816      0.922      0.905       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     97/499      4.32G    0.01307    0.01122   0.007704         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
     97/499      4.32G    0.01307    0.01122   0.007704         79        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     97/499      4.32G    0.01169    0.01004    0.00511         62        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     97/499      4.32G    0.01169    0.01004    0.00511         62        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     97/499      4.32G    0.01285   0.009633   0.004569         70        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
     97/499      4.32G    0.01285   0.009633   0.004569         70        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     97/499      4.32G    0.01248   0.009803   0.003856         78        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
     97/499      4.32G    0.01248   0.009803   0.003856         78        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     97/499      4.32G     0.0126    0.00968   0.003985         54        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
     97/499      4.32G     0.0126    0.00968   0.003985         54        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
     97/499      4.32G    0.01281   0.009547   0.004157         67        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
     97/499      4.32G    0.01281   0.009547   0.004157         67        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     97/499      4.32G    0.01246   0.009581   0.004313         70        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
     97/499      4.32G    0.01246   0.009581   0.004313         70        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     97/499      4.32G     0.0122   0.009543   0.004212         70        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
     97/499      4.32G     0.0122   0.009543   0.004212         70        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     97/499      4.32G    0.01212   0.009906   0.004026         95        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
     97/499      4.32G    0.01212   0.009906   0.004026         95        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     97/499      4.32G    0.01205    0.01001   0.003989         68        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     97/499      4.32G    0.01205    0.01001   0.003989         68        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
     97/499      4.32G    0.01193    0.00995   0.004015         66        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
     97/499      4.32G    0.01193    0.00995   0.004015         66        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     97/499      4.32G    0.01172   0.009739   0.004011         58        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
     97/499      4.32G    0.01172   0.009739   0.004011         58        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     97/499      4.32G    0.01168   0.009692   0.004247         69        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
     97/499      4.32G    0.01168   0.009692   0.004247         69        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
     97/499      4.32G     0.0116   0.009821    0.00415         74        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
     97/499      4.32G     0.0116   0.009821    0.00415         74        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     97/499      4.32G    0.01156   0.009836   0.004203         68        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
     97/499      4.32G    0.01156   0.009836   0.004203         68        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
     97/499      4.32G    0.01155   0.009748   0.004378         67        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
     97/499      4.32G    0.01155   0.009748   0.004378         67        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     97/499      4.32G    0.01161   0.009801   0.004254         63        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     97/499      4.32G    0.01161   0.009801   0.004254         63        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     97/499      4.32G    0.01163   0.009771   0.004442         71        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
     97/499      4.32G    0.01163   0.009771   0.004442         71        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     97/499      4.32G    0.01152   0.009719   0.004367         56        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     97/499      4.32G    0.01152   0.009719   0.004367         56        640:  11%|#1        | 19/168 [00:03<00:29,  5.02it/s]
     97/499      4.32G    0.01156   0.009821   0.004239         72        640:  11%|#1        | 19/168 [00:03<00:29,  5.02it/s]
     97/499      4.32G    0.01156   0.009821   0.004239         72        640:  12%|#1        | 20/168 [00:03<00:28,  5.14it/s]
     97/499      4.32G    0.01163   0.009866   0.004335         71        640:  12%|#1        | 20/168 [00:04<00:28,  5.14it/s]
     97/499      4.32G    0.01163   0.009866   0.004335         71        640:  12%|#2        | 21/168 [00:04<00:28,  5.20it/s]
     97/499      4.32G     0.0116   0.009868   0.004185         65        640:  12%|#2        | 21/168 [00:04<00:28,  5.20it/s]
     97/499      4.32G     0.0116   0.009868   0.004185         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.07it/s]
     97/499      4.32G    0.01158    0.00996   0.004231         91        640:  13%|#3        | 22/168 [00:04<00:28,  5.07it/s]
     97/499      4.32G    0.01158    0.00996   0.004231         91        640:  14%|#3        | 23/168 [00:04<00:28,  5.13it/s]
     97/499      4.32G    0.01159    0.01002   0.004258         77        640:  14%|#3        | 23/168 [00:04<00:28,  5.13it/s]
     97/499      4.32G    0.01159    0.01002   0.004258         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.21it/s]
     97/499      4.32G    0.01157   0.009958   0.004237         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.21it/s]
     97/499      4.32G    0.01157   0.009958   0.004237         62        640:  15%|#4        | 25/168 [00:04<00:28,  5.07it/s]
     97/499      4.32G    0.01169    0.01005   0.004258         63        640:  15%|#4        | 25/168 [00:05<00:28,  5.07it/s]
     97/499      4.32G    0.01169    0.01005   0.004258         63        640:  15%|#5        | 26/168 [00:05<00:27,  5.15it/s]
     97/499      4.32G    0.01171    0.01007   0.004253         70        640:  15%|#5        | 26/168 [00:05<00:27,  5.15it/s]
     97/499      4.32G    0.01171    0.01007   0.004253         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
     97/499      4.32G    0.01171    0.01008   0.004208         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
     97/499      4.32G    0.01171    0.01008   0.004208         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     97/499      4.32G    0.01176     0.0101   0.004262         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     97/499      4.32G    0.01176     0.0101   0.004262         70        640:  17%|#7        | 29/168 [00:05<00:27,  5.13it/s]
     97/499      4.32G    0.01169     0.0101   0.004268         74        640:  17%|#7        | 29/168 [00:05<00:27,  5.13it/s]
     97/499      4.32G    0.01169     0.0101   0.004268         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
     97/499      4.32G     0.0117    0.01006   0.004263         64        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
     97/499      4.32G     0.0117    0.01006   0.004263         64        640:  18%|#8        | 31/168 [00:05<00:27,  5.07it/s]
     97/499      4.32G    0.01173    0.01005   0.004161         61        640:  18%|#8        | 31/168 [00:06<00:27,  5.07it/s]
     97/499      4.32G    0.01173    0.01005   0.004161         61        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
     97/499      4.32G     0.0117       0.01   0.004084         56        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
     97/499      4.32G     0.0117       0.01   0.004084         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     97/499      4.32G    0.01165   0.009961   0.004012         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
     97/499      4.32G    0.01165   0.009961   0.004012         69        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     97/499      4.32G    0.01164   0.009945   0.003952         69        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
     97/499      4.32G    0.01164   0.009945   0.003952         69        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     97/499      4.32G    0.01163   0.009884   0.003917         57        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
     97/499      4.32G    0.01163   0.009884   0.003917         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
     97/499      4.32G    0.01163   0.009903   0.003895         78        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
     97/499      4.32G    0.01163   0.009903   0.003895         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     97/499      4.32G    0.01161   0.009845   0.004001         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
     97/499      4.32G    0.01161   0.009845   0.004001         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     97/499      4.32G    0.01159   0.009816   0.003952         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     97/499      4.32G    0.01159   0.009816   0.003952         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     97/499      4.32G    0.01151   0.009756    0.00409         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
     97/499      4.32G    0.01151   0.009756    0.00409         55        640:  24%|##3       | 40/168 [00:07<00:25,  5.07it/s]
     97/499      4.32G    0.01149   0.009733   0.004116         60        640:  24%|##3       | 40/168 [00:07<00:25,  5.07it/s]
     97/499      4.32G    0.01149   0.009733   0.004116         60        640:  24%|##4       | 41/168 [00:07<00:24,  5.13it/s]
     97/499      4.32G    0.01149   0.009763    0.00417         71        640:  24%|##4       | 41/168 [00:08<00:24,  5.13it/s]
     97/499      4.32G    0.01149   0.009763    0.00417         71        640:  25%|##5       | 42/168 [00:08<00:24,  5.23it/s]
     97/499      4.32G    0.01149   0.009752   0.004205         75        640:  25%|##5       | 42/168 [00:08<00:24,  5.23it/s]
     97/499      4.32G    0.01149   0.009752   0.004205         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.07it/s]
     97/499      4.32G    0.01155    0.00979   0.004215         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.07it/s]
     97/499      4.32G    0.01155    0.00979   0.004215         70        640:  26%|##6       | 44/168 [00:08<00:24,  5.13it/s]
     97/499      4.32G    0.01153   0.009794    0.00423         78        640:  26%|##6       | 44/168 [00:08<00:24,  5.13it/s]
     97/499      4.32G    0.01153   0.009794    0.00423         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     97/499      4.32G    0.01151   0.009834   0.004252         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
     97/499      4.32G    0.01151   0.009834   0.004252         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
     97/499      4.32G    0.01149   0.009804   0.004278         62        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
     97/499      4.32G    0.01149   0.009804   0.004278         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.15it/s]
     97/499      4.32G    0.01152   0.009818   0.004258         72        640:  28%|##7       | 47/168 [00:09<00:23,  5.15it/s]
     97/499      4.32G    0.01152   0.009818   0.004258         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.22it/s]
     97/499      4.32G    0.01152   0.009843   0.004306         82        640:  29%|##8       | 48/168 [00:09<00:22,  5.22it/s]
     97/499      4.32G    0.01152   0.009843   0.004306         82        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
     97/499      4.32G    0.01148   0.009796   0.004251         53        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
     97/499      4.32G    0.01148   0.009796   0.004251         53        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     97/499      4.32G    0.01147   0.009807   0.004203         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
     97/499      4.32G    0.01147   0.009807   0.004203         80        640:  30%|###       | 51/168 [00:09<00:22,  5.23it/s]
     97/499      4.32G    0.01148   0.009854   0.004227         82        640:  30%|###       | 51/168 [00:10<00:22,  5.23it/s]
     97/499      4.32G    0.01148   0.009854   0.004227         82        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     97/499      4.32G    0.01147   0.009822   0.004228         66        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
     97/499      4.32G    0.01147   0.009822   0.004228         66        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     97/499      4.32G    0.01144   0.009792     0.0042         68        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
     97/499      4.32G    0.01144   0.009792     0.0042         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     97/499      4.32G    0.01145   0.009788   0.004192         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
     97/499      4.32G    0.01145   0.009788   0.004192         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     97/499      4.32G    0.01145   0.009784   0.004183         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
     97/499      4.32G    0.01145   0.009784   0.004183         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     97/499      4.32G    0.01145   0.009786   0.004177         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
     97/499      4.32G    0.01145   0.009786   0.004177         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
     97/499      4.32G    0.01145   0.009794   0.004182         73        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
     97/499      4.32G    0.01145   0.009794   0.004182         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     97/499      4.32G    0.01144   0.009773   0.004173         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
     97/499      4.32G    0.01144   0.009773   0.004173         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     97/499      4.32G    0.01143   0.009777   0.004181         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
     97/499      4.32G    0.01143   0.009777   0.004181         81        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     97/499      4.32G    0.01142   0.009781    0.00417         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
     97/499      4.32G    0.01142   0.009781    0.00417         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     97/499      4.32G    0.01142   0.009776   0.004198         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     97/499      4.32G    0.01142   0.009776   0.004198         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
     97/499      4.32G    0.01143   0.009788   0.004193         80        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
     97/499      4.32G    0.01143   0.009788   0.004193         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     97/499      4.32G    0.01143   0.009815   0.004198         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
     97/499      4.32G    0.01143   0.009815   0.004198         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     97/499      4.32G    0.01144   0.009801   0.004195         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
     97/499      4.32G    0.01144   0.009801   0.004195         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.16it/s]
     97/499      4.32G    0.01143   0.009816   0.004195         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.16it/s]
     97/499      4.32G    0.01143   0.009816   0.004195         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.25it/s]
     97/499      4.32G    0.01142   0.009829   0.004181         82        640:  39%|###9      | 66/168 [00:12<00:19,  5.25it/s]
     97/499      4.32G    0.01142   0.009829   0.004181         82        640:  40%|###9      | 67/168 [00:12<00:19,  5.11it/s]
     97/499      4.32G    0.01141   0.009816   0.004171         71        640:  40%|###9      | 67/168 [00:13<00:19,  5.11it/s]
     97/499      4.32G    0.01141   0.009816   0.004171         71        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     97/499      4.32G    0.01141   0.009794   0.004241         62        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     97/499      4.32G    0.01141   0.009794   0.004241         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     97/499      4.32G    0.01139   0.009795   0.004236         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
     97/499      4.32G    0.01139   0.009795   0.004236         81        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     97/499      4.32G    0.01139   0.009812   0.004203         82        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
     97/499      4.32G    0.01139   0.009812   0.004203         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     97/499      4.32G    0.01135   0.009818   0.004225         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
     97/499      4.32G    0.01135   0.009818   0.004225         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
     97/499      4.32G    0.01135   0.009824   0.004219         68        640:  43%|####2     | 72/168 [00:14<00:18,  5.27it/s]
     97/499      4.32G    0.01135   0.009824   0.004219         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     97/499      4.32G    0.01135   0.009815   0.004223         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
     97/499      4.32G    0.01135   0.009815   0.004223         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     97/499      4.32G    0.01134   0.009807   0.004221         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
     97/499      4.32G    0.01134   0.009807   0.004221         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     97/499      4.32G    0.01135   0.009821   0.004193         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
     97/499      4.32G    0.01135   0.009821   0.004193         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
     97/499      4.32G    0.01135   0.009805   0.004162         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
     97/499      4.32G    0.01135   0.009805   0.004162         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
     97/499      4.32G    0.01138   0.009805   0.004154         64        640:  46%|####5     | 77/168 [00:15<00:17,  5.20it/s]
     97/499      4.32G    0.01138   0.009805   0.004154         64        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
     97/499      4.32G    0.01136   0.009795   0.004142         71        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
     97/499      4.32G    0.01136   0.009795   0.004142         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
     97/499      4.32G    0.01135   0.009782   0.004189         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
     97/499      4.32G    0.01135   0.009782   0.004189         73        640:  48%|####7     | 80/168 [00:15<00:17,  5.16it/s]
     97/499      4.32G    0.01134   0.009765   0.004194         64        640:  48%|####7     | 80/168 [00:15<00:17,  5.16it/s]
     97/499      4.32G    0.01134   0.009765   0.004194         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     97/499      4.32G    0.01134   0.009753   0.004196         55        640:  48%|####8     | 81/168 [00:15<00:16,  5.25it/s]
     97/499      4.32G    0.01134   0.009753   0.004196         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
     97/499      4.32G    0.01133   0.009746   0.004195         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
     97/499      4.32G    0.01133   0.009746   0.004195         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.14it/s]
     97/499      4.32G    0.01132   0.009718   0.004218         60        640:  49%|####9     | 83/168 [00:16<00:16,  5.14it/s]
     97/499      4.32G    0.01132   0.009718   0.004218         60        640:  50%|#####     | 84/168 [00:16<00:16,  5.20it/s]
     97/499      4.32G    0.01131   0.009731   0.004249         77        640:  50%|#####     | 84/168 [00:16<00:16,  5.20it/s]
     97/499      4.32G    0.01131   0.009731   0.004249         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
     97/499      4.32G    0.01131   0.009746    0.00423         79        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
     97/499      4.32G    0.01131   0.009746    0.00423         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.19it/s]
     97/499      4.32G     0.0113   0.009747   0.004283         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.19it/s]
     97/499      4.32G     0.0113   0.009747   0.004283         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     97/499      4.32G    0.01131   0.009756   0.004264         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
     97/499      4.32G    0.01131   0.009756   0.004264         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
     97/499      4.32G     0.0113   0.009787   0.004276         81        640:  52%|#####2    | 88/168 [00:17<00:15,  5.14it/s]
     97/499      4.32G     0.0113   0.009787   0.004276         81        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     97/499      4.32G    0.01131   0.009783   0.004318         63        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
     97/499      4.32G    0.01131   0.009783   0.004318         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     97/499      4.32G    0.01131   0.009803   0.004329         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
     97/499      4.32G    0.01131   0.009803   0.004329         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     97/499      4.32G    0.01132   0.009785   0.004319         54        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
     97/499      4.32G    0.01132   0.009785   0.004319         54        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     97/499      4.32G    0.01131   0.009789   0.004289         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
     97/499      4.32G    0.01131   0.009789   0.004289         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
     97/499      4.32G    0.01131   0.009795   0.004269         79        640:  55%|#####5    | 93/168 [00:18<00:14,  5.27it/s]
     97/499      4.32G    0.01131   0.009795   0.004269         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     97/499      4.32G    0.01133   0.009804   0.004274         77        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
     97/499      4.32G    0.01133   0.009804   0.004274         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     97/499      4.32G    0.01133   0.009788   0.004269         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
     97/499      4.32G    0.01133   0.009788   0.004269         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     97/499      4.32G    0.01132   0.009765   0.004297         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
     97/499      4.32G    0.01132   0.009765   0.004297         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     97/499      4.32G    0.01133   0.009763   0.004306         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
     97/499      4.32G    0.01133   0.009763   0.004306         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
     97/499      4.32G    0.01132   0.009777   0.004289         77        640:  58%|#####8    | 98/168 [00:19<00:13,  5.28it/s]
     97/499      4.32G    0.01132   0.009777   0.004289         77        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
     97/499      4.32G    0.01132   0.009797   0.004298         85        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
     97/499      4.32G    0.01132   0.009797   0.004298         85        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
     97/499      4.32G    0.01132   0.009784   0.004323         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
     97/499      4.32G    0.01132   0.009784   0.004323         75        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
     97/499      4.32G    0.01132   0.009802   0.004313         73        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
     97/499      4.32G    0.01132   0.009802   0.004313         73        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
     97/499      4.32G    0.01131   0.009799   0.004306         72        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
     97/499      4.32G    0.01131   0.009799   0.004306         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
     97/499      4.32G    0.01133   0.009801   0.004279         60        640:  61%|######1   | 103/168 [00:20<00:12,  5.11it/s]
     97/499      4.32G    0.01133   0.009801   0.004279         60        640:  62%|######1   | 104/168 [00:20<00:12,  5.21it/s]
     97/499      4.32G    0.01134   0.009795   0.004258         70        640:  62%|######1   | 104/168 [00:20<00:12,  5.21it/s]
     97/499      4.32G    0.01134   0.009795   0.004258         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
     97/499      4.32G    0.01133   0.009798   0.004256         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
     97/499      4.32G    0.01133   0.009798   0.004256         69        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     97/499      4.32G    0.01133   0.009813   0.004244         77        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
     97/499      4.32G    0.01133   0.009813   0.004244         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     97/499      4.32G    0.01131   0.009819   0.004224         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
     97/499      4.32G    0.01131   0.009819   0.004224         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     97/499      4.32G     0.0113   0.009827   0.004191         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
     97/499      4.32G     0.0113   0.009827   0.004191         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.11it/s]
     97/499      4.32G    0.01129   0.009826   0.004206         79        640:  65%|######4   | 109/168 [00:21<00:11,  5.11it/s]
     97/499      4.32G    0.01129   0.009826   0.004206         79        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     97/499      4.32G    0.01129    0.00982   0.004238         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
     97/499      4.32G    0.01129    0.00982   0.004238         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
     97/499      4.32G    0.01128   0.009797   0.004227         56        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
     97/499      4.32G    0.01128   0.009797   0.004227         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     97/499      4.32G    0.01128   0.009797   0.004231         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
     97/499      4.32G    0.01128   0.009797   0.004231         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     97/499      4.32G    0.01128   0.009783   0.004225         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     97/499      4.32G    0.01128   0.009783   0.004225         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
     97/499      4.32G    0.01127   0.009794   0.004229         77        640:  68%|######7   | 114/168 [00:22<00:10,  5.29it/s]
     97/499      4.32G    0.01127   0.009794   0.004229         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     97/499      4.32G    0.01128   0.009787   0.004247         51        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
     97/499      4.32G    0.01128   0.009787   0.004247         51        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
     97/499      4.32G    0.01127   0.009798   0.004235         79        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
     97/499      4.32G    0.01127   0.009798   0.004235         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
     97/499      4.32G    0.01127   0.009818   0.004226         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
     97/499      4.32G    0.01127   0.009818   0.004226         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
     97/499      4.32G    0.01127   0.009815   0.004217         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
     97/499      4.32G    0.01127   0.009815   0.004217         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
     97/499      4.32G    0.01127   0.009802   0.004208         63        640:  71%|#######   | 119/168 [00:23<00:09,  5.22it/s]
     97/499      4.32G    0.01127   0.009802   0.004208         63        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
     97/499      4.32G    0.01127   0.009763   0.004226         44        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
     97/499      4.32G    0.01127   0.009763   0.004226         44        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     97/499      4.32G    0.01124    0.00976   0.004223         82        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
     97/499      4.32G    0.01124    0.00976   0.004223         82        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     97/499      4.32G    0.01126   0.009768   0.004264         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
     97/499      4.32G    0.01126   0.009768   0.004264         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
     97/499      4.32G    0.01126   0.009772   0.004269         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
     97/499      4.32G    0.01126   0.009772   0.004269         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
     97/499      4.32G    0.01125   0.009785   0.004281         83        640:  74%|#######3  | 124/168 [00:24<00:08,  5.14it/s]
     97/499      4.32G    0.01125   0.009785   0.004281         83        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
     97/499      4.32G    0.01125   0.009786    0.00428         77        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
     97/499      4.32G    0.01125   0.009786    0.00428         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     97/499      4.32G    0.01125   0.009809   0.004265         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
     97/499      4.32G    0.01125   0.009809   0.004265         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     97/499      4.32G    0.01124   0.009809   0.004262         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
     97/499      4.32G    0.01124   0.009809   0.004262         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     97/499      4.32G    0.01125   0.009815   0.004259         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     97/499      4.32G    0.01125   0.009815   0.004259         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     97/499      4.32G    0.01125   0.009815   0.004249         66        640:  77%|#######6  | 129/168 [00:25<00:07,  5.25it/s]
     97/499      4.32G    0.01125   0.009815   0.004249         66        640:  77%|#######7  | 130/168 [00:25<00:07,  5.14it/s]
     97/499      4.32G    0.01125    0.00983   0.004238         84        640:  77%|#######7  | 130/168 [00:25<00:07,  5.14it/s]
     97/499      4.32G    0.01125    0.00983   0.004238         84        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
     97/499      4.32G    0.01123   0.009819   0.004232         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
     97/499      4.32G    0.01123   0.009819   0.004232         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     97/499      4.32G    0.01123   0.009822   0.004218         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
     97/499      4.32G    0.01123   0.009822   0.004218         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
     97/499      4.32G    0.01123    0.00981   0.004245         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
     97/499      4.32G    0.01123    0.00981   0.004245         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     97/499      4.32G    0.01122   0.009814   0.004239         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
     97/499      4.32G    0.01122   0.009814   0.004239         68        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
     97/499      4.32G    0.01122   0.009815   0.004222         65        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
     97/499      4.32G    0.01122   0.009815   0.004222         65        640:  81%|########  | 136/168 [00:26<00:06,  5.12it/s]
     97/499      4.32G    0.01121   0.009795   0.004225         55        640:  81%|########  | 136/168 [00:26<00:06,  5.12it/s]
     97/499      4.32G    0.01121   0.009795   0.004225         55        640:  82%|########1 | 137/168 [00:26<00:06,  5.15it/s]
     97/499      4.32G    0.01121   0.009807   0.004213         69        640:  82%|########1 | 137/168 [00:26<00:06,  5.15it/s]
     97/499      4.32G    0.01121   0.009807   0.004213         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.22it/s]
     97/499      4.32G    0.01122   0.009795   0.004204         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.22it/s]
     97/499      4.32G    0.01122   0.009795   0.004204         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.10it/s]
     97/499      4.32G    0.01121   0.009798    0.00421         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.10it/s]
     97/499      4.32G    0.01121   0.009798    0.00421         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.20it/s]
     97/499      4.32G    0.01121   0.009778   0.004221         56        640:  83%|########3 | 140/168 [00:27<00:05,  5.20it/s]
     97/499      4.32G    0.01121   0.009778   0.004221         56        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     97/499      4.32G    0.01121   0.009762   0.004254         49        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
     97/499      4.32G    0.01121   0.009762   0.004254         49        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
     97/499      4.32G    0.01122   0.009773   0.004261         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
     97/499      4.32G    0.01122   0.009773   0.004261         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.18it/s]
     97/499      4.32G    0.01123   0.009769   0.004242         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.18it/s]
     97/499      4.32G    0.01123   0.009769   0.004242         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
     97/499      4.32G    0.01122   0.009759   0.004255         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
     97/499      4.32G    0.01122   0.009759   0.004255         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.07it/s]
     97/499      4.32G    0.01122   0.009758   0.004262         67        640:  86%|########6 | 145/168 [00:28<00:04,  5.07it/s]
     97/499      4.32G    0.01122   0.009758   0.004262         67        640:  87%|########6 | 146/168 [00:28<00:04,  5.17it/s]
     97/499      4.32G    0.01122   0.009751   0.004261         66        640:  87%|########6 | 146/168 [00:28<00:04,  5.17it/s]
     97/499      4.32G    0.01122   0.009751   0.004261         66        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
     97/499      4.32G     0.0112   0.009739   0.004298         61        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
     97/499      4.32G     0.0112   0.009739   0.004298         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     97/499      4.32G    0.01121   0.009751    0.00428         83        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     97/499      4.32G    0.01121   0.009751    0.00428         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.17it/s]
     97/499      4.32G    0.01121   0.009738   0.004272         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.17it/s]
     97/499      4.32G    0.01121   0.009738   0.004272         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.23it/s]
     97/499      4.32G    0.01121   0.009737   0.004272         70        640:  89%|########9 | 150/168 [00:29<00:03,  5.23it/s]
     97/499      4.32G    0.01121   0.009737   0.004272         70        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
     97/499      4.32G    0.01122   0.009745   0.004264         67        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
     97/499      4.32G    0.01122   0.009745   0.004264         67        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     97/499      4.32G    0.01121   0.009735   0.004267         57        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     97/499      4.32G    0.01121   0.009735   0.004267         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.20it/s]
     97/499      4.32G    0.01121   0.009731   0.004265         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.20it/s]
     97/499      4.32G    0.01121   0.009731   0.004265         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.10it/s]
     97/499      4.32G     0.0112   0.009743   0.004257         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.10it/s]
     97/499      4.32G     0.0112   0.009743   0.004257         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
     97/499      4.32G     0.0112   0.009751   0.004251         72        640:  92%|#########2| 155/168 [00:30<00:02,  5.16it/s]
     97/499      4.32G     0.0112   0.009751   0.004251         72        640:  93%|#########2| 156/168 [00:30<00:02,  5.24it/s]
     97/499      4.32G     0.0112   0.009746   0.004249         58        640:  93%|#########2| 156/168 [00:30<00:02,  5.24it/s]
     97/499      4.32G     0.0112   0.009746   0.004249         58        640:  93%|#########3| 157/168 [00:30<00:02,  5.07it/s]
     97/499      4.32G    0.01119   0.009742   0.004231         69        640:  93%|#########3| 157/168 [00:30<00:02,  5.07it/s]
     97/499      4.32G    0.01119   0.009742   0.004231         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.14it/s]
     97/499      4.32G    0.01119   0.009746   0.004239         81        640:  94%|#########4| 158/168 [00:30<00:01,  5.14it/s]
     97/499      4.32G    0.01119   0.009746   0.004239         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     97/499      4.32G    0.01118   0.009755   0.004231         82        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     97/499      4.32G    0.01118   0.009755   0.004231         82        640:  95%|#########5| 160/168 [00:30<00:01,  5.07it/s]
     97/499      4.32G    0.01117   0.009756   0.004222         75        640:  95%|#########5| 160/168 [00:31<00:01,  5.07it/s]
     97/499      4.32G    0.01117   0.009756   0.004222         75        640:  96%|#########5| 161/168 [00:31<00:01,  5.16it/s]
     97/499      4.32G    0.01118   0.009743   0.004212         54        640:  96%|#########5| 161/168 [00:31<00:01,  5.16it/s]
     97/499      4.32G    0.01118   0.009743   0.004212         54        640:  96%|#########6| 162/168 [00:31<00:01,  5.24it/s]
     97/499      4.32G    0.01118   0.009766   0.004199         76        640:  96%|#########6| 162/168 [00:31<00:01,  5.24it/s]
     97/499      4.32G    0.01118   0.009766   0.004199         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.10it/s]
     97/499      4.32G    0.01117   0.009771   0.004196         80        640:  97%|#########7| 163/168 [00:31<00:00,  5.10it/s]
     97/499      4.32G    0.01117   0.009771   0.004196         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.11it/s]
     97/499      4.32G    0.01116   0.009775   0.004183         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.11it/s]
     97/499      4.32G    0.01116   0.009775   0.004183         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.21it/s]
     97/499      4.32G    0.01116   0.009775   0.004186         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.21it/s]
     97/499      4.32G    0.01116   0.009775   0.004186         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
     97/499      4.32G    0.01116   0.009778   0.004195         66        640:  99%|#########8| 166/168 [00:32<00:00,  5.11it/s]
     97/499      4.32G    0.01116   0.009778   0.004195         66        640:  99%|#########9| 167/168 [00:32<00:00,  5.18it/s]
     97/499      4.32G    0.01116   0.009786   0.004172         28        640:  99%|#########9| 167/168 [00:32<00:00,  5.18it/s]
     97/499      4.32G    0.01116   0.009786   0.004172         28        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
     97/499      4.32G    0.01116   0.009786   0.004172         28        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263       0.86      0.855      0.881      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     98/499      4.32G    0.01232    0.01111   0.001731         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
     98/499      4.32G    0.01232    0.01111   0.001731         79        640:   1%|          | 1/168 [00:00<00:34,  4.82it/s]
     98/499      4.32G    0.01212    0.01192   0.002291         95        640:   1%|          | 1/168 [00:00<00:34,  4.82it/s]
     98/499      4.32G    0.01212    0.01192   0.002291         95        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
     98/499      4.32G    0.01183    0.01088   0.003229         67        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
     98/499      4.32G    0.01183    0.01088   0.003229         67        640:   2%|1         | 3/168 [00:00<00:31,  5.20it/s]
     98/499      4.32G    0.01164    0.01052   0.003372         71        640:   2%|1         | 3/168 [00:00<00:31,  5.20it/s]
     98/499      4.32G    0.01164    0.01052   0.003372         71        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     98/499      4.32G    0.01163    0.01053   0.003191         75        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
     98/499      4.32G    0.01163    0.01053   0.003191         75        640:   3%|2         | 5/168 [00:00<00:31,  5.14it/s]
     98/499      4.32G     0.0118    0.01049   0.003213         62        640:   3%|2         | 5/168 [00:01<00:31,  5.14it/s]
     98/499      4.32G     0.0118    0.01049   0.003213         62        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     98/499      4.32G    0.01167    0.01047   0.003104         65        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
     98/499      4.32G    0.01167    0.01047   0.003104         65        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     98/499      4.32G    0.01143    0.01049   0.003203         82        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
     98/499      4.32G    0.01143    0.01049   0.003203         82        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     98/499      4.32G    0.01139    0.01067   0.003324         81        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
     98/499      4.32G    0.01139    0.01067   0.003324         81        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     98/499      4.32G    0.01141     0.0108   0.003222         80        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
     98/499      4.32G    0.01141     0.0108   0.003222         80        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
     98/499      4.32G     0.0113    0.01078   0.003263         87        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
     98/499      4.32G     0.0113    0.01078   0.003263         87        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
     98/499      4.32G    0.01134    0.01047     0.0037         49        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
     98/499      4.32G    0.01134    0.01047     0.0037         49        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     98/499      4.32G    0.01126    0.01027   0.003701         63        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
     98/499      4.32G    0.01126    0.01027   0.003701         63        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     98/499      4.32G    0.01124    0.01039   0.003819         84        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
     98/499      4.32G    0.01124    0.01039   0.003819         84        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     98/499      4.32G    0.01115    0.01035    0.00367         74        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
     98/499      4.32G    0.01115    0.01035    0.00367         74        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
     98/499      4.32G    0.01114    0.01039    0.00352         72        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
     98/499      4.32G    0.01114    0.01039    0.00352         72        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     98/499      4.32G    0.01114    0.01039   0.003641         76        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
     98/499      4.32G    0.01114    0.01039   0.003641         76        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     98/499      4.32G    0.01111    0.01034   0.003574         65        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     98/499      4.32G    0.01111    0.01034   0.003574         65        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     98/499      4.32G    0.01111    0.01027   0.003513         63        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
     98/499      4.32G    0.01111    0.01027   0.003513         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     98/499      4.32G    0.01102    0.01023   0.003412         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
     98/499      4.32G    0.01102    0.01023   0.003412         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
     98/499      4.32G    0.01094    0.01024   0.003537         76        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
     98/499      4.32G    0.01094    0.01024   0.003537         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     98/499      4.32G    0.01091    0.01035   0.003433         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
     98/499      4.32G    0.01091    0.01035   0.003433         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     98/499      4.32G    0.01097    0.01035   0.003777         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
     98/499      4.32G    0.01097    0.01035   0.003777         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     98/499      4.32G    0.01103    0.01029   0.003858         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
     98/499      4.32G    0.01103    0.01029   0.003858         64        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
     98/499      4.32G    0.01101    0.01029   0.003814         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
     98/499      4.32G    0.01101    0.01029   0.003814         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
     98/499      4.32G    0.01101    0.01032   0.003841         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
     98/499      4.32G    0.01101    0.01032   0.003841         76        640:  15%|#5        | 26/168 [00:04<00:27,  5.16it/s]
     98/499      4.32G    0.01105    0.01041   0.003863         74        640:  15%|#5        | 26/168 [00:05<00:27,  5.16it/s]
     98/499      4.32G    0.01105    0.01041   0.003863         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
     98/499      4.32G      0.011    0.01032   0.003996         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
     98/499      4.32G      0.011    0.01032   0.003996         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     98/499      4.32G    0.01097    0.01027   0.004011         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
     98/499      4.32G    0.01097    0.01027   0.004011         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     98/499      4.32G    0.01097    0.01033   0.004024         81        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
     98/499      4.32G    0.01097    0.01033   0.004024         81        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     98/499      4.32G    0.01099    0.01032   0.004041         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
     98/499      4.32G    0.01099    0.01032   0.004041         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
     98/499      4.32G    0.01097    0.01029   0.004065         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
     98/499      4.32G    0.01097    0.01029   0.004065         59        640:  19%|#9        | 32/168 [00:06<00:26,  5.19it/s]
     98/499      4.32G      0.011    0.01031   0.004033         72        640:  19%|#9        | 32/168 [00:06<00:26,  5.19it/s]
     98/499      4.32G      0.011    0.01031   0.004033         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.25it/s]
     98/499      4.32G      0.011    0.01032   0.003985         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.25it/s]
     98/499      4.32G      0.011    0.01032   0.003985         76        640:  20%|##        | 34/168 [00:06<00:26,  5.09it/s]
     98/499      4.32G     0.0111     0.0103   0.004197         63        640:  20%|##        | 34/168 [00:06<00:26,  5.09it/s]
     98/499      4.32G     0.0111     0.0103   0.004197         63        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     98/499      4.32G    0.01113    0.01029   0.004162         63        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
     98/499      4.32G    0.01113    0.01029   0.004162         63        640:  21%|##1       | 36/168 [00:06<00:25,  5.25it/s]
     98/499      4.32G    0.01114     0.0103   0.004106         69        640:  21%|##1       | 36/168 [00:07<00:25,  5.25it/s]
     98/499      4.32G    0.01114     0.0103   0.004106         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
     98/499      4.32G    0.01111    0.01027   0.004059         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
     98/499      4.32G    0.01111    0.01027   0.004059         70        640:  23%|##2       | 38/168 [00:07<00:25,  5.14it/s]
     98/499      4.32G    0.01109    0.01021   0.004154         59        640:  23%|##2       | 38/168 [00:07<00:25,  5.14it/s]
     98/499      4.32G    0.01109    0.01021   0.004154         59        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
     98/499      4.32G    0.01117    0.01021   0.004164         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
     98/499      4.32G    0.01117    0.01021   0.004164         64        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     98/499      4.32G    0.01115    0.01017   0.004162         57        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     98/499      4.32G    0.01115    0.01017   0.004162         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.18it/s]
     98/499      4.32G    0.01115    0.01009    0.00419         45        640:  24%|##4       | 41/168 [00:08<00:24,  5.18it/s]
     98/499      4.32G    0.01115    0.01009    0.00419         45        640:  25%|##5       | 42/168 [00:08<00:24,  5.21it/s]
     98/499      4.32G    0.01116    0.01008   0.004205         62        640:  25%|##5       | 42/168 [00:08<00:24,  5.21it/s]
     98/499      4.32G    0.01116    0.01008   0.004205         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.06it/s]
     98/499      4.32G    0.01116    0.01001   0.004275         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.06it/s]
     98/499      4.32G    0.01116    0.01001   0.004275         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.18it/s]
     98/499      4.32G    0.01114       0.01   0.004282         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.18it/s]
     98/499      4.32G    0.01114       0.01   0.004282         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
     98/499      4.32G    0.01115   0.009922   0.004261         55        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
     98/499      4.32G    0.01115   0.009922   0.004261         55        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
     98/499      4.32G    0.01114   0.009887   0.004224         62        640:  27%|##7       | 46/168 [00:09<00:23,  5.14it/s]
     98/499      4.32G    0.01114   0.009887   0.004224         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     98/499      4.32G    0.01115   0.009895   0.004315         73        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
     98/499      4.32G    0.01115   0.009895   0.004315         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     98/499      4.32G    0.01114   0.009893   0.004303         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
     98/499      4.32G    0.01114   0.009893   0.004303         56        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     98/499      4.32G    0.01111   0.009883   0.004316         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
     98/499      4.32G    0.01111   0.009883   0.004316         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     98/499      4.32G     0.0111   0.009933   0.004264         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
     98/499      4.32G     0.0111   0.009933   0.004264         79        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
     98/499      4.32G    0.01111   0.009916   0.004222         67        640:  30%|###       | 51/168 [00:10<00:21,  5.32it/s]
     98/499      4.32G    0.01111   0.009916   0.004222         67        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     98/499      4.32G     0.0111   0.009871    0.00418         63        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     98/499      4.32G     0.0111   0.009871    0.00418         63        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     98/499      4.32G     0.0111   0.009867   0.004132         70        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
     98/499      4.32G     0.0111   0.009867   0.004132         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     98/499      4.32G    0.01109   0.009868   0.004151         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
     98/499      4.32G    0.01109   0.009868   0.004151         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     98/499      4.32G    0.01112   0.009902   0.004128         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
     98/499      4.32G    0.01112   0.009902   0.004128         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     98/499      4.32G    0.01112   0.009888   0.004146         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
     98/499      4.32G    0.01112   0.009888   0.004146         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
     98/499      4.32G    0.01111   0.009893   0.004188         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
     98/499      4.32G    0.01111   0.009893   0.004188         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     98/499      4.32G    0.01111   0.009891   0.004198         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
     98/499      4.32G    0.01111   0.009891   0.004198         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
     98/499      4.32G    0.01113   0.009851   0.004294         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
     98/499      4.32G    0.01113   0.009851   0.004294         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
     98/499      4.32G    0.01112   0.009831   0.004362         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
     98/499      4.32G    0.01112   0.009831   0.004362         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     98/499      4.32G    0.01113   0.009825    0.00431         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
     98/499      4.32G    0.01113   0.009825    0.00431         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
     98/499      4.32G    0.01115     0.0098   0.004298         57        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
     98/499      4.32G    0.01115     0.0098   0.004298         57        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     98/499      4.32G    0.01116   0.009798    0.00432         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
     98/499      4.32G    0.01116   0.009798    0.00432         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     98/499      4.32G    0.01115   0.009781   0.004306         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
     98/499      4.32G    0.01115   0.009781   0.004306         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     98/499      4.32G    0.01113   0.009759   0.004315         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     98/499      4.32G    0.01113   0.009759   0.004315         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     98/499      4.32G    0.01113   0.009757     0.0044         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
     98/499      4.32G    0.01113   0.009757     0.0044         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.06it/s]
     98/499      4.32G    0.01114   0.009767   0.004412         64        640:  40%|###9      | 67/168 [00:13<00:19,  5.06it/s]
     98/499      4.32G    0.01114   0.009767   0.004412         64        640:  40%|####      | 68/168 [00:13<00:19,  5.16it/s]
     98/499      4.32G    0.01112   0.009744   0.004397         65        640:  40%|####      | 68/168 [00:13<00:19,  5.16it/s]
     98/499      4.32G    0.01112   0.009744   0.004397         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     98/499      4.32G    0.01113    0.00974   0.004367         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
     98/499      4.32G    0.01113    0.00974   0.004367         65        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
     98/499      4.32G    0.01111   0.009744   0.004367         86        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
     98/499      4.32G    0.01111   0.009744   0.004367         86        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
     98/499      4.32G    0.01111   0.009731   0.004338         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
     98/499      4.32G    0.01111   0.009731   0.004338         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.23it/s]
     98/499      4.32G    0.01111   0.009739   0.004313         60        640:  43%|####2     | 72/168 [00:14<00:18,  5.23it/s]
     98/499      4.32G    0.01111   0.009739   0.004313         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     98/499      4.32G    0.01109   0.009746   0.004286         83        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
     98/499      4.32G    0.01109   0.009746   0.004286         83        640:  44%|####4     | 74/168 [00:14<00:18,  5.12it/s]
     98/499      4.32G    0.01111   0.009781   0.004348         71        640:  44%|####4     | 74/168 [00:14<00:18,  5.12it/s]
     98/499      4.32G    0.01111   0.009781   0.004348         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.23it/s]
     98/499      4.32G     0.0111   0.009773   0.004338         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.23it/s]
     98/499      4.32G     0.0111   0.009773   0.004338         60        640:  45%|####5     | 76/168 [00:14<00:18,  5.08it/s]
     98/499      4.32G    0.01109   0.009733   0.004337         47        640:  45%|####5     | 76/168 [00:14<00:18,  5.08it/s]
     98/499      4.32G    0.01109   0.009733   0.004337         47        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
     98/499      4.32G    0.01107   0.009714   0.004318         61        640:  46%|####5     | 77/168 [00:15<00:17,  5.16it/s]
     98/499      4.32G    0.01107   0.009714   0.004318         61        640:  46%|####6     | 78/168 [00:15<00:17,  5.24it/s]
     98/499      4.32G    0.01108   0.009723   0.004347         77        640:  46%|####6     | 78/168 [00:15<00:17,  5.24it/s]
     98/499      4.32G    0.01108   0.009723   0.004347         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.09it/s]
     98/499      4.32G    0.01108   0.009706   0.004335         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.09it/s]
     98/499      4.32G    0.01108   0.009706   0.004335         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.18it/s]
     98/499      4.32G    0.01114   0.009718     0.0043         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.18it/s]
     98/499      4.32G    0.01114   0.009718     0.0043         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.22it/s]
     98/499      4.32G    0.01114   0.009711   0.004311         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.22it/s]
     98/499      4.32G    0.01114   0.009711   0.004311         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
     98/499      4.32G    0.01113    0.00973   0.004306         80        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
     98/499      4.32G    0.01113    0.00973   0.004306         80        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
     98/499      4.32G    0.01114   0.009737   0.004284         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.20it/s]
     98/499      4.32G    0.01114   0.009737   0.004284         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     98/499      4.32G    0.01112   0.009732   0.004296         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
     98/499      4.32G    0.01112   0.009732   0.004296         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.08it/s]
     98/499      4.32G    0.01114   0.009735   0.004361         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.08it/s]
     98/499      4.32G    0.01114   0.009735   0.004361         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.18it/s]
     98/499      4.32G    0.01114   0.009717   0.004402         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.18it/s]
     98/499      4.32G    0.01114   0.009717   0.004402         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.24it/s]
     98/499      4.32G    0.01116   0.009713   0.004415         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.24it/s]
     98/499      4.32G    0.01116   0.009713   0.004415         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.11it/s]
     98/499      4.32G    0.01115   0.009733   0.004415         72        640:  52%|#####2    | 88/168 [00:17<00:15,  5.11it/s]
     98/499      4.32G    0.01115   0.009733   0.004415         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.19it/s]
     98/499      4.32G    0.01115   0.009751   0.004414         70        640:  53%|#####2    | 89/168 [00:17<00:15,  5.19it/s]
     98/499      4.32G    0.01115   0.009751   0.004414         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.27it/s]
     98/499      4.32G    0.01116   0.009762   0.004396         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.27it/s]
     98/499      4.32G    0.01116   0.009762   0.004396         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     98/499      4.32G    0.01116   0.009757    0.00439         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
     98/499      4.32G    0.01116   0.009757    0.00439         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.20it/s]
     98/499      4.32G    0.01116   0.009746   0.004391         51        640:  55%|#####4    | 92/168 [00:17<00:14,  5.20it/s]
     98/499      4.32G    0.01116   0.009746   0.004391         51        640:  55%|#####5    | 93/168 [00:17<00:14,  5.25it/s]
     98/499      4.32G    0.01116   0.009756   0.004383         69        640:  55%|#####5    | 93/168 [00:18<00:14,  5.25it/s]
     98/499      4.32G    0.01116   0.009756   0.004383         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.09it/s]
     98/499      4.32G    0.01117   0.009766   0.004409         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.09it/s]
     98/499      4.32G    0.01117   0.009766   0.004409         67        640:  57%|#####6    | 95/168 [00:18<00:14,  5.19it/s]
     98/499      4.32G    0.01119   0.009755     0.0044         54        640:  57%|#####6    | 95/168 [00:18<00:14,  5.19it/s]
     98/499      4.32G    0.01119   0.009755     0.0044         54        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     98/499      4.32G     0.0112   0.009762   0.004386         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
     98/499      4.32G     0.0112   0.009762   0.004386         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.08it/s]
     98/499      4.32G    0.01119   0.009742   0.004374         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.08it/s]
     98/499      4.32G    0.01119   0.009742   0.004374         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.17it/s]
     98/499      4.32G    0.01119   0.009738    0.00438         73        640:  58%|#####8    | 98/168 [00:19<00:13,  5.17it/s]
     98/499      4.32G    0.01119   0.009738    0.00438         73        640:  59%|#####8    | 99/168 [00:19<00:13,  5.22it/s]
     98/499      4.32G     0.0112   0.009765   0.004368         76        640:  59%|#####8    | 99/168 [00:19<00:13,  5.22it/s]
     98/499      4.32G     0.0112   0.009765   0.004368         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.09it/s]
     98/499      4.32G     0.0112   0.009772   0.004353         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.09it/s]
     98/499      4.32G     0.0112   0.009772   0.004353         67        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
     98/499      4.32G    0.01121   0.009782   0.004348         72        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
     98/499      4.32G    0.01121   0.009782   0.004348         72        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
     98/499      4.32G    0.01121   0.009762   0.004331         53        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
     98/499      4.32G    0.01121   0.009762   0.004331         53        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
     98/499      4.32G    0.01122   0.009769   0.004319         66        640:  61%|######1   | 103/168 [00:20<00:12,  5.15it/s]
     98/499      4.32G    0.01122   0.009769   0.004319         66        640:  62%|######1   | 104/168 [00:20<00:12,  5.20it/s]
     98/499      4.32G    0.01122   0.009772   0.004329         71        640:  62%|######1   | 104/168 [00:20<00:12,  5.20it/s]
     98/499      4.32G    0.01122   0.009772   0.004329         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     98/499      4.32G    0.01122   0.009777   0.004348         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
     98/499      4.32G    0.01122   0.009777   0.004348         75        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     98/499      4.32G    0.01121   0.009791   0.004337         74        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
     98/499      4.32G    0.01121   0.009791   0.004337         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     98/499      4.32G    0.01121   0.009813   0.004338         87        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
     98/499      4.32G    0.01121   0.009813   0.004338         87        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     98/499      4.32G    0.01121   0.009786   0.004346         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
     98/499      4.32G    0.01121   0.009786   0.004346         58        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
     98/499      4.32G    0.01122   0.009775   0.004363         57        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
     98/499      4.32G    0.01122   0.009775   0.004363         57        640:  65%|######5   | 110/168 [00:21<00:11,  5.03it/s]
     98/499      4.32G    0.01122   0.009767   0.004368         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.03it/s]
     98/499      4.32G    0.01122   0.009767   0.004368         66        640:  66%|######6   | 111/168 [00:21<00:11,  5.02it/s]
     98/499      4.32G    0.01122   0.009779   0.004358         69        640:  66%|######6   | 111/168 [00:21<00:11,  5.02it/s]
     98/499      4.32G    0.01122   0.009779   0.004358         69        640:  67%|######6   | 112/168 [00:21<00:11,  4.91it/s]
     98/499      4.32G    0.01123   0.009784   0.004344         75        640:  67%|######6   | 112/168 [00:21<00:11,  4.91it/s]
     98/499      4.32G    0.01123   0.009784   0.004344         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.07it/s]
     98/499      4.32G    0.01123   0.009766   0.004332         53        640:  67%|######7   | 113/168 [00:21<00:10,  5.07it/s]
     98/499      4.32G    0.01123   0.009766   0.004332         53        640:  68%|######7   | 114/168 [00:21<00:10,  5.14it/s]
     98/499      4.32G    0.01123   0.009743   0.004327         67        640:  68%|######7   | 114/168 [00:22<00:10,  5.14it/s]
     98/499      4.32G    0.01123   0.009743   0.004327         67        640:  68%|######8   | 115/168 [00:22<00:10,  5.06it/s]
     98/499      4.32G    0.01122   0.009731   0.004364         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.06it/s]
     98/499      4.32G    0.01122   0.009731   0.004364         59        640:  69%|######9   | 116/168 [00:22<00:10,  5.12it/s]
     98/499      4.32G    0.01123   0.009736   0.004345         63        640:  69%|######9   | 116/168 [00:22<00:10,  5.12it/s]
     98/499      4.32G    0.01123   0.009736   0.004345         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.22it/s]
     98/499      4.32G    0.01122   0.009732   0.004333         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.22it/s]
     98/499      4.32G    0.01122   0.009732   0.004333         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.09it/s]
     98/499      4.32G    0.01122   0.009723   0.004335         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.09it/s]
     98/499      4.32G    0.01122   0.009723   0.004335         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.13it/s]
     98/499      4.32G    0.01122   0.009721    0.00434         69        640:  71%|#######   | 119/168 [00:23<00:09,  5.13it/s]
     98/499      4.32G    0.01122   0.009721    0.00434         69        640:  71%|#######1  | 120/168 [00:23<00:09,  5.20it/s]
     98/499      4.32G    0.01121   0.009706   0.004347         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.20it/s]
     98/499      4.32G    0.01121   0.009706   0.004347         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.06it/s]
     98/499      4.32G    0.01121   0.009736   0.004342         79        640:  72%|#######2  | 121/168 [00:23<00:09,  5.06it/s]
     98/499      4.32G    0.01121   0.009736   0.004342         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.17it/s]
     98/499      4.32G     0.0112   0.009732   0.004354         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.17it/s]
     98/499      4.32G     0.0112   0.009732   0.004354         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.22it/s]
     98/499      4.32G    0.01118   0.009729   0.004376         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.22it/s]
     98/499      4.32G    0.01118   0.009729   0.004376         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
     98/499      4.32G    0.01118   0.009739   0.004381         88        640:  74%|#######3  | 124/168 [00:24<00:08,  5.12it/s]
     98/499      4.32G    0.01118   0.009739   0.004381         88        640:  74%|#######4  | 125/168 [00:24<00:08,  5.17it/s]
     98/499      4.32G    0.01118   0.009742    0.00436         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.17it/s]
     98/499      4.32G    0.01118   0.009742    0.00436         69        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
     98/499      4.32G    0.01118   0.009739   0.004368         71        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
     98/499      4.32G    0.01118   0.009739   0.004368         71        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
     98/499      4.32G    0.01117   0.009727   0.004369         68        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
     98/499      4.32G    0.01117   0.009727   0.004369         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     98/499      4.32G    0.01117   0.009731   0.004367         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
     98/499      4.32G    0.01117   0.009731   0.004367         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.21it/s]
     98/499      4.32G    0.01116   0.009727   0.004362         66        640:  77%|#######6  | 129/168 [00:25<00:07,  5.21it/s]
     98/499      4.32G    0.01116   0.009727   0.004362         66        640:  77%|#######7  | 130/168 [00:25<00:07,  5.11it/s]
     98/499      4.32G    0.01116   0.009731   0.004357         70        640:  77%|#######7  | 130/168 [00:25<00:07,  5.11it/s]
     98/499      4.32G    0.01116   0.009731   0.004357         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     98/499      4.32G    0.01117   0.009748   0.004358         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.19it/s]
     98/499      4.32G    0.01117   0.009748   0.004358         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
     98/499      4.32G    0.01118   0.009769   0.004351         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
     98/499      4.32G    0.01118   0.009769   0.004351         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     98/499      4.32G    0.01119   0.009769    0.00436         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
     98/499      4.32G    0.01119   0.009769    0.00436         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
     98/499      4.32G    0.01119    0.00978   0.004354         70        640:  80%|#######9  | 134/168 [00:26<00:06,  5.20it/s]
     98/499      4.32G    0.01119    0.00978   0.004354         70        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
     98/499      4.32G    0.01118   0.009781   0.004347         73        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
     98/499      4.32G    0.01118   0.009781   0.004347         73        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
     98/499      4.32G    0.01118   0.009775   0.004339         69        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
     98/499      4.32G    0.01118   0.009775   0.004339         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     98/499      4.32G    0.01117   0.009786   0.004328         82        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
     98/499      4.32G    0.01117   0.009786   0.004328         82        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
     98/499      4.32G    0.01119   0.009767   0.004328         46        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
     98/499      4.32G    0.01119   0.009767   0.004328         46        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
     98/499      4.32G    0.01119   0.009766   0.004321         67        640:  83%|########2 | 139/168 [00:27<00:05,  5.15it/s]
     98/499      4.32G    0.01119   0.009766   0.004321         67        640:  83%|########3 | 140/168 [00:27<00:05,  5.16it/s]
     98/499      4.32G    0.01118    0.00976   0.004317         64        640:  83%|########3 | 140/168 [00:27<00:05,  5.16it/s]
     98/499      4.32G    0.01118    0.00976   0.004317         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.23it/s]
     98/499      4.32G    0.01119   0.009761   0.004322         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.23it/s]
     98/499      4.32G    0.01119   0.009761   0.004322         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
     98/499      4.32G    0.01117   0.009756   0.004298         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
     98/499      4.32G    0.01117   0.009756   0.004298         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.13it/s]
     98/499      4.32G    0.01117   0.009737    0.00429         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.13it/s]
     98/499      4.32G    0.01117   0.009737    0.00429         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.24it/s]
     98/499      4.32G    0.01117   0.009743   0.004286         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.24it/s]
     98/499      4.32G    0.01117   0.009743   0.004286         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.06it/s]
     98/499      4.32G    0.01116   0.009737   0.004291         74        640:  86%|########6 | 145/168 [00:28<00:04,  5.06it/s]
     98/499      4.32G    0.01116   0.009737   0.004291         74        640:  87%|########6 | 146/168 [00:28<00:04,  5.14it/s]
     98/499      4.32G    0.01116   0.009729    0.00428         56        640:  87%|########6 | 146/168 [00:28<00:04,  5.14it/s]
     98/499      4.32G    0.01116   0.009729    0.00428         56        640:  88%|########7 | 147/168 [00:28<00:04,  5.22it/s]
     98/499      4.32G    0.01117   0.009721   0.004267         60        640:  88%|########7 | 147/168 [00:28<00:04,  5.22it/s]
     98/499      4.32G    0.01117   0.009721   0.004267         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.01it/s]
     98/499      4.32G    0.01116   0.009708   0.004252         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.01it/s]
     98/499      4.32G    0.01116   0.009708   0.004252         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.11it/s]
     98/499      4.32G    0.01116   0.009705   0.004243         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.11it/s]
     98/499      4.32G    0.01116   0.009705   0.004243         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.18it/s]
     98/499      4.32G    0.01116   0.009706   0.004233         63        640:  89%|########9 | 150/168 [00:29<00:03,  5.18it/s]
     98/499      4.32G    0.01116   0.009706   0.004233         63        640:  90%|########9 | 151/168 [00:29<00:03,  5.06it/s]
     98/499      4.32G    0.01118   0.009729   0.004252         88        640:  90%|########9 | 151/168 [00:29<00:03,  5.06it/s]
     98/499      4.32G    0.01118   0.009729   0.004252         88        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     98/499      4.32G    0.01118   0.009715   0.004255         60        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
     98/499      4.32G    0.01118   0.009715   0.004255         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
     98/499      4.32G    0.01118   0.009722   0.004249         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
     98/499      4.32G    0.01118   0.009722   0.004249         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
     98/499      4.32G    0.01117   0.009699   0.004247         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
     98/499      4.32G    0.01117   0.009699   0.004247         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
     98/499      4.32G    0.01116   0.009714   0.004263         92        640:  92%|#########2| 155/168 [00:30<00:02,  5.21it/s]
     98/499      4.32G    0.01116   0.009714   0.004263         92        640:  93%|#########2| 156/168 [00:30<00:02,  5.21it/s]
     98/499      4.32G    0.01117     0.0097   0.004306         67        640:  93%|#########2| 156/168 [00:30<00:02,  5.21it/s]
     98/499      4.32G    0.01117     0.0097   0.004306         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.07it/s]
     98/499      4.32G    0.01116   0.009687     0.0043         54        640:  93%|#########3| 157/168 [00:30<00:02,  5.07it/s]
     98/499      4.32G    0.01116   0.009687     0.0043         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.17it/s]
     98/499      4.32G    0.01116   0.009695   0.004298         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.17it/s]
     98/499      4.32G    0.01116   0.009695   0.004298         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     98/499      4.32G    0.01116   0.009707   0.004305         90        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
     98/499      4.32G    0.01116   0.009707   0.004305         90        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
     98/499      4.32G    0.01115   0.009705   0.004299         73        640:  95%|#########5| 160/168 [00:31<00:01,  5.09it/s]
     98/499      4.32G    0.01115   0.009705   0.004299         73        640:  96%|#########5| 161/168 [00:31<00:01,  5.16it/s]
     98/499      4.32G    0.01115   0.009698   0.004286         57        640:  96%|#########5| 161/168 [00:31<00:01,  5.16it/s]
     98/499      4.32G    0.01115   0.009698   0.004286         57        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
     98/499      4.32G    0.01116   0.009691   0.004276         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
     98/499      4.32G    0.01116   0.009691   0.004276         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.06it/s]
     98/499      4.32G    0.01116   0.009691    0.00429         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.06it/s]
     98/499      4.32G    0.01116   0.009691    0.00429         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.16it/s]
     98/499      4.32G    0.01115   0.009685   0.004302         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.16it/s]
     98/499      4.32G    0.01115   0.009685   0.004302         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.22it/s]
     98/499      4.32G    0.01114    0.00968   0.004306         67        640:  98%|#########8| 165/168 [00:32<00:00,  5.22it/s]
     98/499      4.32G    0.01114    0.00968   0.004306         67        640:  99%|#########8| 166/168 [00:32<00:00,  5.09it/s]
     98/499      4.32G    0.01114   0.009674   0.004299         64        640:  99%|#########8| 166/168 [00:32<00:00,  5.09it/s]
     98/499      4.32G    0.01114   0.009674   0.004299         64        640:  99%|#########9| 167/168 [00:32<00:00,  5.18it/s]
     98/499      4.32G    0.01114   0.009678   0.004275         28        640:  99%|#########9| 167/168 [00:32<00:00,  5.18it/s]
     98/499      4.32G    0.01114   0.009678   0.004275         28        640: 100%|##########| 168/168 [00:32<00:00,  5.38it/s]
     98/499      4.32G    0.01114   0.009678   0.004275         28        640: 100%|##########| 168/168 [00:32<00:00,  5.18it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.866      0.857      0.896      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
     99/499      4.32G    0.01056   0.007657   0.008094         52        640:   0%|          | 0/168 [00:00<?, ?it/s]
     99/499      4.32G    0.01056   0.007657   0.008094         52        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     99/499      4.32G    0.01058   0.008825   0.006772         61        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
     99/499      4.32G    0.01058   0.008825   0.006772         61        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
     99/499      4.32G    0.01077   0.009171   0.004996         75        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
     99/499      4.32G    0.01077   0.009171   0.004996         75        640:   2%|1         | 3/168 [00:00<00:31,  5.23it/s]
     99/499      4.32G    0.01048   0.009127      0.005         68        640:   2%|1         | 3/168 [00:00<00:31,  5.23it/s]
     99/499      4.32G    0.01048   0.009127      0.005         68        640:   2%|2         | 4/168 [00:00<00:33,  4.95it/s]
     99/499      4.32G    0.01038   0.008738   0.005238         50        640:   2%|2         | 4/168 [00:00<00:33,  4.95it/s]
     99/499      4.32G    0.01038   0.008738   0.005238         50        640:   3%|2         | 5/168 [00:00<00:31,  5.11it/s]
     99/499      4.32G     0.0107   0.009193   0.005569         78        640:   3%|2         | 5/168 [00:01<00:31,  5.11it/s]
     99/499      4.32G     0.0107   0.009193   0.005569         78        640:   4%|3         | 6/168 [00:01<00:31,  5.17it/s]
     99/499      4.32G    0.01061   0.008915   0.005464         62        640:   4%|3         | 6/168 [00:01<00:31,  5.17it/s]
     99/499      4.32G    0.01061   0.008915   0.005464         62        640:   4%|4         | 7/168 [00:01<00:31,  5.08it/s]
     99/499      4.32G    0.01045    0.00906   0.005146         73        640:   4%|4         | 7/168 [00:01<00:31,  5.08it/s]
     99/499      4.32G    0.01045    0.00906   0.005146         73        640:   5%|4         | 8/168 [00:01<00:30,  5.16it/s]
     99/499      4.32G    0.01041   0.008747   0.004932         61        640:   5%|4         | 8/168 [00:01<00:30,  5.16it/s]
     99/499      4.32G    0.01041   0.008747   0.004932         61        640:   5%|5         | 9/168 [00:01<00:30,  5.24it/s]
     99/499      4.32G     0.0106   0.008981   0.004695         63        640:   5%|5         | 9/168 [00:01<00:30,  5.24it/s]
     99/499      4.32G     0.0106   0.008981   0.004695         63        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
     99/499      4.32G    0.01068   0.009101   0.004867         76        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
     99/499      4.32G    0.01068   0.009101   0.004867         76        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     99/499      4.32G    0.01063   0.009095   0.004829         64        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
     99/499      4.32G    0.01063   0.009095   0.004829         64        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
     99/499      4.32G    0.01059    0.00891   0.004827         53        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
     99/499      4.32G    0.01059    0.00891   0.004827         53        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
     99/499      4.32G    0.01062   0.009058   0.004749         67        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
     99/499      4.32G    0.01062   0.009058   0.004749         67        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     99/499      4.32G    0.01076   0.009077   0.004662         61        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
     99/499      4.32G    0.01076   0.009077   0.004662         61        640:   9%|8         | 15/168 [00:02<00:29,  5.23it/s]
     99/499      4.32G    0.01073   0.009167    0.00462         77        640:   9%|8         | 15/168 [00:03<00:29,  5.23it/s]
     99/499      4.32G    0.01073   0.009167    0.00462         77        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
     99/499      4.32G    0.01074   0.009187    0.00461         67        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
     99/499      4.32G    0.01074   0.009187    0.00461         67        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     99/499      4.32G    0.01072   0.009156   0.004683         62        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
     99/499      4.32G    0.01072   0.009156   0.004683         62        640:  11%|#         | 18/168 [00:03<00:28,  5.22it/s]
     99/499      4.32G    0.01074   0.009227   0.004648         77        640:  11%|#         | 18/168 [00:03<00:28,  5.22it/s]
     99/499      4.32G    0.01074   0.009227   0.004648         77        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     99/499      4.32G    0.01077   0.009166   0.004587         54        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
     99/499      4.32G    0.01077   0.009166   0.004587         54        640:  12%|#1        | 20/168 [00:03<00:28,  5.19it/s]
     99/499      4.32G    0.01078   0.009229   0.004742         71        640:  12%|#1        | 20/168 [00:04<00:28,  5.19it/s]
     99/499      4.32G    0.01078   0.009229   0.004742         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     99/499      4.32G    0.01072   0.009288    0.00466         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
     99/499      4.32G    0.01072   0.009288    0.00466         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     99/499      4.32G    0.01076   0.009269    0.00462         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
     99/499      4.32G    0.01076   0.009269    0.00462         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     99/499      4.32G    0.01073    0.00918   0.004658         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
     99/499      4.32G    0.01073    0.00918   0.004658         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     99/499      4.32G    0.01068    0.00917   0.004686         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
     99/499      4.32G    0.01068    0.00917   0.004686         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
     99/499      4.32G    0.01064   0.009187   0.004695         65        640:  15%|#4        | 25/168 [00:05<00:27,  5.14it/s]
     99/499      4.32G    0.01064   0.009187   0.004695         65        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     99/499      4.32G    0.01067   0.009157   0.004625         63        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
     99/499      4.32G    0.01067   0.009157   0.004625         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     99/499      4.32G     0.0107   0.009111   0.004613         52        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
     99/499      4.32G     0.0107   0.009111   0.004613         52        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     99/499      4.32G    0.01074   0.009159   0.004552         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
     99/499      4.32G    0.01074   0.009159   0.004552         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     99/499      4.32G    0.01078   0.009237   0.004469         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
     99/499      4.32G    0.01078   0.009237   0.004469         69        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     99/499      4.32G    0.01083   0.009221   0.004469         51        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
     99/499      4.32G    0.01083   0.009221   0.004469         51        640:  18%|#8        | 31/168 [00:05<00:26,  5.07it/s]
     99/499      4.32G     0.0108   0.009301   0.004426         90        640:  18%|#8        | 31/168 [00:06<00:26,  5.07it/s]
     99/499      4.32G     0.0108   0.009301   0.004426         90        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
     99/499      4.32G    0.01082   0.009269     0.0045         64        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
     99/499      4.32G    0.01082   0.009269     0.0045         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
     99/499      4.32G    0.01084   0.009278   0.004438         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
     99/499      4.32G    0.01084   0.009278   0.004438         61        640:  20%|##        | 34/168 [00:06<00:26,  5.11it/s]
     99/499      4.32G    0.01082   0.009313   0.004457         75        640:  20%|##        | 34/168 [00:06<00:26,  5.11it/s]
     99/499      4.32G    0.01082   0.009313   0.004457         75        640:  21%|##        | 35/168 [00:06<00:25,  5.19it/s]
     99/499      4.32G    0.01085    0.00934   0.004395         61        640:  21%|##        | 35/168 [00:06<00:25,  5.19it/s]
     99/499      4.32G    0.01085    0.00934   0.004395         61        640:  21%|##1       | 36/168 [00:06<00:25,  5.26it/s]
     99/499      4.32G    0.01085   0.009311   0.004418         63        640:  21%|##1       | 36/168 [00:07<00:25,  5.26it/s]
     99/499      4.32G    0.01085   0.009311   0.004418         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     99/499      4.32G    0.01087   0.009336   0.004373         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.11it/s]
     99/499      4.32G    0.01087   0.009336   0.004373         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     99/499      4.32G    0.01087   0.009339   0.004368         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
     99/499      4.32G    0.01087   0.009339   0.004368         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
     99/499      4.32G    0.01086   0.009322   0.004356         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
     99/499      4.32G    0.01086   0.009322   0.004356         67        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     99/499      4.32G    0.01089    0.00935   0.004319         71        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
     99/499      4.32G    0.01089    0.00935   0.004319         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.12it/s]
     99/499      4.32G    0.01086   0.009341   0.004357         67        640:  24%|##4       | 41/168 [00:08<00:24,  5.12it/s]
     99/499      4.32G    0.01086   0.009341   0.004357         67        640:  25%|##5       | 42/168 [00:08<00:24,  5.17it/s]
     99/499      4.32G    0.01088   0.009409   0.004339         66        640:  25%|##5       | 42/168 [00:08<00:24,  5.17it/s]
     99/499      4.32G    0.01088   0.009409   0.004339         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.08it/s]
     99/499      4.32G    0.01088   0.009463   0.004313         82        640:  26%|##5       | 43/168 [00:08<00:24,  5.08it/s]
     99/499      4.32G    0.01088   0.009463   0.004313         82        640:  26%|##6       | 44/168 [00:08<00:24,  5.13it/s]
     99/499      4.32G    0.01085   0.009476   0.004288         70        640:  26%|##6       | 44/168 [00:08<00:24,  5.13it/s]
     99/499      4.32G    0.01085   0.009476   0.004288         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.19it/s]
     99/499      4.32G    0.01089   0.009538   0.004278         85        640:  27%|##6       | 45/168 [00:08<00:23,  5.19it/s]
     99/499      4.32G    0.01089   0.009538   0.004278         85        640:  27%|##7       | 46/168 [00:08<00:23,  5.09it/s]
     99/499      4.32G    0.01088   0.009545   0.004294         69        640:  27%|##7       | 46/168 [00:09<00:23,  5.09it/s]
     99/499      4.32G    0.01088   0.009545   0.004294         69        640:  28%|##7       | 47/168 [00:09<00:23,  5.18it/s]
     99/499      4.32G    0.01086   0.009549   0.004309         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.18it/s]
     99/499      4.32G    0.01086   0.009549   0.004309         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.23it/s]
     99/499      4.32G    0.01083   0.009518   0.004288         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.23it/s]
     99/499      4.32G    0.01083   0.009518   0.004288         58        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
     99/499      4.32G    0.01082   0.009499    0.00425         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
     99/499      4.32G    0.01082   0.009499    0.00425         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     99/499      4.32G    0.01083   0.009506   0.004299         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
     99/499      4.32G    0.01083   0.009506   0.004299         71        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
     99/499      4.32G    0.01084   0.009491   0.004284         56        640:  30%|###       | 51/168 [00:10<00:22,  5.27it/s]
     99/499      4.32G    0.01084   0.009491   0.004284         56        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     99/499      4.32G    0.01085   0.009482   0.004273         56        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
     99/499      4.32G    0.01085   0.009482   0.004273         56        640:  32%|###1      | 53/168 [00:10<00:22,  5.17it/s]
     99/499      4.32G    0.01084   0.009482   0.004261         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.17it/s]
     99/499      4.32G    0.01084   0.009482   0.004261         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     99/499      4.32G    0.01084   0.009436   0.004268         46        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
     99/499      4.32G    0.01084   0.009436   0.004268         46        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
     99/499      4.32G    0.01088   0.009441   0.004327         61        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
     99/499      4.32G    0.01088   0.009441   0.004327         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
     99/499      4.32G    0.01086   0.009397   0.004369         48        640:  33%|###3      | 56/168 [00:11<00:21,  5.21it/s]
     99/499      4.32G    0.01086   0.009397   0.004369         48        640:  34%|###3      | 57/168 [00:11<00:21,  5.25it/s]
     99/499      4.32G    0.01092   0.009415   0.004309         66        640:  34%|###3      | 57/168 [00:11<00:21,  5.25it/s]
     99/499      4.32G    0.01092   0.009415   0.004309         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     99/499      4.32G    0.01091   0.009436   0.004309         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
     99/499      4.32G    0.01091   0.009436   0.004309         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     99/499      4.32G    0.01091   0.009467    0.00428         82        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
     99/499      4.32G    0.01091   0.009467    0.00428         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     99/499      4.32G    0.01092   0.009476   0.004319         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
     99/499      4.32G    0.01092   0.009476   0.004319         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     99/499      4.32G    0.01092   0.009482   0.004337         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
     99/499      4.32G    0.01092   0.009482   0.004337         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
     99/499      4.32G    0.01091   0.009459   0.004281         62        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
     99/499      4.32G    0.01091   0.009459   0.004281         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     99/499      4.32G    0.01091   0.009473   0.004269         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
     99/499      4.32G    0.01091   0.009473   0.004269         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
     99/499      4.32G     0.0109    0.00943   0.004258         57        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
     99/499      4.32G     0.0109    0.00943   0.004258         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     99/499      4.32G    0.01089   0.009464   0.004259         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
     99/499      4.32G    0.01089   0.009464   0.004259         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
     99/499      4.32G    0.01089   0.009441   0.004317         51        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
     99/499      4.32G    0.01089   0.009441   0.004317         51        640:  40%|###9      | 67/168 [00:12<00:19,  5.13it/s]
     99/499      4.32G    0.01087   0.009428   0.004302         67        640:  40%|###9      | 67/168 [00:13<00:19,  5.13it/s]
     99/499      4.32G    0.01087   0.009428   0.004302         67        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     99/499      4.32G     0.0109   0.009431   0.004339         62        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
     99/499      4.32G     0.0109   0.009431   0.004339         62        640:  41%|####1     | 69/168 [00:13<00:19,  5.19it/s]
     99/499      4.32G    0.01089   0.009402    0.00441         53        640:  41%|####1     | 69/168 [00:13<00:19,  5.19it/s]
     99/499      4.32G    0.01089   0.009402    0.00441         53        640:  42%|####1     | 70/168 [00:13<00:19,  5.07it/s]
     99/499      4.32G    0.01091   0.009421   0.004376         72        640:  42%|####1     | 70/168 [00:13<00:19,  5.07it/s]
     99/499      4.32G    0.01091   0.009421   0.004376         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.15it/s]
     99/499      4.32G    0.01091   0.009455   0.004338         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.15it/s]
     99/499      4.32G    0.01091   0.009455   0.004338         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.25it/s]
     99/499      4.32G    0.01092   0.009458   0.004369         68        640:  43%|####2     | 72/168 [00:14<00:18,  5.25it/s]
     99/499      4.32G    0.01092   0.009458   0.004369         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.11it/s]
     99/499      4.32G    0.01095   0.009503   0.004359         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.11it/s]
     99/499      4.32G    0.01095   0.009503   0.004359         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.22it/s]
     99/499      4.32G    0.01097   0.009538   0.004411         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.22it/s]
     99/499      4.32G    0.01097   0.009538   0.004411         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     99/499      4.32G    0.01097   0.009498   0.004417         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
     99/499      4.32G    0.01097   0.009498   0.004417         57        640:  45%|####5     | 76/168 [00:14<00:18,  5.11it/s]
     99/499      4.32G    0.01098   0.009484   0.004426         64        640:  45%|####5     | 76/168 [00:14<00:18,  5.11it/s]
     99/499      4.32G    0.01098   0.009484   0.004426         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.18it/s]
     99/499      4.32G    0.01097   0.009455   0.004472         62        640:  46%|####5     | 77/168 [00:15<00:17,  5.18it/s]
     99/499      4.32G    0.01097   0.009455   0.004472         62        640:  46%|####6     | 78/168 [00:15<00:17,  5.22it/s]
     99/499      4.32G    0.01098   0.009443   0.004436         72        640:  46%|####6     | 78/168 [00:15<00:17,  5.22it/s]
     99/499      4.32G    0.01098   0.009443   0.004436         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.07it/s]
     99/499      4.32G    0.01098   0.009431   0.004418         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.07it/s]
     99/499      4.32G    0.01098   0.009431   0.004418         69        640:  48%|####7     | 80/168 [00:15<00:17,  5.15it/s]
     99/499      4.32G    0.01098   0.009453   0.004378         74        640:  48%|####7     | 80/168 [00:15<00:17,  5.15it/s]
     99/499      4.32G    0.01098   0.009453   0.004378         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.24it/s]
     99/499      4.32G    0.01098   0.009442   0.004372         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.24it/s]
     99/499      4.32G    0.01098   0.009442   0.004372         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.09it/s]
     99/499      4.32G    0.01099   0.009444   0.004375         64        640:  49%|####8     | 82/168 [00:16<00:16,  5.09it/s]
     99/499      4.32G    0.01099   0.009444   0.004375         64        640:  49%|####9     | 83/168 [00:16<00:16,  5.18it/s]
     99/499      4.32G    0.01098   0.009471   0.004355         77        640:  49%|####9     | 83/168 [00:16<00:16,  5.18it/s]
     99/499      4.32G    0.01098   0.009471   0.004355         77        640:  50%|#####     | 84/168 [00:16<00:16,  5.22it/s]
     99/499      4.32G    0.01098   0.009512   0.004354         85        640:  50%|#####     | 84/168 [00:16<00:16,  5.22it/s]
     99/499      4.32G    0.01098   0.009512   0.004354         85        640:  51%|#####     | 85/168 [00:16<00:16,  5.07it/s]
     99/499      4.32G    0.01099   0.009531   0.004369         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.07it/s]
     99/499      4.32G    0.01099   0.009531   0.004369         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.13it/s]
     99/499      4.32G    0.01099    0.00953   0.004348         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.13it/s]
     99/499      4.32G    0.01099    0.00953   0.004348         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.22it/s]
     99/499      4.32G    0.01099   0.009537   0.004337         67        640:  52%|#####1    | 87/168 [00:17<00:15,  5.22it/s]
     99/499      4.32G    0.01099   0.009537   0.004337         67        640:  52%|#####2    | 88/168 [00:17<00:15,  5.09it/s]
     99/499      4.32G      0.011   0.009526    0.00435         53        640:  52%|#####2    | 88/168 [00:17<00:15,  5.09it/s]
     99/499      4.32G      0.011   0.009526    0.00435         53        640:  53%|#####2    | 89/168 [00:17<00:15,  5.17it/s]
     99/499      4.32G      0.011   0.009517   0.004343         59        640:  53%|#####2    | 89/168 [00:17<00:15,  5.17it/s]
     99/499      4.32G      0.011   0.009517   0.004343         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.24it/s]
     99/499      4.32G    0.01099   0.009512   0.004314         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.24it/s]
     99/499      4.32G    0.01099   0.009512   0.004314         64        640:  54%|#####4    | 91/168 [00:17<00:15,  5.08it/s]
     99/499      4.32G      0.011   0.009515   0.004312         61        640:  54%|#####4    | 91/168 [00:17<00:15,  5.08it/s]
     99/499      4.32G      0.011   0.009515   0.004312         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
     99/499      4.32G    0.01104   0.009516   0.004359         48        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
     99/499      4.32G    0.01104   0.009516   0.004359         48        640:  55%|#####5    | 93/168 [00:17<00:14,  5.23it/s]
     99/499      4.32G    0.01104   0.009532   0.004363         70        640:  55%|#####5    | 93/168 [00:18<00:14,  5.23it/s]
     99/499      4.32G    0.01104   0.009532   0.004363         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.11it/s]
     99/499      4.32G    0.01103   0.009532   0.004356         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.11it/s]
     99/499      4.32G    0.01103   0.009532   0.004356         70        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
     99/499      4.32G    0.01102   0.009544   0.004355         74        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
     99/499      4.32G    0.01102   0.009544   0.004355         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
     99/499      4.32G    0.01102   0.009533   0.004381         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
     99/499      4.32G    0.01102   0.009533   0.004381         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.09it/s]
     99/499      4.32G    0.01103   0.009536   0.004351         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.09it/s]
     99/499      4.32G    0.01103   0.009536   0.004351         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
     99/499      4.32G    0.01102   0.009538   0.004345         67        640:  58%|#####8    | 98/168 [00:19<00:13,  5.20it/s]
     99/499      4.32G    0.01102   0.009538   0.004345         67        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     99/499      4.32G    0.01102   0.009539   0.004343         65        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
     99/499      4.32G    0.01102   0.009539   0.004343         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
     99/499      4.32G    0.01103   0.009529   0.004356         51        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
     99/499      4.32G    0.01103   0.009529   0.004356         51        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
     99/499      4.32G    0.01102   0.009524   0.004361         67        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
     99/499      4.32G    0.01102   0.009524   0.004361         67        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
     99/499      4.32G    0.01102    0.00954   0.004377         74        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
     99/499      4.32G    0.01102    0.00954   0.004377         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.10it/s]
     99/499      4.32G    0.01101   0.009531   0.004357         65        640:  61%|######1   | 103/168 [00:20<00:12,  5.10it/s]
     99/499      4.32G    0.01101   0.009531   0.004357         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.18it/s]
     99/499      4.32G    0.01103   0.009566   0.004338         78        640:  62%|######1   | 104/168 [00:20<00:12,  5.18it/s]
     99/499      4.32G    0.01103   0.009566   0.004338         78        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
     99/499      4.32G    0.01103   0.009568   0.004388         72        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
     99/499      4.32G    0.01103   0.009568   0.004388         72        640:  63%|######3   | 106/168 [00:20<00:12,  5.09it/s]
     99/499      4.32G    0.01104   0.009565   0.004387         60        640:  63%|######3   | 106/168 [00:20<00:12,  5.09it/s]
     99/499      4.32G    0.01104   0.009565   0.004387         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     99/499      4.32G    0.01105   0.009586   0.004399         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
     99/499      4.32G    0.01105   0.009586   0.004399         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
     99/499      4.32G    0.01105    0.00957   0.004413         58        640:  64%|######4   | 108/168 [00:21<00:11,  5.26it/s]
     99/499      4.32G    0.01105    0.00957   0.004413         58        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
     99/499      4.32G    0.01104   0.009579   0.004447         71        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
     99/499      4.32G    0.01104   0.009579   0.004447         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
     99/499      4.32G    0.01102   0.009542    0.00444         53        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
     99/499      4.32G    0.01102   0.009542    0.00444         53        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     99/499      4.32G    0.01103   0.009552   0.004469         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
     99/499      4.32G    0.01103   0.009552   0.004469         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     99/499      4.32G    0.01102   0.009539    0.00445         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
     99/499      4.32G    0.01102   0.009539    0.00445         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
     99/499      4.32G    0.01103   0.009556    0.00444         67        640:  67%|######7   | 113/168 [00:22<00:10,  5.24it/s]
     99/499      4.32G    0.01103   0.009556    0.00444         67        640:  68%|######7   | 114/168 [00:22<00:10,  5.32it/s]
     99/499      4.32G    0.01101   0.009553   0.004473         79        640:  68%|######7   | 114/168 [00:22<00:10,  5.32it/s]
     99/499      4.32G    0.01101   0.009553   0.004473         79        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
     99/499      4.32G    0.01101   0.009569   0.004497         94        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
     99/499      4.32G    0.01101   0.009569   0.004497         94        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
     99/499      4.32G    0.01101   0.009579   0.004494         85        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
     99/499      4.32G    0.01101   0.009579   0.004494         85        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
     99/499      4.32G    0.01101   0.009591   0.004508         84        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
     99/499      4.32G    0.01101   0.009591   0.004508         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
     99/499      4.32G    0.01101   0.009588   0.004482         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
     99/499      4.32G    0.01101   0.009588   0.004482         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
     99/499      4.32G      0.011   0.009602   0.004481         73        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
     99/499      4.32G      0.011   0.009602   0.004481         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
     99/499      4.32G    0.01101   0.009621   0.004527         78        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
     99/499      4.32G    0.01101   0.009621   0.004527         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     99/499      4.32G    0.01101   0.009604   0.004516         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
     99/499      4.32G    0.01101   0.009604   0.004516         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
     99/499      4.32G    0.01101   0.009588   0.004531         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
     99/499      4.32G    0.01101   0.009588   0.004531         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
     99/499      4.32G    0.01102   0.009594   0.004539         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
     99/499      4.32G    0.01102   0.009594   0.004539         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
     99/499      4.32G    0.01101     0.0096   0.004535         80        640:  74%|#######3  | 124/168 [00:24<00:08,  5.11it/s]
     99/499      4.32G    0.01101     0.0096   0.004535         80        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
     99/499      4.32G    0.01102   0.009622   0.004522         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
     99/499      4.32G    0.01102   0.009622   0.004522         65        640:  75%|#######5  | 126/168 [00:24<00:08,  5.20it/s]
     99/499      4.32G    0.01102   0.009619   0.004497         70        640:  75%|#######5  | 126/168 [00:24<00:08,  5.20it/s]
     99/499      4.32G    0.01102   0.009619   0.004497         70        640:  76%|#######5  | 127/168 [00:24<00:08,  5.05it/s]
     99/499      4.32G    0.01102   0.009636   0.004514         80        640:  76%|#######5  | 127/168 [00:24<00:08,  5.05it/s]
     99/499      4.32G    0.01102   0.009636   0.004514         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.14it/s]
     99/499      4.32G    0.01101   0.009647   0.004502         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.14it/s]
     99/499      4.32G    0.01101   0.009647   0.004502         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
     99/499      4.32G    0.01102   0.009672   0.004506         83        640:  77%|#######6  | 129/168 [00:25<00:07,  5.25it/s]
     99/499      4.32G    0.01102   0.009672   0.004506         83        640:  77%|#######7  | 130/168 [00:25<00:07,  5.03it/s]
     99/499      4.32G    0.01101   0.009663   0.004495         70        640:  77%|#######7  | 130/168 [00:25<00:07,  5.03it/s]
     99/499      4.32G    0.01101   0.009663   0.004495         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.12it/s]
     99/499      4.32G    0.01101   0.009654   0.004501         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.12it/s]
     99/499      4.32G    0.01101   0.009654   0.004501         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.18it/s]
     99/499      4.32G    0.01102   0.009661   0.004499         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.18it/s]
     99/499      4.32G    0.01102   0.009661   0.004499         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
     99/499      4.32G    0.01101   0.009646   0.004485         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
     99/499      4.32G    0.01101   0.009646   0.004485         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
     99/499      4.32G    0.01101   0.009639   0.004478         55        640:  80%|#######9  | 134/168 [00:26<00:06,  5.17it/s]
     99/499      4.32G    0.01101   0.009639   0.004478         55        640:  80%|########  | 135/168 [00:26<00:06,  5.25it/s]
     99/499      4.32G    0.01103    0.00965   0.004485         65        640:  80%|########  | 135/168 [00:26<00:06,  5.25it/s]
     99/499      4.32G    0.01103    0.00965   0.004485         65        640:  81%|########  | 136/168 [00:26<00:06,  5.09it/s]
     99/499      4.32G    0.01102   0.009645   0.004486         59        640:  81%|########  | 136/168 [00:26<00:06,  5.09it/s]
     99/499      4.32G    0.01102   0.009645   0.004486         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     99/499      4.32G    0.01102   0.009644   0.004486         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
     99/499      4.32G    0.01102   0.009644   0.004486         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     99/499      4.32G    0.01102   0.009637   0.004479         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
     99/499      4.32G    0.01102   0.009637   0.004479         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
     99/499      4.32G    0.01101   0.009638    0.00446         66        640:  83%|########2 | 139/168 [00:27<00:05,  5.15it/s]
     99/499      4.32G    0.01101   0.009638    0.00446         66        640:  83%|########3 | 140/168 [00:27<00:05,  5.22it/s]
     99/499      4.32G    0.01102   0.009651   0.004484         86        640:  83%|########3 | 140/168 [00:27<00:05,  5.22it/s]
     99/499      4.32G    0.01102   0.009651   0.004484         86        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
     99/499      4.32G    0.01102    0.00966   0.004489         60        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
     99/499      4.32G    0.01102    0.00966   0.004489         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     99/499      4.32G    0.01102    0.00966    0.00448         59        640:  85%|########4 | 142/168 [00:27<00:05,  5.08it/s]
     99/499      4.32G    0.01102    0.00966    0.00448         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     99/499      4.32G    0.01102   0.009668   0.004477         83        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
     99/499      4.32G    0.01102   0.009668   0.004477         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.26it/s]
     99/499      4.32G    0.01104   0.009678   0.004461         70        640:  86%|########5 | 144/168 [00:28<00:04,  5.26it/s]
     99/499      4.32G    0.01104   0.009678   0.004461         70        640:  86%|########6 | 145/168 [00:28<00:04,  5.12it/s]
     99/499      4.32G    0.01105   0.009676   0.004469         60        640:  86%|########6 | 145/168 [00:28<00:04,  5.12it/s]
     99/499      4.32G    0.01105   0.009676   0.004469         60        640:  87%|########6 | 146/168 [00:28<00:04,  5.21it/s]
     99/499      4.32G    0.01106    0.00967   0.004463         57        640:  87%|########6 | 146/168 [00:28<00:04,  5.21it/s]
     99/499      4.32G    0.01106    0.00967   0.004463         57        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
     99/499      4.32G    0.01107   0.009672   0.004463         66        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
     99/499      4.32G    0.01107   0.009672   0.004463         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     99/499      4.32G    0.01108    0.00968   0.004491         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
     99/499      4.32G    0.01108    0.00968   0.004491         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     99/499      4.32G    0.01111   0.009687    0.00449         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
     99/499      4.32G    0.01111   0.009687    0.00449         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.25it/s]
     99/499      4.32G     0.0111   0.009678   0.004482         64        640:  89%|########9 | 150/168 [00:29<00:03,  5.25it/s]
     99/499      4.32G     0.0111   0.009678   0.004482         64        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
     99/499      4.32G     0.0111   0.009663   0.004491         79        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
     99/499      4.32G     0.0111   0.009663   0.004491         79        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     99/499      4.32G     0.0111   0.009647   0.004494         56        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
     99/499      4.32G     0.0111   0.009647   0.004494         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     99/499      4.32G     0.0111   0.009646   0.004484         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
     99/499      4.32G     0.0111   0.009646   0.004484         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     99/499      4.32G    0.01109   0.009654   0.004469         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
     99/499      4.32G    0.01109   0.009654   0.004469         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
     99/499      4.32G    0.01108   0.009656   0.004458         77        640:  92%|#########2| 155/168 [00:30<00:02,  5.25it/s]
     99/499      4.32G    0.01108   0.009656   0.004458         77        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
     99/499      4.32G    0.01109   0.009649    0.00446         56        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
     99/499      4.32G    0.01109   0.009649    0.00446         56        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     99/499      4.32G    0.01109   0.009645   0.004449         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
     99/499      4.32G    0.01109   0.009645   0.004449         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     99/499      4.32G    0.01109   0.009636   0.004441         55        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
     99/499      4.32G    0.01109   0.009636   0.004441         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     99/499      4.32G    0.01109    0.00963   0.004444         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
     99/499      4.32G    0.01109    0.00963   0.004444         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
     99/499      4.32G    0.01112   0.009646   0.004467         63        640:  95%|#########5| 160/168 [00:31<00:01,  5.18it/s]
     99/499      4.32G    0.01112   0.009646   0.004467         63        640:  96%|#########5| 161/168 [00:31<00:01,  5.18it/s]
     99/499      4.32G    0.01113   0.009672   0.004453         72        640:  96%|#########5| 161/168 [00:31<00:01,  5.18it/s]
     99/499      4.32G    0.01113   0.009672   0.004453         72        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     99/499      4.32G    0.01113   0.009681   0.004438         75        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
     99/499      4.32G    0.01113   0.009681   0.004438         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     99/499      4.32G    0.01113    0.00969   0.004432         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
     99/499      4.32G    0.01113    0.00969   0.004432         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     99/499      4.32G    0.01114   0.009693    0.00441         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
     99/499      4.32G    0.01114   0.009693    0.00441         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
     99/499      4.32G    0.01114     0.0097   0.004402         63        640:  98%|#########8| 165/168 [00:32<00:00,  5.29it/s]
     99/499      4.32G    0.01114     0.0097   0.004402         63        640:  99%|#########8| 166/168 [00:32<00:00,  5.15it/s]
     99/499      4.32G    0.01114   0.009688   0.004404         53        640:  99%|#########8| 166/168 [00:32<00:00,  5.15it/s]
     99/499      4.32G    0.01114   0.009688   0.004404         53        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
     99/499      4.32G    0.01115   0.009689    0.00447         25        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
     99/499      4.32G    0.01115   0.009689    0.00447         25        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
     99/499      4.32G    0.01115   0.009689    0.00447         25        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.823      0.864      0.881      0.749

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    100/499      4.32G    0.01493   0.009171   0.001907         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
    100/499      4.32G    0.01493   0.009171   0.001907         67        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    100/499      4.32G    0.01287    0.01052   0.002358         81        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    100/499      4.32G    0.01287    0.01052   0.002358         81        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    100/499      4.32G    0.01213   0.009967   0.002417         66        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    100/499      4.32G    0.01213   0.009967   0.002417         66        640:   2%|1         | 3/168 [00:00<00:30,  5.32it/s]
    100/499      4.32G    0.01188    0.01007   0.003357         85        640:   2%|1         | 3/168 [00:00<00:30,  5.32it/s]
    100/499      4.32G    0.01188    0.01007   0.003357         85        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    100/499      4.32G    0.01161   0.009743   0.004201         59        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    100/499      4.32G    0.01161   0.009743   0.004201         59        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    100/499      4.32G    0.01161   0.009628   0.004349         70        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    100/499      4.32G    0.01161   0.009628   0.004349         70        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    100/499      4.32G    0.01124   0.009438   0.004513         64        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    100/499      4.32G    0.01124   0.009438   0.004513         64        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    100/499      4.32G    0.01133   0.009504   0.004516         56        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    100/499      4.32G    0.01133   0.009504   0.004516         56        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
    100/499      4.32G    0.01136   0.009703   0.004479         69        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
    100/499      4.32G    0.01136   0.009703   0.004479         69        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    100/499      4.32G    0.01124   0.009775   0.004449         74        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    100/499      4.32G    0.01124   0.009775   0.004449         74        640:   6%|5         | 10/168 [00:01<00:30,  5.10it/s]
    100/499      4.32G    0.01108   0.009768   0.004267         67        640:   6%|5         | 10/168 [00:02<00:30,  5.10it/s]
    100/499      4.32G    0.01108   0.009768   0.004267         67        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
    100/499      4.32G    0.01105   0.009589   0.004234         60        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
    100/499      4.32G    0.01105   0.009589   0.004234         60        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
    100/499      4.32G    0.01116   0.009633   0.003982         57        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
    100/499      4.32G    0.01116   0.009633   0.003982         57        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    100/499      4.32G    0.01117   0.009645   0.003844         60        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    100/499      4.32G    0.01117   0.009645   0.003844         60        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    100/499      4.32G    0.01121   0.009629   0.003716         63        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    100/499      4.32G    0.01121   0.009629   0.003716         63        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
    100/499      4.32G    0.01121   0.009581   0.003752         51        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
    100/499      4.32G    0.01121   0.009581   0.003752         51        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    100/499      4.32G    0.01118   0.009441   0.003993         58        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    100/499      4.32G    0.01118   0.009441   0.003993         58        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    100/499      4.32G    0.01112   0.009564    0.00395         67        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    100/499      4.32G    0.01112   0.009564    0.00395         67        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    100/499      4.32G    0.01122   0.009553   0.003842         58        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    100/499      4.32G    0.01122   0.009553   0.003842         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    100/499      4.32G    0.01119   0.009543    0.00376         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    100/499      4.32G    0.01119   0.009543    0.00376         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    100/499      4.32G    0.01123   0.009643    0.00374         64        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
    100/499      4.32G    0.01123   0.009643    0.00374         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    100/499      4.32G     0.0112   0.009648   0.003709         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    100/499      4.32G     0.0112   0.009648   0.003709         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    100/499      4.32G    0.01115   0.009549   0.003736         55        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    100/499      4.32G    0.01115   0.009549   0.003736         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    100/499      4.32G     0.0111   0.009574   0.003707         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    100/499      4.32G     0.0111   0.009574   0.003707         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    100/499      4.32G    0.01109   0.009561   0.003818         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    100/499      4.32G    0.01109   0.009561   0.003818         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    100/499      4.32G    0.01116   0.009559   0.003817         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    100/499      4.32G    0.01116   0.009559   0.003817         64        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
    100/499      4.32G     0.0112   0.009627   0.003935         76        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
    100/499      4.32G     0.0112   0.009627   0.003935         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
    100/499      4.32G    0.01128    0.00966   0.003881         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
    100/499      4.32G    0.01128    0.00966   0.003881         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    100/499      4.32G    0.01131   0.009815   0.003838         90        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    100/499      4.32G    0.01131   0.009815   0.003838         90        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    100/499      4.32G    0.01129    0.00982   0.003808         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    100/499      4.32G    0.01129    0.00982   0.003808         69        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    100/499      4.32G     0.0113   0.009805   0.003873         71        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    100/499      4.32G     0.0113   0.009805   0.003873         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    100/499      4.32G    0.01125   0.009808   0.003887         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    100/499      4.32G    0.01125   0.009808   0.003887         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
    100/499      4.32G     0.0112   0.009836   0.003868         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
    100/499      4.32G     0.0112   0.009836   0.003868         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    100/499      4.32G    0.01127   0.009837   0.003933         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    100/499      4.32G    0.01127   0.009837   0.003933         63        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    100/499      4.32G    0.01128   0.009871   0.003941         75        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    100/499      4.32G    0.01128   0.009871   0.003941         75        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    100/499      4.32G    0.01128   0.009916   0.003913         68        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    100/499      4.32G    0.01128   0.009916   0.003913         68        640:  21%|##1       | 36/168 [00:06<00:25,  5.26it/s]
    100/499      4.32G    0.01126   0.009903   0.003908         64        640:  21%|##1       | 36/168 [00:07<00:25,  5.26it/s]
    100/499      4.32G    0.01126   0.009903   0.003908         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    100/499      4.32G    0.01125   0.009885   0.003982         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    100/499      4.32G    0.01125   0.009885   0.003982         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    100/499      4.32G    0.01131   0.009896   0.003939         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    100/499      4.32G    0.01131   0.009896   0.003939         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    100/499      4.32G    0.01129    0.00986   0.004037         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    100/499      4.32G    0.01129    0.00986   0.004037         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    100/499      4.32G    0.01127   0.009847   0.004063         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    100/499      4.32G    0.01127   0.009847   0.004063         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    100/499      4.32G    0.01124   0.009876   0.004204        100        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
    100/499      4.32G    0.01124   0.009876   0.004204        100        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    100/499      4.32G    0.01124   0.009864   0.004176         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    100/499      4.32G    0.01124   0.009864   0.004176         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    100/499      4.32G    0.01128   0.009854   0.004176         51        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    100/499      4.32G    0.01128   0.009854   0.004176         51        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    100/499      4.32G    0.01131    0.00985   0.004151         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    100/499      4.32G    0.01131    0.00985   0.004151         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    100/499      4.32G     0.0113    0.00984   0.004146         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    100/499      4.32G     0.0113    0.00984   0.004146         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    100/499      4.32G    0.01131   0.009875    0.00414         87        640:  27%|##7       | 46/168 [00:09<00:23,  5.14it/s]
    100/499      4.32G    0.01131   0.009875    0.00414         87        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    100/499      4.32G     0.0113   0.009884   0.004098         74        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    100/499      4.32G     0.0113   0.009884   0.004098         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    100/499      4.32G    0.01131   0.009862   0.004073         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    100/499      4.32G    0.01131   0.009862   0.004073         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
    100/499      4.32G    0.01131   0.009866   0.004079         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
    100/499      4.32G    0.01131   0.009866   0.004079         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    100/499      4.32G    0.01131   0.009885   0.004126         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    100/499      4.32G    0.01131   0.009885   0.004126         71        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
    100/499      4.32G    0.01129   0.009884   0.004077         67        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
    100/499      4.32G    0.01129   0.009884   0.004077         67        640:  31%|###       | 52/168 [00:09<00:22,  5.11it/s]
    100/499      4.32G    0.01128   0.009897   0.004062         68        640:  31%|###       | 52/168 [00:10<00:22,  5.11it/s]
    100/499      4.32G    0.01128   0.009897   0.004062         68        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
    100/499      4.32G    0.01128   0.009921   0.004024         90        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
    100/499      4.32G    0.01128   0.009921   0.004024         90        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    100/499      4.32G    0.01128   0.009908   0.004031         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    100/499      4.32G    0.01128   0.009908   0.004031         62        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
    100/499      4.32G     0.0113   0.009878      0.004         62        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
    100/499      4.32G     0.0113   0.009878      0.004         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    100/499      4.32G    0.01129   0.009856   0.004043         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    100/499      4.32G    0.01129   0.009856   0.004043         56        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
    100/499      4.32G    0.01131   0.009855   0.004046         61        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
    100/499      4.32G    0.01131   0.009855   0.004046         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    100/499      4.32G    0.01129    0.00986   0.004063         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    100/499      4.32G    0.01129    0.00986   0.004063         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    100/499      4.32G    0.01129   0.009901   0.004066         87        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    100/499      4.32G    0.01129   0.009901   0.004066         87        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    100/499      4.32G    0.01129   0.009886   0.004039         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    100/499      4.32G    0.01129   0.009886   0.004039         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    100/499      4.32G    0.01125   0.009875   0.004066         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    100/499      4.32G    0.01125   0.009875   0.004066         67        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    100/499      4.32G    0.01124   0.009879   0.004043         61        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    100/499      4.32G    0.01124   0.009879   0.004043         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    100/499      4.32G    0.01126   0.009861    0.00406         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    100/499      4.32G    0.01126   0.009861    0.00406         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    100/499      4.32G    0.01129   0.009855    0.00416         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    100/499      4.32G    0.01129   0.009855    0.00416         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    100/499      4.32G    0.01129   0.009869   0.004139         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    100/499      4.32G    0.01129   0.009869   0.004139         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    100/499      4.32G    0.01128   0.009867   0.004088         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    100/499      4.32G    0.01128   0.009867   0.004088         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    100/499      4.32G    0.01126    0.00982   0.004051         42        640:  40%|###9      | 67/168 [00:13<00:19,  5.19it/s]
    100/499      4.32G    0.01126    0.00982   0.004051         42        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    100/499      4.32G    0.01127   0.009825   0.004026         75        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    100/499      4.32G    0.01127   0.009825   0.004026         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    100/499      4.32G    0.01128   0.009844    0.00402         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    100/499      4.32G    0.01128   0.009844    0.00402         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    100/499      4.32G    0.01128   0.009839   0.004034         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    100/499      4.32G    0.01128   0.009839   0.004034         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    100/499      4.32G    0.01127   0.009824   0.004062         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    100/499      4.32G    0.01127   0.009824   0.004062         66        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    100/499      4.32G    0.01125   0.009843   0.004063         94        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    100/499      4.32G    0.01125   0.009843   0.004063         94        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    100/499      4.32G    0.01126   0.009844   0.004061         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    100/499      4.32G    0.01126   0.009844   0.004061         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    100/499      4.32G    0.01125   0.009815   0.004056         57        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    100/499      4.32G    0.01125   0.009815   0.004056         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    100/499      4.32G    0.01127   0.009834   0.004047         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    100/499      4.32G    0.01127   0.009834   0.004047         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    100/499      4.32G    0.01126   0.009839   0.004013         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    100/499      4.32G    0.01126   0.009839   0.004013         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    100/499      4.32G    0.01126   0.009828   0.003987         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    100/499      4.32G    0.01126   0.009828   0.003987         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    100/499      4.32G    0.01126   0.009851   0.003956         81        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    100/499      4.32G    0.01126   0.009851   0.003956         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    100/499      4.32G    0.01126   0.009855    0.00395         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    100/499      4.32G    0.01126   0.009855    0.00395         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    100/499      4.32G    0.01128   0.009867   0.004002         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    100/499      4.32G    0.01128   0.009867   0.004002         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    100/499      4.32G    0.01128   0.009854   0.004006         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    100/499      4.32G    0.01128   0.009854   0.004006         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    100/499      4.32G     0.0113    0.00985    0.00401         53        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    100/499      4.32G     0.0113    0.00985    0.00401         53        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
    100/499      4.32G    0.01128   0.009851   0.003987         67        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
    100/499      4.32G    0.01128   0.009851   0.003987         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    100/499      4.32G    0.01127    0.00985      0.004         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    100/499      4.32G    0.01127    0.00985      0.004         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    100/499      4.32G    0.01127   0.009847   0.003986         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    100/499      4.32G    0.01127   0.009847   0.003986         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    100/499      4.32G    0.01126   0.009849   0.003988         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    100/499      4.32G    0.01126   0.009849   0.003988         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    100/499      4.32G    0.01125   0.009865   0.003967         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    100/499      4.32G    0.01125   0.009865   0.003967         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    100/499      4.32G    0.01125   0.009852   0.003948         61        640:  52%|#####2    | 88/168 [00:17<00:15,  5.17it/s]
    100/499      4.32G    0.01125   0.009852   0.003948         61        640:  53%|#####2    | 89/168 [00:17<00:15,  5.16it/s]
    100/499      4.32G    0.01124   0.009862   0.003937         82        640:  53%|#####2    | 89/168 [00:17<00:15,  5.16it/s]
    100/499      4.32G    0.01124   0.009862   0.003937         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.22it/s]
    100/499      4.32G    0.01124    0.00985   0.003927         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.22it/s]
    100/499      4.32G    0.01124    0.00985   0.003927         69        640:  54%|#####4    | 91/168 [00:17<00:15,  5.11it/s]
    100/499      4.32G    0.01124   0.009855   0.003909         71        640:  54%|#####4    | 91/168 [00:17<00:15,  5.11it/s]
    100/499      4.32G    0.01124   0.009855   0.003909         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
    100/499      4.32G    0.01123   0.009849   0.003895         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
    100/499      4.32G    0.01123   0.009849   0.003895         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    100/499      4.32G    0.01124   0.009857   0.003872         72        640:  55%|#####5    | 93/168 [00:18<00:14,  5.27it/s]
    100/499      4.32G    0.01124   0.009857   0.003872         72        640:  56%|#####5    | 94/168 [00:18<00:14,  5.09it/s]
    100/499      4.32G    0.01123   0.009874   0.003852         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.09it/s]
    100/499      4.32G    0.01123   0.009874   0.003852         74        640:  57%|#####6    | 95/168 [00:18<00:14,  5.17it/s]
    100/499      4.32G    0.01122   0.009862   0.003838         62        640:  57%|#####6    | 95/168 [00:18<00:14,  5.17it/s]
    100/499      4.32G    0.01122   0.009862   0.003838         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.25it/s]
    100/499      4.32G    0.01122    0.00987   0.003839         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.25it/s]
    100/499      4.32G    0.01122    0.00987   0.003839         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    100/499      4.32G    0.01123   0.009883   0.003828         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    100/499      4.32G    0.01123   0.009883   0.003828         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    100/499      4.32G    0.01124   0.009898   0.003805         82        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    100/499      4.32G    0.01124   0.009898   0.003805         82        640:  59%|#####8    | 99/168 [00:18<00:13,  5.26it/s]
    100/499      4.32G    0.01123    0.00989   0.003782         60        640:  59%|#####8    | 99/168 [00:19<00:13,  5.26it/s]
    100/499      4.32G    0.01123    0.00989   0.003782         60        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    100/499      4.32G    0.01124   0.009884   0.003788         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    100/499      4.32G    0.01124   0.009884   0.003788         71        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    100/499      4.32G    0.01122   0.009875   0.003816         70        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    100/499      4.32G    0.01122   0.009875   0.003816         70        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    100/499      4.32G    0.01123   0.009882   0.003799         74        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    100/499      4.32G    0.01123   0.009882   0.003799         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    100/499      4.32G    0.01121   0.009881   0.003818         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    100/499      4.32G    0.01121   0.009881   0.003818         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    100/499      4.32G    0.01122   0.009865   0.003791         56        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
    100/499      4.32G    0.01122   0.009865   0.003791         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    100/499      4.32G    0.01122   0.009862   0.003804         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    100/499      4.32G    0.01122   0.009862   0.003804         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    100/499      4.32G    0.01122   0.009854   0.003795         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    100/499      4.32G    0.01122   0.009854   0.003795         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    100/499      4.32G    0.01122   0.009866   0.003776         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    100/499      4.32G    0.01122   0.009866   0.003776         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    100/499      4.32G    0.01123   0.009862   0.003816         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    100/499      4.32G    0.01123   0.009862   0.003816         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    100/499      4.32G    0.01123   0.009888   0.003828         79        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
    100/499      4.32G    0.01123   0.009888   0.003828         79        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    100/499      4.32G    0.01122   0.009877   0.003804         69        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    100/499      4.32G    0.01122   0.009877   0.003804         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    100/499      4.32G    0.01123   0.009873   0.003811         57        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    100/499      4.32G    0.01123   0.009873   0.003811         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    100/499      4.32G    0.01125   0.009902   0.003806         83        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    100/499      4.32G    0.01125   0.009902   0.003806         83        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    100/499      4.32G    0.01126   0.009892   0.003789         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    100/499      4.32G    0.01126   0.009892   0.003789         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    100/499      4.32G    0.01125   0.009883   0.003796         68        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
    100/499      4.32G    0.01125   0.009883   0.003796         68        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    100/499      4.32G    0.01125   0.009864   0.003815         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    100/499      4.32G    0.01125   0.009864   0.003815         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    100/499      4.32G    0.01124   0.009865    0.00383         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    100/499      4.32G    0.01124   0.009865    0.00383         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    100/499      4.32G    0.01124   0.009883   0.003828         92        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    100/499      4.32G    0.01124   0.009883   0.003828         92        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    100/499      4.32G    0.01124   0.009902    0.00381         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    100/499      4.32G    0.01124   0.009902    0.00381         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    100/499      4.32G    0.01123     0.0099   0.003798         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    100/499      4.32G    0.01123     0.0099   0.003798         67        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    100/499      4.32G    0.01123   0.009908   0.003814         78        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    100/499      4.32G    0.01123   0.009908   0.003814         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    100/499      4.32G    0.01123   0.009905   0.003805         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    100/499      4.32G    0.01123   0.009905   0.003805         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    100/499      4.32G    0.01123   0.009916   0.003815         85        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    100/499      4.32G    0.01123   0.009916   0.003815         85        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    100/499      4.32G    0.01124   0.009926   0.003806         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    100/499      4.32G    0.01124   0.009926   0.003806         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    100/499      4.32G    0.01123   0.009921   0.003792         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    100/499      4.32G    0.01123   0.009921   0.003792         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
    100/499      4.32G    0.01124   0.009922   0.003785         74        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
    100/499      4.32G    0.01124   0.009922   0.003785         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    100/499      4.32G    0.01123   0.009905   0.003791         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    100/499      4.32G    0.01123   0.009905   0.003791         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    100/499      4.32G    0.01123   0.009905   0.003798         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    100/499      4.32G    0.01123   0.009905   0.003798         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    100/499      4.32G    0.01122   0.009904   0.003791         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    100/499      4.32G    0.01122   0.009904   0.003791         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    100/499      4.32G    0.01123    0.00991   0.003806         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    100/499      4.32G    0.01123    0.00991   0.003806         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    100/499      4.32G    0.01123   0.009903   0.003798         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
    100/499      4.32G    0.01123   0.009903   0.003798         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
    100/499      4.32G    0.01123   0.009905   0.003818         75        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
    100/499      4.32G    0.01123   0.009905   0.003818         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    100/499      4.32G    0.01122   0.009898   0.003804         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    100/499      4.32G    0.01122   0.009898   0.003804         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    100/499      4.32G    0.01121     0.0099   0.003804         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    100/499      4.32G    0.01121     0.0099   0.003804         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    100/499      4.32G    0.01121   0.009896   0.003784         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    100/499      4.32G    0.01121   0.009896   0.003784         70        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    100/499      4.32G    0.01119   0.009878   0.003816         69        640:  80%|########  | 135/168 [00:26<00:06,  5.29it/s]
    100/499      4.32G    0.01119   0.009878   0.003816         69        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    100/499      4.32G    0.01118   0.009874   0.003799         64        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    100/499      4.32G    0.01118   0.009874   0.003799         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    100/499      4.32G    0.01117    0.00986    0.00381         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    100/499      4.32G    0.01117    0.00986    0.00381         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    100/499      4.32G    0.01118   0.009862   0.003799         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    100/499      4.32G    0.01118   0.009862   0.003799         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    100/499      4.32G    0.01118   0.009867   0.003789         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    100/499      4.32G    0.01118   0.009867   0.003789         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    100/499      4.32G    0.01117   0.009881   0.003799         80        640:  83%|########3 | 140/168 [00:27<00:05,  5.25it/s]
    100/499      4.32G    0.01117   0.009881   0.003799         80        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
    100/499      4.32G    0.01117   0.009863   0.003785         53        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
    100/499      4.32G    0.01117   0.009863   0.003785         53        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
    100/499      4.32G    0.01117   0.009874   0.003778         86        640:  85%|########4 | 142/168 [00:27<00:05,  5.10it/s]
    100/499      4.32G    0.01117   0.009874   0.003778         86        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    100/499      4.32G    0.01115   0.009879   0.003777         83        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    100/499      4.32G    0.01115   0.009879   0.003777         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    100/499      4.32G    0.01115   0.009884   0.003777         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    100/499      4.32G    0.01115   0.009884   0.003777         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.10it/s]
    100/499      4.32G    0.01114   0.009886   0.003777         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.10it/s]
    100/499      4.32G    0.01114   0.009886   0.003777         77        640:  87%|########6 | 146/168 [00:27<00:04,  5.19it/s]
    100/499      4.32G    0.01115   0.009894   0.003771         66        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
    100/499      4.32G    0.01115   0.009894   0.003771         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
    100/499      4.32G    0.01116   0.009885   0.003775         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
    100/499      4.32G    0.01116   0.009885   0.003775         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
    100/499      4.32G    0.01116   0.009869   0.003766         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
    100/499      4.32G    0.01116   0.009869   0.003766         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.18it/s]
    100/499      4.32G    0.01116     0.0099   0.003753         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.18it/s]
    100/499      4.32G    0.01116     0.0099   0.003753         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.24it/s]
    100/499      4.32G    0.01114   0.009902   0.003776         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.24it/s]
    100/499      4.32G    0.01114   0.009902   0.003776         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
    100/499      4.32G    0.01114   0.009908    0.00377         72        640:  90%|########9 | 151/168 [00:29<00:03,  5.11it/s]
    100/499      4.32G    0.01114   0.009908    0.00377         72        640:  90%|######### | 152/168 [00:29<00:03,  5.10it/s]
    100/499      4.32G    0.01113   0.009891   0.003773         60        640:  90%|######### | 152/168 [00:29<00:03,  5.10it/s]
    100/499      4.32G    0.01113   0.009891   0.003773         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.20it/s]
    100/499      4.32G    0.01112    0.00988    0.00377         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.20it/s]
    100/499      4.32G    0.01112    0.00988    0.00377         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
    100/499      4.32G    0.01111    0.00988   0.003767         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
    100/499      4.32G    0.01111    0.00988   0.003767         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
    100/499      4.32G    0.01112   0.009878   0.003793         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
    100/499      4.32G    0.01112   0.009878   0.003793         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.25it/s]
    100/499      4.32G    0.01111   0.009868   0.003789         64        640:  93%|#########2| 156/168 [00:30<00:02,  5.25it/s]
    100/499      4.32G    0.01111   0.009868   0.003789         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    100/499      4.32G    0.01112   0.009873   0.003779         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    100/499      4.32G    0.01112   0.009873   0.003779         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
    100/499      4.32G    0.01111   0.009874   0.003786         80        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
    100/499      4.32G    0.01111   0.009874   0.003786         80        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    100/499      4.32G     0.0111    0.00987   0.003774         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    100/499      4.32G     0.0111    0.00987   0.003774         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.11it/s]
    100/499      4.32G    0.01111   0.009869   0.003779         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.11it/s]
    100/499      4.32G    0.01111   0.009869   0.003779         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
    100/499      4.32G    0.01111   0.009865   0.003783         69        640:  96%|#########5| 161/168 [00:31<00:01,  5.20it/s]
    100/499      4.32G    0.01111   0.009865   0.003783         69        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    100/499      4.32G     0.0111   0.009858     0.0038         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    100/499      4.32G     0.0111   0.009858     0.0038         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    100/499      4.32G     0.0111   0.009855   0.003839         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    100/499      4.32G     0.0111   0.009855   0.003839         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    100/499      4.32G     0.0111   0.009868   0.003847         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    100/499      4.32G     0.0111   0.009868   0.003847         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    100/499      4.32G     0.0111    0.00986   0.003862         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    100/499      4.32G     0.0111    0.00986   0.003862         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    100/499      4.32G    0.01111    0.00985   0.003859         57        640:  99%|#########8| 166/168 [00:32<00:00,  5.21it/s]
    100/499      4.32G    0.01111    0.00985   0.003859         57        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
    100/499      4.32G    0.01111   0.009863   0.003849         35        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
    100/499      4.32G    0.01111   0.009863   0.003849         35        640: 100%|##########| 168/168 [00:32<00:00,  5.46it/s]
    100/499      4.32G    0.01111   0.009863   0.003849         35        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263       0.85      0.867      0.879      0.759

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    101/499      4.32G    0.01548   0.009426   0.003564         58        640:   0%|          | 0/168 [00:00<?, ?it/s]
    101/499      4.32G    0.01548   0.009426   0.003564         58        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    101/499      4.32G    0.01377    0.00955   0.005811         58        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    101/499      4.32G    0.01377    0.00955   0.005811         58        640:   1%|1         | 2/168 [00:00<00:32,  5.18it/s]
    101/499      4.32G    0.01377    0.01056   0.004861         75        640:   1%|1         | 2/168 [00:00<00:32,  5.18it/s]
    101/499      4.32G    0.01377    0.01056   0.004861         75        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
    101/499      4.32G    0.01286    0.00963   0.004878         61        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
    101/499      4.32G    0.01286    0.00963   0.004878         61        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    101/499      4.32G    0.01246   0.009565   0.004076         73        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    101/499      4.32G    0.01246   0.009565   0.004076         73        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
    101/499      4.32G    0.01207   0.009521   0.003878         66        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
    101/499      4.32G    0.01207   0.009521   0.003878         66        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    101/499      4.32G     0.0119   0.009667   0.003801         80        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    101/499      4.32G     0.0119   0.009667   0.003801         80        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    101/499      4.32G    0.01176   0.009796   0.004132         72        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    101/499      4.32G    0.01176   0.009796   0.004132         72        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    101/499      4.32G    0.01177   0.009808   0.004001         70        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    101/499      4.32G    0.01177   0.009808   0.004001         70        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    101/499      4.32G    0.01168    0.01001   0.004072         88        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    101/499      4.32G    0.01168    0.01001   0.004072         88        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
    101/499      4.32G    0.01149   0.009696   0.004055         50        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
    101/499      4.32G    0.01149   0.009696   0.004055         50        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    101/499      4.32G    0.01158   0.009647   0.004013         65        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    101/499      4.32G    0.01158   0.009647   0.004013         65        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    101/499      4.32G    0.01156   0.009756   0.004153         82        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    101/499      4.32G    0.01156   0.009756   0.004153         82        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    101/499      4.32G    0.01145    0.00981   0.004071         83        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    101/499      4.32G    0.01145    0.00981   0.004071         83        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
    101/499      4.32G    0.01141   0.009845   0.003964         82        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
    101/499      4.32G    0.01141   0.009845   0.003964         82        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
    101/499      4.32G    0.01153   0.009802   0.004015         70        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
    101/499      4.32G    0.01153   0.009802   0.004015         70        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    101/499      4.32G    0.01154    0.00978   0.004075         66        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    101/499      4.32G    0.01154    0.00978   0.004075         66        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
    101/499      4.32G    0.01146   0.009877   0.003981         73        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
    101/499      4.32G    0.01146   0.009877   0.003981         73        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
    101/499      4.32G    0.01139    0.00987   0.003983         66        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
    101/499      4.32G    0.01139    0.00987   0.003983         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    101/499      4.32G    0.01133   0.009802   0.003946         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    101/499      4.32G    0.01133   0.009802   0.003946         63        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
    101/499      4.32G    0.01124   0.009819   0.004002         75        640:  12%|#1        | 20/168 [00:04<00:28,  5.21it/s]
    101/499      4.32G    0.01124   0.009819   0.004002         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    101/499      4.32G    0.01119   0.009855   0.004041         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    101/499      4.32G    0.01119   0.009855   0.004041         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    101/499      4.32G    0.01126    0.00975   0.004159         52        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    101/499      4.32G    0.01126    0.00975   0.004159         52        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    101/499      4.32G    0.01128   0.009698    0.00413         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    101/499      4.32G    0.01128   0.009698    0.00413         59        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    101/499      4.32G    0.01123   0.009729   0.004217         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    101/499      4.32G    0.01123   0.009729   0.004217         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    101/499      4.32G    0.01122   0.009693   0.004212         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    101/499      4.32G    0.01122   0.009693   0.004212         72        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
    101/499      4.32G    0.01119   0.009659   0.004093         62        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
    101/499      4.32G    0.01119   0.009659   0.004093         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    101/499      4.32G    0.01113   0.009613   0.004024         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    101/499      4.32G    0.01113   0.009613   0.004024         58        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    101/499      4.32G    0.01106   0.009507   0.003999         54        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    101/499      4.32G    0.01106   0.009507   0.003999         54        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    101/499      4.32G     0.0111   0.009476   0.004029         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    101/499      4.32G     0.0111   0.009476   0.004029         64        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    101/499      4.32G    0.01118   0.009509   0.004094         61        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    101/499      4.32G    0.01118   0.009509   0.004094         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    101/499      4.32G    0.01113   0.009571   0.004154         84        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    101/499      4.32G    0.01113   0.009571   0.004154         84        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    101/499      4.32G    0.01115   0.009561   0.004196         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    101/499      4.32G    0.01115   0.009561   0.004196         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    101/499      4.32G    0.01114   0.009598   0.004306         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    101/499      4.32G    0.01114   0.009598   0.004306         66        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    101/499      4.32G    0.01117   0.009576   0.004312         69        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    101/499      4.32G    0.01117   0.009576   0.004312         69        640:  21%|##        | 35/168 [00:06<00:25,  5.19it/s]
    101/499      4.32G    0.01112   0.009543    0.00421         69        640:  21%|##        | 35/168 [00:06<00:25,  5.19it/s]
    101/499      4.32G    0.01112   0.009543    0.00421         69        640:  21%|##1       | 36/168 [00:06<00:25,  5.28it/s]
    101/499      4.32G     0.0111   0.009555   0.004169         63        640:  21%|##1       | 36/168 [00:07<00:25,  5.28it/s]
    101/499      4.32G     0.0111   0.009555   0.004169         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    101/499      4.32G    0.01114   0.009579   0.004264         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    101/499      4.32G    0.01114   0.009579   0.004264         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    101/499      4.32G    0.01111   0.009538    0.00424         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    101/499      4.32G    0.01111   0.009538    0.00424         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    101/499      4.32G    0.01114   0.009571   0.004311         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    101/499      4.32G    0.01114   0.009571   0.004311         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    101/499      4.32G    0.01111   0.009544   0.004279         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    101/499      4.32G    0.01111   0.009544   0.004279         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    101/499      4.32G    0.01111   0.009542   0.004281         67        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
    101/499      4.32G    0.01111   0.009542   0.004281         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    101/499      4.32G    0.01114   0.009533   0.004304         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    101/499      4.32G    0.01114   0.009533   0.004304         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    101/499      4.32G    0.01113   0.009551   0.004338         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    101/499      4.32G    0.01113   0.009551   0.004338         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    101/499      4.32G    0.01112   0.009537   0.004321         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    101/499      4.32G    0.01112   0.009537   0.004321         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    101/499      4.32G    0.01111   0.009543   0.004431         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    101/499      4.32G    0.01111   0.009543   0.004431         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    101/499      4.32G    0.01113   0.009597   0.004444         78        640:  27%|##7       | 46/168 [00:09<00:23,  5.16it/s]
    101/499      4.32G    0.01113   0.009597   0.004444         78        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    101/499      4.32G     0.0111   0.009584   0.004433         54        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    101/499      4.32G     0.0111   0.009584   0.004433         54        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    101/499      4.32G    0.01113   0.009626   0.004441         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    101/499      4.32G    0.01113   0.009626   0.004441         75        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    101/499      4.32G    0.01113   0.009661   0.004432         77        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    101/499      4.32G    0.01113   0.009661   0.004432         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    101/499      4.32G    0.01113   0.009685   0.004413         88        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    101/499      4.32G    0.01113   0.009685   0.004413         88        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    101/499      4.32G    0.01113   0.009698   0.004422         84        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    101/499      4.32G    0.01113   0.009698   0.004422         84        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    101/499      4.32G    0.01115   0.009745   0.004379         75        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    101/499      4.32G    0.01115   0.009745   0.004379         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    101/499      4.32G    0.01118   0.009739   0.004332         60        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    101/499      4.32G    0.01118   0.009739   0.004332         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    101/499      4.32G    0.01117   0.009724   0.004313         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    101/499      4.32G    0.01117   0.009724   0.004313         63        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
    101/499      4.32G    0.01118   0.009704   0.004278         63        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
    101/499      4.32G    0.01118   0.009704   0.004278         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
    101/499      4.32G    0.01117   0.009693   0.004252         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
    101/499      4.32G    0.01117   0.009693   0.004252         64        640:  34%|###3      | 57/168 [00:10<00:21,  5.24it/s]
    101/499      4.32G    0.01117   0.009681   0.004234         74        640:  34%|###3      | 57/168 [00:11<00:21,  5.24it/s]
    101/499      4.32G    0.01117   0.009681   0.004234         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
    101/499      4.32G    0.01117    0.00971   0.004267         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
    101/499      4.32G    0.01117    0.00971   0.004267         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    101/499      4.32G    0.01116   0.009726   0.004246         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    101/499      4.32G    0.01116   0.009726   0.004246         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    101/499      4.32G    0.01117   0.009715    0.00424         55        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    101/499      4.32G    0.01117   0.009715    0.00424         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    101/499      4.32G     0.0112   0.009691   0.004199         50        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    101/499      4.32G     0.0112   0.009691   0.004199         50        640:  37%|###6      | 62/168 [00:11<00:20,  5.16it/s]
    101/499      4.32G    0.01122   0.009674   0.004181         58        640:  37%|###6      | 62/168 [00:12<00:20,  5.16it/s]
    101/499      4.32G    0.01122   0.009674   0.004181         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
    101/499      4.32G    0.01123   0.009677   0.004189         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
    101/499      4.32G    0.01123   0.009677   0.004189         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    101/499      4.32G    0.01124    0.00964   0.004185         50        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    101/499      4.32G    0.01124    0.00964   0.004185         50        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    101/499      4.32G    0.01124   0.009635   0.004229         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    101/499      4.32G    0.01124   0.009635   0.004229         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    101/499      4.32G    0.01124   0.009632   0.004219         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    101/499      4.32G    0.01124   0.009632   0.004219         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.07it/s]
    101/499      4.32G    0.01123    0.00961   0.004177         57        640:  40%|###9      | 67/168 [00:13<00:19,  5.07it/s]
    101/499      4.32G    0.01123    0.00961   0.004177         57        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
    101/499      4.32G    0.01121    0.00963   0.004176         85        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
    101/499      4.32G    0.01121    0.00963   0.004176         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    101/499      4.32G    0.01121   0.009629   0.004169         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    101/499      4.32G    0.01121   0.009629   0.004169         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    101/499      4.32G    0.01122   0.009636   0.004156         67        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    101/499      4.32G    0.01122   0.009636   0.004156         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    101/499      4.32G    0.01122   0.009662   0.004137         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    101/499      4.32G    0.01122   0.009662   0.004137         70        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    101/499      4.32G    0.01123   0.009646   0.004104         56        640:  43%|####2     | 72/168 [00:14<00:18,  5.27it/s]
    101/499      4.32G    0.01123   0.009646   0.004104         56        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
    101/499      4.32G    0.01124   0.009638   0.004126         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
    101/499      4.32G    0.01124   0.009638   0.004126         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    101/499      4.32G    0.01124   0.009644   0.004122         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    101/499      4.32G    0.01124   0.009644   0.004122         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    101/499      4.32G    0.01122   0.009654   0.004128         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    101/499      4.32G    0.01122   0.009654   0.004128         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    101/499      4.32G    0.01122   0.009657    0.00415         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    101/499      4.32G    0.01122   0.009657    0.00415         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
    101/499      4.32G    0.01124   0.009685   0.004205         84        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
    101/499      4.32G    0.01124   0.009685   0.004205         84        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
    101/499      4.32G    0.01124   0.009703   0.004198         81        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
    101/499      4.32G    0.01124   0.009703   0.004198         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    101/499      4.32G    0.01122   0.009686   0.004251         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    101/499      4.32G    0.01122   0.009686   0.004251         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.19it/s]
    101/499      4.32G    0.01121   0.009669   0.004241         53        640:  48%|####7     | 80/168 [00:15<00:16,  5.19it/s]
    101/499      4.32G    0.01121   0.009669   0.004241         53        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    101/499      4.32G    0.01123   0.009645   0.004231         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    101/499      4.32G    0.01123   0.009645   0.004231         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
    101/499      4.32G    0.01121   0.009619   0.004312         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
    101/499      4.32G    0.01121   0.009619   0.004312         55        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    101/499      4.32G    0.01122    0.00963   0.004328         72        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
    101/499      4.32G    0.01122    0.00963   0.004328         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
    101/499      4.32G    0.01121   0.009638   0.004329         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
    101/499      4.32G    0.01121   0.009638   0.004329         78        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    101/499      4.32G     0.0112   0.009629   0.004324         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    101/499      4.32G     0.0112   0.009629   0.004324         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    101/499      4.32G    0.01119   0.009634   0.004305         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    101/499      4.32G    0.01119   0.009634   0.004305         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    101/499      4.32G    0.01119   0.009636   0.004319         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    101/499      4.32G    0.01119   0.009636   0.004319         79        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    101/499      4.32G    0.01118   0.009647   0.004292         68        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
    101/499      4.32G    0.01118   0.009647   0.004292         68        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    101/499      4.32G    0.01119    0.00967   0.004318         77        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    101/499      4.32G    0.01119    0.00967   0.004318         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    101/499      4.32G    0.01119   0.009683   0.004292         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    101/499      4.32G    0.01119   0.009683   0.004292         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    101/499      4.32G    0.01118   0.009678   0.004267         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    101/499      4.32G    0.01118   0.009678   0.004267         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    101/499      4.32G    0.01117   0.009697   0.004252         83        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    101/499      4.32G    0.01117   0.009697   0.004252         83        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    101/499      4.32G    0.01117   0.009695   0.004267         79        640:  55%|#####5    | 93/168 [00:18<00:14,  5.31it/s]
    101/499      4.32G    0.01117   0.009695   0.004267         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    101/499      4.32G    0.01116   0.009706   0.004274         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    101/499      4.32G    0.01116   0.009706   0.004274         69        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    101/499      4.32G    0.01115   0.009676   0.004314         57        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    101/499      4.32G    0.01115   0.009676   0.004314         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    101/499      4.32G    0.01114   0.009668    0.00432         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    101/499      4.32G    0.01114   0.009668    0.00432         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    101/499      4.32G    0.01112   0.009663   0.004307         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    101/499      4.32G    0.01112   0.009663   0.004307         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    101/499      4.32G    0.01116   0.009649   0.004317         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    101/499      4.32G    0.01116   0.009649   0.004317         57        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    101/499      4.32G    0.01115   0.009625    0.00429         61        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    101/499      4.32G    0.01115   0.009625    0.00429         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    101/499      4.32G    0.01116   0.009611   0.004272         51        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    101/499      4.32G    0.01116   0.009611   0.004272         51        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
    101/499      4.32G    0.01116   0.009617   0.004262         60        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
    101/499      4.32G    0.01116   0.009617   0.004262         60        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    101/499      4.32G    0.01117   0.009635   0.004266         80        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    101/499      4.32G    0.01117   0.009635   0.004266         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    101/499      4.32G    0.01116   0.009623   0.004272         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    101/499      4.32G    0.01116   0.009623   0.004272         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    101/499      4.32G    0.01115   0.009645   0.004264         82        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
    101/499      4.32G    0.01115   0.009645   0.004264         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    101/499      4.32G    0.01115   0.009641    0.00425         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    101/499      4.32G    0.01115   0.009641    0.00425         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
    101/499      4.32G    0.01116    0.00963   0.004236         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
    101/499      4.32G    0.01116    0.00963   0.004236         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
    101/499      4.32G    0.01117   0.009648   0.004244         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
    101/499      4.32G    0.01117   0.009648   0.004244         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.21it/s]
    101/499      4.32G    0.01116   0.009645   0.004246         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.21it/s]
    101/499      4.32G    0.01116   0.009645   0.004246         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.09it/s]
    101/499      4.32G    0.01115   0.009633   0.004234         68        640:  65%|######4   | 109/168 [00:21<00:11,  5.09it/s]
    101/499      4.32G    0.01115   0.009633   0.004234         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
    101/499      4.32G    0.01115   0.009637   0.004275         64        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
    101/499      4.32G    0.01115   0.009637   0.004275         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
    101/499      4.32G    0.01114   0.009646   0.004276         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
    101/499      4.32G    0.01114   0.009646   0.004276         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    101/499      4.32G    0.01114   0.009627   0.004279         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    101/499      4.32G    0.01114   0.009627   0.004279         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    101/499      4.32G    0.01115   0.009645   0.004304         87        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    101/499      4.32G    0.01115   0.009645   0.004304         87        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
    101/499      4.32G    0.01113   0.009643   0.004304         59        640:  68%|######7   | 114/168 [00:22<00:10,  5.27it/s]
    101/499      4.32G    0.01113   0.009643   0.004304         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    101/499      4.32G    0.01114   0.009644   0.004303         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    101/499      4.32G    0.01114   0.009644   0.004303         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    101/499      4.32G    0.01114   0.009635   0.004352         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    101/499      4.32G    0.01114   0.009635   0.004352         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
    101/499      4.32G    0.01113   0.009625   0.004331         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
    101/499      4.32G    0.01113   0.009625   0.004331         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    101/499      4.32G    0.01113   0.009626   0.004323         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    101/499      4.32G    0.01113   0.009626   0.004323         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    101/499      4.32G    0.01112   0.009609   0.004335         63        640:  71%|#######   | 119/168 [00:23<00:09,  5.26it/s]
    101/499      4.32G    0.01112   0.009609   0.004335         63        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    101/499      4.32G    0.01114   0.009614   0.004329         65        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    101/499      4.32G    0.01114   0.009614   0.004329         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    101/499      4.32G    0.01114   0.009619   0.004327         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    101/499      4.32G    0.01114   0.009619   0.004327         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    101/499      4.32G    0.01115   0.009627   0.004309         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    101/499      4.32G    0.01115   0.009627   0.004309         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
    101/499      4.32G    0.01115    0.00962   0.004338         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
    101/499      4.32G    0.01115    0.00962   0.004338         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
    101/499      4.32G    0.01114   0.009631   0.004355         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
    101/499      4.32G    0.01114   0.009631   0.004355         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    101/499      4.32G    0.01115   0.009646   0.004349         81        640:  74%|#######4  | 125/168 [00:24<00:08,  5.19it/s]
    101/499      4.32G    0.01115   0.009646   0.004349         81        640:  75%|#######5  | 126/168 [00:24<00:08,  5.24it/s]
    101/499      4.32G    0.01117   0.009655   0.004357         62        640:  75%|#######5  | 126/168 [00:24<00:08,  5.24it/s]
    101/499      4.32G    0.01117   0.009655   0.004357         62        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    101/499      4.32G    0.01119   0.009673   0.004346         72        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    101/499      4.32G    0.01119   0.009673   0.004346         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    101/499      4.32G    0.01119   0.009678   0.004375         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    101/499      4.32G    0.01119   0.009678   0.004375         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    101/499      4.32G     0.0112   0.009682   0.004386         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    101/499      4.32G     0.0112   0.009682   0.004386         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    101/499      4.32G    0.01121   0.009683   0.004387         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    101/499      4.32G    0.01121   0.009683   0.004387         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    101/499      4.32G    0.01122   0.009682   0.004382         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    101/499      4.32G    0.01122   0.009682   0.004382         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
    101/499      4.32G    0.01122   0.009678   0.004368         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
    101/499      4.32G    0.01122   0.009678   0.004368         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    101/499      4.32G    0.01122   0.009674   0.004377         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    101/499      4.32G    0.01122   0.009674   0.004377         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    101/499      4.32G    0.01122   0.009671   0.004392         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    101/499      4.32G    0.01122   0.009671   0.004392         68        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    101/499      4.32G    0.01122   0.009654   0.004378         54        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
    101/499      4.32G    0.01122   0.009654   0.004378         54        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    101/499      4.32G    0.01123   0.009651   0.004458         65        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    101/499      4.32G    0.01123   0.009651   0.004458         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    101/499      4.32G    0.01125   0.009652   0.004457         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    101/499      4.32G    0.01125   0.009652   0.004457         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    101/499      4.32G    0.01127   0.009674   0.004464         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    101/499      4.32G    0.01127   0.009674   0.004464         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    101/499      4.32G    0.01127    0.00968   0.004461         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    101/499      4.32G    0.01127    0.00968   0.004461         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    101/499      4.32G    0.01127   0.009683   0.004446         64        640:  83%|########3 | 140/168 [00:27<00:05,  5.23it/s]
    101/499      4.32G    0.01127   0.009683   0.004446         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    101/499      4.32G    0.01127   0.009701   0.004421         78        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    101/499      4.32G    0.01127   0.009701   0.004421         78        640:  85%|########4 | 142/168 [00:27<00:05,  5.11it/s]
    101/499      4.32G    0.01127   0.009705   0.004408         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.11it/s]
    101/499      4.32G    0.01127   0.009705   0.004408         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    101/499      4.32G    0.01127   0.009694   0.004396         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    101/499      4.32G    0.01127   0.009694   0.004396         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    101/499      4.32G    0.01128     0.0097   0.004398         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    101/499      4.32G    0.01128     0.0097   0.004398         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.05it/s]
    101/499      4.32G    0.01129   0.009697   0.004399         65        640:  86%|########6 | 145/168 [00:28<00:04,  5.05it/s]
    101/499      4.32G    0.01129   0.009697   0.004399         65        640:  87%|########6 | 146/168 [00:28<00:04,  5.14it/s]
    101/499      4.32G     0.0113   0.009682   0.004382         50        640:  87%|########6 | 146/168 [00:28<00:04,  5.14it/s]
    101/499      4.32G     0.0113   0.009682   0.004382         50        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
    101/499      4.32G    0.01132   0.009696   0.004414         71        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
    101/499      4.32G    0.01132   0.009696   0.004414         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    101/499      4.32G    0.01132     0.0097    0.00441         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    101/499      4.32G    0.01132     0.0097    0.00441         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
    101/499      4.32G    0.01132   0.009694   0.004407         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
    101/499      4.32G    0.01132   0.009694   0.004407         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
    101/499      4.32G    0.01132   0.009698   0.004407         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
    101/499      4.32G    0.01132   0.009698   0.004407         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
    101/499      4.32G    0.01132   0.009697   0.004409         63        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
    101/499      4.32G    0.01132   0.009697   0.004409         63        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    101/499      4.32G    0.01133   0.009708   0.004398         66        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    101/499      4.32G    0.01133   0.009708   0.004398         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    101/499      4.32G    0.01132   0.009712   0.004382         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    101/499      4.32G    0.01132   0.009712   0.004382         82        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
    101/499      4.32G    0.01133   0.009706   0.004385         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
    101/499      4.32G    0.01133   0.009706   0.004385         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    101/499      4.32G    0.01133   0.009699   0.004396         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    101/499      4.32G    0.01133   0.009699   0.004396         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    101/499      4.32G    0.01133   0.009706   0.004383         62        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
    101/499      4.32G    0.01133   0.009706   0.004383         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
    101/499      4.32G    0.01133   0.009709   0.004369         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
    101/499      4.32G    0.01133   0.009709   0.004369         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    101/499      4.32G    0.01133    0.00972   0.004359         80        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    101/499      4.32G    0.01133    0.00972   0.004359         80        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    101/499      4.32G    0.01135    0.00973   0.004373         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    101/499      4.32G    0.01135    0.00973   0.004373         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    101/499      4.32G    0.01134   0.009731   0.004368         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    101/499      4.32G    0.01134   0.009731   0.004368         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    101/499      4.32G    0.01133   0.009724   0.004356         55        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    101/499      4.32G    0.01133   0.009724   0.004356         55        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
    101/499      4.32G    0.01133   0.009734   0.004359         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
    101/499      4.32G    0.01133   0.009734   0.004359         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    101/499      4.32G    0.01133   0.009751   0.004358         80        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    101/499      4.32G    0.01133   0.009751   0.004358         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    101/499      4.32G    0.01133   0.009748   0.004345         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    101/499      4.32G    0.01133   0.009748   0.004345         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    101/499      4.32G    0.01132   0.009733   0.004336         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    101/499      4.32G    0.01132   0.009733   0.004336         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    101/499      4.32G    0.01133   0.009737    0.00434         63        640:  99%|#########8| 166/168 [00:32<00:00,  5.18it/s]
    101/499      4.32G    0.01133   0.009737    0.00434         63        640:  99%|#########9| 167/168 [00:32<00:00,  5.26it/s]
    101/499      4.32G    0.01133   0.009735   0.004346         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.26it/s]
    101/499      4.32G    0.01133   0.009735   0.004346         33        640: 100%|##########| 168/168 [00:32<00:00,  5.44it/s]
    101/499      4.32G    0.01133   0.009735   0.004346         33        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.787      0.855      0.852      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    102/499      4.32G    0.01162   0.009243   0.002544         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
    102/499      4.32G    0.01162   0.009243   0.002544         67        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    102/499      4.32G    0.01085   0.008508   0.003427         59        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    102/499      4.32G    0.01085   0.008508   0.003427         59        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    102/499      4.32G    0.01083    0.00917   0.002955         78        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    102/499      4.32G    0.01083    0.00917   0.002955         78        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    102/499      4.32G     0.0106   0.009186   0.003849         70        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    102/499      4.32G     0.0106   0.009186   0.003849         70        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    102/499      4.32G    0.01067   0.009147   0.003675         57        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    102/499      4.32G    0.01067   0.009147   0.003675         57        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    102/499      4.32G    0.01094   0.009346   0.004134         65        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    102/499      4.32G    0.01094   0.009346   0.004134         65        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    102/499      4.32G    0.01095   0.009301   0.004454         64        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    102/499      4.32G    0.01095   0.009301   0.004454         64        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    102/499      4.32G     0.0108   0.009238   0.004336         60        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    102/499      4.32G     0.0108   0.009238   0.004336         60        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    102/499      4.32G     0.0108   0.009486   0.004206         77        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    102/499      4.32G     0.0108   0.009486   0.004206         77        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    102/499      4.32G    0.01072   0.009385   0.004152         66        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    102/499      4.32G    0.01072   0.009385   0.004152         66        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    102/499      4.32G    0.01084   0.009467   0.004104         77        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    102/499      4.32G    0.01084   0.009467   0.004104         77        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    102/499      4.32G    0.01086   0.009524   0.004294         65        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    102/499      4.32G    0.01086   0.009524   0.004294         65        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    102/499      4.32G    0.01075   0.009537   0.004081         62        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    102/499      4.32G    0.01075   0.009537   0.004081         62        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    102/499      4.32G    0.01094   0.009611   0.004066         70        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    102/499      4.32G    0.01094   0.009611   0.004066         70        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    102/499      4.32G    0.01095   0.009612   0.004027         62        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    102/499      4.32G    0.01095   0.009612   0.004027         62        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    102/499      4.32G     0.0109   0.009607   0.003958         67        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    102/499      4.32G     0.0109   0.009607   0.003958         67        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    102/499      4.32G    0.01095   0.009627   0.003834         62        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    102/499      4.32G    0.01095   0.009627   0.003834         62        640:  10%|#         | 17/168 [00:03<00:29,  5.19it/s]
    102/499      4.32G    0.01095   0.009601   0.003942         70        640:  10%|#         | 17/168 [00:03<00:29,  5.19it/s]
    102/499      4.32G    0.01095   0.009601   0.003942         70        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
    102/499      4.32G    0.01097   0.009695   0.003902         94        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
    102/499      4.32G    0.01097   0.009695   0.003902         94        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    102/499      4.32G    0.01101   0.009785   0.003884         83        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    102/499      4.32G    0.01101   0.009785   0.003884         83        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
    102/499      4.32G    0.01101   0.009582   0.003792         51        640:  12%|#1        | 20/168 [00:04<00:28,  5.21it/s]
    102/499      4.32G    0.01101   0.009582   0.003792         51        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    102/499      4.32G    0.01107   0.009577    0.00372         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    102/499      4.32G    0.01107   0.009577    0.00372         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
    102/499      4.32G    0.01109   0.009602   0.003702         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.11it/s]
    102/499      4.32G    0.01109   0.009602   0.003702         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    102/499      4.32G    0.01108   0.009553    0.00365         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    102/499      4.32G    0.01108   0.009553    0.00365         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    102/499      4.32G    0.01107   0.009623   0.003594         72        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    102/499      4.32G    0.01107   0.009623   0.003594         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    102/499      4.32G    0.01105   0.009604   0.003807         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    102/499      4.32G    0.01105   0.009604   0.003807         64        640:  15%|#5        | 26/168 [00:04<00:27,  5.19it/s]
    102/499      4.32G     0.0111    0.00965   0.003788         64        640:  15%|#5        | 26/168 [00:05<00:27,  5.19it/s]
    102/499      4.32G     0.0111    0.00965   0.003788         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    102/499      4.32G    0.01111   0.009716   0.003869         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    102/499      4.32G    0.01111   0.009716   0.003869         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    102/499      4.32G    0.01108   0.009677   0.003918         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    102/499      4.32G    0.01108   0.009677   0.003918         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    102/499      4.32G    0.01107   0.009641    0.00399         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    102/499      4.32G    0.01107   0.009641    0.00399         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    102/499      4.32G    0.01111   0.009622   0.004083         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    102/499      4.32G    0.01111   0.009622   0.004083         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    102/499      4.32G     0.0111   0.009687   0.004072         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    102/499      4.32G     0.0111   0.009687   0.004072         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    102/499      4.32G    0.01106   0.009646   0.004115         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    102/499      4.32G    0.01106   0.009646   0.004115         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    102/499      4.32G    0.01107   0.009647   0.004153         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    102/499      4.32G    0.01107   0.009647   0.004153         74        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    102/499      4.32G    0.01114    0.00966   0.004179         66        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    102/499      4.32G    0.01114    0.00966   0.004179         66        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    102/499      4.32G    0.01112   0.009636   0.004172         67        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    102/499      4.32G    0.01112   0.009636   0.004172         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    102/499      4.32G    0.01114   0.009626   0.004185         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    102/499      4.32G    0.01114   0.009626   0.004185         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
    102/499      4.32G    0.01114   0.009594   0.004189         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
    102/499      4.32G    0.01114   0.009594   0.004189         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    102/499      4.32G    0.01117   0.009618   0.004164         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    102/499      4.32G    0.01117   0.009618   0.004164         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    102/499      4.32G    0.01118   0.009622   0.004168         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    102/499      4.32G    0.01118   0.009622   0.004168         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    102/499      4.32G    0.01118   0.009685   0.004191         88        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    102/499      4.32G    0.01118   0.009685   0.004191         88        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    102/499      4.32G     0.0112   0.009668    0.00418         59        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
    102/499      4.32G     0.0112   0.009668    0.00418         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    102/499      4.32G    0.01119   0.009674   0.004134         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    102/499      4.32G    0.01119   0.009674   0.004134         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    102/499      4.32G    0.01118   0.009657    0.00417         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    102/499      4.32G    0.01118   0.009657    0.00417         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    102/499      4.32G    0.01114   0.009685   0.004178         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    102/499      4.32G    0.01114   0.009685   0.004178         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
    102/499      4.32G    0.01113   0.009745   0.004104         98        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
    102/499      4.32G    0.01113   0.009745   0.004104         98        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    102/499      4.32G    0.01112   0.009743   0.004058         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    102/499      4.32G    0.01112   0.009743   0.004058         66        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
    102/499      4.32G    0.01114   0.009721   0.004083         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    102/499      4.32G    0.01114   0.009721   0.004083         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    102/499      4.32G    0.01116   0.009684   0.004044         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    102/499      4.32G    0.01116   0.009684   0.004044         58        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    102/499      4.32G    0.01116   0.009712   0.004063         72        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    102/499      4.32G    0.01116   0.009712   0.004063         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    102/499      4.32G    0.01115   0.009775   0.004049         82        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    102/499      4.32G    0.01115   0.009775   0.004049         82        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    102/499      4.32G    0.01114   0.009782   0.004036         75        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    102/499      4.32G    0.01114   0.009782   0.004036         75        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    102/499      4.32G    0.01114   0.009773   0.004054         70        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    102/499      4.32G    0.01114   0.009773   0.004054         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    102/499      4.32G    0.01113   0.009731   0.004089         57        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    102/499      4.32G    0.01113   0.009731   0.004089         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    102/499      4.32G    0.01113   0.009714   0.004037         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    102/499      4.32G    0.01113   0.009714   0.004037         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    102/499      4.32G    0.01113   0.009671   0.004008         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    102/499      4.32G    0.01113   0.009671   0.004008         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    102/499      4.32G    0.01115   0.009664   0.003973         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    102/499      4.32G    0.01115   0.009664   0.003973         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    102/499      4.32G    0.01118   0.009705   0.004001         76        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
    102/499      4.32G    0.01118   0.009705   0.004001         76        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
    102/499      4.32G    0.01121   0.009693   0.004006         58        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
    102/499      4.32G    0.01121   0.009693   0.004006         58        640:  35%|###5      | 59/168 [00:11<00:21,  5.17it/s]
    102/499      4.32G    0.01123   0.009737   0.004013         82        640:  35%|###5      | 59/168 [00:11<00:21,  5.17it/s]
    102/499      4.32G    0.01123   0.009737   0.004013         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.22it/s]
    102/499      4.32G    0.01127   0.009738   0.004027         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.22it/s]
    102/499      4.32G    0.01127   0.009738   0.004027         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    102/499      4.32G    0.01128   0.009739   0.003973         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    102/499      4.32G    0.01128   0.009739   0.003973         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
    102/499      4.32G    0.01129   0.009752   0.003952         75        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
    102/499      4.32G    0.01129   0.009752   0.003952         75        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    102/499      4.32G    0.01127   0.009726   0.003984         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    102/499      4.32G    0.01127   0.009726   0.003984         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    102/499      4.32G    0.01127   0.009746   0.004018         76        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    102/499      4.32G    0.01127   0.009746   0.004018         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    102/499      4.32G    0.01126   0.009759   0.003994         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    102/499      4.32G    0.01126   0.009759   0.003994         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    102/499      4.32G    0.01125   0.009748   0.004051         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    102/499      4.32G    0.01125   0.009748   0.004051         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.11it/s]
    102/499      4.32G    0.01126   0.009786   0.004049         77        640:  40%|###9      | 67/168 [00:13<00:19,  5.11it/s]
    102/499      4.32G    0.01126   0.009786   0.004049         77        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
    102/499      4.32G    0.01128   0.009764   0.004048         66        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
    102/499      4.32G    0.01128   0.009764   0.004048         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    102/499      4.32G    0.01128   0.009777   0.004017         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    102/499      4.32G    0.01128   0.009777   0.004017         69        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    102/499      4.32G    0.01129   0.009766   0.003981         62        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    102/499      4.32G    0.01129   0.009766   0.003981         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.21it/s]
    102/499      4.32G    0.01129   0.009745   0.003985         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.21it/s]
    102/499      4.32G    0.01129   0.009745   0.003985         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    102/499      4.32G    0.01128   0.009746   0.003971         73        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    102/499      4.32G    0.01128   0.009746   0.003971         73        640:  43%|####3     | 73/168 [00:13<00:18,  5.12it/s]
    102/499      4.32G    0.01127   0.009746   0.003958         57        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
    102/499      4.32G    0.01127   0.009746   0.003958         57        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
    102/499      4.32G    0.01125   0.009742   0.003956         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
    102/499      4.32G    0.01125   0.009742   0.003956         77        640:  45%|####4     | 75/168 [00:14<00:18,  5.17it/s]
    102/499      4.32G    0.01126   0.009738   0.003973         69        640:  45%|####4     | 75/168 [00:14<00:18,  5.17it/s]
    102/499      4.32G    0.01126   0.009738   0.003973         69        640:  45%|####5     | 76/168 [00:14<00:18,  5.08it/s]
    102/499      4.32G    0.01126   0.009773   0.003973         83        640:  45%|####5     | 76/168 [00:14<00:18,  5.08it/s]
    102/499      4.32G    0.01126   0.009773   0.003973         83        640:  46%|####5     | 77/168 [00:14<00:17,  5.15it/s]
    102/499      4.32G    0.01128   0.009776   0.003938         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.15it/s]
    102/499      4.32G    0.01128   0.009776   0.003938         61        640:  46%|####6     | 78/168 [00:14<00:17,  5.23it/s]
    102/499      4.32G    0.01129    0.00979   0.003966         76        640:  46%|####6     | 78/168 [00:15<00:17,  5.23it/s]
    102/499      4.32G    0.01129    0.00979   0.003966         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
    102/499      4.32G    0.01129   0.009838   0.003967         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
    102/499      4.32G    0.01129   0.009838   0.003967         81        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    102/499      4.32G    0.01131   0.009844   0.003963         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    102/499      4.32G    0.01131   0.009844   0.003963         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    102/499      4.32G    0.01131    0.00984   0.003937         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    102/499      4.32G    0.01131    0.00984   0.003937         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    102/499      4.32G    0.01132   0.009852    0.00391         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    102/499      4.32G    0.01132   0.009852    0.00391         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
    102/499      4.32G     0.0113   0.009842   0.003901         57        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
    102/499      4.32G     0.0113   0.009842   0.003901         57        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    102/499      4.32G    0.01128   0.009848   0.003878         74        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    102/499      4.32G    0.01128   0.009848   0.003878         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    102/499      4.32G    0.01129   0.009839   0.003856         60        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    102/499      4.32G    0.01129   0.009839   0.003856         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    102/499      4.32G     0.0113   0.009848   0.003855         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    102/499      4.32G     0.0113   0.009848   0.003855         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    102/499      4.32G    0.01128   0.009843   0.003841         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    102/499      4.32G    0.01128   0.009843   0.003841         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    102/499      4.32G    0.01128   0.009854   0.003841         76        640:  52%|#####2    | 88/168 [00:17<00:15,  5.19it/s]
    102/499      4.32G    0.01128   0.009854   0.003841         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    102/499      4.32G    0.01129   0.009887   0.003834         79        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    102/499      4.32G    0.01129   0.009887   0.003834         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    102/499      4.32G     0.0113   0.009858   0.003853         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    102/499      4.32G     0.0113   0.009858   0.003853         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    102/499      4.32G    0.01129   0.009846   0.003879         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    102/499      4.32G    0.01129   0.009846   0.003879         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    102/499      4.32G    0.01128   0.009862   0.003877         86        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    102/499      4.32G    0.01128   0.009862   0.003877         86        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    102/499      4.32G    0.01126   0.009858   0.003877         67        640:  55%|#####5    | 93/168 [00:18<00:14,  5.33it/s]
    102/499      4.32G    0.01126   0.009858   0.003877         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    102/499      4.32G    0.01128   0.009852   0.003876         51        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    102/499      4.32G    0.01128   0.009852   0.003876         51        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    102/499      4.32G    0.01129   0.009844   0.003841         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    102/499      4.32G    0.01129   0.009844   0.003841         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    102/499      4.32G    0.01128   0.009838   0.003834         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    102/499      4.32G    0.01128   0.009838   0.003834         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.10it/s]
    102/499      4.32G    0.01131   0.009839   0.003867         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.10it/s]
    102/499      4.32G    0.01131   0.009839   0.003867         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
    102/499      4.32G     0.0113   0.009829   0.003864         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
    102/499      4.32G     0.0113   0.009829   0.003864         72        640:  59%|#####8    | 99/168 [00:18<00:13,  5.25it/s]
    102/499      4.32G    0.01129   0.009833   0.003903         77        640:  59%|#####8    | 99/168 [00:19<00:13,  5.25it/s]
    102/499      4.32G    0.01129   0.009833   0.003903         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    102/499      4.32G    0.01129    0.00984   0.003898         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    102/499      4.32G    0.01129    0.00984   0.003898         76        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    102/499      4.32G    0.01128   0.009809   0.003886         50        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    102/499      4.32G    0.01128   0.009809   0.003886         50        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    102/499      4.32G    0.01127    0.00978   0.003903         48        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    102/499      4.32G    0.01127    0.00978   0.003903         48        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    102/499      4.32G    0.01126   0.009775   0.003895         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    102/499      4.32G    0.01126   0.009775   0.003895         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.18it/s]
    102/499      4.32G    0.01125   0.009747   0.003889         56        640:  62%|######1   | 104/168 [00:20<00:12,  5.18it/s]
    102/499      4.32G    0.01125   0.009747   0.003889         56        640:  62%|######2   | 105/168 [00:20<00:12,  5.24it/s]
    102/499      4.32G    0.01123   0.009745   0.003894         83        640:  62%|######2   | 105/168 [00:20<00:12,  5.24it/s]
    102/499      4.32G    0.01123   0.009745   0.003894         83        640:  63%|######3   | 106/168 [00:20<00:12,  5.10it/s]
    102/499      4.32G    0.01121   0.009743   0.003954         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.10it/s]
    102/499      4.32G    0.01121   0.009743   0.003954         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.12it/s]
    102/499      4.32G    0.01121   0.009761   0.003969         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.12it/s]
    102/499      4.32G    0.01121   0.009761   0.003969         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.19it/s]
    102/499      4.32G    0.01122   0.009752   0.003973         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.19it/s]
    102/499      4.32G    0.01122   0.009752   0.003973         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.06it/s]
    102/499      4.32G    0.01122   0.009758   0.003951         59        640:  65%|######4   | 109/168 [00:21<00:11,  5.06it/s]
    102/499      4.32G    0.01122   0.009758   0.003951         59        640:  65%|######5   | 110/168 [00:21<00:11,  5.13it/s]
    102/499      4.32G    0.01123   0.009765   0.003974         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.13it/s]
    102/499      4.32G    0.01123   0.009765   0.003974         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.19it/s]
    102/499      4.32G    0.01122   0.009751   0.004005         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.19it/s]
    102/499      4.32G    0.01122   0.009751   0.004005         60        640:  67%|######6   | 112/168 [00:21<00:11,  5.06it/s]
    102/499      4.32G    0.01122   0.009757   0.004021         71        640:  67%|######6   | 112/168 [00:21<00:11,  5.06it/s]
    102/499      4.32G    0.01122   0.009757   0.004021         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.11it/s]
    102/499      4.32G    0.01122   0.009742   0.004046         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.11it/s]
    102/499      4.32G    0.01122   0.009742   0.004046         58        640:  68%|######7   | 114/168 [00:21<00:10,  5.19it/s]
    102/499      4.32G    0.01122   0.009752   0.004026         75        640:  68%|######7   | 114/168 [00:22<00:10,  5.19it/s]
    102/499      4.32G    0.01122   0.009752   0.004026         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.07it/s]
    102/499      4.32G    0.01122   0.009761   0.004032         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.07it/s]
    102/499      4.32G    0.01122   0.009761   0.004032         74        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
    102/499      4.32G    0.01121   0.009772   0.004028         80        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
    102/499      4.32G    0.01121   0.009772   0.004028         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.23it/s]
    102/499      4.32G     0.0112   0.009759    0.00401         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.23it/s]
    102/499      4.32G     0.0112   0.009759    0.00401         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.06it/s]
    102/499      4.32G    0.01119   0.009747   0.003983         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.06it/s]
    102/499      4.32G    0.01119   0.009747   0.003983         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.17it/s]
    102/499      4.32G    0.01119   0.009737   0.003976         63        640:  71%|#######   | 119/168 [00:23<00:09,  5.17it/s]
    102/499      4.32G    0.01119   0.009737   0.003976         63        640:  71%|#######1  | 120/168 [00:23<00:09,  5.23it/s]
    102/499      4.32G    0.01119   0.009736   0.003979         74        640:  71%|#######1  | 120/168 [00:23<00:09,  5.23it/s]
    102/499      4.32G    0.01119   0.009736   0.003979         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
    102/499      4.32G    0.01118   0.009733   0.004014         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
    102/499      4.32G    0.01118   0.009733   0.004014         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.17it/s]
    102/499      4.32G    0.01117   0.009735      0.004         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.17it/s]
    102/499      4.32G    0.01117   0.009735      0.004         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
    102/499      4.32G    0.01118   0.009736   0.004012         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
    102/499      4.32G    0.01118   0.009736   0.004012         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.03it/s]
    102/499      4.32G    0.01118    0.00974   0.004022         79        640:  74%|#######3  | 124/168 [00:24<00:08,  5.03it/s]
    102/499      4.32G    0.01118    0.00974   0.004022         79        640:  74%|#######4  | 125/168 [00:24<00:08,  5.14it/s]
    102/499      4.32G    0.01118   0.009737   0.004023         67        640:  74%|#######4  | 125/168 [00:24<00:08,  5.14it/s]
    102/499      4.32G    0.01118   0.009737   0.004023         67        640:  75%|#######5  | 126/168 [00:24<00:08,  5.24it/s]
    102/499      4.32G    0.01116   0.009746   0.004002         80        640:  75%|#######5  | 126/168 [00:24<00:08,  5.24it/s]
    102/499      4.32G    0.01116   0.009746   0.004002         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    102/499      4.32G    0.01115   0.009746   0.004008         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    102/499      4.32G    0.01115   0.009746   0.004008         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
    102/499      4.32G    0.01116   0.009725   0.004038         52        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
    102/499      4.32G    0.01116   0.009725   0.004038         52        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    102/499      4.32G    0.01117   0.009718   0.004057         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    102/499      4.32G    0.01117   0.009718   0.004057         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    102/499      4.32G    0.01116   0.009727   0.004078         83        640:  77%|#######7  | 130/168 [00:25<00:07,  5.11it/s]
    102/499      4.32G    0.01116   0.009727   0.004078         83        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    102/499      4.32G    0.01115   0.009718   0.004068         64        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    102/499      4.32G    0.01115   0.009718   0.004068         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    102/499      4.32G    0.01116   0.009704   0.004054         54        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    102/499      4.32G    0.01116   0.009704   0.004054         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    102/499      4.32G    0.01117   0.009706   0.004053         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    102/499      4.32G    0.01117   0.009706   0.004053         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
    102/499      4.32G    0.01116   0.009698   0.004043         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
    102/499      4.32G    0.01116   0.009698   0.004043         64        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
    102/499      4.32G    0.01117   0.009714    0.00405         73        640:  80%|########  | 135/168 [00:26<00:06,  5.30it/s]
    102/499      4.32G    0.01117   0.009714    0.00405         73        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    102/499      4.32G    0.01116   0.009707   0.004041         65        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    102/499      4.32G    0.01116   0.009707   0.004041         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    102/499      4.32G    0.01115   0.009697   0.004028         54        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    102/499      4.32G    0.01115   0.009697   0.004028         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
    102/499      4.32G    0.01116   0.009692   0.004024         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.23it/s]
    102/499      4.32G    0.01116   0.009692   0.004024         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    102/499      4.32G    0.01117   0.009689   0.004011         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    102/499      4.32G    0.01117   0.009689   0.004011         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    102/499      4.32G    0.01117   0.009677   0.004001         61        640:  83%|########3 | 140/168 [00:27<00:05,  5.26it/s]
    102/499      4.32G    0.01117   0.009677   0.004001         61        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
    102/499      4.32G    0.01117   0.009681   0.004017         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
    102/499      4.32G    0.01117   0.009681   0.004017         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    102/499      4.32G    0.01117   0.009683   0.004007         66        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    102/499      4.32G    0.01117   0.009683   0.004007         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    102/499      4.32G    0.01117   0.009685   0.004009         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    102/499      4.32G    0.01117   0.009685   0.004009         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    102/499      4.32G    0.01117   0.009677   0.004011         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    102/499      4.32G    0.01117   0.009677   0.004011         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    102/499      4.32G    0.01117   0.009665   0.004025         69        640:  86%|########6 | 145/168 [00:28<00:04,  5.18it/s]
    102/499      4.32G    0.01117   0.009665   0.004025         69        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    102/499      4.32G    0.01117   0.009682   0.004019         86        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    102/499      4.32G    0.01117   0.009682   0.004019         86        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    102/499      4.32G    0.01117   0.009693   0.004017         68        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    102/499      4.32G    0.01117   0.009693   0.004017         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    102/499      4.32G    0.01116   0.009689   0.004011         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    102/499      4.32G    0.01116   0.009689   0.004011         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    102/499      4.32G    0.01116   0.009686   0.004014         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    102/499      4.32G    0.01116   0.009686   0.004014         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.28it/s]
    102/499      4.32G    0.01117   0.009691   0.004014         75        640:  89%|########9 | 150/168 [00:29<00:03,  5.28it/s]
    102/499      4.32G    0.01117   0.009691   0.004014         75        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
    102/499      4.32G    0.01117   0.009693   0.004015         72        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
    102/499      4.32G    0.01117   0.009693   0.004015         72        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
    102/499      4.32G    0.01117   0.009688    0.00402         60        640:  90%|######### | 152/168 [00:29<00:03,  5.20it/s]
    102/499      4.32G    0.01117   0.009688    0.00402         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    102/499      4.32G    0.01117   0.009688    0.00403         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    102/499      4.32G    0.01117   0.009688    0.00403         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
    102/499      4.32G    0.01118   0.009685   0.004024         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.11it/s]
    102/499      4.32G    0.01118   0.009685   0.004024         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
    102/499      4.32G    0.01118   0.009683   0.004024         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
    102/499      4.32G    0.01118   0.009683   0.004024         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.20it/s]
    102/499      4.32G    0.01117   0.009682   0.004008         70        640:  93%|#########2| 156/168 [00:30<00:02,  5.20it/s]
    102/499      4.32G    0.01117   0.009682   0.004008         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.09it/s]
    102/499      4.32G    0.01117   0.009669   0.004031         55        640:  93%|#########3| 157/168 [00:30<00:02,  5.09it/s]
    102/499      4.32G    0.01117   0.009669   0.004031         55        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    102/499      4.32G    0.01115   0.009661   0.004016         58        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    102/499      4.32G    0.01115   0.009661   0.004016         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    102/499      4.32G    0.01115   0.009666   0.004004         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    102/499      4.32G    0.01115   0.009666   0.004004         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.12it/s]
    102/499      4.32G    0.01115   0.009669   0.004024         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.12it/s]
    102/499      4.32G    0.01115   0.009669   0.004024         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    102/499      4.32G    0.01115   0.009667   0.004057         75        640:  96%|#########5| 161/168 [00:31<00:01,  5.19it/s]
    102/499      4.32G    0.01115   0.009667   0.004057         75        640:  96%|#########6| 162/168 [00:31<00:01,  5.24it/s]
    102/499      4.32G    0.01115   0.009681   0.004085         80        640:  96%|#########6| 162/168 [00:31<00:01,  5.24it/s]
    102/499      4.32G    0.01115   0.009681   0.004085         80        640:  97%|#########7| 163/168 [00:31<00:00,  5.09it/s]
    102/499      4.32G    0.01114   0.009689   0.004098         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.09it/s]
    102/499      4.32G    0.01114   0.009689   0.004098         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.19it/s]
    102/499      4.32G    0.01114   0.009679     0.0041         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.19it/s]
    102/499      4.32G    0.01114   0.009679     0.0041         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    102/499      4.32G    0.01115   0.009682   0.004094         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    102/499      4.32G    0.01115   0.009682   0.004094         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.12it/s]
    102/499      4.32G    0.01116   0.009697   0.004119         71        640:  99%|#########8| 166/168 [00:32<00:00,  5.12it/s]
    102/499      4.32G    0.01116   0.009697   0.004119         71        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    102/499      4.32G    0.01117   0.009699   0.004117         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    102/499      4.32G    0.01117   0.009699   0.004117         33        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    102/499      4.32G    0.01117   0.009699   0.004117         33        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.843      0.834      0.878      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    103/499      4.32G    0.01135    0.01128   0.008357         80        640:   0%|          | 0/168 [00:00<?, ?it/s]
    103/499      4.32G    0.01135    0.01128   0.008357         80        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    103/499      4.32G    0.01084    0.01045    0.00775         74        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    103/499      4.32G    0.01084    0.01045    0.00775         74        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    103/499      4.32G    0.01086   0.009751   0.005798         59        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    103/499      4.32G    0.01086   0.009751   0.005798         59        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    103/499      4.32G     0.0108    0.01021    0.00489         78        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    103/499      4.32G     0.0108    0.01021    0.00489         78        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    103/499      4.32G    0.01131   0.009687   0.004758         53        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    103/499      4.32G    0.01131   0.009687   0.004758         53        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    103/499      4.32G    0.01117   0.009508   0.004452         70        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    103/499      4.32G    0.01117   0.009508   0.004452         70        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    103/499      4.32G    0.01137   0.009558   0.004626         56        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    103/499      4.32G    0.01137   0.009558   0.004626         56        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    103/499      4.32G    0.01139    0.01007   0.004318         81        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    103/499      4.32G    0.01139    0.01007   0.004318         81        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
    103/499      4.32G    0.01122   0.009972   0.004192         67        640:   5%|4         | 8/168 [00:01<00:30,  5.20it/s]
    103/499      4.32G    0.01122   0.009972   0.004192         67        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    103/499      4.32G    0.01134    0.01041   0.004021         81        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    103/499      4.32G    0.01134    0.01041   0.004021         81        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
    103/499      4.32G    0.01127    0.01036   0.004019         67        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
    103/499      4.32G    0.01127    0.01036   0.004019         67        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    103/499      4.32G    0.01121    0.01029   0.004197         68        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    103/499      4.32G    0.01121    0.01029   0.004197         68        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    103/499      4.32G    0.01122     0.0101     0.0042         56        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    103/499      4.32G    0.01122     0.0101     0.0042         56        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    103/499      4.32G    0.01127    0.01006   0.004116         80        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    103/499      4.32G    0.01127    0.01006   0.004116         80        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    103/499      4.32G    0.01143    0.01002   0.003989         72        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    103/499      4.32G    0.01143    0.01002   0.003989         72        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    103/499      4.32G    0.01133   0.009974   0.003885         61        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    103/499      4.32G    0.01133   0.009974   0.003885         61        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
    103/499      4.32G    0.01139   0.009951   0.003955         55        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
    103/499      4.32G    0.01139   0.009951   0.003955         55        640:  10%|#         | 17/168 [00:03<00:29,  5.15it/s]
    103/499      4.32G    0.01133    0.01004   0.003847         77        640:  10%|#         | 17/168 [00:03<00:29,  5.15it/s]
    103/499      4.32G    0.01133    0.01004   0.003847         77        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
    103/499      4.32G    0.01123   0.009967   0.003927         71        640:  11%|#         | 18/168 [00:03<00:28,  5.20it/s]
    103/499      4.32G    0.01123   0.009967   0.003927         71        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
    103/499      4.32G    0.01132    0.01013   0.003946         97        640:  11%|#1        | 19/168 [00:03<00:29,  5.09it/s]
    103/499      4.32G    0.01132    0.01013   0.003946         97        640:  12%|#1        | 20/168 [00:03<00:28,  5.18it/s]
    103/499      4.32G    0.01138    0.01008   0.003917         69        640:  12%|#1        | 20/168 [00:04<00:28,  5.18it/s]
    103/499      4.32G    0.01138    0.01008   0.003917         69        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
    103/499      4.32G    0.01132    0.01005   0.004041         68        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
    103/499      4.32G    0.01132    0.01005   0.004041         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.08it/s]
    103/499      4.32G    0.01128    0.01004   0.003972         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.08it/s]
    103/499      4.32G    0.01128    0.01004   0.003972         68        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
    103/499      4.32G    0.01129     0.0101   0.003913         83        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
    103/499      4.32G    0.01129     0.0101   0.003913         83        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    103/499      4.32G    0.01139    0.01015   0.003948         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    103/499      4.32G    0.01139    0.01015   0.003948         67        640:  15%|#4        | 25/168 [00:04<00:28,  5.05it/s]
    103/499      4.32G    0.01137     0.0101   0.004004         57        640:  15%|#4        | 25/168 [00:05<00:28,  5.05it/s]
    103/499      4.32G    0.01137     0.0101   0.004004         57        640:  15%|#5        | 26/168 [00:05<00:27,  5.12it/s]
    103/499      4.32G    0.01133    0.01013   0.004077         69        640:  15%|#5        | 26/168 [00:05<00:27,  5.12it/s]
    103/499      4.32G    0.01133    0.01013   0.004077         69        640:  16%|#6        | 27/168 [00:05<00:27,  5.18it/s]
    103/499      4.32G    0.01126    0.01004   0.004172         52        640:  16%|#6        | 27/168 [00:05<00:27,  5.18it/s]
    103/499      4.32G    0.01126    0.01004   0.004172         52        640:  17%|#6        | 28/168 [00:05<00:27,  5.04it/s]
    103/499      4.32G     0.0112   0.009999   0.004269         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.04it/s]
    103/499      4.32G     0.0112   0.009999   0.004269         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.16it/s]
    103/499      4.32G    0.01122       0.01   0.004251         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.16it/s]
    103/499      4.32G    0.01122       0.01   0.004251         71        640:  18%|#7        | 30/168 [00:05<00:26,  5.21it/s]
    103/499      4.32G     0.0112    0.01006   0.004262         85        640:  18%|#7        | 30/168 [00:05<00:26,  5.21it/s]
    103/499      4.32G     0.0112    0.01006   0.004262         85        640:  18%|#8        | 31/168 [00:05<00:26,  5.08it/s]
    103/499      4.32G    0.01123    0.01004    0.00417         69        640:  18%|#8        | 31/168 [00:06<00:26,  5.08it/s]
    103/499      4.32G    0.01123    0.01004    0.00417         69        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
    103/499      4.32G    0.01122    0.01004    0.00419         74        640:  19%|#9        | 32/168 [00:06<00:26,  5.17it/s]
    103/499      4.32G    0.01122    0.01004    0.00419         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    103/499      4.32G    0.01127   0.009923    0.00417         48        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    103/499      4.32G    0.01127   0.009923    0.00417         48        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
    103/499      4.32G    0.01124   0.009886   0.004206         67        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
    103/499      4.32G    0.01124   0.009886   0.004206         67        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    103/499      4.32G    0.01119   0.009808   0.004223         54        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    103/499      4.32G    0.01119   0.009808   0.004223         54        640:  21%|##1       | 36/168 [00:06<00:25,  5.28it/s]
    103/499      4.32G    0.01115   0.009832   0.004231         80        640:  21%|##1       | 36/168 [00:07<00:25,  5.28it/s]
    103/499      4.32G    0.01115   0.009832   0.004231         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.10it/s]
    103/499      4.32G    0.01111   0.009784   0.004241         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.10it/s]
    103/499      4.32G    0.01111   0.009784   0.004241         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    103/499      4.32G    0.01111   0.009752   0.004201         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    103/499      4.32G    0.01111   0.009752   0.004201         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    103/499      4.32G    0.01112   0.009777    0.00427         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    103/499      4.32G    0.01112   0.009777    0.00427         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    103/499      4.32G    0.01109   0.009812   0.004231         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    103/499      4.32G    0.01109   0.009812   0.004231         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    103/499      4.32G     0.0111   0.009812   0.004249         68        640:  24%|##4       | 41/168 [00:08<00:24,  5.25it/s]
    103/499      4.32G     0.0111   0.009812   0.004249         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    103/499      4.32G     0.0111   0.009813   0.004231         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    103/499      4.32G     0.0111   0.009813   0.004231         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    103/499      4.32G     0.0111   0.009809   0.004264         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    103/499      4.32G     0.0111   0.009809   0.004264         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    103/499      4.32G    0.01111   0.009777   0.004227         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    103/499      4.32G    0.01111   0.009777   0.004227         55        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    103/499      4.32G    0.01112   0.009797   0.004186         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    103/499      4.32G    0.01112   0.009797   0.004186         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    103/499      4.32G    0.01112   0.009805   0.004166         60        640:  27%|##7       | 46/168 [00:09<00:23,  5.17it/s]
    103/499      4.32G    0.01112   0.009805   0.004166         60        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    103/499      4.32G     0.0111   0.009761   0.004145         58        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    103/499      4.32G     0.0111   0.009761   0.004145         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    103/499      4.32G    0.01111   0.009756   0.004104         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    103/499      4.32G    0.01111   0.009756   0.004104         55        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    103/499      4.32G    0.01108   0.009782   0.004049         76        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    103/499      4.32G    0.01108   0.009782   0.004049         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    103/499      4.32G    0.01109   0.009773   0.004057         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    103/499      4.32G    0.01109   0.009773   0.004057         57        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
    103/499      4.32G    0.01105   0.009802   0.004015         75        640:  30%|###       | 51/168 [00:10<00:22,  5.29it/s]
    103/499      4.32G    0.01105   0.009802   0.004015         75        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    103/499      4.32G    0.01105   0.009811   0.003976         64        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    103/499      4.32G    0.01105   0.009811   0.003976         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    103/499      4.32G    0.01105   0.009806   0.004029         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    103/499      4.32G    0.01105   0.009806   0.004029         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    103/499      4.32G    0.01108   0.009794   0.004069         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    103/499      4.32G    0.01108   0.009794   0.004069         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    103/499      4.32G     0.0111   0.009767   0.004062         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    103/499      4.32G     0.0111   0.009767   0.004062         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    103/499      4.32G    0.01113   0.009763   0.004099         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    103/499      4.32G    0.01113   0.009763   0.004099         61        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    103/499      4.32G    0.01112   0.009789   0.004114         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
    103/499      4.32G    0.01112   0.009789   0.004114         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    103/499      4.32G    0.01112   0.009815    0.00411         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    103/499      4.32G    0.01112   0.009815    0.00411         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    103/499      4.32G    0.01108   0.009796   0.004149         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    103/499      4.32G    0.01108   0.009796   0.004149         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    103/499      4.32G    0.01109   0.009784   0.004147         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    103/499      4.32G    0.01109   0.009784   0.004147         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    103/499      4.32G    0.01111   0.009772   0.004137         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    103/499      4.32G    0.01111   0.009772   0.004137         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    103/499      4.32G    0.01112   0.009774   0.004172         72        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    103/499      4.32G    0.01112   0.009774   0.004172         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    103/499      4.32G    0.01113   0.009793   0.004145         75        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    103/499      4.32G    0.01113   0.009793   0.004145         75        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    103/499      4.32G    0.01113   0.009785   0.004112         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    103/499      4.32G    0.01113   0.009785   0.004112         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    103/499      4.32G    0.01114   0.009816   0.004121         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    103/499      4.32G    0.01114   0.009816   0.004121         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    103/499      4.32G    0.01115   0.009824    0.00411         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    103/499      4.32G    0.01115   0.009824    0.00411         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    103/499      4.32G    0.01114   0.009825   0.004088         77        640:  40%|###9      | 67/168 [00:13<00:19,  5.16it/s]
    103/499      4.32G    0.01114   0.009825   0.004088         77        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    103/499      4.32G    0.01114   0.009828   0.004067         77        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    103/499      4.32G    0.01114   0.009828   0.004067         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    103/499      4.32G    0.01116   0.009865   0.004055         84        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    103/499      4.32G    0.01116   0.009865   0.004055         84        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    103/499      4.32G    0.01117   0.009841   0.004014         57        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    103/499      4.32G    0.01117   0.009841   0.004014         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    103/499      4.32G    0.01117   0.009822   0.004034         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    103/499      4.32G    0.01117   0.009822   0.004034         57        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    103/499      4.32G    0.01116   0.009827   0.004071         84        640:  43%|####2     | 72/168 [00:14<00:18,  5.29it/s]
    103/499      4.32G    0.01116   0.009827   0.004071         84        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    103/499      4.32G    0.01116   0.009794   0.004064         45        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    103/499      4.32G    0.01116   0.009794   0.004064         45        640:  44%|####4     | 74/168 [00:14<00:17,  5.22it/s]
    103/499      4.32G    0.01114   0.009808   0.004067         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.22it/s]
    103/499      4.32G    0.01114   0.009808   0.004067         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
    103/499      4.32G    0.01115   0.009814   0.004147         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
    103/499      4.32G    0.01115   0.009814   0.004147         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    103/499      4.32G    0.01115   0.009811   0.004163         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    103/499      4.32G    0.01115   0.009811   0.004163         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    103/499      4.32G    0.01115   0.009797   0.004166         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    103/499      4.32G    0.01115   0.009797   0.004166         62        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    103/499      4.32G    0.01114    0.00978   0.004251         62        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    103/499      4.32G    0.01114    0.00978   0.004251         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    103/499      4.32G    0.01115   0.009779   0.004232         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    103/499      4.32G    0.01115   0.009779   0.004232         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    103/499      4.32G    0.01118    0.00981   0.004237         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    103/499      4.32G    0.01118    0.00981   0.004237         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
    103/499      4.32G     0.0112   0.009785   0.004262         56        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
    103/499      4.32G     0.0112   0.009785   0.004262         56        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    103/499      4.32G     0.0112   0.009778   0.004278         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    103/499      4.32G     0.0112   0.009778   0.004278         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
    103/499      4.32G     0.0112   0.009767   0.004245         57        640:  49%|####9     | 83/168 [00:16<00:16,  5.25it/s]
    103/499      4.32G     0.0112   0.009767   0.004245         57        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    103/499      4.32G    0.01119   0.009772   0.004228         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    103/499      4.32G    0.01119   0.009772   0.004228         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    103/499      4.32G    0.01118   0.009779   0.004233         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    103/499      4.32G    0.01118   0.009779   0.004233         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    103/499      4.32G     0.0112    0.00979   0.004224         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    103/499      4.32G     0.0112    0.00979   0.004224         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    103/499      4.32G     0.0112   0.009786   0.004248         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    103/499      4.32G     0.0112   0.009786   0.004248         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    103/499      4.32G    0.01119   0.009763   0.004228         56        640:  52%|#####2    | 88/168 [00:17<00:15,  5.17it/s]
    103/499      4.32G    0.01119   0.009763   0.004228         56        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    103/499      4.32G     0.0112   0.009784   0.004234         82        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    103/499      4.32G     0.0112   0.009784   0.004234         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    103/499      4.32G     0.0112   0.009768   0.004224         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    103/499      4.32G     0.0112   0.009768   0.004224         60        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    103/499      4.32G     0.0112   0.009748   0.004226         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    103/499      4.32G     0.0112   0.009748   0.004226         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.20it/s]
    103/499      4.32G    0.01121   0.009737    0.00425         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.20it/s]
    103/499      4.32G    0.01121   0.009737    0.00425         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    103/499      4.32G     0.0112   0.009743   0.004271         72        640:  55%|#####5    | 93/168 [00:18<00:14,  5.27it/s]
    103/499      4.32G     0.0112   0.009743   0.004271         72        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
    103/499      4.32G    0.01124   0.009728   0.004277         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
    103/499      4.32G    0.01124   0.009728   0.004277         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    103/499      4.32G    0.01125   0.009708    0.00426         55        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    103/499      4.32G    0.01125   0.009708    0.00426         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    103/499      4.32G    0.01125    0.00969   0.004252         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    103/499      4.32G    0.01125    0.00969   0.004252         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    103/499      4.32G    0.01124   0.009701   0.004232         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    103/499      4.32G    0.01124   0.009701   0.004232         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    103/499      4.32G    0.01124   0.009699    0.00426         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    103/499      4.32G    0.01124   0.009699    0.00426         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    103/499      4.32G    0.01123   0.009714   0.004255         77        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
    103/499      4.32G    0.01123   0.009714   0.004255         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    103/499      4.32G    0.01122   0.009692    0.00426         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    103/499      4.32G    0.01122   0.009692    0.00426         65        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    103/499      4.32G    0.01121   0.009672   0.004244         53        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    103/499      4.32G    0.01121   0.009672   0.004244         53        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    103/499      4.32G    0.01122   0.009673   0.004242         69        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    103/499      4.32G    0.01122   0.009673   0.004242         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    103/499      4.32G    0.01121   0.009664   0.004245         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    103/499      4.32G    0.01121   0.009664   0.004245         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    103/499      4.32G    0.01123   0.009691   0.004254         78        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    103/499      4.32G    0.01123   0.009691   0.004254         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    103/499      4.32G    0.01123   0.009684   0.004249         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    103/499      4.32G    0.01123   0.009684   0.004249         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    103/499      4.32G    0.01123   0.009691   0.004244         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    103/499      4.32G    0.01123   0.009691   0.004244         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    103/499      4.32G    0.01123   0.009694   0.004243         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    103/499      4.32G    0.01123   0.009694   0.004243         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    103/499      4.32G    0.01123   0.009683   0.004226         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    103/499      4.32G    0.01123   0.009683   0.004226         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    103/499      4.32G    0.01124   0.009692   0.004223         71        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
    103/499      4.32G    0.01124   0.009692   0.004223         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    103/499      4.32G    0.01125   0.009724   0.004221         85        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    103/499      4.32G    0.01125   0.009724   0.004221         85        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    103/499      4.32G    0.01126   0.009749   0.004216         82        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    103/499      4.32G    0.01126   0.009749   0.004216         82        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    103/499      4.32G    0.01125   0.009741   0.004193         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    103/499      4.32G    0.01125   0.009741   0.004193         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    103/499      4.32G    0.01127   0.009736    0.00419         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    103/499      4.32G    0.01127   0.009736    0.00419         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    103/499      4.32G    0.01128   0.009744   0.004219         65        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
    103/499      4.32G    0.01128   0.009744   0.004219         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
    103/499      4.32G    0.01128   0.009738   0.004207         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
    103/499      4.32G    0.01128   0.009738   0.004207         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    103/499      4.32G    0.01128   0.009753   0.004192         76        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    103/499      4.32G    0.01128   0.009753   0.004192         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    103/499      4.32G     0.0113   0.009756   0.004224         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    103/499      4.32G     0.0113   0.009756   0.004224         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    103/499      4.32G    0.01131   0.009759   0.004247         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    103/499      4.32G    0.01131   0.009759   0.004247         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    103/499      4.32G    0.01132   0.009761   0.004287         71        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
    103/499      4.32G    0.01132   0.009761   0.004287         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
    103/499      4.32G    0.01131    0.00975   0.004307         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
    103/499      4.32G    0.01131    0.00975   0.004307         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    103/499      4.32G    0.01135   0.009761   0.004313         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    103/499      4.32G    0.01135   0.009761   0.004313         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    103/499      4.32G    0.01135   0.009755   0.004305         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    103/499      4.32G    0.01135   0.009755   0.004305         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    103/499      4.32G    0.01134   0.009748   0.004303         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    103/499      4.32G    0.01134   0.009748   0.004303         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    103/499      4.32G    0.01134   0.009755    0.00431         83        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    103/499      4.32G    0.01134   0.009755    0.00431         83        640:  74%|#######4  | 125/168 [00:23<00:08,  5.14it/s]
    103/499      4.32G    0.01135   0.009757   0.004316         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.14it/s]
    103/499      4.32G    0.01135   0.009757   0.004316         65        640:  75%|#######5  | 126/168 [00:24<00:08,  5.22it/s]
    103/499      4.32G    0.01135   0.009786   0.004299         90        640:  75%|#######5  | 126/168 [00:24<00:08,  5.22it/s]
    103/499      4.32G    0.01135   0.009786   0.004299         90        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    103/499      4.32G    0.01135   0.009796   0.004297         82        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    103/499      4.32G    0.01135   0.009796   0.004297         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
    103/499      4.32G    0.01136   0.009784    0.00432         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
    103/499      4.32G    0.01136   0.009784    0.00432         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
    103/499      4.32G    0.01136   0.009802   0.004325         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
    103/499      4.32G    0.01136   0.009802   0.004325         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    103/499      4.32G    0.01135   0.009807   0.004317         75        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    103/499      4.32G    0.01135   0.009807   0.004317         75        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    103/499      4.32G    0.01137   0.009795   0.004321         50        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    103/499      4.32G    0.01137   0.009795   0.004321         50        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    103/499      4.32G    0.01137   0.009796   0.004303         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    103/499      4.32G    0.01137   0.009796   0.004303         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    103/499      4.32G    0.01138   0.009788   0.004295         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    103/499      4.32G    0.01138   0.009788   0.004295         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
    103/499      4.32G     0.0114   0.009805   0.004292         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
    103/499      4.32G     0.0114   0.009805   0.004292         73        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    103/499      4.32G     0.0114   0.009805   0.004312         62        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
    103/499      4.32G     0.0114   0.009805   0.004312         62        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
    103/499      4.32G     0.0114   0.009801   0.004296         75        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
    103/499      4.32G     0.0114   0.009801   0.004296         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.17it/s]
    103/499      4.32G     0.0114     0.0098   0.004273         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.17it/s]
    103/499      4.32G     0.0114     0.0098   0.004273         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.27it/s]
    103/499      4.32G    0.01139   0.009798    0.00428         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.27it/s]
    103/499      4.32G    0.01139   0.009798    0.00428         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    103/499      4.32G    0.01138   0.009796   0.004283         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    103/499      4.32G    0.01138   0.009796   0.004283         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    103/499      4.32G    0.01139    0.00978   0.004294         60        640:  83%|########3 | 140/168 [00:27<00:05,  5.24it/s]
    103/499      4.32G    0.01139    0.00978   0.004294         60        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    103/499      4.32G     0.0114   0.009781   0.004275         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    103/499      4.32G     0.0114   0.009781   0.004275         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    103/499      4.32G    0.01141   0.009777   0.004258         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    103/499      4.32G    0.01141   0.009777   0.004258         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    103/499      4.32G    0.01141   0.009777    0.00425         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    103/499      4.32G    0.01141   0.009777    0.00425         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.25it/s]
    103/499      4.32G    0.01141   0.009764   0.004241         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.25it/s]
    103/499      4.32G    0.01141   0.009764   0.004241         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
    103/499      4.32G    0.01141   0.009787   0.004245         88        640:  86%|########6 | 145/168 [00:28<00:04,  5.12it/s]
    103/499      4.32G    0.01141   0.009787   0.004245         88        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
    103/499      4.32G    0.01142   0.009788   0.004266         72        640:  87%|########6 | 146/168 [00:28<00:04,  5.19it/s]
    103/499      4.32G    0.01142   0.009788   0.004266         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    103/499      4.32G    0.01142   0.009804   0.004268         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    103/499      4.32G    0.01142   0.009804   0.004268         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    103/499      4.32G    0.01141   0.009797   0.004279         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    103/499      4.32G    0.01141   0.009797   0.004279         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    103/499      4.32G    0.01141   0.009816   0.004262         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    103/499      4.32G    0.01141   0.009816   0.004262         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    103/499      4.32G    0.01142   0.009822    0.00428         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    103/499      4.32G    0.01142   0.009822    0.00428         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    103/499      4.32G    0.01144   0.009813   0.004264         54        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
    103/499      4.32G    0.01144   0.009813   0.004264         54        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    103/499      4.32G    0.01145   0.009818   0.004252         62        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    103/499      4.32G    0.01145   0.009818   0.004252         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
    103/499      4.32G    0.01146   0.009824   0.004241         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
    103/499      4.32G    0.01146   0.009824   0.004241         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    103/499      4.32G    0.01145    0.00984   0.004252         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    103/499      4.32G    0.01145    0.00984   0.004252         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    103/499      4.32G    0.01145    0.00985   0.004237         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    103/499      4.32G    0.01145    0.00985   0.004237         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    103/499      4.32G    0.01147   0.009861   0.004257         61        640:  93%|#########2| 156/168 [00:30<00:02,  5.30it/s]
    103/499      4.32G    0.01147   0.009861   0.004257         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    103/499      4.32G    0.01148   0.009854   0.004249         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    103/499      4.32G    0.01148   0.009854   0.004249         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    103/499      4.32G    0.01148   0.009854   0.004254         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    103/499      4.32G    0.01148   0.009854   0.004254         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    103/499      4.32G    0.01149   0.009859   0.004247         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    103/499      4.32G    0.01149   0.009859   0.004247         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    103/499      4.32G    0.01149   0.009865    0.00427         85        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    103/499      4.32G    0.01149   0.009865    0.00427         85        640:  96%|#########5| 161/168 [00:30<00:01,  5.18it/s]
    103/499      4.32G    0.01148   0.009852   0.004282         63        640:  96%|#########5| 161/168 [00:31<00:01,  5.18it/s]
    103/499      4.32G    0.01148   0.009852   0.004282         63        640:  96%|#########6| 162/168 [00:31<00:01,  5.21it/s]
    103/499      4.32G    0.01149   0.009856   0.004286         77        640:  96%|#########6| 162/168 [00:31<00:01,  5.21it/s]
    103/499      4.32G    0.01149   0.009856   0.004286         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.10it/s]
    103/499      4.32G    0.01151   0.009871   0.004289         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.10it/s]
    103/499      4.32G    0.01151   0.009871   0.004289         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.16it/s]
    103/499      4.32G    0.01152   0.009874    0.00433         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.16it/s]
    103/499      4.32G    0.01152   0.009874    0.00433         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    103/499      4.32G    0.01153   0.009874   0.004347         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    103/499      4.32G    0.01153   0.009874   0.004347         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.12it/s]
    103/499      4.32G    0.01153   0.009875    0.00435         62        640:  99%|#########8| 166/168 [00:32<00:00,  5.12it/s]
    103/499      4.32G    0.01153   0.009875    0.00435         62        640:  99%|#########9| 167/168 [00:32<00:00,  5.20it/s]
    103/499      4.32G    0.01155   0.009897   0.004345         31        640:  99%|#########9| 167/168 [00:32<00:00,  5.20it/s]
    103/499      4.32G    0.01155   0.009897   0.004345         31        640: 100%|##########| 168/168 [00:32<00:00,  5.33it/s]
    103/499      4.32G    0.01155   0.009897   0.004345         31        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.805      0.831      0.854      0.735

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    104/499      4.32G    0.01111    0.01023    0.00549         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
    104/499      4.32G    0.01111    0.01023    0.00549         66        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    104/499      4.32G    0.01172    0.01056   0.004716         79        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    104/499      4.32G    0.01172    0.01056   0.004716         79        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    104/499      4.32G     0.0117    0.01031   0.003813         62        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    104/499      4.32G     0.0117    0.01031   0.003813         62        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    104/499      4.32G    0.01152    0.01046   0.003728         89        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    104/499      4.32G    0.01152    0.01046   0.003728         89        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    104/499      4.32G     0.0114    0.01045   0.003393         81        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    104/499      4.32G     0.0114    0.01045   0.003393         81        640:   3%|2         | 5/168 [00:00<00:31,  5.15it/s]
    104/499      4.32G    0.01166    0.01036   0.003817         63        640:   3%|2         | 5/168 [00:01<00:31,  5.15it/s]
    104/499      4.32G    0.01166    0.01036   0.003817         63        640:   4%|3         | 6/168 [00:01<00:30,  5.23it/s]
    104/499      4.32G    0.01182    0.01056   0.003716         68        640:   4%|3         | 6/168 [00:01<00:30,  5.23it/s]
    104/499      4.32G    0.01182    0.01056   0.003716         68        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    104/499      4.32G    0.01152    0.01011   0.003458         54        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    104/499      4.32G    0.01152    0.01011   0.003458         54        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    104/499      4.32G    0.01159    0.01001   0.003721         62        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    104/499      4.32G    0.01159    0.01001   0.003721         62        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    104/499      4.32G    0.01157   0.009737   0.003761         61        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    104/499      4.32G    0.01157   0.009737   0.003761         61        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    104/499      4.32G    0.01159   0.009947    0.00395         76        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    104/499      4.32G    0.01159   0.009947    0.00395         76        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    104/499      4.32G     0.0116    0.01004   0.004257         71        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    104/499      4.32G     0.0116    0.01004   0.004257         71        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    104/499      4.32G    0.01158   0.009953   0.004273         64        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    104/499      4.32G    0.01158   0.009953   0.004273         64        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    104/499      4.32G    0.01159   0.009927   0.004294         65        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    104/499      4.32G    0.01159   0.009927   0.004294         65        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    104/499      4.32G    0.01166   0.009949   0.004249         77        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    104/499      4.32G    0.01166   0.009949   0.004249         77        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    104/499      4.32G     0.0116   0.009963   0.004298         79        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    104/499      4.32G     0.0116   0.009963   0.004298         79        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    104/499      4.32G    0.01161   0.009947   0.004366         67        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    104/499      4.32G    0.01161   0.009947   0.004366         67        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    104/499      4.32G    0.01159   0.009856   0.004264         55        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    104/499      4.32G    0.01159   0.009856   0.004264         55        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    104/499      4.32G     0.0115   0.009858   0.004326         71        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    104/499      4.32G     0.0115   0.009858   0.004326         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    104/499      4.32G    0.01143   0.009818   0.004209         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    104/499      4.32G    0.01143   0.009818   0.004209         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    104/499      4.32G    0.01146   0.009795   0.004149         69        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    104/499      4.32G    0.01146   0.009795   0.004149         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    104/499      4.32G     0.0115   0.009759   0.004123         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    104/499      4.32G     0.0115   0.009759   0.004123         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    104/499      4.32G    0.01153   0.009941   0.004085         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    104/499      4.32G    0.01153   0.009941   0.004085         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    104/499      4.32G    0.01157   0.009952   0.004054         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    104/499      4.32G    0.01157   0.009952   0.004054         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    104/499      4.32G    0.01162   0.009885   0.004091         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    104/499      4.32G    0.01162   0.009885   0.004091         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    104/499      4.32G    0.01161   0.009914   0.004087         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    104/499      4.32G    0.01161   0.009914   0.004087         75        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    104/499      4.32G    0.01171   0.009986   0.004097         70        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    104/499      4.32G    0.01171   0.009986   0.004097         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.22it/s]
    104/499      4.32G    0.01168   0.009958   0.004258         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.22it/s]
    104/499      4.32G    0.01168   0.009958   0.004258         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.09it/s]
    104/499      4.32G    0.01171   0.009958   0.004185         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.09it/s]
    104/499      4.32G    0.01171   0.009958   0.004185         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
    104/499      4.32G     0.0117    0.01002   0.004172         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
    104/499      4.32G     0.0117    0.01002   0.004172         69        640:  18%|#7        | 30/168 [00:05<00:26,  5.25it/s]
    104/499      4.32G    0.01166    0.01002   0.004143         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.25it/s]
    104/499      4.32G    0.01166    0.01002   0.004143         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.10it/s]
    104/499      4.32G    0.01168   0.009975    0.00414         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.10it/s]
    104/499      4.32G    0.01168   0.009975    0.00414         63        640:  19%|#9        | 32/168 [00:06<00:26,  5.10it/s]
    104/499      4.32G    0.01168   0.009943   0.004137         63        640:  19%|#9        | 32/168 [00:06<00:26,  5.10it/s]
    104/499      4.32G    0.01168   0.009943   0.004137         63        640:  20%|#9        | 33/168 [00:06<00:26,  5.18it/s]
    104/499      4.32G     0.0117   0.009941   0.004182         73        640:  20%|#9        | 33/168 [00:06<00:26,  5.18it/s]
    104/499      4.32G     0.0117   0.009941   0.004182         73        640:  20%|##        | 34/168 [00:06<00:26,  5.04it/s]
    104/499      4.32G    0.01177    0.01001    0.00421         79        640:  20%|##        | 34/168 [00:06<00:26,  5.04it/s]
    104/499      4.32G    0.01177    0.01001    0.00421         79        640:  21%|##        | 35/168 [00:06<00:26,  5.10it/s]
    104/499      4.32G    0.01183    0.01002   0.004186         58        640:  21%|##        | 35/168 [00:06<00:26,  5.10it/s]
    104/499      4.32G    0.01183    0.01002   0.004186         58        640:  21%|##1       | 36/168 [00:06<00:25,  5.21it/s]
    104/499      4.32G    0.01178   0.009986   0.004296         62        640:  21%|##1       | 36/168 [00:07<00:25,  5.21it/s]
    104/499      4.32G    0.01178   0.009986   0.004296         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.09it/s]
    104/499      4.32G    0.01182    0.01005   0.004394         85        640:  22%|##2       | 37/168 [00:07<00:25,  5.09it/s]
    104/499      4.32G    0.01182    0.01005   0.004394         85        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    104/499      4.32G    0.01186    0.01007    0.00447         68        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    104/499      4.32G    0.01186    0.01007    0.00447         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    104/499      4.32G    0.01189    0.01006   0.004424         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    104/499      4.32G    0.01189    0.01006   0.004424         73        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
    104/499      4.32G    0.01186    0.01007   0.004438         69        640:  24%|##3       | 40/168 [00:07<00:25,  5.09it/s]
    104/499      4.32G    0.01186    0.01007   0.004438         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.20it/s]
    104/499      4.32G    0.01184    0.01005   0.004371         74        640:  24%|##4       | 41/168 [00:08<00:24,  5.20it/s]
    104/499      4.32G    0.01184    0.01005   0.004371         74        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
    104/499      4.32G    0.01186    0.01003   0.004372         70        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
    104/499      4.32G    0.01186    0.01003   0.004372         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    104/499      4.32G    0.01182    0.01003   0.004337         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    104/499      4.32G    0.01182    0.01003   0.004337         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    104/499      4.32G    0.01187   0.009991   0.004386         50        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    104/499      4.32G    0.01187   0.009991   0.004386         50        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    104/499      4.32G    0.01186   0.009965   0.004407         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    104/499      4.32G    0.01186   0.009965   0.004407         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    104/499      4.32G    0.01185   0.009974   0.004377         65        640:  27%|##7       | 46/168 [00:09<00:23,  5.16it/s]
    104/499      4.32G    0.01185   0.009974   0.004377         65        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    104/499      4.32G    0.01182   0.009983   0.004426         81        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    104/499      4.32G    0.01182   0.009983   0.004426         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    104/499      4.32G     0.0118    0.01001   0.004435         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    104/499      4.32G     0.0118    0.01001   0.004435         78        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    104/499      4.32G    0.01176    0.00994    0.00448         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    104/499      4.32G    0.01176    0.00994    0.00448         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    104/499      4.32G    0.01177   0.009971   0.004486         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    104/499      4.32G    0.01177   0.009971   0.004486         69        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    104/499      4.32G    0.01178       0.01   0.004462         78        640:  30%|###       | 51/168 [00:10<00:22,  5.25it/s]
    104/499      4.32G    0.01178       0.01   0.004462         78        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    104/499      4.32G    0.01173   0.009947   0.004472         57        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    104/499      4.32G    0.01173   0.009947   0.004472         57        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    104/499      4.32G    0.01173   0.009961   0.004417         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    104/499      4.32G    0.01173   0.009961   0.004417         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    104/499      4.32G    0.01172   0.009969   0.004395         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    104/499      4.32G    0.01172   0.009969   0.004395         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    104/499      4.32G    0.01174    0.01002   0.004404         85        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    104/499      4.32G    0.01174    0.01002   0.004404         85        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    104/499      4.32G    0.01172    0.01005   0.004375         90        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    104/499      4.32G    0.01172    0.01005   0.004375         90        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    104/499      4.32G    0.01172    0.01007    0.00435         81        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
    104/499      4.32G    0.01172    0.01007    0.00435         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    104/499      4.32G    0.01173     0.0101    0.00432         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    104/499      4.32G    0.01173     0.0101    0.00432         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    104/499      4.32G    0.01171    0.01009   0.004342         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    104/499      4.32G    0.01171    0.01009   0.004342         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    104/499      4.32G    0.01174    0.01013   0.004338         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    104/499      4.32G    0.01174    0.01013   0.004338         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    104/499      4.32G    0.01173    0.01015   0.004351         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    104/499      4.32G    0.01173    0.01015   0.004351         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
    104/499      4.32G    0.01172    0.01016   0.004327         71        640:  37%|###6      | 62/168 [00:12<00:20,  5.20it/s]
    104/499      4.32G    0.01172    0.01016   0.004327         71        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    104/499      4.32G    0.01171    0.01012   0.004312         67        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    104/499      4.32G    0.01171    0.01012   0.004312         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    104/499      4.32G    0.01168    0.01011   0.004327         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    104/499      4.32G    0.01168    0.01011   0.004327         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    104/499      4.32G    0.01169     0.0101   0.004339         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    104/499      4.32G    0.01169     0.0101   0.004339         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
    104/499      4.32G    0.01171     0.0101   0.004351         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
    104/499      4.32G    0.01171     0.0101   0.004351         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.06it/s]
    104/499      4.32G    0.01171    0.01008    0.00436         65        640:  40%|###9      | 67/168 [00:13<00:19,  5.06it/s]
    104/499      4.32G    0.01171    0.01008    0.00436         65        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
    104/499      4.32G    0.01172    0.01008   0.004382         70        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
    104/499      4.32G    0.01172    0.01008   0.004382         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
    104/499      4.32G    0.01167    0.01005   0.004394         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
    104/499      4.32G    0.01167    0.01005   0.004394         63        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
    104/499      4.32G    0.01168    0.01008   0.004385         76        640:  42%|####1     | 70/168 [00:13<00:19,  5.12it/s]
    104/499      4.32G    0.01168    0.01008   0.004385         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    104/499      4.32G    0.01167    0.01007   0.004413         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    104/499      4.32G    0.01167    0.01007   0.004413         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    104/499      4.32G    0.01166    0.01006   0.004396         70        640:  43%|####2     | 72/168 [00:14<00:18,  5.28it/s]
    104/499      4.32G    0.01166    0.01006   0.004396         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    104/499      4.32G    0.01167    0.01008   0.004346         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    104/499      4.32G    0.01167    0.01008   0.004346         72        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    104/499      4.32G    0.01165    0.01007    0.00438         63        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    104/499      4.32G    0.01165    0.01007    0.00438         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
    104/499      4.32G    0.01165    0.01006   0.004349         52        640:  45%|####4     | 75/168 [00:14<00:17,  5.25it/s]
    104/499      4.32G    0.01165    0.01006   0.004349         52        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    104/499      4.32G    0.01165    0.01002   0.004354         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    104/499      4.32G    0.01165    0.01002   0.004354         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.09it/s]
    104/499      4.32G    0.01165    0.01006    0.00434         84        640:  46%|####5     | 77/168 [00:14<00:17,  5.09it/s]
    104/499      4.32G    0.01165    0.01006    0.00434         84        640:  46%|####6     | 78/168 [00:14<00:17,  5.20it/s]
    104/499      4.32G    0.01164    0.01003   0.004333         65        640:  46%|####6     | 78/168 [00:15<00:17,  5.20it/s]
    104/499      4.32G    0.01164    0.01003   0.004333         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.07it/s]
    104/499      4.32G    0.01161    0.01002   0.004309         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.07it/s]
    104/499      4.32G    0.01161    0.01002   0.004309         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.18it/s]
    104/499      4.32G    0.01162    0.01002   0.004285         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.18it/s]
    104/499      4.32G    0.01162    0.01002   0.004285         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.23it/s]
    104/499      4.32G    0.01162       0.01   0.004259         52        640:  48%|####8     | 81/168 [00:15<00:16,  5.23it/s]
    104/499      4.32G    0.01162       0.01   0.004259         52        640:  49%|####8     | 82/168 [00:15<00:16,  5.07it/s]
    104/499      4.32G    0.01165    0.01001     0.0043         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.07it/s]
    104/499      4.32G    0.01165    0.01001     0.0043         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.15it/s]
    104/499      4.32G    0.01165   0.009981   0.004303         55        640:  49%|####9     | 83/168 [00:16<00:16,  5.15it/s]
    104/499      4.32G    0.01165   0.009981   0.004303         55        640:  50%|#####     | 84/168 [00:16<00:16,  5.20it/s]
    104/499      4.32G    0.01163    0.00997   0.004303         70        640:  50%|#####     | 84/168 [00:16<00:16,  5.20it/s]
    104/499      4.32G    0.01163    0.00997   0.004303         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.06it/s]
    104/499      4.32G    0.01162   0.009989   0.004323         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.06it/s]
    104/499      4.32G    0.01162   0.009989   0.004323         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.16it/s]
    104/499      4.32G    0.01162   0.009999   0.004329         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.16it/s]
    104/499      4.32G    0.01162   0.009999   0.004329         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.19it/s]
    104/499      4.32G    0.01163    0.01002   0.004334         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.19it/s]
    104/499      4.32G    0.01163    0.01002   0.004334         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.08it/s]
    104/499      4.32G    0.01163    0.01001    0.00434         69        640:  52%|#####2    | 88/168 [00:17<00:15,  5.08it/s]
    104/499      4.32G    0.01163    0.01001    0.00434         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.18it/s]
    104/499      4.32G    0.01164    0.01002   0.004308         73        640:  53%|#####2    | 89/168 [00:17<00:15,  5.18it/s]
    104/499      4.32G    0.01164    0.01002   0.004308         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
    104/499      4.32G    0.01164    0.01003   0.004303         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
    104/499      4.32G    0.01164    0.01003   0.004303         71        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
    104/499      4.32G    0.01165    0.01006   0.004293         74        640:  54%|#####4    | 91/168 [00:17<00:15,  5.10it/s]
    104/499      4.32G    0.01165    0.01006   0.004293         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
    104/499      4.32G    0.01165    0.01004   0.004269         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.18it/s]
    104/499      4.32G    0.01165    0.01004   0.004269         56        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
    104/499      4.32G    0.01163    0.01001   0.004252         57        640:  55%|#####5    | 93/168 [00:18<00:14,  5.24it/s]
    104/499      4.32G    0.01163    0.01001   0.004252         57        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
    104/499      4.32G    0.01163    0.01004    0.00423         83        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
    104/499      4.32G    0.01163    0.01004    0.00423         83        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    104/499      4.32G    0.01162    0.01002   0.004216         65        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    104/499      4.32G    0.01162    0.01002   0.004216         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    104/499      4.32G    0.01162    0.01002   0.004201         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    104/499      4.32G    0.01162    0.01002   0.004201         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    104/499      4.32G    0.01165    0.01002   0.004218         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    104/499      4.32G    0.01165    0.01002   0.004218         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
    104/499      4.32G    0.01167    0.01004   0.004232         67        640:  58%|#####8    | 98/168 [00:19<00:13,  5.21it/s]
    104/499      4.32G    0.01167    0.01004   0.004232         67        640:  59%|#####8    | 99/168 [00:19<00:13,  5.25it/s]
    104/499      4.32G    0.01165    0.01002    0.00424         71        640:  59%|#####8    | 99/168 [00:19<00:13,  5.25it/s]
    104/499      4.32G    0.01165    0.01002    0.00424         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    104/499      4.32G    0.01166    0.01002   0.004252         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    104/499      4.32G    0.01166    0.01002   0.004252         63        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
    104/499      4.32G    0.01165    0.01003   0.004241         78        640:  60%|######    | 101/168 [00:19<00:12,  5.20it/s]
    104/499      4.32G    0.01165    0.01003   0.004241         78        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    104/499      4.32G    0.01164    0.01002   0.004234         74        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    104/499      4.32G    0.01164    0.01002   0.004234         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    104/499      4.32G    0.01165    0.01006   0.004243         88        640:  61%|######1   | 103/168 [00:20<00:12,  5.12it/s]
    104/499      4.32G    0.01165    0.01006   0.004243         88        640:  62%|######1   | 104/168 [00:20<00:12,  5.18it/s]
    104/499      4.32G    0.01164    0.01004   0.004229         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.18it/s]
    104/499      4.32G    0.01164    0.01004   0.004229         69        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
    104/499      4.32G    0.01164    0.01003   0.004205         63        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
    104/499      4.32G    0.01164    0.01003   0.004205         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.10it/s]
    104/499      4.32G    0.01163    0.01003   0.004212         81        640:  63%|######3   | 106/168 [00:20<00:12,  5.10it/s]
    104/499      4.32G    0.01163    0.01003   0.004212         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
    104/499      4.32G    0.01162    0.01001   0.004183         50        640:  64%|######3   | 107/168 [00:20<00:11,  5.19it/s]
    104/499      4.32G    0.01162    0.01001   0.004183         50        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
    104/499      4.32G    0.01161       0.01   0.004158         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
    104/499      4.32G    0.01161       0.01   0.004158         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
    104/499      4.32G    0.01162    0.01002   0.004143         81        640:  65%|######4   | 109/168 [00:21<00:11,  5.14it/s]
    104/499      4.32G    0.01162    0.01002   0.004143         81        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    104/499      4.32G    0.01163    0.01002   0.004142         70        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    104/499      4.32G    0.01163    0.01002   0.004142         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    104/499      4.32G    0.01162    0.01001   0.004131         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    104/499      4.32G    0.01162    0.01001   0.004131         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
    104/499      4.32G    0.01159   0.009981   0.004147         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
    104/499      4.32G    0.01159   0.009981   0.004147         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
    104/499      4.32G    0.01158   0.009986   0.004136         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
    104/499      4.32G    0.01158   0.009986   0.004136         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    104/499      4.32G    0.01157    0.00997   0.004154         69        640:  68%|######7   | 114/168 [00:22<00:10,  5.26it/s]
    104/499      4.32G    0.01157    0.00997   0.004154         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.09it/s]
    104/499      4.32G    0.01157   0.009972   0.004154         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.09it/s]
    104/499      4.32G    0.01157   0.009972   0.004154         73        640:  69%|######9   | 116/168 [00:22<00:10,  5.18it/s]
    104/499      4.32G    0.01158   0.009974   0.004144         67        640:  69%|######9   | 116/168 [00:22<00:10,  5.18it/s]
    104/499      4.32G    0.01158   0.009974   0.004144         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    104/499      4.32G    0.01157    0.00999   0.004146         83        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    104/499      4.32G    0.01157    0.00999   0.004146         83        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    104/499      4.32G    0.01156   0.009981   0.004127         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    104/499      4.32G    0.01156   0.009981   0.004127         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    104/499      4.32G    0.01156    0.00999   0.004122         76        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
    104/499      4.32G    0.01156    0.00999   0.004122         76        640:  71%|#######1  | 120/168 [00:23<00:09,  5.25it/s]
    104/499      4.32G    0.01157   0.009977   0.004107         48        640:  71%|#######1  | 120/168 [00:23<00:09,  5.25it/s]
    104/499      4.32G    0.01157   0.009977   0.004107         48        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    104/499      4.32G    0.01155   0.009986   0.004096         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    104/499      4.32G    0.01155   0.009986   0.004096         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    104/499      4.32G    0.01154    0.00998   0.004082         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    104/499      4.32G    0.01154    0.00998   0.004082         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
    104/499      4.32G    0.01155   0.009978   0.004083         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.25it/s]
    104/499      4.32G    0.01155   0.009978   0.004083         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.11it/s]
    104/499      4.32G    0.01156    0.01001   0.004074         90        640:  74%|#######3  | 124/168 [00:24<00:08,  5.11it/s]
    104/499      4.32G    0.01156    0.01001   0.004074         90        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
    104/499      4.32G    0.01158    0.01001   0.004069         64        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
    104/499      4.32G    0.01158    0.01001   0.004069         64        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    104/499      4.32G    0.01158   0.009987   0.004072         52        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    104/499      4.32G    0.01158   0.009987   0.004072         52        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    104/499      4.32G    0.01157   0.009997   0.004047         68        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    104/499      4.32G    0.01157   0.009997   0.004047         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.18it/s]
    104/499      4.32G    0.01157   0.009991   0.004041         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.18it/s]
    104/499      4.32G    0.01157   0.009991   0.004041         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.24it/s]
    104/499      4.32G    0.01156   0.009996   0.004075         67        640:  77%|#######6  | 129/168 [00:25<00:07,  5.24it/s]
    104/499      4.32G    0.01156   0.009996   0.004075         67        640:  77%|#######7  | 130/168 [00:25<00:07,  5.04it/s]
    104/499      4.32G    0.01156   0.009995   0.004073         76        640:  77%|#######7  | 130/168 [00:25<00:07,  5.04it/s]
    104/499      4.32G    0.01156   0.009995   0.004073         76        640:  78%|#######7  | 131/168 [00:25<00:07,  5.15it/s]
    104/499      4.32G    0.01154   0.009985    0.00408         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.15it/s]
    104/499      4.32G    0.01154   0.009985    0.00408         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.22it/s]
    104/499      4.32G    0.01155   0.009983   0.004074         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.22it/s]
    104/499      4.32G    0.01155   0.009983   0.004074         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
    104/499      4.32G    0.01156   0.009979    0.00407         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
    104/499      4.32G    0.01156   0.009979    0.00407         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
    104/499      4.32G    0.01156   0.009993   0.004061         76        640:  80%|#######9  | 134/168 [00:26<00:06,  5.20it/s]
    104/499      4.32G    0.01156   0.009993   0.004061         76        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
    104/499      4.32G    0.01155   0.009972   0.004073         58        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
    104/499      4.32G    0.01155   0.009972   0.004073         58        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
    104/499      4.32G    0.01155   0.009979   0.004078         81        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
    104/499      4.32G    0.01155   0.009979   0.004078         81        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
    104/499      4.32G    0.01154   0.009972   0.004102         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
    104/499      4.32G    0.01154   0.009972   0.004102         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    104/499      4.32G    0.01154   0.009972   0.004097         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    104/499      4.32G    0.01154   0.009972   0.004097         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    104/499      4.32G    0.01153   0.009966   0.004084         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    104/499      4.32G    0.01153   0.009966   0.004084         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    104/499      4.32G    0.01154   0.009956   0.004073         66        640:  83%|########3 | 140/168 [00:27<00:05,  5.23it/s]
    104/499      4.32G    0.01154   0.009956   0.004073         66        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    104/499      4.32G    0.01153   0.009957   0.004068         79        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    104/499      4.32G    0.01153   0.009957   0.004068         79        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    104/499      4.32G    0.01153   0.009942   0.004079         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    104/499      4.32G    0.01153   0.009942   0.004079         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    104/499      4.32G    0.01153   0.009932   0.004069         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    104/499      4.32G    0.01153   0.009932   0.004069         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    104/499      4.32G    0.01152   0.009938   0.004088         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    104/499      4.32G    0.01152   0.009938   0.004088         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    104/499      4.32G    0.01152    0.00994   0.004083         62        640:  86%|########6 | 145/168 [00:28<00:04,  5.14it/s]
    104/499      4.32G    0.01152    0.00994   0.004083         62        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
    104/499      4.32G    0.01152   0.009925   0.004077         63        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
    104/499      4.32G    0.01152   0.009925   0.004077         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
    104/499      4.32G    0.01152   0.009928   0.004076         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.25it/s]
    104/499      4.32G    0.01152   0.009928   0.004076         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.07it/s]
    104/499      4.32G    0.01151   0.009933   0.004073         87        640:  88%|########8 | 148/168 [00:28<00:03,  5.07it/s]
    104/499      4.32G    0.01151   0.009933   0.004073         87        640:  89%|########8 | 149/168 [00:28<00:03,  5.17it/s]
    104/499      4.32G    0.01151   0.009929   0.004052         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.17it/s]
    104/499      4.32G    0.01151   0.009929   0.004052         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.23it/s]
    104/499      4.32G    0.01151   0.009937   0.004045         67        640:  89%|########9 | 150/168 [00:29<00:03,  5.23it/s]
    104/499      4.32G    0.01151   0.009937   0.004045         67        640:  90%|########9 | 151/168 [00:29<00:03,  5.10it/s]
    104/499      4.32G     0.0115   0.009935   0.004049         58        640:  90%|########9 | 151/168 [00:29<00:03,  5.10it/s]
    104/499      4.32G     0.0115   0.009935   0.004049         58        640:  90%|######### | 152/168 [00:29<00:03,  5.16it/s]
    104/499      4.32G    0.01152   0.009941   0.004045         75        640:  90%|######### | 152/168 [00:29<00:03,  5.16it/s]
    104/499      4.32G    0.01152   0.009941   0.004045         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    104/499      4.32G    0.01152   0.009952   0.004047         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    104/499      4.32G    0.01152   0.009952   0.004047         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
    104/499      4.32G    0.01151   0.009947   0.004067         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
    104/499      4.32G    0.01151   0.009947   0.004067         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
    104/499      4.32G    0.01151   0.009937   0.004061         47        640:  92%|#########2| 155/168 [00:30<00:02,  5.21it/s]
    104/499      4.32G    0.01151   0.009937   0.004061         47        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
    104/499      4.32G     0.0115   0.009955   0.004065         77        640:  93%|#########2| 156/168 [00:30<00:02,  5.26it/s]
    104/499      4.32G     0.0115   0.009955   0.004065         77        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    104/499      4.32G     0.0115   0.009943   0.004055         66        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    104/499      4.32G     0.0115   0.009943   0.004055         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    104/499      4.32G    0.01149   0.009949   0.004068         81        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    104/499      4.32G    0.01149   0.009949   0.004068         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    104/499      4.32G    0.01148   0.009927   0.004067         56        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    104/499      4.32G    0.01148   0.009927   0.004067         56        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    104/499      4.32G    0.01148   0.009949   0.004047         81        640:  95%|#########5| 160/168 [00:31<00:01,  5.14it/s]
    104/499      4.32G    0.01148   0.009949   0.004047         81        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    104/499      4.32G    0.01149   0.009951   0.004032         60        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    104/499      4.32G    0.01149   0.009951   0.004032         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    104/499      4.32G    0.01149   0.009964   0.004025         81        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    104/499      4.32G    0.01149   0.009964   0.004025         81        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    104/499      4.32G    0.01148   0.009946   0.004004         40        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    104/499      4.32G    0.01148   0.009946   0.004004         40        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    104/499      4.32G    0.01149   0.009938   0.003996         55        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    104/499      4.32G    0.01149   0.009938   0.003996         55        640:  98%|#########8| 165/168 [00:31<00:00,  5.23it/s]
    104/499      4.32G    0.01148   0.009937   0.003997         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.23it/s]
    104/499      4.32G    0.01148   0.009937   0.003997         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.09it/s]
    104/499      4.32G    0.01149   0.009937   0.003998         70        640:  99%|#########8| 166/168 [00:32<00:00,  5.09it/s]
    104/499      4.32G    0.01149   0.009937   0.003998         70        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
    104/499      4.32G    0.01148   0.009926    0.00401         28        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
    104/499      4.32G    0.01148   0.009926    0.00401         28        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
    104/499      4.32G    0.01148   0.009926    0.00401         28        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.875      0.884      0.889      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    105/499      4.32G    0.01074   0.008585   0.007361         56        640:   0%|          | 0/168 [00:00<?, ?it/s]
    105/499      4.32G    0.01074   0.008585   0.007361         56        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    105/499      4.32G    0.01152   0.008077   0.006516         62        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    105/499      4.32G    0.01152   0.008077   0.006516         62        640:   1%|1         | 2/168 [00:00<00:32,  5.11it/s]
    105/499      4.32G    0.01145   0.009168   0.005547         77        640:   1%|1         | 2/168 [00:00<00:32,  5.11it/s]
    105/499      4.32G    0.01145   0.009168   0.005547         77        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
    105/499      4.32G    0.01125   0.008999   0.004708         76        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
    105/499      4.32G    0.01125   0.008999   0.004708         76        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    105/499      4.32G    0.01137    0.01018   0.004355         85        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    105/499      4.32G    0.01137    0.01018   0.004355         85        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    105/499      4.32G    0.01143    0.01024   0.004076         68        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    105/499      4.32G    0.01143    0.01024   0.004076         68        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    105/499      4.32G    0.01126    0.01016   0.004183         77        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    105/499      4.32G    0.01126    0.01016   0.004183         77        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    105/499      4.32G    0.01124    0.01027   0.004362         81        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    105/499      4.32G    0.01124    0.01027   0.004362         81        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
    105/499      4.32G    0.01128    0.01008   0.004771         64        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
    105/499      4.32G    0.01128    0.01008   0.004771         64        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    105/499      4.32G    0.01134   0.009988   0.004853         67        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    105/499      4.32G    0.01134   0.009988   0.004853         67        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
    105/499      4.32G    0.01119   0.009903    0.00489         68        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
    105/499      4.32G    0.01119   0.009903    0.00489         68        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    105/499      4.32G    0.01112   0.009968   0.004873         69        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    105/499      4.32G    0.01112   0.009968   0.004873         69        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    105/499      4.32G    0.01114   0.009953   0.004939         65        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    105/499      4.32G    0.01114   0.009953   0.004939         65        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    105/499      4.32G    0.01113   0.009788   0.004788         52        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    105/499      4.32G    0.01113   0.009788   0.004788         52        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    105/499      4.32G    0.01119   0.009723   0.004688         51        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    105/499      4.32G    0.01119   0.009723   0.004688         51        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    105/499      4.32G    0.01115   0.009682   0.004595         59        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    105/499      4.32G    0.01115   0.009682   0.004595         59        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    105/499      4.32G    0.01118   0.009676   0.004646         63        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    105/499      4.32G    0.01118   0.009676   0.004646         63        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    105/499      4.32G    0.01114   0.009546   0.004667         62        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    105/499      4.32G    0.01114   0.009546   0.004667         62        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    105/499      4.32G    0.01112   0.009566   0.004704         85        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    105/499      4.32G    0.01112   0.009566   0.004704         85        640:  11%|#1        | 19/168 [00:03<00:29,  5.10it/s]
    105/499      4.32G    0.01114   0.009589   0.004631         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.10it/s]
    105/499      4.32G    0.01114   0.009589   0.004631         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.18it/s]
    105/499      4.32G     0.0111   0.009627   0.004515         75        640:  12%|#1        | 20/168 [00:04<00:28,  5.18it/s]
    105/499      4.32G     0.0111   0.009627   0.004515         75        640:  12%|#2        | 21/168 [00:04<00:28,  5.25it/s]
    105/499      4.32G    0.01112   0.009692   0.004398         77        640:  12%|#2        | 21/168 [00:04<00:28,  5.25it/s]
    105/499      4.32G    0.01112   0.009692   0.004398         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.10it/s]
    105/499      4.32G    0.01111   0.009716   0.004381         85        640:  13%|#3        | 22/168 [00:04<00:28,  5.10it/s]
    105/499      4.32G    0.01111   0.009716   0.004381         85        640:  14%|#3        | 23/168 [00:04<00:28,  5.13it/s]
    105/499      4.32G     0.0111   0.009788   0.004376         83        640:  14%|#3        | 23/168 [00:04<00:28,  5.13it/s]
    105/499      4.32G     0.0111   0.009788   0.004376         83        640:  14%|#4        | 24/168 [00:04<00:27,  5.20it/s]
    105/499      4.32G    0.01109   0.009792   0.004289         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.20it/s]
    105/499      4.32G    0.01109   0.009792   0.004289         61        640:  15%|#4        | 25/168 [00:04<00:28,  5.02it/s]
    105/499      4.32G    0.01107   0.009725   0.004392         62        640:  15%|#4        | 25/168 [00:05<00:28,  5.02it/s]
    105/499      4.32G    0.01107   0.009725   0.004392         62        640:  15%|#5        | 26/168 [00:05<00:27,  5.15it/s]
    105/499      4.32G    0.01111   0.009731   0.004405         69        640:  15%|#5        | 26/168 [00:05<00:27,  5.15it/s]
    105/499      4.32G    0.01111   0.009731   0.004405         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.23it/s]
    105/499      4.32G    0.01106   0.009737   0.004363         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.23it/s]
    105/499      4.32G    0.01106   0.009737   0.004363         61        640:  17%|#6        | 28/168 [00:05<00:27,  5.11it/s]
    105/499      4.32G    0.01106   0.009731   0.004265         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.11it/s]
    105/499      4.32G    0.01106   0.009731   0.004265         68        640:  17%|#7        | 29/168 [00:05<00:27,  5.14it/s]
    105/499      4.32G    0.01111   0.009747   0.004282         78        640:  17%|#7        | 29/168 [00:05<00:27,  5.14it/s]
    105/499      4.32G    0.01111   0.009747   0.004282         78        640:  18%|#7        | 30/168 [00:05<00:26,  5.18it/s]
    105/499      4.32G    0.01109   0.009745   0.004233         77        640:  18%|#7        | 30/168 [00:05<00:26,  5.18it/s]
    105/499      4.32G    0.01109   0.009745   0.004233         77        640:  18%|#8        | 31/168 [00:05<00:26,  5.07it/s]
    105/499      4.32G     0.0111   0.009739   0.004246         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.07it/s]
    105/499      4.32G     0.0111   0.009739   0.004246         66        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
    105/499      4.32G     0.0111   0.009783   0.004165         68        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
    105/499      4.32G     0.0111   0.009783   0.004165         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
    105/499      4.32G    0.01113   0.009808   0.004156         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
    105/499      4.32G    0.01113   0.009808   0.004156         82        640:  20%|##        | 34/168 [00:06<00:26,  5.08it/s]
    105/499      4.32G    0.01118    0.00976   0.004235         49        640:  20%|##        | 34/168 [00:06<00:26,  5.08it/s]
    105/499      4.32G    0.01118    0.00976   0.004235         49        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    105/499      4.32G    0.01121   0.009755   0.004246         66        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    105/499      4.32G    0.01121   0.009755   0.004246         66        640:  21%|##1       | 36/168 [00:06<00:25,  5.23it/s]
    105/499      4.32G    0.01122   0.009766   0.004215         77        640:  21%|##1       | 36/168 [00:07<00:25,  5.23it/s]
    105/499      4.32G    0.01122   0.009766   0.004215         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
    105/499      4.32G    0.01123   0.009774   0.004191         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
    105/499      4.32G    0.01123   0.009774   0.004191         63        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
    105/499      4.32G     0.0112   0.009715    0.00424         57        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
    105/499      4.32G     0.0112   0.009715    0.00424         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
    105/499      4.32G    0.01121   0.009768   0.004243         75        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
    105/499      4.32G    0.01121   0.009768   0.004243         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
    105/499      4.32G    0.01118   0.009769   0.004243         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
    105/499      4.32G    0.01118   0.009769   0.004243         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.13it/s]
    105/499      4.32G    0.01128   0.009816   0.004239         68        640:  24%|##4       | 41/168 [00:08<00:24,  5.13it/s]
    105/499      4.32G    0.01128   0.009816   0.004239         68        640:  25%|##5       | 42/168 [00:08<00:24,  5.22it/s]
    105/499      4.32G    0.01129   0.009804    0.00431         67        640:  25%|##5       | 42/168 [00:08<00:24,  5.22it/s]
    105/499      4.32G    0.01129   0.009804    0.00431         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    105/499      4.32G    0.01128   0.009838   0.004293         86        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    105/499      4.32G    0.01128   0.009838   0.004293         86        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    105/499      4.32G    0.01126   0.009836   0.004273         82        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    105/499      4.32G    0.01126   0.009836   0.004273         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    105/499      4.32G    0.01124   0.009906   0.004329         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    105/499      4.32G    0.01124   0.009906   0.004329         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    105/499      4.32G    0.01127   0.009914    0.00433         70        640:  27%|##7       | 46/168 [00:09<00:23,  5.15it/s]
    105/499      4.32G    0.01127   0.009914    0.00433         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    105/499      4.32G    0.01127   0.009951   0.004288         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    105/499      4.32G    0.01127   0.009951   0.004288         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    105/499      4.32G    0.01128   0.009946   0.004338         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    105/499      4.32G    0.01128   0.009946   0.004338         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    105/499      4.32G     0.0113   0.009944   0.004317         59        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    105/499      4.32G     0.0113   0.009944   0.004317         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    105/499      4.32G    0.01134    0.00997   0.004337         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    105/499      4.32G    0.01134    0.00997   0.004337         72        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    105/499      4.32G    0.01135   0.009972   0.004327         71        640:  30%|###       | 51/168 [00:10<00:22,  5.30it/s]
    105/499      4.32G    0.01135   0.009972   0.004327         71        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    105/499      4.32G    0.01134   0.009925   0.004274         64        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    105/499      4.32G    0.01134   0.009925   0.004274         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    105/499      4.32G    0.01133   0.009929   0.004246         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    105/499      4.32G    0.01133   0.009929   0.004246         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    105/499      4.32G    0.01136    0.00993   0.004227         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    105/499      4.32G    0.01136    0.00993   0.004227         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    105/499      4.32G    0.01136   0.009883   0.004205         55        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    105/499      4.32G    0.01136   0.009883   0.004205         55        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    105/499      4.32G    0.01134   0.009901   0.004218         90        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    105/499      4.32G    0.01134   0.009901   0.004218         90        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    105/499      4.32G    0.01135   0.009883   0.004226         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    105/499      4.32G    0.01135   0.009883   0.004226         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    105/499      4.32G    0.01133   0.009857   0.004231         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    105/499      4.32G    0.01133   0.009857   0.004231         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    105/499      4.32G    0.01135   0.009858   0.004231         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    105/499      4.32G    0.01135   0.009858   0.004231         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    105/499      4.32G    0.01133   0.009821   0.004292         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    105/499      4.32G    0.01133   0.009821   0.004292         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    105/499      4.32G    0.01131    0.00981   0.004288         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    105/499      4.32G    0.01131    0.00981   0.004288         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    105/499      4.32G    0.01131   0.009788   0.004284         61        640:  37%|###6      | 62/168 [00:12<00:20,  5.27it/s]
    105/499      4.32G    0.01131   0.009788   0.004284         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    105/499      4.32G    0.01132   0.009814   0.004292         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    105/499      4.32G    0.01132   0.009814   0.004292         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    105/499      4.32G    0.01131   0.009753   0.004296         44        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    105/499      4.32G    0.01131   0.009753   0.004296         44        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    105/499      4.32G    0.01131   0.009768   0.004313         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    105/499      4.32G    0.01131   0.009768   0.004313         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    105/499      4.32G    0.01129   0.009771   0.004305         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    105/499      4.32G    0.01129   0.009771   0.004305         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    105/499      4.32G    0.01128   0.009749   0.004291         68        640:  40%|###9      | 67/168 [00:13<00:19,  5.19it/s]
    105/499      4.32G    0.01128   0.009749   0.004291         68        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    105/499      4.32G    0.01128   0.009738    0.00434         67        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    105/499      4.32G    0.01128   0.009738    0.00434         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    105/499      4.32G    0.01129   0.009742   0.004368         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    105/499      4.32G    0.01129   0.009742   0.004368         73        640:  42%|####1     | 70/168 [00:13<00:19,  5.16it/s]
    105/499      4.32G    0.01132   0.009748   0.004347         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.16it/s]
    105/499      4.32G    0.01132   0.009748   0.004347         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    105/499      4.32G    0.01129    0.00972   0.004383         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    105/499      4.32G    0.01129    0.00972   0.004383         56        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    105/499      4.32G    0.01126   0.009711   0.004359         58        640:  43%|####2     | 72/168 [00:14<00:18,  5.27it/s]
    105/499      4.32G    0.01126   0.009711   0.004359         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    105/499      4.32G    0.01129   0.009724   0.004372         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    105/499      4.32G    0.01129   0.009724   0.004372         58        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    105/499      4.32G    0.01126    0.00969   0.004393         61        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    105/499      4.32G    0.01126    0.00969   0.004393         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    105/499      4.32G    0.01126   0.009677   0.004415         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    105/499      4.32G    0.01126   0.009677   0.004415         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    105/499      4.32G    0.01124   0.009678   0.004515         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    105/499      4.32G    0.01124   0.009678   0.004515         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    105/499      4.32G    0.01124   0.009694   0.004518         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    105/499      4.32G    0.01124   0.009694   0.004518         54        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
    105/499      4.32G    0.01124   0.009683   0.004496         71        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
    105/499      4.32G    0.01124   0.009683   0.004496         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    105/499      4.32G    0.01123   0.009692    0.00446         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    105/499      4.32G    0.01123   0.009692    0.00446         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    105/499      4.32G    0.01123   0.009687   0.004471         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    105/499      4.32G    0.01123   0.009687   0.004471         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    105/499      4.32G    0.01123   0.009665   0.004469         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    105/499      4.32G    0.01123   0.009665   0.004469         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    105/499      4.32G    0.01121   0.009658   0.004442         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    105/499      4.32G    0.01121   0.009658   0.004442         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    105/499      4.32G     0.0112   0.009678   0.004421         80        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
    105/499      4.32G     0.0112   0.009678   0.004421         80        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    105/499      4.32G     0.0112   0.009696   0.004423         83        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    105/499      4.32G     0.0112   0.009696   0.004423         83        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    105/499      4.32G    0.01122   0.009713   0.004408         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    105/499      4.32G    0.01122   0.009713   0.004408         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    105/499      4.32G    0.01121   0.009701   0.004435         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    105/499      4.32G    0.01121   0.009701   0.004435         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    105/499      4.32G    0.01122   0.009686   0.004427         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    105/499      4.32G    0.01122   0.009686   0.004427         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    105/499      4.32G     0.0112   0.009694   0.004442         84        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
    105/499      4.32G     0.0112   0.009694   0.004442         84        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    105/499      4.32G    0.01118   0.009697   0.004433         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    105/499      4.32G    0.01118   0.009697   0.004433         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    105/499      4.32G    0.01117   0.009714   0.004435         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    105/499      4.32G    0.01117   0.009714   0.004435         78        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    105/499      4.32G    0.01119   0.009694   0.004493         53        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    105/499      4.32G    0.01119   0.009694   0.004493         53        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    105/499      4.32G    0.01118   0.009691   0.004492         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    105/499      4.32G    0.01118   0.009691   0.004492         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    105/499      4.32G    0.01118   0.009691     0.0045         66        640:  55%|#####5    | 93/168 [00:18<00:14,  5.34it/s]
    105/499      4.32G    0.01118   0.009691     0.0045         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    105/499      4.32G     0.0112   0.009715    0.00448         63        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    105/499      4.32G     0.0112   0.009715    0.00448         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    105/499      4.32G    0.01119   0.009728   0.004522         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    105/499      4.32G    0.01119   0.009728   0.004522         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    105/499      4.32G    0.01118    0.00973   0.004532         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    105/499      4.32G    0.01118    0.00973   0.004532         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    105/499      4.32G    0.01123   0.009751   0.004537         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    105/499      4.32G    0.01123   0.009751   0.004537         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    105/499      4.32G    0.01124   0.009775   0.004589         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    105/499      4.32G    0.01124   0.009775   0.004589         70        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    105/499      4.32G    0.01126   0.009799   0.004658         63        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
    105/499      4.32G    0.01126   0.009799   0.004658         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    105/499      4.32G    0.01126   0.009793   0.004642         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    105/499      4.32G    0.01126   0.009793   0.004642         72        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    105/499      4.32G    0.01127   0.009798   0.004629         63        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    105/499      4.32G    0.01127   0.009798   0.004629         63        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    105/499      4.32G    0.01128   0.009804   0.004627         67        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    105/499      4.32G    0.01128   0.009804   0.004627         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    105/499      4.32G    0.01127   0.009797   0.004651         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    105/499      4.32G    0.01127   0.009797   0.004651         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    105/499      4.32G    0.01125   0.009782   0.004642         58        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    105/499      4.32G    0.01125   0.009782   0.004642         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    105/499      4.32G    0.01125   0.009787   0.004635         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    105/499      4.32G    0.01125   0.009787   0.004635         78        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
    105/499      4.32G    0.01126   0.009781   0.004643         64        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
    105/499      4.32G    0.01126   0.009781   0.004643         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    105/499      4.32G    0.01125   0.009766   0.004647         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    105/499      4.32G    0.01125   0.009766   0.004647         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    105/499      4.32G    0.01125   0.009764   0.004626         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    105/499      4.32G    0.01125   0.009764   0.004626         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    105/499      4.32G    0.01125   0.009783   0.004633         78        640:  65%|######4   | 109/168 [00:21<00:11,  5.18it/s]
    105/499      4.32G    0.01125   0.009783   0.004633         78        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    105/499      4.32G    0.01125   0.009792   0.004621         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    105/499      4.32G    0.01125   0.009792   0.004621         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    105/499      4.32G    0.01124   0.009816   0.004589         84        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    105/499      4.32G    0.01124   0.009816   0.004589         84        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    105/499      4.32G    0.01123   0.009819   0.004599         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    105/499      4.32G    0.01123   0.009819   0.004599         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    105/499      4.32G    0.01123   0.009834   0.004597         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    105/499      4.32G    0.01123   0.009834   0.004597         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    105/499      4.32G    0.01124    0.00983   0.004607         56        640:  68%|######7   | 114/168 [00:22<00:10,  5.32it/s]
    105/499      4.32G    0.01124    0.00983   0.004607         56        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    105/499      4.32G    0.01123   0.009838   0.004605         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    105/499      4.32G    0.01123   0.009838   0.004605         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    105/499      4.32G    0.01122   0.009832   0.004597         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    105/499      4.32G    0.01122   0.009832   0.004597         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    105/499      4.32G     0.0112   0.009825   0.004579         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    105/499      4.32G     0.0112   0.009825   0.004579         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    105/499      4.32G     0.0112   0.009846   0.004583         92        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    105/499      4.32G     0.0112   0.009846   0.004583         92        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    105/499      4.32G    0.01121   0.009863   0.004567         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    105/499      4.32G    0.01121   0.009863   0.004567         61        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    105/499      4.32G    0.01121   0.009859   0.004568         67        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
    105/499      4.32G    0.01121   0.009859   0.004568         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    105/499      4.32G    0.01121   0.009855   0.004573         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    105/499      4.32G    0.01121   0.009855   0.004573         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    105/499      4.32G    0.01121   0.009847   0.004569         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    105/499      4.32G    0.01121   0.009847   0.004569         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    105/499      4.32G    0.01121    0.00984   0.004589         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    105/499      4.32G    0.01121    0.00984   0.004589         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
    105/499      4.32G    0.01122   0.009844   0.004615         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
    105/499      4.32G    0.01122   0.009844   0.004615         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.18it/s]
    105/499      4.32G    0.01121   0.009836   0.004601         71        640:  74%|#######4  | 125/168 [00:24<00:08,  5.18it/s]
    105/499      4.32G    0.01121   0.009836   0.004601         71        640:  75%|#######5  | 126/168 [00:24<00:08,  5.22it/s]
    105/499      4.32G    0.01122   0.009844   0.004589         63        640:  75%|#######5  | 126/168 [00:24<00:08,  5.22it/s]
    105/499      4.32G    0.01122   0.009844   0.004589         63        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    105/499      4.32G    0.01123   0.009824   0.004594         56        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    105/499      4.32G    0.01123   0.009824   0.004594         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    105/499      4.32G    0.01122   0.009836    0.00459         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    105/499      4.32G    0.01122   0.009836    0.00459         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    105/499      4.32G    0.01121   0.009844   0.004582         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    105/499      4.32G    0.01121   0.009844   0.004582         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    105/499      4.32G    0.01122   0.009854   0.004594         90        640:  77%|#######7  | 130/168 [00:25<00:07,  5.16it/s]
    105/499      4.32G    0.01122   0.009854   0.004594         90        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    105/499      4.32G    0.01121   0.009842    0.00458         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    105/499      4.32G    0.01121   0.009842    0.00458         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    105/499      4.32G    0.01121   0.009851   0.004578         86        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    105/499      4.32G    0.01121   0.009851   0.004578         86        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    105/499      4.32G    0.01122   0.009849   0.004581         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    105/499      4.32G    0.01122   0.009849   0.004581         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    105/499      4.32G    0.01121   0.009875   0.004582         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    105/499      4.32G    0.01121   0.009875   0.004582         79        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    105/499      4.32G    0.01124   0.009889    0.00459         60        640:  80%|########  | 135/168 [00:26<00:06,  5.32it/s]
    105/499      4.32G    0.01124   0.009889    0.00459         60        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    105/499      4.32G    0.01126     0.0099   0.004591         59        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    105/499      4.32G    0.01126     0.0099   0.004591         59        640:  82%|########1 | 137/168 [00:26<00:06,  5.12it/s]
    105/499      4.32G    0.01126   0.009898   0.004612         63        640:  82%|########1 | 137/168 [00:26<00:06,  5.12it/s]
    105/499      4.32G    0.01126   0.009898   0.004612         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.22it/s]
    105/499      4.32G    0.01126   0.009919   0.004605         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.22it/s]
    105/499      4.32G    0.01126   0.009919   0.004605         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.08it/s]
    105/499      4.32G    0.01126   0.009907     0.0046         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.08it/s]
    105/499      4.32G    0.01126   0.009907     0.0046         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    105/499      4.32G    0.01125   0.009907     0.0046         77        640:  83%|########3 | 140/168 [00:27<00:05,  5.19it/s]
    105/499      4.32G    0.01125   0.009907     0.0046         77        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
    105/499      4.32G    0.01124   0.009898    0.00459         61        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
    105/499      4.32G    0.01124   0.009898    0.00459         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
    105/499      4.32G    0.01124   0.009897   0.004625         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
    105/499      4.32G    0.01124   0.009897   0.004625         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    105/499      4.32G    0.01124   0.009903    0.00463         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    105/499      4.32G    0.01124   0.009903    0.00463         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    105/499      4.32G    0.01123   0.009899   0.004638         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    105/499      4.32G    0.01123   0.009899   0.004638         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    105/499      4.32G    0.01122   0.009891   0.004627         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    105/499      4.32G    0.01122   0.009891   0.004627         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    105/499      4.32G    0.01122   0.009891   0.004646         61        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
    105/499      4.32G    0.01122   0.009891   0.004646         61        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
    105/499      4.32G    0.01121   0.009888   0.004633         65        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
    105/499      4.32G    0.01121   0.009888   0.004633         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    105/499      4.32G    0.01122   0.009877   0.004656         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    105/499      4.32G    0.01122   0.009877   0.004656         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    105/499      4.32G    0.01122   0.009879   0.004652         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    105/499      4.32G    0.01122   0.009879   0.004652         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    105/499      4.32G    0.01123   0.009879   0.004661         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    105/499      4.32G    0.01123   0.009879   0.004661         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    105/499      4.32G    0.01123   0.009883   0.004661         71        640:  90%|########9 | 151/168 [00:29<00:03,  5.18it/s]
    105/499      4.32G    0.01123   0.009883   0.004661         71        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
    105/499      4.32G    0.01123   0.009882   0.004672         70        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
    105/499      4.32G    0.01123   0.009882   0.004672         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    105/499      4.32G    0.01122   0.009882   0.004678         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    105/499      4.32G    0.01122   0.009882   0.004678         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    105/499      4.32G    0.01122    0.00988   0.004687         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    105/499      4.32G    0.01122    0.00988   0.004687         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    105/499      4.32G    0.01121   0.009861    0.00469         46        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    105/499      4.32G    0.01121   0.009861    0.00469         46        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    105/499      4.32G    0.01121   0.009852   0.004697         66        640:  93%|#########2| 156/168 [00:30<00:02,  5.31it/s]
    105/499      4.32G    0.01121   0.009852   0.004697         66        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
    105/499      4.32G    0.01121   0.009841   0.004711         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
    105/499      4.32G    0.01121   0.009841   0.004711         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    105/499      4.32G    0.01121   0.009844    0.00471         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    105/499      4.32G    0.01121   0.009844    0.00471         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    105/499      4.32G    0.01123   0.009844   0.004695         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    105/499      4.32G    0.01123   0.009844   0.004695         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    105/499      4.32G    0.01123   0.009841   0.004682         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    105/499      4.32G    0.01123   0.009841   0.004682         61        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    105/499      4.32G    0.01123   0.009846   0.004659         74        640:  96%|#########5| 161/168 [00:31<00:01,  5.23it/s]
    105/499      4.32G    0.01123   0.009846   0.004659         74        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
    105/499      4.32G    0.01123   0.009845   0.004649         61        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
    105/499      4.32G    0.01123   0.009845   0.004649         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    105/499      4.32G    0.01123   0.009851   0.004656         80        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    105/499      4.32G    0.01123   0.009851   0.004656         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.20it/s]
    105/499      4.32G    0.01123   0.009863   0.004649         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.20it/s]
    105/499      4.32G    0.01123   0.009863   0.004649         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    105/499      4.32G    0.01123   0.009857   0.004656         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    105/499      4.32G    0.01123   0.009857   0.004656         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    105/499      4.32G    0.01122   0.009847   0.004667         64        640:  99%|#########8| 166/168 [00:32<00:00,  5.13it/s]
    105/499      4.32G    0.01122   0.009847   0.004667         64        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
    105/499      4.32G    0.01122   0.009845   0.004679         34        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
    105/499      4.32G    0.01122   0.009845   0.004679         34        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    105/499      4.32G    0.01122   0.009845   0.004679         34        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.853      0.854      0.873      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    106/499      4.32G     0.0116    0.00979   0.005725         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
    106/499      4.32G     0.0116    0.00979   0.005725         71        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    106/499      4.32G    0.01261    0.01131   0.005617         80        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    106/499      4.32G    0.01261    0.01131   0.005617         80        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    106/499      4.32G    0.01218    0.01155   0.004554         90        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    106/499      4.32G    0.01218    0.01155   0.004554         90        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    106/499      4.32G    0.01146    0.01053     0.0039         51        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    106/499      4.32G    0.01146    0.01053     0.0039         51        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    106/499      4.32G    0.01133    0.01044   0.004147         74        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    106/499      4.32G    0.01133    0.01044   0.004147         74        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
    106/499      4.32G     0.0112    0.01036   0.004106         70        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
    106/499      4.32G     0.0112    0.01036   0.004106         70        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    106/499      4.32G    0.01134    0.01049   0.003945         74        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    106/499      4.32G    0.01134    0.01049   0.003945         74        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    106/499      4.32G    0.01152    0.01038   0.004491         56        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    106/499      4.32G    0.01152    0.01038   0.004491         56        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    106/499      4.32G    0.01145    0.01019   0.004166         64        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    106/499      4.32G    0.01145    0.01019   0.004166         64        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    106/499      4.32G     0.0114    0.01008   0.004164         64        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    106/499      4.32G     0.0114    0.01008   0.004164         64        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
    106/499      4.32G    0.01157    0.01004   0.003981         73        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
    106/499      4.32G    0.01157    0.01004   0.003981         73        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    106/499      4.32G    0.01148   0.009945   0.003987         76        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    106/499      4.32G    0.01148   0.009945   0.003987         76        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    106/499      4.32G    0.01143   0.009876   0.003977         69        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    106/499      4.32G    0.01143   0.009876   0.003977         69        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    106/499      4.32G    0.01137   0.009803   0.003838         52        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    106/499      4.32G    0.01137   0.009803   0.003838         52        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    106/499      4.32G    0.01123   0.009656   0.003849         78        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    106/499      4.32G    0.01123   0.009656   0.003849         78        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    106/499      4.32G    0.01128   0.009811   0.003868         77        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    106/499      4.32G    0.01128   0.009811   0.003868         77        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    106/499      4.32G    0.01116   0.009726   0.003834         71        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    106/499      4.32G    0.01116   0.009726   0.003834         71        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    106/499      4.32G    0.01118   0.009666   0.003879         54        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    106/499      4.32G    0.01118   0.009666   0.003879         54        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    106/499      4.32G    0.01108   0.009618   0.003784         66        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    106/499      4.32G    0.01108   0.009618   0.003784         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    106/499      4.32G    0.01104    0.00954   0.003897         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    106/499      4.32G    0.01104    0.00954   0.003897         58        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    106/499      4.32G    0.01113   0.009604    0.00386         74        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    106/499      4.32G    0.01113   0.009604    0.00386         74        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    106/499      4.32G    0.01106   0.009626   0.003797         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    106/499      4.32G    0.01106   0.009626   0.003797         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    106/499      4.32G    0.01103   0.009583   0.003835         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    106/499      4.32G    0.01103   0.009583   0.003835         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    106/499      4.32G    0.01102    0.00961   0.003763         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    106/499      4.32G    0.01102    0.00961   0.003763         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    106/499      4.32G    0.01094   0.009489   0.003738         55        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    106/499      4.32G    0.01094   0.009489   0.003738         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    106/499      4.32G    0.01086   0.009522   0.003706         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    106/499      4.32G    0.01086   0.009522   0.003706         74        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    106/499      4.32G    0.01087   0.009547   0.003885         79        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    106/499      4.32G    0.01087   0.009547   0.003885         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    106/499      4.32G    0.01087   0.009538   0.003965         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    106/499      4.32G    0.01087   0.009538   0.003965         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    106/499      4.32G    0.01092    0.00954   0.003859         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    106/499      4.32G    0.01092    0.00954   0.003859         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    106/499      4.32G    0.01095   0.009589   0.003797         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    106/499      4.32G    0.01095   0.009589   0.003797         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    106/499      4.32G    0.01096   0.009579   0.003812         55        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    106/499      4.32G    0.01096   0.009579   0.003812         55        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    106/499      4.32G    0.01095   0.009514   0.003782         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    106/499      4.32G    0.01095   0.009514   0.003782         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    106/499      4.32G    0.01092   0.009503    0.00382         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    106/499      4.32G    0.01092   0.009503    0.00382         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    106/499      4.32G    0.01093   0.009486     0.0038         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    106/499      4.32G    0.01093   0.009486     0.0038         76        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    106/499      4.32G    0.01096   0.009552   0.003796         67        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    106/499      4.32G    0.01096   0.009552   0.003796         67        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    106/499      4.32G    0.01094    0.00955   0.003792         69        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    106/499      4.32G    0.01094    0.00955   0.003792         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    106/499      4.32G    0.01097   0.009577   0.003866         71        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    106/499      4.32G    0.01097   0.009577   0.003866         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    106/499      4.32G    0.01098   0.009626   0.003836         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    106/499      4.32G    0.01098   0.009626   0.003836         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    106/499      4.32G    0.01095   0.009645   0.003859         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    106/499      4.32G    0.01095   0.009645   0.003859         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    106/499      4.32G    0.01094   0.009649   0.003968         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    106/499      4.32G    0.01094   0.009649   0.003968         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    106/499      4.32G    0.01091   0.009638   0.004039         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    106/499      4.32G    0.01091   0.009638   0.004039         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    106/499      4.32G    0.01094   0.009619   0.003994         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    106/499      4.32G    0.01094   0.009619   0.003994         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    106/499      4.32G    0.01092    0.00957   0.003993         63        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    106/499      4.32G    0.01092    0.00957   0.003993         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    106/499      4.32G    0.01093   0.009583   0.004071         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    106/499      4.32G    0.01093   0.009583   0.004071         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    106/499      4.32G    0.01093   0.009532   0.004084         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    106/499      4.32G    0.01093   0.009532   0.004084         57        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    106/499      4.32G    0.01092   0.009505   0.004076         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    106/499      4.32G    0.01092   0.009505   0.004076         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    106/499      4.32G    0.01094   0.009537   0.004149         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    106/499      4.32G    0.01094   0.009537   0.004149         75        640:  28%|##7       | 47/168 [00:08<00:23,  5.20it/s]
    106/499      4.32G    0.01095   0.009486   0.004106         54        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
    106/499      4.32G    0.01095   0.009486   0.004106         54        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    106/499      4.32G    0.01095   0.009474   0.004099         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    106/499      4.32G    0.01095   0.009474   0.004099         59        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    106/499      4.32G    0.01093   0.009447   0.004132         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    106/499      4.32G    0.01093   0.009447   0.004132         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    106/499      4.32G    0.01092   0.009452   0.004102         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    106/499      4.32G    0.01092   0.009452   0.004102         63        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    106/499      4.32G     0.0109    0.00947   0.004198         65        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    106/499      4.32G     0.0109    0.00947   0.004198         65        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    106/499      4.32G    0.01087   0.009474   0.004242         76        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    106/499      4.32G    0.01087   0.009474   0.004242         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    106/499      4.32G    0.01091   0.009491   0.004253         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    106/499      4.32G    0.01091   0.009491   0.004253         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    106/499      4.32G     0.0109   0.009485   0.004263         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    106/499      4.32G     0.0109   0.009485   0.004263         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    106/499      4.32G    0.01088   0.009527   0.004292         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    106/499      4.32G    0.01088   0.009527   0.004292         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    106/499      4.32G    0.01089   0.009542   0.004283         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    106/499      4.32G    0.01089   0.009542   0.004283         69        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
    106/499      4.32G    0.01089     0.0096   0.004272         86        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
    106/499      4.32G    0.01089     0.0096   0.004272         86        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
    106/499      4.32G    0.01088   0.009603    0.00431         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.13it/s]
    106/499      4.32G    0.01088   0.009603    0.00431         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    106/499      4.32G    0.01087     0.0096   0.004276         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    106/499      4.32G    0.01087     0.0096   0.004276         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    106/499      4.32G    0.01089   0.009611   0.004289         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    106/499      4.32G    0.01089   0.009611   0.004289         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    106/499      4.32G     0.0109   0.009597   0.004274         54        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    106/499      4.32G     0.0109   0.009597   0.004274         54        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    106/499      4.32G    0.01091   0.009575   0.004286         55        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    106/499      4.32G    0.01091   0.009575   0.004286         55        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    106/499      4.32G     0.0109   0.009584   0.004269         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    106/499      4.32G     0.0109   0.009584   0.004269         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    106/499      4.32G    0.01088   0.009552   0.004286         67        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    106/499      4.32G    0.01088   0.009552   0.004286         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    106/499      4.32G    0.01089   0.009557   0.004406         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    106/499      4.32G    0.01089   0.009557   0.004406         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    106/499      4.32G    0.01089   0.009562   0.004428         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    106/499      4.32G    0.01089   0.009562   0.004428         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    106/499      4.32G    0.01091   0.009598   0.004451         88        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    106/499      4.32G    0.01091   0.009598   0.004451         88        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    106/499      4.32G     0.0109   0.009612   0.004444         77        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    106/499      4.32G     0.0109   0.009612   0.004444         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    106/499      4.32G    0.01092   0.009624    0.00443         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    106/499      4.32G    0.01092   0.009624    0.00443         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    106/499      4.32G    0.01095   0.009683   0.004482         83        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    106/499      4.32G    0.01095   0.009683   0.004482         83        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    106/499      4.32G    0.01094   0.009681   0.004472         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    106/499      4.32G    0.01094   0.009681   0.004472         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    106/499      4.32G    0.01094   0.009706   0.004499         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    106/499      4.32G    0.01094   0.009706   0.004499         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    106/499      4.32G    0.01094   0.009696   0.004504         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    106/499      4.32G    0.01094   0.009696   0.004504         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    106/499      4.32G    0.01094    0.00969   0.004537         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    106/499      4.32G    0.01094    0.00969   0.004537         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    106/499      4.32G    0.01094   0.009678   0.004563         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    106/499      4.32G    0.01094   0.009678   0.004563         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    106/499      4.32G    0.01094    0.00968   0.004562         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    106/499      4.32G    0.01094    0.00968   0.004562         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    106/499      4.32G    0.01095    0.00972   0.004542         81        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    106/499      4.32G    0.01095    0.00972   0.004542         81        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    106/499      4.32G    0.01094   0.009723   0.004539         71        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    106/499      4.32G    0.01094   0.009723   0.004539         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    106/499      4.32G    0.01095   0.009724   0.004543         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    106/499      4.32G    0.01095   0.009724   0.004543         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    106/499      4.32G    0.01095   0.009712   0.004558         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    106/499      4.32G    0.01095   0.009712   0.004558         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    106/499      4.32G    0.01095   0.009703   0.004542         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    106/499      4.32G    0.01095   0.009703   0.004542         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    106/499      4.32G    0.01094   0.009679   0.004567         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    106/499      4.32G    0.01094   0.009679   0.004567         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    106/499      4.32G    0.01094   0.009686   0.004546         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    106/499      4.32G    0.01094   0.009686   0.004546         71        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    106/499      4.32G    0.01094   0.009684   0.004529         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    106/499      4.32G    0.01094   0.009684   0.004529         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    106/499      4.32G    0.01095   0.009746   0.004503         85        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    106/499      4.32G    0.01095   0.009746   0.004503         85        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    106/499      4.32G    0.01094   0.009774   0.004525         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    106/499      4.32G    0.01094   0.009774   0.004525         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    106/499      4.32G    0.01096   0.009794   0.004515         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    106/499      4.32G    0.01096   0.009794   0.004515         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    106/499      4.32G    0.01097   0.009775   0.004512         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    106/499      4.32G    0.01097   0.009775   0.004512         56        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
    106/499      4.32G    0.01096   0.009775   0.004515         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
    106/499      4.32G    0.01096   0.009775   0.004515         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    106/499      4.32G    0.01098   0.009763   0.004519         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    106/499      4.32G    0.01098   0.009763   0.004519         55        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    106/499      4.32G    0.01101   0.009735   0.004524         50        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    106/499      4.32G    0.01101   0.009735   0.004524         50        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    106/499      4.32G    0.01103   0.009743   0.004526         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    106/499      4.32G    0.01103   0.009743   0.004526         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    106/499      4.32G    0.01102   0.009766   0.004531         83        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    106/499      4.32G    0.01102   0.009766   0.004531         83        640:  56%|#####5    | 94/168 [00:17<00:14,  5.11it/s]
    106/499      4.32G    0.01102   0.009739   0.004608         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.11it/s]
    106/499      4.32G    0.01102   0.009739   0.004608         54        640:  57%|#####6    | 95/168 [00:18<00:14,  5.19it/s]
    106/499      4.32G    0.01104   0.009734   0.004609         63        640:  57%|#####6    | 95/168 [00:18<00:14,  5.19it/s]
    106/499      4.32G    0.01104   0.009734   0.004609         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.25it/s]
    106/499      4.32G    0.01103   0.009745   0.004604         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.25it/s]
    106/499      4.32G    0.01103   0.009745   0.004604         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    106/499      4.32G    0.01102   0.009749   0.004597         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    106/499      4.32G    0.01102   0.009749   0.004597         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    106/499      4.32G    0.01101   0.009743   0.004594         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    106/499      4.32G    0.01101   0.009743   0.004594         74        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    106/499      4.32G    0.01101   0.009746   0.004582         61        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
    106/499      4.32G    0.01101   0.009746   0.004582         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    106/499      4.32G      0.011   0.009752   0.004572         74        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    106/499      4.32G      0.011   0.009752   0.004572         74        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    106/499      4.32G    0.01101   0.009751   0.004595         65        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    106/499      4.32G    0.01101   0.009751   0.004595         65        640:  61%|######    | 102/168 [00:19<00:12,  5.23it/s]
    106/499      4.32G    0.01104   0.009764   0.004579         72        640:  61%|######    | 102/168 [00:19<00:12,  5.23it/s]
    106/499      4.32G    0.01104   0.009764   0.004579         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.10it/s]
    106/499      4.32G    0.01103   0.009748   0.004587         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.10it/s]
    106/499      4.32G    0.01103   0.009748   0.004587         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.20it/s]
    106/499      4.32G    0.01102   0.009727   0.004633         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.20it/s]
    106/499      4.32G    0.01102   0.009727   0.004633         57        640:  62%|######2   | 105/168 [00:19<00:11,  5.27it/s]
    106/499      4.32G    0.01102   0.009735   0.004632         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    106/499      4.32G    0.01102   0.009735   0.004632         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    106/499      4.32G    0.01102   0.009741   0.004628         66        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    106/499      4.32G    0.01102   0.009741   0.004628         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    106/499      4.32G    0.01102   0.009743    0.00461         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    106/499      4.32G    0.01102   0.009743    0.00461         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    106/499      4.32G    0.01102    0.00973   0.004586         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    106/499      4.32G    0.01102    0.00973   0.004586         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    106/499      4.32G      0.011   0.009723   0.004602         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    106/499      4.32G      0.011   0.009723   0.004602         62        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
    106/499      4.32G    0.01102   0.009721   0.004635         69        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    106/499      4.32G    0.01102   0.009721   0.004635         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.22it/s]
    106/499      4.32G    0.01102   0.009713   0.004623         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.22it/s]
    106/499      4.32G    0.01102   0.009713   0.004623         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
    106/499      4.32G    0.01103   0.009711   0.004621         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
    106/499      4.32G    0.01103   0.009711   0.004621         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.15it/s]
    106/499      4.32G    0.01105   0.009706   0.004633         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.15it/s]
    106/499      4.32G    0.01105   0.009706   0.004633         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.24it/s]
    106/499      4.32G    0.01106   0.009711   0.004636         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.24it/s]
    106/499      4.32G    0.01106   0.009711   0.004636         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
    106/499      4.32G    0.01106   0.009713   0.004636         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.11it/s]
    106/499      4.32G    0.01106   0.009713   0.004636         72        640:  69%|######9   | 116/168 [00:22<00:10,  5.20it/s]
    106/499      4.32G    0.01104   0.009699   0.004637         68        640:  69%|######9   | 116/168 [00:22<00:10,  5.20it/s]
    106/499      4.32G    0.01104   0.009699   0.004637         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    106/499      4.32G    0.01104   0.009692   0.004647         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    106/499      4.32G    0.01104   0.009692   0.004647         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    106/499      4.32G    0.01105   0.009704   0.004632         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    106/499      4.32G    0.01105   0.009704   0.004632         57        640:  71%|#######   | 119/168 [00:22<00:09,  5.16it/s]
    106/499      4.32G    0.01106   0.009717   0.004631         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.16it/s]
    106/499      4.32G    0.01106   0.009717   0.004631         75        640:  71%|#######1  | 120/168 [00:22<00:09,  5.23it/s]
    106/499      4.32G    0.01106   0.009716   0.004636         78        640:  71%|#######1  | 120/168 [00:23<00:09,  5.23it/s]
    106/499      4.32G    0.01106   0.009716   0.004636         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.09it/s]
    106/499      4.32G    0.01107   0.009727   0.004646         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.09it/s]
    106/499      4.32G    0.01107   0.009727   0.004646         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    106/499      4.32G    0.01107   0.009713   0.004649         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    106/499      4.32G    0.01107   0.009713   0.004649         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    106/499      4.32G    0.01107   0.009706   0.004673         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    106/499      4.32G    0.01107   0.009706   0.004673         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    106/499      4.32G    0.01107   0.009718   0.004653         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    106/499      4.32G    0.01107   0.009718   0.004653         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    106/499      4.32G    0.01106   0.009728   0.004627         77        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    106/499      4.32G    0.01106   0.009728   0.004627         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    106/499      4.32G    0.01107   0.009727   0.004621         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    106/499      4.32G    0.01107   0.009727   0.004621         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    106/499      4.32G    0.01106   0.009709   0.004619         53        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    106/499      4.32G    0.01106   0.009709   0.004619         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    106/499      4.32G    0.01107   0.009711   0.004639         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    106/499      4.32G    0.01107   0.009711   0.004639         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    106/499      4.32G    0.01108   0.009699   0.004654         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    106/499      4.32G    0.01108   0.009699   0.004654         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    106/499      4.32G    0.01111   0.009698   0.004633         57        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    106/499      4.32G    0.01111   0.009698   0.004633         57        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
    106/499      4.32G     0.0111   0.009684   0.004643         52        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    106/499      4.32G     0.0111   0.009684   0.004643         52        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    106/499      4.32G     0.0111   0.009699   0.004635         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    106/499      4.32G     0.0111   0.009699   0.004635         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    106/499      4.32G     0.0111   0.009682   0.004641         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    106/499      4.32G     0.0111   0.009682   0.004641         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    106/499      4.32G    0.01109   0.009683   0.004623         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    106/499      4.32G    0.01109   0.009683   0.004623         67        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    106/499      4.32G     0.0111    0.00968   0.004617         68        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    106/499      4.32G     0.0111    0.00968   0.004617         68        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    106/499      4.32G     0.0111   0.009677   0.004609         67        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    106/499      4.32G     0.0111   0.009677   0.004609         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    106/499      4.32G    0.01112   0.009688   0.004601         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    106/499      4.32G    0.01112   0.009688   0.004601         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    106/499      4.32G    0.01111   0.009676   0.004588         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    106/499      4.32G    0.01111   0.009676   0.004588         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    106/499      4.32G    0.01111   0.009691   0.004583         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    106/499      4.32G    0.01111   0.009691   0.004583         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    106/499      4.32G    0.01112   0.009703   0.004569         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    106/499      4.32G    0.01112   0.009703   0.004569         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    106/499      4.32G    0.01112   0.009697   0.004651         62        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    106/499      4.32G    0.01112   0.009697   0.004651         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    106/499      4.32G    0.01111   0.009693   0.004646         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    106/499      4.32G    0.01111   0.009693   0.004646         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    106/499      4.32G    0.01111   0.009682   0.004629         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    106/499      4.32G    0.01111   0.009682   0.004629         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    106/499      4.32G    0.01111   0.009685   0.004647         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    106/499      4.32G    0.01111   0.009685   0.004647         79        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    106/499      4.32G     0.0111   0.009693   0.004656         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    106/499      4.32G     0.0111   0.009693   0.004656         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    106/499      4.32G    0.01109   0.009688   0.004673         79        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    106/499      4.32G    0.01109   0.009688   0.004673         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
    106/499      4.32G    0.01109   0.009699   0.004668         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
    106/499      4.32G    0.01109   0.009699   0.004668         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    106/499      4.32G    0.01109   0.009698   0.004682         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    106/499      4.32G    0.01109   0.009698   0.004682         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    106/499      4.32G     0.0111   0.009705   0.004671         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    106/499      4.32G     0.0111   0.009705   0.004671         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    106/499      4.32G     0.0111   0.009718   0.004669         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    106/499      4.32G     0.0111   0.009718   0.004669         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    106/499      4.32G    0.01109   0.009736   0.004664         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    106/499      4.32G    0.01109   0.009736   0.004664         79        640:  90%|######### | 152/168 [00:28<00:03,  5.22it/s]
    106/499      4.32G     0.0111   0.009735   0.004695         70        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    106/499      4.32G     0.0111   0.009735   0.004695         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    106/499      4.32G    0.01112   0.009739   0.004672         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    106/499      4.32G    0.01112   0.009739   0.004672         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    106/499      4.32G    0.01112   0.009729   0.004655         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    106/499      4.32G    0.01112   0.009729   0.004655         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    106/499      4.32G    0.01112   0.009716    0.00464         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    106/499      4.32G    0.01112   0.009716    0.00464         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    106/499      4.32G    0.01112   0.009734   0.004621         80        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    106/499      4.32G    0.01112   0.009734   0.004621         80        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
    106/499      4.32G    0.01113   0.009732   0.004612         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
    106/499      4.32G    0.01113   0.009732   0.004612         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    106/499      4.32G    0.01112   0.009735   0.004617         82        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    106/499      4.32G    0.01112   0.009735   0.004617         82        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    106/499      4.32G    0.01112   0.009724   0.004608         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    106/499      4.32G    0.01112   0.009724   0.004608         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    106/499      4.32G    0.01112    0.00973   0.004626         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    106/499      4.32G    0.01112    0.00973   0.004626         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    106/499      4.32G    0.01111   0.009721   0.004619         56        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    106/499      4.32G    0.01111   0.009721   0.004619         56        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    106/499      4.32G    0.01111   0.009717   0.004616         71        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    106/499      4.32G    0.01111   0.009717   0.004616         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    106/499      4.32G     0.0111   0.009723   0.004603         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    106/499      4.32G     0.0111   0.009723   0.004603         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    106/499      4.32G    0.01111   0.009723   0.004589         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    106/499      4.32G    0.01111   0.009723   0.004589         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    106/499      4.32G    0.01112    0.00973   0.004626         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    106/499      4.32G    0.01112    0.00973   0.004626         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    106/499      4.32G    0.01113   0.009744   0.004622         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    106/499      4.32G    0.01113   0.009744   0.004622         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    106/499      4.32G    0.01113   0.009738   0.004655         28        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
    106/499      4.32G    0.01113   0.009738   0.004655         28        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    106/499      4.32G    0.01113   0.009738   0.004655         28        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.834      0.873      0.868      0.751

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    107/499      4.32G   0.009903    0.01075   0.004545         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
    107/499      4.32G   0.009903    0.01075   0.004545         67        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    107/499      4.32G    0.01067   0.009569   0.003333         54        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    107/499      4.32G    0.01067   0.009569   0.003333         54        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    107/499      4.32G     0.0109   0.009949    0.00347         77        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    107/499      4.32G     0.0109   0.009949    0.00347         77        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    107/499      4.32G    0.01066   0.009665   0.004069         76        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    107/499      4.32G    0.01066   0.009665   0.004069         76        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    107/499      4.32G    0.01075   0.009686   0.004358         72        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    107/499      4.32G    0.01075   0.009686   0.004358         72        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    107/499      4.32G    0.01108   0.009573   0.004492         73        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    107/499      4.32G    0.01108   0.009573   0.004492         73        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    107/499      4.32G    0.01086   0.009093    0.00413         46        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    107/499      4.32G    0.01086   0.009093    0.00413         46        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    107/499      4.32G    0.01082   0.009323   0.004529         88        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    107/499      4.32G    0.01082   0.009323   0.004529         88        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    107/499      4.32G    0.01098   0.009408   0.004508         77        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    107/499      4.32G    0.01098   0.009408   0.004508         77        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    107/499      4.32G    0.01117   0.009601   0.004687         61        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    107/499      4.32G    0.01117   0.009601   0.004687         61        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    107/499      4.32G    0.01114   0.009643   0.004616         72        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    107/499      4.32G    0.01114   0.009643   0.004616         72        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
    107/499      4.32G    0.01128   0.009625   0.004509         70        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
    107/499      4.32G    0.01128   0.009625   0.004509         70        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
    107/499      4.32G    0.01126   0.009493   0.004688         58        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
    107/499      4.32G    0.01126   0.009493   0.004688         58        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
    107/499      4.32G    0.01142   0.009529   0.004729         71        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
    107/499      4.32G    0.01142   0.009529   0.004729         71        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    107/499      4.32G    0.01132   0.009488    0.00473         65        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    107/499      4.32G    0.01132   0.009488    0.00473         65        640:   9%|8         | 15/168 [00:02<00:29,  5.23it/s]
    107/499      4.32G    0.01124   0.009457   0.004901         70        640:   9%|8         | 15/168 [00:03<00:29,  5.23it/s]
    107/499      4.32G    0.01124   0.009457   0.004901         70        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
    107/499      4.32G    0.01123   0.009526   0.004777         71        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
    107/499      4.32G    0.01123   0.009526   0.004777         71        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
    107/499      4.32G    0.01126   0.009535   0.004675         72        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
    107/499      4.32G    0.01126   0.009535   0.004675         72        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    107/499      4.32G    0.01117   0.009362   0.004722         50        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    107/499      4.32G    0.01117   0.009362   0.004722         50        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    107/499      4.32G    0.01115   0.009339   0.004663         62        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    107/499      4.32G    0.01115   0.009339   0.004663         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.19it/s]
    107/499      4.32G     0.0113   0.009376    0.00469         66        640:  12%|#1        | 20/168 [00:04<00:28,  5.19it/s]
    107/499      4.32G     0.0113   0.009376    0.00469         66        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
    107/499      4.32G    0.01127   0.009354   0.004605         63        640:  12%|#2        | 21/168 [00:04<00:28,  5.23it/s]
    107/499      4.32G    0.01127   0.009354   0.004605         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.10it/s]
    107/499      4.32G    0.01131   0.009327   0.004698         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.10it/s]
    107/499      4.32G    0.01131   0.009327   0.004698         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    107/499      4.32G    0.01131   0.009357   0.004709         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    107/499      4.32G    0.01131   0.009357   0.004709         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    107/499      4.32G     0.0113   0.009463   0.004603         75        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    107/499      4.32G     0.0113   0.009463   0.004603         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
    107/499      4.32G    0.01135   0.009417   0.004503         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
    107/499      4.32G    0.01135   0.009417   0.004503         60        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    107/499      4.32G    0.01138   0.009405   0.004494         69        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    107/499      4.32G    0.01138   0.009405   0.004494         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    107/499      4.32G    0.01141    0.00941   0.004532         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    107/499      4.32G    0.01141    0.00941   0.004532         71        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
    107/499      4.32G    0.01134   0.009408   0.004565         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
    107/499      4.32G    0.01134   0.009408   0.004565         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    107/499      4.32G    0.01133   0.009431   0.004491         81        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    107/499      4.32G    0.01133   0.009431   0.004491         81        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    107/499      4.32G    0.01128   0.009446   0.004457         75        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    107/499      4.32G    0.01128   0.009446   0.004457         75        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    107/499      4.32G    0.01126    0.00942   0.004532         67        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    107/499      4.32G    0.01126    0.00942   0.004532         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    107/499      4.32G    0.01123   0.009378   0.004519         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    107/499      4.32G    0.01123   0.009378   0.004519         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.21it/s]
    107/499      4.32G    0.01122    0.00937   0.004495         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.21it/s]
    107/499      4.32G    0.01122    0.00937   0.004495         67        640:  20%|##        | 34/168 [00:06<00:26,  5.05it/s]
    107/499      4.32G    0.01118   0.009313    0.00442         56        640:  20%|##        | 34/168 [00:06<00:26,  5.05it/s]
    107/499      4.32G    0.01118   0.009313    0.00442         56        640:  21%|##        | 35/168 [00:06<00:25,  5.15it/s]
    107/499      4.32G    0.01122   0.009321    0.00442         59        640:  21%|##        | 35/168 [00:06<00:25,  5.15it/s]
    107/499      4.32G    0.01122   0.009321    0.00442         59        640:  21%|##1       | 36/168 [00:06<00:25,  5.25it/s]
    107/499      4.32G    0.01122    0.00934   0.004445         68        640:  21%|##1       | 36/168 [00:07<00:25,  5.25it/s]
    107/499      4.32G    0.01122    0.00934   0.004445         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
    107/499      4.32G     0.0112   0.009345   0.004437         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
    107/499      4.32G     0.0112   0.009345   0.004437         68        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    107/499      4.32G    0.01118   0.009375   0.004365         64        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    107/499      4.32G    0.01118   0.009375   0.004365         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.19it/s]
    107/499      4.32G    0.01118   0.009367   0.004329         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.19it/s]
    107/499      4.32G    0.01118   0.009367   0.004329         60        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    107/499      4.32G    0.01116   0.009388   0.004339         63        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    107/499      4.32G    0.01116   0.009388   0.004339         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
    107/499      4.32G    0.01113   0.009375   0.004331         72        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
    107/499      4.32G    0.01113   0.009375   0.004331         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    107/499      4.32G    0.01115   0.009381   0.004391         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    107/499      4.32G    0.01115   0.009381   0.004391         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    107/499      4.32G    0.01115    0.00943   0.004409         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    107/499      4.32G    0.01115    0.00943   0.004409         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    107/499      4.32G     0.0111   0.009413   0.004433         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    107/499      4.32G     0.0111   0.009413   0.004433         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    107/499      4.32G    0.01109   0.009408    0.00445         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    107/499      4.32G    0.01109   0.009408    0.00445         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    107/499      4.32G     0.0111    0.00937   0.004488         55        640:  27%|##7       | 46/168 [00:09<00:23,  5.15it/s]
    107/499      4.32G     0.0111    0.00937   0.004488         55        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    107/499      4.32G    0.01111   0.009355   0.004423         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    107/499      4.32G    0.01111   0.009355   0.004423         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    107/499      4.32G    0.01108   0.009322   0.004345         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    107/499      4.32G    0.01108   0.009322   0.004345         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    107/499      4.32G    0.01105   0.009278    0.00431         52        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    107/499      4.32G    0.01105   0.009278    0.00431         52        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    107/499      4.32G    0.01106   0.009298   0.004299         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    107/499      4.32G    0.01106   0.009298   0.004299         67        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
    107/499      4.32G    0.01109   0.009339   0.004256         72        640:  30%|###       | 51/168 [00:10<00:22,  5.29it/s]
    107/499      4.32G    0.01109   0.009339   0.004256         72        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    107/499      4.32G    0.01107   0.009304   0.004247         68        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    107/499      4.32G    0.01107   0.009304   0.004247         68        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    107/499      4.32G     0.0111   0.009326   0.004254         64        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    107/499      4.32G     0.0111   0.009326   0.004254         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    107/499      4.32G    0.01107   0.009346   0.004241         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    107/499      4.32G    0.01107   0.009346   0.004241         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    107/499      4.32G     0.0111   0.009387     0.0042         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    107/499      4.32G     0.0111   0.009387     0.0042         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    107/499      4.32G    0.01111   0.009401   0.004236         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    107/499      4.32G    0.01111   0.009401   0.004236         68        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
    107/499      4.32G    0.01113   0.009447   0.004252         67        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
    107/499      4.32G    0.01113   0.009447   0.004252         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.04it/s]
    107/499      4.32G    0.01111    0.00944   0.004297         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.04it/s]
    107/499      4.32G    0.01111    0.00944   0.004297         77        640:  35%|###5      | 59/168 [00:11<00:21,  5.15it/s]
    107/499      4.32G    0.01113   0.009493   0.004308         82        640:  35%|###5      | 59/168 [00:11<00:21,  5.15it/s]
    107/499      4.32G    0.01113   0.009493   0.004308         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.24it/s]
    107/499      4.32G    0.01111   0.009495   0.004293         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.24it/s]
    107/499      4.32G    0.01111   0.009495   0.004293         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
    107/499      4.32G    0.01108   0.009499   0.004245         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
    107/499      4.32G    0.01108   0.009499   0.004245         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    107/499      4.32G    0.01107   0.009486   0.004209         61        640:  37%|###6      | 62/168 [00:12<00:20,  5.22it/s]
    107/499      4.32G    0.01107   0.009486   0.004209         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    107/499      4.32G    0.01105   0.009496   0.004246         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    107/499      4.32G    0.01105   0.009496   0.004246         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    107/499      4.32G    0.01104   0.009491   0.004239         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    107/499      4.32G    0.01104   0.009491   0.004239         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    107/499      4.32G    0.01104   0.009496   0.004301         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    107/499      4.32G    0.01104   0.009496   0.004301         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    107/499      4.32G    0.01104   0.009537   0.004279         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    107/499      4.32G    0.01104   0.009537   0.004279         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.13it/s]
    107/499      4.32G    0.01103   0.009533   0.004282         66        640:  40%|###9      | 67/168 [00:13<00:19,  5.13it/s]
    107/499      4.32G    0.01103   0.009533   0.004282         66        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    107/499      4.32G    0.01101   0.009528    0.00426         76        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    107/499      4.32G    0.01101   0.009528    0.00426         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    107/499      4.32G      0.011   0.009523    0.00436         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    107/499      4.32G      0.011   0.009523    0.00436         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    107/499      4.32G    0.01102   0.009516   0.004356         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    107/499      4.32G    0.01102   0.009516   0.004356         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    107/499      4.32G      0.011   0.009523   0.004377         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    107/499      4.32G      0.011   0.009523   0.004377         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    107/499      4.32G      0.011   0.009526   0.004361         75        640:  43%|####2     | 72/168 [00:14<00:18,  5.32it/s]
    107/499      4.32G      0.011   0.009526   0.004361         75        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    107/499      4.32G      0.011    0.00955   0.004354         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    107/499      4.32G      0.011    0.00955   0.004354         70        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    107/499      4.32G    0.01101   0.009521    0.00436         56        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    107/499      4.32G    0.01101   0.009521    0.00436         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    107/499      4.32G      0.011   0.009496   0.004376         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    107/499      4.32G      0.011   0.009496   0.004376         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    107/499      4.32G    0.01099   0.009475    0.00437         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    107/499      4.32G    0.01099   0.009475    0.00437         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
    107/499      4.32G    0.01099   0.009469   0.004414         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
    107/499      4.32G    0.01099   0.009469   0.004414         62        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    107/499      4.32G    0.01099   0.009452   0.004436         64        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    107/499      4.32G    0.01099   0.009452   0.004436         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    107/499      4.32G    0.01101   0.009438   0.004452         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    107/499      4.32G    0.01101   0.009438   0.004452         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    107/499      4.32G    0.01101   0.009449   0.004415         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    107/499      4.32G    0.01101   0.009449   0.004415         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    107/499      4.32G      0.011   0.009461   0.004399         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    107/499      4.32G      0.011   0.009461   0.004399         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.09it/s]
    107/499      4.32G    0.01101   0.009468   0.004405         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.09it/s]
    107/499      4.32G    0.01101   0.009468   0.004405         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
    107/499      4.32G    0.01101   0.009464   0.004394         70        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
    107/499      4.32G    0.01101   0.009464   0.004394         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    107/499      4.32G    0.01099   0.009475   0.004389         80        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    107/499      4.32G    0.01099   0.009475   0.004389         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    107/499      4.32G      0.011   0.009485   0.004379         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    107/499      4.32G      0.011   0.009485   0.004379         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    107/499      4.32G    0.01101   0.009488    0.00439         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    107/499      4.32G    0.01101   0.009488    0.00439         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    107/499      4.32G    0.01101   0.009501   0.004407         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    107/499      4.32G    0.01101   0.009501   0.004407         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    107/499      4.32G      0.011   0.009502   0.004389         68        640:  52%|#####2    | 88/168 [00:17<00:15,  5.19it/s]
    107/499      4.32G      0.011   0.009502   0.004389         68        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    107/499      4.32G      0.011   0.009516   0.004358         75        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    107/499      4.32G      0.011   0.009516   0.004358         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.25it/s]
    107/499      4.32G      0.011   0.009505   0.004352         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.25it/s]
    107/499      4.32G      0.011   0.009505   0.004352         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    107/499      4.32G    0.01101   0.009498   0.004347         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    107/499      4.32G    0.01101   0.009498   0.004347         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    107/499      4.32G    0.01101   0.009508   0.004339         82        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    107/499      4.32G    0.01101   0.009508   0.004339         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    107/499      4.32G      0.011   0.009497   0.004376         63        640:  55%|#####5    | 93/168 [00:18<00:14,  5.31it/s]
    107/499      4.32G      0.011   0.009497   0.004376         63        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    107/499      4.32G    0.01099   0.009507   0.004353         75        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    107/499      4.32G    0.01099   0.009507   0.004353         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    107/499      4.32G    0.01098   0.009507   0.004328         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    107/499      4.32G    0.01098   0.009507   0.004328         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
    107/499      4.32G    0.01098   0.009519    0.00431         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
    107/499      4.32G    0.01098   0.009519    0.00431         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.07it/s]
    107/499      4.32G    0.01098   0.009517   0.004314         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.07it/s]
    107/499      4.32G    0.01098   0.009517   0.004314         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.15it/s]
    107/499      4.32G    0.01097   0.009522    0.00431         71        640:  58%|#####8    | 98/168 [00:19<00:13,  5.15it/s]
    107/499      4.32G    0.01097   0.009522    0.00431         71        640:  59%|#####8    | 99/168 [00:19<00:13,  5.23it/s]
    107/499      4.32G    0.01095     0.0095   0.004286         63        640:  59%|#####8    | 99/168 [00:19<00:13,  5.23it/s]
    107/499      4.32G    0.01095     0.0095   0.004286         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    107/499      4.32G    0.01094   0.009494   0.004264         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    107/499      4.32G    0.01094   0.009494   0.004264         70        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    107/499      4.32G    0.01093   0.009511   0.004263         74        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    107/499      4.32G    0.01093   0.009511   0.004263         74        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    107/499      4.32G    0.01092   0.009512    0.00427         68        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    107/499      4.32G    0.01092   0.009512    0.00427         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    107/499      4.32G    0.01091   0.009501   0.004282         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    107/499      4.32G    0.01091   0.009501   0.004282         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
    107/499      4.32G    0.01091   0.009487    0.00429         71        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
    107/499      4.32G    0.01091   0.009487    0.00429         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    107/499      4.32G    0.01089   0.009488   0.004298         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    107/499      4.32G    0.01089   0.009488   0.004298         65        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
    107/499      4.32G    0.01089    0.00948   0.004281         52        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
    107/499      4.32G    0.01089    0.00948   0.004281         52        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    107/499      4.32G    0.01088   0.009477   0.004292         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    107/499      4.32G    0.01088   0.009477   0.004292         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
    107/499      4.32G    0.01088   0.009467    0.00427         50        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
    107/499      4.32G    0.01088   0.009467    0.00427         50        640:  65%|######4   | 109/168 [00:20<00:11,  5.10it/s]
    107/499      4.32G    0.01089   0.009453   0.004285         58        640:  65%|######4   | 109/168 [00:21<00:11,  5.10it/s]
    107/499      4.32G    0.01089   0.009453   0.004285         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    107/499      4.32G    0.01089   0.009458   0.004287         75        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    107/499      4.32G    0.01089   0.009458   0.004287         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    107/499      4.32G    0.01089   0.009486   0.004268         88        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    107/499      4.32G    0.01089   0.009486   0.004268         88        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    107/499      4.32G     0.0109   0.009493   0.004264         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    107/499      4.32G     0.0109   0.009493   0.004264         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    107/499      4.32G     0.0109   0.009504   0.004265         86        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    107/499      4.32G     0.0109   0.009504   0.004265         86        640:  68%|######7   | 114/168 [00:21<00:10,  5.25it/s]
    107/499      4.32G    0.01091   0.009504   0.004284         67        640:  68%|######7   | 114/168 [00:22<00:10,  5.25it/s]
    107/499      4.32G    0.01091   0.009504   0.004284         67        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
    107/499      4.32G    0.01092   0.009507   0.004295         53        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
    107/499      4.32G    0.01092   0.009507   0.004295         53        640:  69%|######9   | 116/168 [00:22<00:10,  5.20it/s]
    107/499      4.32G    0.01091   0.009505   0.004287         66        640:  69%|######9   | 116/168 [00:22<00:10,  5.20it/s]
    107/499      4.32G    0.01091   0.009505   0.004287         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
    107/499      4.32G    0.01092   0.009514   0.004284         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
    107/499      4.32G    0.01092   0.009514   0.004284         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    107/499      4.32G    0.01091   0.009519   0.004272         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    107/499      4.32G    0.01091   0.009519   0.004272         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    107/499      4.32G    0.01091   0.009533   0.004269         68        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
    107/499      4.32G    0.01091   0.009533   0.004269         68        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
    107/499      4.32G     0.0109   0.009533   0.004254         64        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
    107/499      4.32G     0.0109   0.009533   0.004254         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    107/499      4.32G     0.0109   0.009553   0.004252         83        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    107/499      4.32G     0.0109   0.009553   0.004252         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    107/499      4.32G     0.0109   0.009548   0.004235         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    107/499      4.32G     0.0109   0.009548   0.004235         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    107/499      4.32G    0.01091   0.009559   0.004233         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    107/499      4.32G    0.01091   0.009559   0.004233         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    107/499      4.32G    0.01092   0.009564   0.004232         61        640:  74%|#######3  | 124/168 [00:24<00:08,  5.15it/s]
    107/499      4.32G    0.01092   0.009564   0.004232         61        640:  74%|#######4  | 125/168 [00:24<00:08,  5.16it/s]
    107/499      4.32G    0.01092   0.009558   0.004225         57        640:  74%|#######4  | 125/168 [00:24<00:08,  5.16it/s]
    107/499      4.32G    0.01092   0.009558   0.004225         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
    107/499      4.32G    0.01092   0.009576   0.004208         95        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
    107/499      4.32G    0.01092   0.009576   0.004208         95        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    107/499      4.32G    0.01092   0.009574   0.004197         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    107/499      4.32G    0.01092   0.009574   0.004197         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    107/499      4.32G    0.01093   0.009592   0.004212         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    107/499      4.32G    0.01093   0.009592   0.004212         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
    107/499      4.32G    0.01093   0.009591   0.004199         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
    107/499      4.32G    0.01093   0.009591   0.004199         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    107/499      4.32G    0.01091   0.009597    0.00421         88        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    107/499      4.32G    0.01091   0.009597    0.00421         88        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    107/499      4.32G    0.01091    0.00959   0.004214         76        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    107/499      4.32G    0.01091    0.00959   0.004214         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    107/499      4.32G    0.01091   0.009616   0.004206         92        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    107/499      4.32G    0.01091   0.009616   0.004206         92        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
    107/499      4.32G    0.01091   0.009607   0.004204         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
    107/499      4.32G    0.01091   0.009607   0.004204         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
    107/499      4.32G    0.01091   0.009609   0.004207         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
    107/499      4.32G    0.01091   0.009609   0.004207         69        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    107/499      4.32G    0.01094   0.009599   0.004214         50        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
    107/499      4.32G    0.01094   0.009599   0.004214         50        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    107/499      4.32G    0.01094   0.009589   0.004189         56        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    107/499      4.32G    0.01094   0.009589   0.004189         56        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    107/499      4.32G    0.01093   0.009597   0.004184         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    107/499      4.32G    0.01093   0.009597   0.004184         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    107/499      4.32G    0.01092    0.00957   0.004184         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    107/499      4.32G    0.01092    0.00957   0.004184         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    107/499      4.32G    0.01093   0.009575   0.004207         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    107/499      4.32G    0.01093   0.009575   0.004207         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    107/499      4.32G    0.01092   0.009589   0.004205         86        640:  83%|########3 | 140/168 [00:27<00:05,  5.23it/s]
    107/499      4.32G    0.01092   0.009589   0.004205         86        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    107/499      4.32G    0.01092   0.009593     0.0042         78        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    107/499      4.32G    0.01092   0.009593     0.0042         78        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    107/499      4.32G    0.01092   0.009598   0.004197         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    107/499      4.32G    0.01092   0.009598   0.004197         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    107/499      4.32G    0.01092   0.009611   0.004178         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    107/499      4.32G    0.01092   0.009611   0.004178         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    107/499      4.32G    0.01091   0.009607   0.004167         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    107/499      4.32G    0.01091   0.009607   0.004167         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    107/499      4.32G    0.01091   0.009611   0.004165         77        640:  86%|########6 | 145/168 [00:28<00:04,  5.15it/s]
    107/499      4.32G    0.01091   0.009611   0.004165         77        640:  87%|########6 | 146/168 [00:28<00:04,  5.22it/s]
    107/499      4.32G     0.0109   0.009608   0.004159         73        640:  87%|########6 | 146/168 [00:28<00:04,  5.22it/s]
    107/499      4.32G     0.0109   0.009608   0.004159         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    107/499      4.32G    0.01092   0.009601   0.004157         54        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    107/499      4.32G    0.01092   0.009601   0.004157         54        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    107/499      4.32G    0.01092   0.009588   0.004161         49        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    107/499      4.32G    0.01092   0.009588   0.004161         49        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    107/499      4.32G    0.01091   0.009586   0.004156         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    107/499      4.32G    0.01091   0.009586   0.004156         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    107/499      4.32G    0.01091   0.009584   0.004166         60        640:  89%|########9 | 150/168 [00:29<00:03,  5.29it/s]
    107/499      4.32G    0.01091   0.009584   0.004166         60        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
    107/499      4.32G    0.01091   0.009569   0.004159         55        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
    107/499      4.32G    0.01091   0.009569   0.004159         55        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    107/499      4.32G     0.0109   0.009572   0.004162         73        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    107/499      4.32G     0.0109   0.009572   0.004162         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
    107/499      4.32G    0.01091   0.009591   0.004158         84        640:  91%|#########1| 153/168 [00:29<00:02,  5.29it/s]
    107/499      4.32G    0.01091   0.009591   0.004158         84        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    107/499      4.32G     0.0109   0.009579   0.004156         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    107/499      4.32G     0.0109   0.009579   0.004156         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    107/499      4.32G     0.0109   0.009573   0.004165         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    107/499      4.32G     0.0109   0.009573   0.004165         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    107/499      4.32G    0.01089   0.009588   0.004154         72        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
    107/499      4.32G    0.01089   0.009588   0.004154         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    107/499      4.32G    0.01089   0.009581   0.004149         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    107/499      4.32G    0.01089   0.009581   0.004149         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    107/499      4.32G     0.0109   0.009585   0.004169         77        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    107/499      4.32G     0.0109   0.009585   0.004169         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    107/499      4.32G     0.0109   0.009588   0.004172         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    107/499      4.32G     0.0109   0.009588   0.004172         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    107/499      4.32G    0.01089   0.009581   0.004172         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    107/499      4.32G    0.01089   0.009581   0.004172         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.21it/s]
    107/499      4.32G     0.0109   0.009571   0.004167         51        640:  96%|#########5| 161/168 [00:31<00:01,  5.21it/s]
    107/499      4.32G     0.0109   0.009571   0.004167         51        640:  96%|#########6| 162/168 [00:31<00:01,  5.26it/s]
    107/499      4.32G     0.0109   0.009567    0.00416         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.26it/s]
    107/499      4.32G     0.0109   0.009567    0.00416         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    107/499      4.32G     0.0109   0.009565   0.004151         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    107/499      4.32G     0.0109   0.009565   0.004151         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    107/499      4.32G     0.0109   0.009565   0.004146         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    107/499      4.32G     0.0109   0.009565   0.004146         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    107/499      4.32G    0.01092    0.00956   0.004134         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    107/499      4.32G    0.01092    0.00956   0.004134         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    107/499      4.32G    0.01091   0.009553   0.004122         59        640:  99%|#########8| 166/168 [00:32<00:00,  5.20it/s]
    107/499      4.32G    0.01091   0.009553   0.004122         59        640:  99%|#########9| 167/168 [00:32<00:00,  5.29it/s]
    107/499      4.32G     0.0109   0.009537   0.004107         27        640:  99%|#########9| 167/168 [00:32<00:00,  5.29it/s]
    107/499      4.32G     0.0109   0.009537   0.004107         27        640: 100%|##########| 168/168 [00:32<00:00,  5.46it/s]
    107/499      4.32G     0.0109   0.009537   0.004107         27        640: 100%|##########| 168/168 [00:32<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.869      0.846      0.867      0.743

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    108/499      4.32G    0.01076   0.009342   0.003168         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
    108/499      4.32G    0.01076   0.009342   0.003168         64        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    108/499      4.32G    0.01136    0.01001   0.002695         71        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    108/499      4.32G    0.01136    0.01001   0.002695         71        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    108/499      4.32G    0.01127    0.01071   0.003009         76        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    108/499      4.32G    0.01127    0.01071   0.003009         76        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    108/499      4.32G    0.01107   0.009785   0.003746         54        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    108/499      4.32G    0.01107   0.009785   0.003746         54        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    108/499      4.32G    0.01099   0.009775    0.00362         68        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    108/499      4.32G    0.01099   0.009775    0.00362         68        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    108/499      4.32G    0.01091    0.01022   0.003333         91        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    108/499      4.32G    0.01091    0.01022   0.003333         91        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    108/499      4.32G    0.01081   0.009974   0.003157         69        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    108/499      4.32G    0.01081   0.009974   0.003157         69        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    108/499      4.32G    0.01067   0.009572   0.003097         64        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    108/499      4.32G    0.01067   0.009572   0.003097         64        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    108/499      4.32G    0.01078   0.009758   0.003288         79        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    108/499      4.32G    0.01078   0.009758   0.003288         79        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    108/499      4.32G    0.01059   0.009713   0.003293         70        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    108/499      4.32G    0.01059   0.009713   0.003293         70        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    108/499      4.32G    0.01069   0.009824   0.003219         69        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    108/499      4.32G    0.01069   0.009824   0.003219         69        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    108/499      4.32G    0.01072   0.009798   0.003349         69        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    108/499      4.32G    0.01072   0.009798   0.003349         69        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    108/499      4.32G    0.01072   0.009838     0.0036         77        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    108/499      4.32G    0.01072   0.009838     0.0036         77        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    108/499      4.32G    0.01069   0.009693   0.003477         64        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    108/499      4.32G    0.01069   0.009693   0.003477         64        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
    108/499      4.32G    0.01075   0.009709   0.003573         75        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
    108/499      4.32G    0.01075   0.009709   0.003573         75        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
    108/499      4.32G    0.01081   0.009742    0.00391         83        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
    108/499      4.32G    0.01081   0.009742    0.00391         83        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    108/499      4.32G     0.0108    0.00979   0.003866         83        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    108/499      4.32G     0.0108    0.00979   0.003866         83        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
    108/499      4.32G    0.01086   0.009697   0.003972         60        640:  10%|#         | 17/168 [00:03<00:28,  5.21it/s]
    108/499      4.32G    0.01086   0.009697   0.003972         60        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
    108/499      4.32G    0.01084    0.00973    0.00405         73        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
    108/499      4.32G    0.01084    0.00973    0.00405         73        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    108/499      4.32G    0.01078   0.009601   0.004007         59        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    108/499      4.32G    0.01078   0.009601   0.004007         59        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    108/499      4.32G    0.01075   0.009526    0.00401         59        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
    108/499      4.32G    0.01075   0.009526    0.00401         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    108/499      4.32G    0.01068   0.009452   0.003946         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    108/499      4.32G    0.01068   0.009452   0.003946         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    108/499      4.32G    0.01066   0.009456   0.003817         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    108/499      4.32G    0.01066   0.009456   0.003817         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    108/499      4.32G    0.01068   0.009566   0.003758         82        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    108/499      4.32G    0.01068   0.009566   0.003758         82        640:  14%|#4        | 24/168 [00:04<00:28,  5.01it/s]
    108/499      4.32G    0.01061   0.009537   0.003714         66        640:  14%|#4        | 24/168 [00:04<00:28,  5.01it/s]
    108/499      4.32G    0.01061   0.009537   0.003714         66        640:  15%|#4        | 25/168 [00:04<00:29,  4.86it/s]
    108/499      4.32G    0.01061   0.009543   0.003653         67        640:  15%|#4        | 25/168 [00:05<00:29,  4.86it/s]
    108/499      4.32G    0.01061   0.009543   0.003653         67        640:  15%|#5        | 26/168 [00:05<00:28,  4.99it/s]
    108/499      4.32G    0.01061   0.009522   0.003715         62        640:  15%|#5        | 26/168 [00:05<00:28,  4.99it/s]
    108/499      4.32G    0.01061   0.009522   0.003715         62        640:  16%|#6        | 27/168 [00:05<00:27,  5.08it/s]
    108/499      4.32G     0.0106   0.009493   0.003646         66        640:  16%|#6        | 27/168 [00:05<00:27,  5.08it/s]
    108/499      4.32G     0.0106   0.009493   0.003646         66        640:  17%|#6        | 28/168 [00:05<00:28,  4.99it/s]
    108/499      4.32G    0.01058    0.00941   0.003597         51        640:  17%|#6        | 28/168 [00:05<00:28,  4.99it/s]
    108/499      4.32G    0.01058    0.00941   0.003597         51        640:  17%|#7        | 29/168 [00:05<00:27,  5.12it/s]
    108/499      4.32G    0.01059    0.00939   0.003552         61        640:  17%|#7        | 29/168 [00:05<00:27,  5.12it/s]
    108/499      4.32G    0.01059    0.00939   0.003552         61        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
    108/499      4.32G    0.01061   0.009418   0.003499         72        640:  18%|#7        | 30/168 [00:06<00:26,  5.22it/s]
    108/499      4.32G    0.01061   0.009418   0.003499         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.09it/s]
    108/499      4.32G    0.01061   0.009347   0.003558         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.09it/s]
    108/499      4.32G    0.01061   0.009347   0.003558         59        640:  19%|#9        | 32/168 [00:06<00:26,  5.19it/s]
    108/499      4.32G    0.01064   0.009364     0.0036         72        640:  19%|#9        | 32/168 [00:06<00:26,  5.19it/s]
    108/499      4.32G    0.01064   0.009364     0.0036         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    108/499      4.32G     0.0107   0.009346   0.003641         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    108/499      4.32G     0.0107   0.009346   0.003641         68        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    108/499      4.32G    0.01071   0.009433   0.003709         77        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    108/499      4.32G    0.01071   0.009433   0.003709         77        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
    108/499      4.32G    0.01079   0.009482     0.0037         66        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
    108/499      4.32G    0.01079   0.009482     0.0037         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    108/499      4.32G    0.01085   0.009508   0.003677         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    108/499      4.32G    0.01085   0.009508   0.003677         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    108/499      4.32G    0.01088   0.009451   0.003636         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    108/499      4.32G    0.01088   0.009451   0.003636         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    108/499      4.32G    0.01088     0.0095   0.003571         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    108/499      4.32G    0.01088     0.0095   0.003571         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    108/499      4.32G    0.01086   0.009531   0.003611         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    108/499      4.32G    0.01086   0.009531   0.003611         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    108/499      4.32G    0.01089   0.009569   0.003595         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    108/499      4.32G    0.01089   0.009569   0.003595         67        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    108/499      4.32G     0.0109   0.009542   0.003718         66        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
    108/499      4.32G     0.0109   0.009542   0.003718         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
    108/499      4.32G    0.01085   0.009521   0.003679         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
    108/499      4.32G    0.01085   0.009521   0.003679         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    108/499      4.32G    0.01083   0.009507   0.003668         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    108/499      4.32G    0.01083   0.009507   0.003668         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
    108/499      4.32G    0.01088   0.009518   0.003712         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
    108/499      4.32G    0.01088   0.009518   0.003712         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.25it/s]
    108/499      4.32G    0.01088   0.009479    0.00379         47        640:  27%|##6       | 45/168 [00:08<00:23,  5.25it/s]
    108/499      4.32G    0.01088   0.009479    0.00379         47        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    108/499      4.32G    0.01085   0.009457   0.003738         64        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
    108/499      4.32G    0.01085   0.009457   0.003738         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
    108/499      4.32G    0.01083   0.009481   0.003731         82        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
    108/499      4.32G    0.01083   0.009481   0.003731         82        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    108/499      4.32G    0.01082   0.009493   0.003692         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    108/499      4.32G    0.01082   0.009493   0.003692         72        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    108/499      4.32G    0.01079   0.009471   0.003661         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    108/499      4.32G    0.01079   0.009471   0.003661         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    108/499      4.32G    0.01078   0.009445   0.003684         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    108/499      4.32G    0.01078   0.009445   0.003684         57        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    108/499      4.32G    0.01078   0.009486   0.003701         73        640:  30%|###       | 51/168 [00:10<00:21,  5.32it/s]
    108/499      4.32G    0.01078   0.009486   0.003701         73        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    108/499      4.32G    0.01081   0.009446    0.00371         55        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    108/499      4.32G    0.01081   0.009446    0.00371         55        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    108/499      4.32G     0.0108    0.00946   0.003712         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    108/499      4.32G     0.0108    0.00946   0.003712         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    108/499      4.32G    0.01079   0.009475   0.003703         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    108/499      4.32G    0.01079   0.009475   0.003703         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    108/499      4.32G    0.01079   0.009483   0.003695         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    108/499      4.32G    0.01079   0.009483   0.003695         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    108/499      4.32G     0.0108   0.009478   0.003749         55        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    108/499      4.32G     0.0108   0.009478   0.003749         55        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
    108/499      4.32G    0.01078   0.009495   0.003736         78        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
    108/499      4.32G    0.01078   0.009495   0.003736         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    108/499      4.32G    0.01077    0.00951   0.003739         80        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    108/499      4.32G    0.01077    0.00951   0.003739         80        640:  35%|###5      | 59/168 [00:11<00:21,  5.17it/s]
    108/499      4.32G    0.01076   0.009538    0.00375         84        640:  35%|###5      | 59/168 [00:11<00:21,  5.17it/s]
    108/499      4.32G    0.01076   0.009538    0.00375         84        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    108/499      4.32G    0.01075   0.009517   0.003749         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    108/499      4.32G    0.01075   0.009517   0.003749         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.11it/s]
    108/499      4.32G    0.01073   0.009523   0.003742         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.11it/s]
    108/499      4.32G    0.01073   0.009523   0.003742         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
    108/499      4.32G    0.01074   0.009522     0.0037         61        640:  37%|###6      | 62/168 [00:12<00:20,  5.21it/s]
    108/499      4.32G    0.01074   0.009522     0.0037         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
    108/499      4.32G     0.0107   0.009521   0.003713         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
    108/499      4.32G     0.0107   0.009521   0.003713         76        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    108/499      4.32G     0.0107   0.009503   0.003707         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    108/499      4.32G     0.0107   0.009503   0.003707         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    108/499      4.32G    0.01071   0.009504   0.003688         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    108/499      4.32G    0.01071   0.009504   0.003688         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    108/499      4.32G    0.01073   0.009494   0.003706         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    108/499      4.32G    0.01073   0.009494   0.003706         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    108/499      4.32G     0.0107    0.00951   0.003686         78        640:  40%|###9      | 67/168 [00:13<00:19,  5.17it/s]
    108/499      4.32G     0.0107    0.00951   0.003686         78        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    108/499      4.32G    0.01071   0.009508   0.003677         70        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    108/499      4.32G    0.01071   0.009508   0.003677         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    108/499      4.32G     0.0107   0.009504   0.003695         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    108/499      4.32G     0.0107   0.009504   0.003695         81        640:  42%|####1     | 70/168 [00:13<00:19,  5.09it/s]
    108/499      4.32G    0.01068    0.00947   0.003686         53        640:  42%|####1     | 70/168 [00:13<00:19,  5.09it/s]
    108/499      4.32G    0.01068    0.00947   0.003686         53        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
    108/499      4.32G    0.01069   0.009472   0.003717         79        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
    108/499      4.32G    0.01069   0.009472   0.003717         79        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    108/499      4.32G    0.01066   0.009477   0.003729         74        640:  43%|####2     | 72/168 [00:14<00:18,  5.26it/s]
    108/499      4.32G    0.01066   0.009477   0.003729         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
    108/499      4.32G    0.01064   0.009472   0.003726         71        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
    108/499      4.32G    0.01064   0.009472   0.003726         71        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    108/499      4.32G    0.01062    0.00947   0.003739         76        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    108/499      4.32G    0.01062    0.00947   0.003739         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    108/499      4.32G    0.01064   0.009483   0.003726         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    108/499      4.32G    0.01064   0.009483   0.003726         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    108/499      4.32G    0.01065   0.009514   0.003708         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    108/499      4.32G    0.01065   0.009514   0.003708         85        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    108/499      4.32G    0.01064   0.009519   0.003716         74        640:  46%|####5     | 77/168 [00:15<00:17,  5.26it/s]
    108/499      4.32G    0.01064   0.009519   0.003716         74        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    108/499      4.32G    0.01065    0.00951   0.003744         58        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    108/499      4.32G    0.01065    0.00951   0.003744         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    108/499      4.32G    0.01064   0.009514   0.003723         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    108/499      4.32G    0.01064   0.009514   0.003723         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    108/499      4.32G    0.01063   0.009489   0.003768         56        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    108/499      4.32G    0.01063   0.009489   0.003768         56        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    108/499      4.32G    0.01065   0.009462   0.003736         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    108/499      4.32G    0.01065   0.009462   0.003736         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    108/499      4.32G    0.01066   0.009509   0.003731         97        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    108/499      4.32G    0.01066   0.009509   0.003731         97        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    108/499      4.32G    0.01064   0.009511    0.00374         78        640:  49%|####9     | 83/168 [00:16<00:16,  5.27it/s]
    108/499      4.32G    0.01064   0.009511    0.00374         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    108/499      4.32G    0.01064   0.009495   0.003734         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    108/499      4.32G    0.01064   0.009495   0.003734         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    108/499      4.32G    0.01069   0.009546   0.003736         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    108/499      4.32G    0.01069   0.009546   0.003736         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    108/499      4.32G    0.01071   0.009556   0.003724         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    108/499      4.32G    0.01071   0.009556   0.003724         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    108/499      4.32G    0.01073   0.009529   0.003706         45        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    108/499      4.32G    0.01073   0.009529   0.003706         45        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    108/499      4.32G    0.01072   0.009507   0.003679         55        640:  52%|#####2    | 88/168 [00:17<00:15,  5.19it/s]
    108/499      4.32G    0.01072   0.009507   0.003679         55        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    108/499      4.32G    0.01071   0.009519   0.003704         95        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    108/499      4.32G    0.01071   0.009519   0.003704         95        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    108/499      4.32G     0.0107   0.009515   0.003699         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    108/499      4.32G     0.0107   0.009515   0.003699         79        640:  54%|#####4    | 91/168 [00:17<00:15,  5.12it/s]
    108/499      4.32G     0.0107   0.009508   0.003696         61        640:  54%|#####4    | 91/168 [00:17<00:15,  5.12it/s]
    108/499      4.32G     0.0107   0.009508   0.003696         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    108/499      4.32G    0.01069   0.009493   0.003708         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    108/499      4.32G    0.01069   0.009493   0.003708         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    108/499      4.32G     0.0107   0.009488   0.003704         75        640:  55%|#####5    | 93/168 [00:18<00:14,  5.29it/s]
    108/499      4.32G     0.0107   0.009488   0.003704         75        640:  56%|#####5    | 94/168 [00:18<00:14,  5.08it/s]
    108/499      4.32G    0.01068   0.009491    0.00373         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.08it/s]
    108/499      4.32G    0.01068   0.009491    0.00373         79        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
    108/499      4.32G    0.01068    0.00951   0.003708         80        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
    108/499      4.32G    0.01068    0.00951   0.003708         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    108/499      4.32G    0.01068   0.009501    0.00376         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    108/499      4.32G    0.01068   0.009501    0.00376         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    108/499      4.32G    0.01069   0.009538   0.003742         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    108/499      4.32G    0.01069   0.009538   0.003742         82        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    108/499      4.32G    0.01068   0.009527   0.003722         62        640:  58%|#####8    | 98/168 [00:19<00:13,  5.25it/s]
    108/499      4.32G    0.01068   0.009527   0.003722         62        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    108/499      4.32G    0.01068   0.009521   0.003718         63        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    108/499      4.32G    0.01068   0.009521   0.003718         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    108/499      4.32G    0.01066   0.009484   0.003721         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    108/499      4.32G    0.01066   0.009484   0.003721         57        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    108/499      4.32G    0.01066   0.009514   0.003734         85        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    108/499      4.32G    0.01066   0.009514   0.003734         85        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    108/499      4.32G    0.01066   0.009514   0.003747         71        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    108/499      4.32G    0.01066   0.009514   0.003747         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    108/499      4.32G    0.01065   0.009513   0.003753         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    108/499      4.32G    0.01065   0.009513   0.003753         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.17it/s]
    108/499      4.32G    0.01064   0.009523   0.003742         99        640:  62%|######1   | 104/168 [00:20<00:12,  5.17it/s]
    108/499      4.32G    0.01064   0.009523   0.003742         99        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    108/499      4.32G    0.01067   0.009529   0.003722         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    108/499      4.32G    0.01067   0.009529   0.003722         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    108/499      4.32G    0.01066   0.009512   0.003726         65        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    108/499      4.32G    0.01066   0.009512   0.003726         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    108/499      4.32G    0.01065   0.009507   0.003718         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    108/499      4.32G    0.01065   0.009507   0.003718         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    108/499      4.32G    0.01065   0.009527   0.003719         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    108/499      4.32G    0.01065   0.009527   0.003719         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    108/499      4.32G    0.01066   0.009532   0.003747         71        640:  65%|######4   | 109/168 [00:21<00:11,  5.20it/s]
    108/499      4.32G    0.01066   0.009532   0.003747         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    108/499      4.32G    0.01067   0.009515   0.003745         55        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    108/499      4.32G    0.01067   0.009515   0.003745         55        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    108/499      4.32G    0.01068   0.009512   0.003737         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    108/499      4.32G    0.01068   0.009512   0.003737         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    108/499      4.32G    0.01068   0.009494    0.00376         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    108/499      4.32G    0.01068   0.009494    0.00376         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    108/499      4.32G    0.01066   0.009493   0.003749         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    108/499      4.32G    0.01066   0.009493   0.003749         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    108/499      4.32G    0.01064   0.009491   0.003744         72        640:  68%|######7   | 114/168 [00:22<00:10,  5.34it/s]
    108/499      4.32G    0.01064   0.009491   0.003744         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
    108/499      4.32G    0.01063   0.009469   0.003735         51        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
    108/499      4.32G    0.01063   0.009469   0.003735         51        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    108/499      4.32G    0.01063   0.009491   0.003729         86        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    108/499      4.32G    0.01063   0.009491   0.003729         86        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    108/499      4.32G    0.01063   0.009508   0.003734         86        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    108/499      4.32G    0.01063   0.009508   0.003734         86        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    108/499      4.32G    0.01064   0.009507   0.003715         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    108/499      4.32G    0.01064   0.009507   0.003715         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    108/499      4.32G    0.01065   0.009523   0.003705         71        640:  71%|#######   | 119/168 [00:23<00:09,  5.24it/s]
    108/499      4.32G    0.01065   0.009523   0.003705         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    108/499      4.32G    0.01065   0.009535   0.003696         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    108/499      4.32G    0.01065   0.009535   0.003696         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    108/499      4.32G    0.01065   0.009535   0.003699         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    108/499      4.32G    0.01065   0.009535   0.003699         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    108/499      4.32G    0.01066   0.009557    0.00371         96        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    108/499      4.32G    0.01066   0.009557    0.00371         96        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    108/499      4.32G    0.01066   0.009564   0.003736         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    108/499      4.32G    0.01066   0.009564   0.003736         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    108/499      4.32G    0.01066   0.009545   0.003747         50        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    108/499      4.32G    0.01066   0.009545   0.003747         50        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    108/499      4.32G    0.01065   0.009543   0.003745         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.30it/s]
    108/499      4.32G    0.01065   0.009543   0.003745         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    108/499      4.32G    0.01065   0.009553   0.003744         75        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    108/499      4.32G    0.01065   0.009553   0.003744         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    108/499      4.32G    0.01065   0.009569   0.003753         85        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    108/499      4.32G    0.01065   0.009569   0.003753         85        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    108/499      4.32G    0.01066   0.009576    0.00375         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    108/499      4.32G    0.01066   0.009576    0.00375         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    108/499      4.32G    0.01067   0.009574   0.003769         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    108/499      4.32G    0.01067   0.009574   0.003769         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    108/499      4.32G    0.01066   0.009583   0.003772         81        640:  77%|#######7  | 130/168 [00:25<00:07,  5.23it/s]
    108/499      4.32G    0.01066   0.009583   0.003772         81        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
    108/499      4.32G    0.01066    0.00958   0.003774         74        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
    108/499      4.32G    0.01066    0.00958   0.003774         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    108/499      4.32G    0.01066   0.009584   0.003789         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    108/499      4.32G    0.01066   0.009584   0.003789         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
    108/499      4.32G    0.01066   0.009588   0.003788         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
    108/499      4.32G    0.01066   0.009588   0.003788         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    108/499      4.32G    0.01065   0.009593   0.003789         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    108/499      4.32G    0.01065   0.009593   0.003789         73        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    108/499      4.32G    0.01066   0.009589   0.003782         73        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
    108/499      4.32G    0.01066   0.009589   0.003782         73        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    108/499      4.32G    0.01066   0.009576   0.003767         65        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    108/499      4.32G    0.01066   0.009576   0.003767         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
    108/499      4.32G    0.01066   0.009572   0.003757         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
    108/499      4.32G    0.01066   0.009572   0.003757         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.27it/s]
    108/499      4.32G    0.01066   0.009577   0.003758         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.27it/s]
    108/499      4.32G    0.01066   0.009577   0.003758         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    108/499      4.32G    0.01065   0.009578   0.003742         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    108/499      4.32G    0.01065   0.009578   0.003742         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    108/499      4.32G    0.01065   0.009578   0.003734         73        640:  83%|########3 | 140/168 [00:27<00:05,  5.26it/s]
    108/499      4.32G    0.01065   0.009578   0.003734         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    108/499      4.32G    0.01066   0.009584   0.003747         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    108/499      4.32G    0.01066   0.009584   0.003747         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    108/499      4.32G    0.01067   0.009587   0.003744         77        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    108/499      4.32G    0.01067   0.009587   0.003744         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    108/499      4.32G    0.01067   0.009592   0.003754         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    108/499      4.32G    0.01067   0.009592   0.003754         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    108/499      4.32G    0.01066   0.009569   0.003772         53        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    108/499      4.32G    0.01066   0.009569   0.003772         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    108/499      4.32G    0.01066   0.009585   0.003766         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    108/499      4.32G    0.01066   0.009585   0.003766         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    108/499      4.32G    0.01067   0.009591   0.003774         74        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    108/499      4.32G    0.01067   0.009591   0.003774         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    108/499      4.32G    0.01067    0.00958    0.00377         57        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    108/499      4.32G    0.01067    0.00958    0.00377         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    108/499      4.32G    0.01067   0.009582   0.003803         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    108/499      4.32G    0.01067   0.009582   0.003803         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    108/499      4.32G    0.01066    0.00957   0.003834         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    108/499      4.32G    0.01066    0.00957   0.003834         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    108/499      4.32G    0.01066   0.009577   0.003843         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    108/499      4.32G    0.01066   0.009577   0.003843         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    108/499      4.32G    0.01067   0.009576   0.003833         69        640:  90%|########9 | 151/168 [00:29<00:03,  5.20it/s]
    108/499      4.32G    0.01067   0.009576   0.003833         69        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    108/499      4.32G    0.01067    0.00958   0.003849         76        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    108/499      4.32G    0.01067    0.00958   0.003849         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    108/499      4.32G    0.01067   0.009582   0.003832         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    108/499      4.32G    0.01067   0.009582   0.003832         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    108/499      4.32G    0.01067   0.009578    0.00383         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    108/499      4.32G    0.01067   0.009578    0.00383         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    108/499      4.32G    0.01067   0.009577   0.003826         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    108/499      4.32G    0.01067   0.009577   0.003826         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    108/499      4.32G    0.01068    0.00958   0.003856         66        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
    108/499      4.32G    0.01068    0.00958   0.003856         66        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    108/499      4.32G    0.01068   0.009582   0.003853         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    108/499      4.32G    0.01068   0.009582   0.003853         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    108/499      4.32G    0.01069   0.009595   0.003852         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    108/499      4.32G    0.01069   0.009595   0.003852         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    108/499      4.32G    0.01069   0.009581   0.003874         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    108/499      4.32G    0.01069   0.009581   0.003874         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    108/499      4.32G    0.01069   0.009583   0.003868         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    108/499      4.32G    0.01069   0.009583   0.003868         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    108/499      4.32G     0.0107    0.00957   0.003869         50        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    108/499      4.32G     0.0107    0.00957   0.003869         50        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    108/499      4.32G    0.01072    0.00958    0.00387         72        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    108/499      4.32G    0.01072    0.00958    0.00387         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.11it/s]
    108/499      4.32G    0.01072    0.00956   0.003866         55        640:  97%|#########7| 163/168 [00:31<00:00,  5.11it/s]
    108/499      4.32G    0.01072    0.00956   0.003866         55        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    108/499      4.32G    0.01073   0.009559   0.003861         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    108/499      4.32G    0.01073   0.009559   0.003861         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    108/499      4.32G    0.01072   0.009563   0.003864         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    108/499      4.32G    0.01072   0.009563   0.003864         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    108/499      4.32G    0.01071   0.009564   0.003853         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    108/499      4.32G    0.01071   0.009564   0.003853         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    108/499      4.32G    0.01073   0.009575   0.003858         37        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    108/499      4.32G    0.01073   0.009575   0.003858         37        640: 100%|##########| 168/168 [00:32<00:00,  5.44it/s]
    108/499      4.32G    0.01073   0.009575   0.003858         37        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.821       0.87      0.874      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    109/499      4.32G    0.01084   0.008627   0.004801         60        640:   0%|          | 0/168 [00:00<?, ?it/s]
    109/499      4.32G    0.01084   0.008627   0.004801         60        640:   1%|          | 1/168 [00:00<00:37,  4.50it/s]
    109/499      4.32G    0.01065   0.008276   0.003028         53        640:   1%|          | 1/168 [00:00<00:37,  4.50it/s]
    109/499      4.32G    0.01065   0.008276   0.003028         53        640:   1%|1         | 2/168 [00:00<00:33,  5.02it/s]
    109/499      4.32G    0.01117   0.008712   0.003205         63        640:   1%|1         | 2/168 [00:00<00:33,  5.02it/s]
    109/499      4.32G    0.01117   0.008712   0.003205         63        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
    109/499      4.32G    0.01209   0.009762    0.00347         78        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
    109/499      4.32G    0.01209   0.009762    0.00347         78        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    109/499      4.32G    0.01205   0.009522   0.003856         57        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    109/499      4.32G    0.01205   0.009522   0.003856         57        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
    109/499      4.32G     0.0118   0.009377   0.004238         62        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
    109/499      4.32G     0.0118   0.009377   0.004238         62        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    109/499      4.32G     0.0119   0.009176   0.004131         53        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    109/499      4.32G     0.0119   0.009176   0.004131         53        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    109/499      4.32G    0.01175   0.009173   0.004224         63        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    109/499      4.32G    0.01175   0.009173   0.004224         63        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    109/499      4.32G    0.01162   0.009307   0.004147         77        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    109/499      4.32G    0.01162   0.009307   0.004147         77        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    109/499      4.32G     0.0115   0.009091   0.004116         53        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    109/499      4.32G     0.0115   0.009091   0.004116         53        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    109/499      4.32G    0.01144   0.009139   0.004095         77        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    109/499      4.32G    0.01144   0.009139   0.004095         77        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    109/499      4.32G    0.01143   0.009151   0.004091         61        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    109/499      4.32G    0.01143   0.009151   0.004091         61        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    109/499      4.32G    0.01119   0.009092    0.00424         61        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    109/499      4.32G    0.01119   0.009092    0.00424         61        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    109/499      4.32G    0.01114   0.009163   0.004054         74        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    109/499      4.32G    0.01114   0.009163   0.004054         74        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
    109/499      4.32G    0.01121   0.009146   0.004145         62        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
    109/499      4.32G    0.01121   0.009146   0.004145         62        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    109/499      4.32G    0.01118   0.009221   0.004021         70        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    109/499      4.32G    0.01118   0.009221   0.004021         70        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    109/499      4.32G     0.0111   0.009332   0.003969         80        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    109/499      4.32G     0.0111   0.009332   0.003969         80        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    109/499      4.32G    0.01111   0.009252   0.003921         56        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    109/499      4.32G    0.01111   0.009252   0.003921         56        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    109/499      4.32G    0.01112   0.009366   0.003964         79        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    109/499      4.32G    0.01112   0.009366   0.003964         79        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    109/499      4.32G    0.01112   0.009372   0.003953         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    109/499      4.32G    0.01112   0.009372   0.003953         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    109/499      4.32G    0.01101   0.009428   0.004048         88        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    109/499      4.32G    0.01101   0.009428   0.004048         88        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    109/499      4.32G    0.01106   0.009434   0.004039         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    109/499      4.32G    0.01106   0.009434   0.004039         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    109/499      4.32G    0.01097    0.00944   0.004116         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    109/499      4.32G    0.01097    0.00944   0.004116         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    109/499      4.32G    0.01095   0.009442   0.004089         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    109/499      4.32G    0.01095   0.009442   0.004089         69        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    109/499      4.32G    0.01092   0.009445   0.003988         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    109/499      4.32G    0.01092   0.009445   0.003988         61        640:  15%|#4        | 25/168 [00:04<00:28,  5.09it/s]
    109/499      4.32G    0.01093   0.009508   0.003973         79        640:  15%|#4        | 25/168 [00:04<00:28,  5.09it/s]
    109/499      4.32G    0.01093   0.009508   0.003973         79        640:  15%|#5        | 26/168 [00:04<00:27,  5.20it/s]
    109/499      4.32G    0.01094   0.009581   0.003953         81        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
    109/499      4.32G    0.01094   0.009581   0.003953         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    109/499      4.32G     0.0109   0.009548   0.003897         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    109/499      4.32G     0.0109   0.009548   0.003897         56        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    109/499      4.32G    0.01092   0.009532   0.003933         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    109/499      4.32G    0.01092   0.009532   0.003933         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    109/499      4.32G    0.01098   0.009527    0.00392         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    109/499      4.32G    0.01098   0.009527    0.00392         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    109/499      4.32G    0.01099   0.009499   0.003856         68        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    109/499      4.32G    0.01099   0.009499   0.003856         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    109/499      4.32G    0.01102   0.009527   0.003877         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    109/499      4.32G    0.01102   0.009527   0.003877         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    109/499      4.32G    0.01104   0.009509   0.003869         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    109/499      4.32G    0.01104   0.009509   0.003869         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    109/499      4.32G    0.01101   0.009467   0.003864         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    109/499      4.32G    0.01101   0.009467   0.003864         69        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    109/499      4.32G    0.01098   0.009442   0.003858         65        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    109/499      4.32G    0.01098   0.009442   0.003858         65        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    109/499      4.32G      0.011   0.009517   0.003958         76        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    109/499      4.32G      0.011   0.009517   0.003958         76        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
    109/499      4.32G    0.01094   0.009473   0.003991         73        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
    109/499      4.32G    0.01094   0.009473   0.003991         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
    109/499      4.32G    0.01093    0.00952   0.003967         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
    109/499      4.32G    0.01093    0.00952   0.003967         73        640:  23%|##2       | 38/168 [00:07<00:25,  5.14it/s]
    109/499      4.32G    0.01095   0.009606   0.003946         98        640:  23%|##2       | 38/168 [00:07<00:25,  5.14it/s]
    109/499      4.32G    0.01095   0.009606   0.003946         98        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
    109/499      4.32G    0.01096    0.00961   0.003929         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.23it/s]
    109/499      4.32G    0.01096    0.00961   0.003929         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.12it/s]
    109/499      4.32G    0.01096    0.00959   0.003935         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.12it/s]
    109/499      4.32G    0.01096    0.00959   0.003935         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
    109/499      4.32G    0.01096   0.009564   0.003925         56        640:  24%|##4       | 41/168 [00:08<00:24,  5.23it/s]
    109/499      4.32G    0.01096   0.009564   0.003925         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    109/499      4.32G    0.01096   0.009574   0.003966         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    109/499      4.32G    0.01096   0.009574   0.003966         77        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    109/499      4.32G    0.01097   0.009598   0.004007         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    109/499      4.32G    0.01097   0.009598   0.004007         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    109/499      4.32G    0.01095   0.009607   0.004015         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    109/499      4.32G    0.01095   0.009607   0.004015         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    109/499      4.32G    0.01094   0.009573    0.00395         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    109/499      4.32G    0.01094   0.009573    0.00395         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    109/499      4.32G    0.01092   0.009541   0.004038         63        640:  27%|##7       | 46/168 [00:09<00:23,  5.16it/s]
    109/499      4.32G    0.01092   0.009541   0.004038         63        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
    109/499      4.32G    0.01092   0.009508   0.004009         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
    109/499      4.32G    0.01092   0.009508   0.004009         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    109/499      4.32G    0.01091   0.009514   0.004029         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    109/499      4.32G    0.01091   0.009514   0.004029         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    109/499      4.32G     0.0109   0.009484   0.004059         56        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    109/499      4.32G     0.0109   0.009484   0.004059         56        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    109/499      4.32G    0.01089   0.009505   0.004024         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    109/499      4.32G    0.01089   0.009505   0.004024         64        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    109/499      4.32G    0.01089   0.009525   0.003993         70        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    109/499      4.32G    0.01089   0.009525   0.003993         70        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    109/499      4.32G    0.01093   0.009519   0.003959         70        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    109/499      4.32G    0.01093   0.009519   0.003959         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    109/499      4.32G    0.01092   0.009519   0.003951         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    109/499      4.32G    0.01092   0.009519   0.003951         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    109/499      4.32G     0.0109   0.009547   0.003931         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    109/499      4.32G     0.0109   0.009547   0.003931         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    109/499      4.32G    0.01089   0.009533   0.003895         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    109/499      4.32G    0.01089   0.009533   0.003895         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    109/499      4.32G    0.01088   0.009541   0.003884         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    109/499      4.32G    0.01088   0.009541   0.003884         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    109/499      4.32G    0.01087   0.009538   0.003841         63        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
    109/499      4.32G    0.01087   0.009538   0.003841         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    109/499      4.32G    0.01089   0.009545   0.003831         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    109/499      4.32G    0.01089   0.009545   0.003831         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    109/499      4.32G    0.01089   0.009553   0.003893         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    109/499      4.32G    0.01089   0.009553   0.003893         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    109/499      4.32G    0.01087   0.009546   0.003931         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    109/499      4.32G    0.01087   0.009546   0.003931         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    109/499      4.32G    0.01085   0.009527   0.003986         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    109/499      4.32G    0.01085   0.009527   0.003986         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.19it/s]
    109/499      4.32G    0.01087   0.009515   0.003957         60        640:  37%|###6      | 62/168 [00:12<00:20,  5.19it/s]
    109/499      4.32G    0.01087   0.009515   0.003957         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
    109/499      4.32G    0.01085   0.009506   0.003942         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
    109/499      4.32G    0.01085   0.009506   0.003942         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    109/499      4.32G    0.01084   0.009462    0.00392         53        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    109/499      4.32G    0.01084   0.009462    0.00392         53        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    109/499      4.32G    0.01082   0.009449   0.003936         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    109/499      4.32G    0.01082   0.009449   0.003936         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.21it/s]
    109/499      4.32G    0.01082    0.00945   0.003936         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.21it/s]
    109/499      4.32G    0.01082    0.00945   0.003936         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.09it/s]
    109/499      4.32G    0.01082   0.009441   0.003978         63        640:  40%|###9      | 67/168 [00:13<00:19,  5.09it/s]
    109/499      4.32G    0.01082   0.009441   0.003978         63        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    109/499      4.32G    0.01083   0.009434   0.004002         79        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    109/499      4.32G    0.01083   0.009434   0.004002         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    109/499      4.32G    0.01082   0.009416   0.004035         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    109/499      4.32G    0.01082   0.009416   0.004035         55        640:  42%|####1     | 70/168 [00:13<00:19,  5.06it/s]
    109/499      4.32G    0.01079   0.009435   0.004047         76        640:  42%|####1     | 70/168 [00:13<00:19,  5.06it/s]
    109/499      4.32G    0.01079   0.009435   0.004047         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.16it/s]
    109/499      4.32G    0.01081   0.009437   0.004037         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.16it/s]
    109/499      4.32G    0.01081   0.009437   0.004037         62        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    109/499      4.32G    0.01082   0.009422   0.004027         62        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    109/499      4.32G    0.01082   0.009422   0.004027         62        640:  43%|####3     | 73/168 [00:13<00:18,  5.12it/s]
    109/499      4.32G     0.0108   0.009436      0.004         75        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
    109/499      4.32G     0.0108   0.009436      0.004         75        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    109/499      4.32G    0.01079   0.009446   0.003984         73        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    109/499      4.32G    0.01079   0.009446   0.003984         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
    109/499      4.32G     0.0108   0.009467   0.003979         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
    109/499      4.32G     0.0108   0.009467   0.003979         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    109/499      4.32G     0.0108   0.009463   0.003975         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    109/499      4.32G     0.0108   0.009463   0.003975         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    109/499      4.32G    0.01079   0.009489   0.003968         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    109/499      4.32G    0.01079   0.009489   0.003968         74        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
    109/499      4.32G    0.01079   0.009505   0.003995         72        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
    109/499      4.32G    0.01079   0.009505   0.003995         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    109/499      4.32G    0.01077   0.009507   0.003974         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    109/499      4.32G    0.01077   0.009507   0.003974         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    109/499      4.32G    0.01077   0.009487   0.004026         53        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    109/499      4.32G    0.01077   0.009487   0.004026         53        640:  48%|####8     | 81/168 [00:15<00:16,  5.21it/s]
    109/499      4.32G    0.01078   0.009499   0.003994         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.21it/s]
    109/499      4.32G    0.01078   0.009499   0.003994         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.08it/s]
    109/499      4.32G    0.01077   0.009491    0.00401         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.08it/s]
    109/499      4.32G    0.01077   0.009491    0.00401         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.18it/s]
    109/499      4.32G    0.01077   0.009492   0.004012         74        640:  49%|####9     | 83/168 [00:16<00:16,  5.18it/s]
    109/499      4.32G    0.01077   0.009492   0.004012         74        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
    109/499      4.32G    0.01075   0.009487   0.004054         71        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
    109/499      4.32G    0.01075   0.009487   0.004054         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    109/499      4.32G    0.01076   0.009486   0.004043         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    109/499      4.32G    0.01076   0.009486   0.004043         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    109/499      4.32G    0.01077   0.009494   0.004056         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    109/499      4.32G    0.01077   0.009494   0.004056         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    109/499      4.32G    0.01077   0.009499   0.004047         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    109/499      4.32G    0.01077   0.009499   0.004047         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    109/499      4.32G    0.01075   0.009488   0.004028         72        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
    109/499      4.32G    0.01075   0.009488   0.004028         72        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    109/499      4.32G    0.01076   0.009508   0.004073         74        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    109/499      4.32G    0.01076   0.009508   0.004073         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    109/499      4.32G    0.01076   0.009504   0.004077         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    109/499      4.32G    0.01076   0.009504   0.004077         69        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    109/499      4.32G    0.01074   0.009483   0.004053         64        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    109/499      4.32G    0.01074   0.009483   0.004053         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.17it/s]
    109/499      4.32G    0.01073    0.00946   0.004076         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.17it/s]
    109/499      4.32G    0.01073    0.00946   0.004076         64        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
    109/499      4.32G    0.01072   0.009456   0.004084         79        640:  55%|#####5    | 93/168 [00:18<00:14,  5.24it/s]
    109/499      4.32G    0.01072   0.009456   0.004084         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    109/499      4.32G    0.01071   0.009442   0.004072         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    109/499      4.32G    0.01071   0.009442   0.004072         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    109/499      4.32G     0.0107   0.009419   0.004043         47        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    109/499      4.32G     0.0107   0.009419   0.004043         47        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
    109/499      4.32G    0.01069   0.009421   0.004048         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.30it/s]
    109/499      4.32G    0.01069   0.009421   0.004048         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    109/499      4.32G    0.01068   0.009403   0.004032         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    109/499      4.32G    0.01068   0.009403   0.004032         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    109/499      4.32G    0.01067   0.009402   0.004027         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    109/499      4.32G    0.01067   0.009402   0.004027         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    109/499      4.32G    0.01067   0.009412   0.004009         80        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    109/499      4.32G    0.01067   0.009412   0.004009         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    109/499      4.32G    0.01067   0.009405   0.004001         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    109/499      4.32G    0.01067   0.009405   0.004001         66        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    109/499      4.32G    0.01067   0.009412    0.00399         76        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    109/499      4.32G    0.01067   0.009412    0.00399         76        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    109/499      4.32G    0.01068   0.009406   0.003973         52        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    109/499      4.32G    0.01068   0.009406   0.003973         52        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    109/499      4.32G     0.0107   0.009406   0.003977         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    109/499      4.32G     0.0107   0.009406   0.003977         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    109/499      4.32G     0.0107   0.009417   0.003969         74        640:  62%|######1   | 104/168 [00:20<00:12,  5.28it/s]
    109/499      4.32G     0.0107   0.009417   0.003969         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    109/499      4.32G    0.01068   0.009393   0.003963         53        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    109/499      4.32G    0.01068   0.009393   0.003963         53        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    109/499      4.32G    0.01069   0.009418   0.003966         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    109/499      4.32G    0.01069   0.009418   0.003966         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    109/499      4.32G    0.01068   0.009412   0.003999         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    109/499      4.32G    0.01068   0.009412   0.003999         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    109/499      4.32G    0.01066   0.009394   0.003998         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    109/499      4.32G    0.01066   0.009394   0.003998         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    109/499      4.32G    0.01066   0.009393   0.003975         58        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
    109/499      4.32G    0.01066   0.009393   0.003975         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    109/499      4.32G    0.01066   0.009399   0.003967         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    109/499      4.32G    0.01066   0.009399   0.003967         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    109/499      4.32G    0.01065    0.00938   0.003963         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    109/499      4.32G    0.01065    0.00938   0.003963         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    109/499      4.32G    0.01066   0.009379   0.003953         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    109/499      4.32G    0.01066   0.009379   0.003953         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    109/499      4.32G    0.01066   0.009391   0.004008         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    109/499      4.32G    0.01066   0.009391   0.004008         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    109/499      4.32G    0.01064   0.009375   0.003999         61        640:  68%|######7   | 114/168 [00:22<00:10,  5.26it/s]
    109/499      4.32G    0.01064   0.009375   0.003999         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    109/499      4.32G    0.01064   0.009365   0.004017         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    109/499      4.32G    0.01064   0.009365   0.004017         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    109/499      4.32G    0.01065   0.009383   0.004018         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    109/499      4.32G    0.01065   0.009383   0.004018         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    109/499      4.32G    0.01067   0.009364   0.004035         44        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    109/499      4.32G    0.01067   0.009364   0.004035         44        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    109/499      4.32G    0.01068   0.009371   0.004059         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    109/499      4.32G    0.01068   0.009371   0.004059         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    109/499      4.32G    0.01068   0.009364   0.004038         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    109/499      4.32G    0.01068   0.009364   0.004038         70        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    109/499      4.32G    0.01071   0.009357   0.004082         57        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
    109/499      4.32G    0.01071   0.009357   0.004082         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    109/499      4.32G     0.0107   0.009346   0.004063         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    109/499      4.32G     0.0107   0.009346   0.004063         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    109/499      4.32G     0.0107   0.009366   0.004051         80        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    109/499      4.32G     0.0107   0.009366   0.004051         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
    109/499      4.32G     0.0107   0.009372    0.00405         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
    109/499      4.32G     0.0107   0.009372    0.00405         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    109/499      4.32G     0.0107   0.009374    0.00405         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    109/499      4.32G     0.0107   0.009374    0.00405         81        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    109/499      4.32G    0.01071   0.009376   0.004042         76        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    109/499      4.32G    0.01071   0.009376   0.004042         76        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    109/499      4.32G     0.0107   0.009353    0.00408         56        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    109/499      4.32G     0.0107   0.009353    0.00408         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    109/499      4.32G    0.01071   0.009367   0.004081         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    109/499      4.32G    0.01071   0.009367   0.004081         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    109/499      4.32G     0.0107   0.009365   0.004069         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    109/499      4.32G     0.0107   0.009365   0.004069         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    109/499      4.32G    0.01071   0.009359   0.004064         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    109/499      4.32G    0.01071   0.009359   0.004064         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    109/499      4.32G    0.01071   0.009331   0.004057         51        640:  77%|#######7  | 130/168 [00:25<00:07,  5.19it/s]
    109/499      4.32G    0.01071   0.009331   0.004057         51        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    109/499      4.32G     0.0107   0.009329   0.004059         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    109/499      4.32G     0.0107   0.009329   0.004059         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    109/499      4.32G    0.01068   0.009318   0.004065         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    109/499      4.32G    0.01068   0.009318   0.004065         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    109/499      4.32G     0.0107   0.009327    0.00406         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    109/499      4.32G     0.0107   0.009327    0.00406         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    109/499      4.32G     0.0107   0.009343   0.004055         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    109/499      4.32G     0.0107   0.009343   0.004055         77        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    109/499      4.32G    0.01071   0.009357   0.004051         73        640:  80%|########  | 135/168 [00:26<00:06,  5.33it/s]
    109/499      4.32G    0.01071   0.009357   0.004051         73        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    109/499      4.32G    0.01071   0.009368   0.004044         77        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    109/499      4.32G    0.01071   0.009368   0.004044         77        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
    109/499      4.32G    0.01071   0.009406   0.004058         88        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
    109/499      4.32G    0.01071   0.009406   0.004058         88        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    109/499      4.32G     0.0107   0.009392   0.004038         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    109/499      4.32G     0.0107   0.009392   0.004038         53        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    109/499      4.32G    0.01069   0.009381    0.00403         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    109/499      4.32G    0.01069   0.009381    0.00403         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    109/499      4.32G     0.0107   0.009386   0.004027         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    109/499      4.32G     0.0107   0.009386   0.004027         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    109/499      4.32G     0.0107   0.009376   0.004018         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    109/499      4.32G     0.0107   0.009376   0.004018         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    109/499      4.32G     0.0107   0.009373   0.004005         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    109/499      4.32G     0.0107   0.009373   0.004005         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    109/499      4.32G     0.0107   0.009357   0.003981         47        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    109/499      4.32G     0.0107   0.009357   0.003981         47        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    109/499      4.32G    0.01071   0.009351   0.003979         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    109/499      4.32G    0.01071   0.009351   0.003979         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    109/499      4.32G    0.01072   0.009362   0.003969         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    109/499      4.32G    0.01072   0.009362   0.003969         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    109/499      4.32G    0.01072    0.00936   0.003971         75        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
    109/499      4.32G    0.01072    0.00936   0.003971         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    109/499      4.32G    0.01074   0.009376   0.003957         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    109/499      4.32G    0.01074   0.009376   0.003957         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    109/499      4.32G    0.01075   0.009383   0.003939         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    109/499      4.32G    0.01075   0.009383   0.003939         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    109/499      4.32G    0.01075   0.009378   0.003936         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    109/499      4.32G    0.01075   0.009378   0.003936         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    109/499      4.32G    0.01075   0.009401   0.003924         85        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    109/499      4.32G    0.01075   0.009401   0.003924         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    109/499      4.32G    0.01076   0.009392   0.003919         62        640:  90%|########9 | 151/168 [00:29<00:03,  5.22it/s]
    109/499      4.32G    0.01076   0.009392   0.003919         62        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
    109/499      4.32G    0.01075   0.009389   0.003919         74        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
    109/499      4.32G    0.01075   0.009389   0.003919         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    109/499      4.32G    0.01075   0.009395   0.003899         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    109/499      4.32G    0.01075   0.009395   0.003899         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
    109/499      4.32G    0.01074   0.009385   0.003908         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
    109/499      4.32G    0.01074   0.009385   0.003908         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    109/499      4.32G    0.01074   0.009399   0.003907        100        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    109/499      4.32G    0.01074   0.009399   0.003907        100        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    109/499      4.32G    0.01073   0.009412   0.003907         80        640:  93%|#########2| 156/168 [00:30<00:02,  5.31it/s]
    109/499      4.32G    0.01073   0.009412   0.003907         80        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    109/499      4.32G    0.01073    0.00942   0.003901         79        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    109/499      4.32G    0.01073    0.00942   0.003901         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    109/499      4.32G    0.01073   0.009427   0.003899         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    109/499      4.32G    0.01073   0.009427   0.003899         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    109/499      4.32G    0.01073   0.009438   0.003889         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    109/499      4.32G    0.01073   0.009438   0.003889         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.08it/s]
    109/499      4.32G    0.01073   0.009427   0.003887         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.08it/s]
    109/499      4.32G    0.01073   0.009427   0.003887         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.17it/s]
    109/499      4.32G    0.01074   0.009431   0.003916         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.17it/s]
    109/499      4.32G    0.01074   0.009431   0.003916         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    109/499      4.32G    0.01074    0.00942   0.003908         63        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    109/499      4.32G    0.01074    0.00942   0.003908         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    109/499      4.32G    0.01074   0.009408   0.003916         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    109/499      4.32G    0.01074   0.009408   0.003916         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    109/499      4.32G    0.01073   0.009404   0.003921         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    109/499      4.32G    0.01073   0.009404   0.003921         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.23it/s]
    109/499      4.32G    0.01073   0.009421   0.003922         90        640:  98%|#########8| 165/168 [00:31<00:00,  5.23it/s]
    109/499      4.32G    0.01073   0.009421   0.003922         90        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    109/499      4.32G    0.01074   0.009438   0.003906         82        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    109/499      4.32G    0.01074   0.009438   0.003906         82        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    109/499      4.32G    0.01073   0.009454   0.003933         35        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    109/499      4.32G    0.01073   0.009454   0.003933         35        640: 100%|##########| 168/168 [00:32<00:00,  5.39it/s]
    109/499      4.32G    0.01073   0.009454   0.003933         35        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.881      0.862      0.884      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    110/499      4.32G    0.01156    0.01263   0.002634         84        640:   0%|          | 0/168 [00:00<?, ?it/s]
    110/499      4.32G    0.01156    0.01263   0.002634         84        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    110/499      4.32G     0.0114    0.01111   0.004179         66        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    110/499      4.32G     0.0114    0.01111   0.004179         66        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    110/499      4.32G    0.01153    0.01113   0.004209         79        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    110/499      4.32G    0.01153    0.01113   0.004209         79        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    110/499      4.32G    0.01184    0.01056   0.004344         60        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    110/499      4.32G    0.01184    0.01056   0.004344         60        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    110/499      4.32G    0.01179   0.009967   0.003934         55        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    110/499      4.32G    0.01179   0.009967   0.003934         55        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    110/499      4.32G    0.01153    0.01008   0.004119         72        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    110/499      4.32G    0.01153    0.01008   0.004119         72        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    110/499      4.32G    0.01142    0.01014   0.003794         62        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    110/499      4.32G    0.01142    0.01014   0.003794         62        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    110/499      4.32G    0.01146    0.01001    0.00341         66        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    110/499      4.32G    0.01146    0.01001    0.00341         66        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    110/499      4.32G    0.01134    0.01009   0.003108         78        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    110/499      4.32G    0.01134    0.01009   0.003108         78        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    110/499      4.32G    0.01118    0.01006   0.003379         73        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    110/499      4.32G    0.01118    0.01006   0.003379         73        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    110/499      4.32G     0.0112    0.01003   0.003415         70        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    110/499      4.32G     0.0112    0.01003   0.003415         70        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    110/499      4.32G    0.01129    0.01027   0.003397         82        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    110/499      4.32G    0.01129    0.01027   0.003397         82        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    110/499      4.32G    0.01124    0.01015   0.003212         56        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    110/499      4.32G    0.01124    0.01015   0.003212         56        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    110/499      4.32G    0.01121   0.009988    0.00316         51        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    110/499      4.32G    0.01121   0.009988    0.00316         51        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    110/499      4.32G    0.01121    0.01003   0.003321         79        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    110/499      4.32G    0.01121    0.01003   0.003321         79        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    110/499      4.32G    0.01112   0.009874   0.003336         64        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    110/499      4.32G    0.01112   0.009874   0.003336         64        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    110/499      4.32G    0.01102   0.009745   0.003327         58        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    110/499      4.32G    0.01102   0.009745   0.003327         58        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    110/499      4.32G    0.01094   0.009693   0.003458         63        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    110/499      4.32G    0.01094   0.009693   0.003458         63        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    110/499      4.32G    0.01092   0.009688   0.003541         79        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    110/499      4.32G    0.01092   0.009688   0.003541         79        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    110/499      4.32G    0.01087   0.009647   0.003621         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    110/499      4.32G    0.01087   0.009647   0.003621         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    110/499      4.32G    0.01078   0.009543   0.003587         67        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    110/499      4.32G    0.01078   0.009543   0.003587         67        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    110/499      4.32G    0.01072   0.009531   0.003638         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    110/499      4.32G    0.01072   0.009531   0.003638         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    110/499      4.32G     0.0107   0.009448   0.003754         59        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    110/499      4.32G     0.0107   0.009448   0.003754         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    110/499      4.32G    0.01069   0.009388   0.003813         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    110/499      4.32G    0.01069   0.009388   0.003813         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    110/499      4.32G     0.0107   0.009292   0.003754         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    110/499      4.32G     0.0107   0.009292   0.003754         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    110/499      4.32G    0.01073   0.009295   0.003735         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    110/499      4.32G    0.01073   0.009295   0.003735         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    110/499      4.32G    0.01068     0.0093   0.003777         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    110/499      4.32G    0.01068     0.0093   0.003777         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    110/499      4.32G    0.01062   0.009276   0.003774         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    110/499      4.32G    0.01062   0.009276   0.003774         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    110/499      4.32G    0.01066   0.009264   0.003719         60        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    110/499      4.32G    0.01066   0.009264   0.003719         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    110/499      4.32G    0.01068    0.00933   0.003704         87        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    110/499      4.32G    0.01068    0.00933   0.003704         87        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    110/499      4.32G     0.0107    0.00929   0.003817         60        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    110/499      4.32G     0.0107    0.00929   0.003817         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    110/499      4.32G     0.0107   0.009331   0.003767         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    110/499      4.32G     0.0107   0.009331   0.003767         83        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
    110/499      4.32G    0.01065   0.009314   0.003776         82        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
    110/499      4.32G    0.01065   0.009314   0.003776         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    110/499      4.32G    0.01065   0.009308   0.003839         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    110/499      4.32G    0.01065   0.009308   0.003839         74        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    110/499      4.32G    0.01067   0.009386   0.003834         73        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    110/499      4.32G    0.01067   0.009386   0.003834         73        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    110/499      4.32G    0.01066   0.009419   0.003817         79        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    110/499      4.32G    0.01066   0.009419   0.003817         79        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    110/499      4.32G    0.01062   0.009436   0.003848         86        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    110/499      4.32G    0.01062   0.009436   0.003848         86        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    110/499      4.32G    0.01064    0.00944   0.003869         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    110/499      4.32G    0.01064    0.00944   0.003869         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
    110/499      4.32G     0.0106   0.009385   0.003782         52        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
    110/499      4.32G     0.0106   0.009385   0.003782         52        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    110/499      4.32G     0.0106   0.009448    0.00384         92        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    110/499      4.32G     0.0106   0.009448    0.00384         92        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    110/499      4.32G    0.01057   0.009443   0.003832         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    110/499      4.32G    0.01057   0.009443   0.003832         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    110/499      4.32G    0.01056   0.009455   0.003799         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    110/499      4.32G    0.01056   0.009455   0.003799         74        640:  25%|##5       | 42/168 [00:07<00:23,  5.29it/s]
    110/499      4.32G    0.01054    0.00949   0.003737         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    110/499      4.32G    0.01054    0.00949   0.003737         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    110/499      4.32G    0.01055   0.009452   0.003689         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    110/499      4.32G    0.01055   0.009452   0.003689         62        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
    110/499      4.32G    0.01053    0.00941   0.003691         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
    110/499      4.32G    0.01053    0.00941   0.003691         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    110/499      4.32G    0.01056   0.009426   0.003674         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    110/499      4.32G    0.01056   0.009426   0.003674         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    110/499      4.32G    0.01053   0.009397   0.003705         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    110/499      4.32G    0.01053   0.009397   0.003705         61        640:  28%|##7       | 47/168 [00:08<00:23,  5.22it/s]
    110/499      4.32G    0.01053   0.009367   0.003716         60        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    110/499      4.32G    0.01053   0.009367   0.003716         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    110/499      4.32G    0.01054   0.009367   0.003768         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    110/499      4.32G    0.01054   0.009367   0.003768         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    110/499      4.32G    0.01055   0.009303   0.003783         50        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    110/499      4.32G    0.01055   0.009303   0.003783         50        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    110/499      4.32G    0.01054   0.009289   0.003754         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    110/499      4.32G    0.01054   0.009289   0.003754         65        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    110/499      4.32G    0.01056   0.009289    0.00378         83        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    110/499      4.32G    0.01056   0.009289    0.00378         83        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
    110/499      4.32G    0.01056   0.009319    0.00375         75        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    110/499      4.32G    0.01056   0.009319    0.00375         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    110/499      4.32G    0.01056   0.009349   0.003727         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    110/499      4.32G    0.01056   0.009349   0.003727         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    110/499      4.32G    0.01059   0.009318   0.003738         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    110/499      4.32G    0.01059   0.009318   0.003738         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    110/499      4.32G    0.01057   0.009324   0.003701         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    110/499      4.32G    0.01057   0.009324   0.003701         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.14it/s]
    110/499      4.32G    0.01057   0.009316   0.003693         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.14it/s]
    110/499      4.32G    0.01057   0.009316   0.003693         70        640:  34%|###3      | 57/168 [00:10<00:21,  5.24it/s]
    110/499      4.32G    0.01055   0.009305   0.003677         74        640:  34%|###3      | 57/168 [00:11<00:21,  5.24it/s]
    110/499      4.32G    0.01055   0.009305   0.003677         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.09it/s]
    110/499      4.32G    0.01053   0.009313   0.003666         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.09it/s]
    110/499      4.32G    0.01053   0.009313   0.003666         77        640:  35%|###5      | 59/168 [00:11<00:21,  5.18it/s]
    110/499      4.32G    0.01051   0.009329   0.003636         66        640:  35%|###5      | 59/168 [00:11<00:21,  5.18it/s]
    110/499      4.32G    0.01051   0.009329   0.003636         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
    110/499      4.32G    0.01054    0.00931     0.0036         53        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
    110/499      4.32G    0.01054    0.00931     0.0036         53        640:  36%|###6      | 61/168 [00:11<00:20,  5.11it/s]
    110/499      4.32G    0.01052   0.009324   0.003564         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.11it/s]
    110/499      4.32G    0.01052   0.009324   0.003564         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.16it/s]
    110/499      4.32G    0.01052   0.009337   0.003595         70        640:  37%|###6      | 62/168 [00:12<00:20,  5.16it/s]
    110/499      4.32G    0.01052   0.009337   0.003595         70        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    110/499      4.32G    0.01054   0.009345   0.003695         82        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    110/499      4.32G    0.01054   0.009345   0.003695         82        640:  38%|###8      | 64/168 [00:12<00:20,  5.11it/s]
    110/499      4.32G    0.01054   0.009389    0.00367         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.11it/s]
    110/499      4.32G    0.01054   0.009389    0.00367         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    110/499      4.32G    0.01053   0.009377   0.003666         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    110/499      4.32G    0.01053   0.009377   0.003666         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
    110/499      4.32G    0.01051   0.009375   0.003691         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
    110/499      4.32G    0.01051   0.009375   0.003691         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    110/499      4.32G    0.01054   0.009368   0.003689         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    110/499      4.32G    0.01054   0.009368   0.003689         70        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
    110/499      4.32G    0.01055    0.00939    0.00371         75        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    110/499      4.32G    0.01055    0.00939    0.00371         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    110/499      4.32G    0.01056   0.009389   0.003691         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    110/499      4.32G    0.01056   0.009389   0.003691         64        640:  42%|####1     | 70/168 [00:13<00:19,  5.04it/s]
    110/499      4.32G    0.01057    0.00941   0.003733         80        640:  42%|####1     | 70/168 [00:13<00:19,  5.04it/s]
    110/499      4.32G    0.01057    0.00941   0.003733         80        640:  42%|####2     | 71/168 [00:13<00:18,  5.12it/s]
    110/499      4.32G    0.01058   0.009401     0.0037         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.12it/s]
    110/499      4.32G    0.01058   0.009401     0.0037         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.13it/s]
    110/499      4.32G    0.01058   0.009401   0.003683         70        640:  43%|####2     | 72/168 [00:13<00:18,  5.13it/s]
    110/499      4.32G    0.01058   0.009401   0.003683         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.05it/s]
    110/499      4.32G    0.01056   0.009383     0.0037         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.05it/s]
    110/499      4.32G    0.01056   0.009383     0.0037         64        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
    110/499      4.32G    0.01058   0.009387   0.003753         67        640:  44%|####4     | 74/168 [00:14<00:18,  5.18it/s]
    110/499      4.32G    0.01058   0.009387   0.003753         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    110/499      4.32G    0.01059   0.009394   0.003775         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    110/499      4.32G    0.01059   0.009394   0.003775         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    110/499      4.32G     0.0106   0.009413   0.003735         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    110/499      4.32G     0.0106   0.009413   0.003735         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.22it/s]
    110/499      4.32G    0.01062   0.009452   0.003746         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.22it/s]
    110/499      4.32G    0.01062   0.009452   0.003746         74        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
    110/499      4.32G    0.01062   0.009472   0.003742         81        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
    110/499      4.32G    0.01062   0.009472   0.003742         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    110/499      4.32G    0.01063   0.009474    0.00373         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    110/499      4.32G    0.01063   0.009474    0.00373         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    110/499      4.32G    0.01062   0.009471   0.003706         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    110/499      4.32G    0.01062   0.009471   0.003706         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    110/499      4.32G    0.01064   0.009509   0.003698         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    110/499      4.32G    0.01064   0.009509   0.003698         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
    110/499      4.32G    0.01065   0.009502   0.003678         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
    110/499      4.32G    0.01065   0.009502   0.003678         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
    110/499      4.32G    0.01066   0.009495   0.003687         65        640:  49%|####9     | 83/168 [00:16<00:16,  5.20it/s]
    110/499      4.32G    0.01066   0.009495   0.003687         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    110/499      4.32G    0.01067   0.009496   0.003668         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    110/499      4.32G    0.01067   0.009496   0.003668         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    110/499      4.32G    0.01067   0.009506   0.003665         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    110/499      4.32G    0.01067   0.009506   0.003665         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    110/499      4.32G    0.01066   0.009514   0.003681         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    110/499      4.32G    0.01066   0.009514   0.003681         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    110/499      4.32G    0.01066   0.009531   0.003661         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    110/499      4.32G    0.01066   0.009531   0.003661         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
    110/499      4.32G    0.01068   0.009524   0.003663         58        640:  52%|#####2    | 88/168 [00:17<00:15,  5.15it/s]
    110/499      4.32G    0.01068   0.009524   0.003663         58        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    110/499      4.32G    0.01068   0.009543   0.003661         78        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    110/499      4.32G    0.01068   0.009543   0.003661         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.25it/s]
    110/499      4.32G    0.01068   0.009571   0.003659         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.25it/s]
    110/499      4.32G    0.01068   0.009571   0.003659         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
    110/499      4.32G    0.01066   0.009571   0.003666         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
    110/499      4.32G    0.01066   0.009571   0.003666         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
    110/499      4.32G    0.01066   0.009593   0.003654         82        640:  55%|#####4    | 92/168 [00:17<00:14,  5.19it/s]
    110/499      4.32G    0.01066   0.009593   0.003654         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    110/499      4.32G    0.01065   0.009578   0.003658         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    110/499      4.32G    0.01065   0.009578   0.003658         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    110/499      4.32G    0.01065   0.009583   0.003659         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    110/499      4.32G    0.01065   0.009583   0.003659         73        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
    110/499      4.32G    0.01064   0.009589   0.003686         75        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
    110/499      4.32G    0.01064   0.009589   0.003686         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    110/499      4.32G    0.01064   0.009587   0.003687         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    110/499      4.32G    0.01064   0.009587   0.003687         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    110/499      4.32G    0.01062   0.009577   0.003692         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    110/499      4.32G    0.01062   0.009577   0.003692         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    110/499      4.32G    0.01062     0.0096   0.003701         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    110/499      4.32G    0.01062     0.0096   0.003701         77        640:  59%|#####8    | 99/168 [00:18<00:13,  5.31it/s]
    110/499      4.32G    0.01062   0.009616   0.003693         75        640:  59%|#####8    | 99/168 [00:19<00:13,  5.31it/s]
    110/499      4.32G    0.01062   0.009616   0.003693         75        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    110/499      4.32G    0.01062   0.009631   0.003704         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    110/499      4.32G    0.01062   0.009631   0.003704         78        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    110/499      4.32G    0.01061   0.009633   0.003687         73        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    110/499      4.32G    0.01061   0.009633   0.003687         73        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    110/499      4.32G    0.01059   0.009599   0.003681         52        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    110/499      4.32G    0.01059   0.009599   0.003681         52        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    110/499      4.32G    0.01058   0.009592   0.003699         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    110/499      4.32G    0.01058   0.009592   0.003699         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    110/499      4.32G    0.01057   0.009594   0.003668         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    110/499      4.32G    0.01057   0.009594   0.003668         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    110/499      4.32G    0.01056   0.009595   0.003646         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    110/499      4.32G    0.01056   0.009595   0.003646         71        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    110/499      4.32G    0.01056   0.009595    0.00364         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    110/499      4.32G    0.01056   0.009595    0.00364         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    110/499      4.32G    0.01056   0.009597   0.003657         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    110/499      4.32G    0.01056   0.009597   0.003657         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    110/499      4.32G    0.01055    0.00959   0.003663         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    110/499      4.32G    0.01055    0.00959   0.003663         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.10it/s]
    110/499      4.32G    0.01056   0.009577   0.003647         56        640:  65%|######4   | 109/168 [00:21<00:11,  5.10it/s]
    110/499      4.32G    0.01056   0.009577   0.003647         56        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    110/499      4.32G    0.01055   0.009583   0.003636         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    110/499      4.32G    0.01055   0.009583   0.003636         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    110/499      4.32G    0.01055   0.009584   0.003634         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    110/499      4.32G    0.01055   0.009584   0.003634         59        640:  67%|######6   | 112/168 [00:21<00:11,  5.07it/s]
    110/499      4.32G    0.01055   0.009574   0.003653         66        640:  67%|######6   | 112/168 [00:21<00:11,  5.07it/s]
    110/499      4.32G    0.01055   0.009574   0.003653         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.18it/s]
    110/499      4.32G    0.01056   0.009599   0.003652         88        640:  67%|######7   | 113/168 [00:21<00:10,  5.18it/s]
    110/499      4.32G    0.01056   0.009599   0.003652         88        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
    110/499      4.32G    0.01056   0.009581   0.003639         57        640:  68%|######7   | 114/168 [00:22<00:10,  5.27it/s]
    110/499      4.32G    0.01056   0.009581   0.003639         57        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    110/499      4.32G    0.01056   0.009574   0.003651         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    110/499      4.32G    0.01056   0.009574   0.003651         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.20it/s]
    110/499      4.32G    0.01055   0.009552   0.003647         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.20it/s]
    110/499      4.32G    0.01055   0.009552   0.003647         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    110/499      4.32G    0.01055   0.009542   0.003635         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    110/499      4.32G    0.01055   0.009542   0.003635         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    110/499      4.32G    0.01055   0.009524   0.003654         52        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    110/499      4.32G    0.01055   0.009524   0.003654         52        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    110/499      4.32G    0.01055   0.009556   0.003652         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    110/499      4.32G    0.01055   0.009556   0.003652         75        640:  71%|#######1  | 120/168 [00:22<00:09,  5.29it/s]
    110/499      4.32G    0.01054   0.009556    0.00366         72        640:  71%|#######1  | 120/168 [00:23<00:09,  5.29it/s]
    110/499      4.32G    0.01054   0.009556    0.00366         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    110/499      4.32G    0.01054   0.009544   0.003678         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    110/499      4.32G    0.01054   0.009544   0.003678         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    110/499      4.32G    0.01055   0.009528   0.003667         52        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    110/499      4.32G    0.01055   0.009528   0.003667         52        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
    110/499      4.32G    0.01054   0.009517   0.003669         53        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
    110/499      4.32G    0.01054   0.009517   0.003669         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    110/499      4.32G    0.01054   0.009518   0.003668         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    110/499      4.32G    0.01054   0.009518   0.003668         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    110/499      4.32G    0.01054   0.009524   0.003689         76        640:  74%|#######4  | 125/168 [00:24<00:08,  5.19it/s]
    110/499      4.32G    0.01054   0.009524   0.003689         76        640:  75%|#######5  | 126/168 [00:24<00:08,  5.24it/s]
    110/499      4.32G    0.01054   0.009539   0.003693         78        640:  75%|#######5  | 126/168 [00:24<00:08,  5.24it/s]
    110/499      4.32G    0.01054   0.009539   0.003693         78        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    110/499      4.32G    0.01053   0.009525   0.003685         66        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    110/499      4.32G    0.01053   0.009525   0.003685         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    110/499      4.32G    0.01054   0.009529   0.003668         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    110/499      4.32G    0.01054   0.009529   0.003668         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    110/499      4.32G    0.01053   0.009522   0.003644         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    110/499      4.32G    0.01053   0.009522   0.003644         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    110/499      4.32G    0.01053   0.009521   0.003625         68        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
    110/499      4.32G    0.01053   0.009521   0.003625         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    110/499      4.32G    0.01052   0.009521   0.003615         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    110/499      4.32G    0.01052   0.009521   0.003615         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    110/499      4.32G    0.01054   0.009524   0.003615         81        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    110/499      4.32G    0.01054   0.009524   0.003615         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    110/499      4.32G    0.01055   0.009534   0.003623         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    110/499      4.32G    0.01055   0.009534   0.003623         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    110/499      4.32G    0.01055    0.00955   0.003612         83        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    110/499      4.32G    0.01055    0.00955   0.003612         83        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    110/499      4.32G    0.01055   0.009548   0.003618         65        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
    110/499      4.32G    0.01055   0.009548   0.003618         65        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
    110/499      4.32G    0.01054   0.009542   0.003614         63        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
    110/499      4.32G    0.01054   0.009542   0.003614         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    110/499      4.32G    0.01054   0.009533   0.003623         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    110/499      4.32G    0.01054   0.009533   0.003623         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    110/499      4.32G    0.01053   0.009524   0.003611         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    110/499      4.32G    0.01053   0.009524   0.003611         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    110/499      4.32G    0.01053   0.009503   0.003611         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    110/499      4.32G    0.01053   0.009503   0.003611         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    110/499      4.32G    0.01052   0.009499   0.003637         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    110/499      4.32G    0.01052   0.009499   0.003637         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.29it/s]
    110/499      4.32G    0.01052   0.009506   0.003641         77        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    110/499      4.32G    0.01052   0.009506   0.003641         77        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    110/499      4.32G    0.01051   0.009504    0.00363         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    110/499      4.32G    0.01051   0.009504    0.00363         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
    110/499      4.32G    0.01051   0.009519   0.003629         81        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
    110/499      4.32G    0.01051   0.009519   0.003629         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    110/499      4.32G    0.01052   0.009531   0.003631         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    110/499      4.32G    0.01052   0.009531   0.003631         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    110/499      4.32G    0.01052   0.009532   0.003636         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    110/499      4.32G    0.01052   0.009532   0.003636         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    110/499      4.32G    0.01053   0.009516   0.003639         51        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
    110/499      4.32G    0.01053   0.009516   0.003639         51        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    110/499      4.32G    0.01052    0.00951   0.003638         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    110/499      4.32G    0.01052    0.00951   0.003638         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    110/499      4.32G    0.01054   0.009526   0.003632         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    110/499      4.32G    0.01054   0.009526   0.003632         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    110/499      4.32G    0.01053    0.00953   0.003623         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    110/499      4.32G    0.01053    0.00953   0.003623         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    110/499      4.32G    0.01054   0.009527   0.003606         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    110/499      4.32G    0.01054   0.009527   0.003606         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    110/499      4.32G    0.01054   0.009529   0.003615         60        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
    110/499      4.32G    0.01054   0.009529   0.003615         60        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    110/499      4.32G    0.01054   0.009516   0.003609         54        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    110/499      4.32G    0.01054   0.009516   0.003609         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    110/499      4.32G    0.01055   0.009523   0.003613         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    110/499      4.32G    0.01055   0.009523   0.003613         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    110/499      4.32G    0.01055   0.009528   0.003624         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    110/499      4.32G    0.01055   0.009528   0.003624         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    110/499      4.32G    0.01055    0.00953   0.003625         86        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    110/499      4.32G    0.01055    0.00953   0.003625         86        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    110/499      4.32G    0.01055   0.009544   0.003629         78        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
    110/499      4.32G    0.01055   0.009544   0.003629         78        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    110/499      4.32G    0.01055   0.009557   0.003621         84        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    110/499      4.32G    0.01055   0.009557   0.003621         84        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    110/499      4.32G    0.01056   0.009564   0.003623         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    110/499      4.32G    0.01056   0.009564   0.003623         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    110/499      4.32G    0.01057   0.009553   0.003622         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    110/499      4.32G    0.01057   0.009553   0.003622         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    110/499      4.32G    0.01056   0.009546   0.003612         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    110/499      4.32G    0.01056   0.009546   0.003612         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    110/499      4.32G    0.01057   0.009543   0.003608         69        640:  96%|#########5| 161/168 [00:31<00:01,  5.25it/s]
    110/499      4.32G    0.01057   0.009543   0.003608         69        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    110/499      4.32G    0.01058   0.009551   0.003602         71        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    110/499      4.32G    0.01058   0.009551   0.003602         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    110/499      4.32G    0.01059   0.009543   0.003591         57        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    110/499      4.32G    0.01059   0.009543   0.003591         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    110/499      4.32G    0.01059   0.009553   0.003623         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    110/499      4.32G    0.01059   0.009553   0.003623         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    110/499      4.32G    0.01058   0.009557   0.003618         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    110/499      4.32G    0.01058   0.009557   0.003618         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    110/499      4.32G    0.01059   0.009549   0.003608         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    110/499      4.32G    0.01059   0.009549   0.003608         56        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    110/499      4.32G    0.01059   0.009559   0.003594         36        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
    110/499      4.32G    0.01059   0.009559   0.003594         36        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    110/499      4.32G    0.01059   0.009559   0.003594         36        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.858      0.855      0.875      0.747

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    111/499      4.32G    0.01036    0.01137   0.002822         82        640:   0%|          | 0/168 [00:00<?, ?it/s]
    111/499      4.32G    0.01036    0.01137   0.002822         82        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    111/499      4.32G    0.01082    0.01147   0.004828         86        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    111/499      4.32G    0.01082    0.01147   0.004828         86        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    111/499      4.32G     0.0107    0.01111   0.003734         62        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    111/499      4.32G     0.0107    0.01111   0.003734         62        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    111/499      4.32G    0.01149    0.01167   0.003737         78        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    111/499      4.32G    0.01149    0.01167   0.003737         78        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    111/499      4.32G    0.01162    0.01112   0.003481         65        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    111/499      4.32G    0.01162    0.01112   0.003481         65        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    111/499      4.32G    0.01151    0.01049   0.003663         61        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    111/499      4.32G    0.01151    0.01049   0.003663         61        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    111/499      4.32G     0.0115    0.01006   0.003596         48        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    111/499      4.32G     0.0115    0.01006   0.003596         48        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    111/499      4.32G    0.01148   0.009992   0.004173         70        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    111/499      4.32G    0.01148   0.009992   0.004173         70        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    111/499      4.32G    0.01131   0.009776   0.004188         60        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    111/499      4.32G    0.01131   0.009776   0.004188         60        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    111/499      4.32G    0.01134   0.009628   0.003865         59        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    111/499      4.32G    0.01134   0.009628   0.003865         59        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    111/499      4.32G    0.01119   0.009645    0.00381         67        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    111/499      4.32G    0.01119   0.009645    0.00381         67        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    111/499      4.32G    0.01113    0.00982   0.003895         79        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    111/499      4.32G    0.01113    0.00982   0.003895         79        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    111/499      4.32G    0.01115   0.009996   0.004131         76        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    111/499      4.32G    0.01115   0.009996   0.004131         76        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    111/499      4.32G    0.01115    0.01002    0.00416         69        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    111/499      4.32G    0.01115    0.01002    0.00416         69        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    111/499      4.32G    0.01108   0.009954   0.004075         66        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    111/499      4.32G    0.01108   0.009954   0.004075         66        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    111/499      4.32G    0.01099   0.009865   0.004021         67        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    111/499      4.32G    0.01099   0.009865   0.004021         67        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    111/499      4.32G    0.01104   0.009832   0.004008         62        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    111/499      4.32G    0.01104   0.009832   0.004008         62        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    111/499      4.32G    0.01117   0.009977   0.003943         72        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    111/499      4.32G    0.01117   0.009977   0.003943         72        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    111/499      4.32G    0.01105   0.009947   0.003827         71        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    111/499      4.32G    0.01105   0.009947   0.003827         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    111/499      4.32G    0.01099    0.01008   0.003755         88        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    111/499      4.32G    0.01099    0.01008   0.003755         88        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    111/499      4.32G    0.01101   0.009971   0.003771         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    111/499      4.32G    0.01101   0.009971   0.003771         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    111/499      4.32G      0.011    0.00997   0.003757         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    111/499      4.32G      0.011    0.00997   0.003757         69        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    111/499      4.32G    0.01095   0.009929   0.003696         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    111/499      4.32G    0.01095   0.009929   0.003696         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    111/499      4.32G    0.01091    0.00996   0.003694         80        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    111/499      4.32G    0.01091    0.00996   0.003694         80        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    111/499      4.32G    0.01094   0.009912   0.003687         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    111/499      4.32G    0.01094   0.009912   0.003687         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    111/499      4.32G    0.01094   0.009872   0.003706         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    111/499      4.32G    0.01094   0.009872   0.003706         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    111/499      4.32G    0.01091   0.009802   0.003725         59        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    111/499      4.32G    0.01091   0.009802   0.003725         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    111/499      4.32G    0.01088   0.009811   0.003675         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    111/499      4.32G    0.01088   0.009811   0.003675         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    111/499      4.32G    0.01088    0.00981    0.00364         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    111/499      4.32G    0.01088    0.00981    0.00364         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    111/499      4.32G    0.01081   0.009762   0.003686         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    111/499      4.32G    0.01081   0.009762   0.003686         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    111/499      4.32G    0.01085   0.009784   0.003715         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    111/499      4.32G    0.01085   0.009784   0.003715         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    111/499      4.32G    0.01085   0.009828   0.003767         87        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    111/499      4.32G    0.01085   0.009828   0.003767         87        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    111/499      4.32G    0.01093   0.009774   0.003768         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    111/499      4.32G    0.01093   0.009774   0.003768         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    111/499      4.32G    0.01091   0.009743   0.003791         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    111/499      4.32G    0.01091   0.009743   0.003791         73        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    111/499      4.32G    0.01091   0.009724   0.003727         59        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    111/499      4.32G    0.01091   0.009724   0.003727         59        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    111/499      4.32G    0.01087   0.009651   0.003683         56        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    111/499      4.32G    0.01087   0.009651   0.003683         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    111/499      4.32G    0.01084   0.009677   0.003659         83        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    111/499      4.32G    0.01084   0.009677   0.003659         83        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    111/499      4.32G    0.01089   0.009617   0.003679         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    111/499      4.32G    0.01089   0.009617   0.003679         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    111/499      4.32G    0.01089   0.009655   0.003705         76        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    111/499      4.32G    0.01089   0.009655   0.003705         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    111/499      4.32G    0.01084   0.009645   0.003669         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    111/499      4.32G    0.01084   0.009645   0.003669         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    111/499      4.32G    0.01084   0.009642    0.00364         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    111/499      4.32G    0.01084   0.009642    0.00364         73        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    111/499      4.32G    0.01083   0.009663   0.003578         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    111/499      4.32G    0.01083   0.009663   0.003578         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
    111/499      4.32G    0.01082   0.009648   0.003717         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    111/499      4.32G    0.01082   0.009648   0.003717         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    111/499      4.32G    0.01082   0.009612    0.00377         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    111/499      4.32G    0.01082   0.009612    0.00377         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    111/499      4.32G    0.01079   0.009585   0.003703         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    111/499      4.32G    0.01079   0.009585   0.003703         55        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    111/499      4.32G    0.01077    0.00953   0.003718         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    111/499      4.32G    0.01077    0.00953   0.003718         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    111/499      4.32G    0.01079   0.009554   0.003691         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    111/499      4.32G    0.01079   0.009554   0.003691         70        640:  28%|##7       | 47/168 [00:08<00:22,  5.26it/s]
    111/499      4.32G    0.01076   0.009548    0.00369         80        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
    111/499      4.32G    0.01076   0.009548    0.00369         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    111/499      4.32G    0.01075   0.009562     0.0037         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    111/499      4.32G    0.01075   0.009562     0.0037         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    111/499      4.32G     0.0108    0.00957   0.003716         68        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    111/499      4.32G     0.0108    0.00957   0.003716         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    111/499      4.32G    0.01075   0.009573   0.003699         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    111/499      4.32G    0.01075   0.009573   0.003699         66        640:  30%|###       | 51/168 [00:09<00:22,  5.19it/s]
    111/499      4.32G    0.01074    0.00957   0.003726         77        640:  30%|###       | 51/168 [00:09<00:22,  5.19it/s]
    111/499      4.32G    0.01074    0.00957   0.003726         77        640:  31%|###       | 52/168 [00:09<00:22,  5.10it/s]
    111/499      4.32G    0.01077   0.009565   0.003843         64        640:  31%|###       | 52/168 [00:10<00:22,  5.10it/s]
    111/499      4.32G    0.01077   0.009565   0.003843         64        640:  32%|###1      | 53/168 [00:10<00:22,  5.21it/s]
    111/499      4.32G    0.01077   0.009564   0.003857         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.21it/s]
    111/499      4.32G    0.01077   0.009564   0.003857         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    111/499      4.32G    0.01077    0.00953   0.003854         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    111/499      4.32G    0.01077    0.00953   0.003854         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    111/499      4.32G    0.01076   0.009521   0.003815         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    111/499      4.32G    0.01076   0.009521   0.003815         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    111/499      4.32G    0.01075   0.009568   0.003814         91        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    111/499      4.32G    0.01075   0.009568   0.003814         91        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    111/499      4.32G    0.01075    0.00953   0.003831         55        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    111/499      4.32G    0.01075    0.00953   0.003831         55        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    111/499      4.32G    0.01075     0.0095   0.003843         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    111/499      4.32G    0.01075     0.0095   0.003843         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    111/499      4.32G    0.01074   0.009487   0.003856         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    111/499      4.32G    0.01074   0.009487   0.003856         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    111/499      4.32G    0.01072   0.009474   0.003905         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    111/499      4.32G    0.01072   0.009474   0.003905         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    111/499      4.32G    0.01073   0.009473     0.0039         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    111/499      4.32G    0.01073   0.009473     0.0039         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    111/499      4.32G    0.01072   0.009493   0.003932         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    111/499      4.32G    0.01072   0.009493   0.003932         75        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
    111/499      4.32G    0.01076    0.00949   0.003912         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    111/499      4.32G    0.01076    0.00949   0.003912         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    111/499      4.32G    0.01076   0.009488   0.003946         65        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    111/499      4.32G    0.01076   0.009488   0.003946         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    111/499      4.32G    0.01077    0.00948   0.003952         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    111/499      4.32G    0.01077    0.00948   0.003952         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    111/499      4.32G    0.01078   0.009509   0.003913         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    111/499      4.32G    0.01078   0.009509   0.003913         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    111/499      4.32G    0.01076   0.009516   0.003891         83        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    111/499      4.32G    0.01076   0.009516   0.003891         83        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    111/499      4.32G    0.01075   0.009504   0.003891         65        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    111/499      4.32G    0.01075   0.009504   0.003891         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    111/499      4.32G    0.01075   0.009522    0.00386         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    111/499      4.32G    0.01075   0.009522    0.00386         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    111/499      4.32G    0.01078   0.009559   0.003875         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    111/499      4.32G    0.01078   0.009559   0.003875         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    111/499      4.32G    0.01079   0.009574   0.003858         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    111/499      4.32G    0.01079   0.009574   0.003858         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    111/499      4.32G    0.01079   0.009595   0.003894         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    111/499      4.32G    0.01079   0.009595   0.003894         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    111/499      4.32G    0.01079   0.009581   0.003866         63        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
    111/499      4.32G    0.01079   0.009581   0.003866         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    111/499      4.32G     0.0108   0.009592   0.003865         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    111/499      4.32G     0.0108   0.009592   0.003865         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    111/499      4.32G    0.01078   0.009613   0.003865         89        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    111/499      4.32G    0.01078   0.009613   0.003865         89        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    111/499      4.32G    0.01076   0.009588   0.003856         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    111/499      4.32G    0.01076   0.009588   0.003856         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    111/499      4.32G    0.01076   0.009571   0.003871         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    111/499      4.32G    0.01076   0.009571   0.003871         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    111/499      4.32G    0.01073   0.009582   0.003862         74        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
    111/499      4.32G    0.01073   0.009582   0.003862         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    111/499      4.32G    0.01072   0.009566   0.003837         59        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    111/499      4.32G    0.01072   0.009566   0.003837         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    111/499      4.32G     0.0107   0.009574   0.003834         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    111/499      4.32G     0.0107   0.009574   0.003834         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    111/499      4.32G    0.01071   0.009583   0.003811         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    111/499      4.32G    0.01071   0.009583   0.003811         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    111/499      4.32G    0.01071    0.00957   0.003794         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    111/499      4.32G    0.01071    0.00957   0.003794         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    111/499      4.32G    0.01071   0.009567   0.003792         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    111/499      4.32G    0.01071   0.009567   0.003792         73        640:  50%|#####     | 84/168 [00:15<00:15,  5.30it/s]
    111/499      4.32G    0.01072   0.009564    0.00378         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    111/499      4.32G    0.01072   0.009564    0.00378         72        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    111/499      4.32G    0.01072   0.009558   0.003776         79        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    111/499      4.32G    0.01072   0.009558   0.003776         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    111/499      4.32G    0.01075   0.009574   0.003758         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    111/499      4.32G    0.01075   0.009574   0.003758         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    111/499      4.32G    0.01074   0.009585   0.003739         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    111/499      4.32G    0.01074   0.009585   0.003739         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
    111/499      4.32G    0.01074    0.00958   0.003725         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
    111/499      4.32G    0.01074    0.00958   0.003725         55        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    111/499      4.32G    0.01072   0.009567   0.003742         75        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    111/499      4.32G    0.01072   0.009567   0.003742         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    111/499      4.32G    0.01072   0.009557   0.003754         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    111/499      4.32G    0.01072   0.009557   0.003754         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    111/499      4.32G    0.01071   0.009544   0.003787         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    111/499      4.32G    0.01071   0.009544   0.003787         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    111/499      4.32G    0.01072    0.00955   0.003822         55        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    111/499      4.32G    0.01072    0.00955   0.003822         55        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    111/499      4.32G    0.01072   0.009537   0.003819         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    111/499      4.32G    0.01072   0.009537   0.003819         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    111/499      4.32G    0.01074   0.009565   0.003838         80        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    111/499      4.32G    0.01074   0.009565   0.003838         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    111/499      4.32G    0.01074   0.009562   0.003866         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    111/499      4.32G    0.01074   0.009562   0.003866         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    111/499      4.32G    0.01075   0.009536   0.003845         47        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    111/499      4.32G    0.01075   0.009536   0.003845         47        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    111/499      4.32G    0.01077   0.009528   0.003819         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    111/499      4.32G    0.01077   0.009528   0.003819         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    111/499      4.32G    0.01077   0.009529   0.003793         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    111/499      4.32G    0.01077   0.009529   0.003793         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    111/499      4.32G    0.01076   0.009538   0.003767         59        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    111/499      4.32G    0.01076   0.009538   0.003767         59        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    111/499      4.32G    0.01074   0.009525   0.003764         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    111/499      4.32G    0.01074   0.009525   0.003764         67        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    111/499      4.32G    0.01073   0.009526   0.003742         61        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    111/499      4.32G    0.01073   0.009526   0.003742         61        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    111/499      4.32G    0.01076   0.009528    0.00374         65        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    111/499      4.32G    0.01076   0.009528    0.00374         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    111/499      4.32G    0.01076   0.009547   0.003753         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    111/499      4.32G    0.01076   0.009547   0.003753         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    111/499      4.32G    0.01077   0.009567   0.003757         87        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    111/499      4.32G    0.01077   0.009567   0.003757         87        640:  62%|######2   | 105/168 [00:19<00:11,  5.29it/s]
    111/499      4.32G    0.01077   0.009568   0.003748         77        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    111/499      4.32G    0.01077   0.009568   0.003748         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    111/499      4.32G    0.01076   0.009574    0.00373         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    111/499      4.32G    0.01076   0.009574    0.00373         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    111/499      4.32G    0.01077   0.009566   0.003732         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    111/499      4.32G    0.01077   0.009566   0.003732         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    111/499      4.32G    0.01078   0.009606   0.003725         91        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    111/499      4.32G    0.01078   0.009606   0.003725         91        640:  65%|######4   | 109/168 [00:20<00:11,  5.11it/s]
    111/499      4.32G    0.01078   0.009585   0.003708         47        640:  65%|######4   | 109/168 [00:20<00:11,  5.11it/s]
    111/499      4.32G    0.01078   0.009585   0.003708         47        640:  65%|######5   | 110/168 [00:20<00:11,  5.17it/s]
    111/499      4.32G    0.01078   0.009569   0.003719         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.17it/s]
    111/499      4.32G    0.01078   0.009569   0.003719         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    111/499      4.32G    0.01077   0.009569   0.003717         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    111/499      4.32G    0.01077   0.009569   0.003717         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    111/499      4.32G    0.01076   0.009543   0.003711         47        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    111/499      4.32G    0.01076   0.009543   0.003711         47        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    111/499      4.32G    0.01076   0.009551   0.003711         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    111/499      4.32G    0.01076   0.009551   0.003711         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    111/499      4.32G    0.01075   0.009552   0.003699         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    111/499      4.32G    0.01075   0.009552   0.003699         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    111/499      4.32G    0.01075    0.00955    0.00369         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    111/499      4.32G    0.01075    0.00955    0.00369         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    111/499      4.32G    0.01075   0.009554   0.003688         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    111/499      4.32G    0.01075   0.009554   0.003688         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    111/499      4.32G    0.01075   0.009565   0.003707         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    111/499      4.32G    0.01075   0.009565   0.003707         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    111/499      4.32G    0.01075   0.009576   0.003714         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    111/499      4.32G    0.01075   0.009576   0.003714         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    111/499      4.32G    0.01075   0.009565   0.003726         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    111/499      4.32G    0.01075   0.009565   0.003726         75        640:  71%|#######1  | 120/168 [00:22<00:09,  5.27it/s]
    111/499      4.32G    0.01075   0.009573   0.003721         82        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
    111/499      4.32G    0.01075   0.009573   0.003721         82        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    111/499      4.32G    0.01075   0.009576   0.003722         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    111/499      4.32G    0.01075   0.009576   0.003722         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    111/499      4.32G    0.01075   0.009571   0.003722         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    111/499      4.32G    0.01075   0.009571   0.003722         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    111/499      4.32G    0.01074   0.009572   0.003726         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    111/499      4.32G    0.01074   0.009572   0.003726         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    111/499      4.32G    0.01075   0.009599   0.003715         88        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    111/499      4.32G    0.01075   0.009599   0.003715         88        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    111/499      4.32G    0.01075   0.009598   0.003721         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    111/499      4.32G    0.01075   0.009598   0.003721         67        640:  75%|#######5  | 126/168 [00:23<00:07,  5.28it/s]
    111/499      4.32G    0.01076   0.009598   0.003723         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    111/499      4.32G    0.01076   0.009598   0.003723         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    111/499      4.32G    0.01076   0.009614   0.003721         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    111/499      4.32G    0.01076   0.009614   0.003721         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    111/499      4.32G    0.01075    0.00961   0.003723         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    111/499      4.32G    0.01075    0.00961   0.003723         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    111/499      4.32G    0.01075   0.009607    0.00371         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    111/499      4.32G    0.01075   0.009607    0.00371         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    111/499      4.32G    0.01076   0.009604   0.003715         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    111/499      4.32G    0.01076   0.009604   0.003715         67        640:  78%|#######7  | 131/168 [00:24<00:07,  5.20it/s]
    111/499      4.32G    0.01076   0.009623    0.00371         86        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    111/499      4.32G    0.01076   0.009623    0.00371         86        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
    111/499      4.32G    0.01074   0.009601   0.003707         48        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
    111/499      4.32G    0.01074   0.009601   0.003707         48        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
    111/499      4.32G    0.01072   0.009599   0.003704         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
    111/499      4.32G    0.01072   0.009599   0.003704         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.13it/s]
    111/499      4.32G    0.01072   0.009586   0.003706         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.13it/s]
    111/499      4.32G    0.01072   0.009586   0.003706         66        640:  80%|########  | 135/168 [00:25<00:06,  5.21it/s]
    111/499      4.32G    0.01072   0.009586   0.003694         65        640:  80%|########  | 135/168 [00:25<00:06,  5.21it/s]
    111/499      4.32G    0.01072   0.009586   0.003694         65        640:  81%|########  | 136/168 [00:25<00:06,  5.07it/s]
    111/499      4.32G    0.01071    0.00961   0.003698         79        640:  81%|########  | 136/168 [00:26<00:06,  5.07it/s]
    111/499      4.32G    0.01071    0.00961   0.003698         79        640:  82%|########1 | 137/168 [00:26<00:06,  5.15it/s]
    111/499      4.32G     0.0107   0.009603   0.003684         53        640:  82%|########1 | 137/168 [00:26<00:06,  5.15it/s]
    111/499      4.32G     0.0107   0.009603   0.003684         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
    111/499      4.32G    0.01071   0.009607   0.003677         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
    111/499      4.32G    0.01071   0.009607   0.003677         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
    111/499      4.32G    0.01071   0.009624    0.00367         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
    111/499      4.32G    0.01071   0.009624    0.00367         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    111/499      4.32G     0.0107   0.009627   0.003657         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    111/499      4.32G     0.0107   0.009627   0.003657         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.24it/s]
    111/499      4.32G     0.0107   0.009628   0.003655         65        640:  84%|########3 | 141/168 [00:27<00:05,  5.24it/s]
    111/499      4.32G     0.0107   0.009628   0.003655         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.09it/s]
    111/499      4.32G    0.01069   0.009624   0.003655         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.09it/s]
    111/499      4.32G    0.01069   0.009624   0.003655         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    111/499      4.32G     0.0107    0.00962   0.003654         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    111/499      4.32G     0.0107    0.00962   0.003654         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    111/499      4.32G    0.01069   0.009603   0.003649         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    111/499      4.32G    0.01069   0.009603   0.003649         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.05it/s]
    111/499      4.32G    0.01068   0.009603   0.003675         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.05it/s]
    111/499      4.32G    0.01068   0.009603   0.003675         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.15it/s]
    111/499      4.32G    0.01068   0.009604    0.00366         61        640:  87%|########6 | 146/168 [00:28<00:04,  5.15it/s]
    111/499      4.32G    0.01068   0.009604    0.00366         61        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
    111/499      4.32G    0.01067   0.009583   0.003683         54        640:  88%|########7 | 147/168 [00:28<00:04,  5.23it/s]
    111/499      4.32G    0.01067   0.009583   0.003683         54        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    111/499      4.32G    0.01069   0.009612    0.00368        102        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    111/499      4.32G    0.01069   0.009612    0.00368        102        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    111/499      4.32G    0.01069   0.009612   0.003686         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    111/499      4.32G    0.01069   0.009612   0.003686         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.22it/s]
    111/499      4.32G    0.01069   0.009615   0.003674         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.22it/s]
    111/499      4.32G    0.01069   0.009615   0.003674         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
    111/499      4.32G     0.0107   0.009611   0.003674         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
    111/499      4.32G     0.0107   0.009611   0.003674         64        640:  90%|######### | 152/168 [00:28<00:03,  5.22it/s]
    111/499      4.32G     0.0107     0.0096   0.003663         67        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    111/499      4.32G     0.0107     0.0096   0.003663         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    111/499      4.32G     0.0107   0.009602   0.003667         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    111/499      4.32G     0.0107   0.009602   0.003667         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    111/499      4.32G     0.0107   0.009597   0.003669         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    111/499      4.32G     0.0107   0.009597   0.003669         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    111/499      4.32G     0.0107   0.009589   0.003696         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    111/499      4.32G     0.0107   0.009589   0.003696         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    111/499      4.32G     0.0107   0.009592   0.003691         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    111/499      4.32G     0.0107   0.009592   0.003691         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    111/499      4.32G     0.0107   0.009596   0.003679         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.22it/s]
    111/499      4.32G     0.0107   0.009596   0.003679         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    111/499      4.32G    0.01069   0.009588   0.003673         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    111/499      4.32G    0.01069   0.009588   0.003673         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    111/499      4.32G    0.01071   0.009586   0.003666         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    111/499      4.32G    0.01071   0.009586   0.003666         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    111/499      4.32G    0.01072   0.009575   0.003675         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    111/499      4.32G    0.01072   0.009575   0.003675         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    111/499      4.32G    0.01072    0.00958   0.003675         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    111/499      4.32G    0.01072    0.00958   0.003675         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    111/499      4.32G    0.01071   0.009568   0.003674         61        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    111/499      4.32G    0.01071   0.009568   0.003674         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    111/499      4.32G    0.01071   0.009564   0.003671         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    111/499      4.32G    0.01071   0.009564   0.003671         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    111/499      4.32G    0.01071   0.009574   0.003691         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    111/499      4.32G    0.01071   0.009574   0.003691         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    111/499      4.32G    0.01071   0.009565   0.003693         56        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    111/499      4.32G    0.01071   0.009565   0.003693         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    111/499      4.32G    0.01071   0.009566   0.003686         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    111/499      4.32G    0.01071   0.009566   0.003686         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    111/499      4.32G    0.01071   0.009588   0.003673         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
    111/499      4.32G    0.01071   0.009588   0.003673         33        640: 100%|##########| 168/168 [00:32<00:00,  5.47it/s]
    111/499      4.32G    0.01071   0.009588   0.003673         33        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263       0.84      0.853      0.875      0.756

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    112/499      4.32G    0.01021   0.008851   0.002317         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
    112/499      4.32G    0.01021   0.008851   0.002317         69        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    112/499      4.32G    0.01288    0.01115   0.004063         74        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    112/499      4.32G    0.01288    0.01115   0.004063         74        640:   1%|1         | 2/168 [00:00<00:32,  5.09it/s]
    112/499      4.32G    0.01292    0.01057   0.005016         66        640:   1%|1         | 2/168 [00:00<00:32,  5.09it/s]
    112/499      4.32G    0.01292    0.01057   0.005016         66        640:   2%|1         | 3/168 [00:00<00:32,  5.09it/s]
    112/499      4.32G    0.01294   0.009906   0.004064         45        640:   2%|1         | 3/168 [00:00<00:32,  5.09it/s]
    112/499      4.32G    0.01294   0.009906   0.004064         45        640:   2%|2         | 4/168 [00:00<00:32,  5.00it/s]
    112/499      4.32G    0.01261   0.009771   0.004157         75        640:   2%|2         | 4/168 [00:00<00:32,  5.00it/s]
    112/499      4.32G    0.01261   0.009771   0.004157         75        640:   3%|2         | 5/168 [00:00<00:31,  5.16it/s]
    112/499      4.32G    0.01248    0.01002   0.003911         65        640:   3%|2         | 5/168 [00:01<00:31,  5.16it/s]
    112/499      4.32G    0.01248    0.01002   0.003911         65        640:   4%|3         | 6/168 [00:01<00:31,  5.15it/s]
    112/499      4.32G    0.01211    0.01015   0.003832         82        640:   4%|3         | 6/168 [00:01<00:31,  5.15it/s]
    112/499      4.32G    0.01211    0.01015   0.003832         82        640:   4%|4         | 7/168 [00:01<00:31,  5.05it/s]
    112/499      4.32G    0.01177   0.009769   0.004006         61        640:   4%|4         | 7/168 [00:01<00:31,  5.05it/s]
    112/499      4.32G    0.01177   0.009769   0.004006         61        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    112/499      4.32G     0.0118   0.009725   0.004118         61        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    112/499      4.32G     0.0118   0.009725   0.004118         61        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    112/499      4.32G    0.01173   0.009785   0.004144         74        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    112/499      4.32G    0.01173   0.009785   0.004144         74        640:   6%|5         | 10/168 [00:01<00:31,  5.08it/s]
    112/499      4.32G    0.01165    0.01008   0.003961         87        640:   6%|5         | 10/168 [00:02<00:31,  5.08it/s]
    112/499      4.32G    0.01165    0.01008   0.003961         87        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
    112/499      4.32G    0.01152    0.01002   0.004121         72        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
    112/499      4.32G    0.01152    0.01002   0.004121         72        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
    112/499      4.32G    0.01149    0.01001   0.004218         68        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
    112/499      4.32G    0.01149    0.01001   0.004218         68        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    112/499      4.32G    0.01163    0.01012   0.004079         74        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    112/499      4.32G    0.01163    0.01012   0.004079         74        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
    112/499      4.32G    0.01174    0.01002   0.004315         58        640:   8%|8         | 14/168 [00:02<00:29,  5.19it/s]
    112/499      4.32G    0.01174    0.01002   0.004315         58        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    112/499      4.32G    0.01179     0.0101   0.004128         69        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    112/499      4.32G    0.01179     0.0101   0.004128         69        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    112/499      4.32G    0.01169    0.01006   0.004107         73        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    112/499      4.32G    0.01169    0.01006   0.004107         73        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    112/499      4.32G     0.0116       0.01     0.0041         59        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    112/499      4.32G     0.0116       0.01     0.0041         59        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    112/499      4.32G    0.01161    0.01004   0.004032         64        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    112/499      4.32G    0.01161    0.01004   0.004032         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    112/499      4.32G    0.01155   0.009995   0.003941         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    112/499      4.32G    0.01155   0.009995   0.003941         60        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    112/499      4.32G    0.01146   0.009926   0.003898         65        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    112/499      4.32G    0.01146   0.009926   0.003898         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    112/499      4.32G    0.01142    0.00985   0.003856         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    112/499      4.32G    0.01142    0.00985   0.003856         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    112/499      4.32G    0.01143   0.009868   0.003823         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    112/499      4.32G    0.01143   0.009868   0.003823         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    112/499      4.32G    0.01145   0.009856   0.003745         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    112/499      4.32G    0.01145   0.009856   0.003745         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    112/499      4.32G     0.0115   0.009793   0.003629         52        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    112/499      4.32G     0.0115   0.009793   0.003629         52        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    112/499      4.32G    0.01163   0.009889   0.003776         79        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    112/499      4.32G    0.01163   0.009889   0.003776         79        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    112/499      4.32G    0.01161   0.009871   0.003878         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    112/499      4.32G    0.01161   0.009871   0.003878         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    112/499      4.32G    0.01164   0.009891   0.003843         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    112/499      4.32G    0.01164   0.009891   0.003843         81        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    112/499      4.32G     0.0117   0.009835   0.003768         52        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    112/499      4.32G     0.0117   0.009835   0.003768         52        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    112/499      4.32G    0.01167   0.009822   0.003749         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    112/499      4.32G    0.01167   0.009822   0.003749         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    112/499      4.32G    0.01168   0.009848   0.003824         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    112/499      4.32G    0.01168   0.009848   0.003824         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    112/499      4.32G    0.01167   0.009803   0.003971         53        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    112/499      4.32G    0.01167   0.009803   0.003971         53        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    112/499      4.32G    0.01164   0.009743   0.003911         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    112/499      4.32G    0.01164   0.009743   0.003911         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    112/499      4.32G    0.01158   0.009702   0.003923         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    112/499      4.32G    0.01158   0.009702   0.003923         67        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    112/499      4.32G    0.01153   0.009702   0.003943         87        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    112/499      4.32G    0.01153   0.009702   0.003943         87        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    112/499      4.32G    0.01149   0.009724   0.003891         77        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    112/499      4.32G    0.01149   0.009724   0.003891         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    112/499      4.32G    0.01147    0.00971   0.003843         68        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    112/499      4.32G    0.01147    0.00971   0.003843         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    112/499      4.32G    0.01147   0.009708   0.003853         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    112/499      4.32G    0.01147   0.009708   0.003853         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
    112/499      4.32G    0.01149   0.009734   0.003877         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
    112/499      4.32G    0.01149   0.009734   0.003877         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    112/499      4.32G    0.01149   0.009778   0.003872         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    112/499      4.32G    0.01149   0.009778   0.003872         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    112/499      4.32G    0.01148   0.009748   0.003824         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    112/499      4.32G    0.01148   0.009748   0.003824         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    112/499      4.32G    0.01142   0.009733   0.003794         66        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
    112/499      4.32G    0.01142   0.009733   0.003794         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    112/499      4.32G     0.0114   0.009766   0.003797         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    112/499      4.32G     0.0114   0.009766   0.003797         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    112/499      4.32G    0.01137   0.009785   0.003855         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    112/499      4.32G    0.01137   0.009785   0.003855         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    112/499      4.32G    0.01135   0.009731   0.003861         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    112/499      4.32G    0.01135   0.009731   0.003861         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    112/499      4.32G    0.01134   0.009723   0.003875         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    112/499      4.32G    0.01134   0.009723   0.003875         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    112/499      4.32G     0.0113   0.009674   0.003927         59        640:  27%|##7       | 46/168 [00:09<00:23,  5.14it/s]
    112/499      4.32G     0.0113   0.009674   0.003927         59        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
    112/499      4.32G    0.01129   0.009661   0.003933         69        640:  28%|##7       | 47/168 [00:09<00:23,  5.20it/s]
    112/499      4.32G    0.01129   0.009661   0.003933         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.25it/s]
    112/499      4.32G    0.01128   0.009676   0.004004         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.25it/s]
    112/499      4.32G    0.01128   0.009676   0.004004         81        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
    112/499      4.32G    0.01124   0.009665   0.003991         68        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
    112/499      4.32G    0.01124   0.009665   0.003991         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    112/499      4.32G    0.01123   0.009648   0.003995         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    112/499      4.32G    0.01123   0.009648   0.003995         68        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    112/499      4.32G    0.01123   0.009643   0.004102         68        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    112/499      4.32G    0.01123   0.009643   0.004102         68        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    112/499      4.32G    0.01124   0.009643   0.004129         75        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    112/499      4.32G    0.01124   0.009643   0.004129         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    112/499      4.32G    0.01124   0.009632   0.004111         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    112/499      4.32G    0.01124   0.009632   0.004111         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    112/499      4.32G     0.0112   0.009607   0.004146         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    112/499      4.32G     0.0112   0.009607   0.004146         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    112/499      4.32G    0.01119   0.009631   0.004198         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    112/499      4.32G    0.01119   0.009631   0.004198         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    112/499      4.32G    0.01118   0.009637   0.004139         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    112/499      4.32G    0.01118   0.009637   0.004139         63        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
    112/499      4.32G    0.01114   0.009601   0.004123         54        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
    112/499      4.32G    0.01114   0.009601   0.004123         54        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    112/499      4.32G    0.01116    0.00957   0.004143         57        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    112/499      4.32G    0.01116    0.00957   0.004143         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    112/499      4.32G    0.01115   0.009582   0.004118         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    112/499      4.32G    0.01115   0.009582   0.004118         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    112/499      4.32G    0.01115   0.009625    0.00411         93        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    112/499      4.32G    0.01115   0.009625    0.00411         93        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    112/499      4.32G    0.01117   0.009636   0.004117         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    112/499      4.32G    0.01117   0.009636   0.004117         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    112/499      4.32G    0.01116   0.009646   0.004173         66        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    112/499      4.32G    0.01116   0.009646   0.004173         66        640:  38%|###7      | 63/168 [00:12<00:20,  5.25it/s]
    112/499      4.32G    0.01117   0.009678   0.004147         75        640:  38%|###7      | 63/168 [00:12<00:20,  5.25it/s]
    112/499      4.32G    0.01117   0.009678   0.004147         75        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    112/499      4.32G    0.01116   0.009693   0.004166         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    112/499      4.32G    0.01116   0.009693   0.004166         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    112/499      4.32G    0.01118   0.009705   0.004166         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    112/499      4.32G    0.01118   0.009705   0.004166         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    112/499      4.32G    0.01118   0.009731   0.004213         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    112/499      4.32G    0.01118   0.009731   0.004213         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    112/499      4.32G    0.01116   0.009715   0.004251         68        640:  40%|###9      | 67/168 [00:13<00:19,  5.17it/s]
    112/499      4.32G    0.01116   0.009715   0.004251         68        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    112/499      4.32G    0.01114   0.009728   0.004241         70        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    112/499      4.32G    0.01114   0.009728   0.004241         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.25it/s]
    112/499      4.32G    0.01112   0.009729   0.004236         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.25it/s]
    112/499      4.32G    0.01112   0.009729   0.004236         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    112/499      4.32G     0.0111   0.009709   0.004255         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    112/499      4.32G     0.0111   0.009709   0.004255         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    112/499      4.32G    0.01112   0.009713   0.004215         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    112/499      4.32G    0.01112   0.009713   0.004215         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
    112/499      4.32G    0.01113   0.009721   0.004201         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
    112/499      4.32G    0.01113   0.009721   0.004201         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    112/499      4.32G    0.01114   0.009732   0.004185         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    112/499      4.32G    0.01114   0.009732   0.004185         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    112/499      4.32G    0.01111   0.009732   0.004181         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    112/499      4.32G    0.01111   0.009732   0.004181         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    112/499      4.32G     0.0111   0.009712   0.004174         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    112/499      4.32G     0.0111   0.009712   0.004174         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    112/499      4.32G     0.0111   0.009721    0.00415         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    112/499      4.32G     0.0111   0.009721    0.00415         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    112/499      4.32G    0.01109   0.009686   0.004126         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    112/499      4.32G    0.01109   0.009686   0.004126         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    112/499      4.32G    0.01108    0.00968   0.004133         68        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    112/499      4.32G    0.01108    0.00968   0.004133         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    112/499      4.32G     0.0111   0.009652   0.004123         46        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    112/499      4.32G     0.0111   0.009652   0.004123         46        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    112/499      4.32G    0.01106   0.009612   0.004142         53        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    112/499      4.32G    0.01106   0.009612   0.004142         53        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    112/499      4.32G    0.01108   0.009607   0.004146         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    112/499      4.32G    0.01108   0.009607   0.004146         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    112/499      4.32G    0.01108   0.009627    0.00418         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    112/499      4.32G    0.01108   0.009627    0.00418         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    112/499      4.32G    0.01107   0.009632   0.004179         58        640:  49%|####9     | 83/168 [00:16<00:15,  5.32it/s]
    112/499      4.32G    0.01107   0.009632   0.004179         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    112/499      4.32G    0.01107   0.009633   0.004173         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    112/499      4.32G    0.01107   0.009633   0.004173         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    112/499      4.32G    0.01105   0.009618   0.004163         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    112/499      4.32G    0.01105   0.009618   0.004163         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    112/499      4.32G    0.01105   0.009625   0.004163         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    112/499      4.32G    0.01105   0.009625   0.004163         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    112/499      4.32G    0.01105    0.00963   0.004172         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    112/499      4.32G    0.01105    0.00963   0.004172         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    112/499      4.32G    0.01102   0.009604   0.004156         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    112/499      4.32G    0.01102   0.009604   0.004156         61        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    112/499      4.32G    0.01101   0.009601   0.004172         75        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    112/499      4.32G    0.01101   0.009601   0.004172         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    112/499      4.32G    0.01101   0.009605   0.004162         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    112/499      4.32G    0.01101   0.009605   0.004162         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    112/499      4.32G    0.01101   0.009601   0.004159         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    112/499      4.32G    0.01101   0.009601   0.004159         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    112/499      4.32G    0.01101   0.009607   0.004157         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    112/499      4.32G    0.01101   0.009607   0.004157         63        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    112/499      4.32G      0.011   0.009612   0.004159         79        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    112/499      4.32G      0.011   0.009612   0.004159         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    112/499      4.32G    0.01098   0.009616   0.004163         75        640:  56%|#####5    | 94/168 [00:18<00:14,  5.24it/s]
    112/499      4.32G    0.01098   0.009616   0.004163         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    112/499      4.32G    0.01098   0.009599    0.00415         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    112/499      4.32G    0.01098   0.009599    0.00415         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    112/499      4.32G    0.01099     0.0096   0.004124         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    112/499      4.32G    0.01099     0.0096   0.004124         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    112/499      4.32G    0.01098   0.009616   0.004108         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    112/499      4.32G    0.01098   0.009616   0.004108         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    112/499      4.32G    0.01097   0.009622   0.004117         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    112/499      4.32G    0.01097   0.009622   0.004117         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    112/499      4.32G    0.01098   0.009625   0.004097         68        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
    112/499      4.32G    0.01098   0.009625   0.004097         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    112/499      4.32G    0.01097    0.00964   0.004099         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    112/499      4.32G    0.01097    0.00964   0.004099         76        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    112/499      4.32G    0.01097   0.009643   0.004122         75        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    112/499      4.32G    0.01097   0.009643   0.004122         75        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    112/499      4.32G    0.01098   0.009659   0.004122         81        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    112/499      4.32G    0.01098   0.009659   0.004122         81        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    112/499      4.32G    0.01098   0.009647   0.004108         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    112/499      4.32G    0.01098   0.009647   0.004108         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    112/499      4.32G    0.01097    0.00964   0.004085         59        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
    112/499      4.32G    0.01097    0.00964   0.004085         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    112/499      4.32G    0.01095   0.009632   0.004089         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    112/499      4.32G    0.01095   0.009632   0.004089         64        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    112/499      4.32G    0.01094   0.009648   0.004073         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    112/499      4.32G    0.01094   0.009648   0.004073         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    112/499      4.32G    0.01094   0.009651   0.004069         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    112/499      4.32G    0.01094   0.009651   0.004069         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    112/499      4.32G    0.01092   0.009651   0.004071         81        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    112/499      4.32G    0.01092   0.009651   0.004071         81        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    112/499      4.32G    0.01092   0.009659   0.004117         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    112/499      4.32G    0.01092   0.009659   0.004117         67        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    112/499      4.32G    0.01091    0.00964   0.004088         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    112/499      4.32G    0.01091    0.00964   0.004088         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    112/499      4.32G    0.01091    0.00964   0.004115         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    112/499      4.32G    0.01091    0.00964   0.004115         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    112/499      4.32G    0.01089   0.009646   0.004118         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    112/499      4.32G    0.01089   0.009646   0.004118         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    112/499      4.32G     0.0109   0.009661   0.004105         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    112/499      4.32G     0.0109   0.009661   0.004105         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    112/499      4.32G    0.01089   0.009645   0.004104         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    112/499      4.32G    0.01089   0.009645   0.004104         55        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    112/499      4.32G    0.01089   0.009642   0.004087         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
    112/499      4.32G    0.01089   0.009642   0.004087         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    112/499      4.32G    0.01088   0.009626    0.00407         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    112/499      4.32G    0.01088   0.009626    0.00407         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    112/499      4.32G    0.01089   0.009624   0.004092         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    112/499      4.32G    0.01089   0.009624   0.004092         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    112/499      4.32G    0.01088   0.009621   0.004088         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    112/499      4.32G    0.01088   0.009621   0.004088         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    112/499      4.32G    0.01087   0.009616   0.004068         80        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    112/499      4.32G    0.01087   0.009616   0.004068         80        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    112/499      4.32G    0.01087   0.009601   0.004052         53        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
    112/499      4.32G    0.01087   0.009601   0.004052         53        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    112/499      4.32G    0.01086   0.009605   0.004048         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    112/499      4.32G    0.01086   0.009605   0.004048         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    112/499      4.32G    0.01087   0.009608   0.004044         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    112/499      4.32G    0.01087   0.009608   0.004044         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
    112/499      4.32G    0.01087   0.009608   0.004035         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
    112/499      4.32G    0.01087   0.009608   0.004035         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    112/499      4.32G    0.01087   0.009597   0.004017         58        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    112/499      4.32G    0.01087   0.009597   0.004017         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    112/499      4.32G    0.01087   0.009612   0.004003         80        640:  74%|#######4  | 125/168 [00:24<00:08,  5.28it/s]
    112/499      4.32G    0.01087   0.009612   0.004003         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    112/499      4.32G    0.01087   0.009599   0.003974         50        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    112/499      4.32G    0.01087   0.009599   0.003974         50        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    112/499      4.32G    0.01086   0.009611   0.003952         91        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    112/499      4.32G    0.01086   0.009611   0.003952         91        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    112/499      4.32G    0.01085   0.009609   0.003957         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    112/499      4.32G    0.01085   0.009609   0.003957         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    112/499      4.32G    0.01086   0.009624    0.00394         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    112/499      4.32G    0.01086   0.009624    0.00394         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    112/499      4.32G    0.01086   0.009621   0.003948         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    112/499      4.32G    0.01086   0.009621   0.003948         58        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    112/499      4.32G    0.01086   0.009622   0.003965         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    112/499      4.32G    0.01086   0.009622   0.003965         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    112/499      4.32G    0.01084   0.009623    0.00396         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    112/499      4.32G    0.01084   0.009623    0.00396         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    112/499      4.32G    0.01085   0.009626   0.003961         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    112/499      4.32G    0.01085   0.009626   0.003961         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    112/499      4.32G    0.01085   0.009623   0.003942         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    112/499      4.32G    0.01085   0.009623   0.003942         77        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    112/499      4.32G    0.01085   0.009631   0.003944         75        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    112/499      4.32G    0.01085   0.009631   0.003944         75        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
    112/499      4.32G    0.01085   0.009634   0.003941         71        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
    112/499      4.32G    0.01085   0.009634   0.003941         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    112/499      4.32G    0.01083   0.009625   0.003927         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    112/499      4.32G    0.01083   0.009625   0.003927         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    112/499      4.32G    0.01082   0.009613   0.003934         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    112/499      4.32G    0.01082   0.009613   0.003934         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    112/499      4.32G    0.01082   0.009624   0.003933         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    112/499      4.32G    0.01082   0.009624   0.003933         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    112/499      4.32G    0.01081   0.009627   0.003926         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    112/499      4.32G    0.01081   0.009627   0.003926         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    112/499      4.32G    0.01082   0.009627    0.00391         62        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    112/499      4.32G    0.01082   0.009627    0.00391         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    112/499      4.32G    0.01082   0.009643   0.003908         81        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    112/499      4.32G    0.01082   0.009643   0.003908         81        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    112/499      4.32G    0.01082   0.009652   0.003895         84        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    112/499      4.32G    0.01082   0.009652   0.003895         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    112/499      4.32G    0.01081   0.009648   0.003884         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    112/499      4.32G    0.01081   0.009648   0.003884         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    112/499      4.32G    0.01081   0.009639   0.003869         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    112/499      4.32G    0.01081   0.009639   0.003869         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
    112/499      4.32G     0.0108    0.00962   0.003901         54        640:  87%|########6 | 146/168 [00:28<00:04,  5.22it/s]
    112/499      4.32G     0.0108    0.00962   0.003901         54        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    112/499      4.32G    0.01081   0.009635   0.003912         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    112/499      4.32G    0.01081   0.009635   0.003912         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
    112/499      4.32G     0.0108   0.009631   0.003908         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
    112/499      4.32G     0.0108   0.009631   0.003908         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    112/499      4.32G     0.0108    0.00964   0.003897         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    112/499      4.32G     0.0108    0.00964   0.003897         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    112/499      4.32G    0.01079   0.009643   0.003884         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    112/499      4.32G    0.01079   0.009643   0.003884         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    112/499      4.32G     0.0108   0.009651   0.003914         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    112/499      4.32G     0.0108   0.009651   0.003914         74        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    112/499      4.32G     0.0108   0.009655   0.003898         70        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    112/499      4.32G     0.0108   0.009655   0.003898         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    112/499      4.32G    0.01079   0.009651    0.00391         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    112/499      4.32G    0.01079   0.009651    0.00391         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    112/499      4.32G    0.01079    0.00965   0.003904         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    112/499      4.32G    0.01079    0.00965   0.003904         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    112/499      4.32G    0.01079   0.009646   0.003913         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    112/499      4.32G    0.01079   0.009646   0.003913         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    112/499      4.32G    0.01077   0.009636   0.003898         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    112/499      4.32G    0.01077   0.009636   0.003898         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    112/499      4.32G    0.01076   0.009614   0.003883         49        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
    112/499      4.32G    0.01076   0.009614   0.003883         49        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    112/499      4.32G    0.01075   0.009615   0.003874         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    112/499      4.32G    0.01075   0.009615   0.003874         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    112/499      4.32G    0.01076   0.009635    0.00387         75        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    112/499      4.32G    0.01076   0.009635    0.00387         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    112/499      4.32G    0.01076   0.009623   0.003862         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    112/499      4.32G    0.01076   0.009623   0.003862         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    112/499      4.32G    0.01076   0.009626   0.003864         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    112/499      4.32G    0.01076   0.009626   0.003864         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    112/499      4.32G    0.01075   0.009616   0.003851         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.39it/s]
    112/499      4.32G    0.01075   0.009616   0.003851         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
    112/499      4.32G    0.01075   0.009626   0.003837         80        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
    112/499      4.32G    0.01075   0.009626   0.003837         80        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    112/499      4.32G    0.01075   0.009621   0.003832         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    112/499      4.32G    0.01075   0.009621   0.003832         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    112/499      4.32G    0.01075    0.00962   0.003831         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    112/499      4.32G    0.01075    0.00962   0.003831         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    112/499      4.32G    0.01073   0.009613    0.00384         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    112/499      4.32G    0.01073   0.009613    0.00384         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    112/499      4.32G    0.01073   0.009611   0.003838         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    112/499      4.32G    0.01073   0.009611   0.003838         32        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    112/499      4.32G    0.01073   0.009611   0.003838         32        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.796      0.923      0.873      0.758

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    113/499      4.32G   0.009687   0.008091   0.001566         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
    113/499      4.32G   0.009687   0.008091   0.001566         59        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    113/499      4.32G    0.01024   0.009359   0.002952         71        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    113/499      4.32G    0.01024   0.009359   0.002952         71        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    113/499      4.32G    0.01067    0.01018   0.005181         74        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    113/499      4.32G    0.01067    0.01018   0.005181         74        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    113/499      4.32G    0.01076   0.009499   0.004609         55        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    113/499      4.32G    0.01076   0.009499   0.004609         55        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
    113/499      4.32G    0.01081   0.009366   0.004204         71        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
    113/499      4.32G    0.01081   0.009366   0.004204         71        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    113/499      4.32G     0.0108   0.009435   0.004071         67        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    113/499      4.32G     0.0108   0.009435   0.004071         67        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    113/499      4.32G    0.01062   0.009336   0.004321         71        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    113/499      4.32G    0.01062   0.009336   0.004321         71        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
    113/499      4.32G    0.01054   0.009384   0.004028         74        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
    113/499      4.32G    0.01054   0.009384   0.004028         74        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    113/499      4.32G    0.01062   0.009238   0.004076         60        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    113/499      4.32G    0.01062   0.009238   0.004076         60        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    113/499      4.32G    0.01051   0.009005   0.004142         57        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    113/499      4.32G    0.01051   0.009005   0.004142         57        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    113/499      4.32G    0.01058   0.008979   0.004023         64        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    113/499      4.32G    0.01058   0.008979   0.004023         64        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    113/499      4.32G    0.01051   0.009205   0.004051         76        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    113/499      4.32G    0.01051   0.009205   0.004051         76        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    113/499      4.32G    0.01055   0.009295    0.00387         67        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    113/499      4.32G    0.01055   0.009295    0.00387         67        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    113/499      4.32G    0.01054   0.009185   0.003727         55        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    113/499      4.32G    0.01054   0.009185   0.003727         55        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    113/499      4.32G    0.01058   0.009255   0.003899         64        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    113/499      4.32G    0.01058   0.009255   0.003899         64        640:   9%|8         | 15/168 [00:02<00:29,  5.20it/s]
    113/499      4.32G    0.01053   0.009264   0.003811         73        640:   9%|8         | 15/168 [00:03<00:29,  5.20it/s]
    113/499      4.32G    0.01053   0.009264   0.003811         73        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
    113/499      4.32G    0.01051   0.009383   0.003709         80        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
    113/499      4.32G    0.01051   0.009383   0.003709         80        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    113/499      4.32G    0.01053    0.00943   0.003864         77        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    113/499      4.32G    0.01053    0.00943   0.003864         77        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
    113/499      4.32G    0.01052   0.009527   0.003851         83        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
    113/499      4.32G    0.01052   0.009527   0.003851         83        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    113/499      4.32G    0.01054   0.009505   0.003771         59        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    113/499      4.32G    0.01054   0.009505   0.003771         59        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    113/499      4.32G    0.01056   0.009458   0.003643         73        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    113/499      4.32G    0.01056   0.009458   0.003643         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    113/499      4.32G    0.01059   0.009377   0.003651         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    113/499      4.32G    0.01059   0.009377   0.003651         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    113/499      4.32G    0.01061   0.009385   0.003629         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    113/499      4.32G    0.01061   0.009385   0.003629         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    113/499      4.32G     0.0106   0.009345   0.003795         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    113/499      4.32G     0.0106   0.009345   0.003795         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    113/499      4.32G    0.01054    0.00934   0.003853         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    113/499      4.32G    0.01054    0.00934   0.003853         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    113/499      4.32G    0.01055   0.009347   0.003871         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    113/499      4.32G    0.01055   0.009347   0.003871         58        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    113/499      4.32G    0.01058   0.009307   0.003847         56        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    113/499      4.32G    0.01058   0.009307   0.003847         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    113/499      4.32G    0.01052   0.009267   0.003854         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    113/499      4.32G    0.01052   0.009267   0.003854         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    113/499      4.32G    0.01053   0.009334   0.003821         81        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    113/499      4.32G    0.01053   0.009334   0.003821         81        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    113/499      4.32G    0.01053   0.009315   0.003812         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    113/499      4.32G    0.01053   0.009315   0.003812         63        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    113/499      4.32G    0.01053   0.009254   0.003811         46        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    113/499      4.32G    0.01053   0.009254   0.003811         46        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
    113/499      4.32G    0.01057   0.009257   0.003793         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
    113/499      4.32G    0.01057   0.009257   0.003793         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
    113/499      4.32G     0.0105   0.009159   0.003858         56        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
    113/499      4.32G     0.0105   0.009159   0.003858         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    113/499      4.32G    0.01052   0.009179   0.003883         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    113/499      4.32G    0.01052   0.009179   0.003883         72        640:  20%|##        | 34/168 [00:06<00:25,  5.15it/s]
    113/499      4.32G    0.01052   0.009209   0.003896         83        640:  20%|##        | 34/168 [00:06<00:25,  5.15it/s]
    113/499      4.32G    0.01052   0.009209   0.003896         83        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    113/499      4.32G    0.01052   0.009189   0.003884         60        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    113/499      4.32G    0.01052   0.009189   0.003884         60        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    113/499      4.32G    0.01051   0.009179   0.003815         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    113/499      4.32G    0.01051   0.009179   0.003815         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    113/499      4.32G    0.01051   0.009225   0.003757         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    113/499      4.32G    0.01051   0.009225   0.003757         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    113/499      4.32G    0.01049   0.009228   0.003698         55        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    113/499      4.32G    0.01049   0.009228   0.003698         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    113/499      4.32G     0.0105   0.009216   0.003682         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    113/499      4.32G     0.0105   0.009216   0.003682         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    113/499      4.32G    0.01051   0.009244   0.003685         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    113/499      4.32G    0.01051   0.009244   0.003685         80        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
    113/499      4.32G    0.01049   0.009219   0.003681         64        640:  24%|##4       | 41/168 [00:08<00:24,  5.23it/s]
    113/499      4.32G    0.01049   0.009219   0.003681         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    113/499      4.32G    0.01049   0.009252    0.00364         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    113/499      4.32G    0.01049   0.009252    0.00364         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    113/499      4.32G    0.01045   0.009244   0.003637         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    113/499      4.32G    0.01045   0.009244   0.003637         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    113/499      4.32G    0.01051   0.009259   0.003706         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    113/499      4.32G    0.01051   0.009259   0.003706         71        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    113/499      4.32G    0.01046   0.009203   0.003701         64        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    113/499      4.32G    0.01046   0.009203   0.003701         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    113/499      4.32G    0.01044   0.009219   0.003696         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    113/499      4.32G    0.01044   0.009219   0.003696         78        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    113/499      4.32G    0.01046   0.009326   0.003705         89        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    113/499      4.32G    0.01046   0.009326   0.003705         89        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    113/499      4.32G    0.01047   0.009354   0.003752         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    113/499      4.32G    0.01047   0.009354   0.003752         81        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    113/499      4.32G    0.01045    0.00934   0.003785         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    113/499      4.32G    0.01045    0.00934   0.003785         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    113/499      4.32G    0.01043   0.009348   0.003727         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    113/499      4.32G    0.01043   0.009348   0.003727         65        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    113/499      4.32G    0.01047   0.009341   0.003766         61        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    113/499      4.32G    0.01047   0.009341   0.003766         61        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    113/499      4.32G    0.01043   0.009305   0.003758         61        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    113/499      4.32G    0.01043   0.009305   0.003758         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    113/499      4.32G    0.01043   0.009307   0.003781         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    113/499      4.32G    0.01043   0.009307   0.003781         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    113/499      4.32G    0.01047   0.009343   0.003896         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    113/499      4.32G    0.01047   0.009343   0.003896         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    113/499      4.32G    0.01047   0.009313   0.003873         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    113/499      4.32G    0.01047   0.009313   0.003873         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    113/499      4.32G    0.01045   0.009295   0.003858         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    113/499      4.32G    0.01045   0.009295   0.003858         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    113/499      4.32G    0.01046   0.009291    0.00386         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
    113/499      4.32G    0.01046   0.009291    0.00386         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    113/499      4.32G    0.01044   0.009258   0.003866         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    113/499      4.32G    0.01044   0.009258   0.003866         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    113/499      4.32G    0.01044    0.00927   0.003879         79        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    113/499      4.32G    0.01044    0.00927   0.003879         79        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    113/499      4.32G    0.01043   0.009273   0.003888         79        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    113/499      4.32G    0.01043   0.009273   0.003888         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    113/499      4.32G    0.01046   0.009277    0.00397         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    113/499      4.32G    0.01046   0.009277    0.00397         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    113/499      4.32G    0.01048   0.009286   0.003986         64        640:  37%|###6      | 62/168 [00:12<00:20,  5.28it/s]
    113/499      4.32G    0.01048   0.009286   0.003986         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    113/499      4.32G    0.01051   0.009274   0.003963         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    113/499      4.32G    0.01051   0.009274   0.003963         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    113/499      4.32G    0.01053   0.009268    0.00401         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    113/499      4.32G    0.01053   0.009268    0.00401         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    113/499      4.32G    0.01053   0.009287   0.003977         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    113/499      4.32G    0.01053   0.009287   0.003977         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    113/499      4.32G    0.01054   0.009269   0.003964         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    113/499      4.32G    0.01054   0.009269   0.003964         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    113/499      4.32G    0.01056   0.009275   0.003945         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    113/499      4.32G    0.01056   0.009275   0.003945         62        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
    113/499      4.32G    0.01056   0.009285    0.00394         74        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    113/499      4.32G    0.01056   0.009285    0.00394         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    113/499      4.32G    0.01056   0.009267   0.003966         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    113/499      4.32G    0.01056   0.009267   0.003966         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    113/499      4.32G    0.01057   0.009299   0.003991         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    113/499      4.32G    0.01057   0.009299   0.003991         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.18it/s]
    113/499      4.32G    0.01056   0.009298   0.003956         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.18it/s]
    113/499      4.32G    0.01056   0.009298   0.003956         69        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    113/499      4.32G    0.01058   0.009311   0.004016         66        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    113/499      4.32G    0.01058   0.009311   0.004016         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
    113/499      4.32G    0.01057   0.009307   0.004015         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    113/499      4.32G    0.01057   0.009307   0.004015         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    113/499      4.32G    0.01058   0.009296   0.003997         50        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    113/499      4.32G    0.01058   0.009296   0.003997         50        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    113/499      4.32G     0.0106   0.009278   0.003969         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    113/499      4.32G     0.0106   0.009278   0.003969         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    113/499      4.32G    0.01058   0.009274   0.003964         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    113/499      4.32G    0.01058   0.009274   0.003964         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    113/499      4.32G    0.01058   0.009272   0.003958         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    113/499      4.32G    0.01058   0.009272   0.003958         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    113/499      4.32G    0.01059   0.009261   0.004027         57        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    113/499      4.32G    0.01059   0.009261   0.004027         57        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    113/499      4.32G     0.0106    0.00928   0.004019         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    113/499      4.32G     0.0106    0.00928   0.004019         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    113/499      4.32G    0.01058   0.009299    0.00401         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    113/499      4.32G    0.01058   0.009299    0.00401         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    113/499      4.32G     0.0106   0.009302   0.004024         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    113/499      4.32G     0.0106   0.009302   0.004024         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    113/499      4.32G    0.01059    0.00931   0.004048         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    113/499      4.32G    0.01059    0.00931   0.004048         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    113/499      4.32G    0.01058   0.009314   0.004061         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
    113/499      4.32G    0.01058   0.009314   0.004061         69        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
    113/499      4.32G    0.01058   0.009337   0.004049         78        640:  50%|#####     | 84/168 [00:16<00:16,  5.24it/s]
    113/499      4.32G    0.01058   0.009337   0.004049         78        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    113/499      4.32G    0.01058   0.009315   0.004037         52        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    113/499      4.32G    0.01058   0.009315   0.004037         52        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    113/499      4.32G     0.0106   0.009303    0.00401         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    113/499      4.32G     0.0106   0.009303    0.00401         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    113/499      4.32G    0.01059   0.009308   0.004009         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    113/499      4.32G    0.01059   0.009308   0.004009         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    113/499      4.32G    0.01058   0.009285   0.003987         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    113/499      4.32G    0.01058   0.009285   0.003987         55        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    113/499      4.32G    0.01057   0.009271   0.003994         52        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    113/499      4.32G    0.01057   0.009271   0.003994         52        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    113/499      4.32G    0.01058   0.009283   0.003997         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    113/499      4.32G    0.01058   0.009283   0.003997         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    113/499      4.32G    0.01057   0.009268   0.004013         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    113/499      4.32G    0.01057   0.009268   0.004013         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    113/499      4.32G    0.01056   0.009297   0.004004         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    113/499      4.32G    0.01056   0.009297   0.004004         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    113/499      4.32G    0.01058   0.009327   0.004027         85        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    113/499      4.32G    0.01058   0.009327   0.004027         85        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    113/499      4.32G    0.01061   0.009345   0.004069         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    113/499      4.32G    0.01061   0.009345   0.004069         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    113/499      4.32G     0.0106   0.009341   0.004106         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    113/499      4.32G     0.0106   0.009341   0.004106         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    113/499      4.32G    0.01061   0.009365   0.004082         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    113/499      4.32G    0.01061   0.009365   0.004082         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    113/499      4.32G     0.0106   0.009386   0.004065         84        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    113/499      4.32G     0.0106   0.009386   0.004065         84        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    113/499      4.32G    0.01061   0.009383    0.00406         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    113/499      4.32G    0.01061   0.009383    0.00406         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    113/499      4.32G     0.0106   0.009384   0.004057         70        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
    113/499      4.32G     0.0106   0.009384   0.004057         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    113/499      4.32G    0.01061   0.009389   0.004067         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    113/499      4.32G    0.01061   0.009389   0.004067         61        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    113/499      4.32G     0.0106   0.009389   0.004076         72        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    113/499      4.32G     0.0106   0.009389   0.004076         72        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    113/499      4.32G     0.0106    0.00938   0.004091         68        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    113/499      4.32G     0.0106    0.00938   0.004091         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    113/499      4.32G     0.0106   0.009394   0.004092         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    113/499      4.32G     0.0106   0.009394   0.004092         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    113/499      4.32G    0.01059   0.009408   0.004081         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.26it/s]
    113/499      4.32G    0.01059   0.009408   0.004081         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    113/499      4.32G     0.0106   0.009398   0.004083         57        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    113/499      4.32G     0.0106   0.009398   0.004083         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    113/499      4.32G    0.01062   0.009419    0.00407         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    113/499      4.32G    0.01062   0.009419    0.00407         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    113/499      4.32G     0.0106   0.009392    0.00406         48        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    113/499      4.32G     0.0106   0.009392    0.00406         48        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    113/499      4.32G    0.01061   0.009381    0.00406         51        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    113/499      4.32G    0.01061   0.009381    0.00406         51        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    113/499      4.32G    0.01062   0.009362   0.004074         58        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    113/499      4.32G    0.01062   0.009362   0.004074         58        640:  65%|######5   | 110/168 [00:20<00:11,  5.25it/s]
    113/499      4.32G     0.0106   0.009354   0.004063         75        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    113/499      4.32G     0.0106   0.009354   0.004063         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    113/499      4.32G    0.01061   0.009332   0.004061         51        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    113/499      4.32G    0.01061   0.009332   0.004061         51        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    113/499      4.32G    0.01061   0.009346   0.004048         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    113/499      4.32G    0.01061   0.009346   0.004048         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    113/499      4.32G     0.0106   0.009336   0.004063         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    113/499      4.32G     0.0106   0.009336   0.004063         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    113/499      4.32G    0.01059   0.009352   0.004087         83        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    113/499      4.32G    0.01059   0.009352   0.004087         83        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    113/499      4.32G    0.01057    0.00935   0.004092         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    113/499      4.32G    0.01057    0.00935   0.004092         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    113/499      4.32G    0.01058   0.009365   0.004083         76        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    113/499      4.32G    0.01058   0.009365   0.004083         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    113/499      4.32G    0.01058   0.009353   0.004088         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    113/499      4.32G    0.01058   0.009353   0.004088         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    113/499      4.32G    0.01059   0.009348   0.004084         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    113/499      4.32G    0.01059   0.009348   0.004084         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    113/499      4.32G    0.01058   0.009336   0.004105         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    113/499      4.32G    0.01058   0.009336   0.004105         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    113/499      4.32G    0.01057   0.009311   0.004131         47        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
    113/499      4.32G    0.01057   0.009311   0.004131         47        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    113/499      4.32G    0.01056   0.009306    0.00411         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    113/499      4.32G    0.01056   0.009306    0.00411         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    113/499      4.32G    0.01056     0.0093   0.004102         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    113/499      4.32G    0.01056     0.0093   0.004102         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    113/499      4.32G    0.01055   0.009284   0.004079         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    113/499      4.32G    0.01055   0.009284   0.004079         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    113/499      4.32G    0.01055   0.009285   0.004077         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    113/499      4.32G    0.01055   0.009285   0.004077         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    113/499      4.32G    0.01054    0.00926   0.004079         57        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
    113/499      4.32G    0.01054    0.00926   0.004079         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    113/499      4.32G    0.01055   0.009251   0.004074         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    113/499      4.32G    0.01055   0.009251   0.004074         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    113/499      4.32G    0.01054   0.009249   0.004062         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    113/499      4.32G    0.01054   0.009249   0.004062         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    113/499      4.32G    0.01055    0.00926   0.004054         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    113/499      4.32G    0.01055    0.00926   0.004054         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    113/499      4.32G    0.01053   0.009265   0.004041         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    113/499      4.32G    0.01053   0.009265   0.004041         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    113/499      4.32G    0.01053   0.009269   0.004035         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    113/499      4.32G    0.01053   0.009269   0.004035         77        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    113/499      4.32G    0.01052   0.009267   0.004028         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    113/499      4.32G    0.01052   0.009267   0.004028         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    113/499      4.32G    0.01053   0.009265   0.004042         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    113/499      4.32G    0.01053   0.009265   0.004042         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    113/499      4.32G    0.01054   0.009298   0.004028         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    113/499      4.32G    0.01054   0.009298   0.004028         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    113/499      4.32G    0.01056    0.00929   0.004029         50        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    113/499      4.32G    0.01056    0.00929   0.004029         50        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    113/499      4.32G    0.01056   0.009281   0.004023         58        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    113/499      4.32G    0.01056   0.009281   0.004023         58        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    113/499      4.32G    0.01054   0.009257   0.004013         46        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    113/499      4.32G    0.01054   0.009257   0.004013         46        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    113/499      4.32G    0.01054   0.009255   0.004019         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    113/499      4.32G    0.01054   0.009255   0.004019         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    113/499      4.32G    0.01054   0.009258   0.004035         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    113/499      4.32G    0.01054   0.009258   0.004035         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    113/499      4.32G    0.01054   0.009259   0.004025         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    113/499      4.32G    0.01054   0.009259   0.004025         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    113/499      4.32G    0.01054   0.009273    0.00403         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    113/499      4.32G    0.01054   0.009273    0.00403         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    113/499      4.32G    0.01054    0.00929    0.00403         82        640:  84%|########3 | 141/168 [00:27<00:05,  5.38it/s]
    113/499      4.32G    0.01054    0.00929    0.00403         82        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
    113/499      4.32G    0.01056   0.009282   0.004021         62        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
    113/499      4.32G    0.01056   0.009282   0.004021         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    113/499      4.32G    0.01055   0.009282   0.004012         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    113/499      4.32G    0.01055   0.009282   0.004012         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    113/499      4.32G    0.01055   0.009268   0.003994         53        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    113/499      4.32G    0.01055   0.009268   0.003994         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    113/499      4.32G    0.01056   0.009258   0.003987         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    113/499      4.32G    0.01056   0.009258   0.003987         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    113/499      4.32G    0.01056    0.00925   0.004006         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    113/499      4.32G    0.01056    0.00925   0.004006         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    113/499      4.32G    0.01055   0.009241   0.004006         56        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
    113/499      4.32G    0.01055   0.009241   0.004006         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    113/499      4.32G    0.01056   0.009231    0.00399         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    113/499      4.32G    0.01056   0.009231    0.00399         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    113/499      4.32G    0.01058   0.009241   0.003977         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    113/499      4.32G    0.01058   0.009241   0.003977         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    113/499      4.32G    0.01058   0.009239   0.003976         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    113/499      4.32G    0.01058   0.009239   0.003976         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    113/499      4.32G    0.01057   0.009238   0.003975         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    113/499      4.32G    0.01057   0.009238   0.003975         66        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
    113/499      4.32G    0.01059   0.009234    0.00398         67        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    113/499      4.32G    0.01059   0.009234    0.00398         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    113/499      4.32G     0.0106   0.009233   0.003973         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    113/499      4.32G     0.0106   0.009233   0.003973         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    113/499      4.32G    0.01059   0.009235   0.003971         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    113/499      4.32G    0.01059   0.009235   0.003971         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    113/499      4.32G    0.01059   0.009231   0.003956         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    113/499      4.32G    0.01059   0.009231   0.003956         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    113/499      4.32G    0.01059   0.009232   0.003944         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    113/499      4.32G    0.01059   0.009232   0.003944         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
    113/499      4.32G     0.0106   0.009237   0.003943         68        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    113/499      4.32G     0.0106   0.009237   0.003943         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    113/499      4.32G     0.0106   0.009243   0.003934         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    113/499      4.32G     0.0106   0.009243   0.003934         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    113/499      4.32G    0.01059    0.00924   0.003936         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    113/499      4.32G    0.01059    0.00924   0.003936         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    113/499      4.32G    0.01059   0.009231   0.003954         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    113/499      4.32G    0.01059   0.009231   0.003954         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    113/499      4.32G    0.01059   0.009227   0.003954         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    113/499      4.32G    0.01059   0.009227   0.003954         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.22it/s]
    113/499      4.32G     0.0106   0.009223   0.003943         55        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
    113/499      4.32G     0.0106   0.009223   0.003943         55        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    113/499      4.32G     0.0106   0.009231   0.003935         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    113/499      4.32G     0.0106   0.009231   0.003935         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    113/499      4.32G     0.0106   0.009253   0.003935         84        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    113/499      4.32G     0.0106   0.009253   0.003935         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    113/499      4.32G     0.0106   0.009252   0.003972         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    113/499      4.32G     0.0106   0.009252   0.003972         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    113/499      4.32G    0.01059   0.009248   0.003953         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    113/499      4.32G    0.01059   0.009248   0.003953         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    113/499      4.32G    0.01059   0.009239   0.003942         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    113/499      4.32G    0.01059   0.009239   0.003942         32        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
    113/499      4.32G    0.01059   0.009239   0.003942         32        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.871      0.859       0.89      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    114/499      4.32G   0.009701   0.009203   0.008261         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
    114/499      4.32G   0.009701   0.009203   0.008261         70        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    114/499      4.32G    0.01148    0.01075   0.006422         87        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    114/499      4.32G    0.01148    0.01075   0.006422         87        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    114/499      4.32G    0.01158    0.01095   0.006082         81        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    114/499      4.32G    0.01158    0.01095   0.006082         81        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    114/499      4.32G    0.01141    0.01116   0.005831         82        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    114/499      4.32G    0.01141    0.01116   0.005831         82        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    114/499      4.32G    0.01087    0.01057   0.005462         62        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    114/499      4.32G    0.01087    0.01057   0.005462         62        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    114/499      4.32G    0.01134    0.01058   0.005821         84        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    114/499      4.32G    0.01134    0.01058   0.005821         84        640:   4%|3         | 6/168 [00:01<00:31,  5.22it/s]
    114/499      4.32G     0.0115    0.01055   0.005412         71        640:   4%|3         | 6/168 [00:01<00:31,  5.22it/s]
    114/499      4.32G     0.0115    0.01055   0.005412         71        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
    114/499      4.32G    0.01138    0.01051   0.004983         67        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
    114/499      4.32G    0.01138    0.01051   0.004983         67        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    114/499      4.32G    0.01111    0.01025   0.005036         56        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    114/499      4.32G    0.01111    0.01025   0.005036         56        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    114/499      4.32G    0.01112     0.0103   0.005044         71        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    114/499      4.32G    0.01112     0.0103   0.005044         71        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    114/499      4.32G    0.01092    0.01018   0.004802         63        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    114/499      4.32G    0.01092    0.01018   0.004802         63        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    114/499      4.32G    0.01104    0.01013   0.004845         74        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    114/499      4.32G    0.01104    0.01013   0.004845         74        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    114/499      4.32G    0.01085   0.009841   0.004758         46        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    114/499      4.32G    0.01085   0.009841   0.004758         46        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    114/499      4.32G    0.01084   0.009721   0.004621         53        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    114/499      4.32G    0.01084   0.009721   0.004621         53        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    114/499      4.32G    0.01081   0.009595   0.004495         52        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    114/499      4.32G    0.01081   0.009595   0.004495         52        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    114/499      4.32G    0.01086   0.009544   0.004352         58        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    114/499      4.32G    0.01086   0.009544   0.004352         58        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    114/499      4.32G    0.01084   0.009564   0.004188         75        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    114/499      4.32G    0.01084   0.009564   0.004188         75        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    114/499      4.32G    0.01086   0.009467   0.004216         71        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    114/499      4.32G    0.01086   0.009467   0.004216         71        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    114/499      4.32G    0.01086   0.009476   0.004097         71        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    114/499      4.32G    0.01086   0.009476   0.004097         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    114/499      4.32G    0.01087   0.009606   0.004153         84        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    114/499      4.32G    0.01087   0.009606   0.004153         84        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    114/499      4.32G    0.01081   0.009503    0.00423         57        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    114/499      4.32G    0.01081   0.009503    0.00423         57        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
    114/499      4.32G    0.01091   0.009406   0.004191         47        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    114/499      4.32G    0.01091   0.009406   0.004191         47        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    114/499      4.32G    0.01098   0.009374   0.004192         47        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    114/499      4.32G    0.01098   0.009374   0.004192         47        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    114/499      4.32G    0.01091   0.009389   0.004093         81        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    114/499      4.32G    0.01091   0.009389   0.004093         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    114/499      4.32G    0.01093    0.00943   0.004095         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    114/499      4.32G    0.01093    0.00943   0.004095         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    114/499      4.32G    0.01091   0.009475   0.004134         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    114/499      4.32G    0.01091   0.009475   0.004134         71        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
    114/499      4.32G     0.0109   0.009497   0.004131         77        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
    114/499      4.32G     0.0109   0.009497   0.004131         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    114/499      4.32G    0.01088   0.009464   0.004129         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    114/499      4.32G    0.01088   0.009464   0.004129         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    114/499      4.32G    0.01094   0.009434   0.004145         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    114/499      4.32G    0.01094   0.009434   0.004145         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    114/499      4.32G    0.01092   0.009466   0.004162         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    114/499      4.32G    0.01092   0.009466   0.004162         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    114/499      4.32G    0.01095   0.009455   0.004122         64        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    114/499      4.32G    0.01095   0.009455   0.004122         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    114/499      4.32G    0.01091   0.009464   0.004103         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    114/499      4.32G    0.01091   0.009464   0.004103         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    114/499      4.32G     0.0109   0.009453   0.004119         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    114/499      4.32G     0.0109   0.009453   0.004119         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    114/499      4.32G    0.01086   0.009471   0.004088         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    114/499      4.32G    0.01086   0.009471   0.004088         68        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    114/499      4.32G    0.01083   0.009445   0.004049         65        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    114/499      4.32G    0.01083   0.009445   0.004049         65        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    114/499      4.32G    0.01082    0.00942   0.004096         74        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    114/499      4.32G    0.01082    0.00942   0.004096         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    114/499      4.32G    0.01077   0.009382   0.004107         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    114/499      4.32G    0.01077   0.009382   0.004107         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    114/499      4.32G    0.01076   0.009381   0.004114         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    114/499      4.32G    0.01076   0.009381   0.004114         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    114/499      4.32G    0.01077   0.009408    0.00411         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    114/499      4.32G    0.01077   0.009408    0.00411         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    114/499      4.32G    0.01074   0.009349   0.004069         50        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    114/499      4.32G    0.01074   0.009349   0.004069         50        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    114/499      4.32G    0.01071    0.00932    0.00403         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    114/499      4.32G    0.01071    0.00932    0.00403         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    114/499      4.32G    0.01072   0.009317   0.003966         60        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
    114/499      4.32G    0.01072   0.009317   0.003966         60        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    114/499      4.32G    0.01075   0.009383   0.003999         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    114/499      4.32G    0.01075   0.009383   0.003999         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    114/499      4.32G    0.01081   0.009388   0.004093         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    114/499      4.32G    0.01081   0.009388   0.004093         69        640:  26%|##6       | 44/168 [00:08<00:24,  5.16it/s]
    114/499      4.32G    0.01083   0.009369   0.004095         63        640:  26%|##6       | 44/168 [00:08<00:24,  5.16it/s]
    114/499      4.32G    0.01083   0.009369   0.004095         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    114/499      4.32G     0.0108    0.00938   0.004145         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    114/499      4.32G     0.0108    0.00938   0.004145         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
    114/499      4.32G    0.01082   0.009368   0.004099         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
    114/499      4.32G    0.01082   0.009368   0.004099         61        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    114/499      4.32G    0.01079   0.009315   0.004107         59        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    114/499      4.32G    0.01079   0.009315   0.004107         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    114/499      4.32G    0.01084   0.009336   0.004195         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    114/499      4.32G    0.01084   0.009336   0.004195         55        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    114/499      4.32G    0.01085    0.00932   0.004204         64        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    114/499      4.32G    0.01085    0.00932   0.004204         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    114/499      4.32G    0.01084   0.009314   0.004215         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    114/499      4.32G    0.01084   0.009314   0.004215         71        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
    114/499      4.32G    0.01088   0.009281   0.004203         56        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
    114/499      4.32G    0.01088   0.009281   0.004203         56        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
    114/499      4.32G    0.01086   0.009267    0.00421         61        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    114/499      4.32G    0.01086   0.009267    0.00421         61        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    114/499      4.32G    0.01089   0.009282   0.004211         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    114/499      4.32G    0.01089   0.009282   0.004211         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.21it/s]
    114/499      4.32G    0.01088   0.009326   0.004228         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.21it/s]
    114/499      4.32G    0.01088   0.009326   0.004228         82        640:  33%|###2      | 55/168 [00:10<00:22,  5.12it/s]
    114/499      4.32G    0.01087   0.009325   0.004219         68        640:  33%|###2      | 55/168 [00:10<00:22,  5.12it/s]
    114/499      4.32G    0.01087   0.009325   0.004219         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
    114/499      4.32G    0.01085   0.009301    0.00426         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.19it/s]
    114/499      4.32G    0.01085   0.009301    0.00426         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    114/499      4.32G    0.01089   0.009325   0.004261         72        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
    114/499      4.32G    0.01089   0.009325   0.004261         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    114/499      4.32G    0.01091   0.009309   0.004228         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    114/499      4.32G    0.01091   0.009309   0.004228         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    114/499      4.32G     0.0109   0.009308   0.004224         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    114/499      4.32G     0.0109   0.009308   0.004224         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    114/499      4.32G    0.01089   0.009316   0.004189         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    114/499      4.32G    0.01089   0.009316   0.004189         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    114/499      4.32G    0.01091    0.00933   0.004248         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    114/499      4.32G    0.01091    0.00933   0.004248         67        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    114/499      4.32G    0.01089   0.009343   0.004293         67        640:  37%|###6      | 62/168 [00:12<00:20,  5.29it/s]
    114/499      4.32G    0.01089   0.009343   0.004293         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    114/499      4.32G    0.01089   0.009347   0.004277         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    114/499      4.32G    0.01089   0.009347   0.004277         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    114/499      4.32G    0.01089   0.009356   0.004284         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    114/499      4.32G    0.01089   0.009356   0.004284         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    114/499      4.32G    0.01088   0.009353   0.004248         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    114/499      4.32G    0.01088   0.009353   0.004248         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    114/499      4.32G    0.01087   0.009333   0.004258         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    114/499      4.32G    0.01087   0.009333   0.004258         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    114/499      4.32G    0.01085   0.009355   0.004223         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    114/499      4.32G    0.01085   0.009355   0.004223         73        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    114/499      4.32G    0.01087   0.009365   0.004175         71        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    114/499      4.32G    0.01087   0.009365   0.004175         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    114/499      4.32G    0.01086   0.009358   0.004175         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    114/499      4.32G    0.01086   0.009358   0.004175         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    114/499      4.32G    0.01086   0.009357   0.004154         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    114/499      4.32G    0.01086   0.009357   0.004154         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    114/499      4.32G    0.01085   0.009369   0.004131         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    114/499      4.32G    0.01085   0.009369   0.004131         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    114/499      4.32G    0.01085   0.009402   0.004191         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    114/499      4.32G    0.01085   0.009402   0.004191         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.14it/s]
    114/499      4.32G    0.01083   0.009407    0.00417         60        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    114/499      4.32G    0.01083   0.009407    0.00417         60        640:  44%|####4     | 74/168 [00:14<00:18,  5.16it/s]
    114/499      4.32G    0.01084   0.009403   0.004137         67        640:  44%|####4     | 74/168 [00:14<00:18,  5.16it/s]
    114/499      4.32G    0.01084   0.009403   0.004137         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.22it/s]
    114/499      4.32G    0.01084   0.009403   0.004135         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.22it/s]
    114/499      4.32G    0.01084   0.009403   0.004135         74        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
    114/499      4.32G    0.01084   0.009409   0.004111         74        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
    114/499      4.32G    0.01084   0.009409   0.004111         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    114/499      4.32G    0.01083   0.009374   0.004146         52        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    114/499      4.32G    0.01083   0.009374   0.004146         52        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
    114/499      4.32G    0.01081   0.009375   0.004115         67        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
    114/499      4.32G    0.01081   0.009375   0.004115         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    114/499      4.32G    0.01081    0.00939   0.004084         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    114/499      4.32G    0.01081    0.00939   0.004084         64        640:  48%|####7     | 80/168 [00:15<00:17,  5.17it/s]
    114/499      4.32G    0.01082   0.009376   0.004113         61        640:  48%|####7     | 80/168 [00:15<00:17,  5.17it/s]
    114/499      4.32G    0.01082   0.009376   0.004113         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.24it/s]
    114/499      4.32G    0.01082   0.009419   0.004127         89        640:  48%|####8     | 81/168 [00:15<00:16,  5.24it/s]
    114/499      4.32G    0.01082   0.009419   0.004127         89        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
    114/499      4.32G    0.01081   0.009418   0.004124         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
    114/499      4.32G    0.01081   0.009418   0.004124         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.17it/s]
    114/499      4.32G    0.01082   0.009407   0.004125         65        640:  49%|####9     | 83/168 [00:16<00:16,  5.17it/s]
    114/499      4.32G    0.01082   0.009407   0.004125         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    114/499      4.32G    0.01079   0.009413   0.004102         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    114/499      4.32G    0.01079   0.009413   0.004102         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.08it/s]
    114/499      4.32G    0.01079   0.009415   0.004097         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.08it/s]
    114/499      4.32G    0.01079   0.009415   0.004097         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    114/499      4.32G    0.01079   0.009416    0.00412         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    114/499      4.32G    0.01079   0.009416    0.00412         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    114/499      4.32G    0.01079   0.009423   0.004142         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    114/499      4.32G    0.01079   0.009423   0.004142         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    114/499      4.32G    0.01079   0.009405   0.004146         57        640:  52%|#####2    | 88/168 [00:17<00:15,  5.18it/s]
    114/499      4.32G    0.01079   0.009405   0.004146         57        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    114/499      4.32G    0.01078   0.009386   0.004114         55        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    114/499      4.32G    0.01078   0.009386   0.004114         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    114/499      4.32G    0.01077   0.009402     0.0041         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    114/499      4.32G    0.01077   0.009402     0.0041         82        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    114/499      4.32G    0.01077   0.009397   0.004075         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    114/499      4.32G    0.01077   0.009397   0.004075         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    114/499      4.32G    0.01075   0.009387   0.004071         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    114/499      4.32G    0.01075   0.009387   0.004071         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    114/499      4.32G    0.01074   0.009371   0.004079         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    114/499      4.32G    0.01074   0.009371   0.004079         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    114/499      4.32G    0.01072   0.009369   0.004088         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    114/499      4.32G    0.01072   0.009369   0.004088         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    114/499      4.32G    0.01072   0.009374   0.004064         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    114/499      4.32G    0.01072   0.009374   0.004064         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    114/499      4.32G    0.01071   0.009357   0.004062         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    114/499      4.32G    0.01071   0.009357   0.004062         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    114/499      4.32G    0.01071    0.00936   0.004072         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    114/499      4.32G    0.01071    0.00936   0.004072         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    114/499      4.32G    0.01071   0.009337   0.004064         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    114/499      4.32G    0.01071   0.009337   0.004064         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    114/499      4.32G    0.01071   0.009328   0.004048         62        640:  59%|#####8    | 99/168 [00:19<00:12,  5.38it/s]
    114/499      4.32G    0.01071   0.009328   0.004048         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    114/499      4.32G    0.01071   0.009332   0.004054         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    114/499      4.32G    0.01071   0.009332   0.004054         65        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    114/499      4.32G    0.01072   0.009367   0.004085         91        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    114/499      4.32G    0.01072   0.009367   0.004085         91        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    114/499      4.32G    0.01072   0.009367   0.004085         72        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    114/499      4.32G    0.01072   0.009367   0.004085         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    114/499      4.32G     0.0107   0.009361   0.004141         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    114/499      4.32G     0.0107   0.009361   0.004141         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    114/499      4.32G     0.0107   0.009381   0.004121         82        640:  62%|######1   | 104/168 [00:20<00:12,  5.33it/s]
    114/499      4.32G     0.0107   0.009381   0.004121         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    114/499      4.32G    0.01069   0.009389   0.004118         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    114/499      4.32G    0.01069   0.009389   0.004118         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    114/499      4.32G     0.0107   0.009379   0.004111         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    114/499      4.32G     0.0107   0.009379   0.004111         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    114/499      4.32G     0.0107   0.009398   0.004099         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    114/499      4.32G     0.0107   0.009398   0.004099         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    114/499      4.32G     0.0107   0.009408     0.0041         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    114/499      4.32G     0.0107   0.009408     0.0041         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    114/499      4.32G     0.0107   0.009405   0.004088         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    114/499      4.32G     0.0107   0.009405   0.004088         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    114/499      4.32G    0.01069   0.009396   0.004077         67        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
    114/499      4.32G    0.01069   0.009396   0.004077         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    114/499      4.32G    0.01069    0.00939   0.004099         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    114/499      4.32G    0.01069    0.00939   0.004099         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    114/499      4.32G    0.01069   0.009393   0.004115         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    114/499      4.32G    0.01069   0.009393   0.004115         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    114/499      4.32G     0.0107    0.00938   0.004107         49        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    114/499      4.32G     0.0107    0.00938   0.004107         49        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    114/499      4.32G     0.0107   0.009369   0.004148         43        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    114/499      4.32G     0.0107   0.009369   0.004148         43        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    114/499      4.32G     0.0107   0.009359   0.004158         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    114/499      4.32G     0.0107   0.009359   0.004158         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
    114/499      4.32G    0.01069   0.009353   0.004136         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
    114/499      4.32G    0.01069   0.009353   0.004136         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
    114/499      4.32G     0.0107   0.009367    0.00413         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
    114/499      4.32G     0.0107   0.009367    0.00413         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    114/499      4.32G    0.01069   0.009364   0.004138         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    114/499      4.32G    0.01069   0.009364   0.004138         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.15it/s]
    114/499      4.32G    0.01069    0.00937   0.004175         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.15it/s]
    114/499      4.32G    0.01069    0.00937   0.004175         61        640:  71%|#######1  | 120/168 [00:22<00:09,  5.24it/s]
    114/499      4.32G    0.01071   0.009372   0.004195         54        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
    114/499      4.32G    0.01071   0.009372   0.004195         54        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    114/499      4.32G     0.0107   0.009371   0.004172         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    114/499      4.32G     0.0107   0.009371   0.004172         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    114/499      4.32G    0.01069   0.009358   0.004167         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    114/499      4.32G    0.01069   0.009358   0.004167         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
    114/499      4.32G    0.01067   0.009344   0.004173         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
    114/499      4.32G    0.01067   0.009344   0.004173         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    114/499      4.32G    0.01065   0.009342   0.004159         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    114/499      4.32G    0.01065   0.009342   0.004159         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    114/499      4.32G    0.01064   0.009324    0.00415         68        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    114/499      4.32G    0.01064   0.009324    0.00415         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    114/499      4.32G    0.01064   0.009336   0.004155         85        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    114/499      4.32G    0.01064   0.009336   0.004155         85        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    114/499      4.32G    0.01063   0.009332   0.004153         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    114/499      4.32G    0.01063   0.009332   0.004153         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
    114/499      4.32G    0.01063   0.009318   0.004164         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
    114/499      4.32G    0.01063   0.009318   0.004164         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    114/499      4.32G    0.01064   0.009328   0.004166         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    114/499      4.32G    0.01064   0.009328   0.004166         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    114/499      4.32G    0.01064   0.009331   0.004145         63        640:  77%|#######7  | 130/168 [00:25<00:07,  5.16it/s]
    114/499      4.32G    0.01064   0.009331   0.004145         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    114/499      4.32G    0.01063   0.009338   0.004143         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    114/499      4.32G    0.01063   0.009338   0.004143         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    114/499      4.32G    0.01063   0.009357   0.004138         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    114/499      4.32G    0.01063   0.009357   0.004138         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    114/499      4.32G    0.01063   0.009349   0.004123         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    114/499      4.32G    0.01063   0.009349   0.004123         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    114/499      4.32G    0.01062   0.009354   0.004114         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    114/499      4.32G    0.01062   0.009354   0.004114         82        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    114/499      4.32G    0.01063   0.009354   0.004104         72        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    114/499      4.32G    0.01063   0.009354   0.004104         72        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    114/499      4.32G    0.01062   0.009356   0.004107         75        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    114/499      4.32G    0.01062   0.009356   0.004107         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    114/499      4.32G    0.01061   0.009354    0.00411         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    114/499      4.32G    0.01061   0.009354    0.00411         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    114/499      4.32G    0.01062   0.009375   0.004098         92        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    114/499      4.32G    0.01062   0.009375   0.004098         92        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    114/499      4.32G    0.01061   0.009379   0.004109         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    114/499      4.32G    0.01061   0.009379   0.004109         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    114/499      4.32G    0.01064   0.009396   0.004125         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    114/499      4.32G    0.01064   0.009396   0.004125         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    114/499      4.32G    0.01063   0.009392   0.004113         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.35it/s]
    114/499      4.32G    0.01063   0.009392   0.004113         63        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
    114/499      4.32G    0.01063   0.009378   0.004096         55        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
    114/499      4.32G    0.01063   0.009378   0.004096         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    114/499      4.32G    0.01063   0.009372   0.004087         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    114/499      4.32G    0.01063   0.009372   0.004087         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    114/499      4.32G    0.01063    0.00938   0.004082         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    114/499      4.32G    0.01063    0.00938   0.004082         84        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    114/499      4.32G    0.01063   0.009384   0.004082         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    114/499      4.32G    0.01063   0.009384   0.004082         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    114/499      4.32G    0.01064   0.009405   0.004079         83        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
    114/499      4.32G    0.01064   0.009405   0.004079         83        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    114/499      4.32G    0.01063   0.009394   0.004119         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    114/499      4.32G    0.01063   0.009394   0.004119         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    114/499      4.32G    0.01064   0.009399   0.004112         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    114/499      4.32G    0.01064   0.009399   0.004112         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    114/499      4.32G    0.01064   0.009399   0.004113         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    114/499      4.32G    0.01064   0.009399   0.004113         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    114/499      4.32G    0.01063   0.009388   0.004095         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    114/499      4.32G    0.01063   0.009388   0.004095         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    114/499      4.32G    0.01063   0.009388   0.004098         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    114/499      4.32G    0.01063   0.009388   0.004098         71        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    114/499      4.32G    0.01063   0.009377   0.004091         54        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
    114/499      4.32G    0.01063   0.009377   0.004091         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    114/499      4.32G    0.01063   0.009383   0.004097         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    114/499      4.32G    0.01063   0.009383   0.004097         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    114/499      4.32G    0.01064   0.009383   0.004096         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    114/499      4.32G    0.01064   0.009383   0.004096         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    114/499      4.32G    0.01065   0.009365   0.004086         48        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    114/499      4.32G    0.01065   0.009365   0.004086         48        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    114/499      4.32G    0.01063   0.009365   0.004083         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    114/499      4.32G    0.01063   0.009365   0.004083         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    114/499      4.32G    0.01063   0.009357   0.004068         57        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    114/499      4.32G    0.01063   0.009357   0.004068         57        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    114/499      4.32G    0.01063   0.009375   0.004056         84        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    114/499      4.32G    0.01063   0.009375   0.004056         84        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    114/499      4.32G    0.01064   0.009383   0.004053         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    114/499      4.32G    0.01064   0.009383   0.004053         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    114/499      4.32G    0.01063   0.009383   0.004057         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    114/499      4.32G    0.01063   0.009383   0.004057         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    114/499      4.32G    0.01064   0.009385   0.004058         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    114/499      4.32G    0.01064   0.009385   0.004058         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    114/499      4.32G    0.01064   0.009395   0.004056         59        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    114/499      4.32G    0.01064   0.009395   0.004056         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    114/499      4.32G    0.01064   0.009406   0.004048         79        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    114/499      4.32G    0.01064   0.009406   0.004048         79        640:  98%|#########7| 164/168 [00:31<00:00,  5.19it/s]
    114/499      4.32G    0.01063   0.009401   0.004057         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.19it/s]
    114/499      4.32G    0.01063   0.009401   0.004057         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    114/499      4.32G    0.01063   0.009406   0.004064         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    114/499      4.32G    0.01063   0.009406   0.004064         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.10it/s]
    114/499      4.32G    0.01062   0.009388   0.004056         55        640:  99%|#########8| 166/168 [00:31<00:00,  5.10it/s]
    114/499      4.32G    0.01062   0.009388   0.004056         55        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
    114/499      4.32G    0.01061   0.009412   0.004064         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
    114/499      4.32G    0.01061   0.009412   0.004064         33        640: 100%|##########| 168/168 [00:32<00:00,  5.40it/s]
    114/499      4.32G    0.01061   0.009412   0.004064         33        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263       0.88       0.88      0.899       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    115/499      4.32G    0.01098   0.008352   0.003356         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
    115/499      4.32G    0.01098   0.008352   0.003356         61        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    115/499      4.32G    0.01066   0.009822   0.002508         69        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    115/499      4.32G    0.01066   0.009822   0.002508         69        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    115/499      4.32G    0.01138   0.009084   0.003018         50        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    115/499      4.32G    0.01138   0.009084   0.003018         50        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    115/499      4.32G    0.01135   0.008891   0.002847         58        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    115/499      4.32G    0.01135   0.008891   0.002847         58        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    115/499      4.32G    0.01158   0.009389   0.003036         70        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    115/499      4.32G    0.01158   0.009389   0.003036         70        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
    115/499      4.32G    0.01142   0.009288   0.002865         68        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
    115/499      4.32G    0.01142   0.009288   0.002865         68        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    115/499      4.32G    0.01128    0.00914   0.003125         61        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    115/499      4.32G    0.01128    0.00914   0.003125         61        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    115/499      4.32G    0.01111   0.009191   0.003016         62        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    115/499      4.32G    0.01111   0.009191   0.003016         62        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    115/499      4.32G    0.01106   0.009195   0.003346         69        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    115/499      4.32G    0.01106   0.009195   0.003346         69        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    115/499      4.32G     0.0109   0.009509   0.003243         73        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    115/499      4.32G     0.0109   0.009509   0.003243         73        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    115/499      4.32G    0.01087   0.009359   0.003547         67        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    115/499      4.32G    0.01087   0.009359   0.003547         67        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    115/499      4.32G    0.01096   0.009513   0.003706         76        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    115/499      4.32G    0.01096   0.009513   0.003706         76        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
    115/499      4.32G    0.01102   0.009545   0.003625         63        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
    115/499      4.32G    0.01102   0.009545   0.003625         63        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    115/499      4.32G    0.01092   0.009369   0.003651         57        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    115/499      4.32G    0.01092   0.009369   0.003651         57        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    115/499      4.32G    0.01086    0.00925   0.003646         59        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    115/499      4.32G    0.01086    0.00925   0.003646         59        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    115/499      4.32G    0.01077   0.009151   0.003644         58        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    115/499      4.32G    0.01077   0.009151   0.003644         58        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    115/499      4.32G    0.01073   0.009105    0.00374         75        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    115/499      4.32G    0.01073   0.009105    0.00374         75        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    115/499      4.32G    0.01082   0.009121   0.003585         58        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    115/499      4.32G    0.01082   0.009121   0.003585         58        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    115/499      4.32G    0.01075   0.009123   0.003643         81        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    115/499      4.32G    0.01075   0.009123   0.003643         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    115/499      4.32G    0.01069   0.009066   0.003554         51        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    115/499      4.32G    0.01069   0.009066   0.003554         51        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    115/499      4.32G    0.01068   0.009135   0.003423         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    115/499      4.32G    0.01068   0.009135   0.003423         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    115/499      4.32G    0.01068   0.009214   0.003377         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    115/499      4.32G    0.01068   0.009214   0.003377         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    115/499      4.32G    0.01066   0.009196   0.003402         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    115/499      4.32G    0.01066   0.009196   0.003402         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    115/499      4.32G    0.01068   0.009267   0.003333         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    115/499      4.32G    0.01068   0.009267   0.003333         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    115/499      4.32G    0.01065   0.009389   0.003412         85        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    115/499      4.32G    0.01065   0.009389   0.003412         85        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    115/499      4.32G    0.01065   0.009369   0.003464         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    115/499      4.32G    0.01065   0.009369   0.003464         70        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    115/499      4.32G    0.01068   0.009378   0.003379         78        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    115/499      4.32G    0.01068   0.009378   0.003379         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    115/499      4.32G    0.01068   0.009369   0.003351         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    115/499      4.32G    0.01068   0.009369   0.003351         67        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    115/499      4.32G    0.01071   0.009397   0.003399         74        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    115/499      4.32G    0.01071   0.009397   0.003399         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    115/499      4.32G     0.0107    0.00939   0.003507         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    115/499      4.32G     0.0107    0.00939   0.003507         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    115/499      4.32G    0.01069   0.009407   0.003493         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    115/499      4.32G    0.01069   0.009407   0.003493         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    115/499      4.32G    0.01069   0.009389   0.003517         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    115/499      4.32G    0.01069   0.009389   0.003517         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    115/499      4.32G    0.01067   0.009403    0.00363         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    115/499      4.32G    0.01067   0.009403    0.00363         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    115/499      4.32G    0.01066   0.009428   0.003632         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    115/499      4.32G    0.01066   0.009428   0.003632         72        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    115/499      4.32G    0.01073    0.00946   0.003676         58        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    115/499      4.32G    0.01073    0.00946   0.003676         58        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    115/499      4.32G    0.01071   0.009389    0.00362         51        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    115/499      4.32G    0.01071   0.009389    0.00362         51        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    115/499      4.32G    0.01068   0.009355   0.003599         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    115/499      4.32G    0.01068   0.009355   0.003599         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    115/499      4.32G    0.01076   0.009387   0.003651         55        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    115/499      4.32G    0.01076   0.009387   0.003651         55        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    115/499      4.32G    0.01075   0.009319   0.003684         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    115/499      4.32G    0.01075   0.009319   0.003684         59        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    115/499      4.32G    0.01072   0.009309   0.003688         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    115/499      4.32G    0.01072   0.009309   0.003688         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
    115/499      4.32G    0.01074   0.009279   0.003663         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
    115/499      4.32G    0.01074   0.009279   0.003663         60        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    115/499      4.32G    0.01074   0.009281   0.003691         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    115/499      4.32G    0.01074   0.009281   0.003691         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.27it/s]
    115/499      4.32G    0.01079   0.009299   0.003691         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    115/499      4.32G    0.01079   0.009299   0.003691         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    115/499      4.32G    0.01079   0.009296   0.003787         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    115/499      4.32G    0.01079   0.009296   0.003787         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    115/499      4.32G    0.01077   0.009306   0.003727         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    115/499      4.32G    0.01077   0.009306   0.003727         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    115/499      4.32G    0.01081   0.009319   0.003703         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    115/499      4.32G    0.01081   0.009319   0.003703         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
    115/499      4.32G    0.01079   0.009355   0.003668         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
    115/499      4.32G    0.01079   0.009355   0.003668         79        640:  28%|##7       | 47/168 [00:08<00:23,  5.21it/s]
    115/499      4.32G    0.01074   0.009335    0.00364         61        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    115/499      4.32G    0.01074   0.009335    0.00364         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    115/499      4.32G    0.01073   0.009298   0.003637         52        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    115/499      4.32G    0.01073   0.009298   0.003637         52        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    115/499      4.32G     0.0107   0.009289   0.003607         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    115/499      4.32G     0.0107   0.009289   0.003607         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    115/499      4.32G    0.01076   0.009277   0.003655         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    115/499      4.32G    0.01076   0.009277   0.003655         55        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    115/499      4.32G    0.01075   0.009277    0.00365         71        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    115/499      4.32G    0.01075   0.009277    0.00365         71        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    115/499      4.32G    0.01073   0.009289    0.00362         62        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    115/499      4.32G    0.01073   0.009289    0.00362         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    115/499      4.32G    0.01072    0.00931    0.00364         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    115/499      4.32G    0.01072    0.00931    0.00364         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    115/499      4.32G    0.01075   0.009372   0.003632         88        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    115/499      4.32G    0.01075   0.009372   0.003632         88        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    115/499      4.32G    0.01078   0.009349   0.003644         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    115/499      4.32G    0.01078   0.009349   0.003644         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    115/499      4.32G     0.0108   0.009329   0.003642         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    115/499      4.32G     0.0108   0.009329   0.003642         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    115/499      4.32G    0.01076   0.009313   0.003631         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    115/499      4.32G    0.01076   0.009313   0.003631         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    115/499      4.32G    0.01077   0.009376   0.003616         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    115/499      4.32G    0.01077   0.009376   0.003616         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    115/499      4.32G    0.01078   0.009367   0.003687         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    115/499      4.32G    0.01078   0.009367   0.003687         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    115/499      4.32G    0.01078   0.009387   0.003681         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    115/499      4.32G    0.01078   0.009387   0.003681         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    115/499      4.32G    0.01078   0.009387   0.003651         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    115/499      4.32G    0.01078   0.009387   0.003651         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    115/499      4.32G    0.01076   0.009389   0.003669         84        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    115/499      4.32G    0.01076   0.009389   0.003669         84        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
    115/499      4.32G    0.01078   0.009406   0.003648         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    115/499      4.32G    0.01078   0.009406   0.003648         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    115/499      4.32G    0.01075   0.009404   0.003655         76        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    115/499      4.32G    0.01075   0.009404   0.003655         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    115/499      4.32G    0.01073     0.0094    0.00361         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    115/499      4.32G    0.01073     0.0094    0.00361         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    115/499      4.32G    0.01071   0.009393   0.003585         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    115/499      4.32G    0.01071   0.009393   0.003585         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    115/499      4.32G    0.01072   0.009383   0.003577         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    115/499      4.32G    0.01072   0.009383   0.003577         59        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
    115/499      4.32G    0.01069   0.009383    0.00358         72        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    115/499      4.32G    0.01069   0.009383    0.00358         72        640:  41%|####1     | 69/168 [00:13<00:19,  5.21it/s]
    115/499      4.32G    0.01068   0.009377   0.003584         67        640:  41%|####1     | 69/168 [00:13<00:19,  5.21it/s]
    115/499      4.32G    0.01068   0.009377   0.003584         67        640:  42%|####1     | 70/168 [00:13<00:19,  5.08it/s]
    115/499      4.32G    0.01067   0.009354   0.003576         64        640:  42%|####1     | 70/168 [00:13<00:19,  5.08it/s]
    115/499      4.32G    0.01067   0.009354   0.003576         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    115/499      4.32G    0.01066   0.009351   0.003545         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    115/499      4.32G    0.01066   0.009351   0.003545         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    115/499      4.32G    0.01066   0.009339   0.003545         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    115/499      4.32G    0.01066   0.009339   0.003545         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    115/499      4.32G    0.01064    0.00935   0.003555         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    115/499      4.32G    0.01064    0.00935   0.003555         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    115/499      4.32G    0.01068   0.009376   0.003559         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    115/499      4.32G    0.01068   0.009376   0.003559         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    115/499      4.32G    0.01068   0.009382   0.003563         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    115/499      4.32G    0.01068   0.009382   0.003563         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    115/499      4.32G    0.01066   0.009416   0.003536         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    115/499      4.32G    0.01066   0.009416   0.003536         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    115/499      4.32G    0.01067   0.009406   0.003542         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    115/499      4.32G    0.01067   0.009406   0.003542         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
    115/499      4.32G    0.01067   0.009384   0.003547         62        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
    115/499      4.32G    0.01067   0.009384   0.003547         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    115/499      4.32G    0.01068   0.009364   0.003567         59        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    115/499      4.32G    0.01068   0.009364   0.003567         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    115/499      4.32G    0.01067   0.009349   0.003564         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    115/499      4.32G    0.01067   0.009349   0.003564         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    115/499      4.32G    0.01065   0.009346   0.003551         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    115/499      4.32G    0.01065   0.009346   0.003551         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    115/499      4.32G    0.01065   0.009357   0.003551         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    115/499      4.32G    0.01065   0.009357   0.003551         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    115/499      4.32G     0.0107   0.009373   0.003583         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
    115/499      4.32G     0.0107   0.009373   0.003583         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    115/499      4.32G    0.01071   0.009358   0.003582         54        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    115/499      4.32G    0.01071   0.009358   0.003582         54        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
    115/499      4.32G    0.01069   0.009362   0.003574         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
    115/499      4.32G    0.01069   0.009362   0.003574         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    115/499      4.32G    0.01068   0.009368   0.003567         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    115/499      4.32G    0.01068   0.009368   0.003567         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    115/499      4.32G    0.01068    0.00938   0.003564         84        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    115/499      4.32G    0.01068    0.00938   0.003564         84        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    115/499      4.32G    0.01069   0.009373   0.003613         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    115/499      4.32G    0.01069   0.009373   0.003613         59        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    115/499      4.32G    0.01068   0.009386   0.003577         66        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    115/499      4.32G    0.01068   0.009386   0.003577         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    115/499      4.32G    0.01068   0.009368   0.003558         53        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    115/499      4.32G    0.01068   0.009368   0.003558         53        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    115/499      4.32G     0.0107   0.009384   0.003561         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    115/499      4.32G     0.0107   0.009384   0.003561         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    115/499      4.32G    0.01069   0.009415   0.003536         85        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    115/499      4.32G    0.01069   0.009415   0.003536         85        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    115/499      4.32G    0.01069   0.009394   0.003571         57        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    115/499      4.32G    0.01069   0.009394   0.003571         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    115/499      4.32G    0.01068   0.009376   0.003591         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    115/499      4.32G    0.01068   0.009376   0.003591         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    115/499      4.32G    0.01068   0.009349   0.003601         53        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    115/499      4.32G    0.01068   0.009349   0.003601         53        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    115/499      4.32G    0.01068    0.00935   0.003616         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    115/499      4.32G    0.01068    0.00935   0.003616         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    115/499      4.32G    0.01068   0.009337   0.003666         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    115/499      4.32G    0.01068   0.009337   0.003666         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    115/499      4.32G    0.01066   0.009351   0.003658         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    115/499      4.32G    0.01066   0.009351   0.003658         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    115/499      4.32G    0.01066   0.009365   0.003657         83        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
    115/499      4.32G    0.01066   0.009365   0.003657         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    115/499      4.32G    0.01066   0.009378   0.003652         74        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    115/499      4.32G    0.01066   0.009378   0.003652         74        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    115/499      4.32G    0.01065   0.009378   0.003657         77        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    115/499      4.32G    0.01065   0.009378   0.003657         77        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    115/499      4.32G    0.01065   0.009386   0.003668         69        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    115/499      4.32G    0.01065   0.009386   0.003668         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    115/499      4.32G    0.01064    0.00936   0.003674         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    115/499      4.32G    0.01064    0.00936   0.003674         57        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
    115/499      4.32G    0.01063   0.009363   0.003658         67        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
    115/499      4.32G    0.01063   0.009363   0.003658         67        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    115/499      4.32G    0.01063   0.009354   0.003659         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
    115/499      4.32G    0.01063   0.009354   0.003659         55        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    115/499      4.32G    0.01062    0.00936   0.003651         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    115/499      4.32G    0.01062    0.00936   0.003651         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    115/499      4.32G    0.01063   0.009374   0.003635         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    115/499      4.32G    0.01063   0.009374   0.003635         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    115/499      4.32G    0.01064   0.009359   0.003653         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    115/499      4.32G    0.01064   0.009359   0.003653         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    115/499      4.32G    0.01064   0.009373   0.003642         75        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    115/499      4.32G    0.01064   0.009373   0.003642         75        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    115/499      4.32G    0.01064   0.009362   0.003653         67        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
    115/499      4.32G    0.01064   0.009362   0.003653         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    115/499      4.32G    0.01063    0.00937   0.003686         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    115/499      4.32G    0.01063    0.00937   0.003686         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    115/499      4.32G    0.01062    0.00937    0.00368         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    115/499      4.32G    0.01062    0.00937    0.00368         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    115/499      4.32G    0.01063    0.00936   0.003696         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    115/499      4.32G    0.01063    0.00936   0.003696         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    115/499      4.32G    0.01064   0.009359   0.003703         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    115/499      4.32G    0.01064   0.009359   0.003703         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    115/499      4.32G    0.01065   0.009356   0.003718         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
    115/499      4.32G    0.01065   0.009356   0.003718         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    115/499      4.32G    0.01066   0.009363    0.00373         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    115/499      4.32G    0.01066   0.009363    0.00373         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    115/499      4.32G    0.01066   0.009359   0.003722         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    115/499      4.32G    0.01066   0.009359   0.003722         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    115/499      4.32G    0.01066   0.009365    0.00372         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    115/499      4.32G    0.01066   0.009365    0.00372         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    115/499      4.32G    0.01066   0.009364   0.003711         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    115/499      4.32G    0.01066   0.009364   0.003711         64        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    115/499      4.32G    0.01066   0.009386   0.003708         91        640:  71%|#######1  | 120/168 [00:23<00:08,  5.39it/s]
    115/499      4.32G    0.01066   0.009386   0.003708         91        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    115/499      4.32G    0.01065   0.009358   0.003704         56        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    115/499      4.32G    0.01065   0.009358   0.003704         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    115/499      4.32G    0.01066   0.009353   0.003686         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    115/499      4.32G    0.01066   0.009353   0.003686         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    115/499      4.32G    0.01067   0.009371   0.003683         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    115/499      4.32G    0.01067   0.009371   0.003683         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    115/499      4.32G    0.01067   0.009367   0.003668         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    115/499      4.32G    0.01067   0.009367   0.003668         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    115/499      4.32G    0.01066   0.009386   0.003668         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    115/499      4.32G    0.01066   0.009386   0.003668         72        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    115/499      4.32G    0.01066   0.009368   0.003683         59        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    115/499      4.32G    0.01066   0.009368   0.003683         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    115/499      4.32G    0.01065   0.009355   0.003663         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    115/499      4.32G    0.01065   0.009355   0.003663         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    115/499      4.32G    0.01065    0.00938   0.003647         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    115/499      4.32G    0.01065    0.00938   0.003647         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    115/499      4.32G    0.01065   0.009378   0.003681         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    115/499      4.32G    0.01065   0.009378   0.003681         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    115/499      4.32G    0.01066   0.009375   0.003665         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    115/499      4.32G    0.01066   0.009375   0.003665         62        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    115/499      4.32G    0.01067   0.009396    0.00366         84        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    115/499      4.32G    0.01067   0.009396    0.00366         84        640:  79%|#######8  | 132/168 [00:25<00:06,  5.22it/s]
    115/499      4.32G    0.01066   0.009397   0.003666         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.22it/s]
    115/499      4.32G    0.01066   0.009397   0.003666         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
    115/499      4.32G    0.01066   0.009396   0.003656         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
    115/499      4.32G    0.01066   0.009396   0.003656         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
    115/499      4.32G    0.01066   0.009396   0.003657         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
    115/499      4.32G    0.01066   0.009396   0.003657         67        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
    115/499      4.32G    0.01065   0.009393   0.003672         70        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
    115/499      4.32G    0.01065   0.009393   0.003672         70        640:  81%|########  | 136/168 [00:25<00:06,  5.13it/s]
    115/499      4.32G    0.01065   0.009375   0.003689         49        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
    115/499      4.32G    0.01065   0.009375   0.003689         49        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    115/499      4.32G    0.01065   0.009381   0.003676         80        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    115/499      4.32G    0.01065   0.009381   0.003676         80        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    115/499      4.32G    0.01065   0.009384   0.003672         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    115/499      4.32G    0.01065   0.009384   0.003672         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
    115/499      4.32G    0.01065   0.009394   0.003682         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.13it/s]
    115/499      4.32G    0.01065   0.009394   0.003682         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    115/499      4.32G    0.01064   0.009397   0.003691         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    115/499      4.32G    0.01064   0.009397   0.003691         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    115/499      4.32G    0.01063   0.009404   0.003681         77        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    115/499      4.32G    0.01063   0.009404   0.003681         77        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    115/499      4.32G    0.01063    0.00941   0.003671         71        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    115/499      4.32G    0.01063    0.00941   0.003671         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    115/499      4.32G    0.01063   0.009424   0.003666         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    115/499      4.32G    0.01063   0.009424   0.003666         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    115/499      4.32G    0.01062   0.009408   0.003657         53        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    115/499      4.32G    0.01062   0.009408   0.003657         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    115/499      4.32G    0.01063   0.009392   0.003657         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    115/499      4.32G    0.01063   0.009392   0.003657         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    115/499      4.32G    0.01064   0.009392   0.003645         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    115/499      4.32G    0.01064   0.009392   0.003645         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    115/499      4.32G    0.01065   0.009413    0.00365         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
    115/499      4.32G    0.01065   0.009413    0.00365         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
    115/499      4.32G    0.01066   0.009414   0.003645         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
    115/499      4.32G    0.01066   0.009414   0.003645         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    115/499      4.32G    0.01066   0.009408   0.003655         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    115/499      4.32G    0.01066   0.009408   0.003655         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    115/499      4.32G    0.01067   0.009406   0.003652         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    115/499      4.32G    0.01067   0.009406   0.003652         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
    115/499      4.32G    0.01066   0.009401   0.003636         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
    115/499      4.32G    0.01066   0.009401   0.003636         64        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    115/499      4.32G    0.01066   0.009397   0.003652         65        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    115/499      4.32G    0.01066   0.009397   0.003652         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    115/499      4.32G    0.01065   0.009401   0.003639         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    115/499      4.32G    0.01065   0.009401   0.003639         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    115/499      4.32G    0.01064   0.009408   0.003641         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    115/499      4.32G    0.01064   0.009408   0.003641         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    115/499      4.32G    0.01064   0.009399   0.003654         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    115/499      4.32G    0.01064   0.009399   0.003654         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    115/499      4.32G    0.01065   0.009404   0.003658         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    115/499      4.32G    0.01065   0.009404   0.003658         76        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
    115/499      4.32G    0.01064   0.009399   0.003659         60        640:  93%|#########3| 157/168 [00:30<00:02,  5.26it/s]
    115/499      4.32G    0.01064   0.009399   0.003659         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.34it/s]
    115/499      4.32G    0.01065   0.009391   0.003676         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.34it/s]
    115/499      4.32G    0.01065   0.009391   0.003676         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    115/499      4.32G    0.01064   0.009387   0.003678         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    115/499      4.32G    0.01064   0.009387   0.003678         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    115/499      4.32G    0.01064   0.009378   0.003677         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    115/499      4.32G    0.01064   0.009378   0.003677         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    115/499      4.32G    0.01063   0.009377   0.003694         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    115/499      4.32G    0.01063   0.009377   0.003694         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    115/499      4.32G    0.01062   0.009371   0.003706         72        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    115/499      4.32G    0.01062   0.009371   0.003706         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
    115/499      4.32G    0.01062   0.009379   0.003695         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
    115/499      4.32G    0.01062   0.009379   0.003695         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    115/499      4.32G    0.01063   0.009385   0.003697         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    115/499      4.32G    0.01063   0.009385   0.003697         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    115/499      4.32G    0.01063   0.009381   0.003684         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    115/499      4.32G    0.01063   0.009381   0.003684         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    115/499      4.32G    0.01062    0.00937   0.003688         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    115/499      4.32G    0.01062    0.00937   0.003688         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    115/499      4.32G    0.01061   0.009363   0.003737         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    115/499      4.32G    0.01061   0.009363   0.003737         31        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
    115/499      4.32G    0.01061   0.009363   0.003737         31        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.837      0.921       0.91       0.78

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    116/499      4.32G    0.00866   0.008642   0.006351         77        640:   0%|          | 0/168 [00:00<?, ?it/s]
    116/499      4.32G    0.00866   0.008642   0.006351         77        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    116/499      4.32G   0.009445   0.008984   0.004716         74        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    116/499      4.32G   0.009445   0.008984   0.004716         74        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    116/499      4.32G    0.01018   0.009356   0.004052         70        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    116/499      4.32G    0.01018   0.009356   0.004052         70        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    116/499      4.32G    0.01041   0.009033   0.004986         63        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    116/499      4.32G    0.01041   0.009033   0.004986         63        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    116/499      4.32G    0.01034   0.008916   0.004768         55        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    116/499      4.32G    0.01034   0.008916   0.004768         55        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
    116/499      4.32G    0.01012   0.008677   0.004475         55        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
    116/499      4.32G    0.01012   0.008677   0.004475         55        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    116/499      4.32G    0.01003    0.00878     0.0042         59        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    116/499      4.32G    0.01003    0.00878     0.0042         59        640:   4%|4         | 7/168 [00:01<00:30,  5.28it/s]
    116/499      4.32G    0.01045   0.009149   0.004587         72        640:   4%|4         | 7/168 [00:01<00:30,  5.28it/s]
    116/499      4.32G    0.01045   0.009149   0.004587         72        640:   5%|4         | 8/168 [00:01<00:29,  5.36it/s]
    116/499      4.32G    0.01051   0.009103   0.004738         66        640:   5%|4         | 8/168 [00:01<00:29,  5.36it/s]
    116/499      4.32G    0.01051   0.009103   0.004738         66        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
    116/499      4.32G    0.01043    0.00891   0.004787         52        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
    116/499      4.32G    0.01043    0.00891   0.004787         52        640:   6%|5         | 10/168 [00:01<00:30,  5.24it/s]
    116/499      4.32G    0.01041   0.009074   0.004752         74        640:   6%|5         | 10/168 [00:02<00:30,  5.24it/s]
    116/499      4.32G    0.01041   0.009074   0.004752         74        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    116/499      4.32G    0.01051   0.009083   0.004473         62        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    116/499      4.32G    0.01051   0.009083   0.004473         62        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    116/499      4.32G    0.01055   0.009135    0.00444         71        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    116/499      4.32G    0.01055   0.009135    0.00444         71        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    116/499      4.32G    0.01057   0.009156   0.004402         66        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    116/499      4.32G    0.01057   0.009156   0.004402         66        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    116/499      4.32G     0.0105   0.009077   0.004275         61        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    116/499      4.32G     0.0105   0.009077   0.004275         61        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
    116/499      4.32G     0.0105   0.009167   0.004153         74        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
    116/499      4.32G     0.0105   0.009167   0.004153         74        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    116/499      4.32G    0.01052   0.009133    0.00405         55        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    116/499      4.32G    0.01052   0.009133    0.00405         55        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    116/499      4.32G    0.01047   0.009077   0.003939         71        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    116/499      4.32G    0.01047   0.009077   0.003939         71        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    116/499      4.32G    0.01059   0.009131   0.003831         74        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    116/499      4.32G    0.01059   0.009131   0.003831         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    116/499      4.32G    0.01058   0.009043   0.003878         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    116/499      4.32G    0.01058   0.009043   0.003878         63        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    116/499      4.32G    0.01056   0.009054   0.003876         76        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    116/499      4.32G    0.01056   0.009054   0.003876         76        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    116/499      4.32G    0.01062   0.009064   0.003933         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    116/499      4.32G    0.01062   0.009064   0.003933         72        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    116/499      4.32G    0.01069   0.009145   0.003846         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    116/499      4.32G    0.01069   0.009145   0.003846         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    116/499      4.32G    0.01075   0.009221   0.003841         79        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    116/499      4.32G    0.01075   0.009221   0.003841         79        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    116/499      4.32G    0.01077   0.009164   0.003896         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    116/499      4.32G    0.01077   0.009164   0.003896         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    116/499      4.32G    0.01076   0.009206   0.003792         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    116/499      4.32G    0.01076   0.009206   0.003792         70        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    116/499      4.32G    0.01072   0.009258   0.003832         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    116/499      4.32G    0.01072   0.009258   0.003832         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    116/499      4.32G    0.01073   0.009288   0.003817         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    116/499      4.32G    0.01073   0.009288   0.003817         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    116/499      4.32G    0.01074    0.00933   0.003873         80        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    116/499      4.32G    0.01074    0.00933   0.003873         80        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    116/499      4.32G     0.0107   0.009266   0.003929         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    116/499      4.32G     0.0107   0.009266   0.003929         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    116/499      4.32G    0.01066   0.009275   0.003927         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    116/499      4.32G    0.01066   0.009275   0.003927         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
    116/499      4.32G    0.01066   0.009339   0.003875         70        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
    116/499      4.32G    0.01066   0.009339   0.003875         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    116/499      4.32G    0.01068   0.009431   0.003869         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    116/499      4.32G    0.01068   0.009431   0.003869         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    116/499      4.32G    0.01065   0.009367   0.003831         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    116/499      4.32G    0.01065   0.009367   0.003831         60        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    116/499      4.32G    0.01065   0.009381   0.003787         74        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    116/499      4.32G    0.01065   0.009381   0.003787         74        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
    116/499      4.32G    0.01062   0.009357   0.003768         71        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
    116/499      4.32G    0.01062   0.009357   0.003768         71        640:  21%|##1       | 36/168 [00:06<00:25,  5.28it/s]
    116/499      4.32G    0.01059   0.009331   0.003835         62        640:  21%|##1       | 36/168 [00:07<00:25,  5.28it/s]
    116/499      4.32G    0.01059   0.009331   0.003835         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    116/499      4.32G    0.01057   0.009323   0.003853         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    116/499      4.32G    0.01057   0.009323   0.003853         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    116/499      4.32G    0.01054   0.009325   0.004004         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    116/499      4.32G    0.01054   0.009325   0.004004         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    116/499      4.32G    0.01052   0.009245   0.004092         54        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    116/499      4.32G    0.01052   0.009245   0.004092         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    116/499      4.32G    0.01056   0.009283   0.004078         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    116/499      4.32G    0.01056   0.009283   0.004078         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    116/499      4.32G    0.01054   0.009263   0.004069         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    116/499      4.32G    0.01054   0.009263   0.004069         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    116/499      4.32G    0.01052   0.009261   0.004049         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    116/499      4.32G    0.01052   0.009261   0.004049         65        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    116/499      4.32G    0.01052   0.009271   0.004048         82        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    116/499      4.32G    0.01052   0.009271   0.004048         82        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    116/499      4.32G    0.01053   0.009261   0.004038         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    116/499      4.32G    0.01053   0.009261   0.004038         63        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    116/499      4.32G    0.01052   0.009266   0.004044         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    116/499      4.32G    0.01052   0.009266   0.004044         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    116/499      4.32G     0.0105   0.009251   0.004003         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    116/499      4.32G     0.0105   0.009251   0.004003         56        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    116/499      4.32G    0.01052   0.009287   0.003973         75        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    116/499      4.32G    0.01052   0.009287   0.003973         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    116/499      4.32G    0.01049   0.009306    0.00396         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    116/499      4.32G    0.01049   0.009306    0.00396         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    116/499      4.32G    0.01048   0.009261   0.003916         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    116/499      4.32G    0.01048   0.009261   0.003916         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    116/499      4.32G    0.01049   0.009253   0.003876         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    116/499      4.32G    0.01049   0.009253   0.003876         64        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
    116/499      4.32G    0.01049   0.009245   0.003877         58        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
    116/499      4.32G    0.01049   0.009245   0.003877         58        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    116/499      4.32G     0.0105   0.009259   0.003899         69        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    116/499      4.32G     0.0105   0.009259   0.003899         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    116/499      4.32G     0.0105   0.009246   0.003868         52        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    116/499      4.32G     0.0105   0.009246   0.003868         52        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    116/499      4.32G    0.01048   0.009215   0.003853         55        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    116/499      4.32G    0.01048   0.009215   0.003853         55        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    116/499      4.32G    0.01046   0.009173   0.003925         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    116/499      4.32G    0.01046   0.009173   0.003925         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    116/499      4.32G    0.01048   0.009142   0.003894         49        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    116/499      4.32G    0.01048   0.009142   0.003894         49        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    116/499      4.32G     0.0105   0.009096   0.003955         55        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    116/499      4.32G     0.0105   0.009096   0.003955         55        640:  35%|###4      | 58/168 [00:10<00:21,  5.14it/s]
    116/499      4.32G    0.01047   0.009078   0.003938         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    116/499      4.32G    0.01047   0.009078   0.003938         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    116/499      4.32G    0.01048   0.009052   0.003957         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    116/499      4.32G    0.01048   0.009052   0.003957         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    116/499      4.32G    0.01049    0.00908   0.003979         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    116/499      4.32G    0.01049    0.00908   0.003979         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    116/499      4.32G    0.01048    0.00908   0.003981         83        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    116/499      4.32G    0.01048    0.00908   0.003981         83        640:  37%|###6      | 62/168 [00:11<00:20,  5.18it/s]
    116/499      4.32G    0.01047   0.009069   0.003942         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.18it/s]
    116/499      4.32G    0.01047   0.009069   0.003942         63        640:  38%|###7      | 63/168 [00:11<00:20,  5.23it/s]
    116/499      4.32G    0.01047   0.009078   0.003914         65        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    116/499      4.32G    0.01047   0.009078   0.003914         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    116/499      4.32G    0.01047    0.00906   0.003895         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    116/499      4.32G    0.01047    0.00906   0.003895         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    116/499      4.32G    0.01049   0.009059   0.003889         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    116/499      4.32G    0.01049   0.009059   0.003889         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    116/499      4.32G     0.0105   0.009049   0.003891         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    116/499      4.32G     0.0105   0.009049   0.003891         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    116/499      4.32G    0.01047   0.009024   0.003917         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    116/499      4.32G    0.01047   0.009024   0.003917         60        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    116/499      4.32G    0.01046   0.009054   0.003904         78        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    116/499      4.32G    0.01046   0.009054   0.003904         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    116/499      4.32G    0.01045   0.009058   0.003944         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    116/499      4.32G    0.01045   0.009058   0.003944         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    116/499      4.32G    0.01046   0.009076      0.004         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    116/499      4.32G    0.01046   0.009076      0.004         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    116/499      4.32G    0.01045   0.009071      0.004         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    116/499      4.32G    0.01045   0.009071      0.004         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    116/499      4.32G    0.01043   0.009043   0.003982         57        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    116/499      4.32G    0.01043   0.009043   0.003982         57        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    116/499      4.32G    0.01044   0.009047   0.003978         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    116/499      4.32G    0.01044   0.009047   0.003978         70        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
    116/499      4.32G    0.01044   0.009032   0.003993         57        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
    116/499      4.32G    0.01044   0.009032   0.003993         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    116/499      4.32G    0.01044   0.009028   0.003982         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    116/499      4.32G    0.01044   0.009028   0.003982         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    116/499      4.32G    0.01042   0.009013   0.003947         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    116/499      4.32G    0.01042   0.009013   0.003947         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    116/499      4.32G    0.01039   0.009008   0.003913         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    116/499      4.32G    0.01039   0.009008   0.003913         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
    116/499      4.32G     0.0104   0.009001   0.003903         54        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
    116/499      4.32G     0.0104   0.009001   0.003903         54        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    116/499      4.32G    0.01039   0.008978   0.003897         50        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    116/499      4.32G    0.01039   0.008978   0.003897         50        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    116/499      4.32G    0.01041   0.009009   0.003921         79        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    116/499      4.32G    0.01041   0.009009   0.003921         79        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    116/499      4.32G    0.01041   0.009002   0.003913         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    116/499      4.32G    0.01041   0.009002   0.003913         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    116/499      4.32G    0.01042    0.00901   0.003871         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    116/499      4.32G    0.01042    0.00901   0.003871         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    116/499      4.32G    0.01043   0.009025   0.003853         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    116/499      4.32G    0.01043   0.009025   0.003853         75        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    116/499      4.32G    0.01042   0.009009   0.003895         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    116/499      4.32G    0.01042   0.009009   0.003895         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    116/499      4.32G    0.01041   0.008992   0.003905         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    116/499      4.32G    0.01041   0.008992   0.003905         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    116/499      4.32G    0.01042   0.009006   0.003935         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    116/499      4.32G    0.01042   0.009006   0.003935         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    116/499      4.32G    0.01043   0.008983   0.003913         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    116/499      4.32G    0.01043   0.008983   0.003913         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    116/499      4.32G    0.01042   0.008992   0.003911         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    116/499      4.32G    0.01042   0.008992   0.003911         73        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    116/499      4.32G    0.01041   0.009005   0.003889         74        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    116/499      4.32G    0.01041   0.009005   0.003889         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    116/499      4.32G    0.01042   0.009004   0.003874         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    116/499      4.32G    0.01042   0.009004   0.003874         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    116/499      4.32G    0.01042   0.008994   0.003867         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    116/499      4.32G    0.01042   0.008994   0.003867         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    116/499      4.32G    0.01042   0.008997   0.003854         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    116/499      4.32G    0.01042   0.008997   0.003854         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    116/499      4.32G    0.01043   0.009007   0.003861         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    116/499      4.32G    0.01043   0.009007   0.003861         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    116/499      4.32G    0.01044   0.009019    0.00386         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    116/499      4.32G    0.01044   0.009019    0.00386         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    116/499      4.32G    0.01044   0.009028   0.003844         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    116/499      4.32G    0.01044   0.009028   0.003844         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
    116/499      4.32G    0.01043   0.009035   0.003842         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.23it/s]
    116/499      4.32G    0.01043   0.009035   0.003842         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
    116/499      4.32G    0.01045   0.009057   0.003862         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
    116/499      4.32G    0.01045   0.009057   0.003862         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    116/499      4.32G    0.01045    0.00905   0.003872         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    116/499      4.32G    0.01045    0.00905   0.003872         70        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    116/499      4.32G    0.01047   0.009071   0.003872         78        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
    116/499      4.32G    0.01047   0.009071   0.003872         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    116/499      4.32G    0.01046   0.009077   0.003889         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    116/499      4.32G    0.01046   0.009077   0.003889         70        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    116/499      4.32G    0.01047   0.009091   0.003906         76        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    116/499      4.32G    0.01047   0.009091   0.003906         76        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    116/499      4.32G    0.01045    0.00907   0.003939         64        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    116/499      4.32G    0.01045    0.00907   0.003939         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    116/499      4.32G    0.01045   0.009084   0.003948         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    116/499      4.32G    0.01045   0.009084   0.003948         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    116/499      4.32G    0.01045   0.009068    0.00393         52        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    116/499      4.32G    0.01045   0.009068    0.00393         52        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
    116/499      4.32G    0.01044   0.009047   0.003931         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
    116/499      4.32G    0.01044   0.009047   0.003931         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    116/499      4.32G    0.01044    0.00905   0.003929         52        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    116/499      4.32G    0.01044    0.00905   0.003929         52        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    116/499      4.32G    0.01045   0.009042   0.003928         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    116/499      4.32G    0.01045   0.009042   0.003928         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    116/499      4.32G    0.01045   0.009041   0.003977         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    116/499      4.32G    0.01045   0.009041   0.003977         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    116/499      4.32G    0.01045   0.009041   0.003974         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    116/499      4.32G    0.01045   0.009041   0.003974         66        640:  65%|######5   | 110/168 [00:20<00:11,  5.23it/s]
    116/499      4.32G    0.01044   0.009041   0.003989         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
    116/499      4.32G    0.01044   0.009041   0.003989         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    116/499      4.32G    0.01045   0.009039   0.003978         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    116/499      4.32G    0.01045   0.009039   0.003978         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    116/499      4.32G    0.01044   0.009057   0.004001         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    116/499      4.32G    0.01044   0.009057   0.004001         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    116/499      4.32G    0.01042   0.009053   0.004037         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    116/499      4.32G    0.01042   0.009053   0.004037         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    116/499      4.32G    0.01042   0.009082   0.004024         89        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    116/499      4.32G    0.01042   0.009082   0.004024         89        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    116/499      4.32G    0.01043   0.009095   0.004022         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    116/499      4.32G    0.01043   0.009095   0.004022         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
    116/499      4.32G    0.01042   0.009081   0.004032         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
    116/499      4.32G    0.01042   0.009081   0.004032         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.21it/s]
    116/499      4.32G    0.01041   0.009081   0.004057         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.21it/s]
    116/499      4.32G    0.01041   0.009081   0.004057         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    116/499      4.32G     0.0104   0.009064   0.004056         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    116/499      4.32G     0.0104   0.009064   0.004056         55        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    116/499      4.32G     0.0104   0.009065   0.004059         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    116/499      4.32G     0.0104   0.009065   0.004059         69        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    116/499      4.32G    0.01039    0.00906   0.004045         65        640:  71%|#######1  | 120/168 [00:23<00:09,  5.33it/s]
    116/499      4.32G    0.01039    0.00906   0.004045         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    116/499      4.32G    0.01039   0.009064   0.004031         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    116/499      4.32G    0.01039   0.009064   0.004031         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    116/499      4.32G    0.01039    0.00907   0.004006         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    116/499      4.32G    0.01039    0.00907   0.004006         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    116/499      4.32G     0.0104   0.009095   0.003998         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    116/499      4.32G     0.0104   0.009095   0.003998         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    116/499      4.32G     0.0104   0.009085      0.004         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    116/499      4.32G     0.0104   0.009085      0.004         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    116/499      4.32G     0.0104   0.009092   0.003993         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    116/499      4.32G     0.0104   0.009092   0.003993         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    116/499      4.32G     0.0104   0.009094      0.004         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    116/499      4.32G     0.0104   0.009094      0.004         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    116/499      4.32G    0.01039   0.009086   0.003996         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    116/499      4.32G    0.01039   0.009086   0.003996         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    116/499      4.32G    0.01038   0.009087    0.00402         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    116/499      4.32G    0.01038   0.009087    0.00402         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    116/499      4.32G    0.01038   0.009108   0.004016         84        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    116/499      4.32G    0.01038   0.009108   0.004016         84        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    116/499      4.32G    0.01038    0.00911   0.004011         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    116/499      4.32G    0.01038    0.00911   0.004011         67        640:  78%|#######7  | 131/168 [00:24<00:07,  5.15it/s]
    116/499      4.32G     0.0104    0.00911   0.004004         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.15it/s]
    116/499      4.32G     0.0104    0.00911   0.004004         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.20it/s]
    116/499      4.32G     0.0104   0.009127   0.003988         85        640:  79%|#######8  | 132/168 [00:25<00:06,  5.20it/s]
    116/499      4.32G     0.0104   0.009127   0.003988         85        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
    116/499      4.32G     0.0104   0.009126   0.004002         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
    116/499      4.32G     0.0104   0.009126   0.004002         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    116/499      4.32G     0.0104   0.009118      0.004         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    116/499      4.32G     0.0104   0.009118      0.004         71        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    116/499      4.32G    0.01041   0.009135   0.003995         79        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    116/499      4.32G    0.01041   0.009135   0.003995         79        640:  81%|########  | 136/168 [00:25<00:06,  5.14it/s]
    116/499      4.32G    0.01039   0.009144    0.00398         75        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
    116/499      4.32G    0.01039   0.009144    0.00398         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
    116/499      4.32G    0.01039   0.009135   0.003981         51        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
    116/499      4.32G    0.01039   0.009135   0.003981         51        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    116/499      4.32G    0.01038   0.009119   0.003973         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    116/499      4.32G    0.01038   0.009119   0.003973         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    116/499      4.32G    0.01038   0.009119   0.003971         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    116/499      4.32G    0.01038   0.009119   0.003971         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    116/499      4.32G    0.01037   0.009128   0.003969         82        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    116/499      4.32G    0.01037   0.009128   0.003969         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    116/499      4.32G    0.01037    0.00914   0.003961         75        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
    116/499      4.32G    0.01037    0.00914   0.003961         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    116/499      4.32G    0.01037   0.009137   0.003967         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    116/499      4.32G    0.01037   0.009137   0.003967         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
    116/499      4.32G    0.01038   0.009152   0.003969         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.23it/s]
    116/499      4.32G    0.01038   0.009152   0.003969         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    116/499      4.32G    0.01038   0.009164    0.00398         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    116/499      4.32G    0.01038   0.009164    0.00398         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    116/499      4.32G    0.01038   0.009162   0.004006         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    116/499      4.32G    0.01038   0.009162   0.004006         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    116/499      4.32G    0.01039   0.009185   0.004057         88        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    116/499      4.32G    0.01039   0.009185   0.004057         88        640:  88%|########7 | 147/168 [00:27<00:03,  5.26it/s]
    116/499      4.32G    0.01039    0.00918   0.004059         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.26it/s]
    116/499      4.32G    0.01039    0.00918   0.004059         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    116/499      4.32G    0.01039   0.009197    0.00405         86        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    116/499      4.32G    0.01039   0.009197    0.00405         86        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    116/499      4.32G    0.01039   0.009203   0.004044         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    116/499      4.32G    0.01039   0.009203   0.004044         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    116/499      4.32G    0.01038   0.009209   0.004046         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    116/499      4.32G    0.01038   0.009209   0.004046         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    116/499      4.32G    0.01039    0.00921   0.004097         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    116/499      4.32G    0.01039    0.00921   0.004097         54        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    116/499      4.32G    0.01038   0.009222   0.004087         78        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    116/499      4.32G    0.01038   0.009222   0.004087         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    116/499      4.32G    0.01038   0.009216    0.00409         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    116/499      4.32G    0.01038   0.009216    0.00409         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    116/499      4.32G    0.01038   0.009208   0.004075         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    116/499      4.32G    0.01038   0.009208   0.004075         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    116/499      4.32G    0.01039   0.009211    0.00407         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    116/499      4.32G    0.01039   0.009211    0.00407         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    116/499      4.32G    0.01039   0.009214   0.004059         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    116/499      4.32G    0.01039   0.009214   0.004059         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    116/499      4.32G    0.01039   0.009205   0.004048         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.22it/s]
    116/499      4.32G    0.01039   0.009205   0.004048         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    116/499      4.32G    0.01039   0.009189   0.004036         51        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    116/499      4.32G    0.01039   0.009189   0.004036         51        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    116/499      4.32G    0.01038   0.009181   0.004033         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    116/499      4.32G    0.01038   0.009181   0.004033         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    116/499      4.32G    0.01038   0.009173   0.004052         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    116/499      4.32G    0.01038   0.009173   0.004052         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    116/499      4.32G    0.01037   0.009171   0.004054         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    116/499      4.32G    0.01037   0.009171   0.004054         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    116/499      4.32G    0.01038   0.009168   0.004047         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    116/499      4.32G    0.01038   0.009168   0.004047         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    116/499      4.32G    0.01037    0.00917   0.004047         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    116/499      4.32G    0.01037    0.00917   0.004047         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    116/499      4.32G    0.01038    0.00917   0.004051         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    116/499      4.32G    0.01038    0.00917   0.004051         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    116/499      4.32G    0.01037   0.009181   0.004047         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    116/499      4.32G    0.01037   0.009181   0.004047         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    116/499      4.32G    0.01037   0.009183   0.004029         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    116/499      4.32G    0.01037   0.009183   0.004029         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    116/499      4.32G    0.01037   0.009174   0.004009         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    116/499      4.32G    0.01037   0.009174   0.004009         32        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
    116/499      4.32G    0.01037   0.009174   0.004009         32        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.859      0.908      0.896      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    117/499      4.32G   0.009659   0.007718   0.004272         75        640:   0%|          | 0/168 [00:00<?, ?it/s]
    117/499      4.32G   0.009659   0.007718   0.004272         75        640:   1%|          | 1/168 [00:00<00:34,  4.84it/s]
    117/499      4.32G   0.009823   0.006891   0.004255         57        640:   1%|          | 1/168 [00:00<00:34,  4.84it/s]
    117/499      4.32G   0.009823   0.006891   0.004255         57        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    117/499      4.32G    0.01019   0.007986   0.003765         68        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    117/499      4.32G    0.01019   0.007986   0.003765         68        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    117/499      4.32G    0.01041   0.008076   0.004035         63        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    117/499      4.32G    0.01041   0.008076   0.004035         63        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    117/499      4.32G    0.01059   0.007919   0.003842         55        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    117/499      4.32G    0.01059   0.007919   0.003842         55        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    117/499      4.32G    0.01093    0.00771   0.003892         51        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    117/499      4.32G    0.01093    0.00771   0.003892         51        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    117/499      4.32G    0.01122   0.007851   0.004885         58        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    117/499      4.32G    0.01122   0.007851   0.004885         58        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    117/499      4.32G    0.01118   0.007984   0.004752         77        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    117/499      4.32G    0.01118   0.007984   0.004752         77        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    117/499      4.32G    0.01105   0.007975    0.00488         67        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    117/499      4.32G    0.01105   0.007975    0.00488         67        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    117/499      4.32G    0.01104   0.008331   0.004778         78        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    117/499      4.32G    0.01104   0.008331   0.004778         78        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    117/499      4.32G    0.01105   0.008356   0.004623         63        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    117/499      4.32G    0.01105   0.008356   0.004623         63        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    117/499      4.32G    0.01103   0.008508   0.004418         67        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    117/499      4.32G    0.01103   0.008508   0.004418         67        640:   7%|7         | 12/168 [00:02<00:29,  5.21it/s]
    117/499      4.32G    0.01099   0.008484    0.00437         66        640:   7%|7         | 12/168 [00:02<00:29,  5.21it/s]
    117/499      4.32G    0.01099   0.008484    0.00437         66        640:   8%|7         | 13/168 [00:02<00:30,  5.10it/s]
    117/499      4.32G    0.01094   0.008437   0.004557         65        640:   8%|7         | 13/168 [00:02<00:30,  5.10it/s]
    117/499      4.32G    0.01094   0.008437   0.004557         65        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    117/499      4.32G    0.01096   0.008514   0.004499         63        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    117/499      4.32G    0.01096   0.008514   0.004499         63        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    117/499      4.32G    0.01099   0.008616   0.004556         72        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    117/499      4.32G    0.01099   0.008616   0.004556         72        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    117/499      4.32G    0.01096   0.008609   0.004737         60        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    117/499      4.32G    0.01096   0.008609   0.004737         60        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    117/499      4.32G    0.01101   0.008522   0.004785         53        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    117/499      4.32G    0.01101   0.008522   0.004785         53        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    117/499      4.32G    0.01102   0.008545   0.004667         60        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    117/499      4.32G    0.01102   0.008545   0.004667         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    117/499      4.32G    0.01093   0.008478   0.004489         53        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    117/499      4.32G    0.01093   0.008478   0.004489         53        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    117/499      4.32G    0.01093   0.008614   0.004432         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    117/499      4.32G    0.01093   0.008614   0.004432         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    117/499      4.32G    0.01085   0.008618   0.004453         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    117/499      4.32G    0.01085   0.008618   0.004453         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    117/499      4.32G    0.01081   0.008761   0.004351         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    117/499      4.32G    0.01081   0.008761   0.004351         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    117/499      4.32G    0.01081   0.008746   0.004338         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    117/499      4.32G    0.01081   0.008746   0.004338         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    117/499      4.32G    0.01077   0.008743   0.004272         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    117/499      4.32G    0.01077   0.008743   0.004272         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    117/499      4.32G    0.01072   0.008698   0.004286         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    117/499      4.32G    0.01072   0.008698   0.004286         67        640:  15%|#5        | 26/168 [00:04<00:27,  5.20it/s]
    117/499      4.32G     0.0107   0.008715   0.004273         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
    117/499      4.32G     0.0107   0.008715   0.004273         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    117/499      4.32G    0.01069   0.008709   0.004406         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    117/499      4.32G    0.01069   0.008709   0.004406         58        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    117/499      4.32G    0.01069   0.008737   0.004367         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    117/499      4.32G    0.01069   0.008737   0.004367         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    117/499      4.32G    0.01075   0.008836   0.004346         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    117/499      4.32G    0.01075   0.008836   0.004346         82        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    117/499      4.32G    0.01077   0.008933   0.004386         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    117/499      4.32G    0.01077   0.008933   0.004386         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    117/499      4.32G    0.01075   0.008889   0.004341         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    117/499      4.32G    0.01075   0.008889   0.004341         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    117/499      4.32G    0.01072   0.008927   0.004313         87        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    117/499      4.32G    0.01072   0.008927   0.004313         87        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    117/499      4.32G    0.01072   0.008979   0.004333         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    117/499      4.32G    0.01072   0.008979   0.004333         74        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
    117/499      4.32G    0.01075   0.008997   0.004346         72        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
    117/499      4.32G    0.01075   0.008997   0.004346         72        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    117/499      4.32G    0.01076   0.008998   0.004414         72        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    117/499      4.32G    0.01076   0.008998   0.004414         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    117/499      4.32G    0.01072   0.009008   0.004458         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
    117/499      4.32G    0.01072   0.009008   0.004458         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    117/499      4.32G    0.01072   0.009039   0.004404         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    117/499      4.32G    0.01072   0.009039   0.004404         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    117/499      4.32G    0.01071   0.009022   0.004378         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    117/499      4.32G    0.01071   0.009022   0.004378         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    117/499      4.32G    0.01073   0.009073   0.004329         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    117/499      4.32G    0.01073   0.009073   0.004329         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    117/499      4.32G    0.01079   0.009077   0.004275         51        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    117/499      4.32G    0.01079   0.009077   0.004275         51        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    117/499      4.32G     0.0108   0.009072   0.004221         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    117/499      4.32G     0.0108   0.009072   0.004221         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    117/499      4.32G    0.01082   0.009084   0.004195         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    117/499      4.32G    0.01082   0.009084   0.004195         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    117/499      4.32G    0.01077   0.009096   0.004137         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    117/499      4.32G    0.01077   0.009096   0.004137         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    117/499      4.32G    0.01077   0.009088   0.004122         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    117/499      4.32G    0.01077   0.009088   0.004122         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    117/499      4.32G    0.01075   0.009035   0.004087         52        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    117/499      4.32G    0.01075   0.009035   0.004087         52        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    117/499      4.32G    0.01076   0.009089    0.00405         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    117/499      4.32G    0.01076   0.009089    0.00405         65        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    117/499      4.32G    0.01073   0.009075   0.004017         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    117/499      4.32G    0.01073   0.009075   0.004017         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    117/499      4.32G    0.01076    0.00907   0.003971         50        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    117/499      4.32G    0.01076    0.00907   0.003971         50        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    117/499      4.32G    0.01081   0.009116   0.004034         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    117/499      4.32G    0.01081   0.009116   0.004034         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    117/499      4.32G    0.01081   0.009133   0.004033         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    117/499      4.32G    0.01081   0.009133   0.004033         81        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    117/499      4.32G    0.01077   0.009104   0.004015         58        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    117/499      4.32G    0.01077   0.009104   0.004015         58        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
    117/499      4.32G    0.01074   0.009094   0.004016         67        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    117/499      4.32G    0.01074   0.009094   0.004016         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    117/499      4.32G    0.01072   0.009082    0.00395         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    117/499      4.32G    0.01072   0.009082    0.00395         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    117/499      4.32G    0.01071   0.009063   0.003964         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    117/499      4.32G    0.01071   0.009063   0.003964         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    117/499      4.32G    0.01072   0.009113   0.003938         90        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    117/499      4.32G    0.01072   0.009113   0.003938         90        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    117/499      4.32G    0.01068   0.009073   0.003926         53        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    117/499      4.32G    0.01068   0.009073   0.003926         53        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    117/499      4.32G    0.01067   0.009039   0.003914         50        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    117/499      4.32G    0.01067   0.009039   0.003914         50        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    117/499      4.32G    0.01066   0.009015   0.003927         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    117/499      4.32G    0.01066   0.009015   0.003927         53        640:  35%|###5      | 59/168 [00:11<00:21,  5.18it/s]
    117/499      4.32G    0.01067    0.00899   0.003926         70        640:  35%|###5      | 59/168 [00:11<00:21,  5.18it/s]
    117/499      4.32G    0.01067    0.00899   0.003926         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    117/499      4.32G    0.01065    0.00901   0.003892         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    117/499      4.32G    0.01065    0.00901   0.003892         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    117/499      4.32G    0.01068   0.009014   0.003906         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    117/499      4.32G    0.01068   0.009014   0.003906         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    117/499      4.32G    0.01069   0.009022   0.003896         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    117/499      4.32G    0.01069   0.009022   0.003896         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.28it/s]
    117/499      4.32G    0.01069   0.009037   0.003949         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
    117/499      4.32G    0.01069   0.009037   0.003949         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    117/499      4.32G    0.01073   0.009013   0.003966         46        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    117/499      4.32G    0.01073   0.009013   0.003966         46        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    117/499      4.32G    0.01071   0.009058   0.003938         82        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    117/499      4.32G    0.01071   0.009058   0.003938         82        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    117/499      4.32G    0.01069   0.009033   0.003938         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    117/499      4.32G    0.01069   0.009033   0.003938         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    117/499      4.32G    0.01069   0.009049   0.003947         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    117/499      4.32G    0.01069   0.009049   0.003947         71        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
    117/499      4.32G     0.0107   0.009062   0.003992         72        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
    117/499      4.32G     0.0107   0.009062   0.003992         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    117/499      4.32G    0.01071   0.009099   0.004021         89        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    117/499      4.32G    0.01071   0.009099   0.004021         89        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    117/499      4.32G    0.01068   0.009111   0.003983         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    117/499      4.32G    0.01068   0.009111   0.003983         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    117/499      4.32G     0.0107    0.00913   0.004053         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    117/499      4.32G     0.0107    0.00913   0.004053         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    117/499      4.32G    0.01072   0.009159   0.004057         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    117/499      4.32G    0.01072   0.009159   0.004057         76        640:  43%|####3     | 73/168 [00:13<00:18,  5.13it/s]
    117/499      4.32G    0.01073   0.009187   0.004062         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    117/499      4.32G    0.01073   0.009187   0.004062         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    117/499      4.32G    0.01072   0.009192   0.004027         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    117/499      4.32G    0.01072   0.009192   0.004027         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    117/499      4.32G    0.01072    0.00921    0.00401         89        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    117/499      4.32G    0.01072    0.00921    0.00401         89        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    117/499      4.32G     0.0107   0.009186   0.004014         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    117/499      4.32G     0.0107   0.009186   0.004014         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    117/499      4.32G     0.0107   0.009187   0.003996         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    117/499      4.32G     0.0107   0.009187   0.003996         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    117/499      4.32G    0.01071   0.009196   0.003983         66        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    117/499      4.32G    0.01071   0.009196   0.003983         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    117/499      4.32G    0.01072   0.009196   0.003998         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    117/499      4.32G    0.01072   0.009196   0.003998         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    117/499      4.32G     0.0107   0.009203   0.003975         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    117/499      4.32G     0.0107   0.009203   0.003975         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    117/499      4.32G    0.01069   0.009203   0.003961         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    117/499      4.32G    0.01069   0.009203   0.003961         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    117/499      4.32G    0.01071   0.009237   0.003961         83        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    117/499      4.32G    0.01071   0.009237   0.003961         83        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    117/499      4.32G     0.0107   0.009223   0.003976         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    117/499      4.32G     0.0107   0.009223   0.003976         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    117/499      4.32G    0.01069   0.009225   0.004028         82        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    117/499      4.32G    0.01069   0.009225   0.004028         82        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    117/499      4.32G     0.0107   0.009231   0.004024         79        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    117/499      4.32G     0.0107   0.009231   0.004024         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    117/499      4.32G    0.01069   0.009205      0.004         47        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    117/499      4.32G    0.01069   0.009205      0.004         47        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    117/499      4.32G     0.0107   0.009234   0.004003         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    117/499      4.32G     0.0107   0.009234   0.004003         76        640:  52%|#####2    | 88/168 [00:16<00:16,  4.72it/s]
    117/499      4.32G    0.01073   0.009252   0.003998         60        640:  52%|#####2    | 88/168 [00:17<00:16,  4.72it/s]
    117/499      4.32G    0.01073   0.009252   0.003998         60        640:  53%|#####2    | 89/168 [00:17<00:16,  4.91it/s]
    117/499      4.32G    0.01074   0.009281      0.004         60        640:  53%|#####2    | 89/168 [00:17<00:16,  4.91it/s]
    117/499      4.32G    0.01074   0.009281      0.004         60        640:  54%|#####3    | 90/168 [00:17<00:15,  5.08it/s]
    117/499      4.32G    0.01075   0.009302    0.00398         68        640:  54%|#####3    | 90/168 [00:17<00:15,  5.08it/s]
    117/499      4.32G    0.01075   0.009302    0.00398         68        640:  54%|#####4    | 91/168 [00:17<00:15,  5.01it/s]
    117/499      4.32G    0.01076   0.009313   0.003998         76        640:  54%|#####4    | 91/168 [00:17<00:15,  5.01it/s]
    117/499      4.32G    0.01076   0.009313   0.003998         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.14it/s]
    117/499      4.32G    0.01074   0.009306   0.004013         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.14it/s]
    117/499      4.32G    0.01074   0.009306   0.004013         68        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
    117/499      4.32G    0.01073   0.009287   0.003985         57        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
    117/499      4.32G    0.01073   0.009287   0.003985         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.12it/s]
    117/499      4.32G    0.01073   0.009281   0.003981         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    117/499      4.32G    0.01073   0.009281   0.003981         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    117/499      4.32G    0.01072   0.009248   0.004001         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    117/499      4.32G    0.01072   0.009248   0.004001         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    117/499      4.32G    0.01071   0.009253   0.003991         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    117/499      4.32G    0.01071   0.009253   0.003991         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    117/499      4.32G    0.01069   0.009249   0.004006         81        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    117/499      4.32G    0.01069   0.009249   0.004006         81        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    117/499      4.32G     0.0107   0.009267   0.004019         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    117/499      4.32G     0.0107   0.009267   0.004019         65        640:  59%|#####8    | 99/168 [00:18<00:13,  5.26it/s]
    117/499      4.32G     0.0107   0.009287   0.004008         84        640:  59%|#####8    | 99/168 [00:19<00:13,  5.26it/s]
    117/499      4.32G     0.0107   0.009287   0.004008         84        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    117/499      4.32G    0.01069   0.009298   0.004018         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    117/499      4.32G    0.01069   0.009298   0.004018         67        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
    117/499      4.32G    0.01068   0.009302   0.004044         68        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
    117/499      4.32G    0.01068   0.009302   0.004044         68        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    117/499      4.32G    0.01068   0.009324   0.004028         77        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    117/499      4.32G    0.01068   0.009324   0.004028         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    117/499      4.32G    0.01069   0.009347   0.004017         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    117/499      4.32G    0.01069   0.009347   0.004017         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    117/499      4.32G    0.01069   0.009348   0.003986         68        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
    117/499      4.32G    0.01069   0.009348   0.003986         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    117/499      4.32G     0.0107   0.009361   0.003989         66        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    117/499      4.32G     0.0107   0.009361   0.003989         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    117/499      4.32G    0.01071   0.009362   0.003965         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    117/499      4.32G    0.01071   0.009362   0.003965         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    117/499      4.32G    0.01069   0.009369   0.003955         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    117/499      4.32G    0.01069   0.009369   0.003955         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    117/499      4.32G    0.01066   0.009343   0.003958         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    117/499      4.32G    0.01066   0.009343   0.003958         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    117/499      4.32G    0.01066   0.009369   0.003943         85        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
    117/499      4.32G    0.01066   0.009369   0.003943         85        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    117/499      4.32G    0.01066    0.00936   0.003944         70        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    117/499      4.32G    0.01066    0.00936   0.003944         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    117/499      4.32G    0.01064   0.009357   0.003929         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    117/499      4.32G    0.01064   0.009357   0.003929         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
    117/499      4.32G    0.01064   0.009346   0.003938         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
    117/499      4.32G    0.01064   0.009346   0.003938         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    117/499      4.32G    0.01063   0.009348   0.003945         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    117/499      4.32G    0.01063   0.009348   0.003945         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    117/499      4.32G    0.01064   0.009355   0.003943         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    117/499      4.32G    0.01064   0.009355   0.003943         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    117/499      4.32G    0.01063   0.009356   0.003961         84        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
    117/499      4.32G    0.01063   0.009356   0.003961         84        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    117/499      4.32G    0.01063   0.009338   0.003962         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    117/499      4.32G    0.01063   0.009338   0.003962         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    117/499      4.32G    0.01063   0.009329   0.003954         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    117/499      4.32G    0.01063   0.009329   0.003954         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    117/499      4.32G    0.01063   0.009353   0.003951         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    117/499      4.32G    0.01063   0.009353   0.003951         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    117/499      4.32G    0.01062   0.009351   0.003943         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    117/499      4.32G    0.01062   0.009351   0.003943         67        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    117/499      4.32G    0.01062   0.009353   0.003929         66        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
    117/499      4.32G    0.01062   0.009353   0.003929         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    117/499      4.32G    0.01061   0.009343   0.003928         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    117/499      4.32G    0.01061   0.009343   0.003928         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    117/499      4.32G    0.01061   0.009351    0.00392         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    117/499      4.32G    0.01061   0.009351    0.00392         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    117/499      4.32G    0.01061   0.009349   0.003919         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    117/499      4.32G    0.01061   0.009349   0.003919         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    117/499      4.32G    0.01062   0.009335   0.003914         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    117/499      4.32G    0.01062   0.009335   0.003914         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    117/499      4.32G    0.01062   0.009348   0.003902         82        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    117/499      4.32G    0.01062   0.009348   0.003902         82        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    117/499      4.32G    0.01062   0.009328   0.003909         53        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    117/499      4.32G    0.01062   0.009328   0.003909         53        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    117/499      4.32G    0.01061    0.00931   0.003891         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    117/499      4.32G    0.01061    0.00931   0.003891         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    117/499      4.32G    0.01061   0.009323   0.003885         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    117/499      4.32G    0.01061   0.009323   0.003885         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    117/499      4.32G    0.01062   0.009325   0.003883         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    117/499      4.32G    0.01062   0.009325   0.003883         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    117/499      4.32G    0.01062   0.009334   0.003895         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    117/499      4.32G    0.01062   0.009334   0.003895         72        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    117/499      4.32G    0.01062   0.009324   0.003894         61        640:  78%|#######7  | 131/168 [00:25<00:06,  5.31it/s]
    117/499      4.32G    0.01062   0.009324   0.003894         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    117/499      4.32G    0.01062   0.009317   0.003899         49        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    117/499      4.32G    0.01062   0.009317   0.003899         49        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    117/499      4.32G    0.01061   0.009321   0.003895         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    117/499      4.32G    0.01061   0.009321   0.003895         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    117/499      4.32G    0.01061    0.00931   0.003878         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    117/499      4.32G    0.01061    0.00931   0.003878         56        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    117/499      4.32G    0.01061    0.00931   0.003854         67        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    117/499      4.32G    0.01061    0.00931   0.003854         67        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    117/499      4.32G     0.0106   0.009304    0.00386         68        640:  81%|########  | 136/168 [00:26<00:06,  5.24it/s]
    117/499      4.32G     0.0106   0.009304    0.00386         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    117/499      4.32G     0.0106   0.009305   0.003916         83        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    117/499      4.32G     0.0106   0.009305   0.003916         83        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    117/499      4.32G    0.01059   0.009293   0.003911         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    117/499      4.32G    0.01059   0.009293   0.003911         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    117/499      4.32G    0.01059   0.009294   0.003916         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    117/499      4.32G    0.01059   0.009294   0.003916         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    117/499      4.32G    0.01059   0.009295   0.003916         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    117/499      4.32G    0.01059   0.009295   0.003916         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    117/499      4.32G    0.01058   0.009306   0.003919         82        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    117/499      4.32G    0.01058   0.009306   0.003919         82        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    117/499      4.32G    0.01059   0.009313   0.003938         66        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    117/499      4.32G    0.01059   0.009313   0.003938         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    117/499      4.32G     0.0106   0.009316   0.003917         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    117/499      4.32G     0.0106   0.009316   0.003917         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    117/499      4.32G     0.0106   0.009311   0.003898         48        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    117/499      4.32G     0.0106   0.009311   0.003898         48        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    117/499      4.32G    0.01059   0.009299   0.003903         59        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    117/499      4.32G    0.01059   0.009299   0.003903         59        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    117/499      4.32G    0.01059   0.009297   0.003906         67        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
    117/499      4.32G    0.01059   0.009297   0.003906         67        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    117/499      4.32G    0.01059   0.009294   0.003892         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    117/499      4.32G    0.01059   0.009294   0.003892         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    117/499      4.32G     0.0106   0.009289   0.003887         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    117/499      4.32G     0.0106   0.009289   0.003887         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    117/499      4.32G     0.0106   0.009302     0.0039         88        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    117/499      4.32G     0.0106   0.009302     0.0039         88        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    117/499      4.32G     0.0106   0.009299   0.003888         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    117/499      4.32G     0.0106   0.009299   0.003888         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
    117/499      4.32G    0.01059   0.009295   0.003909         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
    117/499      4.32G    0.01059   0.009295   0.003909         80        640:  90%|######### | 152/168 [00:28<00:03,  5.21it/s]
    117/499      4.32G    0.01059   0.009303   0.003905         68        640:  90%|######### | 152/168 [00:29<00:03,  5.21it/s]
    117/499      4.32G    0.01059   0.009303   0.003905         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    117/499      4.32G    0.01058   0.009286   0.003894         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    117/499      4.32G    0.01058   0.009286   0.003894         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    117/499      4.32G    0.01059   0.009283   0.003883         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    117/499      4.32G    0.01059   0.009283   0.003883         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    117/499      4.32G    0.01059   0.009301   0.003881         92        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    117/499      4.32G    0.01059   0.009301   0.003881         92        640:  93%|#########2| 156/168 [00:29<00:02,  5.23it/s]
    117/499      4.32G     0.0106   0.009324   0.003873         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.23it/s]
    117/499      4.32G     0.0106   0.009324   0.003873         79        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    117/499      4.32G     0.0106   0.009338   0.003882         84        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    117/499      4.32G     0.0106   0.009338   0.003882         84        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    117/499      4.32G    0.01059   0.009331   0.003876         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    117/499      4.32G    0.01059   0.009331   0.003876         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    117/499      4.32G    0.01059   0.009341   0.003868         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    117/499      4.32G    0.01059   0.009341   0.003868         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    117/499      4.32G     0.0106   0.009345   0.003861         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    117/499      4.32G     0.0106   0.009345   0.003861         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    117/499      4.32G    0.01059   0.009339   0.003866         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    117/499      4.32G    0.01059   0.009339   0.003866         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    117/499      4.32G    0.01059   0.009337   0.003853         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.36it/s]
    117/499      4.32G    0.01059   0.009337   0.003853         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    117/499      4.32G    0.01059   0.009354   0.003864         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    117/499      4.32G    0.01059   0.009354   0.003864         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    117/499      4.32G     0.0106   0.009358   0.003855         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    117/499      4.32G     0.0106   0.009358   0.003855         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    117/499      4.32G    0.01061   0.009346   0.003901         54        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    117/499      4.32G    0.01061   0.009346   0.003901         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    117/499      4.32G    0.01061   0.009349   0.003902         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    117/499      4.32G    0.01061   0.009349   0.003902         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    117/499      4.32G     0.0106   0.009336   0.003917         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
    117/499      4.32G     0.0106   0.009336   0.003917         33        640: 100%|##########| 168/168 [00:32<00:00,  5.45it/s]
    117/499      4.32G     0.0106   0.009336   0.003917         33        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.54it/s]
                   all        132        263       0.88       0.86      0.886      0.767

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    118/499      4.32G   0.009861   0.008747   0.003073         57        640:   0%|          | 0/168 [00:00<?, ?it/s]
    118/499      4.32G   0.009861   0.008747   0.003073         57        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    118/499      4.32G    0.01004   0.009462   0.004819         69        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    118/499      4.32G    0.01004   0.009462   0.004819         69        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    118/499      4.32G   0.009912    0.00974   0.003879         77        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    118/499      4.32G   0.009912    0.00974   0.003879         77        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    118/499      4.32G    0.01002   0.008564   0.005439         44        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    118/499      4.32G    0.01002   0.008564   0.005439         44        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    118/499      4.32G   0.009993   0.008498   0.004763         64        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    118/499      4.32G   0.009993   0.008498   0.004763         64        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    118/499      4.32G    0.00994   0.008632   0.004634         71        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    118/499      4.32G    0.00994   0.008632   0.004634         71        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    118/499      4.32G    0.01019   0.009151   0.004445         83        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    118/499      4.32G    0.01019   0.009151   0.004445         83        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    118/499      4.32G    0.01022   0.009285   0.004125         77        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    118/499      4.32G    0.01022   0.009285   0.004125         77        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    118/499      4.32G    0.01035   0.009213   0.003734         53        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    118/499      4.32G    0.01035   0.009213   0.003734         53        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    118/499      4.32G    0.01056   0.009348   0.004268         69        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    118/499      4.32G    0.01056   0.009348   0.004268         69        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    118/499      4.32G    0.01054   0.009217   0.004186         63        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    118/499      4.32G    0.01054   0.009217   0.004186         63        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    118/499      4.32G    0.01051   0.009284   0.004084         79        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    118/499      4.32G    0.01051   0.009284   0.004084         79        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    118/499      4.32G    0.01053    0.00922   0.004292         55        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    118/499      4.32G    0.01053    0.00922   0.004292         55        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    118/499      4.32G    0.01059   0.009089   0.004275         51        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    118/499      4.32G    0.01059   0.009089   0.004275         51        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    118/499      4.32G    0.01058   0.008979   0.004186         51        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    118/499      4.32G    0.01058   0.008979   0.004186         51        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    118/499      4.32G    0.01068   0.009076   0.004137         66        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    118/499      4.32G    0.01068   0.009076   0.004137         66        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    118/499      4.32G    0.01058   0.009077   0.003963         72        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    118/499      4.32G    0.01058   0.009077   0.003963         72        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    118/499      4.32G    0.01048   0.008902   0.004052         61        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    118/499      4.32G    0.01048   0.008902   0.004052         61        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    118/499      4.32G    0.01066   0.008837   0.003949         52        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    118/499      4.32G    0.01066   0.008837   0.003949         52        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    118/499      4.32G     0.0107    0.00887   0.003947         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    118/499      4.32G     0.0107    0.00887   0.003947         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    118/499      4.32G     0.0108   0.008927   0.003898         65        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    118/499      4.32G     0.0108   0.008927   0.003898         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    118/499      4.32G    0.01079   0.008971   0.004004         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    118/499      4.32G    0.01079   0.008971   0.004004         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    118/499      4.32G    0.01079   0.008964   0.003899         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    118/499      4.32G    0.01079   0.008964   0.003899         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    118/499      4.32G    0.01073   0.008925   0.003902         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    118/499      4.32G    0.01073   0.008925   0.003902         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    118/499      4.32G    0.01076   0.008876   0.003872         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    118/499      4.32G    0.01076   0.008876   0.003872         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    118/499      4.32G    0.01073   0.008968   0.003929         82        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    118/499      4.32G    0.01073   0.008968   0.003929         82        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
    118/499      4.32G     0.0107   0.008954   0.003831         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
    118/499      4.32G     0.0107   0.008954   0.003831         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
    118/499      4.32G    0.01065   0.009062   0.003782         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
    118/499      4.32G    0.01065   0.009062   0.003782         76        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    118/499      4.32G    0.01059   0.009045   0.003742         61        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    118/499      4.32G    0.01059   0.009045   0.003742         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    118/499      4.32G    0.01054   0.009034   0.003706         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    118/499      4.32G    0.01054   0.009034   0.003706         79        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    118/499      4.32G    0.01064   0.009096   0.003832         75        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    118/499      4.32G    0.01064   0.009096   0.003832         75        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    118/499      4.32G     0.0106   0.009112   0.003838         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    118/499      4.32G     0.0106   0.009112   0.003838         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    118/499      4.32G    0.01057    0.00907    0.00382         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    118/499      4.32G    0.01057    0.00907    0.00382         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    118/499      4.32G    0.01058   0.009046   0.003833         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    118/499      4.32G    0.01058   0.009046   0.003833         69        640:  20%|##        | 34/168 [00:06<00:26,  5.10it/s]
    118/499      4.32G    0.01059    0.00907   0.003808         71        640:  20%|##        | 34/168 [00:06<00:26,  5.10it/s]
    118/499      4.32G    0.01059    0.00907   0.003808         71        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    118/499      4.32G    0.01058   0.009102    0.00377         75        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    118/499      4.32G    0.01058   0.009102    0.00377         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    118/499      4.32G    0.01059   0.009068   0.003731         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    118/499      4.32G    0.01059   0.009068   0.003731         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    118/499      4.32G    0.01063   0.009113   0.003709         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    118/499      4.32G    0.01063   0.009113   0.003709         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    118/499      4.32G    0.01059   0.009156   0.003723         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    118/499      4.32G    0.01059   0.009156   0.003723         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    118/499      4.32G     0.0106    0.00915    0.00372         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    118/499      4.32G     0.0106    0.00915    0.00372         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    118/499      4.32G     0.0106   0.009151   0.003724         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    118/499      4.32G     0.0106   0.009151   0.003724         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    118/499      4.32G    0.01059   0.009185   0.003736         72        640:  24%|##4       | 41/168 [00:08<00:24,  5.27it/s]
    118/499      4.32G    0.01059   0.009185   0.003736         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    118/499      4.32G    0.01058   0.009144    0.00371         49        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    118/499      4.32G    0.01058   0.009144    0.00371         49        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
    118/499      4.32G    0.01057   0.009172    0.00373         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
    118/499      4.32G    0.01057   0.009172    0.00373         83        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
    118/499      4.32G    0.01056   0.009228   0.003652         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
    118/499      4.32G    0.01056   0.009228   0.003652         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    118/499      4.32G    0.01061   0.009218   0.003646         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    118/499      4.32G    0.01061   0.009218   0.003646         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    118/499      4.32G     0.0106   0.009233   0.003666         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    118/499      4.32G     0.0106   0.009233   0.003666         79        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    118/499      4.32G    0.01061   0.009214   0.003653         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    118/499      4.32G    0.01061   0.009214   0.003653         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    118/499      4.32G    0.01062   0.009221    0.00364         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    118/499      4.32G    0.01062   0.009221    0.00364         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    118/499      4.32G    0.01059   0.009219   0.003623         78        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    118/499      4.32G    0.01059   0.009219   0.003623         78        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    118/499      4.32G    0.01061   0.009208   0.003732         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    118/499      4.32G    0.01061   0.009208   0.003732         70        640:  30%|###       | 51/168 [00:09<00:22,  5.21it/s]
    118/499      4.32G    0.01065   0.009214   0.003717         49        640:  30%|###       | 51/168 [00:09<00:22,  5.21it/s]
    118/499      4.32G    0.01065   0.009214   0.003717         49        640:  31%|###       | 52/168 [00:09<00:22,  5.08it/s]
    118/499      4.32G    0.01064   0.009193     0.0037         56        640:  31%|###       | 52/168 [00:10<00:22,  5.08it/s]
    118/499      4.32G    0.01064   0.009193     0.0037         56        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
    118/499      4.32G    0.01059   0.009186   0.003689         71        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
    118/499      4.32G    0.01059   0.009186   0.003689         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    118/499      4.32G    0.01062   0.009227   0.003627         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    118/499      4.32G    0.01062   0.009227   0.003627         74        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
    118/499      4.32G    0.01061   0.009212   0.003606         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
    118/499      4.32G    0.01061   0.009212   0.003606         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
    118/499      4.32G    0.01064   0.009215   0.003546         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
    118/499      4.32G    0.01064   0.009215   0.003546         63        640:  34%|###3      | 57/168 [00:10<00:21,  5.23it/s]
    118/499      4.32G    0.01064   0.009258   0.003527         71        640:  34%|###3      | 57/168 [00:11<00:21,  5.23it/s]
    118/499      4.32G    0.01064   0.009258   0.003527         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.07it/s]
    118/499      4.32G    0.01063   0.009266   0.003511         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.07it/s]
    118/499      4.32G    0.01063   0.009266   0.003511         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
    118/499      4.32G    0.01063   0.009301   0.003529         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
    118/499      4.32G    0.01063   0.009301   0.003529         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.22it/s]
    118/499      4.32G    0.01066   0.009304   0.003511         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.22it/s]
    118/499      4.32G    0.01066   0.009304   0.003511         60        640:  36%|###6      | 61/168 [00:11<00:21,  5.04it/s]
    118/499      4.32G    0.01066   0.009276   0.003528         64        640:  36%|###6      | 61/168 [00:11<00:21,  5.04it/s]
    118/499      4.32G    0.01066   0.009276   0.003528         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.15it/s]
    118/499      4.32G    0.01068   0.009264   0.003525         59        640:  37%|###6      | 62/168 [00:12<00:20,  5.15it/s]
    118/499      4.32G    0.01068   0.009264   0.003525         59        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    118/499      4.32G    0.01067   0.009256   0.003489         65        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    118/499      4.32G    0.01067   0.009256   0.003489         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
    118/499      4.32G    0.01067   0.009271   0.003486         81        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
    118/499      4.32G    0.01067   0.009271   0.003486         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    118/499      4.32G    0.01068   0.009242   0.003524         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    118/499      4.32G    0.01068   0.009242   0.003524         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.20it/s]
    118/499      4.32G    0.01066   0.009257   0.003529         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.20it/s]
    118/499      4.32G    0.01066   0.009257   0.003529         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.07it/s]
    118/499      4.32G    0.01067   0.009278   0.003531         72        640:  40%|###9      | 67/168 [00:13<00:19,  5.07it/s]
    118/499      4.32G    0.01067   0.009278   0.003531         72        640:  40%|####      | 68/168 [00:13<00:19,  5.17it/s]
    118/499      4.32G    0.01066   0.009294   0.003523         75        640:  40%|####      | 68/168 [00:13<00:19,  5.17it/s]
    118/499      4.32G    0.01066   0.009294   0.003523         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
    118/499      4.32G    0.01065   0.009269   0.003524         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.23it/s]
    118/499      4.32G    0.01065   0.009269   0.003524         58        640:  42%|####1     | 70/168 [00:13<00:19,  5.10it/s]
    118/499      4.32G    0.01066   0.009275   0.003526         63        640:  42%|####1     | 70/168 [00:13<00:19,  5.10it/s]
    118/499      4.32G    0.01066   0.009275   0.003526         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.14it/s]
    118/499      4.32G    0.01065   0.009272   0.003519         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.14it/s]
    118/499      4.32G    0.01065   0.009272   0.003519         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    118/499      4.32G    0.01064   0.009262   0.003522         62        640:  43%|####2     | 72/168 [00:14<00:18,  5.26it/s]
    118/499      4.32G    0.01064   0.009262   0.003522         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
    118/499      4.32G    0.01064   0.009268   0.003502         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
    118/499      4.32G    0.01064   0.009268   0.003502         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    118/499      4.32G    0.01063   0.009253   0.003497         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    118/499      4.32G    0.01063   0.009253   0.003497         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    118/499      4.32G    0.01061   0.009242    0.00349         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    118/499      4.32G    0.01061   0.009242    0.00349         65        640:  45%|####5     | 76/168 [00:14<00:18,  5.06it/s]
    118/499      4.32G    0.01062   0.009226   0.003491         57        640:  45%|####5     | 76/168 [00:14<00:18,  5.06it/s]
    118/499      4.32G    0.01062   0.009226   0.003491         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    118/499      4.32G    0.01061   0.009222   0.003508         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    118/499      4.32G    0.01061   0.009222   0.003508         69        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
    118/499      4.32G    0.01061   0.009228   0.003488         75        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
    118/499      4.32G    0.01061   0.009228   0.003488         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    118/499      4.32G    0.01058   0.009216   0.003493         56        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    118/499      4.32G    0.01058   0.009216   0.003493         56        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    118/499      4.32G    0.01059   0.009201   0.003506         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    118/499      4.32G    0.01059   0.009201   0.003506         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    118/499      4.32G     0.0106   0.009201   0.003495         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    118/499      4.32G     0.0106   0.009201   0.003495         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    118/499      4.32G    0.01061   0.009173   0.003522         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    118/499      4.32G    0.01061   0.009173   0.003522         57        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
    118/499      4.32G     0.0106   0.009198   0.003514         88        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
    118/499      4.32G     0.0106   0.009198   0.003514         88        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    118/499      4.32G    0.01058   0.009201   0.003512         77        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    118/499      4.32G    0.01058   0.009201   0.003512         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    118/499      4.32G    0.01056    0.00919   0.003494         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    118/499      4.32G    0.01056    0.00919   0.003494         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    118/499      4.32G    0.01056   0.009198   0.003479         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    118/499      4.32G    0.01056   0.009198   0.003479         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
    118/499      4.32G    0.01055   0.009211   0.003484         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
    118/499      4.32G    0.01055   0.009211   0.003484         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    118/499      4.32G    0.01054   0.009214   0.003468         67        640:  52%|#####2    | 88/168 [00:17<00:15,  5.18it/s]
    118/499      4.32G    0.01054   0.009214   0.003468         67        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    118/499      4.32G    0.01055   0.009244   0.003452         79        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    118/499      4.32G    0.01055   0.009244   0.003452         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    118/499      4.32G    0.01054   0.009234    0.00344         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    118/499      4.32G    0.01054   0.009234    0.00344         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    118/499      4.32G    0.01054   0.009245   0.003435         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    118/499      4.32G    0.01054   0.009245   0.003435         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    118/499      4.32G    0.01053   0.009263   0.003429         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    118/499      4.32G    0.01053   0.009263   0.003429         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    118/499      4.32G    0.01053   0.009258   0.003453         60        640:  55%|#####5    | 93/168 [00:18<00:14,  5.32it/s]
    118/499      4.32G    0.01053   0.009258   0.003453         60        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    118/499      4.32G    0.01053   0.009254   0.003484         64        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    118/499      4.32G    0.01053   0.009254   0.003484         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    118/499      4.32G    0.01053   0.009248   0.003502         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    118/499      4.32G    0.01053   0.009248   0.003502         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    118/499      4.32G    0.01053   0.009241   0.003496         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    118/499      4.32G    0.01053   0.009241   0.003496         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    118/499      4.32G    0.01054   0.009255   0.003476         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    118/499      4.32G    0.01054   0.009255   0.003476         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    118/499      4.32G    0.01056   0.009256   0.003523         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    118/499      4.32G    0.01056   0.009256   0.003523         57        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    118/499      4.32G    0.01054   0.009243   0.003499         60        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
    118/499      4.32G    0.01054   0.009243   0.003499         60        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    118/499      4.32G    0.01052   0.009222   0.003487         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    118/499      4.32G    0.01052   0.009222   0.003487         61        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    118/499      4.32G    0.01052   0.009208   0.003509         55        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    118/499      4.32G    0.01052   0.009208   0.003509         55        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    118/499      4.32G    0.01052   0.009209   0.003541         71        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    118/499      4.32G    0.01052   0.009209   0.003541         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    118/499      4.32G    0.01052   0.009243   0.003547        102        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    118/499      4.32G    0.01052   0.009243   0.003547        102        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    118/499      4.32G    0.01051   0.009223   0.003545         54        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
    118/499      4.32G    0.01051   0.009223   0.003545         54        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    118/499      4.32G    0.01051   0.009236   0.003534         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    118/499      4.32G    0.01051   0.009236   0.003534         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    118/499      4.32G    0.01051   0.009246    0.00354         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    118/499      4.32G    0.01051   0.009246    0.00354         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
    118/499      4.32G    0.01053   0.009252   0.003527         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
    118/499      4.32G    0.01053   0.009252   0.003527         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    118/499      4.32G    0.01053   0.009267   0.003524         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    118/499      4.32G    0.01053   0.009267   0.003524         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
    118/499      4.32G    0.01052   0.009245   0.003502         58        640:  65%|######4   | 109/168 [00:21<00:11,  5.14it/s]
    118/499      4.32G    0.01052   0.009245   0.003502         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
    118/499      4.32G    0.01052    0.00924   0.003515         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
    118/499      4.32G    0.01052    0.00924   0.003515         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
    118/499      4.32G    0.01053   0.009236   0.003514         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
    118/499      4.32G    0.01053   0.009236   0.003514         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
    118/499      4.32G    0.01052   0.009221   0.003534         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
    118/499      4.32G    0.01052   0.009221   0.003534         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    118/499      4.32G    0.01055    0.00922   0.003548         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    118/499      4.32G    0.01055    0.00922   0.003548         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.23it/s]
    118/499      4.32G    0.01053   0.009237   0.003546         99        640:  68%|######7   | 114/168 [00:22<00:10,  5.23it/s]
    118/499      4.32G    0.01053   0.009237   0.003546         99        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
    118/499      4.32G    0.01054   0.009239   0.003545         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
    118/499      4.32G    0.01054   0.009239   0.003545         64        640:  69%|######9   | 116/168 [00:22<00:10,  5.18it/s]
    118/499      4.32G    0.01057   0.009238   0.003576         69        640:  69%|######9   | 116/168 [00:22<00:10,  5.18it/s]
    118/499      4.32G    0.01057   0.009238   0.003576         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.22it/s]
    118/499      4.32G    0.01056   0.009242   0.003588         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.22it/s]
    118/499      4.32G    0.01056   0.009242   0.003588         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.09it/s]
    118/499      4.32G    0.01054   0.009226   0.003595         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.09it/s]
    118/499      4.32G    0.01054   0.009226   0.003595         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    118/499      4.32G    0.01054   0.009244   0.003606         89        640:  71%|#######   | 119/168 [00:23<00:09,  5.20it/s]
    118/499      4.32G    0.01054   0.009244   0.003606         89        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    118/499      4.32G    0.01054   0.009264   0.003593         87        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    118/499      4.32G    0.01054   0.009264   0.003593         87        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    118/499      4.32G    0.01052    0.00926   0.003592         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    118/499      4.32G    0.01052    0.00926   0.003592         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    118/499      4.32G    0.01052   0.009254   0.003593         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    118/499      4.32G    0.01052   0.009254   0.003593         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    118/499      4.32G    0.01053   0.009256   0.003578         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    118/499      4.32G    0.01053   0.009256   0.003578         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    118/499      4.32G    0.01052   0.009251   0.003559         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    118/499      4.32G    0.01052   0.009251   0.003559         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    118/499      4.32G    0.01051   0.009252   0.003549         64        640:  74%|#######4  | 125/168 [00:24<00:08,  5.19it/s]
    118/499      4.32G    0.01051   0.009252   0.003549         64        640:  75%|#######5  | 126/168 [00:24<00:08,  5.21it/s]
    118/499      4.32G    0.01051   0.009254   0.003549         77        640:  75%|#######5  | 126/168 [00:24<00:08,  5.21it/s]
    118/499      4.32G    0.01051   0.009254   0.003549         77        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    118/499      4.32G    0.01051   0.009242   0.003549         66        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    118/499      4.32G    0.01051   0.009242   0.003549         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.20it/s]
    118/499      4.32G     0.0105    0.00926   0.003545         93        640:  76%|#######6  | 128/168 [00:24<00:07,  5.20it/s]
    118/499      4.32G     0.0105    0.00926   0.003545         93        640:  77%|#######6  | 129/168 [00:24<00:07,  5.22it/s]
    118/499      4.32G    0.01051   0.009266   0.003559         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.22it/s]
    118/499      4.32G    0.01051   0.009266   0.003559         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    118/499      4.32G    0.01051   0.009275   0.003563         78        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    118/499      4.32G    0.01051   0.009275   0.003563         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    118/499      4.32G    0.01051   0.009276   0.003543         64        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    118/499      4.32G    0.01051   0.009276   0.003543         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    118/499      4.32G     0.0105   0.009274   0.003547         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    118/499      4.32G     0.0105   0.009274   0.003547         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
    118/499      4.32G     0.0105   0.009274   0.003563         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
    118/499      4.32G     0.0105   0.009274   0.003563         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    118/499      4.32G     0.0105   0.009281   0.003563         84        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    118/499      4.32G     0.0105   0.009281   0.003563         84        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    118/499      4.32G    0.01051     0.0093   0.003574         69        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
    118/499      4.32G    0.01051     0.0093   0.003574         69        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    118/499      4.32G    0.01051   0.009296   0.003564         60        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    118/499      4.32G    0.01051   0.009296   0.003564         60        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    118/499      4.32G    0.01052   0.009293   0.003559         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    118/499      4.32G    0.01052   0.009293   0.003559         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    118/499      4.32G    0.01052   0.009281   0.003584         56        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    118/499      4.32G    0.01052   0.009281   0.003584         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    118/499      4.32G    0.01051   0.009268   0.003617         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    118/499      4.32G    0.01051   0.009268   0.003617         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    118/499      4.32G    0.01051   0.009254   0.003637         62        640:  83%|########3 | 140/168 [00:27<00:05,  5.26it/s]
    118/499      4.32G    0.01051   0.009254   0.003637         62        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    118/499      4.32G    0.01051   0.009261   0.003632         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    118/499      4.32G    0.01051   0.009261   0.003632         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    118/499      4.32G     0.0105   0.009253   0.003633         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    118/499      4.32G     0.0105   0.009253   0.003633         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    118/499      4.32G    0.01051   0.009253   0.003619         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    118/499      4.32G    0.01051   0.009253   0.003619         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    118/499      4.32G    0.01051   0.009265   0.003633         82        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    118/499      4.32G    0.01051   0.009265   0.003633         82        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    118/499      4.32G    0.01051   0.009258   0.003647         71        640:  86%|########6 | 145/168 [00:28<00:04,  5.17it/s]
    118/499      4.32G    0.01051   0.009258   0.003647         71        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    118/499      4.32G    0.01051   0.009242   0.003641         50        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    118/499      4.32G    0.01051   0.009242   0.003641         50        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    118/499      4.32G    0.01052   0.009226   0.003625         54        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    118/499      4.32G    0.01052   0.009226   0.003625         54        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    118/499      4.32G    0.01052    0.00924   0.003634         83        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    118/499      4.32G    0.01052    0.00924   0.003634         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    118/499      4.32G    0.01051   0.009233   0.003631         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    118/499      4.32G    0.01051   0.009233   0.003631         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    118/499      4.32G    0.01053   0.009239   0.003646         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    118/499      4.32G    0.01053   0.009239   0.003646         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    118/499      4.32G    0.01053   0.009256   0.003649         86        640:  90%|########9 | 151/168 [00:29<00:03,  5.16it/s]
    118/499      4.32G    0.01053   0.009256   0.003649         86        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    118/499      4.32G    0.01053   0.009241   0.003642         56        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    118/499      4.32G    0.01053   0.009241   0.003642         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    118/499      4.32G    0.01053   0.009228   0.003648         53        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    118/499      4.32G    0.01053   0.009228   0.003648         53        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    118/499      4.32G    0.01053   0.009229   0.003647         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    118/499      4.32G    0.01053   0.009229   0.003647         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    118/499      4.32G    0.01054   0.009223   0.003637         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    118/499      4.32G    0.01054   0.009223   0.003637         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    118/499      4.32G    0.01053    0.00924   0.003635         77        640:  93%|#########2| 156/168 [00:30<00:02,  5.34it/s]
    118/499      4.32G    0.01053    0.00924   0.003635         77        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    118/499      4.32G    0.01052   0.009234   0.003637         75        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    118/499      4.32G    0.01052   0.009234   0.003637         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    118/499      4.32G    0.01051   0.009233   0.003626         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    118/499      4.32G    0.01051   0.009233   0.003626         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
    118/499      4.32G    0.01052   0.009226   0.003634         52        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
    118/499      4.32G    0.01052   0.009226   0.003634         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    118/499      4.32G    0.01052   0.009224   0.003635         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    118/499      4.32G    0.01052   0.009224   0.003635         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.16it/s]
    118/499      4.32G    0.01051   0.009224   0.003633         74        640:  96%|#########5| 161/168 [00:31<00:01,  5.16it/s]
    118/499      4.32G    0.01051   0.009224   0.003633         74        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
    118/499      4.32G    0.01051   0.009231   0.003635         70        640:  96%|#########6| 162/168 [00:31<00:01,  5.27it/s]
    118/499      4.32G    0.01051   0.009231   0.003635         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    118/499      4.32G    0.01051   0.009234   0.003659         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    118/499      4.32G    0.01051   0.009234   0.003659         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
    118/499      4.32G    0.01051   0.009237   0.003653         82        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
    118/499      4.32G    0.01051   0.009237   0.003653         82        640:  98%|#########8| 165/168 [00:31<00:00,  5.22it/s]
    118/499      4.32G    0.01051   0.009242   0.003656         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.22it/s]
    118/499      4.32G    0.01051   0.009242   0.003656         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.07it/s]
    118/499      4.32G     0.0105   0.009257   0.003653         83        640:  99%|#########8| 166/168 [00:32<00:00,  5.07it/s]
    118/499      4.32G     0.0105   0.009257   0.003653         83        640:  99%|#########9| 167/168 [00:32<00:00,  5.19it/s]
    118/499      4.32G     0.0105   0.009251   0.003662         25        640:  99%|#########9| 167/168 [00:32<00:00,  5.19it/s]
    118/499      4.32G     0.0105   0.009251   0.003662         25        640: 100%|##########| 168/168 [00:32<00:00,  5.39it/s]
    118/499      4.32G     0.0105   0.009251   0.003662         25        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.848      0.894      0.904       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    119/499      4.32G    0.01062   0.009232   0.005751         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
    119/499      4.32G    0.01062   0.009232   0.005751         73        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    119/499      4.32G    0.01023   0.009009   0.005048         65        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    119/499      4.32G    0.01023   0.009009   0.005048         65        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    119/499      4.32G    0.01025   0.009704   0.004087         70        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    119/499      4.32G    0.01025   0.009704   0.004087         70        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
    119/499      4.32G     0.0105   0.009866   0.004082         76        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
    119/499      4.32G     0.0105   0.009866   0.004082         76        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    119/499      4.32G    0.01046   0.009825    0.00437         67        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    119/499      4.32G    0.01046   0.009825    0.00437         67        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    119/499      4.32G    0.01021    0.00974   0.004408         73        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    119/499      4.32G    0.01021    0.00974   0.004408         73        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    119/499      4.32G    0.01022   0.009554   0.004162         71        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    119/499      4.32G    0.01022   0.009554   0.004162         71        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    119/499      4.32G    0.01047   0.009706   0.004079         73        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    119/499      4.32G    0.01047   0.009706   0.004079         73        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    119/499      4.32G    0.01036   0.009703   0.003858         66        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    119/499      4.32G    0.01036   0.009703   0.003858         66        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    119/499      4.32G    0.01037   0.009764   0.003738         68        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    119/499      4.32G    0.01037   0.009764   0.003738         68        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    119/499      4.32G    0.01032   0.009731   0.003965         67        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    119/499      4.32G    0.01032   0.009731   0.003965         67        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    119/499      4.32G    0.01047   0.009729   0.004134         60        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    119/499      4.32G    0.01047   0.009729   0.004134         60        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    119/499      4.32G    0.01057    0.00959   0.004218         58        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    119/499      4.32G    0.01057    0.00959   0.004218         58        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    119/499      4.32G     0.0105   0.009636   0.004175         88        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    119/499      4.32G     0.0105   0.009636   0.004175         88        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    119/499      4.32G    0.01054   0.009763   0.004093         87        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    119/499      4.32G    0.01054   0.009763   0.004093         87        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    119/499      4.32G    0.01053   0.009844    0.00428         68        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    119/499      4.32G    0.01053   0.009844    0.00428         68        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    119/499      4.32G    0.01043   0.009691    0.00435         60        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    119/499      4.32G    0.01043   0.009691    0.00435         60        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    119/499      4.32G    0.01045   0.009575   0.004265         56        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    119/499      4.32G    0.01045   0.009575   0.004265         56        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    119/499      4.32G    0.01044   0.009495   0.004168         68        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    119/499      4.32G    0.01044   0.009495   0.004168         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    119/499      4.32G    0.01049   0.009407   0.004103         53        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    119/499      4.32G    0.01049   0.009407   0.004103         53        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    119/499      4.32G    0.01045    0.00933   0.004262         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    119/499      4.32G    0.01045    0.00933   0.004262         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    119/499      4.32G    0.01042   0.009215   0.004241         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    119/499      4.32G    0.01042   0.009215   0.004241         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    119/499      4.32G    0.01038   0.009218   0.004146         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    119/499      4.32G    0.01038   0.009218   0.004146         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    119/499      4.32G    0.01053   0.009102   0.004268         52        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    119/499      4.32G    0.01053   0.009102   0.004268         52        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    119/499      4.32G    0.01061   0.009164   0.004173         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    119/499      4.32G    0.01061   0.009164   0.004173         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    119/499      4.32G    0.01053   0.009131   0.004186         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    119/499      4.32G    0.01053   0.009131   0.004186         72        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
    119/499      4.32G    0.01052   0.009164   0.004142         69        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
    119/499      4.32G    0.01052   0.009164   0.004142         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    119/499      4.32G    0.01055   0.009129   0.004291         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    119/499      4.32G    0.01055   0.009129   0.004291         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    119/499      4.32G    0.01049   0.009121   0.004256         82        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    119/499      4.32G    0.01049   0.009121   0.004256         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    119/499      4.32G    0.01052   0.009129   0.004125         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    119/499      4.32G    0.01052   0.009129   0.004125         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    119/499      4.32G    0.01055   0.009097   0.004204         50        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    119/499      4.32G    0.01055   0.009097   0.004204         50        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    119/499      4.32G    0.01052   0.009073   0.004217         77        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    119/499      4.32G    0.01052   0.009073   0.004217         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    119/499      4.32G    0.01052   0.009154   0.004252         92        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    119/499      4.32G    0.01052   0.009154   0.004252         92        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    119/499      4.32G    0.01056   0.009181   0.004216         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    119/499      4.32G    0.01056   0.009181   0.004216         70        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    119/499      4.32G    0.01056   0.009202   0.004304         75        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    119/499      4.32G    0.01056   0.009202   0.004304         75        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    119/499      4.32G    0.01059   0.009278   0.004369         66        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    119/499      4.32G    0.01059   0.009278   0.004369         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    119/499      4.32G    0.01059   0.009273   0.004355         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    119/499      4.32G    0.01059   0.009273   0.004355         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    119/499      4.32G    0.01063   0.009269   0.004358         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    119/499      4.32G    0.01063   0.009269   0.004358         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    119/499      4.32G    0.01064   0.009308    0.00432         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    119/499      4.32G    0.01064   0.009308    0.00432         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    119/499      4.32G    0.01069   0.009291   0.004271         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    119/499      4.32G    0.01069   0.009291   0.004271         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    119/499      4.32G    0.01067   0.009245   0.004277         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    119/499      4.32G    0.01067   0.009245   0.004277         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    119/499      4.32G    0.01075   0.009258   0.004262         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    119/499      4.32G    0.01075   0.009258   0.004262         79        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
    119/499      4.32G    0.01071   0.009276    0.00423         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    119/499      4.32G    0.01071   0.009276    0.00423         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    119/499      4.32G    0.01072   0.009252   0.004172         58        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    119/499      4.32G    0.01072   0.009252   0.004172         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    119/499      4.32G    0.01069   0.009236   0.004127         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    119/499      4.32G    0.01069   0.009236   0.004127         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    119/499      4.32G    0.01068   0.009227   0.004131         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    119/499      4.32G    0.01068   0.009227   0.004131         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    119/499      4.32G    0.01069   0.009273   0.004149         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    119/499      4.32G    0.01069   0.009273   0.004149         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    119/499      4.32G    0.01068   0.009271    0.00412         63        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    119/499      4.32G    0.01068   0.009271    0.00412         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    119/499      4.32G    0.01065   0.009261   0.004099         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    119/499      4.32G    0.01065   0.009261   0.004099         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    119/499      4.32G    0.01061   0.009254   0.004044         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    119/499      4.32G    0.01061   0.009254   0.004044         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    119/499      4.32G    0.01058   0.009249    0.00402         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    119/499      4.32G    0.01058   0.009249    0.00402         62        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    119/499      4.32G    0.01057   0.009306   0.004057         92        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    119/499      4.32G    0.01057   0.009306   0.004057         92        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
    119/499      4.32G    0.01055   0.009285   0.004045         62        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    119/499      4.32G    0.01055   0.009285   0.004045         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.21it/s]
    119/499      4.32G    0.01054   0.009253   0.003994         58        640:  32%|###1      | 53/168 [00:10<00:22,  5.21it/s]
    119/499      4.32G    0.01054   0.009253   0.003994         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.22it/s]
    119/499      4.32G    0.01053    0.00924   0.003966         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.22it/s]
    119/499      4.32G    0.01053    0.00924   0.003966         64        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    119/499      4.32G    0.01053   0.009228   0.003918         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    119/499      4.32G    0.01053   0.009228   0.003918         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    119/499      4.32G    0.01054   0.009281   0.003932         90        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    119/499      4.32G    0.01054   0.009281   0.003932         90        640:  34%|###3      | 57/168 [00:10<00:21,  5.23it/s]
    119/499      4.32G    0.01055   0.009328   0.003878         72        640:  34%|###3      | 57/168 [00:11<00:21,  5.23it/s]
    119/499      4.32G    0.01055   0.009328   0.003878         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    119/499      4.32G    0.01055   0.009303   0.003888         57        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    119/499      4.32G    0.01055   0.009303   0.003888         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    119/499      4.32G    0.01056   0.009337   0.003854         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    119/499      4.32G    0.01056   0.009337   0.003854         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    119/499      4.32G    0.01056   0.009311   0.003868         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    119/499      4.32G    0.01056   0.009311   0.003868         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    119/499      4.32G    0.01054   0.009306   0.003877         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    119/499      4.32G    0.01054   0.009306   0.003877         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    119/499      4.32G    0.01053   0.009302   0.003828         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    119/499      4.32G    0.01053   0.009302   0.003828         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
    119/499      4.32G    0.01051   0.009236   0.003819         46        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    119/499      4.32G    0.01051   0.009236   0.003819         46        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    119/499      4.32G    0.01054   0.009224   0.003828         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    119/499      4.32G    0.01054   0.009224   0.003828         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    119/499      4.32G    0.01055   0.009255   0.003845         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    119/499      4.32G    0.01055   0.009255   0.003845         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    119/499      4.32G    0.01056   0.009287   0.003843         88        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    119/499      4.32G    0.01056   0.009287   0.003843         88        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    119/499      4.32G    0.01057   0.009309   0.003878         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    119/499      4.32G    0.01057   0.009309   0.003878         59        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    119/499      4.32G    0.01057   0.009316   0.003891         72        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    119/499      4.32G    0.01057   0.009316   0.003891         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    119/499      4.32G    0.01059   0.009298   0.003877         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    119/499      4.32G    0.01059   0.009298   0.003877         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    119/499      4.32G    0.01059   0.009313   0.003865         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    119/499      4.32G    0.01059   0.009313   0.003865         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    119/499      4.32G    0.01057   0.009272   0.003825         50        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    119/499      4.32G    0.01057   0.009272   0.003825         50        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    119/499      4.32G    0.01056   0.009314   0.003811         80        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    119/499      4.32G    0.01056   0.009314   0.003811         80        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    119/499      4.32G    0.01055   0.009309   0.003822         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
    119/499      4.32G    0.01055   0.009309   0.003822         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    119/499      4.32G    0.01053   0.009291    0.00379         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    119/499      4.32G    0.01053   0.009291    0.00379         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    119/499      4.32G    0.01051   0.009292   0.003769         87        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    119/499      4.32G    0.01051   0.009292   0.003769         87        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
    119/499      4.32G    0.01049   0.009268   0.003784         62        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
    119/499      4.32G    0.01049   0.009268   0.003784         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
    119/499      4.32G    0.01048   0.009265   0.003757         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
    119/499      4.32G    0.01048   0.009265   0.003757         70        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    119/499      4.32G    0.01048   0.009256   0.003756         65        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    119/499      4.32G    0.01048   0.009256   0.003756         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    119/499      4.32G    0.01048    0.00924   0.003732         59        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    119/499      4.32G    0.01048    0.00924   0.003732         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    119/499      4.32G    0.01047   0.009213   0.003737         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    119/499      4.32G    0.01047   0.009213   0.003737         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    119/499      4.32G    0.01045   0.009182   0.003721         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    119/499      4.32G    0.01045   0.009182   0.003721         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    119/499      4.32G    0.01045   0.009177   0.003701         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    119/499      4.32G    0.01045   0.009177   0.003701         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
    119/499      4.32G    0.01044   0.009178   0.003688         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
    119/499      4.32G    0.01044   0.009178   0.003688         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    119/499      4.32G    0.01043   0.009181    0.00368         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    119/499      4.32G    0.01043   0.009181    0.00368         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    119/499      4.32G    0.01041   0.009159   0.003681         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    119/499      4.32G    0.01041   0.009159   0.003681         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    119/499      4.32G     0.0104   0.009158   0.003656         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    119/499      4.32G     0.0104   0.009158   0.003656         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    119/499      4.32G     0.0104   0.009158   0.003657         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    119/499      4.32G     0.0104   0.009158   0.003657         81        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    119/499      4.32G    0.01038   0.009136   0.003655         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    119/499      4.32G    0.01038   0.009136   0.003655         64        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    119/499      4.32G    0.01039   0.009136   0.003634         65        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    119/499      4.32G    0.01039   0.009136   0.003634         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    119/499      4.32G    0.01039   0.009159   0.003653         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    119/499      4.32G    0.01039   0.009159   0.003653         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    119/499      4.32G     0.0104   0.009168   0.003642         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    119/499      4.32G     0.0104   0.009168   0.003642         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    119/499      4.32G     0.0104   0.009175   0.003637         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    119/499      4.32G     0.0104   0.009175   0.003637         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    119/499      4.32G    0.01041    0.00917   0.003649         62        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    119/499      4.32G    0.01041    0.00917   0.003649         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
    119/499      4.32G    0.01039   0.009166   0.003638         77        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    119/499      4.32G    0.01039   0.009166   0.003638         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    119/499      4.32G    0.01038   0.009174   0.003644         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    119/499      4.32G    0.01038   0.009174   0.003644         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    119/499      4.32G    0.01038   0.009193   0.003647         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    119/499      4.32G    0.01038   0.009193   0.003647         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    119/499      4.32G    0.01038   0.009166   0.003657         53        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    119/499      4.32G    0.01038   0.009166   0.003657         53        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    119/499      4.32G    0.01037   0.009179   0.003638         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    119/499      4.32G    0.01037   0.009179   0.003638         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    119/499      4.32G    0.01037   0.009202    0.00365         88        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
    119/499      4.32G    0.01037   0.009202    0.00365         88        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    119/499      4.32G    0.01036   0.009196   0.003731         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    119/499      4.32G    0.01036   0.009196   0.003731         64        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    119/499      4.32G    0.01038   0.009191   0.003726         61        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    119/499      4.32G    0.01038   0.009191   0.003726         61        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    119/499      4.32G    0.01038   0.009198   0.003748         64        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    119/499      4.32G    0.01038   0.009198   0.003748         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    119/499      4.32G    0.01039   0.009186   0.003763         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    119/499      4.32G    0.01039   0.009186   0.003763         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    119/499      4.32G    0.01039   0.009191   0.003756         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    119/499      4.32G    0.01039   0.009191   0.003756         73        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
    119/499      4.32G    0.01038   0.009178   0.003775         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    119/499      4.32G    0.01038   0.009178   0.003775         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    119/499      4.32G    0.01038   0.009188   0.003784         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    119/499      4.32G    0.01038   0.009188   0.003784         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    119/499      4.32G     0.0104   0.009183   0.003794         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    119/499      4.32G     0.0104   0.009183   0.003794         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    119/499      4.32G    0.01039   0.009166   0.003785         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    119/499      4.32G    0.01039   0.009166   0.003785         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    119/499      4.32G    0.01039   0.009156   0.003792         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    119/499      4.32G    0.01039   0.009156   0.003792         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    119/499      4.32G    0.01038   0.009156   0.003787         70        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
    119/499      4.32G    0.01038   0.009156   0.003787         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    119/499      4.32G    0.01041   0.009167   0.003788         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    119/499      4.32G    0.01041   0.009167   0.003788         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    119/499      4.32G     0.0104   0.009178   0.003791         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    119/499      4.32G     0.0104   0.009178   0.003791         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    119/499      4.32G    0.01039   0.009168   0.003778         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    119/499      4.32G    0.01039   0.009168   0.003778         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.22it/s]
    119/499      4.32G     0.0104   0.009158   0.003754         54        640:  68%|######7   | 114/168 [00:21<00:10,  5.22it/s]
    119/499      4.32G     0.0104   0.009158   0.003754         54        640:  68%|######8   | 115/168 [00:21<00:10,  5.12it/s]
    119/499      4.32G     0.0104   0.009165   0.003742         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
    119/499      4.32G     0.0104   0.009165   0.003742         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
    119/499      4.32G     0.0104    0.00918   0.003737         79        640:  69%|######9   | 116/168 [00:22<00:09,  5.23it/s]
    119/499      4.32G     0.0104    0.00918   0.003737         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    119/499      4.32G    0.01041   0.009177   0.003766         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    119/499      4.32G    0.01041   0.009177   0.003766         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    119/499      4.32G    0.01041   0.009169   0.003768         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    119/499      4.32G    0.01041   0.009169   0.003768         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    119/499      4.32G    0.01041   0.009167    0.00377         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    119/499      4.32G    0.01041   0.009167    0.00377         69        640:  71%|#######1  | 120/168 [00:22<00:09,  5.27it/s]
    119/499      4.32G    0.01041   0.009174   0.003752         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
    119/499      4.32G    0.01041   0.009174   0.003752         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    119/499      4.32G    0.01041   0.009167   0.003727         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    119/499      4.32G    0.01041   0.009167   0.003727         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    119/499      4.32G    0.01041   0.009159   0.003747         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.22it/s]
    119/499      4.32G    0.01041   0.009159   0.003747         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    119/499      4.32G    0.01041   0.009137   0.003751         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    119/499      4.32G    0.01041   0.009137   0.003751         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    119/499      4.32G     0.0104   0.009129   0.003746         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    119/499      4.32G     0.0104   0.009129   0.003746         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    119/499      4.32G    0.01039   0.009121   0.003746         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    119/499      4.32G    0.01039   0.009121   0.003746         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.29it/s]
    119/499      4.32G    0.01039   0.009122   0.003766         81        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    119/499      4.32G    0.01039   0.009122   0.003766         81        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    119/499      4.32G    0.01039   0.009139   0.003764         91        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    119/499      4.32G    0.01039   0.009139   0.003764         91        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    119/499      4.32G    0.01038   0.009144   0.003772         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    119/499      4.32G    0.01038   0.009144   0.003772         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    119/499      4.32G    0.01037   0.009139   0.003783         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    119/499      4.32G    0.01037   0.009139   0.003783         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    119/499      4.32G    0.01036   0.009133   0.003787         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    119/499      4.32G    0.01036   0.009133   0.003787         66        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    119/499      4.32G    0.01036   0.009162   0.003781         77        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
    119/499      4.32G    0.01036   0.009162   0.003781         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    119/499      4.32G    0.01036   0.009172   0.003782         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    119/499      4.32G    0.01036   0.009172   0.003782         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    119/499      4.32G    0.01036   0.009173   0.003782         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    119/499      4.32G    0.01036   0.009173   0.003782         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    119/499      4.32G    0.01036   0.009181   0.003787         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    119/499      4.32G    0.01036   0.009181   0.003787         71        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    119/499      4.32G    0.01036   0.009188   0.003776         83        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    119/499      4.32G    0.01036   0.009188   0.003776         83        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    119/499      4.32G    0.01035   0.009187   0.003769         72        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
    119/499      4.32G    0.01035   0.009187   0.003769         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    119/499      4.32G    0.01035   0.009188   0.003751         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    119/499      4.32G    0.01035   0.009188   0.003751         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    119/499      4.32G    0.01034    0.00919   0.003733         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    119/499      4.32G    0.01034    0.00919   0.003733         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    119/499      4.32G    0.01034    0.00919   0.003742         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    119/499      4.32G    0.01034    0.00919   0.003742         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    119/499      4.32G    0.01034   0.009219   0.003744         94        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    119/499      4.32G    0.01034   0.009219   0.003744         94        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    119/499      4.32G    0.01034   0.009215   0.003732         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    119/499      4.32G    0.01034   0.009215   0.003732         67        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
    119/499      4.32G    0.01032   0.009204   0.003739         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    119/499      4.32G    0.01032   0.009204   0.003739         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    119/499      4.32G    0.01031    0.00919   0.003753         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    119/499      4.32G    0.01031    0.00919   0.003753         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    119/499      4.32G    0.01032   0.009214   0.003746         86        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    119/499      4.32G    0.01032   0.009214   0.003746         86        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    119/499      4.32G    0.01031   0.009206    0.00374         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    119/499      4.32G    0.01031   0.009206    0.00374         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    119/499      4.32G    0.01031   0.009215   0.003762         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    119/499      4.32G    0.01031   0.009215   0.003762         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    119/499      4.32G    0.01031   0.009223   0.003765         80        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    119/499      4.32G    0.01031   0.009223   0.003765         80        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    119/499      4.32G    0.01031   0.009225   0.003759         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    119/499      4.32G    0.01031   0.009225   0.003759         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    119/499      4.32G     0.0103   0.009223   0.003754         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    119/499      4.32G     0.0103   0.009223   0.003754         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    119/499      4.32G    0.01029   0.009219   0.003756         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    119/499      4.32G    0.01029   0.009219   0.003756         56        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    119/499      4.32G    0.01029   0.009229   0.003752         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    119/499      4.32G    0.01029   0.009229   0.003752         77        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    119/499      4.32G    0.01028   0.009227   0.003751         68        640:  90%|######### | 152/168 [00:29<00:03,  5.33it/s]
    119/499      4.32G    0.01028   0.009227   0.003751         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    119/499      4.32G    0.01028   0.009224   0.003737         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    119/499      4.32G    0.01028   0.009224   0.003737         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    119/499      4.32G    0.01028   0.009224   0.003735         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    119/499      4.32G    0.01028   0.009224   0.003735         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    119/499      4.32G    0.01027   0.009219   0.003716         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    119/499      4.32G    0.01027   0.009219   0.003716         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    119/499      4.32G    0.01027   0.009218   0.003716         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    119/499      4.32G    0.01027   0.009218   0.003716         63        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    119/499      4.32G    0.01028   0.009213   0.003724         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
    119/499      4.32G    0.01028   0.009213   0.003724         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    119/499      4.32G    0.01028   0.009222   0.003724         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    119/499      4.32G    0.01028   0.009222   0.003724         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    119/499      4.32G    0.01027   0.009226   0.003722         75        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    119/499      4.32G    0.01027   0.009226   0.003722         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.05it/s]
    119/499      4.32G    0.01028   0.009224   0.003729         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.05it/s]
    119/499      4.32G    0.01028   0.009224   0.003729         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.18it/s]
    119/499      4.32G    0.01026   0.009224   0.003752         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.18it/s]
    119/499      4.32G    0.01026   0.009224   0.003752         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.26it/s]
    119/499      4.32G    0.01027   0.009219   0.003758         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.26it/s]
    119/499      4.32G    0.01027   0.009219   0.003758         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.15it/s]
    119/499      4.32G    0.01027   0.009215   0.003756         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    119/499      4.32G    0.01027   0.009215   0.003756         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    119/499      4.32G    0.01027   0.009213   0.003754         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    119/499      4.32G    0.01027   0.009213   0.003754         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    119/499      4.32G    0.01027   0.009212   0.003755         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    119/499      4.32G    0.01027   0.009212   0.003755         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    119/499      4.32G    0.01029   0.009208   0.003754         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    119/499      4.32G    0.01029   0.009208   0.003754         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    119/499      4.32G    0.01027   0.009198    0.00376         29        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    119/499      4.32G    0.01027   0.009198    0.00376         29        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
    119/499      4.32G    0.01027   0.009198    0.00376         29        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.817      0.879      0.883      0.777

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    120/499      4.32G    0.01097   0.009922   0.002967         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
    120/499      4.32G    0.01097   0.009922   0.002967         70        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    120/499      4.32G    0.01094    0.01027   0.003791         79        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    120/499      4.32G    0.01094    0.01027   0.003791         79        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    120/499      4.32G    0.01082   0.009191   0.004032         57        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    120/499      4.32G    0.01082   0.009191   0.004032         57        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    120/499      4.32G    0.01031   0.009479   0.003619         88        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    120/499      4.32G    0.01031   0.009479   0.003619         88        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    120/499      4.32G    0.01051   0.009729   0.003175         83        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    120/499      4.32G    0.01051   0.009729   0.003175         83        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    120/499      4.32G    0.01051   0.009603   0.003928         69        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    120/499      4.32G    0.01051   0.009603   0.003928         69        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    120/499      4.32G    0.01074   0.009747   0.004439         68        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    120/499      4.32G    0.01074   0.009747   0.004439         68        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    120/499      4.32G    0.01073   0.009611   0.004153         61        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    120/499      4.32G    0.01073   0.009611   0.004153         61        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    120/499      4.32G     0.0107   0.009361    0.00402         58        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    120/499      4.32G     0.0107   0.009361    0.00402         58        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    120/499      4.32G    0.01061   0.009364    0.00392         63        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    120/499      4.32G    0.01061   0.009364    0.00392         63        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    120/499      4.32G    0.01069   0.009203   0.003839         48        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    120/499      4.32G    0.01069   0.009203   0.003839         48        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    120/499      4.32G    0.01072   0.009151   0.003996         65        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    120/499      4.32G    0.01072   0.009151   0.003996         65        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    120/499      4.32G    0.01072   0.009225   0.003947         69        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    120/499      4.32G    0.01072   0.009225   0.003947         69        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    120/499      4.32G    0.01071   0.009166   0.004328         61        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    120/499      4.32G    0.01071   0.009166   0.004328         61        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    120/499      4.32G    0.01068   0.009208   0.004219         72        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    120/499      4.32G    0.01068   0.009208   0.004219         72        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    120/499      4.32G    0.01063   0.009354   0.004283         79        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    120/499      4.32G    0.01063   0.009354   0.004283         79        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    120/499      4.32G    0.01057   0.009198    0.00415         53        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    120/499      4.32G    0.01057   0.009198    0.00415         53        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    120/499      4.32G    0.01062   0.009213   0.004212         63        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    120/499      4.32G    0.01062   0.009213   0.004212         63        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    120/499      4.32G    0.01055   0.009171   0.004156         71        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    120/499      4.32G    0.01055   0.009171   0.004156         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    120/499      4.32G     0.0105   0.009143    0.00409         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    120/499      4.32G     0.0105   0.009143    0.00409         60        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    120/499      4.32G    0.01041   0.009207   0.004013         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    120/499      4.32G    0.01041   0.009207   0.004013         70        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    120/499      4.32G    0.01037   0.009266   0.004031         88        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    120/499      4.32G    0.01037   0.009266   0.004031         88        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    120/499      4.32G    0.01044   0.009487   0.004037         95        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    120/499      4.32G    0.01044   0.009487   0.004037         95        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    120/499      4.32G    0.01043    0.00954   0.003899         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    120/499      4.32G    0.01043    0.00954   0.003899         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    120/499      4.32G     0.0104   0.009582   0.003859         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    120/499      4.32G     0.0104   0.009582   0.003859         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    120/499      4.32G    0.01033   0.009536   0.003744         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    120/499      4.32G    0.01033   0.009536   0.003744         57        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    120/499      4.32G    0.01041   0.009533   0.003724         58        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    120/499      4.32G    0.01041   0.009533   0.003724         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    120/499      4.32G    0.01041    0.00949   0.003921         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    120/499      4.32G    0.01041    0.00949   0.003921         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    120/499      4.32G     0.0104   0.009544   0.003839         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    120/499      4.32G     0.0104   0.009544   0.003839         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    120/499      4.32G     0.0104   0.009589   0.003821         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    120/499      4.32G     0.0104   0.009589   0.003821         78        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    120/499      4.32G    0.01035   0.009621   0.003773         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    120/499      4.32G    0.01035   0.009621   0.003773         79        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    120/499      4.32G    0.01039   0.009622   0.003712         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    120/499      4.32G    0.01039   0.009622   0.003712         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    120/499      4.32G    0.01041   0.009611   0.003697         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    120/499      4.32G    0.01041   0.009611   0.003697         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    120/499      4.32G    0.01046   0.009675   0.003675         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    120/499      4.32G    0.01046   0.009675   0.003675         67        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    120/499      4.32G    0.01047   0.009601   0.003601         51        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    120/499      4.32G    0.01047   0.009601   0.003601         51        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    120/499      4.32G    0.01047   0.009548   0.003621         54        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    120/499      4.32G    0.01047   0.009548   0.003621         54        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    120/499      4.32G    0.01046    0.00949   0.003606         56        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    120/499      4.32G    0.01046    0.00949   0.003606         56        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    120/499      4.32G    0.01044   0.009502   0.003578         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    120/499      4.32G    0.01044   0.009502   0.003578         70        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
    120/499      4.32G    0.01042   0.009537   0.003555         84        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
    120/499      4.32G    0.01042   0.009537   0.003555         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    120/499      4.32G    0.01042   0.009518   0.003543         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    120/499      4.32G    0.01042   0.009518   0.003543         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    120/499      4.32G    0.01039   0.009535   0.003554         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    120/499      4.32G    0.01039   0.009535   0.003554         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    120/499      4.32G    0.01037   0.009525   0.003516         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    120/499      4.32G    0.01037   0.009525   0.003516         76        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
    120/499      4.32G    0.01037   0.009523   0.003543         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    120/499      4.32G    0.01037   0.009523   0.003543         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    120/499      4.32G    0.01045   0.009543   0.003495         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    120/499      4.32G    0.01045   0.009543   0.003495         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    120/499      4.32G    0.01045   0.009564   0.003554         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    120/499      4.32G    0.01045   0.009564   0.003554         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    120/499      4.32G    0.01048   0.009562   0.003558         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    120/499      4.32G    0.01048   0.009562   0.003558         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    120/499      4.32G    0.01052   0.009539   0.003521         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    120/499      4.32G    0.01052   0.009539   0.003521         60        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    120/499      4.32G    0.01053   0.009548   0.003574         67        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    120/499      4.32G    0.01053   0.009548   0.003574         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    120/499      4.32G     0.0105   0.009524   0.003574         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    120/499      4.32G     0.0105   0.009524   0.003574         58        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    120/499      4.32G    0.01051   0.009584   0.003529         83        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    120/499      4.32G    0.01051   0.009584   0.003529         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    120/499      4.32G    0.01049   0.009557   0.003519         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    120/499      4.32G    0.01049   0.009557   0.003519         61        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    120/499      4.32G    0.01047   0.009541    0.00353         81        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    120/499      4.32G    0.01047   0.009541    0.00353         81        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    120/499      4.32G    0.01043   0.009539   0.003541         76        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    120/499      4.32G    0.01043   0.009539   0.003541         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    120/499      4.32G    0.01041   0.009513    0.00351         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    120/499      4.32G    0.01041   0.009513    0.00351         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    120/499      4.32G    0.01046   0.009479   0.003625         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    120/499      4.32G    0.01046   0.009479   0.003625         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    120/499      4.32G    0.01048   0.009447   0.003616         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    120/499      4.32G    0.01048   0.009447   0.003616         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    120/499      4.32G    0.01049   0.009433   0.003594         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    120/499      4.32G    0.01049   0.009433   0.003594         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    120/499      4.32G    0.01048   0.009417    0.00361         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    120/499      4.32G    0.01048   0.009417    0.00361         65        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
    120/499      4.32G    0.01046    0.00937   0.003583         54        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    120/499      4.32G    0.01046    0.00937   0.003583         54        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    120/499      4.32G    0.01043   0.009331   0.003574         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    120/499      4.32G    0.01043   0.009331   0.003574         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    120/499      4.32G    0.01043    0.00931    0.00363         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    120/499      4.32G    0.01043    0.00931    0.00363         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    120/499      4.32G    0.01043   0.009281   0.003691         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    120/499      4.32G    0.01043   0.009281   0.003691         60        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    120/499      4.32G    0.01045   0.009307   0.003653         71        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    120/499      4.32G    0.01045   0.009307   0.003653         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
    120/499      4.32G    0.01044   0.009275    0.00368         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    120/499      4.32G    0.01044   0.009275    0.00368         62        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    120/499      4.32G    0.01043   0.009252   0.003691         53        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    120/499      4.32G    0.01043   0.009252   0.003691         53        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    120/499      4.32G     0.0104   0.009253   0.003691         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    120/499      4.32G     0.0104   0.009253   0.003691         74        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    120/499      4.32G    0.01042   0.009279   0.003672         77        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    120/499      4.32G    0.01042   0.009279   0.003672         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    120/499      4.32G     0.0104   0.009285   0.003665         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    120/499      4.32G     0.0104   0.009285   0.003665         66        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    120/499      4.32G    0.01042   0.009285   0.003686         71        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    120/499      4.32G    0.01042   0.009285   0.003686         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    120/499      4.32G    0.01042   0.009293   0.003663         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    120/499      4.32G    0.01042   0.009293   0.003663         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    120/499      4.32G    0.01046     0.0093   0.003666         54        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    120/499      4.32G    0.01046     0.0093   0.003666         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    120/499      4.32G    0.01045   0.009277   0.003701         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    120/499      4.32G    0.01045   0.009277   0.003701         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    120/499      4.32G    0.01045   0.009248   0.003757         58        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    120/499      4.32G    0.01045   0.009248   0.003757         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    120/499      4.32G    0.01046    0.00922   0.003828         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    120/499      4.32G    0.01046    0.00922   0.003828         68        640:  44%|####4     | 74/168 [00:13<00:17,  5.32it/s]
    120/499      4.32G    0.01047   0.009219   0.003799         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    120/499      4.32G    0.01047   0.009219   0.003799         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    120/499      4.32G    0.01049   0.009234   0.003796         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    120/499      4.32G    0.01049   0.009234   0.003796         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    120/499      4.32G    0.01048   0.009217   0.003767         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    120/499      4.32G    0.01048   0.009217   0.003767         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    120/499      4.32G    0.01047   0.009216   0.003741         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    120/499      4.32G    0.01047   0.009216   0.003741         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    120/499      4.32G    0.01048   0.009222   0.003772         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    120/499      4.32G    0.01048   0.009222   0.003772         68        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    120/499      4.32G     0.0105   0.009244    0.00379         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    120/499      4.32G     0.0105   0.009244    0.00379         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    120/499      4.32G    0.01051   0.009261   0.003793         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    120/499      4.32G    0.01051   0.009261   0.003793         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    120/499      4.32G    0.01053   0.009258    0.00382         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    120/499      4.32G    0.01053   0.009258    0.00382         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    120/499      4.32G    0.01054   0.009258   0.003856         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    120/499      4.32G    0.01054   0.009258   0.003856         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    120/499      4.32G    0.01054   0.009253   0.003843         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    120/499      4.32G    0.01054   0.009253   0.003843         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    120/499      4.32G    0.01054   0.009258   0.003859         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    120/499      4.32G    0.01054   0.009258   0.003859         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    120/499      4.32G    0.01054   0.009237   0.003864         56        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    120/499      4.32G    0.01054   0.009237   0.003864         56        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    120/499      4.32G    0.01054   0.009251   0.003856         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    120/499      4.32G    0.01054   0.009251   0.003856         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    120/499      4.32G    0.01053   0.009266   0.003874         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    120/499      4.32G    0.01053   0.009266   0.003874         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    120/499      4.32G    0.01054   0.009253   0.003923         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    120/499      4.32G    0.01054   0.009253   0.003923         57        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    120/499      4.32G    0.01052   0.009254   0.003929         86        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    120/499      4.32G    0.01052   0.009254   0.003929         86        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    120/499      4.32G     0.0105   0.009256   0.003925         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    120/499      4.32G     0.0105   0.009256   0.003925         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    120/499      4.32G     0.0105    0.00926   0.004007         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    120/499      4.32G     0.0105    0.00926   0.004007         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    120/499      4.32G    0.01051   0.009296   0.004001         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    120/499      4.32G    0.01051   0.009296   0.004001         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
    120/499      4.32G    0.01053   0.009296   0.003972         54        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
    120/499      4.32G    0.01053   0.009296   0.003972         54        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    120/499      4.32G    0.01054   0.009321   0.003943         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    120/499      4.32G    0.01054   0.009321   0.003943         80        640:  57%|#####6    | 95/168 [00:17<00:13,  5.28it/s]
    120/499      4.32G    0.01056    0.00932    0.00393         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    120/499      4.32G    0.01056    0.00932    0.00393         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    120/499      4.32G    0.01055   0.009311   0.003898         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    120/499      4.32G    0.01055   0.009311   0.003898         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    120/499      4.32G    0.01055   0.009309   0.003871         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    120/499      4.32G    0.01055   0.009309   0.003871         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    120/499      4.32G    0.01055   0.009308   0.003859         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    120/499      4.32G    0.01055   0.009308   0.003859         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    120/499      4.32G    0.01055   0.009315   0.003854         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    120/499      4.32G    0.01055   0.009315   0.003854         64        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    120/499      4.32G    0.01056   0.009318   0.003856         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    120/499      4.32G    0.01056   0.009318   0.003856         64        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    120/499      4.32G    0.01055   0.009311   0.003834         71        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    120/499      4.32G    0.01055   0.009311   0.003834         71        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    120/499      4.32G    0.01055    0.00932   0.003825         74        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    120/499      4.32G    0.01055    0.00932   0.003825         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    120/499      4.32G    0.01054   0.009294   0.003824         44        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    120/499      4.32G    0.01054   0.009294   0.003824         44        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    120/499      4.32G    0.01053   0.009279   0.003815         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    120/499      4.32G    0.01053   0.009279   0.003815         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    120/499      4.32G    0.01056   0.009333   0.003828         97        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
    120/499      4.32G    0.01056   0.009333   0.003828         97        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    120/499      4.32G    0.01055   0.009354   0.003809         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    120/499      4.32G    0.01055   0.009354   0.003809         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    120/499      4.32G    0.01057   0.009349   0.003793         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    120/499      4.32G    0.01057   0.009349   0.003793         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    120/499      4.32G    0.01058   0.009355   0.003794         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    120/499      4.32G    0.01058   0.009355   0.003794         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    120/499      4.32G    0.01059   0.009367   0.003793         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    120/499      4.32G    0.01059   0.009367   0.003793         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.36it/s]
    120/499      4.32G    0.01059    0.00937   0.003776         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.36it/s]
    120/499      4.32G    0.01059    0.00937   0.003776         69        640:  66%|######6   | 111/168 [00:20<00:10,  5.41it/s]
    120/499      4.32G    0.01061   0.009364   0.003769         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.41it/s]
    120/499      4.32G    0.01061   0.009364   0.003769         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.27it/s]
    120/499      4.32G    0.01061   0.009356   0.003764         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.27it/s]
    120/499      4.32G    0.01061   0.009356   0.003764         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    120/499      4.32G    0.01061   0.009337    0.00376         54        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    120/499      4.32G    0.01061   0.009337    0.00376         54        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    120/499      4.32G     0.0106   0.009323    0.00376         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    120/499      4.32G     0.0106   0.009323    0.00376         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    120/499      4.32G    0.01063   0.009338   0.003744         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    120/499      4.32G    0.01063   0.009338   0.003744         77        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    120/499      4.32G    0.01064   0.009338   0.003739         79        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    120/499      4.32G    0.01064   0.009338   0.003739         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    120/499      4.32G    0.01064   0.009346   0.003721         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    120/499      4.32G    0.01064   0.009346   0.003721         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    120/499      4.32G    0.01063   0.009326    0.00373         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    120/499      4.32G    0.01063   0.009326    0.00373         55        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    120/499      4.32G    0.01063   0.009319   0.003733         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    120/499      4.32G    0.01063   0.009319   0.003733         61        640:  71%|#######1  | 120/168 [00:22<00:09,  5.27it/s]
    120/499      4.32G    0.01063   0.009337   0.003729         78        640:  71%|#######1  | 120/168 [00:22<00:09,  5.27it/s]
    120/499      4.32G    0.01063   0.009337   0.003729         78        640:  72%|#######2  | 121/168 [00:22<00:09,  5.13it/s]
    120/499      4.32G    0.01064   0.009351   0.003732         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    120/499      4.32G    0.01064   0.009351   0.003732         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    120/499      4.32G    0.01064   0.009333   0.003734         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    120/499      4.32G    0.01064   0.009333   0.003734         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    120/499      4.32G    0.01065   0.009341   0.003727         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    120/499      4.32G    0.01065   0.009341   0.003727         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    120/499      4.32G    0.01065   0.009346   0.003722         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    120/499      4.32G    0.01065   0.009346   0.003722         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    120/499      4.32G    0.01065   0.009347   0.003729         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    120/499      4.32G    0.01065   0.009347   0.003729         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    120/499      4.32G    0.01066   0.009357    0.00371         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    120/499      4.32G    0.01066   0.009357    0.00371         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    120/499      4.32G    0.01067   0.009358   0.003695         53        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    120/499      4.32G    0.01067   0.009358   0.003695         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    120/499      4.32G    0.01067   0.009355   0.003722         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    120/499      4.32G    0.01067   0.009355   0.003722         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    120/499      4.32G    0.01069    0.00936   0.003718         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    120/499      4.32G    0.01069    0.00936   0.003718         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    120/499      4.32G    0.01067   0.009359   0.003734         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    120/499      4.32G    0.01067   0.009359   0.003734         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    120/499      4.32G    0.01067    0.00936   0.003758         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    120/499      4.32G    0.01067    0.00936   0.003758         73        640:  79%|#######8  | 132/168 [00:24<00:06,  5.32it/s]
    120/499      4.32G    0.01066   0.009357    0.00374         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    120/499      4.32G    0.01066   0.009357    0.00374         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    120/499      4.32G    0.01067   0.009348   0.003723         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    120/499      4.32G    0.01067   0.009348   0.003723         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    120/499      4.32G    0.01067   0.009364   0.003712         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    120/499      4.32G    0.01067   0.009364   0.003712         76        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    120/499      4.32G    0.01066   0.009376   0.003705         83        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    120/499      4.32G    0.01066   0.009376   0.003705         83        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    120/499      4.32G    0.01066   0.009366   0.003687         58        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    120/499      4.32G    0.01066   0.009366   0.003687         58        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    120/499      4.32G    0.01066   0.009378   0.003687         84        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    120/499      4.32G    0.01066   0.009378   0.003687         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    120/499      4.32G    0.01067   0.009401   0.003696         83        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    120/499      4.32G    0.01067   0.009401   0.003696         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    120/499      4.32G    0.01065   0.009397   0.003702         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    120/499      4.32G    0.01065   0.009397   0.003702         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    120/499      4.32G    0.01067   0.009397   0.003716         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    120/499      4.32G    0.01067   0.009397   0.003716         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    120/499      4.32G    0.01065   0.009402    0.00372         87        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    120/499      4.32G    0.01065   0.009402    0.00372         87        640:  85%|########4 | 142/168 [00:26<00:05,  5.17it/s]
    120/499      4.32G    0.01066   0.009405   0.003713         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    120/499      4.32G    0.01066   0.009405   0.003713         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    120/499      4.32G    0.01064   0.009395   0.003699         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    120/499      4.32G    0.01064   0.009395   0.003699         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    120/499      4.32G    0.01063   0.009391   0.003688         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    120/499      4.32G    0.01063   0.009391   0.003688         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    120/499      4.32G    0.01061   0.009381   0.003711         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    120/499      4.32G    0.01061   0.009381   0.003711         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    120/499      4.32G    0.01061   0.009387   0.003707         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    120/499      4.32G    0.01061   0.009387   0.003707         70        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    120/499      4.32G    0.01061   0.009394   0.003707         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    120/499      4.32G    0.01061   0.009394   0.003707         71        640:  88%|########8 | 148/168 [00:27<00:03,  5.20it/s]
    120/499      4.32G    0.01059   0.009383   0.003738         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    120/499      4.32G    0.01059   0.009383   0.003738         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    120/499      4.32G    0.01058   0.009378   0.003739         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    120/499      4.32G    0.01058   0.009378   0.003739         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    120/499      4.32G    0.01057   0.009378   0.003748         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    120/499      4.32G    0.01057   0.009378   0.003748         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    120/499      4.32G    0.01059   0.009364   0.003728         55        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    120/499      4.32G    0.01059   0.009364   0.003728         55        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    120/499      4.32G    0.01059   0.009379   0.003713         65        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    120/499      4.32G    0.01059   0.009379   0.003713         65        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
    120/499      4.32G    0.01059   0.009379    0.00371         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    120/499      4.32G    0.01059   0.009379    0.00371         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    120/499      4.32G    0.01058   0.009376   0.003717         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    120/499      4.32G    0.01058   0.009376   0.003717         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    120/499      4.32G    0.01058   0.009374   0.003721         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    120/499      4.32G    0.01058   0.009374   0.003721         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    120/499      4.32G    0.01058   0.009364    0.00374         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    120/499      4.32G    0.01058   0.009364    0.00374         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    120/499      4.32G    0.01057    0.00935   0.003739         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    120/499      4.32G    0.01057    0.00935   0.003739         60        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    120/499      4.32G    0.01056   0.009373   0.003742         89        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    120/499      4.32G    0.01056   0.009373   0.003742         89        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    120/499      4.32G    0.01057   0.009365   0.003745         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    120/499      4.32G    0.01057   0.009365   0.003745         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    120/499      4.32G    0.01057   0.009362   0.003739         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    120/499      4.32G    0.01057   0.009362   0.003739         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    120/499      4.32G    0.01057   0.009363   0.003755         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    120/499      4.32G    0.01057   0.009363   0.003755         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    120/499      4.32G    0.01058   0.009366   0.003762         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    120/499      4.32G    0.01058   0.009366   0.003762         66        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
    120/499      4.32G    0.01058   0.009363   0.003754         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
    120/499      4.32G    0.01058   0.009363   0.003754         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    120/499      4.32G    0.01058   0.009358   0.003747         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    120/499      4.32G    0.01058   0.009358   0.003747         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    120/499      4.32G    0.01058   0.009347   0.003744         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    120/499      4.32G    0.01058   0.009347   0.003744         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    120/499      4.32G    0.01059   0.009353   0.003751         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    120/499      4.32G    0.01059   0.009353   0.003751         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    120/499      4.32G    0.01057   0.009346   0.003734         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    120/499      4.32G    0.01057   0.009346   0.003734         27        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
    120/499      4.32G    0.01057   0.009346   0.003734         27        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.852      0.852      0.881      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    121/499      4.32G   0.009999   0.008989   0.004569         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
    121/499      4.32G   0.009999   0.008989   0.004569         69        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    121/499      4.32G   0.009379   0.008382    0.00509         75        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    121/499      4.32G   0.009379   0.008382    0.00509         75        640:   1%|1         | 2/168 [00:00<00:32,  5.06it/s]
    121/499      4.32G    0.00929   0.008464   0.004549         62        640:   1%|1         | 2/168 [00:00<00:32,  5.06it/s]
    121/499      4.32G    0.00929   0.008464   0.004549         62        640:   2%|1         | 3/168 [00:00<00:31,  5.25it/s]
    121/499      4.32G   0.009931   0.008809   0.004263         74        640:   2%|1         | 3/168 [00:00<00:31,  5.25it/s]
    121/499      4.32G   0.009931   0.008809   0.004263         74        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
    121/499      4.32G   0.009989   0.009175   0.003939         76        640:   2%|2         | 4/168 [00:00<00:32,  5.07it/s]
    121/499      4.32G   0.009989   0.009175   0.003939         76        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    121/499      4.32G    0.01023   0.008973   0.003774         46        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    121/499      4.32G    0.01023   0.008973   0.003774         46        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    121/499      4.32G     0.0103   0.009074   0.003554         63        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    121/499      4.32G     0.0103   0.009074   0.003554         63        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    121/499      4.32G    0.01032    0.00933    0.00332         87        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    121/499      4.32G    0.01032    0.00933    0.00332         87        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    121/499      4.32G    0.01053   0.009205   0.003568         58        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    121/499      4.32G    0.01053   0.009205   0.003568         58        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    121/499      4.32G    0.01035   0.009004   0.003451         73        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    121/499      4.32G    0.01035   0.009004   0.003451         73        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    121/499      4.32G    0.01031   0.009049   0.003361         73        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    121/499      4.32G    0.01031   0.009049   0.003361         73        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    121/499      4.32G    0.01038   0.008982    0.00343         64        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    121/499      4.32G    0.01038   0.008982    0.00343         64        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    121/499      4.32G    0.01046    0.00919   0.003258         81        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    121/499      4.32G    0.01046    0.00919   0.003258         81        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    121/499      4.32G    0.01043   0.009118    0.00324         65        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    121/499      4.32G    0.01043   0.009118    0.00324         65        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    121/499      4.32G    0.01056   0.009505   0.003251         86        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    121/499      4.32G    0.01056   0.009505   0.003251         86        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    121/499      4.32G     0.0105   0.009416    0.00319         70        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    121/499      4.32G     0.0105   0.009416    0.00319         70        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    121/499      4.32G    0.01049   0.009544   0.003158         83        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    121/499      4.32G    0.01049   0.009544   0.003158         83        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    121/499      4.32G     0.0105   0.009409   0.003329         60        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    121/499      4.32G     0.0105   0.009409   0.003329         60        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    121/499      4.32G    0.01052   0.009517   0.003257         90        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    121/499      4.32G    0.01052   0.009517   0.003257         90        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    121/499      4.32G    0.01057   0.009603   0.003251         79        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    121/499      4.32G    0.01057   0.009603   0.003251         79        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    121/499      4.32G    0.01051    0.00954   0.003431         65        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    121/499      4.32G    0.01051    0.00954   0.003431         65        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
    121/499      4.32G    0.01053    0.00955   0.003332         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
    121/499      4.32G    0.01053    0.00955   0.003332         66        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    121/499      4.32G    0.01044   0.009477   0.003307         66        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    121/499      4.32G    0.01044   0.009477   0.003307         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    121/499      4.32G    0.01045   0.009425   0.003457         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    121/499      4.32G    0.01045   0.009425   0.003457         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    121/499      4.32G    0.01037   0.009394   0.003406         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    121/499      4.32G    0.01037   0.009394   0.003406         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
    121/499      4.32G    0.01034    0.00939   0.003429         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
    121/499      4.32G    0.01034    0.00939   0.003429         69        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
    121/499      4.32G     0.0103   0.009364   0.003376         60        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
    121/499      4.32G     0.0103   0.009364   0.003376         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    121/499      4.32G    0.01028   0.009413   0.003336         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    121/499      4.32G    0.01028   0.009413   0.003336         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    121/499      4.32G    0.01029   0.009434   0.003288         79        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    121/499      4.32G    0.01029   0.009434   0.003288         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    121/499      4.32G    0.01036   0.009439   0.003228         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    121/499      4.32G    0.01036   0.009439   0.003228         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    121/499      4.32G    0.01032   0.009491   0.003268         91        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    121/499      4.32G    0.01032   0.009491   0.003268         91        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    121/499      4.32G    0.01033   0.009542   0.003363         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    121/499      4.32G    0.01033   0.009542   0.003363         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    121/499      4.32G    0.01032   0.009476   0.003351         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    121/499      4.32G    0.01032   0.009476   0.003351         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    121/499      4.32G    0.01031   0.009473   0.003329         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    121/499      4.32G    0.01031   0.009473   0.003329         69        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    121/499      4.32G    0.01031   0.009503     0.0034         71        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    121/499      4.32G    0.01031   0.009503     0.0034         71        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    121/499      4.32G    0.01031   0.009468   0.003402         71        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    121/499      4.32G    0.01031   0.009468   0.003402         71        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    121/499      4.32G    0.01032   0.009486   0.003482         67        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    121/499      4.32G    0.01032   0.009486   0.003482         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    121/499      4.32G    0.01037    0.00956   0.003529         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    121/499      4.32G    0.01037    0.00956   0.003529         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    121/499      4.32G    0.01048   0.009547   0.003469         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    121/499      4.32G    0.01048   0.009547   0.003469         62        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    121/499      4.32G    0.01047   0.009591   0.003442         81        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    121/499      4.32G    0.01047   0.009591   0.003442         81        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
    121/499      4.32G    0.01046   0.009557   0.003414         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
    121/499      4.32G    0.01046   0.009557   0.003414         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
    121/499      4.32G    0.01043   0.009494   0.003404         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
    121/499      4.32G    0.01043   0.009494   0.003404         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
    121/499      4.32G     0.0105   0.009552    0.00338         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
    121/499      4.32G     0.0105   0.009552    0.00338         66        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    121/499      4.32G    0.01051    0.00958   0.003427         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    121/499      4.32G    0.01051    0.00958   0.003427         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
    121/499      4.32G    0.01056   0.009579   0.003446         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
    121/499      4.32G    0.01056   0.009579   0.003446         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    121/499      4.32G    0.01056   0.009534   0.003418         53        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    121/499      4.32G    0.01056   0.009534   0.003418         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    121/499      4.32G    0.01058   0.009593   0.003437         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    121/499      4.32G    0.01058   0.009593   0.003437         75        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
    121/499      4.32G    0.01056   0.009578   0.003419         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
    121/499      4.32G    0.01056   0.009578   0.003419         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    121/499      4.32G    0.01055   0.009573   0.003404         87        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    121/499      4.32G    0.01055   0.009573   0.003404         87        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    121/499      4.32G    0.01056   0.009541   0.003399         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    121/499      4.32G    0.01056   0.009541   0.003399         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    121/499      4.32G    0.01054   0.009524   0.003389         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    121/499      4.32G    0.01054   0.009524   0.003389         67        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
    121/499      4.32G    0.01055   0.009531   0.003448         78        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
    121/499      4.32G    0.01055   0.009531   0.003448         78        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
    121/499      4.32G    0.01054   0.009517    0.00354         76        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
    121/499      4.32G    0.01054   0.009517    0.00354         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    121/499      4.32G    0.01052   0.009504   0.003517         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    121/499      4.32G    0.01052   0.009504   0.003517         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    121/499      4.32G    0.01054   0.009532   0.003492         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    121/499      4.32G    0.01054   0.009532   0.003492         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    121/499      4.32G    0.01052   0.009507   0.003481         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    121/499      4.32G    0.01052   0.009507   0.003481         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    121/499      4.32G     0.0105   0.009502   0.003501         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    121/499      4.32G     0.0105   0.009502   0.003501         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    121/499      4.32G    0.01047   0.009461   0.003566         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    121/499      4.32G    0.01047   0.009461   0.003566         65        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
    121/499      4.32G    0.01048   0.009443   0.003566         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    121/499      4.32G    0.01048   0.009443   0.003566         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    121/499      4.32G    0.01048    0.00943   0.003585         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    121/499      4.32G    0.01048    0.00943   0.003585         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    121/499      4.32G    0.01051    0.00942   0.003558         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    121/499      4.32G    0.01051    0.00942   0.003558         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    121/499      4.32G    0.01052   0.009465    0.00356         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    121/499      4.32G    0.01052   0.009465    0.00356         75        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    121/499      4.32G    0.01051   0.009448   0.003527         55        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    121/499      4.32G    0.01051   0.009448   0.003527         55        640:  38%|###7      | 63/168 [00:11<00:19,  5.40it/s]
    121/499      4.32G    0.01055   0.009447   0.003526         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.40it/s]
    121/499      4.32G    0.01055   0.009447   0.003526         65        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    121/499      4.32G    0.01053    0.00945   0.003536         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    121/499      4.32G    0.01053    0.00945   0.003536         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    121/499      4.32G    0.01054   0.009424   0.003497         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    121/499      4.32G    0.01054   0.009424   0.003497         56        640:  39%|###9      | 66/168 [00:12<00:18,  5.41it/s]
    121/499      4.32G    0.01053   0.009423   0.003528         72        640:  39%|###9      | 66/168 [00:12<00:18,  5.41it/s]
    121/499      4.32G    0.01053   0.009423   0.003528         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
    121/499      4.32G    0.01054    0.00939   0.003612         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
    121/499      4.32G    0.01054    0.00939   0.003612         59        640:  40%|####      | 68/168 [00:12<00:18,  5.35it/s]
    121/499      4.32G    0.01053   0.009378   0.003612         60        640:  40%|####      | 68/168 [00:13<00:18,  5.35it/s]
    121/499      4.32G    0.01053   0.009378   0.003612         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    121/499      4.32G    0.01051   0.009356    0.00361         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    121/499      4.32G    0.01051   0.009356    0.00361         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    121/499      4.32G    0.01055   0.009351    0.00365         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    121/499      4.32G    0.01055   0.009351    0.00365         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    121/499      4.32G    0.01054   0.009359   0.003665         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    121/499      4.32G    0.01054   0.009359   0.003665         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    121/499      4.32G    0.01054   0.009385   0.003695         82        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    121/499      4.32G    0.01054   0.009385   0.003695         82        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    121/499      4.32G    0.01055   0.009392   0.003687         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    121/499      4.32G    0.01055   0.009392   0.003687         65        640:  44%|####4     | 74/168 [00:13<00:17,  5.28it/s]
    121/499      4.32G    0.01055   0.009433   0.003676         87        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    121/499      4.32G    0.01055   0.009433   0.003676         87        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    121/499      4.32G    0.01055   0.009426   0.003665         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    121/499      4.32G    0.01055   0.009426   0.003665         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    121/499      4.32G    0.01055   0.009418   0.003652         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    121/499      4.32G    0.01055   0.009418   0.003652         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    121/499      4.32G    0.01056   0.009413   0.003635         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    121/499      4.32G    0.01056   0.009413   0.003635         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    121/499      4.32G    0.01056   0.009437   0.003613         76        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    121/499      4.32G    0.01056   0.009437   0.003613         76        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    121/499      4.32G    0.01056   0.009437   0.003619         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    121/499      4.32G    0.01056   0.009437   0.003619         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    121/499      4.32G    0.01055   0.009404   0.003591         48        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    121/499      4.32G    0.01055   0.009404   0.003591         48        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    121/499      4.32G    0.01056   0.009381   0.003599         52        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    121/499      4.32G    0.01056   0.009381   0.003599         52        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    121/499      4.32G    0.01054   0.009367   0.003601         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    121/499      4.32G    0.01054   0.009367   0.003601         60        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    121/499      4.32G    0.01056   0.009372    0.00358         67        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    121/499      4.32G    0.01056   0.009372    0.00358         67        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    121/499      4.32G    0.01056   0.009346   0.003552         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
    121/499      4.32G    0.01056   0.009346   0.003552         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    121/499      4.32G    0.01056   0.009368   0.003581         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    121/499      4.32G    0.01056   0.009368   0.003581         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    121/499      4.32G    0.01058   0.009369   0.003581         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    121/499      4.32G    0.01058   0.009369   0.003581         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    121/499      4.32G    0.01057    0.00936   0.003564         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    121/499      4.32G    0.01057    0.00936   0.003564         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    121/499      4.32G    0.01058   0.009372   0.003553         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    121/499      4.32G    0.01058   0.009372   0.003553         77        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    121/499      4.32G    0.01057   0.009374   0.003536         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    121/499      4.32G    0.01057   0.009374   0.003536         74        640:  54%|#####3    | 90/168 [00:16<00:14,  5.35it/s]
    121/499      4.32G    0.01058   0.009387   0.003546         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    121/499      4.32G    0.01058   0.009387   0.003546         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    121/499      4.32G    0.01059   0.009383    0.00356         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    121/499      4.32G    0.01059   0.009383    0.00356         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    121/499      4.32G    0.01057   0.009387   0.003552         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    121/499      4.32G    0.01057   0.009387   0.003552         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    121/499      4.32G    0.01056   0.009387   0.003539         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    121/499      4.32G    0.01056   0.009387   0.003539         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    121/499      4.32G    0.01056   0.009419   0.003534         87        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    121/499      4.32G    0.01056   0.009419   0.003534         87        640:  57%|#####6    | 95/168 [00:17<00:13,  5.25it/s]
    121/499      4.32G     0.0106     0.0094   0.003547         52        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    121/499      4.32G     0.0106     0.0094   0.003547         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    121/499      4.32G    0.01058   0.009375   0.003538         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    121/499      4.32G    0.01058   0.009375   0.003538         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    121/499      4.32G    0.01056   0.009361   0.003525         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    121/499      4.32G    0.01056   0.009361   0.003525         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    121/499      4.32G    0.01054   0.009352   0.003519         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    121/499      4.32G    0.01054   0.009352   0.003519         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    121/499      4.32G    0.01057   0.009362   0.003505         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    121/499      4.32G    0.01057   0.009362   0.003505         67        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
    121/499      4.32G    0.01057   0.009349    0.00352         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    121/499      4.32G    0.01057   0.009349    0.00352         71        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    121/499      4.32G    0.01056   0.009365   0.003532         81        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    121/499      4.32G    0.01056   0.009365   0.003532         81        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    121/499      4.32G    0.01057    0.00938   0.003513         65        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    121/499      4.32G    0.01057    0.00938   0.003513         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    121/499      4.32G    0.01055   0.009358   0.003545         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    121/499      4.32G    0.01055   0.009358   0.003545         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    121/499      4.32G    0.01054   0.009338   0.003539         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    121/499      4.32G    0.01054   0.009338   0.003539         58        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    121/499      4.32G    0.01054   0.009347   0.003543         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
    121/499      4.32G    0.01054   0.009347   0.003543         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    121/499      4.32G    0.01053   0.009311   0.003542         54        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    121/499      4.32G    0.01053   0.009311   0.003542         54        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    121/499      4.32G    0.01053   0.009311   0.003538         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    121/499      4.32G    0.01053   0.009311   0.003538         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    121/499      4.32G    0.01053   0.009296   0.003531         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    121/499      4.32G    0.01053   0.009296   0.003531         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    121/499      4.32G     0.0105   0.009285   0.003527         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    121/499      4.32G     0.0105   0.009285   0.003527         74        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    121/499      4.32G     0.0105   0.009271   0.003553         54        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    121/499      4.32G     0.0105   0.009271   0.003553         54        640:  66%|######6   | 111/168 [00:20<00:10,  5.33it/s]
    121/499      4.32G     0.0105    0.00927   0.003551         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    121/499      4.32G     0.0105    0.00927   0.003551         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    121/499      4.32G    0.01048   0.009252   0.003552         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    121/499      4.32G    0.01048   0.009252   0.003552         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    121/499      4.32G    0.01046   0.009254   0.003554         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    121/499      4.32G    0.01046   0.009254   0.003554         79        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    121/499      4.32G    0.01045   0.009238   0.003576         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    121/499      4.32G    0.01045   0.009238   0.003576         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    121/499      4.32G    0.01046   0.009251   0.003574         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    121/499      4.32G    0.01046   0.009251   0.003574         76        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
    121/499      4.32G    0.01046   0.009256   0.003574         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    121/499      4.32G    0.01046   0.009256   0.003574         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    121/499      4.32G    0.01046   0.009263   0.003604         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    121/499      4.32G    0.01046   0.009263   0.003604         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.25it/s]
    121/499      4.32G    0.01044   0.009242   0.003598         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.25it/s]
    121/499      4.32G    0.01044   0.009242   0.003598         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    121/499      4.32G    0.01046   0.009223   0.003586         57        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    121/499      4.32G    0.01046   0.009223   0.003586         57        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    121/499      4.32G    0.01046   0.009224   0.003574         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    121/499      4.32G    0.01046   0.009224   0.003574         71        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    121/499      4.32G    0.01046   0.009197   0.003575         52        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    121/499      4.32G    0.01046   0.009197   0.003575         52        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    121/499      4.32G    0.01044   0.009177   0.003605         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    121/499      4.32G    0.01044   0.009177   0.003605         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    121/499      4.32G    0.01044   0.009175   0.003594         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    121/499      4.32G    0.01044   0.009175   0.003594         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.26it/s]
    121/499      4.32G    0.01043    0.00917   0.003614         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.26it/s]
    121/499      4.32G    0.01043    0.00917   0.003614         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.35it/s]
    121/499      4.32G    0.01044   0.009196   0.003615         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.35it/s]
    121/499      4.32G    0.01044   0.009196   0.003615         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
    121/499      4.32G    0.01043   0.009197   0.003617         64        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
    121/499      4.32G    0.01043   0.009197   0.003617         64        640:  76%|#######5  | 127/168 [00:23<00:07,  5.26it/s]
    121/499      4.32G    0.01044   0.009205   0.003632         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.26it/s]
    121/499      4.32G    0.01044   0.009205   0.003632         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
    121/499      4.32G    0.01044   0.009213    0.00365         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
    121/499      4.32G    0.01044   0.009213    0.00365         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    121/499      4.32G    0.01044   0.009196    0.00365         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    121/499      4.32G    0.01044   0.009196    0.00365         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    121/499      4.32G    0.01044   0.009213     0.0037         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    121/499      4.32G    0.01044   0.009213     0.0037         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    121/499      4.32G    0.01043   0.009227   0.003691         72        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    121/499      4.32G    0.01043   0.009227   0.003691         72        640:  79%|#######8  | 132/168 [00:24<00:06,  5.33it/s]
    121/499      4.32G    0.01042   0.009221    0.00368         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    121/499      4.32G    0.01042   0.009221    0.00368         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    121/499      4.32G    0.01043   0.009213   0.003671         55        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    121/499      4.32G    0.01043   0.009213   0.003671         55        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    121/499      4.32G    0.01042   0.009208   0.003654         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    121/499      4.32G    0.01042   0.009208   0.003654         71        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    121/499      4.32G    0.01042   0.009189   0.003676         56        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    121/499      4.32G    0.01042   0.009189   0.003676         56        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    121/499      4.32G    0.01042   0.009183   0.003679         68        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    121/499      4.32G    0.01042   0.009183   0.003679         68        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    121/499      4.32G    0.01043   0.009184   0.003672         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
    121/499      4.32G    0.01043   0.009184   0.003672         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    121/499      4.32G    0.01042   0.009185   0.003678         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    121/499      4.32G    0.01042   0.009185   0.003678         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    121/499      4.32G    0.01041   0.009191    0.00367         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    121/499      4.32G    0.01041   0.009191    0.00367         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    121/499      4.32G    0.01041   0.009182   0.003672         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    121/499      4.32G    0.01041   0.009182   0.003672         59        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    121/499      4.32G    0.01042   0.009192    0.00366         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    121/499      4.32G    0.01042   0.009192    0.00366         72        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    121/499      4.32G    0.01042   0.009197   0.003668         66        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    121/499      4.32G    0.01042   0.009197   0.003668         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    121/499      4.32G    0.01042   0.009208   0.003698         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    121/499      4.32G    0.01042   0.009208   0.003698         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    121/499      4.32G    0.01043   0.009195     0.0037         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    121/499      4.32G    0.01043   0.009195     0.0037         54        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    121/499      4.32G    0.01043   0.009193   0.003701         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    121/499      4.32G    0.01043   0.009193   0.003701         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    121/499      4.32G    0.01045   0.009199   0.003689         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    121/499      4.32G    0.01045   0.009199   0.003689         63        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    121/499      4.32G    0.01045   0.009194   0.003685         58        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    121/499      4.32G    0.01045   0.009194   0.003685         58        640:  88%|########8 | 148/168 [00:27<00:03,  5.18it/s]
    121/499      4.32G    0.01044   0.009193   0.003676         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    121/499      4.32G    0.01044   0.009193   0.003676         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    121/499      4.32G    0.01044   0.009184   0.003682         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    121/499      4.32G    0.01044   0.009184   0.003682         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    121/499      4.32G    0.01044    0.00919   0.003662         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    121/499      4.32G    0.01044    0.00919   0.003662         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    121/499      4.32G    0.01044   0.009195    0.00367         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    121/499      4.32G    0.01044   0.009195    0.00367         75        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    121/499      4.32G    0.01044   0.009208   0.003656         71        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    121/499      4.32G    0.01044   0.009208   0.003656         71        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
    121/499      4.32G    0.01043   0.009213   0.003664         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    121/499      4.32G    0.01043   0.009213   0.003664         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    121/499      4.32G    0.01043   0.009218   0.003654         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    121/499      4.32G    0.01043   0.009218   0.003654         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
    121/499      4.32G    0.01043   0.009218   0.003646         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
    121/499      4.32G    0.01043   0.009218   0.003646         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    121/499      4.32G    0.01043   0.009217   0.003644         55        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    121/499      4.32G    0.01043   0.009217   0.003644         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
    121/499      4.32G    0.01044   0.009213   0.003628         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
    121/499      4.32G    0.01044   0.009213   0.003628         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.37it/s]
    121/499      4.32G    0.01043   0.009215   0.003628         77        640:  94%|#########4| 158/168 [00:30<00:01,  5.37it/s]
    121/499      4.32G    0.01043   0.009215   0.003628         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.43it/s]
    121/499      4.32G    0.01043   0.009215    0.00362         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.43it/s]
    121/499      4.32G    0.01043   0.009215    0.00362         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.28it/s]
    121/499      4.32G    0.01043   0.009222   0.003613         84        640:  95%|#########5| 160/168 [00:30<00:01,  5.28it/s]
    121/499      4.32G    0.01043   0.009222   0.003613         84        640:  96%|#########5| 161/168 [00:30<00:01,  5.36it/s]
    121/499      4.32G    0.01044   0.009215   0.003628         53        640:  96%|#########5| 161/168 [00:30<00:01,  5.36it/s]
    121/499      4.32G    0.01044   0.009215   0.003628         53        640:  96%|#########6| 162/168 [00:30<00:01,  5.43it/s]
    121/499      4.32G    0.01044   0.009217   0.003633         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.43it/s]
    121/499      4.32G    0.01044   0.009217   0.003633         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.28it/s]
    121/499      4.32G    0.01044   0.009226    0.00363         82        640:  97%|#########7| 163/168 [00:30<00:00,  5.28it/s]
    121/499      4.32G    0.01044   0.009226    0.00363         82        640:  98%|#########7| 164/168 [00:30<00:00,  5.34it/s]
    121/499      4.32G    0.01044   0.009238   0.003637         81        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
    121/499      4.32G    0.01044   0.009238   0.003637         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    121/499      4.32G    0.01043   0.009236   0.003629         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    121/499      4.32G    0.01043   0.009236   0.003629         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    121/499      4.32G    0.01045   0.009236   0.003634         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    121/499      4.32G    0.01045   0.009236   0.003634         56        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    121/499      4.32G    0.01045   0.009233   0.003664         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    121/499      4.32G    0.01045   0.009233   0.003664         32        640: 100%|##########| 168/168 [00:31<00:00,  5.51it/s]
    121/499      4.32G    0.01045   0.009233   0.003664         32        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.864      0.864      0.893      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    122/499      4.32G    0.01113   0.006671   0.001658         52        640:   0%|          | 0/168 [00:00<?, ?it/s]
    122/499      4.32G    0.01113   0.006671   0.001658         52        640:   1%|          | 1/168 [00:00<00:34,  4.83it/s]
    122/499      4.32G   0.009897   0.008457   0.002702         87        640:   1%|          | 1/168 [00:00<00:34,  4.83it/s]
    122/499      4.32G   0.009897   0.008457   0.002702         87        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    122/499      4.32G   0.009917   0.008555    0.00217         70        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    122/499      4.32G   0.009917   0.008555    0.00217         70        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    122/499      4.32G    0.01034   0.009119   0.002397         73        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    122/499      4.32G    0.01034   0.009119   0.002397         73        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    122/499      4.32G     0.0103   0.009017   0.002817         58        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    122/499      4.32G     0.0103   0.009017   0.002817         58        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    122/499      4.32G    0.01024     0.0089   0.002719         57        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    122/499      4.32G    0.01024     0.0089   0.002719         57        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    122/499      4.32G    0.01023   0.008801   0.002711         57        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    122/499      4.32G    0.01023   0.008801   0.002711         57        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    122/499      4.32G     0.0102   0.009007   0.002681         76        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    122/499      4.32G     0.0102   0.009007   0.002681         76        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    122/499      4.32G    0.01018   0.008986   0.003038         61        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    122/499      4.32G    0.01018   0.008986   0.003038         61        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    122/499      4.32G    0.01022   0.009094    0.00339         78        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    122/499      4.32G    0.01022   0.009094    0.00339         78        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    122/499      4.32G    0.01015   0.009104   0.003262         70        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    122/499      4.32G    0.01015   0.009104   0.003262         70        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    122/499      4.32G    0.01036   0.009248   0.003361         61        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    122/499      4.32G    0.01036   0.009248   0.003361         61        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
    122/499      4.32G     0.0103   0.009327   0.003322         77        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
    122/499      4.32G     0.0103   0.009327   0.003322         77        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    122/499      4.32G    0.01032   0.009164   0.003551         57        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    122/499      4.32G    0.01032   0.009164   0.003551         57        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    122/499      4.32G    0.01029   0.009277   0.003546         85        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    122/499      4.32G    0.01029   0.009277   0.003546         85        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    122/499      4.32G    0.01031   0.009236   0.003515         66        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    122/499      4.32G    0.01031   0.009236   0.003515         66        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    122/499      4.32G    0.01031   0.009355    0.00339         77        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    122/499      4.32G    0.01031   0.009355    0.00339         77        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    122/499      4.32G    0.01034   0.009327   0.003302         65        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    122/499      4.32G    0.01034   0.009327   0.003302         65        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    122/499      4.32G    0.01034   0.009222   0.003224         59        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    122/499      4.32G    0.01034   0.009222   0.003224         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    122/499      4.32G    0.01028   0.009231   0.003177         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    122/499      4.32G    0.01028   0.009231   0.003177         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    122/499      4.32G    0.01025   0.009277    0.00322         75        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    122/499      4.32G    0.01025   0.009277    0.00322         75        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    122/499      4.32G    0.01025    0.00927   0.003267         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    122/499      4.32G    0.01025    0.00927   0.003267         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    122/499      4.32G    0.01018   0.009222   0.003394         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    122/499      4.32G    0.01018   0.009222   0.003394         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    122/499      4.32G    0.01022   0.009288   0.003451         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    122/499      4.32G    0.01022   0.009288   0.003451         68        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    122/499      4.32G    0.01028   0.009321   0.003418         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    122/499      4.32G    0.01028   0.009321   0.003418         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    122/499      4.32G    0.01024   0.009304   0.003439         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    122/499      4.32G    0.01024   0.009304   0.003439         59        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    122/499      4.32G    0.01022   0.009373   0.003395         90        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    122/499      4.32G    0.01022   0.009373   0.003395         90        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    122/499      4.32G    0.01023   0.009398   0.003399         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    122/499      4.32G    0.01023   0.009398   0.003399         71        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    122/499      4.32G    0.01017    0.00935   0.003375         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    122/499      4.32G    0.01017    0.00935   0.003375         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    122/499      4.32G    0.01015   0.009349   0.003411         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    122/499      4.32G    0.01015   0.009349   0.003411         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    122/499      4.32G    0.01017   0.009302   0.003383         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    122/499      4.32G    0.01017   0.009302   0.003383         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    122/499      4.32G    0.01019   0.009288   0.003338         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    122/499      4.32G    0.01019   0.009288   0.003338         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    122/499      4.32G    0.01014   0.009249   0.003353         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    122/499      4.32G    0.01014   0.009249   0.003353         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    122/499      4.32G    0.01015    0.00929   0.003379         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    122/499      4.32G    0.01015    0.00929   0.003379         81        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    122/499      4.32G    0.01013   0.009248   0.003354         58        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    122/499      4.32G    0.01013   0.009248   0.003354         58        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    122/499      4.32G    0.01015   0.009293   0.003387         82        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    122/499      4.32G    0.01015   0.009293   0.003387         82        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    122/499      4.32G    0.01012   0.009276   0.003343         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    122/499      4.32G    0.01012   0.009276   0.003343         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    122/499      4.32G     0.0101   0.009303   0.003388         84        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    122/499      4.32G     0.0101   0.009303   0.003388         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    122/499      4.32G     0.0101   0.009331   0.003332         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    122/499      4.32G     0.0101   0.009331   0.003332         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    122/499      4.32G    0.01011   0.009362   0.003367         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    122/499      4.32G    0.01011   0.009362   0.003367         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    122/499      4.32G    0.01011   0.009364   0.003325         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    122/499      4.32G    0.01011   0.009364   0.003325         78        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    122/499      4.32G    0.01011   0.009337   0.003369         63        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    122/499      4.32G    0.01011   0.009337   0.003369         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    122/499      4.32G    0.01011   0.009329   0.003339         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    122/499      4.32G    0.01011   0.009329   0.003339         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    122/499      4.32G    0.01012   0.009333   0.003313         63        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    122/499      4.32G    0.01012   0.009333   0.003313         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    122/499      4.32G    0.01012   0.009357   0.003334         79        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    122/499      4.32G    0.01012   0.009357   0.003334         79        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    122/499      4.32G     0.0101   0.009322     0.0034         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    122/499      4.32G     0.0101   0.009322     0.0034         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    122/499      4.32G    0.01008   0.009387   0.003409         90        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    122/499      4.32G    0.01008   0.009387   0.003409         90        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    122/499      4.32G    0.01008   0.009338    0.00341         49        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    122/499      4.32G    0.01008   0.009338    0.00341         49        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    122/499      4.32G    0.01008   0.009305   0.003449         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    122/499      4.32G    0.01008   0.009305   0.003449         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    122/499      4.32G    0.01006   0.009315   0.003433         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    122/499      4.32G    0.01006   0.009315   0.003433         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    122/499      4.32G    0.01006   0.009353   0.003391         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    122/499      4.32G    0.01006   0.009353   0.003391         69        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    122/499      4.32G    0.01008   0.009308   0.003411         40        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    122/499      4.32G    0.01008   0.009308   0.003411         40        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    122/499      4.32G    0.01009    0.00929   0.003383         64        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    122/499      4.32G    0.01009    0.00929   0.003383         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    122/499      4.32G    0.01008    0.00929   0.003389         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    122/499      4.32G    0.01008    0.00929   0.003389         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    122/499      4.32G    0.01009    0.00932   0.003396         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    122/499      4.32G    0.01009    0.00932   0.003396         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    122/499      4.32G    0.01012   0.009303   0.003368         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    122/499      4.32G    0.01012   0.009303   0.003368         54        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    122/499      4.32G    0.01013   0.009281   0.003375         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    122/499      4.32G    0.01013   0.009281   0.003375         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    122/499      4.32G    0.01014   0.009284   0.003375         77        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
    122/499      4.32G    0.01014   0.009284   0.003375         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    122/499      4.32G    0.01013   0.009258   0.003401         57        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    122/499      4.32G    0.01013   0.009258   0.003401         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    122/499      4.32G    0.01014   0.009292   0.003432         79        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    122/499      4.32G    0.01014   0.009292   0.003432         79        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    122/499      4.32G     0.0101   0.009251   0.003419         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    122/499      4.32G     0.0101   0.009251   0.003419         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    122/499      4.32G    0.01009   0.009238   0.003418         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    122/499      4.32G    0.01009   0.009238   0.003418         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    122/499      4.32G    0.01009   0.009213   0.003412         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    122/499      4.32G    0.01009   0.009213   0.003412         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
    122/499      4.32G    0.01009   0.009214   0.003401         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
    122/499      4.32G    0.01009   0.009214   0.003401         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    122/499      4.32G    0.01007   0.009213    0.00336         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    122/499      4.32G    0.01007   0.009213    0.00336         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    122/499      4.32G    0.01007   0.009244   0.003354         84        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    122/499      4.32G    0.01007   0.009244   0.003354         84        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    122/499      4.32G    0.01007   0.009215   0.003379         53        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    122/499      4.32G    0.01007   0.009215   0.003379         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    122/499      4.32G    0.01009   0.009278   0.003352         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    122/499      4.32G    0.01009   0.009278   0.003352         78        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
    122/499      4.32G     0.0101   0.009275   0.003347         61        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
    122/499      4.32G     0.0101   0.009275   0.003347         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    122/499      4.32G     0.0101   0.009272   0.003341         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    122/499      4.32G     0.0101   0.009272   0.003341         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    122/499      4.32G    0.01012   0.009251   0.003356         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    122/499      4.32G    0.01012   0.009251   0.003356         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    122/499      4.32G    0.01012   0.009235   0.003355         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    122/499      4.32G    0.01012   0.009235   0.003355         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    122/499      4.32G    0.01015   0.009256   0.003386         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    122/499      4.32G    0.01015   0.009256   0.003386         77        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    122/499      4.32G    0.01016   0.009261   0.003366         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
    122/499      4.32G    0.01016   0.009261   0.003366         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    122/499      4.32G    0.01023   0.009253   0.003357         54        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    122/499      4.32G    0.01023   0.009253   0.003357         54        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    122/499      4.32G    0.01021   0.009244   0.003367         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    122/499      4.32G    0.01021   0.009244   0.003367         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    122/499      4.32G    0.01019   0.009241   0.003374         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    122/499      4.32G    0.01019   0.009241   0.003374         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    122/499      4.32G    0.01019     0.0092   0.003339         50        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    122/499      4.32G    0.01019     0.0092   0.003339         50        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
    122/499      4.32G     0.0102   0.009187   0.003356         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
    122/499      4.32G     0.0102   0.009187   0.003356         54        640:  47%|####7     | 79/168 [00:14<00:16,  5.26it/s]
    122/499      4.32G    0.01019   0.009184     0.0034         60        640:  47%|####7     | 79/168 [00:15<00:16,  5.26it/s]
    122/499      4.32G    0.01019   0.009184     0.0034         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    122/499      4.32G    0.01019   0.009159   0.003435         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    122/499      4.32G    0.01019   0.009159   0.003435         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    122/499      4.32G     0.0102   0.009172   0.003449         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    122/499      4.32G     0.0102   0.009172   0.003449         81        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    122/499      4.32G     0.0102   0.009153   0.003589         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    122/499      4.32G     0.0102   0.009153   0.003589         59        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    122/499      4.32G    0.01023   0.009166   0.003591         60        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    122/499      4.32G    0.01023   0.009166   0.003591         60        640:  50%|#####     | 84/168 [00:15<00:15,  5.40it/s]
    122/499      4.32G    0.01025   0.009175   0.003576         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.40it/s]
    122/499      4.32G    0.01025   0.009175   0.003576         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
    122/499      4.32G    0.01023   0.009141   0.003598         48        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
    122/499      4.32G    0.01023   0.009141   0.003598         48        640:  51%|#####1    | 86/168 [00:16<00:15,  5.36it/s]
    122/499      4.32G    0.01025   0.009125   0.003579         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.36it/s]
    122/499      4.32G    0.01025   0.009125   0.003579         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    122/499      4.32G    0.01025   0.009147   0.003566         89        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    122/499      4.32G    0.01025   0.009147   0.003566         89        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    122/499      4.32G    0.01025   0.009132    0.00357         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    122/499      4.32G    0.01025   0.009132    0.00357         54        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    122/499      4.32G    0.01025   0.009143   0.003618         77        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    122/499      4.32G    0.01025   0.009143   0.003618         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    122/499      4.32G    0.01023   0.009131   0.003614         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    122/499      4.32G    0.01023   0.009131   0.003614         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    122/499      4.32G    0.01022   0.009127   0.003598         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    122/499      4.32G    0.01022   0.009127   0.003598         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    122/499      4.32G    0.01023   0.009118   0.003572         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    122/499      4.32G    0.01023   0.009118   0.003572         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    122/499      4.32G    0.01021   0.009149   0.003579         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    122/499      4.32G    0.01021   0.009149   0.003579         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    122/499      4.32G    0.01021   0.009148   0.003573         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    122/499      4.32G    0.01021   0.009148   0.003573         71        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    122/499      4.32G    0.01021   0.009142   0.003583         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    122/499      4.32G    0.01021   0.009142   0.003583         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.40it/s]
    122/499      4.32G    0.01022   0.009155   0.003595         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.40it/s]
    122/499      4.32G    0.01022   0.009155   0.003595         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    122/499      4.32G    0.01023   0.009154   0.003577         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    122/499      4.32G    0.01023   0.009154   0.003577         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    122/499      4.32G    0.01023   0.009144   0.003569         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    122/499      4.32G    0.01023   0.009144   0.003569         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    122/499      4.32G    0.01022   0.009133   0.003561         54        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    122/499      4.32G    0.01022   0.009133   0.003561         54        640:  60%|#####9    | 100/168 [00:18<00:13,  5.17it/s]
    122/499      4.32G    0.01021   0.009144   0.003569         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    122/499      4.32G    0.01021   0.009144   0.003569         83        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    122/499      4.32G    0.01021   0.009124   0.003646         55        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    122/499      4.32G    0.01021   0.009124   0.003646         55        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    122/499      4.32G    0.01021   0.009127   0.003658         68        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    122/499      4.32G    0.01021   0.009127   0.003658         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    122/499      4.32G    0.01022   0.009123   0.003679         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    122/499      4.32G    0.01022   0.009123   0.003679         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    122/499      4.32G    0.01022   0.009121   0.003703         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    122/499      4.32G    0.01022   0.009121   0.003703         59        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
    122/499      4.32G    0.01023   0.009125   0.003729         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    122/499      4.32G    0.01023   0.009125   0.003729         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    122/499      4.32G    0.01025   0.009113   0.003718         71        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    122/499      4.32G    0.01025   0.009113   0.003718         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    122/499      4.32G    0.01026   0.009132   0.003744         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    122/499      4.32G    0.01026   0.009132   0.003744         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    122/499      4.32G    0.01026   0.009104    0.00373         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    122/499      4.32G    0.01026   0.009104    0.00373         53        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    122/499      4.32G    0.01028   0.009109   0.003717         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    122/499      4.32G    0.01028   0.009109   0.003717         59        640:  65%|######5   | 110/168 [00:20<00:11,  5.21it/s]
    122/499      4.32G    0.01029   0.009125   0.003774         80        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    122/499      4.32G    0.01029   0.009125   0.003774         80        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    122/499      4.32G    0.01032   0.009133   0.003789         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    122/499      4.32G    0.01032   0.009133   0.003789         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
    122/499      4.32G    0.01034   0.009133   0.003769         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
    122/499      4.32G    0.01034   0.009133   0.003769         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    122/499      4.32G    0.01034   0.009136   0.003772         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    122/499      4.32G    0.01034   0.009136   0.003772         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    122/499      4.32G    0.01034   0.009145   0.003809         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    122/499      4.32G    0.01034   0.009145   0.003809         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    122/499      4.32G    0.01034   0.009171    0.00381         83        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    122/499      4.32G    0.01034   0.009171    0.00381         83        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    122/499      4.32G    0.01034   0.009184   0.003826         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    122/499      4.32G    0.01034   0.009184   0.003826         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    122/499      4.32G    0.01036   0.009186   0.003836         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    122/499      4.32G    0.01036   0.009186   0.003836         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    122/499      4.32G    0.01034   0.009162   0.003819         51        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    122/499      4.32G    0.01034   0.009162   0.003819         51        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
    122/499      4.32G    0.01036   0.009162   0.003828         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
    122/499      4.32G    0.01036   0.009162   0.003828         63        640:  71%|#######1  | 120/168 [00:22<00:08,  5.42it/s]
    122/499      4.32G    0.01036   0.009181   0.003817         87        640:  71%|#######1  | 120/168 [00:22<00:08,  5.42it/s]
    122/499      4.32G    0.01036   0.009181   0.003817         87        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    122/499      4.32G    0.01036   0.009182   0.003832         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    122/499      4.32G    0.01036   0.009182   0.003832         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    122/499      4.32G    0.01036   0.009196   0.003832         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    122/499      4.32G    0.01036   0.009196   0.003832         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    122/499      4.32G    0.01037   0.009198   0.003857         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    122/499      4.32G    0.01037   0.009198   0.003857         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    122/499      4.32G    0.01037   0.009195   0.003862         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    122/499      4.32G    0.01037   0.009195   0.003862         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    122/499      4.32G    0.01036   0.009208   0.003851         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    122/499      4.32G    0.01036   0.009208   0.003851         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    122/499      4.32G    0.01036   0.009201   0.003837         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    122/499      4.32G    0.01036   0.009201   0.003837         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    122/499      4.32G    0.01036   0.009195   0.003847         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    122/499      4.32G    0.01036   0.009195   0.003847         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    122/499      4.32G    0.01036   0.009198   0.003858         81        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    122/499      4.32G    0.01036   0.009198   0.003858         81        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    122/499      4.32G    0.01034   0.009199   0.003884         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    122/499      4.32G    0.01034   0.009199   0.003884         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    122/499      4.32G    0.01034   0.009199   0.003876         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    122/499      4.32G    0.01034   0.009199   0.003876         72        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    122/499      4.32G    0.01035   0.009188   0.003884         61        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    122/499      4.32G    0.01035   0.009188   0.003884         61        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    122/499      4.32G    0.01035   0.009189   0.003886         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    122/499      4.32G    0.01035   0.009189   0.003886         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    122/499      4.32G    0.01036   0.009194   0.003913         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    122/499      4.32G    0.01036   0.009194   0.003913         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    122/499      4.32G    0.01035    0.00919   0.003917         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    122/499      4.32G    0.01035    0.00919   0.003917         70        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    122/499      4.32G    0.01034   0.009165   0.003927         51        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    122/499      4.32G    0.01034   0.009165   0.003927         51        640:  81%|########  | 136/168 [00:25<00:06,  4.75it/s]
    122/499      4.32G    0.01034   0.009172   0.003921         75        640:  81%|########  | 136/168 [00:25<00:06,  4.75it/s]
    122/499      4.32G    0.01034   0.009172   0.003921         75        640:  82%|########1 | 137/168 [00:25<00:06,  4.97it/s]
    122/499      4.32G    0.01033   0.009167   0.003926         66        640:  82%|########1 | 137/168 [00:26<00:06,  4.97it/s]
    122/499      4.32G    0.01033   0.009167   0.003926         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.11it/s]
    122/499      4.32G    0.01033   0.009176   0.003919         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.11it/s]
    122/499      4.32G    0.01033   0.009176   0.003919         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.04it/s]
    122/499      4.32G    0.01034   0.009181   0.003915         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.04it/s]
    122/499      4.32G    0.01034   0.009181   0.003915         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.17it/s]
    122/499      4.32G    0.01034   0.009161   0.003913         45        640:  83%|########3 | 140/168 [00:26<00:05,  5.17it/s]
    122/499      4.32G    0.01034   0.009161   0.003913         45        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    122/499      4.32G    0.01033   0.009158   0.003932         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    122/499      4.32G    0.01033   0.009158   0.003932         68        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
    122/499      4.32G    0.01034   0.009153   0.004013         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    122/499      4.32G    0.01034   0.009153   0.004013         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    122/499      4.32G    0.01034   0.009176   0.003999         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    122/499      4.32G    0.01034   0.009176   0.003999         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    122/499      4.32G    0.01033   0.009158   0.003988         47        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    122/499      4.32G    0.01033   0.009158   0.003988         47        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    122/499      4.32G    0.01033   0.009148   0.003981         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    122/499      4.32G    0.01033   0.009148   0.003981         53        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    122/499      4.32G    0.01032    0.00914   0.003968         51        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    122/499      4.32G    0.01032    0.00914   0.003968         51        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    122/499      4.32G    0.01033   0.009142   0.003983         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
    122/499      4.32G    0.01033   0.009142   0.003983         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    122/499      4.32G    0.01033   0.009134   0.003976         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    122/499      4.32G    0.01033   0.009134   0.003976         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    122/499      4.32G    0.01033   0.009125   0.003983         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    122/499      4.32G    0.01033   0.009125   0.003983         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    122/499      4.32G    0.01033   0.009133   0.003996         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    122/499      4.32G    0.01033   0.009133   0.003996         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    122/499      4.32G    0.01034   0.009124   0.003989         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    122/499      4.32G    0.01034   0.009124   0.003989         59        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    122/499      4.32G    0.01034   0.009118   0.003994         57        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    122/499      4.32G    0.01034   0.009118   0.003994         57        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
    122/499      4.32G    0.01036   0.009138   0.003996         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    122/499      4.32G    0.01036   0.009138   0.003996         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    122/499      4.32G    0.01035   0.009149    0.00399         84        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    122/499      4.32G    0.01035   0.009149    0.00399         84        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    122/499      4.32G    0.01035   0.009134    0.00399         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    122/499      4.32G    0.01035   0.009134    0.00399         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    122/499      4.32G    0.01034   0.009121   0.004003         57        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    122/499      4.32G    0.01034   0.009121   0.004003         57        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    122/499      4.32G    0.01034   0.009116   0.003998         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    122/499      4.32G    0.01034   0.009116   0.003998         69        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
    122/499      4.32G    0.01035   0.009119   0.004019         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
    122/499      4.32G    0.01035   0.009119   0.004019         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    122/499      4.32G    0.01036   0.009109    0.00402         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    122/499      4.32G    0.01036   0.009109    0.00402         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    122/499      4.32G    0.01037   0.009105   0.004052         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    122/499      4.32G    0.01037   0.009105   0.004052         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    122/499      4.32G    0.01039   0.009103   0.004043         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    122/499      4.32G    0.01039   0.009103   0.004043         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    122/499      4.32G     0.0104   0.009092   0.004041         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    122/499      4.32G     0.0104   0.009092   0.004041         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    122/499      4.32G    0.01041   0.009101    0.00405         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    122/499      4.32G    0.01041   0.009101    0.00405         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    122/499      4.32G    0.01042   0.009114   0.004053         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    122/499      4.32G    0.01042   0.009114   0.004053         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    122/499      4.32G    0.01042   0.009114   0.004041         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    122/499      4.32G    0.01042   0.009114   0.004041         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
    122/499      4.32G    0.01042   0.009121   0.004046         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
    122/499      4.32G    0.01042   0.009121   0.004046         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.34it/s]
    122/499      4.32G    0.01043   0.009131   0.004026         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.34it/s]
    122/499      4.32G    0.01043   0.009131   0.004026         32        640: 100%|##########| 168/168 [00:31<00:00,  5.53it/s]
    122/499      4.32G    0.01043   0.009131   0.004026         32        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.889      0.897      0.915      0.792

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    123/499      4.32G     0.0109   0.007864   0.002086         58        640:   0%|          | 0/168 [00:00<?, ?it/s]
    123/499      4.32G     0.0109   0.007864   0.002086         58        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    123/499      4.32G    0.01093   0.007745   0.003363         61        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    123/499      4.32G    0.01093   0.007745   0.003363         61        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    123/499      4.32G     0.0109   0.008122   0.003729         72        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    123/499      4.32G     0.0109   0.008122   0.003729         72        640:   2%|1         | 3/168 [00:00<00:30,  5.46it/s]
    123/499      4.32G    0.01085   0.008344   0.003596         67        640:   2%|1         | 3/168 [00:00<00:30,  5.46it/s]
    123/499      4.32G    0.01085   0.008344   0.003596         67        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
    123/499      4.32G     0.0108    0.00846     0.0036         60        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
    123/499      4.32G     0.0108    0.00846     0.0036         60        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    123/499      4.32G    0.01078   0.008475   0.003638         59        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    123/499      4.32G    0.01078   0.008475   0.003638         59        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    123/499      4.32G    0.01113   0.008911   0.003689         72        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    123/499      4.32G    0.01113   0.008911   0.003689         72        640:   4%|4         | 7/168 [00:01<00:30,  5.26it/s]
    123/499      4.32G    0.01104   0.009228    0.00402         86        640:   4%|4         | 7/168 [00:01<00:30,  5.26it/s]
    123/499      4.32G    0.01104   0.009228    0.00402         86        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    123/499      4.32G    0.01117   0.009043   0.004228         54        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    123/499      4.32G    0.01117   0.009043   0.004228         54        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    123/499      4.32G    0.01112   0.009185   0.004251         76        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    123/499      4.32G    0.01112   0.009185   0.004251         76        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
    123/499      4.32G    0.01116   0.009382   0.004277         75        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
    123/499      4.32G    0.01116   0.009382   0.004277         75        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    123/499      4.32G    0.01112   0.009375    0.00418         73        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    123/499      4.32G    0.01112   0.009375    0.00418         73        640:   7%|7         | 12/168 [00:02<00:28,  5.43it/s]
    123/499      4.32G    0.01113   0.009223    0.00396         54        640:   7%|7         | 12/168 [00:02<00:28,  5.43it/s]
    123/499      4.32G    0.01113   0.009223    0.00396         54        640:   8%|7         | 13/168 [00:02<00:29,  5.28it/s]
    123/499      4.32G    0.01113   0.009081   0.003939         52        640:   8%|7         | 13/168 [00:02<00:29,  5.28it/s]
    123/499      4.32G    0.01113   0.009081   0.003939         52        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    123/499      4.32G    0.01109   0.009099   0.003725         62        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    123/499      4.32G    0.01109   0.009099   0.003725         62        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    123/499      4.32G    0.01108   0.009013   0.003601         55        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    123/499      4.32G    0.01108   0.009013   0.003601         55        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    123/499      4.32G    0.01117   0.009067   0.003603         59        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    123/499      4.32G    0.01117   0.009067   0.003603         59        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    123/499      4.32G    0.01119   0.009063    0.00372         62        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    123/499      4.32G    0.01119   0.009063    0.00372         62        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    123/499      4.32G    0.01124   0.009081   0.003738         61        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    123/499      4.32G    0.01124   0.009081   0.003738         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    123/499      4.32G    0.01129   0.009033   0.003742         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    123/499      4.32G    0.01129   0.009033   0.003742         59        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    123/499      4.32G    0.01123   0.009068   0.003931         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    123/499      4.32G    0.01123   0.009068   0.003931         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
    123/499      4.32G    0.01124   0.009014   0.003884         60        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    123/499      4.32G    0.01124   0.009014   0.003884         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    123/499      4.32G    0.01117    0.00906   0.003848         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    123/499      4.32G    0.01117    0.00906   0.003848         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    123/499      4.32G    0.01116   0.009043   0.003823         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    123/499      4.32G    0.01116   0.009043   0.003823         75        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    123/499      4.32G     0.0112   0.009117   0.003826         79        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    123/499      4.32G     0.0112   0.009117   0.003826         79        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    123/499      4.32G    0.01119    0.00911   0.003825         54        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    123/499      4.32G    0.01119    0.00911   0.003825         54        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    123/499      4.32G    0.01125    0.00908   0.003827         60        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    123/499      4.32G    0.01125    0.00908   0.003827         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    123/499      4.32G    0.01119   0.009047   0.003829         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    123/499      4.32G    0.01119   0.009047   0.003829         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    123/499      4.32G    0.01116   0.009038   0.003775         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    123/499      4.32G    0.01116   0.009038   0.003775         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    123/499      4.32G    0.01114   0.009082   0.003763         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    123/499      4.32G    0.01114   0.009082   0.003763         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    123/499      4.32G    0.01115   0.009066   0.003913         59        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    123/499      4.32G    0.01115   0.009066   0.003913         59        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    123/499      4.32G    0.01118   0.009044    0.00393         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    123/499      4.32G    0.01118   0.009044    0.00393         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    123/499      4.32G    0.01116   0.009083   0.003892         84        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    123/499      4.32G    0.01116   0.009083   0.003892         84        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    123/499      4.32G    0.01117   0.009202   0.003862         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    123/499      4.32G    0.01117   0.009202   0.003862         81        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    123/499      4.32G    0.01109    0.00919   0.003806         66        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    123/499      4.32G    0.01109    0.00919   0.003806         66        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    123/499      4.32G    0.01108   0.009145   0.003709         51        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    123/499      4.32G    0.01108   0.009145   0.003709         51        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    123/499      4.32G    0.01106   0.009185   0.003663         71        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    123/499      4.32G    0.01106   0.009185   0.003663         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    123/499      4.32G     0.0111   0.009154   0.003618         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    123/499      4.32G     0.0111   0.009154   0.003618         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
    123/499      4.32G     0.0111   0.009121   0.003721         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
    123/499      4.32G     0.0111   0.009121   0.003721         56        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    123/499      4.32G    0.01104   0.009052    0.00377         54        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    123/499      4.32G    0.01104   0.009052    0.00377         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.27it/s]
    123/499      4.32G    0.01101   0.009037   0.003799         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.27it/s]
    123/499      4.32G    0.01101   0.009037   0.003799         63        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    123/499      4.32G    0.01099   0.009021   0.003783         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    123/499      4.32G    0.01099   0.009021   0.003783         67        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
    123/499      4.32G    0.01099   0.009001   0.003794         55        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
    123/499      4.32G    0.01099   0.009001   0.003794         55        640:  26%|##5       | 43/168 [00:08<00:23,  5.27it/s]
    123/499      4.32G      0.011   0.008981   0.003782         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.27it/s]
    123/499      4.32G      0.011   0.008981   0.003782         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
    123/499      4.32G      0.011    0.00895   0.003853         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
    123/499      4.32G      0.011    0.00895   0.003853         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    123/499      4.32G      0.011   0.008975   0.003847         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    123/499      4.32G      0.011   0.008975   0.003847         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    123/499      4.32G    0.01098   0.008941   0.003828         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    123/499      4.32G    0.01098   0.008941   0.003828         68        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
    123/499      4.32G    0.01097   0.008943   0.003827         57        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
    123/499      4.32G    0.01097   0.008943   0.003827         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    123/499      4.32G    0.01096   0.008953   0.003848         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    123/499      4.32G    0.01096   0.008953   0.003848         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.28it/s]
    123/499      4.32G    0.01098   0.008957   0.003808         55        640:  29%|##9       | 49/168 [00:09<00:22,  5.28it/s]
    123/499      4.32G    0.01098   0.008957   0.003808         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
    123/499      4.32G    0.01099    0.00897   0.003774         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
    123/499      4.32G    0.01099    0.00897   0.003774         61        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    123/499      4.32G    0.01098      0.009   0.003821         75        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    123/499      4.32G    0.01098      0.009   0.003821         75        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    123/499      4.32G    0.01099   0.008958    0.00384         67        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    123/499      4.32G    0.01099   0.008958    0.00384         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    123/499      4.32G      0.011   0.008985   0.003828         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    123/499      4.32G      0.011   0.008985   0.003828         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    123/499      4.32G      0.011   0.009011   0.003783         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    123/499      4.32G      0.011   0.009011   0.003783         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    123/499      4.32G    0.01098   0.009012   0.003793         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    123/499      4.32G    0.01098   0.009012   0.003793         69        640:  33%|###3      | 56/168 [00:10<00:20,  5.33it/s]
    123/499      4.32G      0.011   0.009005   0.003831         67        640:  33%|###3      | 56/168 [00:10<00:20,  5.33it/s]
    123/499      4.32G      0.011   0.009005   0.003831         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    123/499      4.32G    0.01099   0.009054   0.003812         73        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    123/499      4.32G    0.01099   0.009054   0.003812         73        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
    123/499      4.32G    0.01096   0.009019   0.003825         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    123/499      4.32G    0.01096   0.009019   0.003825         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    123/499      4.32G    0.01095   0.009016   0.003792         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    123/499      4.32G    0.01095   0.009016   0.003792         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.40it/s]
    123/499      4.32G    0.01096   0.009015   0.003871         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.40it/s]
    123/499      4.32G    0.01096   0.009015   0.003871         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    123/499      4.32G    0.01095   0.009002   0.003852         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    123/499      4.32G    0.01095   0.009002   0.003852         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    123/499      4.32G    0.01095   0.009006   0.003867         73        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    123/499      4.32G    0.01095   0.009006   0.003867         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
    123/499      4.32G    0.01096    0.00901   0.003849         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    123/499      4.32G    0.01096    0.00901   0.003849         60        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    123/499      4.32G    0.01093   0.008998   0.003818         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    123/499      4.32G    0.01093   0.008998   0.003818         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    123/499      4.32G    0.01092   0.008992   0.003811         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    123/499      4.32G    0.01092   0.008992   0.003811         56        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    123/499      4.32G    0.01092   0.008992   0.003803         77        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    123/499      4.32G    0.01092   0.008992   0.003803         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    123/499      4.32G    0.01092   0.009004   0.003781         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    123/499      4.32G    0.01092   0.009004   0.003781         76        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
    123/499      4.32G    0.01091   0.008996   0.003737         66        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
    123/499      4.32G    0.01091   0.008996   0.003737         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    123/499      4.32G    0.01091   0.008976   0.003715         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    123/499      4.32G    0.01091   0.008976   0.003715         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.26it/s]
    123/499      4.32G    0.01092   0.008996   0.003721         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.26it/s]
    123/499      4.32G    0.01092   0.008996   0.003721         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    123/499      4.32G    0.01091   0.009032   0.003745         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    123/499      4.32G    0.01091   0.009032   0.003745         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    123/499      4.32G    0.01089   0.009026   0.003756         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    123/499      4.32G    0.01089   0.009026   0.003756         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    123/499      4.32G    0.01089   0.009073   0.003767         82        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    123/499      4.32G    0.01089   0.009073   0.003767         82        640:  44%|####4     | 74/168 [00:13<00:17,  5.30it/s]
    123/499      4.32G     0.0109   0.009055   0.003735         50        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    123/499      4.32G     0.0109   0.009055   0.003735         50        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    123/499      4.32G    0.01088   0.009051   0.003806         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    123/499      4.32G    0.01088   0.009051   0.003806         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    123/499      4.32G    0.01086   0.009081   0.003811         89        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    123/499      4.32G    0.01086   0.009081   0.003811         89        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    123/499      4.32G    0.01084   0.009064   0.003779         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    123/499      4.32G    0.01084   0.009064   0.003779         56        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    123/499      4.32G    0.01085   0.009065   0.003781         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    123/499      4.32G    0.01085   0.009065   0.003781         69        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    123/499      4.32G    0.01085   0.009096   0.003766         85        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    123/499      4.32G    0.01085   0.009096   0.003766         85        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    123/499      4.32G    0.01086   0.009092   0.003772         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    123/499      4.32G    0.01086   0.009092   0.003772         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.41it/s]
    123/499      4.32G    0.01087   0.009108   0.003827         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.41it/s]
    123/499      4.32G    0.01087   0.009108   0.003827         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    123/499      4.32G    0.01088   0.009121   0.003802         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    123/499      4.32G    0.01088   0.009121   0.003802         71        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    123/499      4.32G    0.01087   0.009141    0.00378         74        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    123/499      4.32G    0.01087   0.009141    0.00378         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    123/499      4.32G    0.01089   0.009157   0.003799         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    123/499      4.32G    0.01089   0.009157   0.003799         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    123/499      4.32G    0.01088   0.009144   0.003814         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    123/499      4.32G    0.01088   0.009144   0.003814         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    123/499      4.32G    0.01089   0.009157   0.003851         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    123/499      4.32G    0.01089   0.009157   0.003851         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    123/499      4.32G    0.01087    0.00916   0.003854         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    123/499      4.32G    0.01087    0.00916   0.003854         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    123/499      4.32G    0.01087   0.009144   0.003891         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    123/499      4.32G    0.01087   0.009144   0.003891         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    123/499      4.32G    0.01088   0.009129   0.003937         59        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    123/499      4.32G    0.01088   0.009129   0.003937         59        640:  54%|#####3    | 90/168 [00:16<00:14,  5.34it/s]
    123/499      4.32G    0.01087    0.00917   0.003966         90        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    123/499      4.32G    0.01087    0.00917   0.003966         90        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    123/499      4.32G    0.01086   0.009173   0.003957         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    123/499      4.32G    0.01086   0.009173   0.003957         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    123/499      4.32G    0.01085   0.009178   0.003934         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    123/499      4.32G    0.01085   0.009178   0.003934         78        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    123/499      4.32G    0.01083   0.009188   0.003922         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    123/499      4.32G    0.01083   0.009188   0.003922         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    123/499      4.32G    0.01083    0.00919     0.0039         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    123/499      4.32G    0.01083    0.00919     0.0039         70        640:  57%|#####6    | 95/168 [00:17<00:13,  5.33it/s]
    123/499      4.32G    0.01082   0.009208   0.003913         79        640:  57%|#####6    | 95/168 [00:18<00:13,  5.33it/s]
    123/499      4.32G    0.01082   0.009208   0.003913         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    123/499      4.32G    0.01082   0.009224   0.003905         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    123/499      4.32G    0.01082   0.009224   0.003905         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    123/499      4.32G    0.01081   0.009232   0.003888         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    123/499      4.32G    0.01081   0.009232   0.003888         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    123/499      4.32G     0.0108   0.009233   0.003883         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    123/499      4.32G     0.0108   0.009233   0.003883         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    123/499      4.32G    0.01079   0.009247   0.003883         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    123/499      4.32G    0.01079   0.009247   0.003883         69        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
    123/499      4.32G    0.01078    0.00923   0.003864         59        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    123/499      4.32G    0.01078    0.00923   0.003864         59        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    123/499      4.32G    0.01077    0.00924   0.003849         69        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    123/499      4.32G    0.01077    0.00924   0.003849         69        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    123/499      4.32G    0.01075   0.009222   0.003823         59        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    123/499      4.32G    0.01075   0.009222   0.003823         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    123/499      4.32G    0.01075   0.009237   0.003837         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    123/499      4.32G    0.01075   0.009237   0.003837         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    123/499      4.32G    0.01076   0.009234   0.003852         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    123/499      4.32G    0.01076   0.009234   0.003852         72        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    123/499      4.32G    0.01077   0.009245   0.003838         77        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    123/499      4.32G    0.01077   0.009245   0.003838         77        640:  63%|######3   | 106/168 [00:19<00:11,  5.21it/s]
    123/499      4.32G    0.01078   0.009254   0.003836         79        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    123/499      4.32G    0.01078   0.009254   0.003836         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    123/499      4.32G    0.01079   0.009248   0.003852         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    123/499      4.32G    0.01079   0.009248   0.003852         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    123/499      4.32G    0.01077   0.009252   0.003848         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    123/499      4.32G    0.01077   0.009252   0.003848         84        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    123/499      4.32G    0.01076   0.009255   0.003861         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    123/499      4.32G    0.01076   0.009255   0.003861         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    123/499      4.32G    0.01076   0.009282    0.00385         85        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    123/499      4.32G    0.01076   0.009282    0.00385         85        640:  66%|######6   | 111/168 [00:20<00:10,  5.34it/s]
    123/499      4.32G    0.01077   0.009292   0.003858         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    123/499      4.32G    0.01077   0.009292   0.003858         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    123/499      4.32G    0.01077    0.00928   0.003854         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    123/499      4.32G    0.01077    0.00928   0.003854         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    123/499      4.32G    0.01077   0.009272     0.0039         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    123/499      4.32G    0.01077   0.009272     0.0039         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    123/499      4.32G    0.01077    0.00928   0.003905         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    123/499      4.32G    0.01077    0.00928   0.003905         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    123/499      4.32G    0.01077   0.009287   0.003897         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    123/499      4.32G    0.01077   0.009287   0.003897         65        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
    123/499      4.32G    0.01077   0.009296   0.003902         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    123/499      4.32G    0.01077   0.009296   0.003902         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    123/499      4.32G    0.01078   0.009308   0.003888         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    123/499      4.32G    0.01078   0.009308   0.003888         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    123/499      4.32G    0.01078   0.009325   0.003871         88        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    123/499      4.32G    0.01078   0.009325   0.003871         88        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    123/499      4.32G    0.01077   0.009333   0.003862         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    123/499      4.32G    0.01077   0.009333   0.003862         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    123/499      4.32G    0.01077   0.009324   0.003851         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    123/499      4.32G    0.01077   0.009324   0.003851         62        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
    123/499      4.32G    0.01078   0.009319   0.003889         46        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    123/499      4.32G    0.01078   0.009319   0.003889         46        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    123/499      4.32G    0.01078   0.009316   0.003893         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    123/499      4.32G    0.01078   0.009316   0.003893         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    123/499      4.32G    0.01076   0.009329   0.003892         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    123/499      4.32G    0.01076   0.009329   0.003892         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    123/499      4.32G    0.01075   0.009331    0.00389         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    123/499      4.32G    0.01075   0.009331    0.00389         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    123/499      4.32G    0.01075   0.009349   0.003915         80        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    123/499      4.32G    0.01075   0.009349   0.003915         80        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    123/499      4.32G    0.01075   0.009354   0.003902         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    123/499      4.32G    0.01075   0.009354   0.003902         66        640:  76%|#######5  | 127/168 [00:23<00:07,  5.23it/s]
    123/499      4.32G    0.01076   0.009345   0.003931         49        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    123/499      4.32G    0.01076   0.009345   0.003931         49        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    123/499      4.32G    0.01076   0.009341   0.003918         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    123/499      4.32G    0.01076   0.009341   0.003918         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    123/499      4.32G    0.01077   0.009343   0.003903         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    123/499      4.32G    0.01077   0.009343   0.003903         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    123/499      4.32G    0.01077   0.009338   0.003902         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    123/499      4.32G    0.01077   0.009338   0.003902         58        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    123/499      4.32G    0.01077   0.009366     0.0039         84        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    123/499      4.32G    0.01077   0.009366     0.0039         84        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    123/499      4.32G    0.01077   0.009373   0.003877         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    123/499      4.32G    0.01077   0.009373   0.003877         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    123/499      4.32G    0.01077   0.009382   0.003862         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    123/499      4.32G    0.01077   0.009382   0.003862         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    123/499      4.32G    0.01076   0.009376   0.003862         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    123/499      4.32G    0.01076   0.009376   0.003862         68        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    123/499      4.32G    0.01075   0.009372   0.003864         64        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    123/499      4.32G    0.01075   0.009372   0.003864         64        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    123/499      4.32G    0.01076   0.009361   0.003874         62        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    123/499      4.32G    0.01076   0.009361   0.003874         62        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    123/499      4.32G    0.01074   0.009351   0.003874         77        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    123/499      4.32G    0.01074   0.009351   0.003874         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    123/499      4.32G    0.01075   0.009359   0.003887         82        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    123/499      4.32G    0.01075   0.009359   0.003887         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    123/499      4.32G    0.01076   0.009385   0.003898         86        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    123/499      4.32G    0.01076   0.009385   0.003898         86        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    123/499      4.32G    0.01076   0.009386   0.003917         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    123/499      4.32G    0.01076   0.009386   0.003917         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.40it/s]
    123/499      4.32G    0.01075    0.00938   0.003903         52        640:  84%|########3 | 141/168 [00:26<00:05,  5.40it/s]
    123/499      4.32G    0.01075    0.00938   0.003903         52        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    123/499      4.32G    0.01075   0.009379   0.003891         75        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    123/499      4.32G    0.01075   0.009379   0.003891         75        640:  85%|########5 | 143/168 [00:26<00:04,  5.33it/s]
    123/499      4.32G    0.01075   0.009362   0.003896         53        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    123/499      4.32G    0.01075   0.009362   0.003896         53        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    123/499      4.32G    0.01073   0.009351   0.003905         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    123/499      4.32G    0.01073   0.009351   0.003905         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    123/499      4.32G    0.01073   0.009344   0.003908         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    123/499      4.32G    0.01073   0.009344   0.003908         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    123/499      4.32G    0.01073   0.009335   0.003908         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    123/499      4.32G    0.01073   0.009335   0.003908         58        640:  88%|########7 | 147/168 [00:27<00:03,  5.26it/s]
    123/499      4.32G    0.01074   0.009338   0.003903         63        640:  88%|########7 | 147/168 [00:27<00:03,  5.26it/s]
    123/499      4.32G    0.01074   0.009338   0.003903         63        640:  88%|########8 | 148/168 [00:27<00:03,  5.13it/s]
    123/499      4.32G    0.01076   0.009338    0.00389         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    123/499      4.32G    0.01076   0.009338    0.00389         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    123/499      4.32G    0.01075   0.009324   0.003894         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    123/499      4.32G    0.01075   0.009324   0.003894         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    123/499      4.32G    0.01075   0.009326   0.003887         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    123/499      4.32G    0.01075   0.009326   0.003887         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    123/499      4.32G    0.01075   0.009326   0.003874         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    123/499      4.32G    0.01075   0.009326   0.003874         63        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    123/499      4.32G    0.01074   0.009335   0.003883         73        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    123/499      4.32G    0.01074   0.009335   0.003883         73        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    123/499      4.32G    0.01075   0.009341   0.003893         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    123/499      4.32G    0.01075   0.009341   0.003893         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    123/499      4.32G    0.01074    0.00934   0.003885         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    123/499      4.32G    0.01074    0.00934   0.003885         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    123/499      4.32G    0.01074   0.009337   0.003875         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    123/499      4.32G    0.01074   0.009337   0.003875         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    123/499      4.32G    0.01074   0.009333   0.003866         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    123/499      4.32G    0.01074   0.009333   0.003866         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    123/499      4.32G    0.01074   0.009332   0.003879         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    123/499      4.32G    0.01074   0.009332   0.003879         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    123/499      4.32G    0.01073   0.009344   0.003883         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    123/499      4.32G    0.01073   0.009344   0.003883         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    123/499      4.32G    0.01074   0.009341   0.003879         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    123/499      4.32G    0.01074   0.009341   0.003879         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    123/499      4.32G    0.01075   0.009341   0.003874         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    123/499      4.32G    0.01075   0.009341   0.003874         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    123/499      4.32G    0.01074   0.009335   0.003877         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    123/499      4.32G    0.01074   0.009335   0.003877         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    123/499      4.32G    0.01073    0.00934   0.003876         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    123/499      4.32G    0.01073    0.00934   0.003876         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    123/499      4.32G    0.01074   0.009344   0.003873         68        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    123/499      4.32G    0.01074   0.009344   0.003873         68        640:  98%|#########7| 164/168 [00:30<00:00,  5.28it/s]
    123/499      4.32G    0.01074    0.00934   0.003877         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    123/499      4.32G    0.01074    0.00934   0.003877         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    123/499      4.32G    0.01074   0.009333   0.003864         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    123/499      4.32G    0.01074   0.009333   0.003864         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    123/499      4.32G    0.01074   0.009339   0.003872         79        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    123/499      4.32G    0.01074   0.009339   0.003872         79        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    123/499      4.32G    0.01074   0.009338   0.003852         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    123/499      4.32G    0.01074   0.009338   0.003852         30        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
    123/499      4.32G    0.01074   0.009338   0.003852         30        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.889      0.873      0.927       0.78

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    124/499      4.32G    0.01083    0.01062   0.002182         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
    124/499      4.32G    0.01083    0.01062   0.002182         72        640:   1%|          | 1/168 [00:00<00:33,  5.02it/s]
    124/499      4.32G    0.01016   0.009276   0.002444         64        640:   1%|          | 1/168 [00:00<00:33,  5.02it/s]
    124/499      4.32G    0.01016   0.009276   0.002444         64        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    124/499      4.32G    0.01097   0.008409   0.004303         52        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    124/499      4.32G    0.01097   0.008409   0.004303         52        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    124/499      4.32G    0.01061    0.00883   0.004627         74        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    124/499      4.32G    0.01061    0.00883   0.004627         74        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    124/499      4.32G    0.01088   0.008832    0.00537         65        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    124/499      4.32G    0.01088   0.008832    0.00537         65        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
    124/499      4.32G    0.01122   0.008593   0.005825         57        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
    124/499      4.32G    0.01122   0.008593   0.005825         57        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    124/499      4.32G    0.01114   0.008983   0.005727         79        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    124/499      4.32G    0.01114   0.008983   0.005727         79        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    124/499      4.32G     0.0109   0.008823   0.005581         56        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    124/499      4.32G     0.0109   0.008823   0.005581         56        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    124/499      4.32G    0.01086   0.008971   0.005617         82        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    124/499      4.32G    0.01086   0.008971   0.005617         82        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    124/499      4.32G    0.01068   0.008903   0.005346         70        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    124/499      4.32G    0.01068   0.008903   0.005346         70        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    124/499      4.32G    0.01061   0.008793   0.005066         63        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    124/499      4.32G    0.01061   0.008793   0.005066         63        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    124/499      4.32G    0.01049   0.008659   0.005056         68        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    124/499      4.32G    0.01049   0.008659   0.005056         68        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    124/499      4.32G    0.01053   0.008887   0.005075         70        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    124/499      4.32G    0.01053   0.008887   0.005075         70        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    124/499      4.32G    0.01058   0.008953   0.004916         63        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    124/499      4.32G    0.01058   0.008953   0.004916         63        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
    124/499      4.32G    0.01056   0.009043   0.004673         69        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
    124/499      4.32G    0.01056   0.009043   0.004673         69        640:   9%|8         | 15/168 [00:02<00:28,  5.40it/s]
    124/499      4.32G    0.01069   0.009046   0.004648         53        640:   9%|8         | 15/168 [00:03<00:28,  5.40it/s]
    124/499      4.32G    0.01069   0.009046   0.004648         53        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    124/499      4.32G    0.01082   0.009222   0.004549         72        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    124/499      4.32G    0.01082   0.009222   0.004549         72        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    124/499      4.32G    0.01087   0.009237     0.0045         65        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    124/499      4.32G    0.01087   0.009237     0.0045         65        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    124/499      4.32G    0.01088   0.009249   0.004529         69        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    124/499      4.32G    0.01088   0.009249   0.004529         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
    124/499      4.32G    0.01086   0.009257   0.004534         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
    124/499      4.32G    0.01086   0.009257   0.004534         82        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
    124/499      4.32G    0.01087   0.009214   0.004559         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
    124/499      4.32G    0.01087   0.009214   0.004559         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
    124/499      4.32G    0.01083   0.009157   0.004597         63        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
    124/499      4.32G    0.01083   0.009157   0.004597         63        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    124/499      4.32G    0.01077   0.009124   0.004503         68        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    124/499      4.32G    0.01077   0.009124   0.004503         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.34it/s]
    124/499      4.32G    0.01081   0.009117   0.004521         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.34it/s]
    124/499      4.32G    0.01081   0.009117   0.004521         56        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    124/499      4.32G    0.01082   0.009097   0.004386         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    124/499      4.32G    0.01082   0.009097   0.004386         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
    124/499      4.32G    0.01081   0.009052   0.004371         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
    124/499      4.32G    0.01081   0.009052   0.004371         62        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    124/499      4.32G    0.01081   0.008971   0.004428         56        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    124/499      4.32G    0.01081   0.008971   0.004428         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    124/499      4.32G    0.01082   0.008945   0.004406         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    124/499      4.32G    0.01082   0.008945   0.004406         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    124/499      4.32G    0.01085   0.008951   0.004369         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    124/499      4.32G    0.01085   0.008951   0.004369         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    124/499      4.32G    0.01088    0.00903   0.004327         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    124/499      4.32G    0.01088    0.00903   0.004327         76        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    124/499      4.32G    0.01086   0.009046   0.004355         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    124/499      4.32G    0.01086   0.009046   0.004355         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    124/499      4.32G    0.01085   0.009058   0.004403         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    124/499      4.32G    0.01085   0.009058   0.004403         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    124/499      4.32G    0.01085   0.009083   0.004411         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    124/499      4.32G    0.01085   0.009083   0.004411         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    124/499      4.32G    0.01081   0.009147   0.004336         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    124/499      4.32G    0.01081   0.009147   0.004336         75        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    124/499      4.32G    0.01079    0.00919   0.004283         76        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    124/499      4.32G    0.01079    0.00919   0.004283         76        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    124/499      4.32G    0.01078     0.0092   0.004312         76        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    124/499      4.32G    0.01078     0.0092   0.004312         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    124/499      4.32G    0.01078   0.009219   0.004269         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    124/499      4.32G    0.01078   0.009219   0.004269         73        640:  22%|##2       | 37/168 [00:06<00:25,  5.20it/s]
    124/499      4.32G    0.01078   0.009201   0.004227         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    124/499      4.32G    0.01078   0.009201   0.004227         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    124/499      4.32G    0.01072   0.009161   0.004263         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    124/499      4.32G    0.01072   0.009161   0.004263         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    124/499      4.32G    0.01074   0.009166   0.004239         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    124/499      4.32G    0.01074   0.009166   0.004239         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    124/499      4.32G    0.01069   0.009144   0.004201         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    124/499      4.32G    0.01069   0.009144   0.004201         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    124/499      4.32G    0.01066   0.009129   0.004244         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    124/499      4.32G    0.01066   0.009129   0.004244         64        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
    124/499      4.32G    0.01065   0.009073   0.004237         55        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    124/499      4.32G    0.01065   0.009073   0.004237         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    124/499      4.32G    0.01065   0.009038   0.004207         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    124/499      4.32G    0.01065   0.009038   0.004207         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
    124/499      4.32G    0.01063   0.009022   0.004213         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
    124/499      4.32G    0.01063   0.009022   0.004213         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    124/499      4.32G    0.01058    0.00903   0.004235         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    124/499      4.32G    0.01058    0.00903   0.004235         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    124/499      4.32G    0.01058   0.009031   0.004225         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    124/499      4.32G    0.01058   0.009031   0.004225         70        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    124/499      4.32G    0.01055   0.009032   0.004179         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    124/499      4.32G    0.01055   0.009032   0.004179         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    124/499      4.32G    0.01054   0.009016   0.004139         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    124/499      4.32G    0.01054   0.009016   0.004139         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    124/499      4.32G    0.01053   0.009007   0.004089         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    124/499      4.32G    0.01053   0.009007   0.004089         57        640:  30%|##9       | 50/168 [00:09<00:21,  5.36it/s]
    124/499      4.32G    0.01053   0.009025   0.004043         62        640:  30%|##9       | 50/168 [00:09<00:21,  5.36it/s]
    124/499      4.32G    0.01053   0.009025   0.004043         62        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    124/499      4.32G    0.01054   0.009103   0.004026         79        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    124/499      4.32G    0.01054   0.009103   0.004026         79        640:  31%|###       | 52/168 [00:09<00:22,  5.27it/s]
    124/499      4.32G    0.01052    0.00911   0.003995         69        640:  31%|###       | 52/168 [00:10<00:22,  5.27it/s]
    124/499      4.32G    0.01052    0.00911   0.003995         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.35it/s]
    124/499      4.32G     0.0105   0.009118   0.003993         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.35it/s]
    124/499      4.32G     0.0105   0.009118   0.003993         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.41it/s]
    124/499      4.32G    0.01053   0.009143   0.003981         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.41it/s]
    124/499      4.32G    0.01053   0.009143   0.003981         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.27it/s]
    124/499      4.32G     0.0105   0.009113    0.00397         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.27it/s]
    124/499      4.32G     0.0105   0.009113    0.00397         74        640:  33%|###3      | 56/168 [00:10<00:20,  5.34it/s]
    124/499      4.32G    0.01053   0.009126    0.00397         59        640:  33%|###3      | 56/168 [00:10<00:20,  5.34it/s]
    124/499      4.32G    0.01053   0.009126    0.00397         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
    124/499      4.32G    0.01053   0.009096   0.003933         53        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
    124/499      4.32G    0.01053   0.009096   0.003933         53        640:  35%|###4      | 58/168 [00:10<00:20,  5.24it/s]
    124/499      4.32G    0.01052   0.009108   0.003945         78        640:  35%|###4      | 58/168 [00:11<00:20,  5.24it/s]
    124/499      4.32G    0.01052   0.009108   0.003945         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    124/499      4.32G    0.01051    0.00915   0.003907         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    124/499      4.32G    0.01051    0.00915   0.003907         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    124/499      4.32G    0.01051   0.009214   0.003878         88        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    124/499      4.32G    0.01051   0.009214   0.003878         88        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    124/499      4.32G    0.01052   0.009213   0.003927         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    124/499      4.32G    0.01052   0.009213   0.003927         57        640:  37%|###6      | 62/168 [00:11<00:19,  5.36it/s]
    124/499      4.32G    0.01052   0.009219   0.003893         67        640:  37%|###6      | 62/168 [00:11<00:19,  5.36it/s]
    124/499      4.32G    0.01052   0.009219   0.003893         67        640:  38%|###7      | 63/168 [00:11<00:19,  5.42it/s]
    124/499      4.32G    0.01051   0.009232   0.003956         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.42it/s]
    124/499      4.32G    0.01051   0.009232   0.003956         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    124/499      4.32G    0.01049   0.009209   0.003937         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    124/499      4.32G    0.01049   0.009209   0.003937         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    124/499      4.32G    0.01048   0.009198    0.00397         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    124/499      4.32G    0.01048   0.009198    0.00397         62        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    124/499      4.32G     0.0105    0.00919   0.003966         67        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    124/499      4.32G     0.0105    0.00919   0.003966         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    124/499      4.32G    0.01048   0.009195   0.003965         89        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    124/499      4.32G    0.01048   0.009195   0.003965         89        640:  40%|####      | 68/168 [00:12<00:18,  5.34it/s]
    124/499      4.32G    0.01048   0.009212   0.003941         76        640:  40%|####      | 68/168 [00:13<00:18,  5.34it/s]
    124/499      4.32G    0.01048   0.009212   0.003941         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    124/499      4.32G    0.01048   0.009181   0.003933         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    124/499      4.32G    0.01048   0.009181   0.003933         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    124/499      4.32G    0.01049   0.009175   0.003965         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    124/499      4.32G    0.01049   0.009175   0.003965         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.36it/s]
    124/499      4.32G    0.01048   0.009173   0.003941         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.36it/s]
    124/499      4.32G    0.01048   0.009173   0.003941         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.44it/s]
    124/499      4.32G    0.01049   0.009174   0.003957         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.44it/s]
    124/499      4.32G    0.01049   0.009174   0.003957         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.27it/s]
    124/499      4.32G    0.01047   0.009191   0.003979         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.27it/s]
    124/499      4.32G    0.01047   0.009191   0.003979         72        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    124/499      4.32G    0.01047     0.0092   0.003951         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    124/499      4.32G    0.01047     0.0092   0.003951         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    124/499      4.32G    0.01046    0.00921    0.00401         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    124/499      4.32G    0.01046    0.00921    0.00401         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    124/499      4.32G    0.01045   0.009213   0.003992         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    124/499      4.32G    0.01045   0.009213   0.003992         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    124/499      4.32G    0.01044   0.009199   0.003958         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    124/499      4.32G    0.01044   0.009199   0.003958         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    124/499      4.32G    0.01043   0.009205   0.003956         82        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    124/499      4.32G    0.01043   0.009205   0.003956         82        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    124/499      4.32G    0.01045   0.009205   0.003942         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    124/499      4.32G    0.01045   0.009205   0.003942         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    124/499      4.32G    0.01042   0.009192   0.003925         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    124/499      4.32G    0.01042   0.009192   0.003925         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    124/499      4.32G    0.01041   0.009194   0.003899         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    124/499      4.32G    0.01041   0.009194   0.003899         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    124/499      4.32G     0.0104   0.009184   0.003881         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    124/499      4.32G     0.0104   0.009184   0.003881         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    124/499      4.32G    0.01037   0.009166   0.003905         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    124/499      4.32G    0.01037   0.009166   0.003905         67        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
    124/499      4.32G    0.01036   0.009153   0.003931         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    124/499      4.32G    0.01036   0.009153   0.003931         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    124/499      4.32G    0.01036    0.00919    0.00394         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    124/499      4.32G    0.01036    0.00919    0.00394         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    124/499      4.32G    0.01037   0.009188   0.003932         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    124/499      4.32G    0.01037   0.009188   0.003932         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    124/499      4.32G    0.01038   0.009214   0.003912         85        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    124/499      4.32G    0.01038   0.009214   0.003912         85        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    124/499      4.32G    0.01038   0.009192   0.003938         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    124/499      4.32G    0.01038   0.009192   0.003938         57        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    124/499      4.32G    0.01036   0.009181    0.00395         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    124/499      4.32G    0.01036   0.009181    0.00395         70        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
    124/499      4.32G    0.01036   0.009198   0.003944         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    124/499      4.32G    0.01036   0.009198   0.003944         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    124/499      4.32G    0.01035   0.009174   0.003931         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    124/499      4.32G    0.01035   0.009174   0.003931         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    124/499      4.32G    0.01034   0.009164   0.003914         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    124/499      4.32G    0.01034   0.009164   0.003914         68        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    124/499      4.32G    0.01034   0.009181   0.003905         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    124/499      4.32G    0.01034   0.009181   0.003905         75        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    124/499      4.32G    0.01033   0.009173   0.003915         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    124/499      4.32G    0.01033   0.009173   0.003915         57        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
    124/499      4.32G    0.01033   0.009182   0.003903         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    124/499      4.32G    0.01033   0.009182   0.003903         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    124/499      4.32G    0.01032   0.009187   0.003875         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    124/499      4.32G    0.01032   0.009187   0.003875         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    124/499      4.32G    0.01034    0.00919     0.0039         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    124/499      4.32G    0.01034    0.00919     0.0039         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    124/499      4.32G    0.01032   0.009186   0.003884         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    124/499      4.32G    0.01032   0.009186   0.003884         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    124/499      4.32G    0.01031   0.009187    0.00386         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    124/499      4.32G    0.01031   0.009187    0.00386         75        640:  60%|#####9    | 100/168 [00:18<00:12,  5.25it/s]
    124/499      4.32G    0.01031   0.009194   0.003862         67        640:  60%|#####9    | 100/168 [00:19<00:12,  5.25it/s]
    124/499      4.32G    0.01031   0.009194   0.003862         67        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    124/499      4.32G    0.01031   0.009164   0.003874         44        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    124/499      4.32G    0.01031   0.009164   0.003874         44        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    124/499      4.32G    0.01032   0.009173   0.003875         79        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    124/499      4.32G    0.01032   0.009173   0.003875         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    124/499      4.32G    0.01035   0.009178   0.003889         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    124/499      4.32G    0.01035   0.009178   0.003889         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    124/499      4.32G    0.01036   0.009196   0.003879         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    124/499      4.32G    0.01036   0.009196   0.003879         76        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    124/499      4.32G    0.01035   0.009191   0.003877         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    124/499      4.32G    0.01035   0.009191   0.003877         66        640:  63%|######3   | 106/168 [00:19<00:11,  5.27it/s]
    124/499      4.32G    0.01034   0.009183   0.003902         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.27it/s]
    124/499      4.32G    0.01034   0.009183   0.003902         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    124/499      4.32G    0.01033   0.009194   0.003901         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    124/499      4.32G    0.01033   0.009194   0.003901         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    124/499      4.32G    0.01033   0.009177   0.003908         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    124/499      4.32G    0.01033   0.009177   0.003908         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    124/499      4.32G    0.01032   0.009171   0.003894         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    124/499      4.32G    0.01032   0.009171   0.003894         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.34it/s]
    124/499      4.32G    0.01032   0.009174   0.003905         70        640:  65%|######5   | 110/168 [00:20<00:10,  5.34it/s]
    124/499      4.32G    0.01032   0.009174   0.003905         70        640:  66%|######6   | 111/168 [00:20<00:10,  5.36it/s]
    124/499      4.32G    0.01032   0.009165   0.003883         57        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    124/499      4.32G    0.01032   0.009165   0.003883         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    124/499      4.32G    0.01032   0.009175   0.003859         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    124/499      4.32G    0.01032   0.009175   0.003859         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    124/499      4.32G    0.01032   0.009191   0.003843         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    124/499      4.32G    0.01032   0.009191   0.003843         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    124/499      4.32G    0.01033    0.00919   0.003826         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    124/499      4.32G    0.01033    0.00919   0.003826         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    124/499      4.32G    0.01032   0.009191   0.003829         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    124/499      4.32G    0.01032   0.009191   0.003829         69        640:  69%|######9   | 116/168 [00:21<00:09,  5.24it/s]
    124/499      4.32G     0.0103   0.009181   0.003813         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    124/499      4.32G     0.0103   0.009181   0.003813         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    124/499      4.32G     0.0103   0.009176   0.003813         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    124/499      4.32G     0.0103   0.009176   0.003813         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    124/499      4.32G    0.01031   0.009177   0.003818         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    124/499      4.32G    0.01031   0.009177   0.003818         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    124/499      4.32G    0.01031    0.00917   0.003803         49        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    124/499      4.32G    0.01031    0.00917   0.003803         49        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    124/499      4.32G    0.01032   0.009156   0.003812         59        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    124/499      4.32G    0.01032   0.009156   0.003812         59        640:  72%|#######2  | 121/168 [00:22<00:09,  5.22it/s]
    124/499      4.32G    0.01032   0.009178   0.003818         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
    124/499      4.32G    0.01032   0.009178   0.003818         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    124/499      4.32G    0.01031   0.009171   0.003835         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    124/499      4.32G    0.01031   0.009171   0.003835         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    124/499      4.32G    0.01031   0.009165   0.003822         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    124/499      4.32G    0.01031   0.009165   0.003822         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    124/499      4.32G    0.01031   0.009161   0.003807         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    124/499      4.32G    0.01031   0.009161   0.003807         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    124/499      4.32G    0.01032   0.009167   0.003821         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    124/499      4.32G    0.01032   0.009167   0.003821         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.30it/s]
    124/499      4.32G    0.01032   0.009161   0.003804         64        640:  75%|#######5  | 126/168 [00:23<00:07,  5.30it/s]
    124/499      4.32G    0.01032   0.009161   0.003804         64        640:  76%|#######5  | 127/168 [00:23<00:07,  5.17it/s]
    124/499      4.32G    0.01032   0.009168   0.003823         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    124/499      4.32G    0.01032   0.009168   0.003823         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    124/499      4.32G    0.01032   0.009163   0.003818         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    124/499      4.32G    0.01032   0.009163   0.003818         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    124/499      4.32G    0.01032    0.00917   0.003809         85        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    124/499      4.32G    0.01032    0.00917   0.003809         85        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    124/499      4.32G    0.01032   0.009164   0.003813         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    124/499      4.32G    0.01032   0.009164   0.003813         64        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    124/499      4.32G    0.01033   0.009178   0.003823         70        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    124/499      4.32G    0.01033   0.009178   0.003823         70        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    124/499      4.32G    0.01034   0.009172    0.00381         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    124/499      4.32G    0.01034   0.009172    0.00381         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    124/499      4.32G    0.01033   0.009167   0.003813         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    124/499      4.32G    0.01033   0.009167   0.003813         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    124/499      4.32G    0.01034   0.009159   0.003842         52        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    124/499      4.32G    0.01034   0.009159   0.003842         52        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    124/499      4.32G    0.01034   0.009161   0.003846         66        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    124/499      4.32G    0.01034   0.009161   0.003846         66        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    124/499      4.32G    0.01033   0.009166    0.00385         73        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    124/499      4.32G    0.01033   0.009166    0.00385         73        640:  82%|########1 | 137/168 [00:25<00:05,  5.26it/s]
    124/499      4.32G    0.01034   0.009175    0.00384         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    124/499      4.32G    0.01034   0.009175    0.00384         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    124/499      4.32G    0.01035   0.009175   0.003843         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    124/499      4.32G    0.01035   0.009175   0.003843         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    124/499      4.32G    0.01034   0.009169   0.003851         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    124/499      4.32G    0.01034   0.009169   0.003851         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    124/499      4.32G    0.01035    0.00917   0.003838         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    124/499      4.32G    0.01035    0.00917   0.003838         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    124/499      4.32G    0.01035   0.009186   0.003829         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    124/499      4.32G    0.01035   0.009186   0.003829         58        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    124/499      4.32G    0.01034   0.009187   0.003831         76        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    124/499      4.32G    0.01034   0.009187   0.003831         76        640:  85%|########5 | 143/168 [00:26<00:04,  5.34it/s]
    124/499      4.32G    0.01034   0.009183   0.003838         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
    124/499      4.32G    0.01034   0.009183   0.003838         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    124/499      4.32G    0.01035   0.009172    0.00385         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    124/499      4.32G    0.01035   0.009172    0.00385         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    124/499      4.32G    0.01036   0.009183   0.003853         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    124/499      4.32G    0.01036   0.009183   0.003853         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    124/499      4.32G    0.01036   0.009165   0.003849         48        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    124/499      4.32G    0.01036   0.009165   0.003849         48        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    124/499      4.32G    0.01035   0.009142    0.00384         45        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    124/499      4.32G    0.01035   0.009142    0.00384         45        640:  88%|########8 | 148/168 [00:27<00:03,  5.21it/s]
    124/499      4.32G    0.01035   0.009136   0.003854         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    124/499      4.32G    0.01035   0.009136   0.003854         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    124/499      4.32G    0.01034   0.009122   0.003845         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    124/499      4.32G    0.01034   0.009122   0.003845         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    124/499      4.32G    0.01033   0.009121   0.003852         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    124/499      4.32G    0.01033   0.009121   0.003852         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    124/499      4.32G    0.01033   0.009111    0.00385         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    124/499      4.32G    0.01033   0.009111    0.00385         59        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    124/499      4.32G    0.01033   0.009114   0.003838         67        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    124/499      4.32G    0.01033   0.009114   0.003838         67        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    124/499      4.32G    0.01033   0.009118   0.003832         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
    124/499      4.32G    0.01033   0.009118   0.003832         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    124/499      4.32G    0.01033   0.009112   0.003824         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    124/499      4.32G    0.01033   0.009112   0.003824         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
    124/499      4.32G    0.01033   0.009136   0.003833         92        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
    124/499      4.32G    0.01033   0.009136   0.003833         92        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    124/499      4.32G    0.01034   0.009145   0.003834         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    124/499      4.32G    0.01034   0.009145   0.003834         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.27it/s]
    124/499      4.32G    0.01034   0.009139   0.003859         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.27it/s]
    124/499      4.32G    0.01034   0.009139   0.003859         64        640:  94%|#########4| 158/168 [00:29<00:01,  5.36it/s]
    124/499      4.32G    0.01034   0.009128   0.003856         58        640:  94%|#########4| 158/168 [00:29<00:01,  5.36it/s]
    124/499      4.32G    0.01034   0.009128   0.003856         58        640:  95%|#########4| 159/168 [00:29<00:01,  5.40it/s]
    124/499      4.32G    0.01035   0.009136   0.003843         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.40it/s]
    124/499      4.32G    0.01035   0.009136   0.003843         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    124/499      4.32G    0.01035    0.00916   0.003846         83        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    124/499      4.32G    0.01035    0.00916   0.003846         83        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    124/499      4.32G    0.01035   0.009151   0.003858         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    124/499      4.32G    0.01035   0.009151   0.003858         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    124/499      4.32G    0.01035   0.009153   0.003856         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    124/499      4.32G    0.01035   0.009153   0.003856         72        640:  97%|#########7| 163/168 [00:30<00:00,  5.13it/s]
    124/499      4.32G    0.01034   0.009161   0.003847         68        640:  97%|#########7| 163/168 [00:30<00:00,  5.13it/s]
    124/499      4.32G    0.01034   0.009161   0.003847         68        640:  98%|#########7| 164/168 [00:30<00:00,  5.24it/s]
    124/499      4.32G    0.01033   0.009163   0.003843         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    124/499      4.32G    0.01033   0.009163   0.003843         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    124/499      4.32G    0.01033   0.009161   0.003834         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    124/499      4.32G    0.01033   0.009161   0.003834         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    124/499      4.32G    0.01033   0.009176    0.00383         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    124/499      4.32G    0.01033   0.009176    0.00383         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    124/499      4.32G    0.01032   0.009178   0.003863         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    124/499      4.32G    0.01032   0.009178   0.003863         33        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    124/499      4.32G    0.01032   0.009178   0.003863         33        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.843      0.894      0.894       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    125/499      4.32G    0.01066    0.01041   0.003867         75        640:   0%|          | 0/168 [00:00<?, ?it/s]
    125/499      4.32G    0.01066    0.01041   0.003867         75        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    125/499      4.32G    0.01056    0.01033   0.004448         74        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    125/499      4.32G    0.01056    0.01033   0.004448         74        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    125/499      4.32G    0.01062   0.009999   0.003749         62        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    125/499      4.32G    0.01062   0.009999   0.003749         62        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    125/499      4.32G    0.01045    0.01029   0.003165         80        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    125/499      4.32G    0.01045    0.01029   0.003165         80        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    125/499      4.32G    0.01019     0.0102   0.003026         65        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    125/499      4.32G    0.01019     0.0102   0.003026         65        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    125/499      4.32G    0.01036   0.009574    0.00313         50        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    125/499      4.32G    0.01036   0.009574    0.00313         50        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    125/499      4.32G    0.01032   0.009321   0.003687         63        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    125/499      4.32G    0.01032   0.009321   0.003687         63        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    125/499      4.32G    0.01023   0.009245   0.003981         68        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    125/499      4.32G    0.01023   0.009245   0.003981         68        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    125/499      4.32G    0.01013   0.009278   0.003988         71        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    125/499      4.32G    0.01013   0.009278   0.003988         71        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    125/499      4.32G    0.01022   0.009434   0.003685         64        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    125/499      4.32G    0.01022   0.009434   0.003685         64        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    125/499      4.32G    0.01024   0.009541   0.003965         74        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    125/499      4.32G    0.01024   0.009541   0.003965         74        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    125/499      4.32G    0.01017   0.009527   0.004239         75        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    125/499      4.32G    0.01017   0.009527   0.004239         75        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    125/499      4.32G    0.01021   0.009586    0.00427         72        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    125/499      4.32G    0.01021   0.009586    0.00427         72        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    125/499      4.32G    0.01022   0.009489   0.004314         71        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    125/499      4.32G    0.01022   0.009489   0.004314         71        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
    125/499      4.32G    0.01027   0.009526   0.004266         68        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
    125/499      4.32G    0.01027   0.009526   0.004266         68        640:   9%|8         | 15/168 [00:02<00:28,  5.41it/s]
    125/499      4.32G    0.01036   0.009509   0.004327         65        640:   9%|8         | 15/168 [00:03<00:28,  5.41it/s]
    125/499      4.32G    0.01036   0.009509   0.004327         65        640:  10%|9         | 16/168 [00:03<00:28,  5.27it/s]
    125/499      4.32G    0.01046   0.009719   0.004168         80        640:  10%|9         | 16/168 [00:03<00:28,  5.27it/s]
    125/499      4.32G    0.01046   0.009719   0.004168         80        640:  10%|#         | 17/168 [00:03<00:28,  5.35it/s]
    125/499      4.32G    0.01047   0.009801   0.004166         78        640:  10%|#         | 17/168 [00:03<00:28,  5.35it/s]
    125/499      4.32G    0.01047   0.009801   0.004166         78        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    125/499      4.32G    0.01057   0.009752   0.004098         55        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    125/499      4.32G    0.01057   0.009752   0.004098         55        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    125/499      4.32G    0.01056   0.009901   0.004026         86        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    125/499      4.32G    0.01056   0.009901   0.004026         86        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    125/499      4.32G    0.01055   0.009854   0.004129         69        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    125/499      4.32G    0.01055   0.009854   0.004129         69        640:  12%|#2        | 21/168 [00:03<00:27,  5.31it/s]
    125/499      4.32G    0.01055   0.009821   0.004111         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    125/499      4.32G    0.01055   0.009821   0.004111         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    125/499      4.32G    0.01058   0.009881   0.004079         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    125/499      4.32G    0.01058   0.009881   0.004079         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    125/499      4.32G    0.01055   0.009903   0.004106         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    125/499      4.32G    0.01055   0.009903   0.004106         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    125/499      4.32G    0.01056   0.009879   0.004126         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    125/499      4.32G    0.01056   0.009879   0.004126         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    125/499      4.32G    0.01056   0.009948   0.004035         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    125/499      4.32G    0.01056   0.009948   0.004035         76        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    125/499      4.32G    0.01052    0.01004   0.004033        105        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    125/499      4.32G    0.01052    0.01004   0.004033        105        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    125/499      4.32G    0.01049     0.0101   0.004013         93        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    125/499      4.32G    0.01049     0.0101   0.004013         93        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    125/499      4.32G    0.01048    0.01004   0.004075         55        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    125/499      4.32G    0.01048    0.01004   0.004075         55        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    125/499      4.32G     0.0105    0.01012    0.00409         90        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    125/499      4.32G     0.0105    0.01012    0.00409         90        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    125/499      4.32G    0.01054    0.01004   0.004099         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    125/499      4.32G    0.01054    0.01004   0.004099         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.27it/s]
    125/499      4.32G    0.01051    0.00996   0.004236         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.27it/s]
    125/499      4.32G    0.01051    0.00996   0.004236         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.36it/s]
    125/499      4.32G    0.01048   0.009924   0.004272         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.36it/s]
    125/499      4.32G    0.01048   0.009924   0.004272         58        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
    125/499      4.32G    0.01047   0.009942   0.004273         74        640:  20%|#9        | 33/168 [00:06<00:24,  5.42it/s]
    125/499      4.32G    0.01047   0.009942   0.004273         74        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    125/499      4.32G    0.01042   0.009872   0.004349         68        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    125/499      4.32G    0.01042   0.009872   0.004349         68        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
    125/499      4.32G    0.01043   0.009906   0.004321         79        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
    125/499      4.32G    0.01043   0.009906   0.004321         79        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    125/499      4.32G     0.0104   0.009849   0.004291         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    125/499      4.32G     0.0104   0.009849   0.004291         64        640:  22%|##2       | 37/168 [00:06<00:24,  5.24it/s]
    125/499      4.32G     0.0104    0.00978   0.004422         65        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
    125/499      4.32G     0.0104    0.00978   0.004422         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    125/499      4.32G    0.01042     0.0098   0.004512         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    125/499      4.32G    0.01042     0.0098   0.004512         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    125/499      4.32G    0.01043   0.009821   0.004484         87        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    125/499      4.32G    0.01043   0.009821   0.004484         87        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    125/499      4.32G    0.01038   0.009772   0.004521         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    125/499      4.32G    0.01038   0.009772   0.004521         60        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    125/499      4.32G    0.01044   0.009741   0.004526         62        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    125/499      4.32G    0.01044   0.009741   0.004526         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
    125/499      4.32G    0.01051   0.009713   0.004577         53        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
    125/499      4.32G    0.01051   0.009713   0.004577         53        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    125/499      4.32G     0.0105   0.009702   0.004673         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    125/499      4.32G     0.0105   0.009702   0.004673         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    125/499      4.32G    0.01053   0.009741   0.004732         82        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    125/499      4.32G    0.01053   0.009741   0.004732         82        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    125/499      4.32G    0.01055   0.009757   0.004725         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    125/499      4.32G    0.01055   0.009757   0.004725         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    125/499      4.32G    0.01057   0.009714   0.004762         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    125/499      4.32G    0.01057   0.009714   0.004762         53        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    125/499      4.32G    0.01057   0.009695   0.004797         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    125/499      4.32G    0.01057   0.009695   0.004797         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    125/499      4.32G    0.01055   0.009668    0.00477         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    125/499      4.32G    0.01055   0.009668    0.00477         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    125/499      4.32G    0.01055   0.009675   0.004773         77        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    125/499      4.32G    0.01055   0.009675   0.004773         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    125/499      4.32G    0.01056   0.009675   0.004789         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    125/499      4.32G    0.01056   0.009675   0.004789         75        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    125/499      4.32G    0.01054   0.009663   0.004879         67        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    125/499      4.32G    0.01054   0.009663   0.004879         67        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    125/499      4.32G    0.01056    0.00967   0.004876         63        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    125/499      4.32G    0.01056    0.00967   0.004876         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    125/499      4.32G    0.01059    0.00965   0.004915         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    125/499      4.32G    0.01059    0.00965   0.004915         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    125/499      4.32G    0.01058   0.009685   0.004978         85        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    125/499      4.32G    0.01058   0.009685   0.004978         85        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    125/499      4.32G    0.01056    0.00966   0.004915         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    125/499      4.32G    0.01056    0.00966   0.004915         54        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    125/499      4.32G    0.01054   0.009666   0.004949         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    125/499      4.32G    0.01054   0.009666   0.004949         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    125/499      4.32G    0.01056   0.009714   0.004955         77        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    125/499      4.32G    0.01056   0.009714   0.004955         77        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
    125/499      4.32G    0.01054   0.009701    0.00494         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    125/499      4.32G    0.01054   0.009701    0.00494         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    125/499      4.32G    0.01053   0.009712   0.004908         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    125/499      4.32G    0.01053   0.009712   0.004908         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    125/499      4.32G    0.01054   0.009689   0.004888         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    125/499      4.32G    0.01054   0.009689   0.004888         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.26it/s]
    125/499      4.32G    0.01056   0.009684   0.004897         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.26it/s]
    125/499      4.32G    0.01056   0.009684   0.004897         58        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    125/499      4.32G    0.01053   0.009665   0.004874         79        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    125/499      4.32G    0.01053   0.009665   0.004874         79        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
    125/499      4.32G    0.01053   0.009655   0.004884         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
    125/499      4.32G    0.01053   0.009655   0.004884         64        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    125/499      4.32G    0.01054   0.009653   0.004864         65        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    125/499      4.32G    0.01054   0.009653   0.004864         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    125/499      4.32G    0.01054   0.009645   0.004832         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    125/499      4.32G    0.01054   0.009645   0.004832         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    125/499      4.32G    0.01055   0.009603   0.004847         55        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    125/499      4.32G    0.01055   0.009603   0.004847         55        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    125/499      4.32G    0.01053   0.009575   0.004847         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    125/499      4.32G    0.01053   0.009575   0.004847         66        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
    125/499      4.32G    0.01053   0.009583   0.004805         79        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
    125/499      4.32G    0.01053   0.009583   0.004805         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    125/499      4.32G    0.01052   0.009577   0.004779         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    125/499      4.32G    0.01052   0.009577   0.004779         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    125/499      4.32G    0.01051    0.00957   0.004754         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    125/499      4.32G    0.01051    0.00957   0.004754         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    125/499      4.32G    0.01051    0.00956   0.004774         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    125/499      4.32G    0.01051    0.00956   0.004774         74        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    125/499      4.32G     0.0105   0.009532   0.004757         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    125/499      4.32G     0.0105   0.009532   0.004757         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    125/499      4.32G    0.01049   0.009551   0.004736         62        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    125/499      4.32G    0.01049   0.009551   0.004736         62        640:  44%|####4     | 74/168 [00:13<00:17,  5.33it/s]
    125/499      4.32G    0.01049   0.009539   0.004713         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    125/499      4.32G    0.01049   0.009539   0.004713         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    125/499      4.32G    0.01051   0.009528    0.00474         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    125/499      4.32G    0.01051   0.009528    0.00474         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    125/499      4.32G    0.01051   0.009512   0.004783         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    125/499      4.32G    0.01051   0.009512   0.004783         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    125/499      4.32G    0.01053   0.009547   0.004752         83        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    125/499      4.32G    0.01053   0.009547   0.004752         83        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    125/499      4.32G    0.01057   0.009585   0.004776         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    125/499      4.32G    0.01057   0.009585   0.004776         73        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
    125/499      4.32G    0.01057    0.00957    0.00474         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    125/499      4.32G    0.01057    0.00957    0.00474         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    125/499      4.32G    0.01057   0.009575   0.004706         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    125/499      4.32G    0.01057   0.009575   0.004706         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    125/499      4.32G    0.01057   0.009612   0.004727         86        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    125/499      4.32G    0.01057   0.009612   0.004727         86        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    125/499      4.32G    0.01057   0.009612   0.004716         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    125/499      4.32G    0.01057   0.009612   0.004716         67        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    125/499      4.32G    0.01057   0.009612   0.004726         65        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    125/499      4.32G    0.01057   0.009612   0.004726         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    125/499      4.32G    0.01057   0.009599   0.004687         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
    125/499      4.32G    0.01057   0.009599   0.004687         58        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    125/499      4.32G    0.01058   0.009627    0.00467         83        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    125/499      4.32G    0.01058   0.009627    0.00467         83        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    125/499      4.32G    0.01058   0.009657   0.004649         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    125/499      4.32G    0.01058   0.009657   0.004649         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    125/499      4.32G    0.01057   0.009649   0.004672         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    125/499      4.32G    0.01057   0.009649   0.004672         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    125/499      4.32G    0.01058   0.009677   0.004663         85        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    125/499      4.32G    0.01058   0.009677   0.004663         85        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    125/499      4.32G    0.01059   0.009719   0.004663         92        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    125/499      4.32G    0.01059   0.009719   0.004663         92        640:  54%|#####3    | 90/168 [00:16<00:14,  5.33it/s]
    125/499      4.32G    0.01059   0.009684   0.004636         54        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    125/499      4.32G    0.01059   0.009684   0.004636         54        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    125/499      4.32G    0.01059   0.009703   0.004607         82        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    125/499      4.32G    0.01059   0.009703   0.004607         82        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    125/499      4.32G    0.01058   0.009673   0.004589         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    125/499      4.32G    0.01058   0.009673   0.004589         58        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    125/499      4.32G    0.01058   0.009664   0.004595         59        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    125/499      4.32G    0.01058   0.009664   0.004595         59        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    125/499      4.32G    0.01058   0.009682   0.004579         74        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    125/499      4.32G    0.01058   0.009682   0.004579         74        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    125/499      4.32G    0.01057    0.00968   0.004581         78        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    125/499      4.32G    0.01057    0.00968   0.004581         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    125/499      4.32G    0.01057   0.009676   0.004596         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    125/499      4.32G    0.01057   0.009676   0.004596         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    125/499      4.32G    0.01058   0.009693   0.004584         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    125/499      4.32G    0.01058   0.009693   0.004584         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    125/499      4.32G    0.01057   0.009676    0.00457         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    125/499      4.32G    0.01057   0.009676    0.00457         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    125/499      4.32G    0.01059   0.009686   0.004567         82        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    125/499      4.32G    0.01059   0.009686   0.004567         82        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
    125/499      4.32G    0.01057   0.009665   0.004602         67        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
    125/499      4.32G    0.01057   0.009665   0.004602         67        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    125/499      4.32G    0.01056   0.009675   0.004584         81        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    125/499      4.32G    0.01056   0.009675   0.004584         81        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    125/499      4.32G    0.01056   0.009651    0.00457         56        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    125/499      4.32G    0.01056   0.009651    0.00457         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    125/499      4.32G    0.01055    0.00966   0.004548         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    125/499      4.32G    0.01055    0.00966   0.004548         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    125/499      4.32G    0.01054   0.009656   0.004525         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    125/499      4.32G    0.01054   0.009656   0.004525         72        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    125/499      4.32G    0.01055   0.009653   0.004547         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
    125/499      4.32G    0.01055   0.009653   0.004547         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    125/499      4.32G    0.01055   0.009675   0.004566         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    125/499      4.32G    0.01055   0.009675   0.004566         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    125/499      4.32G    0.01053   0.009664   0.004588         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    125/499      4.32G    0.01053   0.009664   0.004588         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    125/499      4.32G    0.01055   0.009687   0.004586         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    125/499      4.32G    0.01055   0.009687   0.004586         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    125/499      4.32G    0.01054   0.009681   0.004572         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    125/499      4.32G    0.01054   0.009681   0.004572         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    125/499      4.32G    0.01054   0.009672   0.004559         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    125/499      4.32G    0.01054   0.009672   0.004559         71        640:  66%|######6   | 111/168 [00:20<00:10,  5.41it/s]
    125/499      4.32G    0.01054   0.009665   0.004577         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.41it/s]
    125/499      4.32G    0.01054   0.009665   0.004577         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    125/499      4.32G    0.01055   0.009652   0.004616         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    125/499      4.32G    0.01055   0.009652   0.004616         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    125/499      4.32G    0.01056   0.009648   0.004625         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    125/499      4.32G    0.01056   0.009648   0.004625         73        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    125/499      4.32G    0.01057   0.009651   0.004642         75        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    125/499      4.32G    0.01057   0.009651   0.004642         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    125/499      4.32G     0.0106    0.00964   0.004666         54        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    125/499      4.32G     0.0106    0.00964   0.004666         54        640:  69%|######9   | 116/168 [00:21<00:09,  5.36it/s]
    125/499      4.32G    0.01058   0.009652   0.004639         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.36it/s]
    125/499      4.32G    0.01058   0.009652   0.004639         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.42it/s]
    125/499      4.32G    0.01058   0.009645   0.004646         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.42it/s]
    125/499      4.32G    0.01058   0.009645   0.004646         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
    125/499      4.32G    0.01057   0.009639   0.004652         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
    125/499      4.32G    0.01057   0.009639   0.004652         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    125/499      4.32G    0.01056   0.009631    0.00465         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    125/499      4.32G    0.01056   0.009631    0.00465         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.41it/s]
    125/499      4.32G    0.01056   0.009633   0.004634         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.41it/s]
    125/499      4.32G    0.01056   0.009633   0.004634         77        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
    125/499      4.32G    0.01056   0.009627   0.004639         71        640:  72%|#######2  | 121/168 [00:23<00:08,  5.26it/s]
    125/499      4.32G    0.01056   0.009627   0.004639         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    125/499      4.32G    0.01055   0.009618   0.004649         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    125/499      4.32G    0.01055   0.009618   0.004649         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    125/499      4.32G    0.01056    0.00963   0.004635         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    125/499      4.32G    0.01056    0.00963   0.004635         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.26it/s]
    125/499      4.32G    0.01057   0.009643   0.004635         85        640:  74%|#######3  | 124/168 [00:23<00:08,  5.26it/s]
    125/499      4.32G    0.01057   0.009643   0.004635         85        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
    125/499      4.32G    0.01057   0.009637   0.004627         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
    125/499      4.32G    0.01057   0.009637   0.004627         61        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    125/499      4.32G    0.01056   0.009622   0.004611         55        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    125/499      4.32G    0.01056   0.009622   0.004611         55        640:  76%|#######5  | 127/168 [00:23<00:07,  5.25it/s]
    125/499      4.32G    0.01056    0.00961   0.004583         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
    125/499      4.32G    0.01056    0.00961   0.004583         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
    125/499      4.32G    0.01055    0.00961   0.004591         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
    125/499      4.32G    0.01055    0.00961   0.004591         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    125/499      4.32G    0.01054   0.009608   0.004566         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    125/499      4.32G    0.01054   0.009608   0.004566         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    125/499      4.32G    0.01054   0.009593   0.004551         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    125/499      4.32G    0.01054   0.009593   0.004551         60        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    125/499      4.32G    0.01053   0.009588    0.00455         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    125/499      4.32G    0.01053   0.009588    0.00455         73        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
    125/499      4.32G    0.01054   0.009589   0.004539         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    125/499      4.32G    0.01054   0.009589   0.004539         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    125/499      4.32G    0.01053   0.009589    0.00454         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    125/499      4.32G    0.01053   0.009589    0.00454         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    125/499      4.32G    0.01053   0.009566   0.004515         52        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    125/499      4.32G    0.01053   0.009566   0.004515         52        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    125/499      4.32G    0.01053   0.009571   0.004495         73        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    125/499      4.32G    0.01053   0.009571   0.004495         73        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    125/499      4.32G    0.01053   0.009574   0.004496         69        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    125/499      4.32G    0.01053   0.009574   0.004496         69        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    125/499      4.32G    0.01052   0.009553   0.004489         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    125/499      4.32G    0.01052   0.009553   0.004489         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    125/499      4.32G    0.01052   0.009556   0.004499         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    125/499      4.32G    0.01052   0.009556   0.004499         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    125/499      4.32G    0.01051   0.009559   0.004505         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    125/499      4.32G    0.01051   0.009559   0.004505         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    125/499      4.32G    0.01051   0.009558   0.004491         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    125/499      4.32G    0.01051   0.009558   0.004491         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    125/499      4.32G     0.0105   0.009548   0.004495         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    125/499      4.32G     0.0105   0.009548   0.004495         60        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
    125/499      4.32G    0.01052   0.009563   0.004498         66        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
    125/499      4.32G    0.01052   0.009563   0.004498         66        640:  85%|########5 | 143/168 [00:26<00:04,  5.26it/s]
    125/499      4.32G    0.01053    0.00956   0.004488         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    125/499      4.32G    0.01053    0.00956   0.004488         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    125/499      4.32G    0.01054   0.009561   0.004461         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    125/499      4.32G    0.01054   0.009561   0.004461         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    125/499      4.32G    0.01053   0.009558   0.004454         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    125/499      4.32G    0.01053   0.009558   0.004454         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    125/499      4.32G    0.01053   0.009555   0.004461         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    125/499      4.32G    0.01053   0.009555   0.004461         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    125/499      4.32G    0.01055   0.009552   0.004458         52        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    125/499      4.32G    0.01055   0.009552   0.004458         52        640:  88%|########8 | 148/168 [00:27<00:03,  5.25it/s]
    125/499      4.32G    0.01054   0.009533   0.004455         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
    125/499      4.32G    0.01054   0.009533   0.004455         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    125/499      4.32G    0.01056   0.009532   0.004447         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    125/499      4.32G    0.01056   0.009532   0.004447         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    125/499      4.32G    0.01056   0.009524    0.00444         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    125/499      4.32G    0.01056   0.009524    0.00444         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    125/499      4.32G    0.01055   0.009513    0.00443         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    125/499      4.32G    0.01055   0.009513    0.00443         62        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    125/499      4.32G    0.01055   0.009514   0.004418         67        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    125/499      4.32G    0.01055   0.009514   0.004418         67        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    125/499      4.32G    0.01055   0.009505   0.004402         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
    125/499      4.32G    0.01055   0.009505   0.004402         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
    125/499      4.32G    0.01054   0.009508   0.004392         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
    125/499      4.32G    0.01054   0.009508   0.004392         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    125/499      4.32G    0.01054   0.009481   0.004395         51        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    125/499      4.32G    0.01054   0.009481   0.004395         51        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    125/499      4.32G    0.01054   0.009474   0.004375         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    125/499      4.32G    0.01054   0.009474   0.004375         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
    125/499      4.32G    0.01055   0.009482   0.004398         79        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
    125/499      4.32G    0.01055   0.009482   0.004398         79        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
    125/499      4.32G    0.01055   0.009466   0.004414         64        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
    125/499      4.32G    0.01055   0.009466   0.004414         64        640:  95%|#########4| 159/168 [00:29<00:01,  5.37it/s]
    125/499      4.32G    0.01054   0.009452     0.0044         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    125/499      4.32G    0.01054   0.009452     0.0044         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    125/499      4.32G    0.01054    0.00945   0.004399         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    125/499      4.32G    0.01054    0.00945   0.004399         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    125/499      4.32G    0.01054   0.009449   0.004376         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    125/499      4.32G    0.01054   0.009449   0.004376         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    125/499      4.32G    0.01055    0.00945   0.004378         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    125/499      4.32G    0.01055    0.00945   0.004378         74        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
    125/499      4.32G    0.01055   0.009442    0.00438         61        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
    125/499      4.32G    0.01055   0.009442    0.00438         61        640:  98%|#########7| 164/168 [00:30<00:00,  5.35it/s]
    125/499      4.32G    0.01056   0.009441   0.004391         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
    125/499      4.32G    0.01056   0.009441   0.004391         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.41it/s]
    125/499      4.32G    0.01055   0.009429   0.004385         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.41it/s]
    125/499      4.32G    0.01055   0.009429   0.004385         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
    125/499      4.32G    0.01056   0.009429   0.004374         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
    125/499      4.32G    0.01056   0.009429   0.004374         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.35it/s]
    125/499      4.32G    0.01058   0.009422   0.004372         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.35it/s]
    125/499      4.32G    0.01058   0.009422   0.004372         31        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
    125/499      4.32G    0.01058   0.009422   0.004372         31        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.918      0.882      0.919      0.779

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    126/499      4.32G    0.01108    0.01175   0.004416         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
    126/499      4.32G    0.01108    0.01175   0.004416         79        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    126/499      4.32G    0.01071    0.01145    0.00363         74        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    126/499      4.32G    0.01071    0.01145    0.00363         74        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    126/499      4.32G     0.0107    0.01069   0.004416         69        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    126/499      4.32G     0.0107    0.01069   0.004416         69        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    126/499      4.32G    0.01095    0.01015   0.003927         67        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    126/499      4.32G    0.01095    0.01015   0.003927         67        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    126/499      4.32G    0.01066    0.01009   0.003897         71        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    126/499      4.32G    0.01066    0.01009   0.003897         71        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    126/499      4.32G     0.0106    0.01026   0.003621         81        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    126/499      4.32G     0.0106    0.01026   0.003621         81        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    126/499      4.32G    0.01061    0.01026   0.003387         74        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    126/499      4.32G    0.01061    0.01026   0.003387         74        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    126/499      4.32G     0.0106    0.01002   0.003624         63        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    126/499      4.32G     0.0106    0.01002   0.003624         63        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    126/499      4.32G    0.01057   0.009641   0.003764         62        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    126/499      4.32G    0.01057   0.009641   0.003764         62        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    126/499      4.32G    0.01042   0.009557   0.003776         68        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    126/499      4.32G    0.01042   0.009557   0.003776         68        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
    126/499      4.32G    0.01044   0.009452   0.003851         70        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
    126/499      4.32G    0.01044   0.009452   0.003851         70        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    126/499      4.32G    0.01044   0.009438   0.003843         68        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    126/499      4.32G    0.01044   0.009438   0.003843         68        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
    126/499      4.32G    0.01046   0.009525   0.003786         66        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
    126/499      4.32G    0.01046   0.009525   0.003786         66        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    126/499      4.32G    0.01046   0.009507   0.003849         64        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    126/499      4.32G    0.01046   0.009507   0.003849         64        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    126/499      4.32G    0.01057   0.009571   0.003765         74        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    126/499      4.32G    0.01057   0.009571   0.003765         74        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    126/499      4.32G    0.01061   0.009578   0.003735         66        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    126/499      4.32G    0.01061   0.009578   0.003735         66        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    126/499      4.32G    0.01059   0.009554   0.003629         75        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    126/499      4.32G    0.01059   0.009554   0.003629         75        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    126/499      4.32G    0.01053   0.009593    0.00347         78        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    126/499      4.32G    0.01053   0.009593    0.00347         78        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    126/499      4.32G    0.01049   0.009591   0.003594         69        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    126/499      4.32G    0.01049   0.009591   0.003594         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    126/499      4.32G    0.01042   0.009611   0.003689         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    126/499      4.32G    0.01042   0.009611   0.003689         81        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    126/499      4.32G     0.0104   0.009637   0.003657         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    126/499      4.32G     0.0104   0.009637   0.003657         74        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    126/499      4.32G     0.0104   0.009647   0.003747         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    126/499      4.32G     0.0104   0.009647   0.003747         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    126/499      4.32G    0.01045   0.009647   0.003778         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    126/499      4.32G    0.01045   0.009647   0.003778         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    126/499      4.32G    0.01051   0.009692   0.003671         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    126/499      4.32G    0.01051   0.009692   0.003671         55        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    126/499      4.32G    0.01062   0.009733   0.003738         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    126/499      4.32G    0.01062   0.009733   0.003738         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    126/499      4.32G    0.01064   0.009746   0.003734         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    126/499      4.32G    0.01064   0.009746   0.003734         62        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
    126/499      4.32G    0.01067   0.009715   0.003772         66        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
    126/499      4.32G    0.01067   0.009715   0.003772         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.42it/s]
    126/499      4.32G    0.01067   0.009723   0.003737         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.42it/s]
    126/499      4.32G    0.01067   0.009723   0.003737         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.27it/s]
    126/499      4.32G    0.01073   0.009701   0.003776         55        640:  17%|#6        | 28/168 [00:05<00:26,  5.27it/s]
    126/499      4.32G    0.01073   0.009701   0.003776         55        640:  17%|#7        | 29/168 [00:05<00:25,  5.36it/s]
    126/499      4.32G    0.01069   0.009645   0.003794         61        640:  17%|#7        | 29/168 [00:05<00:25,  5.36it/s]
    126/499      4.32G    0.01069   0.009645   0.003794         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.42it/s]
    126/499      4.32G    0.01073   0.009659   0.003803         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.42it/s]
    126/499      4.32G    0.01073   0.009659   0.003803         75        640:  18%|#8        | 31/168 [00:05<00:25,  5.29it/s]
    126/499      4.32G     0.0107   0.009648   0.003789         88        640:  18%|#8        | 31/168 [00:06<00:25,  5.29it/s]
    126/499      4.32G     0.0107   0.009648   0.003789         88        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    126/499      4.32G    0.01069   0.009664   0.003788         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    126/499      4.32G    0.01069   0.009664   0.003788         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    126/499      4.32G    0.01062   0.009688   0.003713         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    126/499      4.32G    0.01062   0.009688   0.003713         81        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    126/499      4.32G     0.0106    0.00968    0.00371         73        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    126/499      4.32G     0.0106    0.00968    0.00371         73        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
    126/499      4.32G    0.01064   0.009654   0.003651         65        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
    126/499      4.32G    0.01064   0.009654   0.003651         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.42it/s]
    126/499      4.32G    0.01065   0.009656   0.003622         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.42it/s]
    126/499      4.32G    0.01065   0.009656   0.003622         66        640:  22%|##2       | 37/168 [00:06<00:24,  5.28it/s]
    126/499      4.32G    0.01067   0.009692   0.003708         73        640:  22%|##2       | 37/168 [00:07<00:24,  5.28it/s]
    126/499      4.32G    0.01067   0.009692   0.003708         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.37it/s]
    126/499      4.32G    0.01063    0.00967   0.003688         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.37it/s]
    126/499      4.32G    0.01063    0.00967   0.003688         70        640:  23%|##3       | 39/168 [00:07<00:23,  5.45it/s]
    126/499      4.32G    0.01062   0.009686   0.003669         64        640:  23%|##3       | 39/168 [00:07<00:23,  5.45it/s]
    126/499      4.32G    0.01062   0.009686   0.003669         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.30it/s]
    126/499      4.32G    0.01063   0.009772   0.003647         86        640:  24%|##3       | 40/168 [00:07<00:24,  5.30it/s]
    126/499      4.32G    0.01063   0.009772   0.003647         86        640:  24%|##4       | 41/168 [00:07<00:23,  5.37it/s]
    126/499      4.32G    0.01065   0.009784   0.003671         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.37it/s]
    126/499      4.32G    0.01065   0.009784   0.003671         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.43it/s]
    126/499      4.32G     0.0107   0.009731     0.0037         52        640:  25%|##5       | 42/168 [00:08<00:23,  5.43it/s]
    126/499      4.32G     0.0107   0.009731     0.0037         52        640:  26%|##5       | 43/168 [00:08<00:23,  5.29it/s]
    126/499      4.32G     0.0107    0.00972   0.003663         63        640:  26%|##5       | 43/168 [00:08<00:23,  5.29it/s]
    126/499      4.32G     0.0107    0.00972   0.003663         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.37it/s]
    126/499      4.32G     0.0107   0.009766   0.003651         83        640:  26%|##6       | 44/168 [00:08<00:23,  5.37it/s]
    126/499      4.32G     0.0107   0.009766   0.003651         83        640:  27%|##6       | 45/168 [00:08<00:22,  5.43it/s]
    126/499      4.32G     0.0107    0.00975   0.003602         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.43it/s]
    126/499      4.32G     0.0107    0.00975   0.003602         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.29it/s]
    126/499      4.32G    0.01071    0.00971   0.003608         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.29it/s]
    126/499      4.32G    0.01071    0.00971   0.003608         66        640:  28%|##7       | 47/168 [00:08<00:22,  5.37it/s]
    126/499      4.32G    0.01069   0.009684   0.003615         62        640:  28%|##7       | 47/168 [00:08<00:22,  5.37it/s]
    126/499      4.32G    0.01069   0.009684   0.003615         62        640:  29%|##8       | 48/168 [00:08<00:22,  5.41it/s]
    126/499      4.32G    0.01068   0.009723   0.003626         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.41it/s]
    126/499      4.32G    0.01068   0.009723   0.003626         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    126/499      4.32G     0.0107   0.009773   0.003624         81        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    126/499      4.32G     0.0107   0.009773   0.003624         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    126/499      4.32G     0.0107   0.009789   0.003609         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    126/499      4.32G     0.0107   0.009789   0.003609         67        640:  30%|###       | 51/168 [00:09<00:21,  5.42it/s]
    126/499      4.32G    0.01072   0.009834   0.003568         76        640:  30%|###       | 51/168 [00:09<00:21,  5.42it/s]
    126/499      4.32G    0.01072   0.009834   0.003568         76        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
    126/499      4.32G    0.01082   0.009847    0.00367         67        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
    126/499      4.32G    0.01082   0.009847    0.00367         67        640:  32%|###1      | 53/168 [00:09<00:21,  5.34it/s]
    126/499      4.32G    0.01078   0.009823   0.003704         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.34it/s]
    126/499      4.32G    0.01078   0.009823   0.003704         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
    126/499      4.32G    0.01081    0.00984   0.003708         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
    126/499      4.32G    0.01081    0.00984   0.003708         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    126/499      4.32G    0.01079   0.009856    0.00372         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    126/499      4.32G    0.01079   0.009856    0.00372         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    126/499      4.32G     0.0108   0.009858   0.003752         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    126/499      4.32G     0.0108   0.009858   0.003752         64        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
    126/499      4.32G     0.0108   0.009833   0.003713         56        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
    126/499      4.32G     0.0108   0.009833   0.003713         56        640:  35%|###4      | 58/168 [00:10<00:21,  5.16it/s]
    126/499      4.32G    0.01079   0.009814   0.003788         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    126/499      4.32G    0.01079   0.009814   0.003788         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    126/499      4.32G    0.01079   0.009824   0.003853         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    126/499      4.32G    0.01079   0.009824   0.003853         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    126/499      4.32G    0.01077   0.009789   0.003876         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    126/499      4.32G    0.01077   0.009789   0.003876         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    126/499      4.32G    0.01076   0.009801   0.003828         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    126/499      4.32G    0.01076   0.009801   0.003828         72        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    126/499      4.32G    0.01076   0.009818    0.00378         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    126/499      4.32G    0.01076   0.009818    0.00378         78        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
    126/499      4.32G    0.01075   0.009827   0.003833         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    126/499      4.32G    0.01075   0.009827   0.003833         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    126/499      4.32G    0.01073   0.009774   0.003827         64        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    126/499      4.32G    0.01073   0.009774   0.003827         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    126/499      4.32G    0.01074   0.009755   0.003802         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    126/499      4.32G    0.01074   0.009755   0.003802         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    126/499      4.32G    0.01073   0.009764   0.003806         77        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    126/499      4.32G    0.01073   0.009764   0.003806         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    126/499      4.32G    0.01073   0.009774   0.003846         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    126/499      4.32G    0.01073   0.009774   0.003846         76        640:  40%|####      | 68/168 [00:12<00:18,  5.35it/s]
    126/499      4.32G    0.01072   0.009763   0.003843         72        640:  40%|####      | 68/168 [00:12<00:18,  5.35it/s]
    126/499      4.32G    0.01072   0.009763   0.003843         72        640:  41%|####1     | 69/168 [00:12<00:18,  5.42it/s]
    126/499      4.32G    0.01071   0.009764   0.003863         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.42it/s]
    126/499      4.32G    0.01071   0.009764   0.003863         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.26it/s]
    126/499      4.32G     0.0107   0.009762   0.003868         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.26it/s]
    126/499      4.32G     0.0107   0.009762   0.003868         79        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
    126/499      4.32G    0.01071   0.009745   0.003869         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
    126/499      4.32G    0.01071   0.009745   0.003869         54        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    126/499      4.32G    0.01071   0.009747   0.003859         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    126/499      4.32G    0.01071   0.009747   0.003859         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    126/499      4.32G     0.0107   0.009758   0.003869         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    126/499      4.32G     0.0107   0.009758   0.003869         70        640:  44%|####4     | 74/168 [00:13<00:17,  5.33it/s]
    126/499      4.32G    0.01068   0.009741   0.003867         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    126/499      4.32G    0.01068   0.009741   0.003867         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    126/499      4.32G    0.01066   0.009715   0.003874         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    126/499      4.32G    0.01066   0.009715   0.003874         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    126/499      4.32G    0.01064   0.009693   0.003841         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    126/499      4.32G    0.01064   0.009693   0.003841         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    126/499      4.32G    0.01065   0.009704   0.003858         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    126/499      4.32G    0.01065   0.009704   0.003858         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
    126/499      4.32G    0.01063   0.009708   0.003835         76        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
    126/499      4.32G    0.01063   0.009708   0.003835         76        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
    126/499      4.32G    0.01061   0.009694   0.003894         64        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
    126/499      4.32G    0.01061   0.009694   0.003894         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    126/499      4.32G    0.01062   0.009694   0.003938         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    126/499      4.32G    0.01062   0.009694   0.003938         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    126/499      4.32G     0.0106   0.009686   0.003934         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    126/499      4.32G     0.0106   0.009686   0.003934         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    126/499      4.32G    0.01059   0.009701   0.003926         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    126/499      4.32G    0.01059   0.009701   0.003926         74        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    126/499      4.32G    0.01057     0.0097   0.003909         76        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    126/499      4.32G    0.01057     0.0097   0.003909         76        640:  50%|#####     | 84/168 [00:15<00:15,  5.40it/s]
    126/499      4.32G    0.01058   0.009705   0.003874         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.40it/s]
    126/499      4.32G    0.01058   0.009705   0.003874         72        640:  51%|#####     | 85/168 [00:15<00:15,  5.28it/s]
    126/499      4.32G    0.01058   0.009728   0.003895         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.28it/s]
    126/499      4.32G    0.01058   0.009728   0.003895         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.37it/s]
    126/499      4.32G    0.01056   0.009701   0.003886         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.37it/s]
    126/499      4.32G    0.01056   0.009701   0.003886         63        640:  52%|#####1    | 87/168 [00:16<00:14,  5.44it/s]
    126/499      4.32G    0.01055   0.009723   0.003887         84        640:  52%|#####1    | 87/168 [00:16<00:14,  5.44it/s]
    126/499      4.32G    0.01055   0.009723   0.003887         84        640:  52%|#####2    | 88/168 [00:16<00:15,  5.28it/s]
    126/499      4.32G    0.01056   0.009727   0.003885         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.28it/s]
    126/499      4.32G    0.01056   0.009727   0.003885         73        640:  53%|#####2    | 89/168 [00:16<00:14,  5.37it/s]
    126/499      4.32G    0.01055   0.009704    0.00393         54        640:  53%|#####2    | 89/168 [00:16<00:14,  5.37it/s]
    126/499      4.32G    0.01055   0.009704    0.00393         54        640:  54%|#####3    | 90/168 [00:16<00:14,  5.41it/s]
    126/499      4.32G    0.01054   0.009699   0.003902         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.41it/s]
    126/499      4.32G    0.01054   0.009699   0.003902         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
    126/499      4.32G    0.01054   0.009699   0.003882         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
    126/499      4.32G    0.01054   0.009699   0.003882         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
    126/499      4.32G    0.01052   0.009668   0.003919         54        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
    126/499      4.32G    0.01052   0.009668   0.003919         54        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
    126/499      4.32G    0.01052   0.009652   0.003943         62        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
    126/499      4.32G    0.01052   0.009652   0.003943         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.26it/s]
    126/499      4.32G    0.01051   0.009652   0.003923         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.26it/s]
    126/499      4.32G    0.01051   0.009652   0.003923         82        640:  57%|#####6    | 95/168 [00:17<00:13,  5.34it/s]
    126/499      4.32G     0.0105   0.009663   0.003904         84        640:  57%|#####6    | 95/168 [00:18<00:13,  5.34it/s]
    126/499      4.32G     0.0105   0.009663   0.003904         84        640:  57%|#####7    | 96/168 [00:18<00:13,  5.40it/s]
    126/499      4.32G    0.01047   0.009637    0.00392         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.40it/s]
    126/499      4.32G    0.01047   0.009637    0.00392         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    126/499      4.32G    0.01047    0.00965   0.003914         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    126/499      4.32G    0.01047    0.00965   0.003914         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    126/499      4.32G    0.01047   0.009633   0.003903         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    126/499      4.32G    0.01047   0.009633   0.003903         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    126/499      4.32G    0.01046   0.009641   0.003906         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    126/499      4.32G    0.01046   0.009641   0.003906         70        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    126/499      4.32G    0.01044   0.009629    0.00389         59        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    126/499      4.32G    0.01044   0.009629    0.00389         59        640:  60%|######    | 101/168 [00:18<00:12,  5.32it/s]
    126/499      4.32G    0.01044   0.009639   0.003896         74        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    126/499      4.32G    0.01044   0.009639   0.003896         74        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    126/499      4.32G    0.01045   0.009634   0.003909         62        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    126/499      4.32G    0.01045   0.009634   0.003909         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    126/499      4.32G    0.01044   0.009619   0.003887         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    126/499      4.32G    0.01044   0.009619   0.003887         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    126/499      4.32G    0.01043   0.009623   0.003943         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    126/499      4.32G    0.01043   0.009623   0.003943         62        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
    126/499      4.32G    0.01043   0.009628    0.00391         74        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
    126/499      4.32G    0.01043   0.009628    0.00391         74        640:  63%|######3   | 106/168 [00:19<00:11,  5.21it/s]
    126/499      4.32G    0.01042   0.009621   0.003882         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    126/499      4.32G    0.01042   0.009621   0.003882         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    126/499      4.32G    0.01041   0.009613   0.003877         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    126/499      4.32G    0.01041   0.009613   0.003877         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    126/499      4.32G     0.0104   0.009624   0.003871         85        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    126/499      4.32G     0.0104   0.009624   0.003871         85        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    126/499      4.32G     0.0104   0.009618   0.003871         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    126/499      4.32G     0.0104   0.009618   0.003871         74        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    126/499      4.32G    0.01039   0.009615   0.003857         79        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    126/499      4.32G    0.01039   0.009615   0.003857         79        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    126/499      4.32G    0.01038   0.009637   0.003865         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    126/499      4.32G    0.01038   0.009637   0.003865         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    126/499      4.32G    0.01038   0.009629   0.003873         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    126/499      4.32G    0.01038   0.009629   0.003873         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    126/499      4.32G    0.01038    0.00965   0.003865         78        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    126/499      4.32G    0.01038    0.00965   0.003865         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    126/499      4.32G    0.01039   0.009654   0.003859         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    126/499      4.32G    0.01039   0.009654   0.003859         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    126/499      4.32G    0.01039   0.009653   0.003849         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    126/499      4.32G    0.01039   0.009653   0.003849         68        640:  69%|######9   | 116/168 [00:21<00:09,  5.35it/s]
    126/499      4.32G    0.01038   0.009641   0.003834         69        640:  69%|######9   | 116/168 [00:21<00:09,  5.35it/s]
    126/499      4.32G    0.01038   0.009641   0.003834         69        640:  70%|######9   | 117/168 [00:21<00:09,  5.42it/s]
    126/499      4.32G    0.01039   0.009616   0.003921         47        640:  70%|######9   | 117/168 [00:22<00:09,  5.42it/s]
    126/499      4.32G    0.01039   0.009616   0.003921         47        640:  70%|#######   | 118/168 [00:22<00:09,  5.26it/s]
    126/499      4.32G    0.01039   0.009632   0.003907         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.26it/s]
    126/499      4.32G    0.01039   0.009632   0.003907         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    126/499      4.32G    0.01038   0.009632   0.003936         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    126/499      4.32G    0.01038   0.009632   0.003936         73        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    126/499      4.32G    0.01038    0.00963   0.003941         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    126/499      4.32G    0.01038    0.00963   0.003941         72        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    126/499      4.32G    0.01036   0.009614   0.003925         58        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    126/499      4.32G    0.01036   0.009614   0.003925         58        640:  73%|#######2  | 122/168 [00:22<00:08,  5.30it/s]
    126/499      4.32G    0.01037   0.009627   0.003946         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    126/499      4.32G    0.01037   0.009627   0.003946         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    126/499      4.32G    0.01037   0.009628   0.003929         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    126/499      4.32G    0.01037   0.009628   0.003929         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    126/499      4.32G    0.01037   0.009625   0.003936         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    126/499      4.32G    0.01037   0.009625   0.003936         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    126/499      4.32G    0.01036   0.009615   0.003939         57        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    126/499      4.32G    0.01036   0.009615   0.003939         57        640:  75%|#######5  | 126/168 [00:23<00:07,  5.27it/s]
    126/499      4.32G    0.01035   0.009596   0.003934         55        640:  75%|#######5  | 126/168 [00:23<00:07,  5.27it/s]
    126/499      4.32G    0.01035   0.009596   0.003934         55        640:  76%|#######5  | 127/168 [00:23<00:07,  5.18it/s]
    126/499      4.32G    0.01034   0.009605   0.003914         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    126/499      4.32G    0.01034   0.009605   0.003914         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    126/499      4.32G    0.01033   0.009579   0.003923         49        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    126/499      4.32G    0.01033   0.009579   0.003923         49        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    126/499      4.32G    0.01034   0.009579   0.003916         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    126/499      4.32G    0.01034   0.009579   0.003916         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    126/499      4.32G    0.01035   0.009597    0.00393         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    126/499      4.32G    0.01035   0.009597    0.00393         81        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    126/499      4.32G    0.01034   0.009596   0.003919         74        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    126/499      4.32G    0.01034   0.009596   0.003919         74        640:  79%|#######8  | 132/168 [00:24<00:06,  5.40it/s]
    126/499      4.32G    0.01034   0.009601   0.003907         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.40it/s]
    126/499      4.32G    0.01034   0.009601   0.003907         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.26it/s]
    126/499      4.32G    0.01033   0.009603   0.003897         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.26it/s]
    126/499      4.32G    0.01033   0.009603   0.003897         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.36it/s]
    126/499      4.32G    0.01033   0.009604   0.003885         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.36it/s]
    126/499      4.32G    0.01033   0.009604   0.003885         77        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    126/499      4.32G    0.01034   0.009615   0.003894         80        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    126/499      4.32G    0.01034   0.009615   0.003894         80        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    126/499      4.32G    0.01033   0.009612   0.003878         77        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    126/499      4.32G    0.01033   0.009612   0.003878         77        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    126/499      4.32G    0.01032   0.009619   0.003858         77        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    126/499      4.32G    0.01032   0.009619   0.003858         77        640:  82%|########2 | 138/168 [00:25<00:05,  5.42it/s]
    126/499      4.32G    0.01033   0.009612   0.003873         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.42it/s]
    126/499      4.32G    0.01033   0.009612   0.003873         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
    126/499      4.32G    0.01034    0.00961   0.003885         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
    126/499      4.32G    0.01034    0.00961   0.003885         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
    126/499      4.32G    0.01033   0.009611   0.003906         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
    126/499      4.32G    0.01033   0.009611   0.003906         74        640:  84%|########3 | 141/168 [00:26<00:04,  5.42it/s]
    126/499      4.32G    0.01033   0.009613   0.003887         75        640:  84%|########3 | 141/168 [00:26<00:04,  5.42it/s]
    126/499      4.32G    0.01033   0.009613   0.003887         75        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    126/499      4.32G    0.01032   0.009618   0.003903         75        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    126/499      4.32G    0.01032   0.009618   0.003903         75        640:  85%|########5 | 143/168 [00:26<00:04,  5.33it/s]
    126/499      4.32G    0.01032   0.009611   0.003906         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    126/499      4.32G    0.01032   0.009611   0.003906         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    126/499      4.32G    0.01032   0.009613     0.0039         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    126/499      4.32G    0.01032   0.009613     0.0039         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    126/499      4.32G    0.01031   0.009619   0.003895         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    126/499      4.32G    0.01031   0.009619   0.003895         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    126/499      4.32G    0.01031   0.009629   0.003908         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    126/499      4.32G    0.01031   0.009629   0.003908         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    126/499      4.32G    0.01031   0.009634   0.003905         77        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    126/499      4.32G    0.01031   0.009634   0.003905         77        640:  88%|########8 | 148/168 [00:27<00:03,  5.24it/s]
    126/499      4.32G     0.0103   0.009616   0.003907         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
    126/499      4.32G     0.0103   0.009616   0.003907         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
    126/499      4.32G     0.0103   0.009613   0.003916         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
    126/499      4.32G     0.0103   0.009613   0.003916         85        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    126/499      4.32G    0.01029   0.009617   0.003907         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    126/499      4.32G    0.01029   0.009617   0.003907         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    126/499      4.32G    0.01029   0.009613   0.003911         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    126/499      4.32G    0.01029   0.009613   0.003911         72        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
    126/499      4.32G    0.01028   0.009603   0.003923         63        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
    126/499      4.32G    0.01028   0.009603   0.003923         63        640:  91%|#########1| 153/168 [00:28<00:02,  5.33it/s]
    126/499      4.32G    0.01029   0.009585   0.003921         54        640:  91%|#########1| 153/168 [00:28<00:02,  5.33it/s]
    126/499      4.32G    0.01029   0.009585   0.003921         54        640:  92%|#########1| 154/168 [00:28<00:02,  5.21it/s]
    126/499      4.32G    0.01029   0.009577    0.00391         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    126/499      4.32G    0.01029   0.009577    0.00391         57        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    126/499      4.32G    0.01029   0.009582   0.003897         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    126/499      4.32G    0.01029   0.009582   0.003897         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    126/499      4.32G    0.01029   0.009583   0.003886         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    126/499      4.32G    0.01029   0.009583   0.003886         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    126/499      4.32G    0.01029   0.009583   0.003899         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    126/499      4.32G    0.01029   0.009583   0.003899         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.33it/s]
    126/499      4.32G    0.01028   0.009581   0.003891         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.33it/s]
    126/499      4.32G    0.01028   0.009581   0.003891         73        640:  95%|#########4| 159/168 [00:29<00:01,  5.39it/s]
    126/499      4.32G    0.01028   0.009581   0.003885         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    126/499      4.32G    0.01028   0.009581   0.003885         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    126/499      4.32G    0.01028   0.009597   0.003888         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    126/499      4.32G    0.01028   0.009597   0.003888         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.35it/s]
    126/499      4.32G    0.01028   0.009589    0.00387         57        640:  96%|#########5| 161/168 [00:30<00:01,  5.35it/s]
    126/499      4.32G    0.01028   0.009589    0.00387         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.41it/s]
    126/499      4.32G    0.01029   0.009581   0.003864         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.41it/s]
    126/499      4.32G    0.01029   0.009581   0.003864         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    126/499      4.32G    0.01029   0.009585   0.003852         72        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    126/499      4.32G    0.01029   0.009585   0.003852         72        640:  98%|#########7| 164/168 [00:30<00:00,  5.29it/s]
    126/499      4.32G    0.01028    0.00958   0.003846         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    126/499      4.32G    0.01028    0.00958   0.003846         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    126/499      4.32G    0.01027   0.009562   0.003843         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    126/499      4.32G    0.01027   0.009562   0.003843         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    126/499      4.32G    0.01028   0.009574   0.003852         85        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    126/499      4.32G    0.01028   0.009574   0.003852         85        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    126/499      4.32G    0.01028   0.009557   0.003855         23        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    126/499      4.32G    0.01028   0.009557   0.003855         23        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    126/499      4.32G    0.01028   0.009557   0.003855         23        640: 100%|##########| 168/168 [00:31<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.885      0.873      0.902      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    127/499      4.32G     0.0116    0.01213   0.004274         80        640:   0%|          | 0/168 [00:00<?, ?it/s]
    127/499      4.32G     0.0116    0.01213   0.004274         80        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    127/499      4.32G    0.01155    0.01097   0.005818         65        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    127/499      4.32G    0.01155    0.01097   0.005818         65        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
    127/499      4.32G    0.01079    0.01017   0.005065         67        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
    127/499      4.32G    0.01079    0.01017   0.005065         67        640:   2%|1         | 3/168 [00:00<00:30,  5.44it/s]
    127/499      4.32G    0.01085    0.01041   0.005161         72        640:   2%|1         | 3/168 [00:00<00:30,  5.44it/s]
    127/499      4.32G    0.01085    0.01041   0.005161         72        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
    127/499      4.32G    0.01084    0.01037   0.005056         79        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
    127/499      4.32G    0.01084    0.01037   0.005056         79        640:   3%|2         | 5/168 [00:00<00:30,  5.36it/s]
    127/499      4.32G    0.01078    0.01041   0.004891         73        640:   3%|2         | 5/168 [00:01<00:30,  5.36it/s]
    127/499      4.32G    0.01078    0.01041   0.004891         73        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    127/499      4.32G    0.01065    0.01007    0.00509         65        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    127/499      4.32G    0.01065    0.01007    0.00509         65        640:   4%|4         | 7/168 [00:01<00:30,  5.26it/s]
    127/499      4.32G    0.01072   0.009962   0.004715         57        640:   4%|4         | 7/168 [00:01<00:30,  5.26it/s]
    127/499      4.32G    0.01072   0.009962   0.004715         57        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    127/499      4.32G    0.01057   0.009845   0.004982         69        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    127/499      4.32G    0.01057   0.009845   0.004982         69        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    127/499      4.32G    0.01048   0.009749   0.004954         80        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    127/499      4.32G    0.01048   0.009749   0.004954         80        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
    127/499      4.32G    0.01048   0.009471   0.004707         50        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
    127/499      4.32G    0.01048   0.009471   0.004707         50        640:   7%|6         | 11/168 [00:02<00:29,  5.36it/s]
    127/499      4.32G    0.01041   0.009463   0.004463         76        640:   7%|6         | 11/168 [00:02<00:29,  5.36it/s]
    127/499      4.32G    0.01041   0.009463   0.004463         76        640:   7%|7         | 12/168 [00:02<00:28,  5.43it/s]
    127/499      4.32G    0.01037   0.009421   0.004356         69        640:   7%|7         | 12/168 [00:02<00:28,  5.43it/s]
    127/499      4.32G    0.01037   0.009421   0.004356         69        640:   8%|7         | 13/168 [00:02<00:29,  5.28it/s]
    127/499      4.32G    0.01036   0.009606   0.004342         85        640:   8%|7         | 13/168 [00:02<00:29,  5.28it/s]
    127/499      4.32G    0.01036   0.009606   0.004342         85        640:   8%|8         | 14/168 [00:02<00:28,  5.36it/s]
    127/499      4.32G    0.01031   0.009684   0.004522         77        640:   8%|8         | 14/168 [00:02<00:28,  5.36it/s]
    127/499      4.32G    0.01031   0.009684   0.004522         77        640:   9%|8         | 15/168 [00:02<00:28,  5.40it/s]
    127/499      4.32G    0.01039   0.009507   0.004477         48        640:   9%|8         | 15/168 [00:03<00:28,  5.40it/s]
    127/499      4.32G    0.01039   0.009507   0.004477         48        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    127/499      4.32G     0.0105   0.009754   0.004463         81        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    127/499      4.32G     0.0105   0.009754   0.004463         81        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    127/499      4.32G    0.01055   0.009652    0.00446         65        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    127/499      4.32G    0.01055   0.009652    0.00446         65        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    127/499      4.32G    0.01047   0.009605   0.004592         58        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    127/499      4.32G    0.01047   0.009605   0.004592         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
    127/499      4.32G    0.01049   0.009546   0.004478         49        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
    127/499      4.32G    0.01049   0.009546   0.004478         49        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    127/499      4.32G    0.01044   0.009473   0.004408         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    127/499      4.32G    0.01044   0.009473   0.004408         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    127/499      4.32G    0.01036   0.009388   0.004437         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    127/499      4.32G    0.01036   0.009388   0.004437         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    127/499      4.32G     0.0103    0.00934    0.00435         75        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    127/499      4.32G     0.0103    0.00934    0.00435         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    127/499      4.32G    0.01034   0.009318   0.004343         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    127/499      4.32G    0.01034   0.009318   0.004343         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
    127/499      4.32G    0.01031   0.009252   0.004219         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
    127/499      4.32G    0.01031   0.009252   0.004219         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    127/499      4.32G    0.01033   0.009301   0.004248         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    127/499      4.32G    0.01033   0.009301   0.004248         78        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    127/499      4.32G    0.01036   0.009377   0.004229         82        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    127/499      4.32G    0.01036   0.009377   0.004229         82        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    127/499      4.32G    0.01038   0.009396   0.004155         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    127/499      4.32G    0.01038   0.009396   0.004155         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    127/499      4.32G    0.01039    0.00941   0.004136         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    127/499      4.32G    0.01039    0.00941   0.004136         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    127/499      4.32G    0.01032   0.009327   0.004059         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    127/499      4.32G    0.01032   0.009327   0.004059         56        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    127/499      4.32G    0.01029   0.009332   0.003959         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    127/499      4.32G    0.01029   0.009332   0.003959         65        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    127/499      4.32G    0.01022   0.009293   0.003933         65        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    127/499      4.32G    0.01022   0.009293   0.003933         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    127/499      4.32G    0.01018   0.009358   0.003964         80        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    127/499      4.32G    0.01018   0.009358   0.003964         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    127/499      4.32G    0.01015   0.009348   0.003927         78        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    127/499      4.32G    0.01015   0.009348   0.003927         78        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
    127/499      4.32G    0.01013   0.009303   0.003953         55        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
    127/499      4.32G    0.01013   0.009303   0.003953         55        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    127/499      4.32G    0.01014   0.009402   0.003922         86        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    127/499      4.32G    0.01014   0.009402   0.003922         86        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    127/499      4.32G    0.01009   0.009296   0.003839         52        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    127/499      4.32G    0.01009   0.009296   0.003839         52        640:  22%|##2       | 37/168 [00:06<00:25,  5.22it/s]
    127/499      4.32G    0.01008   0.009287   0.003787         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    127/499      4.32G    0.01008   0.009287   0.003787         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    127/499      4.32G    0.01007   0.009311   0.003726         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    127/499      4.32G    0.01007   0.009311   0.003726         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    127/499      4.32G    0.01008    0.00928   0.003647         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    127/499      4.32G    0.01008    0.00928   0.003647         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    127/499      4.32G    0.01007    0.00926   0.003614         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    127/499      4.32G    0.01007    0.00926   0.003614         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    127/499      4.32G    0.01009   0.009269   0.003552         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    127/499      4.32G    0.01009   0.009269   0.003552         67        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    127/499      4.32G    0.01008   0.009224   0.003517         57        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    127/499      4.32G    0.01008   0.009224   0.003517         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    127/499      4.32G    0.01006   0.009187   0.003455         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    127/499      4.32G    0.01006   0.009187   0.003455         62        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    127/499      4.32G    0.01004    0.00918   0.003512         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    127/499      4.32G    0.01004    0.00918   0.003512         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    127/499      4.32G    0.01002    0.00914   0.003584         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    127/499      4.32G    0.01002    0.00914   0.003584         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    127/499      4.32G    0.01001   0.009151   0.003606         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    127/499      4.32G    0.01001   0.009151   0.003606         82        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    127/499      4.32G       0.01   0.009137   0.003608         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    127/499      4.32G       0.01   0.009137   0.003608         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    127/499      4.32G   0.009969   0.009126   0.003577         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    127/499      4.32G   0.009969   0.009126   0.003577         76        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    127/499      4.32G   0.009964   0.009142   0.003534         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    127/499      4.32G   0.009964   0.009142   0.003534         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    127/499      4.32G   0.009965   0.009164   0.003521         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    127/499      4.32G   0.009965   0.009164   0.003521         72        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    127/499      4.32G   0.009985   0.009138   0.003557         59        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    127/499      4.32G   0.009985   0.009138   0.003557         59        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
    127/499      4.32G   0.009968     0.0091   0.003572         65        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
    127/499      4.32G   0.009968     0.0091   0.003572         65        640:  32%|###1      | 53/168 [00:09<00:21,  5.32it/s]
    127/499      4.32G    0.01001   0.009108   0.003568         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    127/499      4.32G    0.01001   0.009108   0.003568         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
    127/499      4.32G    0.01001   0.009109   0.003572         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
    127/499      4.32G    0.01001   0.009109   0.003572         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    127/499      4.32G    0.01001   0.009152   0.003527         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    127/499      4.32G    0.01001   0.009152   0.003527         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    127/499      4.32G    0.01002   0.009157   0.003508         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    127/499      4.32G    0.01002   0.009157   0.003508         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    127/499      4.32G    0.01003   0.009138    0.00352         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    127/499      4.32G    0.01003   0.009138    0.00352         62        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
    127/499      4.32G    0.01004   0.009157   0.003563         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    127/499      4.32G    0.01004   0.009157   0.003563         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    127/499      4.32G    0.01005   0.009141   0.003574         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    127/499      4.32G    0.01005   0.009141   0.003574         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    127/499      4.32G    0.01006   0.009148   0.003596         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    127/499      4.32G    0.01006   0.009148   0.003596         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    127/499      4.32G    0.01006   0.009174   0.003565         87        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    127/499      4.32G    0.01006   0.009174   0.003565         87        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    127/499      4.32G    0.01008   0.009211   0.003586         73        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    127/499      4.32G    0.01008   0.009211   0.003586         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    127/499      4.32G    0.01009   0.009195    0.00365         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    127/499      4.32G    0.01009   0.009195    0.00365         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    127/499      4.32G    0.01008   0.009225   0.003641         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    127/499      4.32G    0.01008   0.009225   0.003641         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    127/499      4.32G    0.01008    0.00922   0.003626         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    127/499      4.32G    0.01008    0.00922   0.003626         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    127/499      4.32G     0.0101   0.009216   0.003612         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    127/499      4.32G     0.0101   0.009216   0.003612         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    127/499      4.32G    0.01009   0.009226   0.003608         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    127/499      4.32G    0.01009   0.009226   0.003608         69        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    127/499      4.32G    0.01009   0.009221   0.003599         68        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    127/499      4.32G    0.01009   0.009221   0.003599         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    127/499      4.32G    0.01007   0.009201   0.003617         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    127/499      4.32G    0.01007   0.009201   0.003617         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    127/499      4.32G    0.01008   0.009187   0.003669         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    127/499      4.32G    0.01008   0.009187   0.003669         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    127/499      4.32G     0.0101   0.009164   0.003682         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    127/499      4.32G     0.0101   0.009164   0.003682         54        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    127/499      4.32G    0.01012   0.009157   0.003685         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    127/499      4.32G    0.01012   0.009157   0.003685         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    127/499      4.32G    0.01012   0.009155   0.003723         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    127/499      4.32G    0.01012   0.009155   0.003723         58        640:  44%|####4     | 74/168 [00:13<00:17,  5.31it/s]
    127/499      4.32G    0.01013    0.00921   0.003692         96        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    127/499      4.32G    0.01013    0.00921   0.003692         96        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    127/499      4.32G    0.01013   0.009216   0.003673         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    127/499      4.32G    0.01013   0.009216   0.003673         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    127/499      4.32G    0.01014   0.009213   0.003649         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    127/499      4.32G    0.01014   0.009213   0.003649         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    127/499      4.32G    0.01017   0.009239   0.003679         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    127/499      4.32G    0.01017   0.009239   0.003679         74        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    127/499      4.32G    0.01019   0.009232   0.003651         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    127/499      4.32G    0.01019   0.009232   0.003651         54        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    127/499      4.32G     0.0102   0.009244   0.003658         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    127/499      4.32G     0.0102   0.009244   0.003658         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    127/499      4.32G    0.01019   0.009256   0.003655         81        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    127/499      4.32G    0.01019   0.009256   0.003655         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    127/499      4.32G    0.01021   0.009254   0.003665         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    127/499      4.32G    0.01021   0.009254   0.003665         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    127/499      4.32G     0.0102   0.009252   0.003688         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    127/499      4.32G     0.0102   0.009252   0.003688         73        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    127/499      4.32G    0.01018   0.009228   0.003704         56        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    127/499      4.32G    0.01018   0.009228   0.003704         56        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    127/499      4.32G    0.01017   0.009239   0.003714         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    127/499      4.32G    0.01017   0.009239   0.003714         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
    127/499      4.32G    0.01015   0.009231   0.003718         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
    127/499      4.32G    0.01015   0.009231   0.003718         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    127/499      4.32G    0.01015   0.009216   0.003709         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    127/499      4.32G    0.01015   0.009216   0.003709         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    127/499      4.32G    0.01014   0.009224   0.003684         82        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    127/499      4.32G    0.01014   0.009224   0.003684         82        640:  52%|#####2    | 88/168 [00:16<00:15,  5.26it/s]
    127/499      4.32G    0.01013   0.009221   0.003681         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.26it/s]
    127/499      4.32G    0.01013   0.009221   0.003681         77        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    127/499      4.32G    0.01013   0.009215   0.003724         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    127/499      4.32G    0.01013   0.009215   0.003724         66        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
    127/499      4.32G    0.01012   0.009201   0.003734         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    127/499      4.32G    0.01012   0.009201   0.003734         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    127/499      4.32G    0.01013   0.009195   0.003699         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    127/499      4.32G    0.01013   0.009195   0.003699         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.36it/s]
    127/499      4.32G    0.01011   0.009203   0.003692         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.36it/s]
    127/499      4.32G    0.01011   0.009203   0.003692         78        640:  55%|#####5    | 93/168 [00:17<00:13,  5.43it/s]
    127/499      4.32G     0.0101   0.009179   0.003671         52        640:  55%|#####5    | 93/168 [00:17<00:13,  5.43it/s]
    127/499      4.32G     0.0101   0.009179   0.003671         52        640:  56%|#####5    | 94/168 [00:17<00:14,  5.27it/s]
    127/499      4.32G     0.0101   0.009191   0.003689         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.27it/s]
    127/499      4.32G     0.0101   0.009191   0.003689         71        640:  57%|#####6    | 95/168 [00:17<00:13,  5.34it/s]
    127/499      4.32G     0.0101   0.009193   0.003683         79        640:  57%|#####6    | 95/168 [00:18<00:13,  5.34it/s]
    127/499      4.32G     0.0101   0.009193   0.003683         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    127/499      4.32G    0.01009   0.009189   0.003695         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    127/499      4.32G    0.01009   0.009189   0.003695         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    127/499      4.32G    0.01009   0.009212   0.003666         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    127/499      4.32G    0.01009   0.009212   0.003666         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    127/499      4.32G     0.0101   0.009217   0.003661         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    127/499      4.32G     0.0101   0.009217   0.003661         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    127/499      4.32G    0.01011   0.009218   0.003662         73        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    127/499      4.32G    0.01011   0.009218   0.003662         73        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    127/499      4.32G    0.01012   0.009228   0.003722         59        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
    127/499      4.32G    0.01012   0.009228   0.003722         59        640:  60%|######    | 101/168 [00:19<00:12,  5.35it/s]
    127/499      4.32G    0.01011   0.009236   0.003719         73        640:  60%|######    | 101/168 [00:19<00:12,  5.35it/s]
    127/499      4.32G    0.01011   0.009236   0.003719         73        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    127/499      4.32G    0.01011   0.009219   0.003707         64        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    127/499      4.32G    0.01011   0.009219   0.003707         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    127/499      4.32G    0.01011    0.00921   0.003723         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    127/499      4.32G    0.01011    0.00921   0.003723         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    127/499      4.32G    0.01011   0.009223   0.003749         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    127/499      4.32G    0.01011   0.009223   0.003749         59        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    127/499      4.32G    0.01012   0.009222   0.003762         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    127/499      4.32G    0.01012   0.009222   0.003762         68        640:  63%|######3   | 106/168 [00:19<00:11,  5.24it/s]
    127/499      4.32G    0.01012    0.00922   0.003771         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    127/499      4.32G    0.01012    0.00922   0.003771         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    127/499      4.32G    0.01012    0.00922   0.003783         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    127/499      4.32G    0.01012    0.00922   0.003783         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    127/499      4.32G    0.01013   0.009223    0.00377         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    127/499      4.32G    0.01013   0.009223    0.00377         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    127/499      4.32G    0.01013   0.009221   0.003742         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    127/499      4.32G    0.01013   0.009221   0.003742         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    127/499      4.32G    0.01013   0.009214   0.003718         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    127/499      4.32G    0.01013   0.009214   0.003718         66        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    127/499      4.32G    0.01012   0.009205   0.003714         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    127/499      4.32G    0.01012   0.009205   0.003714         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    127/499      4.32G    0.01013   0.009217   0.003709         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    127/499      4.32G    0.01013   0.009217   0.003709         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    127/499      4.32G    0.01014   0.009229   0.003712         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    127/499      4.32G    0.01014   0.009229   0.003712         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    127/499      4.32G    0.01015   0.009245   0.003704         80        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    127/499      4.32G    0.01015   0.009245   0.003704         80        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    127/499      4.32G    0.01016   0.009233    0.00371         58        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    127/499      4.32G    0.01016   0.009233    0.00371         58        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
    127/499      4.32G    0.01014   0.009239   0.003724         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    127/499      4.32G    0.01014   0.009239   0.003724         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    127/499      4.32G    0.01014   0.009235   0.003714         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    127/499      4.32G    0.01014   0.009235   0.003714         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    127/499      4.32G    0.01014   0.009227   0.003746         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    127/499      4.32G    0.01014   0.009227   0.003746         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    127/499      4.32G    0.01014   0.009227   0.003745         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    127/499      4.32G    0.01014   0.009227   0.003745         68        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    127/499      4.32G    0.01013   0.009232   0.003738         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    127/499      4.32G    0.01013   0.009232   0.003738         69        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    127/499      4.32G    0.01015    0.00922   0.003764         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    127/499      4.32G    0.01015    0.00922   0.003764         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    127/499      4.32G    0.01013   0.009201   0.003769         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    127/499      4.32G    0.01013   0.009201   0.003769         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    127/499      4.32G    0.01013   0.009206   0.003761         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    127/499      4.32G    0.01013   0.009206   0.003761         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    127/499      4.32G    0.01014   0.009212   0.003772         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    127/499      4.32G    0.01014   0.009212   0.003772         78        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    127/499      4.32G    0.01014   0.009196   0.003746         55        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    127/499      4.32G    0.01014   0.009196   0.003746         55        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    127/499      4.32G    0.01014   0.009193   0.003754         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    127/499      4.32G    0.01014   0.009193   0.003754         68        640:  76%|#######5  | 127/168 [00:23<00:07,  5.23it/s]
    127/499      4.32G    0.01014   0.009185   0.003759         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    127/499      4.32G    0.01014   0.009185   0.003759         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
    127/499      4.32G    0.01016   0.009181   0.003741         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
    127/499      4.32G    0.01016   0.009181   0.003741         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    127/499      4.32G    0.01017   0.009171   0.003731         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    127/499      4.32G    0.01017   0.009171   0.003731         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    127/499      4.32G    0.01018   0.009168   0.003734         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    127/499      4.32G    0.01018   0.009168   0.003734         60        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    127/499      4.32G    0.01018   0.009171   0.003755         72        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    127/499      4.32G    0.01018   0.009171   0.003755         72        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
    127/499      4.32G    0.01019   0.009176   0.003762         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    127/499      4.32G    0.01019   0.009176   0.003762         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    127/499      4.32G    0.01018   0.009161   0.003753         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    127/499      4.32G    0.01018   0.009161   0.003753         50        640:  80%|#######9  | 134/168 [00:25<00:06,  5.35it/s]
    127/499      4.32G    0.01019   0.009151   0.003753         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.35it/s]
    127/499      4.32G    0.01019   0.009151   0.003753         57        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    127/499      4.32G    0.01018   0.009139   0.003757         65        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    127/499      4.32G    0.01018   0.009139   0.003757         65        640:  81%|########  | 136/168 [00:25<00:06,  5.27it/s]
    127/499      4.32G     0.0102    0.00914   0.003767         66        640:  81%|########  | 136/168 [00:25<00:06,  5.27it/s]
    127/499      4.32G     0.0102    0.00914   0.003767         66        640:  82%|########1 | 137/168 [00:25<00:05,  5.35it/s]
    127/499      4.32G     0.0102   0.009135   0.003757         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.35it/s]
    127/499      4.32G     0.0102   0.009135   0.003757         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.42it/s]
    127/499      4.32G    0.01019   0.009127   0.003751         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.42it/s]
    127/499      4.32G    0.01019   0.009127   0.003751         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
    127/499      4.32G     0.0102   0.009125   0.003743         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
    127/499      4.32G     0.0102   0.009125   0.003743         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
    127/499      4.32G    0.01021   0.009128   0.003736         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.36it/s]
    127/499      4.32G    0.01021   0.009128   0.003736         60        640:  84%|########3 | 141/168 [00:26<00:04,  5.43it/s]
    127/499      4.32G    0.01021   0.009128   0.003739         64        640:  84%|########3 | 141/168 [00:26<00:04,  5.43it/s]
    127/499      4.32G    0.01021   0.009128   0.003739         64        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    127/499      4.32G    0.01021   0.009125   0.003749         65        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    127/499      4.32G    0.01021   0.009125   0.003749         65        640:  85%|########5 | 143/168 [00:26<00:04,  5.33it/s]
    127/499      4.32G    0.01021   0.009124   0.003742         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    127/499      4.32G    0.01021   0.009124   0.003742         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    127/499      4.32G    0.01021   0.009122   0.003737         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    127/499      4.32G    0.01021   0.009122   0.003737         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    127/499      4.32G     0.0102   0.009109    0.00373         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    127/499      4.32G     0.0102   0.009109    0.00373         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    127/499      4.32G    0.01021   0.009127   0.003731         82        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    127/499      4.32G    0.01021   0.009127   0.003731         82        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    127/499      4.32G    0.01022   0.009127   0.003739         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    127/499      4.32G    0.01022   0.009127   0.003739         65        640:  88%|########8 | 148/168 [00:27<00:03,  5.23it/s]
    127/499      4.32G    0.01021   0.009124   0.003742         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    127/499      4.32G    0.01021   0.009124   0.003742         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
    127/499      4.32G    0.01022   0.009132   0.003757         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
    127/499      4.32G    0.01022   0.009132   0.003757         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.40it/s]
    127/499      4.32G    0.01023   0.009145   0.003758         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.40it/s]
    127/499      4.32G    0.01023   0.009145   0.003758         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    127/499      4.32G    0.01022   0.009133   0.003763         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    127/499      4.32G    0.01022   0.009133   0.003763         61        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    127/499      4.32G    0.01021   0.009122    0.00376         60        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    127/499      4.32G    0.01021   0.009122    0.00376         60        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    127/499      4.32G    0.01022   0.009128   0.003758         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    127/499      4.32G    0.01022   0.009128   0.003758         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    127/499      4.32G    0.01022   0.009133   0.003751         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    127/499      4.32G    0.01022   0.009133   0.003751         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    127/499      4.32G    0.01022   0.009143    0.00375         79        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    127/499      4.32G    0.01022   0.009143    0.00375         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    127/499      4.32G    0.01022   0.009139   0.003749         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    127/499      4.32G    0.01022   0.009139   0.003749         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    127/499      4.32G    0.01022   0.009127   0.003745         51        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    127/499      4.32G    0.01022   0.009127   0.003745         51        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
    127/499      4.32G    0.01021   0.009133   0.003737         74        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
    127/499      4.32G    0.01021   0.009133   0.003737         74        640:  95%|#########4| 159/168 [00:29<00:01,  5.36it/s]
    127/499      4.32G    0.01022   0.009133    0.00372         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    127/499      4.32G    0.01022   0.009133    0.00372         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    127/499      4.32G    0.01022   0.009133   0.003711         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    127/499      4.32G    0.01022   0.009133   0.003711         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    127/499      4.32G    0.01022   0.009135   0.003696         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    127/499      4.32G    0.01022   0.009135   0.003696         62        640:  96%|#########6| 162/168 [00:30<00:01,  5.27it/s]
    127/499      4.32G    0.01021   0.009152   0.003723         84        640:  96%|#########6| 162/168 [00:30<00:01,  5.27it/s]
    127/499      4.32G    0.01021   0.009152   0.003723         84        640:  97%|#########7| 163/168 [00:30<00:00,  5.10it/s]
    127/499      4.32G    0.01022    0.00914   0.003714         60        640:  97%|#########7| 163/168 [00:30<00:00,  5.10it/s]
    127/499      4.32G    0.01022    0.00914   0.003714         60        640:  98%|#########7| 164/168 [00:30<00:00,  5.17it/s]
    127/499      4.32G    0.01022   0.009133   0.003718         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    127/499      4.32G    0.01022   0.009133   0.003718         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
    127/499      4.32G    0.01021   0.009134   0.003717         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
    127/499      4.32G    0.01021   0.009134   0.003717         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    127/499      4.32G    0.01022   0.009133   0.003719         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    127/499      4.32G    0.01022   0.009133   0.003719         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    127/499      4.32G    0.01022   0.009138   0.003706         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    127/499      4.32G    0.01022   0.009138   0.003706         30        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
    127/499      4.32G    0.01022   0.009138   0.003706         30        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.866       0.88      0.908      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    128/499      4.32G   0.008697   0.008539   0.007881         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
    128/499      4.32G   0.008697   0.008539   0.007881         66        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    128/499      4.32G    0.00977     0.0091   0.005819         72        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    128/499      4.32G    0.00977     0.0091   0.005819         72        640:   1%|1         | 2/168 [00:00<00:32,  5.09it/s]
    128/499      4.32G   0.009589   0.009221   0.005333         74        640:   1%|1         | 2/168 [00:00<00:32,  5.09it/s]
    128/499      4.32G   0.009589   0.009221   0.005333         74        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    128/499      4.32G    0.01025    0.00885   0.005128         54        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    128/499      4.32G    0.01025    0.00885   0.005128         54        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    128/499      4.32G    0.01009   0.008483   0.004643         55        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    128/499      4.32G    0.01009   0.008483   0.004643         55        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    128/499      4.32G    0.01034   0.008509   0.003983         68        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    128/499      4.32G    0.01034   0.008509   0.003983         68        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    128/499      4.32G    0.01015   0.008873   0.004544         74        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    128/499      4.32G    0.01015   0.008873   0.004544         74        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    128/499      4.32G   0.009934   0.008684    0.00449         60        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    128/499      4.32G   0.009934   0.008684    0.00449         60        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    128/499      4.32G   0.009957   0.008757   0.004745         75        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    128/499      4.32G   0.009957   0.008757   0.004745         75        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    128/499      4.32G   0.009923   0.008719   0.004711         61        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    128/499      4.32G   0.009923   0.008719   0.004711         61        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    128/499      4.32G   0.009895   0.008919   0.004472         90        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    128/499      4.32G   0.009895   0.008919   0.004472         90        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    128/499      4.32G    0.01011   0.009097   0.004414         73        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    128/499      4.32G    0.01011   0.009097   0.004414         73        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    128/499      4.32G    0.01025   0.009124   0.004229         67        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    128/499      4.32G    0.01025   0.009124   0.004229         67        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    128/499      4.32G    0.01019   0.009159   0.004165         72        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    128/499      4.32G    0.01019   0.009159   0.004165         72        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    128/499      4.32G     0.0102   0.009246   0.004152         80        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    128/499      4.32G     0.0102   0.009246   0.004152         80        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    128/499      4.32G    0.01023   0.009278   0.003988         67        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    128/499      4.32G    0.01023   0.009278   0.003988         67        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    128/499      4.32G    0.01027   0.009337   0.003995         75        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    128/499      4.32G    0.01027   0.009337   0.003995         75        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    128/499      4.32G    0.01032   0.009295   0.003924         61        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    128/499      4.32G    0.01032   0.009295   0.003924         61        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    128/499      4.32G     0.0103   0.009315   0.003818         73        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    128/499      4.32G     0.0103   0.009315   0.003818         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    128/499      4.32G    0.01032    0.00932   0.003733         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    128/499      4.32G    0.01032    0.00932   0.003733         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    128/499      4.32G    0.01028   0.009323   0.003626         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    128/499      4.32G    0.01028   0.009323   0.003626         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
    128/499      4.32G    0.01029   0.009295   0.003575         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    128/499      4.32G    0.01029   0.009295   0.003575         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    128/499      4.32G    0.01031   0.009254    0.00352         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    128/499      4.32G    0.01031   0.009254    0.00352         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    128/499      4.32G    0.01036   0.009283   0.003498         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    128/499      4.32G    0.01036   0.009283   0.003498         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    128/499      4.32G    0.01039   0.009261   0.003446         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    128/499      4.32G    0.01039   0.009261   0.003446         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    128/499      4.32G    0.01037   0.009218   0.003355         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    128/499      4.32G    0.01037   0.009218   0.003355         70        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    128/499      4.32G    0.01039   0.009237   0.003392         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    128/499      4.32G    0.01039   0.009237   0.003392         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    128/499      4.32G    0.01037   0.009249   0.003363         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    128/499      4.32G    0.01037   0.009249   0.003363         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    128/499      4.32G    0.01038   0.009291   0.003372         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    128/499      4.32G    0.01038   0.009291   0.003372         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    128/499      4.32G    0.01041   0.009382    0.00348         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    128/499      4.32G    0.01041   0.009382    0.00348         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    128/499      4.32G    0.01037   0.009397   0.003424         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    128/499      4.32G    0.01037   0.009397   0.003424         77        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    128/499      4.32G    0.01035   0.009367   0.003334         78        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    128/499      4.32G    0.01035   0.009367   0.003334         78        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    128/499      4.32G    0.01033    0.00937   0.003351         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    128/499      4.32G    0.01033    0.00937   0.003351         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    128/499      4.32G    0.01036   0.009457   0.003328         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    128/499      4.32G    0.01036   0.009457   0.003328         81        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    128/499      4.32G    0.01038   0.009479   0.003318         74        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    128/499      4.32G    0.01038   0.009479   0.003318         74        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    128/499      4.32G    0.01041    0.00954    0.00334         69        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    128/499      4.32G    0.01041    0.00954    0.00334         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    128/499      4.32G    0.01038   0.009522   0.003307         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
    128/499      4.32G    0.01038   0.009522   0.003307         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    128/499      4.32G    0.01035   0.009523   0.003328         84        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    128/499      4.32G    0.01035   0.009523   0.003328         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    128/499      4.32G    0.01035   0.009502   0.003397         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    128/499      4.32G    0.01035   0.009502   0.003397         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    128/499      4.32G    0.01035   0.009517   0.003349         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    128/499      4.32G    0.01035   0.009517   0.003349         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    128/499      4.32G    0.01037    0.00952   0.003336         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    128/499      4.32G    0.01037    0.00952   0.003336         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    128/499      4.32G    0.01036   0.009509   0.003377         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    128/499      4.32G    0.01036   0.009509   0.003377         70        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    128/499      4.32G    0.01033   0.009494   0.003388         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    128/499      4.32G    0.01033   0.009494   0.003388         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    128/499      4.32G    0.01032   0.009543   0.003404         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    128/499      4.32G    0.01032   0.009543   0.003404         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    128/499      4.32G     0.0103    0.00951   0.003374         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    128/499      4.32G     0.0103    0.00951   0.003374         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    128/499      4.32G    0.01026   0.009478    0.00339         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    128/499      4.32G    0.01026   0.009478    0.00339         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    128/499      4.32G    0.01027   0.009441   0.003358         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    128/499      4.32G    0.01027   0.009441   0.003358         60        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    128/499      4.32G    0.01032    0.00942   0.003359         62        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    128/499      4.32G    0.01032    0.00942   0.003359         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    128/499      4.32G    0.01032   0.009412   0.003361         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    128/499      4.32G    0.01032   0.009412   0.003361         80        640:  29%|##9       | 49/168 [00:09<00:25,  4.70it/s]
    128/499      4.32G    0.01032   0.009432   0.003408         69        640:  29%|##9       | 49/168 [00:09<00:25,  4.70it/s]
    128/499      4.32G    0.01032   0.009432   0.003408         69        640:  30%|##9       | 50/168 [00:09<00:23,  4.93it/s]
    128/499      4.32G    0.01031   0.009407   0.003456         68        640:  30%|##9       | 50/168 [00:09<00:23,  4.93it/s]
    128/499      4.32G    0.01031   0.009407   0.003456         68        640:  30%|###       | 51/168 [00:09<00:22,  5.11it/s]
    128/499      4.32G    0.01032   0.009372   0.003483         49        640:  30%|###       | 51/168 [00:09<00:22,  5.11it/s]
    128/499      4.32G    0.01032   0.009372   0.003483         49        640:  31%|###       | 52/168 [00:09<00:22,  5.06it/s]
    128/499      4.32G    0.01032   0.009365   0.003431         62        640:  31%|###       | 52/168 [00:10<00:22,  5.06it/s]
    128/499      4.32G    0.01032   0.009365   0.003431         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    128/499      4.32G     0.0103   0.009366   0.003445         79        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    128/499      4.32G     0.0103   0.009366   0.003445         79        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    128/499      4.32G    0.01032   0.009345   0.003522         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    128/499      4.32G    0.01032   0.009345   0.003522         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    128/499      4.32G    0.01031   0.009343   0.003553         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    128/499      4.32G    0.01031   0.009343   0.003553         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    128/499      4.32G    0.01032   0.009338   0.003571         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    128/499      4.32G    0.01032   0.009338   0.003571         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    128/499      4.32G    0.01037   0.009391   0.003561         68        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    128/499      4.32G    0.01037   0.009391   0.003561         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    128/499      4.32G    0.01037   0.009371   0.003524         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    128/499      4.32G    0.01037   0.009371   0.003524         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    128/499      4.32G     0.0104    0.00938   0.003508         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    128/499      4.32G     0.0104    0.00938   0.003508         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    128/499      4.32G    0.01037   0.009367    0.00354         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    128/499      4.32G    0.01037   0.009367    0.00354         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    128/499      4.32G    0.01035   0.009349   0.003602         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    128/499      4.32G    0.01035   0.009349   0.003602         69        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
    128/499      4.32G    0.01035   0.009315   0.003588         58        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
    128/499      4.32G    0.01035   0.009315   0.003588         58        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
    128/499      4.32G    0.01034   0.009317   0.003558         75        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
    128/499      4.32G    0.01034   0.009317   0.003558         75        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    128/499      4.32G    0.01034   0.009328   0.003549         83        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    128/499      4.32G    0.01034   0.009328   0.003549         83        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    128/499      4.32G    0.01035   0.009345   0.003564         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    128/499      4.32G    0.01035   0.009345   0.003564         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    128/499      4.32G    0.01035   0.009364   0.003569         88        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    128/499      4.32G    0.01035   0.009364   0.003569         88        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    128/499      4.32G    0.01036   0.009379   0.003581         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    128/499      4.32G    0.01036   0.009379   0.003581         74        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    128/499      4.32G    0.01038   0.009415   0.003592         81        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    128/499      4.32G    0.01038   0.009415   0.003592         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    128/499      4.32G    0.01038   0.009435   0.003584         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    128/499      4.32G    0.01038   0.009435   0.003584         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    128/499      4.32G    0.01038   0.009437   0.003599         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    128/499      4.32G    0.01038   0.009437   0.003599         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    128/499      4.32G    0.01039   0.009445   0.003574         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    128/499      4.32G    0.01039   0.009445   0.003574         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    128/499      4.32G    0.01039   0.009426   0.003568         52        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    128/499      4.32G    0.01039   0.009426   0.003568         52        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    128/499      4.32G     0.0104   0.009423    0.00359         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    128/499      4.32G     0.0104   0.009423    0.00359         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    128/499      4.32G    0.01041   0.009453   0.003574         83        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    128/499      4.32G    0.01041   0.009453   0.003574         83        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    128/499      4.32G     0.0104   0.009455   0.003576         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    128/499      4.32G     0.0104   0.009455   0.003576         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    128/499      4.32G    0.01042   0.009481   0.003564         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    128/499      4.32G    0.01042   0.009481   0.003564         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    128/499      4.32G    0.01043   0.009454   0.003554         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    128/499      4.32G    0.01043   0.009454   0.003554         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    128/499      4.32G    0.01046   0.009476    0.00354         79        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    128/499      4.32G    0.01046   0.009476    0.00354         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    128/499      4.32G    0.01045   0.009444    0.00352         51        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    128/499      4.32G    0.01045   0.009444    0.00352         51        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    128/499      4.32G    0.01045    0.00943   0.003564         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    128/499      4.32G    0.01045    0.00943   0.003564         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    128/499      4.32G    0.01046   0.009455    0.00356         85        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    128/499      4.32G    0.01046   0.009455    0.00356         85        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    128/499      4.32G    0.01048   0.009447    0.00353         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    128/499      4.32G    0.01048   0.009447    0.00353         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    128/499      4.32G    0.01045   0.009415   0.003548         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    128/499      4.32G    0.01045   0.009415   0.003548         59        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    128/499      4.32G    0.01045   0.009405   0.003574         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    128/499      4.32G    0.01045   0.009405   0.003574         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    128/499      4.32G    0.01042   0.009386   0.003568         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    128/499      4.32G    0.01042   0.009386   0.003568         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    128/499      4.32G    0.01041   0.009374    0.00356         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    128/499      4.32G    0.01041   0.009374    0.00356         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    128/499      4.32G     0.0104   0.009376   0.003558         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    128/499      4.32G     0.0104   0.009376   0.003558         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
    128/499      4.32G    0.01039   0.009379   0.003564         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
    128/499      4.32G    0.01039   0.009379   0.003564         64        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    128/499      4.32G    0.01038   0.009374    0.00356         62        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    128/499      4.32G    0.01038   0.009374    0.00356         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    128/499      4.32G    0.01038   0.009379   0.003547         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    128/499      4.32G    0.01038   0.009379   0.003547         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    128/499      4.32G    0.01039   0.009376   0.003537         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    128/499      4.32G    0.01039   0.009376   0.003537         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    128/499      4.32G    0.01038   0.009372   0.003541         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    128/499      4.32G    0.01038   0.009372   0.003541         72        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    128/499      4.32G    0.01038   0.009387   0.003567         67        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    128/499      4.32G    0.01038   0.009387   0.003567         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    128/499      4.32G    0.01036   0.009376   0.003551         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.24it/s]
    128/499      4.32G    0.01036   0.009376   0.003551         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    128/499      4.32G    0.01037   0.009406   0.003572         70        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    128/499      4.32G    0.01037   0.009406   0.003572         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    128/499      4.32G    0.01036   0.009411   0.003578         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    128/499      4.32G    0.01036   0.009411   0.003578         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    128/499      4.32G    0.01035   0.009414   0.003589         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    128/499      4.32G    0.01035   0.009414   0.003589         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    128/499      4.32G    0.01035   0.009423   0.003576         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    128/499      4.32G    0.01035   0.009423   0.003576         73        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    128/499      4.32G    0.01035   0.009422   0.003575         58        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    128/499      4.32G    0.01035   0.009422   0.003575         58        640:  60%|#####9    | 100/168 [00:18<00:12,  5.25it/s]
    128/499      4.32G    0.01035   0.009423   0.003575         65        640:  60%|#####9    | 100/168 [00:19<00:12,  5.25it/s]
    128/499      4.32G    0.01035   0.009423   0.003575         65        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    128/499      4.32G    0.01037   0.009427   0.003565         59        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    128/499      4.32G    0.01037   0.009427   0.003565         59        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    128/499      4.32G    0.01037   0.009428   0.003552         72        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    128/499      4.32G    0.01037   0.009428   0.003552         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    128/499      4.32G    0.01037   0.009449   0.003533         86        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    128/499      4.32G    0.01037   0.009449   0.003533         86        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    128/499      4.32G    0.01036   0.009432   0.003523         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    128/499      4.32G    0.01036   0.009432   0.003523         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
    128/499      4.32G    0.01035   0.009419   0.003504         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
    128/499      4.32G    0.01035   0.009419   0.003504         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    128/499      4.32G    0.01035   0.009426   0.003534         79        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    128/499      4.32G    0.01035   0.009426   0.003534         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    128/499      4.32G    0.01037   0.009441   0.003515         60        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    128/499      4.32G    0.01037   0.009441   0.003515         60        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    128/499      4.32G    0.01036    0.00945   0.003489         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    128/499      4.32G    0.01036    0.00945   0.003489         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    128/499      4.32G    0.01036   0.009458   0.003491         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    128/499      4.32G    0.01036   0.009458   0.003491         79        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    128/499      4.32G    0.01036   0.009456   0.003483         72        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
    128/499      4.32G    0.01036   0.009456   0.003483         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    128/499      4.32G    0.01036   0.009465   0.003467         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    128/499      4.32G    0.01036   0.009465   0.003467         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    128/499      4.32G    0.01037   0.009459   0.003485         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    128/499      4.32G    0.01037   0.009459   0.003485         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    128/499      4.32G    0.01038    0.00946   0.003483         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    128/499      4.32G    0.01038    0.00946   0.003483         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    128/499      4.32G    0.01041   0.009471    0.00349         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    128/499      4.32G    0.01041   0.009471    0.00349         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    128/499      4.32G    0.01041   0.009473   0.003488         68        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
    128/499      4.32G    0.01041   0.009473   0.003488         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    128/499      4.32G    0.01041   0.009479   0.003485         90        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    128/499      4.32G    0.01041   0.009479   0.003485         90        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    128/499      4.32G    0.01039    0.00948   0.003492         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    128/499      4.32G    0.01039    0.00948   0.003492         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    128/499      4.32G    0.01039   0.009487   0.003498         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    128/499      4.32G    0.01039   0.009487   0.003498         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    128/499      4.32G    0.01039   0.009476   0.003514         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    128/499      4.32G    0.01039   0.009476   0.003514         64        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    128/499      4.32G    0.01038   0.009473   0.003509         63        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    128/499      4.32G    0.01038   0.009473   0.003509         63        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
    128/499      4.32G    0.01038   0.009468   0.003505         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
    128/499      4.32G    0.01038   0.009468   0.003505         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    128/499      4.32G    0.01039   0.009459   0.003483         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    128/499      4.32G    0.01039   0.009459   0.003483         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    128/499      4.32G     0.0104   0.009442   0.003469         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    128/499      4.32G     0.0104   0.009442   0.003469         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    128/499      4.32G    0.01039   0.009438   0.003465         58        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    128/499      4.32G    0.01039   0.009438   0.003465         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    128/499      4.32G    0.01039   0.009445   0.003469         82        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    128/499      4.32G    0.01039   0.009445   0.003469         82        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    128/499      4.32G    0.01039    0.00945   0.003465         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    128/499      4.32G    0.01039    0.00945   0.003465         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    128/499      4.32G    0.01039   0.009448   0.003469         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    128/499      4.32G    0.01039   0.009448   0.003469         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    128/499      4.32G     0.0104   0.009473   0.003457         85        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    128/499      4.32G     0.0104   0.009473   0.003457         85        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    128/499      4.32G    0.01041    0.00948   0.003451         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    128/499      4.32G    0.01041    0.00948   0.003451         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    128/499      4.32G    0.01041   0.009471   0.003461         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    128/499      4.32G    0.01041   0.009471   0.003461         58        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    128/499      4.32G     0.0104   0.009465   0.003457         76        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
    128/499      4.32G     0.0104   0.009465   0.003457         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    128/499      4.32G    0.01041   0.009449   0.003451         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    128/499      4.32G    0.01041   0.009449   0.003451         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    128/499      4.32G     0.0104   0.009428   0.003446         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    128/499      4.32G     0.0104   0.009428   0.003446         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    128/499      4.32G     0.0104   0.009416   0.003441         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    128/499      4.32G     0.0104   0.009416   0.003441         56        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    128/499      4.32G     0.0104    0.00941   0.003445         69        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    128/499      4.32G     0.0104    0.00941   0.003445         69        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
    128/499      4.32G     0.0104   0.009417   0.003455         68        640:  81%|########  | 136/168 [00:25<00:06,  5.22it/s]
    128/499      4.32G     0.0104   0.009417   0.003455         68        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    128/499      4.32G    0.01039   0.009418   0.003452         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    128/499      4.32G    0.01039   0.009418   0.003452         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    128/499      4.32G    0.01038   0.009424    0.00346         82        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    128/499      4.32G    0.01038   0.009424    0.00346         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    128/499      4.32G    0.01038   0.009406   0.003465         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    128/499      4.32G    0.01038   0.009406   0.003465         55        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    128/499      4.32G    0.01038   0.009405   0.003457         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    128/499      4.32G    0.01038   0.009405   0.003457         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    128/499      4.32G    0.01037   0.009402   0.003474         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    128/499      4.32G    0.01037   0.009402   0.003474         60        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    128/499      4.32G    0.01038   0.009417    0.00347         72        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
    128/499      4.32G    0.01038   0.009417    0.00347         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
    128/499      4.32G    0.01039   0.009414   0.003464         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
    128/499      4.32G    0.01039   0.009414   0.003464         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    128/499      4.32G    0.01039   0.009401   0.003463         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    128/499      4.32G    0.01039   0.009401   0.003463         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    128/499      4.32G    0.01039   0.009391   0.003452         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    128/499      4.32G    0.01039   0.009391   0.003452         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    128/499      4.32G    0.01039   0.009384   0.003472         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    128/499      4.32G    0.01039   0.009384   0.003472         61        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    128/499      4.32G    0.01039    0.00938   0.003455         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
    128/499      4.32G    0.01039    0.00938   0.003455         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    128/499      4.32G    0.01037   0.009371   0.003453         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    128/499      4.32G    0.01037   0.009371   0.003453         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    128/499      4.32G    0.01037   0.009368   0.003464         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    128/499      4.32G    0.01037   0.009368   0.003464         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    128/499      4.32G    0.01037   0.009369   0.003461         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    128/499      4.32G    0.01037   0.009369   0.003461         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    128/499      4.32G    0.01038   0.009378    0.00347         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    128/499      4.32G    0.01038   0.009378    0.00347         79        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    128/499      4.32G    0.01038   0.009379   0.003466         73        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    128/499      4.32G    0.01038   0.009379   0.003466         73        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
    128/499      4.32G    0.01038   0.009385    0.00349         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    128/499      4.32G    0.01038   0.009385    0.00349         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    128/499      4.32G     0.0104   0.009364    0.00349         50        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    128/499      4.32G     0.0104   0.009364    0.00349         50        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    128/499      4.32G    0.01041   0.009363   0.003501         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    128/499      4.32G    0.01041   0.009363   0.003501         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    128/499      4.32G    0.01042   0.009368   0.003496         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    128/499      4.32G    0.01042   0.009368   0.003496         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    128/499      4.32G    0.01042    0.00936   0.003497         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    128/499      4.32G    0.01042    0.00936   0.003497         64        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    128/499      4.32G    0.01042   0.009348   0.003513         55        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    128/499      4.32G    0.01042   0.009348   0.003513         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    128/499      4.32G    0.01042   0.009343   0.003514         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    128/499      4.32G    0.01042   0.009343   0.003514         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    128/499      4.32G    0.01043   0.009361   0.003531         80        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    128/499      4.32G    0.01043   0.009361   0.003531         80        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    128/499      4.32G    0.01043   0.009357   0.003524         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    128/499      4.32G    0.01043   0.009357   0.003524         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    128/499      4.32G    0.01042    0.00935   0.003507         56        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    128/499      4.32G    0.01042    0.00935   0.003507         56        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
    128/499      4.32G    0.01041   0.009352   0.003506         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
    128/499      4.32G    0.01041   0.009352   0.003506         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    128/499      4.32G    0.01041   0.009358    0.00349         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    128/499      4.32G    0.01041   0.009358    0.00349         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    128/499      4.32G    0.01042    0.00936   0.003479         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    128/499      4.32G    0.01042    0.00936   0.003479         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    128/499      4.32G    0.01041   0.009359   0.003484         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    128/499      4.32G    0.01041   0.009359   0.003484         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    128/499      4.32G     0.0104   0.009372   0.003497         38        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    128/499      4.32G     0.0104   0.009372   0.003497         38        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    128/499      4.32G     0.0104   0.009372   0.003497         38        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.862      0.858      0.896      0.768

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    129/499      4.32G   0.009365   0.008958   0.002145         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
    129/499      4.32G   0.009365   0.008958   0.002145         70        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    129/499      4.32G   0.009587   0.009026   0.002182         69        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    129/499      4.32G   0.009587   0.009026   0.002182         69        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    129/499      4.32G    0.00993   0.009212   0.002398         67        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    129/499      4.32G    0.00993   0.009212   0.002398         67        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    129/499      4.32G    0.01032   0.009397   0.002687         71        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    129/499      4.32G    0.01032   0.009397   0.002687         71        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    129/499      4.32G    0.01044   0.009374    0.00257         61        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    129/499      4.32G    0.01044   0.009374    0.00257         61        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
    129/499      4.32G    0.01043   0.009511   0.002448         62        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
    129/499      4.32G    0.01043   0.009511   0.002448         62        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    129/499      4.32G    0.01052   0.009825   0.002859         91        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    129/499      4.32G    0.01052   0.009825   0.002859         91        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    129/499      4.32G    0.01038   0.009656   0.002841         65        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    129/499      4.32G    0.01038   0.009656   0.002841         65        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    129/499      4.32G    0.01029   0.009746   0.003121         80        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    129/499      4.32G    0.01029   0.009746   0.003121         80        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    129/499      4.32G    0.01034   0.009884   0.003178         75        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    129/499      4.32G    0.01034   0.009884   0.003178         75        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    129/499      4.32G    0.01041   0.009934   0.003108         80        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    129/499      4.32G    0.01041   0.009934   0.003108         80        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    129/499      4.32G    0.01023   0.009813   0.003062         80        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    129/499      4.32G    0.01023   0.009813   0.003062         80        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
    129/499      4.32G    0.01017    0.01004   0.003102         91        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
    129/499      4.32G    0.01017    0.01004   0.003102         91        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    129/499      4.32G    0.01016   0.009996   0.003084         69        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    129/499      4.32G    0.01016   0.009996   0.003084         69        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
    129/499      4.32G    0.01029    0.01003   0.003106         69        640:   8%|8         | 14/168 [00:02<00:28,  5.34it/s]
    129/499      4.32G    0.01029    0.01003   0.003106         69        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
    129/499      4.32G    0.01026   0.009956   0.003178         73        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
    129/499      4.32G    0.01026   0.009956   0.003178         73        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    129/499      4.32G    0.01026   0.009938   0.003086         71        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    129/499      4.32G    0.01026   0.009938   0.003086         71        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    129/499      4.32G    0.01022   0.009755   0.003055         48        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    129/499      4.32G    0.01022   0.009755   0.003055         48        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    129/499      4.32G    0.01031   0.009729   0.003188         62        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    129/499      4.32G    0.01031   0.009729   0.003188         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    129/499      4.32G     0.0103    0.00974    0.00326         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    129/499      4.32G     0.0103    0.00974    0.00326         67        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    129/499      4.32G     0.0102   0.009741   0.003274         82        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    129/499      4.32G     0.0102   0.009741   0.003274         82        640:  12%|#2        | 21/168 [00:03<00:27,  5.40it/s]
    129/499      4.32G    0.01024   0.009654   0.003247         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.40it/s]
    129/499      4.32G    0.01024   0.009654   0.003247         62        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    129/499      4.32G    0.01027   0.009587   0.003388         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    129/499      4.32G    0.01027   0.009587   0.003388         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
    129/499      4.32G    0.01026   0.009523   0.003443         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
    129/499      4.32G    0.01026   0.009523   0.003443         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    129/499      4.32G    0.01025   0.009492   0.003344         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    129/499      4.32G    0.01025   0.009492   0.003344         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    129/499      4.32G    0.01035   0.009546   0.003516         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    129/499      4.32G    0.01035   0.009546   0.003516         56        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
    129/499      4.32G    0.01034   0.009554    0.00349         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
    129/499      4.32G    0.01034   0.009554    0.00349         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    129/499      4.32G    0.01036   0.009539   0.003429         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    129/499      4.32G    0.01036   0.009539   0.003429         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    129/499      4.32G     0.0103   0.009426   0.003451         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    129/499      4.32G     0.0103   0.009426   0.003451         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
    129/499      4.32G    0.01025    0.00943    0.00346         86        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
    129/499      4.32G    0.01025    0.00943    0.00346         86        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    129/499      4.32G    0.01027   0.009407   0.003436         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    129/499      4.32G    0.01027   0.009407   0.003436         65        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    129/499      4.32G    0.01026   0.009389   0.003503         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    129/499      4.32G    0.01026   0.009389   0.003503         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
    129/499      4.32G     0.0102   0.009372   0.003561         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
    129/499      4.32G     0.0102   0.009372   0.003561         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    129/499      4.32G    0.01019   0.009376   0.003561         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    129/499      4.32G    0.01019   0.009376   0.003561         79        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    129/499      4.32G     0.0102    0.00934   0.003623         66        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    129/499      4.32G     0.0102    0.00934   0.003623         66        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    129/499      4.32G    0.01019   0.009333    0.00365         78        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    129/499      4.32G    0.01019   0.009333    0.00365         78        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    129/499      4.32G    0.01021    0.00928   0.003591         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    129/499      4.32G    0.01021    0.00928   0.003591         59        640:  22%|##2       | 37/168 [00:06<00:25,  5.21it/s]
    129/499      4.32G    0.01023   0.009291   0.003722         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    129/499      4.32G    0.01023   0.009291   0.003722         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    129/499      4.32G     0.0102   0.009328   0.003675         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    129/499      4.32G     0.0102   0.009328   0.003675         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    129/499      4.32G    0.01022   0.009378   0.003606         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    129/499      4.32G    0.01022   0.009378   0.003606         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    129/499      4.32G    0.01026   0.009315   0.003584         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    129/499      4.32G    0.01026   0.009315   0.003584         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    129/499      4.32G    0.01028   0.009326   0.003551         55        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    129/499      4.32G    0.01028   0.009326   0.003551         55        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    129/499      4.32G    0.01031   0.009386   0.003537         86        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    129/499      4.32G    0.01031   0.009386   0.003537         86        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    129/499      4.32G    0.01033   0.009385   0.003559         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    129/499      4.32G    0.01033   0.009385   0.003559         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    129/499      4.32G    0.01035   0.009373   0.003535         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    129/499      4.32G    0.01035   0.009373   0.003535         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    129/499      4.32G    0.01034    0.00939   0.003631         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    129/499      4.32G    0.01034    0.00939   0.003631         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    129/499      4.32G    0.01031   0.009407   0.003606         83        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    129/499      4.32G    0.01031   0.009407   0.003606         83        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    129/499      4.32G    0.01031   0.009428   0.003579         79        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    129/499      4.32G    0.01031   0.009428   0.003579         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    129/499      4.32G    0.01029   0.009405   0.003577         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    129/499      4.32G    0.01029   0.009405   0.003577         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    129/499      4.32G    0.01028   0.009408   0.003546         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    129/499      4.32G    0.01028   0.009408   0.003546         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.17it/s]
    129/499      4.32G    0.01027   0.009388   0.003528         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.17it/s]
    129/499      4.32G    0.01027   0.009388   0.003528         72        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
    129/499      4.32G    0.01028   0.009367   0.003479         58        640:  30%|###       | 51/168 [00:09<00:22,  5.28it/s]
    129/499      4.32G    0.01028   0.009367   0.003479         58        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    129/499      4.32G    0.01027   0.009371   0.003455         59        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    129/499      4.32G    0.01027   0.009371   0.003455         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    129/499      4.32G    0.01028   0.009353   0.003446         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    129/499      4.32G    0.01028   0.009353   0.003446         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    129/499      4.32G    0.01026   0.009309   0.003435         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    129/499      4.32G    0.01026   0.009309   0.003435         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    129/499      4.32G    0.01029   0.009358   0.003409         81        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    129/499      4.32G    0.01029   0.009358   0.003409         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    129/499      4.32G    0.01031   0.009335   0.003358         51        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    129/499      4.32G    0.01031   0.009335   0.003358         51        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    129/499      4.32G     0.0103   0.009302   0.003329         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    129/499      4.32G     0.0103   0.009302   0.003329         60        640:  35%|###4      | 58/168 [00:10<00:20,  5.24it/s]
    129/499      4.32G    0.01033   0.009315   0.003337         71        640:  35%|###4      | 58/168 [00:11<00:20,  5.24it/s]
    129/499      4.32G    0.01033   0.009315   0.003337         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    129/499      4.32G    0.01031     0.0093   0.003371         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    129/499      4.32G    0.01031     0.0093   0.003371         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    129/499      4.32G    0.01031   0.009312   0.003382         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    129/499      4.32G    0.01031   0.009312   0.003382         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    129/499      4.32G    0.01032   0.009313   0.003345         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    129/499      4.32G    0.01032   0.009313   0.003345         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    129/499      4.32G    0.01032   0.009295   0.003325         64        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    129/499      4.32G    0.01032   0.009295   0.003325         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    129/499      4.32G    0.01032   0.009283   0.003304         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    129/499      4.32G    0.01032   0.009283   0.003304         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    129/499      4.32G    0.01032   0.009235   0.003291         54        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    129/499      4.32G    0.01032   0.009235   0.003291         54        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    129/499      4.32G    0.01031   0.009262   0.003313         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    129/499      4.32G    0.01031   0.009262   0.003313         81        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    129/499      4.32G     0.0103   0.009282   0.003306         86        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    129/499      4.32G     0.0103   0.009282   0.003306         86        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    129/499      4.32G    0.01027   0.009291   0.003287         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    129/499      4.32G    0.01027   0.009291   0.003287         71        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
    129/499      4.32G    0.01025   0.009271    0.00336         69        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
    129/499      4.32G    0.01025   0.009271    0.00336         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    129/499      4.32G    0.01026   0.009266    0.00344         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    129/499      4.32G    0.01026   0.009266    0.00344         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    129/499      4.32G    0.01025   0.009226   0.003436         50        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    129/499      4.32G    0.01025   0.009226   0.003436         50        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    129/499      4.32G    0.01026   0.009247   0.003453         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    129/499      4.32G    0.01026   0.009247   0.003453         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    129/499      4.32G    0.01024   0.009228   0.003463         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    129/499      4.32G    0.01024   0.009228   0.003463         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
    129/499      4.32G     0.0103   0.009237     0.0035         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
    129/499      4.32G     0.0103   0.009237     0.0035         60        640:  44%|####4     | 74/168 [00:13<00:17,  5.35it/s]
    129/499      4.32G    0.01028    0.00922   0.003483         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.35it/s]
    129/499      4.32G    0.01028    0.00922   0.003483         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    129/499      4.32G    0.01026   0.009203   0.003468         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    129/499      4.32G    0.01026   0.009203   0.003468         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    129/499      4.32G    0.01024   0.009203   0.003476         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    129/499      4.32G    0.01024   0.009203   0.003476         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.35it/s]
    129/499      4.32G    0.01024   0.009176   0.003451         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.35it/s]
    129/499      4.32G    0.01024   0.009176   0.003451         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
    129/499      4.32G    0.01022   0.009166   0.003462         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
    129/499      4.32G    0.01022   0.009166   0.003462         68        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
    129/499      4.32G    0.01023   0.009164   0.003462         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    129/499      4.32G    0.01023   0.009164   0.003462         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    129/499      4.32G    0.01022   0.009163   0.003496         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    129/499      4.32G    0.01022   0.009163   0.003496         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    129/499      4.32G    0.01022   0.009161   0.003496         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    129/499      4.32G    0.01022   0.009161   0.003496         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    129/499      4.32G    0.01022   0.009144   0.003474         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    129/499      4.32G    0.01022   0.009144   0.003474         61        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    129/499      4.32G    0.01021   0.009133   0.003489         60        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    129/499      4.32G    0.01021   0.009133   0.003489         60        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    129/499      4.32G     0.0102    0.00914   0.003475         79        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    129/499      4.32G     0.0102    0.00914   0.003475         79        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    129/499      4.32G    0.01019   0.009139   0.003473         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    129/499      4.32G    0.01019   0.009139   0.003473         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    129/499      4.32G    0.01021    0.00915   0.003477         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    129/499      4.32G    0.01021    0.00915   0.003477         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    129/499      4.32G    0.01022   0.009163   0.003474         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    129/499      4.32G    0.01022   0.009163   0.003474         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    129/499      4.32G    0.01021   0.009167   0.003451         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    129/499      4.32G    0.01021   0.009167   0.003451         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    129/499      4.32G     0.0102   0.009158   0.003437         62        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    129/499      4.32G     0.0102   0.009158   0.003437         62        640:  54%|#####3    | 90/168 [00:16<00:14,  5.37it/s]
    129/499      4.32G    0.01018   0.009165   0.003453         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    129/499      4.32G    0.01018   0.009165   0.003453         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    129/499      4.32G    0.01018   0.009157   0.003482         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    129/499      4.32G    0.01018   0.009157   0.003482         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    129/499      4.32G    0.01018    0.00916   0.003511         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    129/499      4.32G    0.01018    0.00916   0.003511         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    129/499      4.32G    0.01019   0.009155    0.00351         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    129/499      4.32G    0.01019   0.009155    0.00351         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    129/499      4.32G    0.01018   0.009135   0.003501         61        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    129/499      4.32G    0.01018   0.009135   0.003501         61        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    129/499      4.32G    0.01018   0.009163   0.003513         89        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    129/499      4.32G    0.01018   0.009163   0.003513         89        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    129/499      4.32G    0.01018   0.009132   0.003523         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    129/499      4.32G    0.01018   0.009132   0.003523         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    129/499      4.32G    0.01018   0.009119   0.003532         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    129/499      4.32G    0.01018   0.009119   0.003532         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    129/499      4.32G    0.01019   0.009121    0.00352         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    129/499      4.32G    0.01019   0.009121    0.00352         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    129/499      4.32G     0.0102   0.009119   0.003548         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    129/499      4.32G     0.0102   0.009119   0.003548         65        640:  60%|#####9    | 100/168 [00:18<00:13,  5.15it/s]
    129/499      4.32G    0.01019   0.009087   0.003526         47        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    129/499      4.32G    0.01019   0.009087   0.003526         47        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
    129/499      4.32G    0.01018   0.009075   0.003544         61        640:  60%|######    | 101/168 [00:19<00:12,  5.24it/s]
    129/499      4.32G    0.01018   0.009075   0.003544         61        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    129/499      4.32G    0.01018   0.009079   0.003559         64        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    129/499      4.32G    0.01018   0.009079   0.003559         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    129/499      4.32G    0.01018   0.009057   0.003553         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    129/499      4.32G    0.01018   0.009057   0.003553         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    129/499      4.32G    0.01018   0.009059   0.003547         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    129/499      4.32G    0.01018   0.009059   0.003547         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    129/499      4.32G    0.01017   0.009072   0.003545         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    129/499      4.32G    0.01017   0.009072   0.003545         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    129/499      4.32G    0.01018   0.009066    0.00354         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    129/499      4.32G    0.01018   0.009066    0.00354         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    129/499      4.32G    0.01017   0.009075   0.003539         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    129/499      4.32G    0.01017   0.009075   0.003539         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    129/499      4.32G    0.01016   0.009069   0.003527         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    129/499      4.32G    0.01016   0.009069   0.003527         53        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    129/499      4.32G    0.01017   0.009071   0.003569         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    129/499      4.32G    0.01017   0.009071   0.003569         64        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    129/499      4.32G    0.01016   0.009049   0.003573         58        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    129/499      4.32G    0.01016   0.009049   0.003573         58        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    129/499      4.32G    0.01016   0.009044   0.003568         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    129/499      4.32G    0.01016   0.009044   0.003568         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    129/499      4.32G    0.01017   0.009057   0.003543         83        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    129/499      4.32G    0.01017   0.009057   0.003543         83        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    129/499      4.32G    0.01018   0.009062   0.003531         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    129/499      4.32G    0.01018   0.009062   0.003531         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    129/499      4.32G    0.01019   0.009059   0.003531         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    129/499      4.32G    0.01019   0.009059   0.003531         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    129/499      4.32G    0.01019   0.009076   0.003523         80        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    129/499      4.32G    0.01019   0.009076   0.003523         80        640:  69%|######9   | 116/168 [00:21<00:09,  5.26it/s]
    129/499      4.32G    0.01018   0.009081   0.003521         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    129/499      4.32G    0.01018   0.009081   0.003521         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    129/499      4.32G    0.01019   0.009082    0.00351         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    129/499      4.32G    0.01019   0.009082    0.00351         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    129/499      4.32G    0.01018   0.009106   0.003512         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    129/499      4.32G    0.01018   0.009106   0.003512         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    129/499      4.32G    0.01018    0.00909   0.003502         50        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    129/499      4.32G    0.01018    0.00909   0.003502         50        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    129/499      4.32G    0.01017   0.009104   0.003494         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    129/499      4.32G    0.01017   0.009104   0.003494         80        640:  72%|#######2  | 121/168 [00:22<00:08,  5.23it/s]
    129/499      4.32G    0.01017   0.009125    0.00351         83        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
    129/499      4.32G    0.01017   0.009125    0.00351         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    129/499      4.32G    0.01017   0.009147   0.003501         88        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    129/499      4.32G    0.01017   0.009147   0.003501         88        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    129/499      4.32G    0.01018   0.009126   0.003487         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    129/499      4.32G    0.01018   0.009126   0.003487         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    129/499      4.32G    0.01018   0.009118   0.003545         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    129/499      4.32G    0.01018   0.009118   0.003545         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    129/499      4.32G    0.01018    0.00914   0.003562         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    129/499      4.32G    0.01018    0.00914   0.003562         74        640:  75%|#######5  | 126/168 [00:23<00:08,  5.23it/s]
    129/499      4.32G    0.01018   0.009128    0.00358         70        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
    129/499      4.32G    0.01018   0.009128    0.00358         70        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
    129/499      4.32G    0.01018   0.009118   0.003607         67        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
    129/499      4.32G    0.01018   0.009118   0.003607         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    129/499      4.32G    0.01018   0.009135    0.00359         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    129/499      4.32G    0.01018   0.009135    0.00359         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    129/499      4.32G    0.01018   0.009135   0.003581         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    129/499      4.32G    0.01018   0.009135   0.003581         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    129/499      4.32G    0.01018   0.009157   0.003586         79        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    129/499      4.32G    0.01018   0.009157   0.003586         79        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    129/499      4.32G    0.01017    0.00915   0.003594         60        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    129/499      4.32G    0.01017    0.00915   0.003594         60        640:  79%|#######8  | 132/168 [00:24<00:06,  5.34it/s]
    129/499      4.32G    0.01018   0.009155   0.003599         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    129/499      4.32G    0.01018   0.009155   0.003599         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    129/499      4.32G    0.01017   0.009138   0.003602         55        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    129/499      4.32G    0.01017   0.009138   0.003602         55        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    129/499      4.32G    0.01017   0.009139   0.003626         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    129/499      4.32G    0.01017   0.009139   0.003626         64        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    129/499      4.32G    0.01016   0.009156   0.003642         81        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    129/499      4.32G    0.01016   0.009156   0.003642         81        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    129/499      4.32G    0.01016   0.009152   0.003631         62        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    129/499      4.32G    0.01016   0.009152   0.003631         62        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    129/499      4.32G    0.01016   0.009158   0.003613         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    129/499      4.32G    0.01016   0.009158   0.003613         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
    129/499      4.32G    0.01017   0.009158   0.003636         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
    129/499      4.32G    0.01017   0.009158   0.003636         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    129/499      4.32G    0.01017   0.009138   0.003634         47        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    129/499      4.32G    0.01017   0.009138   0.003634         47        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    129/499      4.32G    0.01017   0.009133   0.003625         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    129/499      4.32G    0.01017   0.009133   0.003625         57        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    129/499      4.32G    0.01017   0.009142   0.003633         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    129/499      4.32G    0.01017   0.009142   0.003633         64        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    129/499      4.32G    0.01018   0.009147   0.003633         63        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    129/499      4.32G    0.01018   0.009147   0.003633         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    129/499      4.32G    0.01019   0.009143   0.003635         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    129/499      4.32G    0.01019   0.009143   0.003635         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    129/499      4.32G     0.0102   0.009144   0.003645         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    129/499      4.32G     0.0102   0.009144   0.003645         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    129/499      4.32G    0.01021   0.009126   0.003634         51        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    129/499      4.32G    0.01021   0.009126   0.003634         51        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    129/499      4.32G    0.01021   0.009116   0.003659         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    129/499      4.32G    0.01021   0.009116   0.003659         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    129/499      4.32G    0.01021   0.009109    0.00367         63        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    129/499      4.32G    0.01021   0.009109    0.00367         63        640:  88%|########8 | 148/168 [00:27<00:03,  5.23it/s]
    129/499      4.32G    0.01021    0.00911   0.003663         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    129/499      4.32G    0.01021    0.00911   0.003663         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
    129/499      4.32G    0.01021   0.009116   0.003649         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.33it/s]
    129/499      4.32G    0.01021   0.009116   0.003649         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    129/499      4.32G     0.0102   0.009107   0.003645         55        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    129/499      4.32G     0.0102   0.009107   0.003645         55        640:  90%|########9 | 151/168 [00:28<00:03,  5.26it/s]
    129/499      4.32G     0.0102    0.00911   0.003645         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.26it/s]
    129/499      4.32G     0.0102    0.00911   0.003645         78        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    129/499      4.32G    0.01022   0.009109   0.003694         63        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    129/499      4.32G    0.01022   0.009109   0.003694         63        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
    129/499      4.32G    0.01022     0.0091   0.003684         53        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    129/499      4.32G    0.01022     0.0091   0.003684         53        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    129/499      4.32G    0.01021    0.00909   0.003717         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    129/499      4.32G    0.01021    0.00909   0.003717         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    129/499      4.32G    0.01022   0.009098    0.00371         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    129/499      4.32G    0.01022   0.009098    0.00371         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
    129/499      4.32G    0.01022   0.009114   0.003694         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
    129/499      4.32G    0.01022   0.009114   0.003694         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
    129/499      4.32G    0.01022   0.009106   0.003708         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
    129/499      4.32G    0.01022   0.009106   0.003708         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
    129/499      4.32G    0.01022   0.009125   0.003705         83        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
    129/499      4.32G    0.01022   0.009125   0.003705         83        640:  95%|#########4| 159/168 [00:30<00:01,  5.40it/s]
    129/499      4.32G    0.01021   0.009118   0.003702         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.40it/s]
    129/499      4.32G    0.01021   0.009118   0.003702         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    129/499      4.32G    0.01022   0.009107   0.003694         51        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    129/499      4.32G    0.01022   0.009107   0.003694         51        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
    129/499      4.32G    0.01022   0.009104   0.003697         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
    129/499      4.32G    0.01022   0.009104   0.003697         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    129/499      4.32G    0.01022   0.009099   0.003726         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    129/499      4.32G    0.01022   0.009099   0.003726         66        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    129/499      4.32G    0.01021   0.009099   0.003718         73        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    129/499      4.32G    0.01021   0.009099   0.003718         73        640:  98%|#########7| 164/168 [00:30<00:00,  5.32it/s]
    129/499      4.32G    0.01021   0.009097   0.003711         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    129/499      4.32G    0.01021   0.009097   0.003711         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    129/499      4.32G    0.01021   0.009098   0.003707         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    129/499      4.32G    0.01021   0.009098   0.003707         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
    129/499      4.32G    0.01021   0.009105    0.00371         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
    129/499      4.32G    0.01021   0.009105    0.00371         78        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    129/499      4.32G     0.0102   0.009108   0.003705         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    129/499      4.32G     0.0102   0.009108   0.003705         30        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    129/499      4.32G     0.0102   0.009108   0.003705         30        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.867      0.852      0.904      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    130/499      4.32G   0.009932    0.01051    0.00565         74        640:   0%|          | 0/168 [00:00<?, ?it/s]
    130/499      4.32G   0.009932    0.01051    0.00565         74        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
    130/499      4.32G    0.01038    0.01027   0.004946         73        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
    130/499      4.32G    0.01038    0.01027   0.004946         73        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    130/499      4.32G    0.01002   0.009207    0.00599         66        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    130/499      4.32G    0.01002   0.009207    0.00599         66        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    130/499      4.32G    0.01057   0.009275   0.005754         72        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    130/499      4.32G    0.01057   0.009275   0.005754         72        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    130/499      4.32G    0.01058   0.009775    0.00521         75        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    130/499      4.32G    0.01058   0.009775    0.00521         75        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    130/499      4.32G    0.01034   0.009751   0.004777         72        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    130/499      4.32G    0.01034   0.009751   0.004777         72        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    130/499      4.32G    0.01052   0.009895   0.004498         73        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    130/499      4.32G    0.01052   0.009895   0.004498         73        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    130/499      4.32G    0.01047   0.009708   0.004751         66        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    130/499      4.32G    0.01047   0.009708   0.004751         66        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    130/499      4.32G    0.01053   0.009757   0.004669         71        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    130/499      4.32G    0.01053   0.009757   0.004669         71        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    130/499      4.32G    0.01064   0.009758    0.00453         62        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    130/499      4.32G    0.01064   0.009758    0.00453         62        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    130/499      4.32G    0.01049   0.009648    0.00459         72        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    130/499      4.32G    0.01049   0.009648    0.00459         72        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    130/499      4.32G    0.01053   0.009659    0.00457         68        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    130/499      4.32G    0.01053   0.009659    0.00457         68        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    130/499      4.32G    0.01041   0.009676   0.004636         74        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    130/499      4.32G    0.01041   0.009676   0.004636         74        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    130/499      4.32G    0.01034   0.009734    0.00466         71        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    130/499      4.32G    0.01034   0.009734    0.00466         71        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    130/499      4.32G    0.01036   0.009787   0.004599         74        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    130/499      4.32G    0.01036   0.009787   0.004599         74        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    130/499      4.32G    0.01037   0.009813    0.00463         75        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    130/499      4.32G    0.01037   0.009813    0.00463         75        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    130/499      4.32G    0.01031   0.009639   0.004571         59        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    130/499      4.32G    0.01031   0.009639   0.004571         59        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    130/499      4.32G    0.01025   0.009713   0.004675         81        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    130/499      4.32G    0.01025   0.009713   0.004675         81        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    130/499      4.32G    0.01032   0.009637   0.004795         62        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    130/499      4.32G    0.01032   0.009637   0.004795         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    130/499      4.32G    0.01024   0.009528   0.004939         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    130/499      4.32G    0.01024   0.009528   0.004939         61        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    130/499      4.32G     0.0102   0.009453   0.004812         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    130/499      4.32G     0.0102   0.009453   0.004812         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    130/499      4.32G    0.01016   0.009397   0.004755         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    130/499      4.32G    0.01016   0.009397   0.004755         70        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    130/499      4.32G    0.01013   0.009347   0.004762         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    130/499      4.32G    0.01013   0.009347   0.004762         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    130/499      4.32G    0.01013   0.009279   0.004662         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    130/499      4.32G    0.01013   0.009279   0.004662         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    130/499      4.32G    0.01019   0.009288   0.004546         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    130/499      4.32G    0.01019   0.009288   0.004546         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    130/499      4.32G    0.01017   0.009286   0.004547         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    130/499      4.32G    0.01017   0.009286   0.004547         78        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    130/499      4.32G    0.01023   0.009289   0.004503         55        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    130/499      4.32G    0.01023   0.009289   0.004503         55        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    130/499      4.32G    0.01017   0.009217   0.004426         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    130/499      4.32G    0.01017   0.009217   0.004426         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    130/499      4.32G     0.0102   0.009266   0.004422         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    130/499      4.32G     0.0102   0.009266   0.004422         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    130/499      4.32G    0.01015   0.009198   0.004331         49        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    130/499      4.32G    0.01015   0.009198   0.004331         49        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    130/499      4.32G     0.0101   0.009149   0.004263         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    130/499      4.32G     0.0101   0.009149   0.004263         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    130/499      4.32G    0.01008   0.009121   0.004292         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    130/499      4.32G    0.01008   0.009121   0.004292         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    130/499      4.32G    0.01006   0.009116   0.004268         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    130/499      4.32G    0.01006   0.009116   0.004268         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    130/499      4.32G    0.01005   0.009122   0.004213         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    130/499      4.32G    0.01005   0.009122   0.004213         66        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    130/499      4.32G    0.01002   0.009094   0.004183         67        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    130/499      4.32G    0.01002   0.009094   0.004183         67        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    130/499      4.32G    0.01005   0.009097    0.00422         57        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    130/499      4.32G    0.01005   0.009097    0.00422         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    130/499      4.32G    0.01002   0.009067   0.004239         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    130/499      4.32G    0.01002   0.009067   0.004239         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.24it/s]
    130/499      4.32G    0.01001   0.009045   0.004175         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.24it/s]
    130/499      4.32G    0.01001   0.009045   0.004175         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    130/499      4.32G   0.009973    0.00899   0.004134         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    130/499      4.32G   0.009973    0.00899   0.004134         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    130/499      4.32G   0.009989   0.009032   0.004083         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    130/499      4.32G   0.009989   0.009032   0.004083         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    130/499      4.32G   0.009998   0.009022    0.00413         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    130/499      4.32G   0.009998   0.009022    0.00413         74        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    130/499      4.32G   0.009965   0.009044    0.00409         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    130/499      4.32G   0.009965   0.009044    0.00409         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    130/499      4.32G   0.009955    0.00906   0.004103         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    130/499      4.32G   0.009955    0.00906   0.004103         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    130/499      4.32G   0.009992   0.009065   0.004122         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    130/499      4.32G   0.009992   0.009065   0.004122         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    130/499      4.32G   0.009968   0.009029    0.00412         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    130/499      4.32G   0.009968   0.009029    0.00412         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    130/499      4.32G   0.009985   0.009021   0.004073         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    130/499      4.32G   0.009985   0.009021   0.004073         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
    130/499      4.32G   0.009968   0.008995   0.004007         52        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
    130/499      4.32G   0.009968   0.008995   0.004007         52        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
    130/499      4.32G   0.009955   0.008941   0.004016         58        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
    130/499      4.32G   0.009955   0.008941   0.004016         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    130/499      4.32G    0.01006   0.008913   0.004101         48        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    130/499      4.32G    0.01006   0.008913   0.004101         48        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    130/499      4.32G    0.01006   0.008876   0.004211         50        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    130/499      4.32G    0.01006   0.008876   0.004211         50        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    130/499      4.32G    0.01009   0.008858   0.004211         58        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    130/499      4.32G    0.01009   0.008858   0.004211         58        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    130/499      4.32G    0.01007   0.008863   0.004185         63        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    130/499      4.32G    0.01007   0.008863   0.004185         63        640:  31%|###       | 52/168 [00:09<00:22,  5.12it/s]
    130/499      4.32G    0.01004   0.008895   0.004178         84        640:  31%|###       | 52/168 [00:10<00:22,  5.12it/s]
    130/499      4.32G    0.01004   0.008895   0.004178         84        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    130/499      4.32G    0.01001   0.008865    0.00415         55        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    130/499      4.32G    0.01001   0.008865    0.00415         55        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    130/499      4.32G    0.01001   0.008897   0.004145         86        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    130/499      4.32G    0.01001   0.008897   0.004145         86        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    130/499      4.32G   0.009989   0.008898   0.004139         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    130/499      4.32G   0.009989   0.008898   0.004139         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    130/499      4.32G   0.009966    0.00889   0.004128         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    130/499      4.32G   0.009966    0.00889   0.004128         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    130/499      4.32G   0.009932   0.008888    0.00412         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    130/499      4.32G   0.009932   0.008888    0.00412         63        640:  35%|###4      | 58/168 [00:10<00:21,  5.18it/s]
    130/499      4.32G   0.009929   0.008878   0.004074         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    130/499      4.32G   0.009929   0.008878   0.004074         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    130/499      4.32G    0.00992   0.008883   0.004044         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    130/499      4.32G    0.00992   0.008883   0.004044         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    130/499      4.32G   0.009913   0.008866   0.003998         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    130/499      4.32G   0.009913   0.008866   0.003998         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    130/499      4.32G   0.009908   0.008893   0.004004         84        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    130/499      4.32G   0.009908   0.008893   0.004004         84        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    130/499      4.32G   0.009907   0.008898   0.004031         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    130/499      4.32G   0.009907   0.008898   0.004031         60        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
    130/499      4.32G   0.009894   0.008914   0.004011         82        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    130/499      4.32G   0.009894   0.008914   0.004011         82        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    130/499      4.32G   0.009901   0.008897    0.00401         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    130/499      4.32G   0.009901   0.008897    0.00401         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    130/499      4.32G   0.009902    0.00891   0.003986         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    130/499      4.32G   0.009902    0.00891   0.003986         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    130/499      4.32G     0.0099   0.008892   0.003952         59        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    130/499      4.32G     0.0099   0.008892   0.003952         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    130/499      4.32G   0.009883   0.008864    0.00395         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    130/499      4.32G   0.009883   0.008864    0.00395         64        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
    130/499      4.32G   0.009868   0.008884   0.003951         74        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
    130/499      4.32G   0.009868   0.008884   0.003951         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    130/499      4.32G   0.009882   0.008887   0.003925         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    130/499      4.32G   0.009882   0.008887   0.003925         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    130/499      4.32G    0.00988   0.008863   0.003926         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    130/499      4.32G    0.00988   0.008863   0.003926         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    130/499      4.32G   0.009859   0.008851   0.003912         50        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    130/499      4.32G   0.009859   0.008851   0.003912         50        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
    130/499      4.32G   0.009883   0.008859   0.003936         63        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
    130/499      4.32G   0.009883   0.008859   0.003936         63        640:  43%|####3     | 73/168 [00:13<00:18,  5.27it/s]
    130/499      4.32G   0.009886   0.008858   0.003899         63        640:  43%|####3     | 73/168 [00:13<00:18,  5.27it/s]
    130/499      4.32G   0.009886   0.008858   0.003899         63        640:  44%|####4     | 74/168 [00:13<00:17,  5.37it/s]
    130/499      4.32G   0.009866   0.008874   0.003878         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.37it/s]
    130/499      4.32G   0.009866   0.008874   0.003878         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.43it/s]
    130/499      4.32G   0.009867   0.008875   0.003882         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.43it/s]
    130/499      4.32G   0.009867   0.008875   0.003882         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    130/499      4.32G   0.009879   0.008878   0.003851         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    130/499      4.32G   0.009879   0.008878   0.003851         69        640:  46%|####5     | 77/168 [00:14<00:16,  5.36it/s]
    130/499      4.32G   0.009877   0.008912   0.003844         87        640:  46%|####5     | 77/168 [00:14<00:16,  5.36it/s]
    130/499      4.32G   0.009877   0.008912   0.003844         87        640:  46%|####6     | 78/168 [00:14<00:16,  5.42it/s]
    130/499      4.32G   0.009862   0.008931   0.003837         74        640:  46%|####6     | 78/168 [00:14<00:16,  5.42it/s]
    130/499      4.32G   0.009862   0.008931   0.003837         74        640:  47%|####7     | 79/168 [00:14<00:16,  5.24it/s]
    130/499      4.32G    0.00985   0.008913   0.003825         55        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    130/499      4.32G    0.00985   0.008913   0.003825         55        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    130/499      4.32G   0.009854   0.008896   0.003831         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    130/499      4.32G   0.009854   0.008896   0.003831         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    130/499      4.32G   0.009854   0.008922     0.0038         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    130/499      4.32G   0.009854   0.008922     0.0038         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    130/499      4.32G   0.009849   0.008901   0.003775         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    130/499      4.32G   0.009849   0.008901   0.003775         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    130/499      4.32G    0.00986   0.008902   0.003778         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    130/499      4.32G    0.00986   0.008902   0.003778         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    130/499      4.32G   0.009871   0.008924    0.00378         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    130/499      4.32G   0.009871   0.008924    0.00378         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    130/499      4.32G   0.009859   0.008915   0.003808         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    130/499      4.32G   0.009859   0.008915   0.003808         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    130/499      4.32G    0.00986   0.008917   0.003868         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    130/499      4.32G    0.00986   0.008917   0.003868         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    130/499      4.32G   0.009855   0.008916   0.003856         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    130/499      4.32G   0.009855   0.008916   0.003856         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    130/499      4.32G   0.009877   0.008926   0.003826         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    130/499      4.32G   0.009877   0.008926   0.003826         64        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    130/499      4.32G   0.009875   0.008913   0.003813         56        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    130/499      4.32G   0.009875   0.008913   0.003813         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    130/499      4.32G    0.00988   0.008913   0.003789         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    130/499      4.32G    0.00988   0.008913   0.003789         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    130/499      4.32G   0.009878   0.008924   0.003783         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    130/499      4.32G   0.009878   0.008924   0.003783         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    130/499      4.32G   0.009874   0.008947   0.003795         93        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    130/499      4.32G   0.009874   0.008947   0.003795         93        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    130/499      4.32G   0.009877   0.008962   0.003791         80        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    130/499      4.32G   0.009877   0.008962   0.003791         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    130/499      4.32G   0.009877   0.008982   0.003813         90        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    130/499      4.32G   0.009877   0.008982   0.003813         90        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    130/499      4.32G   0.009863   0.008997   0.003806         81        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    130/499      4.32G   0.009863   0.008997   0.003806         81        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    130/499      4.32G   0.009845    0.00899   0.003815         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    130/499      4.32G   0.009845    0.00899   0.003815         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    130/499      4.32G   0.009856   0.008976   0.003801         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    130/499      4.32G   0.009856   0.008976   0.003801         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    130/499      4.32G    0.00985   0.008975   0.003776         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    130/499      4.32G    0.00985   0.008975   0.003776         63        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    130/499      4.32G   0.009848   0.008983   0.003773         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    130/499      4.32G   0.009848   0.008983   0.003773         71        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
    130/499      4.32G   0.009847   0.009011   0.003764         87        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
    130/499      4.32G   0.009847   0.009011   0.003764         87        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    130/499      4.32G   0.009852   0.009014   0.003794         69        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    130/499      4.32G   0.009852   0.009014   0.003794         69        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    130/499      4.32G   0.009865   0.009002   0.003782         55        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    130/499      4.32G   0.009865   0.009002   0.003782         55        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    130/499      4.32G   0.009852    0.00899   0.003759         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    130/499      4.32G   0.009852    0.00899   0.003759         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    130/499      4.32G   0.009865   0.008976   0.003777         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    130/499      4.32G   0.009865   0.008976   0.003777         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
    130/499      4.32G   0.009862   0.008975   0.003765         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    130/499      4.32G   0.009862   0.008975   0.003765         75        640:  63%|######3   | 106/168 [00:20<00:12,  5.17it/s]
    130/499      4.32G   0.009861   0.008984   0.003754         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.17it/s]
    130/499      4.32G   0.009861   0.008984   0.003754         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    130/499      4.32G   0.009856   0.008988   0.003771         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    130/499      4.32G   0.009856   0.008988   0.003771         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    130/499      4.32G   0.009844    0.00898   0.003751         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    130/499      4.32G   0.009844    0.00898   0.003751         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    130/499      4.32G    0.00986    0.00898   0.003769         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    130/499      4.32G    0.00986    0.00898   0.003769         59        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    130/499      4.32G   0.009855    0.00899    0.00377         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    130/499      4.32G   0.009855    0.00899    0.00377         65        640:  66%|######6   | 111/168 [00:20<00:10,  5.35it/s]
    130/499      4.32G   0.009844   0.008972   0.003782         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    130/499      4.32G   0.009844   0.008972   0.003782         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    130/499      4.32G   0.009832   0.008966   0.003767         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    130/499      4.32G   0.009832   0.008966   0.003767         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    130/499      4.32G   0.009831   0.008965   0.003754         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    130/499      4.32G   0.009831   0.008965   0.003754         59        640:  68%|######7   | 114/168 [00:21<00:09,  5.41it/s]
    130/499      4.32G   0.009833    0.00899   0.003745         82        640:  68%|######7   | 114/168 [00:21<00:09,  5.41it/s]
    130/499      4.32G   0.009833    0.00899   0.003745         82        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    130/499      4.32G   0.009843   0.008997   0.003725         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    130/499      4.32G   0.009843   0.008997   0.003725         72        640:  69%|######9   | 116/168 [00:21<00:09,  5.27it/s]
    130/499      4.32G   0.009834   0.009009   0.003726         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    130/499      4.32G   0.009834   0.009009   0.003726         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    130/499      4.32G   0.009841   0.009024    0.00373         88        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    130/499      4.32G   0.009841   0.009024    0.00373         88        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    130/499      4.32G   0.009834   0.009005   0.003725         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    130/499      4.32G   0.009834   0.009005   0.003725         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    130/499      4.32G   0.009846   0.009017   0.003713         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    130/499      4.32G   0.009846   0.009017   0.003713         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    130/499      4.32G   0.009838   0.009009     0.0037         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    130/499      4.32G   0.009838   0.009009     0.0037         73        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    130/499      4.32G    0.00984   0.009023   0.003698         68        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    130/499      4.32G    0.00984   0.009023   0.003698         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    130/499      4.32G   0.009851   0.009032   0.003689         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    130/499      4.32G   0.009851   0.009032   0.003689         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    130/499      4.32G   0.009854   0.009031   0.003707         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    130/499      4.32G   0.009854   0.009031   0.003707         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    130/499      4.32G   0.009848   0.009045   0.003693         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    130/499      4.32G   0.009848   0.009045   0.003693         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    130/499      4.32G    0.00985    0.00905   0.003688         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    130/499      4.32G    0.00985    0.00905   0.003688         73        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    130/499      4.32G   0.009844   0.009042    0.00367         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    130/499      4.32G   0.009844   0.009042    0.00367         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    130/499      4.32G   0.009845   0.009044   0.003648         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    130/499      4.32G   0.009845   0.009044   0.003648         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    130/499      4.32G   0.009841   0.009029   0.003621         45        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    130/499      4.32G   0.009841   0.009029   0.003621         45        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    130/499      4.32G   0.009858   0.009055   0.003606         82        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    130/499      4.32G   0.009858   0.009055   0.003606         82        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    130/499      4.32G   0.009855   0.009045    0.00359         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    130/499      4.32G   0.009855   0.009045    0.00359         59        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    130/499      4.32G   0.009863   0.009047   0.003597         60        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    130/499      4.32G   0.009863   0.009047   0.003597         60        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    130/499      4.32G   0.009864   0.009049   0.003613         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    130/499      4.32G   0.009864   0.009049   0.003613         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
    130/499      4.32G    0.00986   0.009039   0.003592         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
    130/499      4.32G    0.00986   0.009039   0.003592         54        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    130/499      4.32G   0.009861   0.009036   0.003595         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    130/499      4.32G   0.009861   0.009036   0.003595         67        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    130/499      4.32G   0.009854   0.009025   0.003621         56        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    130/499      4.32G   0.009854   0.009025   0.003621         56        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    130/499      4.32G   0.009848   0.009025   0.003631         78        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    130/499      4.32G   0.009848   0.009025   0.003631         78        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    130/499      4.32G   0.009856   0.009027    0.00362         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    130/499      4.32G   0.009856   0.009027    0.00362         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    130/499      4.32G   0.009875   0.009045   0.003633         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    130/499      4.32G   0.009875   0.009045   0.003633         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    130/499      4.32G   0.009886   0.009026   0.003629         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    130/499      4.32G   0.009886   0.009026   0.003629         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    130/499      4.32G   0.009888   0.009017   0.003636         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    130/499      4.32G   0.009888   0.009017   0.003636         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    130/499      4.32G   0.009897    0.00903   0.003625         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    130/499      4.32G   0.009897    0.00903   0.003625         82        640:  85%|########4 | 142/168 [00:26<00:05,  5.17it/s]
    130/499      4.32G   0.009895   0.009037   0.003612         80        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    130/499      4.32G   0.009895   0.009037   0.003612         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    130/499      4.32G   0.009889   0.009022   0.003631         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    130/499      4.32G   0.009889   0.009022   0.003631         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    130/499      4.32G   0.009903   0.009033   0.003655         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    130/499      4.32G   0.009903   0.009033   0.003655         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    130/499      4.32G   0.009907   0.009021    0.00365         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    130/499      4.32G   0.009907   0.009021    0.00365         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    130/499      4.32G    0.00992   0.009028    0.00364         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    130/499      4.32G    0.00992   0.009028    0.00364         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    130/499      4.32G   0.009919   0.009019   0.003627         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
    130/499      4.32G   0.009919   0.009019   0.003627         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    130/499      4.32G   0.009908   0.009016   0.003617         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    130/499      4.32G   0.009908   0.009016   0.003617         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    130/499      4.32G   0.009915   0.009024   0.003618         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    130/499      4.32G   0.009915   0.009024   0.003618         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
    130/499      4.32G   0.009913   0.009021   0.003624         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
    130/499      4.32G   0.009913   0.009021   0.003624         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    130/499      4.32G   0.009916   0.009002   0.003629         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    130/499      4.32G   0.009916   0.009002   0.003629         54        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    130/499      4.32G   0.009918      0.009   0.003628         64        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    130/499      4.32G   0.009918      0.009   0.003628         64        640:  91%|#########1| 153/168 [00:28<00:02,  5.30it/s]
    130/499      4.32G   0.009913   0.008996   0.003653         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    130/499      4.32G   0.009913   0.008996   0.003653         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    130/499      4.32G   0.009919   0.008994   0.003652         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    130/499      4.32G   0.009919   0.008994   0.003652         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    130/499      4.32G   0.009915   0.008994   0.003662         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    130/499      4.32G   0.009915   0.008994   0.003662         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    130/499      4.32G   0.009915   0.008991   0.003662         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    130/499      4.32G   0.009915   0.008991   0.003662         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    130/499      4.32G    0.00991   0.009001   0.003647         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    130/499      4.32G    0.00991   0.009001   0.003647         69        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    130/499      4.32G    0.00992   0.008985    0.00363         44        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    130/499      4.32G    0.00992   0.008985    0.00363         44        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    130/499      4.32G   0.009915   0.008979   0.003619         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    130/499      4.32G   0.009915   0.008979   0.003619         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
    130/499      4.32G   0.009913   0.008983   0.003614         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
    130/499      4.32G   0.009913   0.008983   0.003614         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    130/499      4.32G   0.009916   0.008991    0.00362         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    130/499      4.32G   0.009916   0.008991    0.00362         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    130/499      4.32G   0.009915   0.009009   0.003612         80        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    130/499      4.32G   0.009915   0.009009   0.003612         80        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
    130/499      4.32G   0.009918   0.009001   0.003611         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.26it/s]
    130/499      4.32G   0.009918   0.009001   0.003611         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    130/499      4.32G   0.009921   0.008997   0.003612         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    130/499      4.32G   0.009921   0.008997   0.003612         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    130/499      4.32G   0.009936      0.009   0.003607         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    130/499      4.32G   0.009936      0.009   0.003607         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    130/499      4.32G   0.009943   0.008998   0.003593         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    130/499      4.32G   0.009943   0.008998   0.003593         62        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    130/499      4.32G   0.009954   0.008988   0.003594         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    130/499      4.32G   0.009954   0.008988   0.003594         25        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
    130/499      4.32G   0.009954   0.008988   0.003594         25        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.853      0.875      0.898      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    131/499      4.32G   0.009979   0.009741   0.001738         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
    131/499      4.32G   0.009979   0.009741   0.001738         66        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    131/499      4.32G    0.01064   0.009624   0.002811         62        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    131/499      4.32G    0.01064   0.009624   0.002811         62        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    131/499      4.32G    0.01131   0.009748   0.002524         65        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    131/499      4.32G    0.01131   0.009748   0.002524         65        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
    131/499      4.32G    0.01084   0.009585   0.002407         72        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
    131/499      4.32G    0.01084   0.009585   0.002407         72        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
    131/499      4.32G    0.01076   0.009489   0.002738         66        640:   2%|2         | 4/168 [00:00<00:31,  5.24it/s]
    131/499      4.32G    0.01076   0.009489   0.002738         66        640:   3%|2         | 5/168 [00:00<00:30,  5.36it/s]
    131/499      4.32G    0.01082   0.008999   0.003367         52        640:   3%|2         | 5/168 [00:01<00:30,  5.36it/s]
    131/499      4.32G    0.01082   0.008999   0.003367         52        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    131/499      4.32G    0.01057   0.009141   0.003974         68        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    131/499      4.32G    0.01057   0.009141   0.003974         68        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    131/499      4.32G    0.01039   0.009201   0.003773         74        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    131/499      4.32G    0.01039   0.009201   0.003773         74        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    131/499      4.32G    0.01012    0.00912   0.003632         57        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    131/499      4.32G    0.01012    0.00912   0.003632         57        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    131/499      4.32G    0.01013   0.009286   0.003584         74        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    131/499      4.32G    0.01013   0.009286   0.003584         74        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
    131/499      4.32G    0.01008   0.009247   0.003359         58        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
    131/499      4.32G    0.01008   0.009247   0.003359         58        640:   7%|6         | 11/168 [00:02<00:29,  5.34it/s]
    131/499      4.32G    0.01008   0.009296   0.003452         70        640:   7%|6         | 11/168 [00:02<00:29,  5.34it/s]
    131/499      4.32G    0.01008   0.009296   0.003452         70        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    131/499      4.32G       0.01   0.009335   0.003564         86        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    131/499      4.32G       0.01   0.009335   0.003564         86        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    131/499      4.32G    0.01006   0.009397   0.003538         70        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    131/499      4.32G    0.01006   0.009397   0.003538         70        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    131/499      4.32G    0.01003   0.009529   0.003499         87        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    131/499      4.32G    0.01003   0.009529   0.003499         87        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
    131/499      4.32G    0.01009   0.009588   0.003545         74        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
    131/499      4.32G    0.01009   0.009588   0.003545         74        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    131/499      4.32G    0.01011   0.009678   0.003484         76        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    131/499      4.32G    0.01011   0.009678   0.003484         76        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    131/499      4.32G    0.01012   0.009655   0.003477         69        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    131/499      4.32G    0.01012   0.009655   0.003477         69        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    131/499      4.32G    0.01021   0.009585   0.003558         61        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    131/499      4.32G    0.01021   0.009585   0.003558         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    131/499      4.32G    0.01026   0.009539   0.003608         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    131/499      4.32G    0.01026   0.009539   0.003608         73        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    131/499      4.32G    0.01021   0.009536   0.003655         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    131/499      4.32G    0.01021   0.009536   0.003655         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
    131/499      4.32G    0.01017   0.009459   0.003574         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
    131/499      4.32G    0.01017   0.009459   0.003574         61        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    131/499      4.32G    0.01015   0.009441   0.003571         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    131/499      4.32G    0.01015   0.009441   0.003571         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    131/499      4.32G    0.01014   0.009447   0.003553         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    131/499      4.32G    0.01014   0.009447   0.003553         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    131/499      4.32G    0.01013   0.009376   0.003543         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    131/499      4.32G    0.01013   0.009376   0.003543         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    131/499      4.32G    0.01012   0.009317     0.0035         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    131/499      4.32G    0.01012   0.009317     0.0035         56        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    131/499      4.32G    0.01015     0.0094   0.003459         76        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    131/499      4.32G    0.01015     0.0094   0.003459         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    131/499      4.32G    0.01011   0.009319   0.003507         50        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    131/499      4.32G    0.01011   0.009319   0.003507         50        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
    131/499      4.32G    0.01014   0.009324   0.003451         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
    131/499      4.32G    0.01014   0.009324   0.003451         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
    131/499      4.32G    0.01012   0.009246   0.003585         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.33it/s]
    131/499      4.32G    0.01012   0.009246   0.003585         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
    131/499      4.32G    0.01013   0.009243   0.003526         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
    131/499      4.32G    0.01013   0.009243   0.003526         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    131/499      4.32G    0.01017   0.009285   0.003545         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    131/499      4.32G    0.01017   0.009285   0.003545         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
    131/499      4.32G    0.01015   0.009324   0.003543         80        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
    131/499      4.32G    0.01015   0.009324   0.003543         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    131/499      4.32G    0.01012    0.00933   0.003501         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    131/499      4.32G    0.01012    0.00933   0.003501         77        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    131/499      4.32G    0.01009   0.009371    0.00342         79        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    131/499      4.32G    0.01009   0.009371    0.00342         79        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    131/499      4.32G    0.01008    0.00932    0.00339         67        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    131/499      4.32G    0.01008    0.00932    0.00339         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
    131/499      4.32G    0.01004   0.009314   0.003382         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
    131/499      4.32G    0.01004   0.009314   0.003382         66        640:  22%|##2       | 37/168 [00:06<00:24,  5.26it/s]
    131/499      4.32G    0.01005   0.009333   0.003355         74        640:  22%|##2       | 37/168 [00:07<00:24,  5.26it/s]
    131/499      4.32G    0.01005   0.009333   0.003355         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
    131/499      4.32G    0.01002   0.009287   0.003292         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
    131/499      4.32G    0.01002   0.009287   0.003292         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    131/499      4.32G   0.009988   0.009265   0.003295         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    131/499      4.32G   0.009988   0.009265   0.003295         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    131/499      4.32G   0.009971   0.009223   0.003274         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    131/499      4.32G   0.009971   0.009223   0.003274         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    131/499      4.32G    0.01001   0.009227   0.003221         63        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    131/499      4.32G    0.01001   0.009227   0.003221         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
    131/499      4.32G    0.01007   0.009301   0.003277         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
    131/499      4.32G    0.01007   0.009301   0.003277         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
    131/499      4.32G    0.01009   0.009332   0.003344         82        640:  26%|##5       | 43/168 [00:08<00:23,  5.26it/s]
    131/499      4.32G    0.01009   0.009332   0.003344         82        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
    131/499      4.32G    0.01009   0.009302   0.003372         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.35it/s]
    131/499      4.32G    0.01009   0.009302   0.003372         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    131/499      4.32G    0.01009   0.009379     0.0034         93        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    131/499      4.32G    0.01009   0.009379     0.0034         93        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    131/499      4.32G    0.01009   0.009413   0.003423         84        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    131/499      4.32G    0.01009   0.009413   0.003423         84        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    131/499      4.32G    0.01012    0.00941   0.003451         70        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    131/499      4.32G    0.01012    0.00941   0.003451         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    131/499      4.32G     0.0101   0.009422   0.003522         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    131/499      4.32G     0.0101   0.009422   0.003522         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    131/499      4.32G    0.01009   0.009409   0.003526         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    131/499      4.32G    0.01009   0.009409   0.003526         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    131/499      4.32G    0.01009   0.009378   0.003485         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    131/499      4.32G    0.01009   0.009378   0.003485         69        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    131/499      4.32G    0.01011   0.009367   0.003451         67        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    131/499      4.32G    0.01011   0.009367   0.003451         67        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
    131/499      4.32G    0.01009   0.009354   0.003439         74        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
    131/499      4.32G    0.01009   0.009354   0.003439         74        640:  32%|###1      | 53/168 [00:09<00:21,  5.30it/s]
    131/499      4.32G     0.0101   0.009324   0.003475         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    131/499      4.32G     0.0101   0.009324   0.003475         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    131/499      4.32G    0.01007   0.009321   0.003507         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    131/499      4.32G    0.01007   0.009321   0.003507         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    131/499      4.32G    0.01008   0.009278   0.003539         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    131/499      4.32G    0.01008   0.009278   0.003539         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    131/499      4.32G    0.01011   0.009242   0.003498         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    131/499      4.32G    0.01011   0.009242   0.003498         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    131/499      4.32G    0.01013   0.009196   0.003469         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    131/499      4.32G    0.01013   0.009196   0.003469         59        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
    131/499      4.32G    0.01012    0.00918   0.003474         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    131/499      4.32G    0.01012    0.00918   0.003474         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    131/499      4.32G    0.01009     0.0092   0.003467         86        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    131/499      4.32G    0.01009     0.0092   0.003467         86        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    131/499      4.32G    0.01006   0.009199   0.003492         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    131/499      4.32G    0.01006   0.009199   0.003492         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    131/499      4.32G    0.01009   0.009189   0.003481         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    131/499      4.32G    0.01009   0.009189   0.003481         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    131/499      4.32G    0.01009   0.009221   0.003509         70        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    131/499      4.32G    0.01009   0.009221   0.003509         70        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    131/499      4.32G    0.01008   0.009272   0.003547         88        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    131/499      4.32G    0.01008   0.009272   0.003547         88        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    131/499      4.32G    0.01008   0.009225   0.003544         56        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    131/499      4.32G    0.01008   0.009225   0.003544         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    131/499      4.32G    0.01005   0.009207   0.003554         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    131/499      4.32G    0.01005   0.009207   0.003554         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    131/499      4.32G    0.01005   0.009182    0.00353         57        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    131/499      4.32G    0.01005   0.009182    0.00353         57        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    131/499      4.32G    0.01006   0.009188   0.003528         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    131/499      4.32G    0.01006   0.009188   0.003528         69        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    131/499      4.32G    0.01006   0.009178   0.003509         63        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    131/499      4.32G    0.01006   0.009178   0.003509         63        640:  41%|####1     | 69/168 [00:12<00:18,  5.32it/s]
    131/499      4.32G    0.01004    0.00917   0.003521         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    131/499      4.32G    0.01004    0.00917   0.003521         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    131/499      4.32G    0.01003   0.009151   0.003554         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    131/499      4.32G    0.01003   0.009151   0.003554         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    131/499      4.32G    0.01005    0.00915   0.003548         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    131/499      4.32G    0.01005    0.00915   0.003548         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    131/499      4.32G    0.01006   0.009165   0.003589         74        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    131/499      4.32G    0.01006   0.009165   0.003589         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    131/499      4.32G    0.01008   0.009148   0.003567         52        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    131/499      4.32G    0.01008   0.009148   0.003567         52        640:  44%|####4     | 74/168 [00:13<00:17,  5.32it/s]
    131/499      4.32G    0.01009   0.009145   0.003565         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    131/499      4.32G    0.01009   0.009145   0.003565         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    131/499      4.32G    0.01009   0.009153   0.003555         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    131/499      4.32G    0.01009   0.009153   0.003555         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    131/499      4.32G    0.01007   0.009134   0.003554         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    131/499      4.32G    0.01007   0.009134   0.003554         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.35it/s]
    131/499      4.32G    0.01007   0.009118   0.003564         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.35it/s]
    131/499      4.32G    0.01007   0.009118   0.003564         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
    131/499      4.32G    0.01007   0.009112   0.003566         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.41it/s]
    131/499      4.32G    0.01007   0.009112   0.003566         72        640:  47%|####7     | 79/168 [00:14<00:16,  5.27it/s]
    131/499      4.32G    0.01006   0.009093   0.003556         68        640:  47%|####7     | 79/168 [00:15<00:16,  5.27it/s]
    131/499      4.32G    0.01006   0.009093   0.003556         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    131/499      4.32G    0.01006   0.009084   0.003549         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    131/499      4.32G    0.01006   0.009084   0.003549         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    131/499      4.32G    0.01006   0.009074    0.00355         55        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    131/499      4.32G    0.01006   0.009074    0.00355         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    131/499      4.32G    0.01005   0.009075   0.003511         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    131/499      4.32G    0.01005   0.009075   0.003511         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
    131/499      4.32G    0.01004   0.009069   0.003491         73        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
    131/499      4.32G    0.01004   0.009069   0.003491         73        640:  50%|#####     | 84/168 [00:15<00:15,  5.41it/s]
    131/499      4.32G    0.01003   0.009074   0.003478         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.41it/s]
    131/499      4.32G    0.01003   0.009074   0.003478         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.28it/s]
    131/499      4.32G    0.01002   0.009092   0.003483         80        640:  51%|#####     | 85/168 [00:16<00:15,  5.28it/s]
    131/499      4.32G    0.01002   0.009092   0.003483         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.37it/s]
    131/499      4.32G    0.01004   0.009075     0.0035         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.37it/s]
    131/499      4.32G    0.01004   0.009075     0.0035         65        640:  52%|#####1    | 87/168 [00:16<00:14,  5.41it/s]
    131/499      4.32G    0.01007   0.009067   0.003488         64        640:  52%|#####1    | 87/168 [00:16<00:14,  5.41it/s]
    131/499      4.32G    0.01007   0.009067   0.003488         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
    131/499      4.32G    0.01005   0.009082   0.003483         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
    131/499      4.32G    0.01005   0.009082   0.003483         78        640:  53%|#####2    | 89/168 [00:16<00:14,  5.35it/s]
    131/499      4.32G    0.01006   0.009088    0.00352         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.35it/s]
    131/499      4.32G    0.01006   0.009088    0.00352         66        640:  54%|#####3    | 90/168 [00:16<00:14,  5.40it/s]
    131/499      4.32G    0.01005   0.009071   0.003503         51        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
    131/499      4.32G    0.01005   0.009071   0.003503         51        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
    131/499      4.32G    0.01005   0.009064   0.003498         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.27it/s]
    131/499      4.32G    0.01005   0.009064   0.003498         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    131/499      4.32G    0.01008   0.009044   0.003674         49        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    131/499      4.32G    0.01008   0.009044   0.003674         49        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    131/499      4.32G    0.01009   0.009063   0.003653         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    131/499      4.32G    0.01009   0.009063   0.003653         76        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    131/499      4.32G    0.01008   0.009048   0.003641         56        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    131/499      4.32G    0.01008   0.009048   0.003641         56        640:  57%|#####6    | 95/168 [00:17<00:13,  5.27it/s]
    131/499      4.32G    0.01006   0.009036   0.003647         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    131/499      4.32G    0.01006   0.009036   0.003647         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    131/499      4.32G    0.01004   0.009011   0.003672         50        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    131/499      4.32G    0.01004   0.009011   0.003672         50        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    131/499      4.32G    0.01003    0.00901   0.003677         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    131/499      4.32G    0.01003    0.00901   0.003677         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
    131/499      4.32G    0.01003   0.009015   0.003695         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
    131/499      4.32G    0.01003   0.009015   0.003695         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
    131/499      4.32G    0.01003   0.009013   0.003731         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
    131/499      4.32G    0.01003   0.009013   0.003731         62        640:  60%|#####9    | 100/168 [00:18<00:12,  5.23it/s]
    131/499      4.32G    0.01003   0.009025    0.00372         76        640:  60%|#####9    | 100/168 [00:19<00:12,  5.23it/s]
    131/499      4.32G    0.01003   0.009025    0.00372         76        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    131/499      4.32G    0.01002   0.009003   0.003775         53        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    131/499      4.32G    0.01002   0.009003   0.003775         53        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    131/499      4.32G    0.01003   0.009018   0.003767         79        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    131/499      4.32G    0.01003   0.009018   0.003767         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    131/499      4.32G    0.01005    0.00902   0.003759         55        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    131/499      4.32G    0.01005    0.00902   0.003759         55        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    131/499      4.32G    0.01004   0.009023    0.00379         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    131/499      4.32G    0.01004   0.009023    0.00379         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    131/499      4.32G    0.01003   0.009038   0.003799         79        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    131/499      4.32G    0.01003   0.009038   0.003799         79        640:  63%|######3   | 106/168 [00:19<00:11,  5.23it/s]
    131/499      4.32G    0.01004    0.00905   0.003811         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    131/499      4.32G    0.01004    0.00905   0.003811         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    131/499      4.32G    0.01003   0.009058   0.003818         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    131/499      4.32G    0.01003   0.009058   0.003818         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    131/499      4.32G    0.01004   0.009059   0.003807         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    131/499      4.32G    0.01004   0.009059   0.003807         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    131/499      4.32G    0.01003   0.009057   0.003803         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    131/499      4.32G    0.01003   0.009057   0.003803         72        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    131/499      4.32G    0.01004   0.009047   0.003811         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    131/499      4.32G    0.01004   0.009047   0.003811         65        640:  66%|######6   | 111/168 [00:20<00:10,  5.39it/s]
    131/499      4.32G    0.01003   0.009037   0.003794         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    131/499      4.32G    0.01003   0.009037   0.003794         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    131/499      4.32G    0.01003   0.009048   0.003791         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    131/499      4.32G    0.01003   0.009048   0.003791         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    131/499      4.32G    0.01003   0.009049   0.003782         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    131/499      4.32G    0.01003   0.009049   0.003782         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    131/499      4.32G    0.01001   0.009031   0.003782         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    131/499      4.32G    0.01001   0.009031   0.003782         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    131/499      4.32G    0.01003    0.00903    0.00377         58        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    131/499      4.32G    0.01003    0.00903    0.00377         58        640:  69%|######9   | 116/168 [00:21<00:09,  5.26it/s]
    131/499      4.32G    0.01001   0.009025   0.003767         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    131/499      4.32G    0.01001   0.009025   0.003767         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    131/499      4.32G    0.01001   0.009018   0.003761         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    131/499      4.32G    0.01001   0.009018   0.003761         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    131/499      4.32G    0.01001   0.009015   0.003766         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    131/499      4.32G    0.01001   0.009015   0.003766         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    131/499      4.32G    0.01001   0.009031   0.003783         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    131/499      4.32G    0.01001   0.009031   0.003783         74        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    131/499      4.32G    0.01001   0.009018   0.003808         67        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    131/499      4.32G    0.01001   0.009018   0.003808         67        640:  72%|#######2  | 121/168 [00:22<00:08,  5.22it/s]
    131/499      4.32G       0.01   0.009012   0.003837         69        640:  72%|#######2  | 121/168 [00:22<00:08,  5.22it/s]
    131/499      4.32G       0.01   0.009012   0.003837         69        640:  73%|#######2  | 122/168 [00:22<00:08,  5.32it/s]
    131/499      4.32G       0.01   0.009015   0.003826         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    131/499      4.32G       0.01   0.009015   0.003826         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    131/499      4.32G    0.01001   0.009014   0.003826         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    131/499      4.32G    0.01001   0.009014   0.003826         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    131/499      4.32G       0.01   0.009025   0.003821         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    131/499      4.32G       0.01   0.009025   0.003821         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    131/499      4.32G    0.01001   0.009031   0.003818         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    131/499      4.32G    0.01001   0.009031   0.003818         69        640:  75%|#######5  | 126/168 [00:23<00:08,  5.19it/s]
    131/499      4.32G   0.009991   0.009032   0.003813         78        640:  75%|#######5  | 126/168 [00:23<00:08,  5.19it/s]
    131/499      4.32G   0.009991   0.009032   0.003813         78        640:  76%|#######5  | 127/168 [00:23<00:08,  5.11it/s]
    131/499      4.32G   0.009982   0.009035   0.003802         80        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    131/499      4.32G   0.009982   0.009035   0.003802         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    131/499      4.32G   0.009975    0.00905    0.00383         87        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    131/499      4.32G   0.009975    0.00905    0.00383         87        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    131/499      4.32G   0.009973   0.009029   0.003838         54        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    131/499      4.32G   0.009973   0.009029   0.003838         54        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    131/499      4.32G   0.009973   0.009031   0.003839         79        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    131/499      4.32G   0.009973   0.009031   0.003839         79        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    131/499      4.32G   0.009983   0.009044   0.003854         65        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    131/499      4.32G   0.009983   0.009044   0.003854         65        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    131/499      4.32G   0.009976   0.009026   0.003839         41        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    131/499      4.32G   0.009976   0.009026   0.003839         41        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    131/499      4.32G   0.009972   0.009027   0.003864         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    131/499      4.32G   0.009972   0.009027   0.003864         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    131/499      4.32G   0.009971    0.00902   0.003869         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.33it/s]
    131/499      4.32G   0.009971    0.00902   0.003869         66        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
    131/499      4.32G   0.009971   0.009031   0.003864         83        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
    131/499      4.32G   0.009971   0.009031   0.003864         83        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    131/499      4.32G   0.009972   0.009041   0.003841         75        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    131/499      4.32G   0.009972   0.009041   0.003841         75        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    131/499      4.32G   0.009955   0.009013   0.003861         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
    131/499      4.32G   0.009955   0.009013   0.003861         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    131/499      4.32G   0.009952   0.009016   0.003876         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    131/499      4.32G   0.009952   0.009016   0.003876         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    131/499      4.32G    0.00995   0.009009   0.003873         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    131/499      4.32G    0.00995   0.009009   0.003873         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    131/499      4.32G   0.009947   0.009024   0.003888         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    131/499      4.32G   0.009947   0.009024   0.003888         73        640:  84%|########3 | 141/168 [00:26<00:04,  5.40it/s]
    131/499      4.32G   0.009951   0.009028    0.00391         69        640:  84%|########3 | 141/168 [00:26<00:04,  5.40it/s]
    131/499      4.32G   0.009951   0.009028    0.00391         69        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    131/499      4.32G   0.009947   0.009027   0.003892         73        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    131/499      4.32G   0.009947   0.009027   0.003892         73        640:  85%|########5 | 143/168 [00:26<00:04,  5.30it/s]
    131/499      4.32G   0.009963   0.009023   0.003952         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    131/499      4.32G   0.009963   0.009023   0.003952         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    131/499      4.32G   0.009961   0.009024   0.003976         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    131/499      4.32G   0.009961   0.009024   0.003976         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.25it/s]
    131/499      4.32G   0.009961   0.009022   0.003966         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.25it/s]
    131/499      4.32G   0.009961   0.009022   0.003966         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    131/499      4.32G    0.00997    0.00903   0.003965         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    131/499      4.32G    0.00997    0.00903   0.003965         75        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    131/499      4.32G   0.009972   0.009022   0.003968         64        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    131/499      4.32G   0.009972   0.009022   0.003968         64        640:  88%|########8 | 148/168 [00:27<00:03,  5.22it/s]
    131/499      4.32G   0.009969   0.009022   0.003975         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    131/499      4.32G   0.009969   0.009022   0.003975         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    131/499      4.32G   0.009972   0.009042   0.003962         87        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    131/499      4.32G   0.009972   0.009042   0.003962         87        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    131/499      4.32G    0.00997   0.009044   0.003969         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    131/499      4.32G    0.00997   0.009044   0.003969         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    131/499      4.32G   0.009971   0.009041   0.003953         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    131/499      4.32G   0.009971   0.009041   0.003953         63        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    131/499      4.32G   0.009979   0.009052   0.003945         75        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    131/499      4.32G   0.009979   0.009052   0.003945         75        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
    131/499      4.32G   0.009981   0.009053   0.003963         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    131/499      4.32G   0.009981   0.009053   0.003963         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    131/499      4.32G   0.009983   0.009047   0.003949         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    131/499      4.32G   0.009983   0.009047   0.003949         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    131/499      4.32G   0.009983   0.009067   0.003941         87        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    131/499      4.32G   0.009983   0.009067   0.003941         87        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    131/499      4.32G   0.009982   0.009075   0.003943         81        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    131/499      4.32G   0.009982   0.009075   0.003943         81        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
    131/499      4.32G   0.009977   0.009079    0.00394         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.14it/s]
    131/499      4.32G   0.009977   0.009079    0.00394         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
    131/499      4.32G   0.009969   0.009073   0.003939         58        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
    131/499      4.32G   0.009969   0.009073   0.003939         58        640:  95%|#########4| 159/168 [00:29<00:01,  5.32it/s]
    131/499      4.32G   0.009966   0.009064   0.003942         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    131/499      4.32G   0.009966   0.009064   0.003942         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    131/499      4.32G   0.009977   0.009064   0.003936         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    131/499      4.32G   0.009977   0.009064   0.003936         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    131/499      4.32G   0.009974   0.009067   0.003944         80        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    131/499      4.32G   0.009974   0.009067   0.003944         80        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    131/499      4.32G   0.009984   0.009066   0.003947         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    131/499      4.32G   0.009984   0.009066   0.003947         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
    131/499      4.32G    0.00998   0.009057    0.00399         63        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
    131/499      4.32G    0.00998   0.009057    0.00399         63        640:  98%|#########7| 164/168 [00:30<00:00,  5.28it/s]
    131/499      4.32G   0.009984   0.009076   0.003985         89        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    131/499      4.32G   0.009984   0.009076   0.003985         89        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    131/499      4.32G   0.009984   0.009071   0.003982         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    131/499      4.32G   0.009984   0.009071   0.003982         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    131/499      4.32G   0.009987   0.009068   0.003976         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    131/499      4.32G   0.009987   0.009068   0.003976         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    131/499      4.32G   0.009981   0.009072   0.003989         47        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    131/499      4.32G   0.009981   0.009072   0.003989         47        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    131/499      4.32G   0.009981   0.009072   0.003989         47        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.865      0.875      0.907      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    132/499      4.32G   0.009434   0.008521   0.004833         85        640:   0%|          | 0/168 [00:00<?, ?it/s]
    132/499      4.32G   0.009434   0.008521   0.004833         85        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    132/499      4.32G    0.01036   0.008536   0.004205         61        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    132/499      4.32G    0.01036   0.008536   0.004205         61        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    132/499      4.32G    0.01013   0.008883   0.003936         77        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    132/499      4.32G    0.01013   0.008883   0.003936         77        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    132/499      4.32G    0.01014   0.008738   0.003647         61        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    132/499      4.32G    0.01014   0.008738   0.003647         61        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    132/499      4.32G    0.01025   0.008514   0.003663         57        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    132/499      4.32G    0.01025   0.008514   0.003663         57        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
    132/499      4.32G    0.01009    0.00835   0.003818         65        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
    132/499      4.32G    0.01009    0.00835   0.003818         65        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    132/499      4.32G    0.01014   0.008592    0.00384         74        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    132/499      4.32G    0.01014   0.008592    0.00384         74        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    132/499      4.32G   0.009991    0.00849   0.003951         64        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    132/499      4.32G   0.009991    0.00849   0.003951         64        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    132/499      4.32G   0.009995   0.008632   0.003882         75        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    132/499      4.32G   0.009995   0.008632   0.003882         75        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    132/499      4.32G   0.009946    0.00858   0.003617         68        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    132/499      4.32G   0.009946    0.00858   0.003617         68        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    132/499      4.32G    0.01021   0.008488   0.003677         62        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    132/499      4.32G    0.01021   0.008488   0.003677         62        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    132/499      4.32G    0.01015   0.008542     0.0038         72        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    132/499      4.32G    0.01015   0.008542     0.0038         72        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
    132/499      4.32G    0.01007    0.00873   0.003675         89        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
    132/499      4.32G    0.01007    0.00873   0.003675         89        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    132/499      4.32G    0.01009   0.008556   0.003571         51        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    132/499      4.32G    0.01009   0.008556   0.003571         51        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    132/499      4.32G    0.01006   0.008728    0.00366         87        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    132/499      4.32G    0.01006   0.008728    0.00366         87        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    132/499      4.32G    0.01001    0.00874   0.003605         65        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    132/499      4.32G    0.01001    0.00874   0.003605         65        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    132/499      4.32G   0.009972   0.008703   0.003526         57        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    132/499      4.32G   0.009972   0.008703   0.003526         57        640:  10%|#         | 17/168 [00:03<00:28,  5.35it/s]
    132/499      4.32G   0.009922   0.008688   0.003482         61        640:  10%|#         | 17/168 [00:03<00:28,  5.35it/s]
    132/499      4.32G   0.009922   0.008688   0.003482         61        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    132/499      4.32G   0.009987    0.00873   0.003403         73        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    132/499      4.32G   0.009987    0.00873   0.003403         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    132/499      4.32G    0.01012   0.008793   0.003344         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    132/499      4.32G    0.01012   0.008793   0.003344         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    132/499      4.32G    0.01016   0.008851   0.003315         74        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    132/499      4.32G    0.01016   0.008851   0.003315         74        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
    132/499      4.32G    0.01012   0.008931   0.003356         83        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
    132/499      4.32G    0.01012   0.008931   0.003356         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    132/499      4.32G    0.01013   0.008968   0.003333         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    132/499      4.32G    0.01013   0.008968   0.003333         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    132/499      4.32G    0.01018   0.009032   0.003257         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    132/499      4.32G    0.01018   0.009032   0.003257         74        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    132/499      4.32G    0.01021   0.009025   0.003195         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    132/499      4.32G    0.01021   0.009025   0.003195         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    132/499      4.32G    0.01018   0.009007   0.003298         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    132/499      4.32G    0.01018   0.009007   0.003298         59        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
    132/499      4.32G    0.01012   0.008958   0.003211         51        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
    132/499      4.32G    0.01012   0.008958   0.003211         51        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    132/499      4.32G    0.01007   0.008991   0.003168         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    132/499      4.32G    0.01007   0.008991   0.003168         78        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    132/499      4.32G    0.01008   0.009027   0.003251         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    132/499      4.32G    0.01008   0.009027   0.003251         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    132/499      4.32G    0.01009   0.009049   0.003255         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    132/499      4.32G    0.01009   0.009049   0.003255         63        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    132/499      4.32G    0.01004   0.009065   0.003186         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    132/499      4.32G    0.01004   0.009065   0.003186         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    132/499      4.32G    0.01006   0.009115   0.003178         73        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    132/499      4.32G    0.01006   0.009115   0.003178         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    132/499      4.32G    0.01002   0.009095   0.003204         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    132/499      4.32G    0.01002   0.009095   0.003204         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    132/499      4.32G   0.009958   0.009091    0.00322         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    132/499      4.32G   0.009958   0.009091    0.00322         65        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    132/499      4.32G       0.01   0.009013   0.003256         46        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    132/499      4.32G       0.01   0.009013   0.003256         46        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    132/499      4.32G   0.009981   0.009071   0.003276         85        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    132/499      4.32G   0.009981   0.009071   0.003276         85        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    132/499      4.32G    0.00998   0.009113   0.003327         74        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    132/499      4.32G    0.00998   0.009113   0.003327         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    132/499      4.32G    0.00999   0.009083   0.003312         56        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    132/499      4.32G    0.00999   0.009083   0.003312         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    132/499      4.32G   0.009978   0.009091   0.003315         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    132/499      4.32G   0.009978   0.009091   0.003315         69        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    132/499      4.32G   0.009962   0.009096   0.003325         69        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    132/499      4.32G   0.009962   0.009096   0.003325         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    132/499      4.32G   0.009963   0.009137   0.003382         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    132/499      4.32G   0.009963   0.009137   0.003382         76        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    132/499      4.32G    0.01001   0.009145   0.003335         64        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    132/499      4.32G    0.01001   0.009145   0.003335         64        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
    132/499      4.32G    0.01004   0.009153   0.003327         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    132/499      4.32G    0.01004   0.009153   0.003327         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    132/499      4.32G    0.01005    0.00916   0.003319         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    132/499      4.32G    0.01005    0.00916   0.003319         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    132/499      4.32G    0.01001   0.009187   0.003317         85        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    132/499      4.32G    0.01001   0.009187   0.003317         85        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    132/499      4.32G    0.01001   0.009192   0.003338         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    132/499      4.32G    0.01001   0.009192   0.003338         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    132/499      4.32G    0.01001   0.009195   0.003326         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    132/499      4.32G    0.01001   0.009195   0.003326         67        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    132/499      4.32G   0.009996   0.009192   0.003377         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    132/499      4.32G   0.009996   0.009192   0.003377         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    132/499      4.32G    0.00999   0.009165   0.003377         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    132/499      4.32G    0.00999   0.009165   0.003377         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    132/499      4.32G   0.009983   0.009128    0.00334         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    132/499      4.32G   0.009983   0.009128    0.00334         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    132/499      4.32G   0.009952   0.009104   0.003384         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    132/499      4.32G   0.009952   0.009104   0.003384         65        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    132/499      4.32G   0.009942   0.009126   0.003351         78        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    132/499      4.32G   0.009942   0.009126   0.003351         78        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    132/499      4.32G   0.009952   0.009145   0.003372         72        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    132/499      4.32G   0.009952   0.009145   0.003372         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    132/499      4.32G   0.009982   0.009149   0.003379         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    132/499      4.32G   0.009982   0.009149   0.003379         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    132/499      4.32G   0.009995   0.009157   0.003362         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    132/499      4.32G   0.009995   0.009157   0.003362         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.26it/s]
    132/499      4.32G   0.009985   0.009162   0.003331         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.26it/s]
    132/499      4.32G   0.009985   0.009162   0.003331         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
    132/499      4.32G       0.01   0.009204   0.003307         82        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
    132/499      4.32G       0.01   0.009204   0.003307         82        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
    132/499      4.32G       0.01   0.009233   0.003276         75        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
    132/499      4.32G       0.01   0.009233   0.003276         75        640:  35%|###4      | 58/168 [00:10<00:20,  5.25it/s]
    132/499      4.32G       0.01   0.009257   0.003253         70        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
    132/499      4.32G       0.01   0.009257   0.003253         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    132/499      4.32G    0.01002    0.00923    0.00326         50        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    132/499      4.32G    0.01002    0.00923    0.00326         50        640:  36%|###5      | 60/168 [00:11<00:19,  5.40it/s]
    132/499      4.32G    0.01001   0.009236   0.003289         75        640:  36%|###5      | 60/168 [00:11<00:19,  5.40it/s]
    132/499      4.32G    0.01001   0.009236   0.003289         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.27it/s]
    132/499      4.32G   0.009986   0.009227   0.003287         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.27it/s]
    132/499      4.32G   0.009986   0.009227   0.003287         79        640:  37%|###6      | 62/168 [00:11<00:19,  5.36it/s]
    132/499      4.32G    0.01002   0.009244   0.003321         62        640:  37%|###6      | 62/168 [00:11<00:19,  5.36it/s]
    132/499      4.32G    0.01002   0.009244   0.003321         62        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
    132/499      4.32G       0.01   0.009224   0.003324         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
    132/499      4.32G       0.01   0.009224   0.003324         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
    132/499      4.32G    0.01001   0.009212   0.003288         56        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
    132/499      4.32G    0.01001   0.009212   0.003288         56        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    132/499      4.32G       0.01    0.00921   0.003274         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    132/499      4.32G       0.01    0.00921   0.003274         73        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    132/499      4.32G    0.01002    0.00922   0.003269         69        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    132/499      4.32G    0.01002    0.00922   0.003269         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    132/499      4.32G    0.01004   0.009235   0.003255         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    132/499      4.32G    0.01004   0.009235   0.003255         74        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    132/499      4.32G    0.01006   0.009239   0.003303         55        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    132/499      4.32G    0.01006   0.009239   0.003303         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    132/499      4.32G    0.01007   0.009225   0.003339         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    132/499      4.32G    0.01007   0.009225   0.003339         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    132/499      4.32G    0.01005   0.009218   0.003343         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    132/499      4.32G    0.01005   0.009218   0.003343         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    132/499      4.32G    0.01004   0.009234   0.003355         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    132/499      4.32G    0.01004   0.009234   0.003355         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    132/499      4.32G    0.01005   0.009232   0.003334         55        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    132/499      4.32G    0.01005   0.009232   0.003334         55        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    132/499      4.32G    0.01004   0.009218   0.003324         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    132/499      4.32G    0.01004   0.009218   0.003324         67        640:  44%|####4     | 74/168 [00:13<00:17,  5.30it/s]
    132/499      4.32G    0.01005   0.009193   0.003308         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    132/499      4.32G    0.01005   0.009193   0.003308         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    132/499      4.32G    0.01007   0.009214   0.003304         84        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    132/499      4.32G    0.01007   0.009214   0.003304         84        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    132/499      4.32G    0.01007   0.009248    0.00329         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    132/499      4.32G    0.01007   0.009248    0.00329         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    132/499      4.32G    0.01008   0.009215   0.003271         50        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    132/499      4.32G    0.01008   0.009215   0.003271         50        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    132/499      4.32G    0.01006   0.009229   0.003248         83        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    132/499      4.32G    0.01006   0.009229   0.003248         83        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    132/499      4.32G    0.01007   0.009216   0.003279         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    132/499      4.32G    0.01007   0.009216   0.003279         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    132/499      4.32G    0.01006     0.0092   0.003298         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    132/499      4.32G    0.01006     0.0092   0.003298         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    132/499      4.32G    0.01008   0.009197   0.003288         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    132/499      4.32G    0.01008   0.009197   0.003288         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    132/499      4.32G    0.01009   0.009187   0.003306         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    132/499      4.32G    0.01009   0.009187   0.003306         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    132/499      4.32G    0.01009   0.009181   0.003282         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    132/499      4.32G    0.01009   0.009181   0.003282         59        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    132/499      4.32G    0.01011   0.009189   0.003358         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    132/499      4.32G    0.01011   0.009189   0.003358         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    132/499      4.32G    0.01009   0.009191   0.003342         77        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    132/499      4.32G    0.01009   0.009191   0.003342         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    132/499      4.32G    0.01009   0.009179   0.003405         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    132/499      4.32G    0.01009   0.009179   0.003405         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    132/499      4.32G    0.01009   0.009182   0.003405         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    132/499      4.32G    0.01009   0.009182   0.003405         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    132/499      4.32G    0.01009   0.009183   0.003428         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    132/499      4.32G    0.01009   0.009183   0.003428         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    132/499      4.32G    0.01008   0.009183   0.003457         68        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    132/499      4.32G    0.01008   0.009183   0.003457         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    132/499      4.32G    0.01007   0.009204   0.003453         89        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    132/499      4.32G    0.01007   0.009204   0.003453         89        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    132/499      4.32G    0.01007   0.009193   0.003433         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    132/499      4.32G    0.01007   0.009193   0.003433         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
    132/499      4.32G    0.01007   0.009179   0.003421         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
    132/499      4.32G    0.01007   0.009179   0.003421         62        640:  55%|#####5    | 93/168 [00:17<00:13,  5.42it/s]
    132/499      4.32G    0.01008   0.009183   0.003412         79        640:  55%|#####5    | 93/168 [00:17<00:13,  5.42it/s]
    132/499      4.32G    0.01008   0.009183   0.003412         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.27it/s]
    132/499      4.32G    0.01007   0.009177   0.003411         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.27it/s]
    132/499      4.32G    0.01007   0.009177   0.003411         62        640:  57%|#####6    | 95/168 [00:17<00:13,  5.34it/s]
    132/499      4.32G    0.01006   0.009199   0.003409         78        640:  57%|#####6    | 95/168 [00:18<00:13,  5.34it/s]
    132/499      4.32G    0.01006   0.009199   0.003409         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    132/499      4.32G    0.01006   0.009188   0.003442         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    132/499      4.32G    0.01006   0.009188   0.003442         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.27it/s]
    132/499      4.32G    0.01005   0.009182   0.003427         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.27it/s]
    132/499      4.32G    0.01005   0.009182   0.003427         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    132/499      4.32G    0.01004   0.009174   0.003423         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    132/499      4.32G    0.01004   0.009174   0.003423         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    132/499      4.32G    0.01003   0.009175   0.003436         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    132/499      4.32G    0.01003   0.009175   0.003436         74        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
    132/499      4.32G    0.01002    0.00916   0.003429         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    132/499      4.32G    0.01002    0.00916   0.003429         68        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    132/499      4.32G    0.01001   0.009147   0.003432         56        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    132/499      4.32G    0.01001   0.009147   0.003432         56        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    132/499      4.32G    0.01001    0.00913   0.003411         57        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    132/499      4.32G    0.01001    0.00913   0.003411         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    132/499      4.32G       0.01   0.009124   0.003389         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    132/499      4.32G       0.01   0.009124   0.003389         71        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
    132/499      4.32G    0.01002   0.009136   0.003382         71        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
    132/499      4.32G    0.01002   0.009136   0.003382         71        640:  62%|######2   | 105/168 [00:19<00:11,  5.41it/s]
    132/499      4.32G    0.01002   0.009129   0.003413         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.41it/s]
    132/499      4.32G    0.01002   0.009129   0.003413         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
    132/499      4.32G    0.01002   0.009155   0.003407         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
    132/499      4.32G    0.01002   0.009155   0.003407         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
    132/499      4.32G    0.01004   0.009158   0.003409         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
    132/499      4.32G    0.01004   0.009158   0.003409         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    132/499      4.32G    0.01004   0.009167   0.003398         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    132/499      4.32G    0.01004   0.009167   0.003398         75        640:  65%|######4   | 109/168 [00:20<00:11,  5.27it/s]
    132/499      4.32G    0.01003   0.009144   0.003428         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.27it/s]
    132/499      4.32G    0.01003   0.009144   0.003428         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.37it/s]
    132/499      4.32G    0.01002    0.00914   0.003417         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.37it/s]
    132/499      4.32G    0.01002    0.00914   0.003417         71        640:  66%|######6   | 111/168 [00:20<00:10,  5.42it/s]
    132/499      4.32G    0.01003   0.009136   0.003431         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.42it/s]
    132/499      4.32G    0.01003   0.009136   0.003431         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    132/499      4.32G    0.01003   0.009149   0.003469         87        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    132/499      4.32G    0.01003   0.009149   0.003469         87        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
    132/499      4.32G    0.01001   0.009137   0.003485         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
    132/499      4.32G    0.01001   0.009137   0.003485         55        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    132/499      4.32G    0.01003   0.009139   0.003474         65        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    132/499      4.32G    0.01003   0.009139   0.003474         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    132/499      4.32G    0.01001    0.00913   0.003482         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    132/499      4.32G    0.01001    0.00913   0.003482         75        640:  69%|######9   | 116/168 [00:21<00:09,  5.33it/s]
    132/499      4.32G   0.009992   0.009125    0.00348         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
    132/499      4.32G   0.009992   0.009125    0.00348         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    132/499      4.32G    0.00998   0.009106   0.003471         53        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    132/499      4.32G    0.00998   0.009106   0.003471         53        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    132/499      4.32G   0.009979   0.009112   0.003484         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    132/499      4.32G   0.009979   0.009112   0.003484         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    132/499      4.32G   0.009982   0.009098   0.003504         57        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    132/499      4.32G   0.009982   0.009098   0.003504         57        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    132/499      4.32G   0.009983   0.009105   0.003495         81        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    132/499      4.32G   0.009983   0.009105   0.003495         81        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
    132/499      4.32G   0.009983   0.009105   0.003507         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    132/499      4.32G   0.009983   0.009105   0.003507         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    132/499      4.32G   0.009986   0.009108   0.003506         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    132/499      4.32G   0.009986   0.009108   0.003506         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    132/499      4.32G   0.009986   0.009101   0.003515         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    132/499      4.32G   0.009986   0.009101   0.003515         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    132/499      4.32G    0.00999   0.009087   0.003511         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    132/499      4.32G    0.00999   0.009087   0.003511         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    132/499      4.32G   0.009992   0.009081   0.003529         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    132/499      4.32G   0.009992   0.009081   0.003529         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    132/499      4.32G   0.009994   0.009087   0.003523         75        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    132/499      4.32G   0.009994   0.009087   0.003523         75        640:  76%|#######5  | 127/168 [00:23<00:07,  5.18it/s]
    132/499      4.32G       0.01   0.009086    0.00354         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    132/499      4.32G       0.01   0.009086    0.00354         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    132/499      4.32G    0.01001   0.009083   0.003539         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    132/499      4.32G    0.01001   0.009083   0.003539         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    132/499      4.32G   0.009999   0.009071   0.003536         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    132/499      4.32G   0.009999   0.009071   0.003536         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
    132/499      4.32G   0.009994   0.009057   0.003545         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
    132/499      4.32G   0.009994   0.009057   0.003545         59        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
    132/499      4.32G   0.009992   0.009059   0.003539         77        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
    132/499      4.32G   0.009992   0.009059   0.003539         77        640:  79%|#######8  | 132/168 [00:24<00:06,  5.35it/s]
    132/499      4.32G       0.01   0.009065    0.00355         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    132/499      4.32G       0.01   0.009065    0.00355         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    132/499      4.32G       0.01   0.009049   0.003604         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    132/499      4.32G       0.01   0.009049   0.003604         58        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    132/499      4.32G    0.01001   0.009034   0.003627         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    132/499      4.32G    0.01001   0.009034   0.003627         60        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    132/499      4.32G    0.01003   0.009049   0.003635         72        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    132/499      4.32G    0.01003   0.009049   0.003635         72        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    132/499      4.32G    0.01002   0.009057   0.003617         76        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    132/499      4.32G    0.01002   0.009057   0.003617         76        640:  82%|########1 | 137/168 [00:25<00:05,  5.27it/s]
    132/499      4.32G    0.01002   0.009052   0.003597         57        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    132/499      4.32G    0.01002   0.009052   0.003597         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    132/499      4.32G    0.01003   0.009054    0.00359         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    132/499      4.32G    0.01003   0.009054    0.00359         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    132/499      4.32G    0.01002   0.009062   0.003586         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    132/499      4.32G    0.01002   0.009062   0.003586         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    132/499      4.32G    0.01003   0.009054   0.003576         55        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    132/499      4.32G    0.01003   0.009054   0.003576         55        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    132/499      4.32G    0.01002   0.009056   0.003559         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    132/499      4.32G    0.01002   0.009056   0.003559         58        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    132/499      4.32G    0.01001   0.009036   0.003563         49        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
    132/499      4.32G    0.01001   0.009036   0.003563         49        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    132/499      4.32G    0.01001    0.00905   0.003556         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    132/499      4.32G    0.01001    0.00905   0.003556         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    132/499      4.32G    0.01001   0.009057   0.003548         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    132/499      4.32G    0.01001   0.009057   0.003548         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.27it/s]
    132/499      4.32G    0.01002   0.009069   0.003541         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.27it/s]
    132/499      4.32G    0.01002   0.009069   0.003541         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.36it/s]
    132/499      4.32G    0.01002   0.009071   0.003526         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.36it/s]
    132/499      4.32G    0.01002   0.009071   0.003526         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.42it/s]
    132/499      4.32G    0.01002   0.009068   0.003514         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.42it/s]
    132/499      4.32G    0.01002   0.009068   0.003514         67        640:  88%|########8 | 148/168 [00:27<00:03,  5.26it/s]
    132/499      4.32G    0.01001   0.009052   0.003511         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
    132/499      4.32G    0.01001   0.009052   0.003511         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    132/499      4.32G    0.01002   0.009051   0.003508         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    132/499      4.32G    0.01002   0.009051   0.003508         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    132/499      4.32G    0.01003   0.009061   0.003525         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    132/499      4.32G    0.01003   0.009061   0.003525         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    132/499      4.32G    0.01003   0.009068   0.003516         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    132/499      4.32G    0.01003   0.009068   0.003516         74        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    132/499      4.32G    0.01002   0.009077   0.003523         80        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    132/499      4.32G    0.01002   0.009077   0.003523         80        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
    132/499      4.32G    0.01001   0.009064   0.003554         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    132/499      4.32G    0.01001   0.009064   0.003554         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    132/499      4.32G       0.01   0.009043   0.003554         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    132/499      4.32G       0.01   0.009043   0.003554         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    132/499      4.32G   0.009995   0.009032   0.003543         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    132/499      4.32G   0.009995   0.009032   0.003543         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    132/499      4.32G   0.009993   0.009025   0.003539         55        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    132/499      4.32G   0.009993   0.009025   0.003539         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    132/499      4.32G    0.01001    0.00903   0.003536         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    132/499      4.32G    0.01001    0.00903   0.003536         62        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    132/499      4.32G    0.01001   0.009028   0.003551         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    132/499      4.32G    0.01001   0.009028   0.003551         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    132/499      4.32G    0.01001   0.009029   0.003534         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    132/499      4.32G    0.01001   0.009029   0.003534         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    132/499      4.32G       0.01   0.009021   0.003538         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    132/499      4.32G       0.01   0.009021   0.003538         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    132/499      4.32G    0.01001   0.009005    0.00355         49        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    132/499      4.32G    0.01001   0.009005    0.00355         49        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    132/499      4.32G       0.01   0.009019   0.003541         81        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    132/499      4.32G       0.01   0.009019   0.003541         81        640:  97%|#########7| 163/168 [00:30<00:00,  5.09it/s]
    132/499      4.32G       0.01   0.009013   0.003536         57        640:  97%|#########7| 163/168 [00:31<00:00,  5.09it/s]
    132/499      4.32G       0.01   0.009013   0.003536         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    132/499      4.32G       0.01   0.009032   0.003536         83        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    132/499      4.32G       0.01   0.009032   0.003536         83        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    132/499      4.32G       0.01   0.009028   0.003531         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    132/499      4.32G       0.01   0.009028   0.003531         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    132/499      4.32G    0.01001   0.009042   0.003533         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    132/499      4.32G    0.01001   0.009042   0.003533         80        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    132/499      4.32G    0.01002   0.009074   0.003513         43        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    132/499      4.32G    0.01002   0.009074   0.003513         43        640: 100%|##########| 168/168 [00:31<00:00,  5.42it/s]
    132/499      4.32G    0.01002   0.009074   0.003513         43        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.37it/s]
                   all        132        263      0.877      0.888      0.909      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    133/499      4.32G    0.01091    0.01109   0.004081         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
    133/499      4.32G    0.01091    0.01109   0.004081         66        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    133/499      4.32G    0.01131    0.01071   0.003269         61        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    133/499      4.32G    0.01131    0.01071   0.003269         61        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    133/499      4.32G    0.01113    0.01021   0.003187         61        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    133/499      4.32G    0.01113    0.01021   0.003187         61        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    133/499      4.32G    0.01116   0.009745   0.003292         75        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    133/499      4.32G    0.01116   0.009745   0.003292         75        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    133/499      4.32G    0.01084   0.009675    0.00294         70        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    133/499      4.32G    0.01084   0.009675    0.00294         70        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
    133/499      4.32G     0.0106   0.009366    0.00362         62        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
    133/499      4.32G     0.0106   0.009366    0.00362         62        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    133/499      4.32G    0.01042   0.009065   0.003649         64        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    133/499      4.32G    0.01042   0.009065   0.003649         64        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    133/499      4.32G    0.01044    0.00937   0.003566         88        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    133/499      4.32G    0.01044    0.00937   0.003566         88        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    133/499      4.32G    0.01041   0.009645   0.003515         76        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    133/499      4.32G    0.01041   0.009645   0.003515         76        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    133/499      4.32G    0.01023    0.00963   0.003499         68        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    133/499      4.32G    0.01023    0.00963   0.003499         68        640:   6%|5         | 10/168 [00:01<00:30,  5.24it/s]
    133/499      4.32G    0.01022    0.00954   0.003588         69        640:   6%|5         | 10/168 [00:02<00:30,  5.24it/s]
    133/499      4.32G    0.01022    0.00954   0.003588         69        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    133/499      4.32G    0.01019   0.009703   0.003487         76        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    133/499      4.32G    0.01019   0.009703   0.003487         76        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    133/499      4.32G    0.01019   0.009537   0.003318         63        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    133/499      4.32G    0.01019   0.009537   0.003318         63        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    133/499      4.32G    0.01018   0.009454    0.00336         66        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    133/499      4.32G    0.01018   0.009454    0.00336         66        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    133/499      4.32G    0.01024   0.009392   0.003314         64        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    133/499      4.32G    0.01024   0.009392   0.003314         64        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    133/499      4.32G    0.01021   0.009476   0.003267         84        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    133/499      4.32G    0.01021   0.009476   0.003267         84        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    133/499      4.32G    0.01015   0.009462    0.00328         62        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    133/499      4.32G    0.01015   0.009462    0.00328         62        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    133/499      4.32G    0.01021   0.009344   0.003424         59        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    133/499      4.32G    0.01021   0.009344   0.003424         59        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    133/499      4.32G    0.01019   0.009352   0.003326         71        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    133/499      4.32G    0.01019   0.009352   0.003326         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    133/499      4.32G    0.01015   0.009402    0.00328         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    133/499      4.32G    0.01015   0.009402    0.00328         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    133/499      4.32G    0.01019   0.009412   0.003291         61        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    133/499      4.32G    0.01019   0.009412   0.003291         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.40it/s]
    133/499      4.32G    0.01026   0.009418   0.003284         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.40it/s]
    133/499      4.32G    0.01026   0.009418   0.003284         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.27it/s]
    133/499      4.32G    0.01027   0.009506   0.003253         72        640:  13%|#3        | 22/168 [00:04<00:27,  5.27it/s]
    133/499      4.32G    0.01027   0.009506   0.003253         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    133/499      4.32G    0.01031   0.009455    0.00321         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    133/499      4.32G    0.01031   0.009455    0.00321         53        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    133/499      4.32G    0.01027   0.009401   0.003277         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    133/499      4.32G    0.01027   0.009401   0.003277         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    133/499      4.32G    0.01031   0.009475   0.003216         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    133/499      4.32G    0.01031   0.009475   0.003216         68        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
    133/499      4.32G     0.0103   0.009485   0.003179         75        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
    133/499      4.32G     0.0103   0.009485   0.003179         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    133/499      4.32G    0.01029   0.009414   0.003209         55        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    133/499      4.32G    0.01029   0.009414   0.003209         55        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    133/499      4.32G    0.01029   0.009361   0.003223         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    133/499      4.32G    0.01029   0.009361   0.003223         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    133/499      4.32G    0.01022   0.009284   0.003284         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    133/499      4.32G    0.01022   0.009284   0.003284         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    133/499      4.32G     0.0102   0.009285   0.003313         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    133/499      4.32G     0.0102   0.009285   0.003313         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    133/499      4.32G     0.0102   0.009244   0.003248         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    133/499      4.32G     0.0102   0.009244   0.003248         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    133/499      4.32G    0.01016   0.009171    0.00334         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    133/499      4.32G    0.01016   0.009171    0.00334         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    133/499      4.32G    0.01015   0.009199   0.003341         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    133/499      4.32G    0.01015   0.009199   0.003341         67        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    133/499      4.32G    0.01011   0.009148   0.003336         69        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    133/499      4.32G    0.01011   0.009148   0.003336         69        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    133/499      4.32G    0.01007   0.009085   0.003408         56        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    133/499      4.32G    0.01007   0.009085   0.003408         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    133/499      4.32G    0.01006   0.009043   0.003374         68        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    133/499      4.32G    0.01006   0.009043   0.003374         68        640:  22%|##2       | 37/168 [00:06<00:25,  5.23it/s]
    133/499      4.32G    0.01008   0.009009   0.003392         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    133/499      4.32G    0.01008   0.009009   0.003392         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    133/499      4.32G    0.01012   0.008981   0.003352         52        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    133/499      4.32G    0.01012   0.008981   0.003352         52        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    133/499      4.32G    0.01012   0.008955    0.00341         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    133/499      4.32G    0.01012   0.008955    0.00341         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    133/499      4.32G    0.01012   0.008916   0.003385         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    133/499      4.32G    0.01012   0.008916   0.003385         60        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    133/499      4.32G    0.01013   0.008891   0.003406         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    133/499      4.32G    0.01013   0.008891   0.003406         59        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    133/499      4.32G    0.01013   0.008882   0.003362         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    133/499      4.32G    0.01013   0.008882   0.003362         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    133/499      4.32G    0.01013   0.008885   0.003356         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    133/499      4.32G    0.01013   0.008885   0.003356         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    133/499      4.32G    0.01014   0.008938   0.003342         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    133/499      4.32G    0.01014   0.008938   0.003342         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    133/499      4.32G    0.01014   0.008981    0.00342         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    133/499      4.32G    0.01014   0.008981    0.00342         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    133/499      4.32G    0.01015   0.009002   0.003398         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    133/499      4.32G    0.01015   0.009002   0.003398         68        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    133/499      4.32G    0.01014   0.009032   0.003438         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    133/499      4.32G    0.01014   0.009032   0.003438         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    133/499      4.32G    0.01017   0.009036     0.0034         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    133/499      4.32G    0.01017   0.009036     0.0034         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    133/499      4.32G    0.01018   0.009007   0.003435         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    133/499      4.32G    0.01018   0.009007   0.003435         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    133/499      4.32G    0.01018   0.009033    0.00343         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    133/499      4.32G    0.01018   0.009033    0.00343         80        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    133/499      4.32G    0.01016   0.009094   0.003395         82        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    133/499      4.32G    0.01016   0.009094   0.003395         82        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    133/499      4.32G    0.01014   0.009095   0.003402         77        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    133/499      4.32G    0.01014   0.009095   0.003402         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    133/499      4.32G    0.01016   0.009088   0.003402         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    133/499      4.32G    0.01016   0.009088   0.003402         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    133/499      4.32G    0.01014   0.009076   0.003371         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    133/499      4.32G    0.01014   0.009076   0.003371         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    133/499      4.32G    0.01013   0.009041   0.003371         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    133/499      4.32G    0.01013   0.009041   0.003371         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    133/499      4.32G    0.01012   0.009048   0.003374         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    133/499      4.32G    0.01012   0.009048   0.003374         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    133/499      4.32G    0.01011   0.009049   0.003382         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    133/499      4.32G    0.01011   0.009049   0.003382         76        640:  35%|###4      | 58/168 [00:10<00:21,  5.24it/s]
    133/499      4.32G    0.01008   0.009041   0.003355         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.24it/s]
    133/499      4.32G    0.01008   0.009041   0.003355         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    133/499      4.32G    0.01008   0.008998   0.003348         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    133/499      4.32G    0.01008   0.008998   0.003348         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    133/499      4.32G     0.0101    0.00902   0.003333         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    133/499      4.32G     0.0101    0.00902   0.003333         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    133/499      4.32G     0.0101   0.009009   0.003313         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    133/499      4.32G     0.0101   0.009009   0.003313         61        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    133/499      4.32G     0.0101   0.009009   0.003271         67        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    133/499      4.32G     0.0101   0.009009   0.003271         67        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
    133/499      4.32G    0.01011   0.009026   0.003267         57        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
    133/499      4.32G    0.01011   0.009026   0.003267         57        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    133/499      4.32G    0.01011   0.008995   0.003287         67        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    133/499      4.32G    0.01011   0.008995   0.003287         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    133/499      4.32G     0.0101   0.008968    0.00328         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    133/499      4.32G     0.0101   0.008968    0.00328         57        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    133/499      4.32G    0.01012   0.008999   0.003278         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    133/499      4.32G    0.01012   0.008999   0.003278         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    133/499      4.32G     0.0101   0.008958   0.003232         50        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    133/499      4.32G     0.0101   0.008958   0.003232         50        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    133/499      4.32G    0.01008   0.008959   0.003245         68        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    133/499      4.32G    0.01008   0.008959   0.003245         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    133/499      4.32G    0.01008   0.008968   0.003231         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    133/499      4.32G    0.01008   0.008968   0.003231         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    133/499      4.32G    0.01009   0.008963   0.003239         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    133/499      4.32G    0.01009   0.008963   0.003239         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    133/499      4.32G    0.01009    0.00896   0.003239         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    133/499      4.32G    0.01009    0.00896   0.003239         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    133/499      4.32G    0.01008   0.008961   0.003274         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    133/499      4.32G    0.01008   0.008961   0.003274         76        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    133/499      4.32G    0.01006   0.008946   0.003288         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    133/499      4.32G    0.01006   0.008946   0.003288         68        640:  44%|####4     | 74/168 [00:13<00:17,  5.29it/s]
    133/499      4.32G    0.01007   0.008949   0.003309         75        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    133/499      4.32G    0.01007   0.008949   0.003309         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    133/499      4.32G    0.01007   0.008927   0.003317         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    133/499      4.32G    0.01007   0.008927   0.003317         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    133/499      4.32G    0.01006   0.008931   0.003315         84        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    133/499      4.32G    0.01006   0.008931   0.003315         84        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    133/499      4.32G    0.01006   0.008932   0.003383         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    133/499      4.32G    0.01006   0.008932   0.003383         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    133/499      4.32G    0.01008   0.008929    0.00339         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    133/499      4.32G    0.01008   0.008929    0.00339         69        640:  47%|####7     | 79/168 [00:14<00:17,  5.16it/s]
    133/499      4.32G    0.01008   0.008941   0.003396         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    133/499      4.32G    0.01008   0.008941   0.003396         79        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    133/499      4.32G    0.01008   0.008946   0.003425         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    133/499      4.32G    0.01008   0.008946   0.003425         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    133/499      4.32G    0.01009   0.008968    0.00342         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    133/499      4.32G    0.01009   0.008968    0.00342         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    133/499      4.32G    0.01012   0.008961   0.003413         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    133/499      4.32G    0.01012   0.008961   0.003413         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    133/499      4.32G    0.01011   0.008962   0.003422         78        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    133/499      4.32G    0.01011   0.008962   0.003422         78        640:  50%|#####     | 84/168 [00:15<00:15,  5.31it/s]
    133/499      4.32G     0.0101   0.008986   0.003408         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    133/499      4.32G     0.0101   0.008986   0.003408         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    133/499      4.32G    0.01009   0.008988   0.003426         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    133/499      4.32G    0.01009   0.008988   0.003426         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    133/499      4.32G    0.01009   0.008994   0.003389         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    133/499      4.32G    0.01009   0.008994   0.003389         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    133/499      4.32G    0.01009   0.008988   0.003404         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    133/499      4.32G    0.01009   0.008988   0.003404         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    133/499      4.32G    0.01011   0.008989   0.003408         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    133/499      4.32G    0.01011   0.008989   0.003408         64        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    133/499      4.32G    0.01011   0.008978   0.003382         61        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    133/499      4.32G    0.01011   0.008978   0.003382         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    133/499      4.32G    0.01012    0.00898   0.003382         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    133/499      4.32G    0.01012    0.00898   0.003382         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    133/499      4.32G    0.01012   0.008962   0.003379         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    133/499      4.32G    0.01012   0.008962   0.003379         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    133/499      4.32G    0.01011    0.00895   0.003388         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    133/499      4.32G    0.01011    0.00895   0.003388         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    133/499      4.32G    0.01009   0.008963   0.003393         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    133/499      4.32G    0.01009   0.008963   0.003393         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    133/499      4.32G    0.01009   0.008963   0.003402         73        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    133/499      4.32G    0.01009   0.008963   0.003402         73        640:  57%|#####6    | 95/168 [00:17<00:13,  5.30it/s]
    133/499      4.32G     0.0101   0.008973   0.003411         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    133/499      4.32G     0.0101   0.008973   0.003411         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    133/499      4.32G    0.01011   0.008982   0.003396         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    133/499      4.32G    0.01011   0.008982   0.003396         64        640:  58%|#####7    | 97/168 [00:18<00:15,  4.62it/s]
    133/499      4.32G    0.01009   0.008972   0.003388         61        640:  58%|#####7    | 97/168 [00:18<00:15,  4.62it/s]
    133/499      4.32G    0.01009   0.008972   0.003388         61        640:  58%|#####8    | 98/168 [00:18<00:14,  4.87it/s]
    133/499      4.32G    0.01009   0.008981   0.003388         79        640:  58%|#####8    | 98/168 [00:18<00:14,  4.87it/s]
    133/499      4.32G    0.01009   0.008981   0.003388         79        640:  59%|#####8    | 99/168 [00:18<00:13,  5.07it/s]
    133/499      4.32G     0.0101   0.008969   0.003377         63        640:  59%|#####8    | 99/168 [00:18<00:13,  5.07it/s]
    133/499      4.32G     0.0101   0.008969   0.003377         63        640:  60%|#####9    | 100/168 [00:18<00:13,  5.04it/s]
    133/499      4.32G    0.01009   0.008987    0.00338         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.04it/s]
    133/499      4.32G    0.01009   0.008987    0.00338         76        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    133/499      4.32G     0.0101   0.008976   0.003368         61        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    133/499      4.32G     0.0101   0.008976   0.003368         61        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    133/499      4.32G    0.01009   0.008989   0.003377         70        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    133/499      4.32G    0.01009   0.008989   0.003377         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    133/499      4.32G    0.01009   0.008996    0.00335         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    133/499      4.32G    0.01009   0.008996    0.00335         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    133/499      4.32G    0.01012   0.008974   0.003352         47        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    133/499      4.32G    0.01012   0.008974   0.003352         47        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
    133/499      4.32G    0.01013   0.008968   0.003357         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
    133/499      4.32G    0.01013   0.008968   0.003357         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    133/499      4.32G    0.01013   0.008951   0.003356         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    133/499      4.32G    0.01013   0.008951   0.003356         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    133/499      4.32G    0.01013   0.008965   0.003348         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    133/499      4.32G    0.01013   0.008965   0.003348         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    133/499      4.32G    0.01012   0.008954   0.003357         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    133/499      4.32G    0.01012   0.008954   0.003357         58        640:  65%|######4   | 109/168 [00:20<00:11,  5.28it/s]
    133/499      4.32G    0.01013   0.008948   0.003343         48        640:  65%|######4   | 109/168 [00:20<00:11,  5.28it/s]
    133/499      4.32G    0.01013   0.008948   0.003343         48        640:  65%|######5   | 110/168 [00:20<00:10,  5.34it/s]
    133/499      4.32G    0.01013   0.008955   0.003335         68        640:  65%|######5   | 110/168 [00:21<00:10,  5.34it/s]
    133/499      4.32G    0.01013   0.008955   0.003335         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    133/499      4.32G    0.01013   0.008947   0.003347         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    133/499      4.32G    0.01013   0.008947   0.003347         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    133/499      4.32G    0.01015    0.00894   0.003345         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    133/499      4.32G    0.01015    0.00894   0.003345         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    133/499      4.32G    0.01014   0.008946   0.003337         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    133/499      4.32G    0.01014   0.008946   0.003337         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    133/499      4.32G    0.01014   0.008952    0.00332         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    133/499      4.32G    0.01014   0.008952    0.00332         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    133/499      4.32G    0.01013   0.008941   0.003315         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    133/499      4.32G    0.01013   0.008941   0.003315         64        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
    133/499      4.32G    0.01013    0.00897     0.0033         88        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    133/499      4.32G    0.01013    0.00897     0.0033         88        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    133/499      4.32G    0.01012   0.008964   0.003321         82        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    133/499      4.32G    0.01012   0.008964   0.003321         82        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    133/499      4.32G    0.01014   0.008979   0.003328         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    133/499      4.32G    0.01014   0.008979   0.003328         80        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    133/499      4.32G    0.01014   0.008976   0.003331         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    133/499      4.32G    0.01014   0.008976   0.003331         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    133/499      4.32G    0.01015   0.008981   0.003341         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    133/499      4.32G    0.01015   0.008981   0.003341         66        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    133/499      4.32G    0.01015   0.008987   0.003341         74        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    133/499      4.32G    0.01015   0.008987   0.003341         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    133/499      4.32G    0.01015   0.008988   0.003365         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    133/499      4.32G    0.01015   0.008988   0.003365         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    133/499      4.32G    0.01014    0.00899   0.003347         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    133/499      4.32G    0.01014    0.00899   0.003347         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    133/499      4.32G    0.01015   0.008992   0.003335         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    133/499      4.32G    0.01015   0.008992   0.003335         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    133/499      4.32G    0.01014   0.009002   0.003331         87        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    133/499      4.32G    0.01014   0.009002   0.003331         87        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    133/499      4.32G    0.01013   0.009012   0.003329         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.39it/s]
    133/499      4.32G    0.01013   0.009012   0.003329         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.26it/s]
    133/499      4.32G    0.01013   0.009014   0.003341         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.26it/s]
    133/499      4.32G    0.01013   0.009014   0.003341         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
    133/499      4.32G    0.01012   0.008994    0.00336         55        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
    133/499      4.32G    0.01012   0.008994    0.00336         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    133/499      4.32G    0.01012   0.008985   0.003365         54        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    133/499      4.32G    0.01012   0.008985   0.003365         54        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    133/499      4.32G    0.01012    0.00899   0.003374         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    133/499      4.32G    0.01012    0.00899   0.003374         78        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
    133/499      4.32G    0.01011   0.008976   0.003361         57        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
    133/499      4.32G    0.01011   0.008976   0.003361         57        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
    133/499      4.32G     0.0101   0.008985    0.00334         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    133/499      4.32G     0.0101   0.008985    0.00334         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
    133/499      4.32G     0.0101   0.008971   0.003327         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
    133/499      4.32G     0.0101   0.008971   0.003327         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    133/499      4.32G     0.0101   0.008966   0.003331         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    133/499      4.32G     0.0101   0.008966   0.003331         61        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
    133/499      4.32G     0.0101    0.00898   0.003316         79        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
    133/499      4.32G     0.0101    0.00898   0.003316         79        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    133/499      4.32G    0.01011   0.008973   0.003328         60        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    133/499      4.32G    0.01011   0.008973   0.003328         60        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    133/499      4.32G     0.0101   0.008959   0.003337         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    133/499      4.32G     0.0101   0.008959   0.003337         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    133/499      4.32G     0.0101   0.008964    0.00335         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    133/499      4.32G     0.0101   0.008964    0.00335         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    133/499      4.32G     0.0101   0.008959   0.003347         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    133/499      4.32G     0.0101   0.008959   0.003347         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    133/499      4.32G    0.01011   0.008945   0.003343         53        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    133/499      4.32G    0.01011   0.008945   0.003343         53        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    133/499      4.32G    0.01011   0.008948   0.003331         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    133/499      4.32G    0.01011   0.008948   0.003331         72        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    133/499      4.32G    0.01011    0.00896   0.003326         66        640:  85%|########4 | 142/168 [00:27<00:04,  5.27it/s]
    133/499      4.32G    0.01011    0.00896   0.003326         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.36it/s]
    133/499      4.32G    0.01011    0.00895   0.003325         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.36it/s]
    133/499      4.32G    0.01011    0.00895   0.003325         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.43it/s]
    133/499      4.32G     0.0101   0.008953   0.003332         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.43it/s]
    133/499      4.32G     0.0101   0.008953   0.003332         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.27it/s]
    133/499      4.32G    0.01009   0.008947   0.003334         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.27it/s]
    133/499      4.32G    0.01009   0.008947   0.003334         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    133/499      4.32G    0.01009   0.008965   0.003323         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    133/499      4.32G    0.01009   0.008965   0.003323         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    133/499      4.32G    0.01009   0.008962   0.003322         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
    133/499      4.32G    0.01009   0.008962   0.003322         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
    133/499      4.32G    0.01008   0.008943   0.003319         53        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
    133/499      4.32G    0.01008   0.008943   0.003319         53        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    133/499      4.32G    0.01008   0.008946   0.003312         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    133/499      4.32G    0.01008   0.008946   0.003312         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    133/499      4.32G    0.01008   0.008942   0.003318         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    133/499      4.32G    0.01008   0.008942   0.003318         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    133/499      4.32G    0.01008   0.008946   0.003307         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    133/499      4.32G    0.01008   0.008946   0.003307         71        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    133/499      4.32G    0.01008   0.008953   0.003294         76        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    133/499      4.32G    0.01008   0.008953   0.003294         76        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
    133/499      4.32G    0.01008   0.008945   0.003303         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    133/499      4.32G    0.01008   0.008945   0.003303         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
    133/499      4.32G    0.01008   0.008933     0.0033         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
    133/499      4.32G    0.01008   0.008933     0.0033         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
    133/499      4.32G    0.01008   0.008929   0.003284         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.35it/s]
    133/499      4.32G    0.01008   0.008929   0.003284         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.42it/s]
    133/499      4.32G    0.01007   0.008927   0.003286         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.42it/s]
    133/499      4.32G    0.01007   0.008927   0.003286         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
    133/499      4.32G    0.01007    0.00894   0.003276         79        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
    133/499      4.32G    0.01007    0.00894   0.003276         79        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    133/499      4.32G    0.01006   0.008935   0.003275         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.34it/s]
    133/499      4.32G    0.01006   0.008935   0.003275         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    133/499      4.32G    0.01007   0.008941   0.003276         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    133/499      4.32G    0.01007   0.008941   0.003276         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    133/499      4.32G    0.01007   0.008952   0.003275         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    133/499      4.32G    0.01007   0.008952   0.003275         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    133/499      4.32G    0.01008    0.00896   0.003263         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    133/499      4.32G    0.01008    0.00896   0.003263         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    133/499      4.32G    0.01008   0.008976   0.003254         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    133/499      4.32G    0.01008   0.008976   0.003254         72        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    133/499      4.32G    0.01007    0.00896    0.00325         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.25it/s]
    133/499      4.32G    0.01007    0.00896    0.00325         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
    133/499      4.32G    0.01007   0.008947   0.003268         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
    133/499      4.32G    0.01007   0.008947   0.003268         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    133/499      4.32G    0.01007   0.008952   0.003269         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    133/499      4.32G    0.01007   0.008952   0.003269         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    133/499      4.32G    0.01006   0.008948    0.00326         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    133/499      4.32G    0.01006   0.008948    0.00326         58        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    133/499      4.32G    0.01005   0.008936   0.003259         22        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    133/499      4.32G    0.01005   0.008936   0.003259         22        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    133/499      4.32G    0.01005   0.008936   0.003259         22        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.879      0.871      0.901      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    134/499      4.32G   0.008291   0.008789   0.003047         88        640:   0%|          | 0/168 [00:00<?, ?it/s]
    134/499      4.32G   0.008291   0.008789   0.003047         88        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    134/499      4.32G   0.009024   0.009977   0.001959         85        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    134/499      4.32G   0.009024   0.009977   0.001959         85        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    134/499      4.32G   0.009551   0.009802   0.001863         70        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    134/499      4.32G   0.009551   0.009802   0.001863         70        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    134/499      4.32G   0.009504    0.01025   0.002426         76        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    134/499      4.32G   0.009504    0.01025   0.002426         76        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    134/499      4.32G   0.009682     0.0101   0.002954         70        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    134/499      4.32G   0.009682     0.0101   0.002954         70        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    134/499      4.32G   0.009795    0.01002   0.003278         82        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    134/499      4.32G   0.009795    0.01002   0.003278         82        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    134/499      4.32G    0.01005   0.009485   0.003281         51        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    134/499      4.32G    0.01005   0.009485   0.003281         51        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    134/499      4.32G   0.009932   0.009233   0.003216         65        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    134/499      4.32G   0.009932   0.009233   0.003216         65        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    134/499      4.32G   0.009741   0.009171   0.003175         66        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    134/499      4.32G   0.009741   0.009171   0.003175         66        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    134/499      4.32G   0.009809   0.009374   0.003091         81        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    134/499      4.32G   0.009809   0.009374   0.003091         81        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    134/499      4.32G   0.009863   0.009397   0.003327         76        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    134/499      4.32G   0.009863   0.009397   0.003327         76        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    134/499      4.32G   0.009727   0.009194   0.003423         64        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    134/499      4.32G   0.009727   0.009194   0.003423         64        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    134/499      4.32G   0.009739   0.009218   0.003635         73        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    134/499      4.32G   0.009739   0.009218   0.003635         73        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    134/499      4.32G   0.009706   0.009138    0.00386         67        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    134/499      4.32G   0.009706   0.009138    0.00386         67        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    134/499      4.32G   0.009676    0.00909   0.003923         71        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    134/499      4.32G   0.009676    0.00909   0.003923         71        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    134/499      4.32G   0.009582   0.008982   0.003953         67        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    134/499      4.32G   0.009582   0.008982   0.003953         67        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    134/499      4.32G   0.009649   0.009049   0.003918         70        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    134/499      4.32G   0.009649   0.009049   0.003918         70        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    134/499      4.32G   0.009658   0.009148   0.004057         90        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    134/499      4.32G   0.009658   0.009148   0.004057         90        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    134/499      4.32G   0.009761   0.009162   0.004041         69        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    134/499      4.32G   0.009761   0.009162   0.004041         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    134/499      4.32G    0.00974   0.009234    0.00398         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    134/499      4.32G    0.00974   0.009234    0.00398         77        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    134/499      4.32G     0.0098   0.009222   0.003912         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    134/499      4.32G     0.0098   0.009222   0.003912         71        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    134/499      4.32G   0.009749    0.00919   0.003913         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    134/499      4.32G   0.009749    0.00919   0.003913         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    134/499      4.32G   0.009721   0.009172   0.003812         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    134/499      4.32G   0.009721   0.009172   0.003812         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    134/499      4.32G    0.00976   0.009106   0.003772         51        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    134/499      4.32G    0.00976   0.009106   0.003772         51        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    134/499      4.32G   0.009714   0.009086   0.003704         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    134/499      4.32G   0.009714   0.009086   0.003704         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    134/499      4.32G   0.009718   0.009088   0.003666         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    134/499      4.32G   0.009718   0.009088   0.003666         73        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    134/499      4.32G   0.009702   0.009204   0.003732         97        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    134/499      4.32G   0.009702   0.009204   0.003732         97        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    134/499      4.32G   0.009728   0.009195   0.004008         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    134/499      4.32G   0.009728   0.009195   0.004008         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    134/499      4.32G    0.00971    0.00923   0.003948         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    134/499      4.32G    0.00971    0.00923   0.003948         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    134/499      4.32G   0.009727   0.009248   0.004043         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    134/499      4.32G   0.009727   0.009248   0.004043         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    134/499      4.32G   0.009743    0.00932   0.004001         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    134/499      4.32G   0.009743    0.00932   0.004001         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    134/499      4.32G   0.009741   0.009216   0.003932         50        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    134/499      4.32G   0.009741   0.009216   0.003932         50        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    134/499      4.32G   0.009729   0.009124    0.00386         54        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    134/499      4.32G   0.009729   0.009124    0.00386         54        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    134/499      4.32G   0.009749   0.009106   0.003929         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    134/499      4.32G   0.009749   0.009106   0.003929         69        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    134/499      4.32G   0.009814   0.009098   0.003911         58        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    134/499      4.32G   0.009814   0.009098   0.003911         58        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    134/499      4.32G   0.009793   0.009098   0.003972         64        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    134/499      4.32G   0.009793   0.009098   0.003972         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
    134/499      4.32G   0.009818   0.009152   0.003969         78        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
    134/499      4.32G   0.009818   0.009152   0.003969         78        640:  22%|##2       | 37/168 [00:06<00:24,  5.25it/s]
    134/499      4.32G   0.009857   0.009206   0.003971         80        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    134/499      4.32G   0.009857   0.009206   0.003971         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
    134/499      4.32G   0.009831   0.009231   0.003972         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
    134/499      4.32G   0.009831   0.009231   0.003972         79        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    134/499      4.32G   0.009808    0.00922   0.003955         68        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    134/499      4.32G   0.009808    0.00922   0.003955         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    134/499      4.32G   0.009772   0.009198   0.003894         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    134/499      4.32G   0.009772   0.009198   0.003894         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
    134/499      4.32G   0.009755   0.009206   0.003859         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
    134/499      4.32G   0.009755   0.009206   0.003859         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    134/499      4.32G   0.009795   0.009198    0.00383         70        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    134/499      4.32G   0.009795   0.009198    0.00383         70        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    134/499      4.32G   0.009793   0.009182   0.003828         60        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    134/499      4.32G   0.009793   0.009182   0.003828         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    134/499      4.32G   0.009795   0.009129   0.003814         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    134/499      4.32G   0.009795   0.009129   0.003814         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    134/499      4.32G   0.009751   0.009107   0.003805         60        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    134/499      4.32G   0.009751   0.009107   0.003805         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
    134/499      4.32G   0.009756   0.009094   0.003823         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
    134/499      4.32G   0.009756   0.009094   0.003823         70        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
    134/499      4.32G   0.009825   0.009102   0.003877         69        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
    134/499      4.32G   0.009825   0.009102   0.003877         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    134/499      4.32G   0.009826   0.009101   0.003921         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    134/499      4.32G   0.009826   0.009101   0.003921         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    134/499      4.32G   0.009823   0.009092    0.00393         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    134/499      4.32G   0.009823   0.009092    0.00393         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    134/499      4.32G   0.009867    0.00918    0.00392         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    134/499      4.32G   0.009867    0.00918    0.00392         74        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    134/499      4.32G   0.009859   0.009128   0.003933         57        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    134/499      4.32G   0.009859   0.009128   0.003933         57        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
    134/499      4.32G   0.009847   0.009146   0.003908         75        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    134/499      4.32G   0.009847   0.009146   0.003908         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    134/499      4.32G   0.009839   0.009115   0.003877         55        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    134/499      4.32G   0.009839   0.009115   0.003877         55        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    134/499      4.32G   0.009884   0.009127   0.003848         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    134/499      4.32G   0.009884   0.009127   0.003848         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    134/499      4.32G   0.009898   0.009156   0.003881         86        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    134/499      4.32G   0.009898   0.009156   0.003881         86        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    134/499      4.32G   0.009917    0.00916   0.003881         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    134/499      4.32G   0.009917    0.00916   0.003881         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    134/499      4.32G   0.009915   0.009135   0.003865         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    134/499      4.32G   0.009915   0.009135   0.003865         56        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
    134/499      4.32G    0.00991   0.009159   0.003849         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    134/499      4.32G    0.00991   0.009159   0.003849         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    134/499      4.32G   0.009903   0.009197   0.003807         84        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    134/499      4.32G   0.009903   0.009197   0.003807         84        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    134/499      4.32G   0.009923   0.009195   0.003799         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    134/499      4.32G   0.009923   0.009195   0.003799         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    134/499      4.32G   0.009945   0.009199    0.00377         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    134/499      4.32G   0.009945   0.009199    0.00377         68        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    134/499      4.32G   0.009958   0.009175   0.003767         62        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    134/499      4.32G   0.009958   0.009175   0.003767         62        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    134/499      4.32G   0.009963   0.009177   0.003758         56        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    134/499      4.32G   0.009963   0.009177   0.003758         56        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    134/499      4.32G   0.009945   0.009184   0.003782         85        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    134/499      4.32G   0.009945   0.009184   0.003782         85        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    134/499      4.32G   0.009958   0.009184   0.003768         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    134/499      4.32G   0.009958   0.009184   0.003768         77        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    134/499      4.32G       0.01   0.009205   0.003753         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    134/499      4.32G       0.01   0.009205   0.003753         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    134/499      4.32G       0.01   0.009215   0.003731         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    134/499      4.32G       0.01   0.009215   0.003731         73        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
    134/499      4.32G   0.009991   0.009186    0.00369         54        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
    134/499      4.32G   0.009991   0.009186    0.00369         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    134/499      4.32G   0.009999   0.009171   0.003727         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    134/499      4.32G   0.009999   0.009171   0.003727         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    134/499      4.32G   0.009984   0.009165   0.003691         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    134/499      4.32G   0.009984   0.009165   0.003691         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    134/499      4.32G   0.009991   0.009149   0.003713         55        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    134/499      4.32G   0.009991   0.009149   0.003713         55        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    134/499      4.32G   0.009983   0.009137   0.003712         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    134/499      4.32G   0.009983   0.009137   0.003712         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    134/499      4.32G    0.00998   0.009133   0.003684         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    134/499      4.32G    0.00998   0.009133   0.003684         74        640:  44%|####4     | 74/168 [00:13<00:17,  5.28it/s]
    134/499      4.32G   0.009974   0.009144   0.003687         82        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    134/499      4.32G   0.009974   0.009144   0.003687         82        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    134/499      4.32G   0.009972   0.009143   0.003705         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    134/499      4.32G   0.009972   0.009143   0.003705         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    134/499      4.32G   0.009951   0.009153   0.003675         92        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    134/499      4.32G   0.009951   0.009153   0.003675         92        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    134/499      4.32G   0.009935   0.009146   0.003653         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    134/499      4.32G   0.009935   0.009146   0.003653         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    134/499      4.32G   0.009923   0.009131   0.003674         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    134/499      4.32G   0.009923   0.009131   0.003674         73        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
    134/499      4.32G   0.009933   0.009135   0.003668         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    134/499      4.32G   0.009933   0.009135   0.003668         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    134/499      4.32G    0.00994   0.009149   0.003648         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    134/499      4.32G    0.00994   0.009149   0.003648         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    134/499      4.32G   0.009916   0.009146   0.003651         79        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    134/499      4.32G   0.009916   0.009146   0.003651         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    134/499      4.32G   0.009916   0.009149   0.003629         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    134/499      4.32G   0.009916   0.009149   0.003629         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    134/499      4.32G   0.009937   0.009146   0.003605         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    134/499      4.32G   0.009937   0.009146   0.003605         62        640:  50%|#####     | 84/168 [00:15<00:15,  5.31it/s]
    134/499      4.32G   0.009929   0.009161   0.003598         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    134/499      4.32G   0.009929   0.009161   0.003598         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    134/499      4.32G   0.009921    0.00914   0.003631         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    134/499      4.32G   0.009921    0.00914   0.003631         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    134/499      4.32G   0.009913   0.009143   0.003654         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    134/499      4.32G   0.009913   0.009143   0.003654         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    134/499      4.32G   0.009916   0.009124   0.003624         46        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    134/499      4.32G   0.009916   0.009124   0.003624         46        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    134/499      4.32G   0.009902   0.009123    0.00359         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    134/499      4.32G   0.009902   0.009123    0.00359         64        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    134/499      4.32G   0.009914   0.009125   0.003571         71        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    134/499      4.32G   0.009914   0.009125   0.003571         71        640:  54%|#####3    | 90/168 [00:16<00:14,  5.37it/s]
    134/499      4.32G   0.009896   0.009132   0.003561         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    134/499      4.32G   0.009896   0.009132   0.003561         79        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    134/499      4.32G   0.009885    0.00912   0.003567         79        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    134/499      4.32G   0.009885    0.00912   0.003567         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    134/499      4.32G   0.009892   0.009124    0.00359         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    134/499      4.32G   0.009892   0.009124    0.00359         77        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    134/499      4.32G    0.00988   0.009139    0.00358         78        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    134/499      4.32G    0.00988   0.009139    0.00358         78        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    134/499      4.32G   0.009878   0.009141   0.003575         86        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    134/499      4.32G   0.009878   0.009141   0.003575         86        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    134/499      4.32G   0.009885   0.009151   0.003572         79        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    134/499      4.32G   0.009885   0.009151   0.003572         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    134/499      4.32G   0.009894   0.009144   0.003601         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    134/499      4.32G   0.009894   0.009144   0.003601         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    134/499      4.32G   0.009896   0.009139     0.0036         49        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    134/499      4.32G   0.009896   0.009139     0.0036         49        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    134/499      4.32G    0.00989   0.009124    0.00361         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    134/499      4.32G    0.00989   0.009124    0.00361         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    134/499      4.32G   0.009889   0.009131   0.003603         76        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    134/499      4.32G   0.009889   0.009131   0.003603         76        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
    134/499      4.32G   0.009887   0.009127   0.003609         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    134/499      4.32G   0.009887   0.009127   0.003609         70        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    134/499      4.32G   0.009876   0.009136   0.003611         85        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    134/499      4.32G   0.009876   0.009136   0.003611         85        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    134/499      4.32G   0.009861   0.009127   0.003642         66        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    134/499      4.32G   0.009861   0.009127   0.003642         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    134/499      4.32G   0.009853   0.009129   0.003674         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    134/499      4.32G   0.009853   0.009129   0.003674         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    134/499      4.32G   0.009847   0.009113   0.003674         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    134/499      4.32G   0.009847   0.009113   0.003674         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
    134/499      4.32G   0.009858     0.0091   0.003705         57        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    134/499      4.32G   0.009858     0.0091   0.003705         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    134/499      4.32G    0.00986   0.009083   0.003718         59        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    134/499      4.32G    0.00986   0.009083   0.003718         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    134/499      4.32G   0.009856    0.00911   0.003748         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    134/499      4.32G   0.009856    0.00911   0.003748         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    134/499      4.32G   0.009841   0.009106   0.003727         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    134/499      4.32G   0.009841   0.009106   0.003727         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    134/499      4.32G   0.009847   0.009122   0.003726         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    134/499      4.32G   0.009847   0.009122   0.003726         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    134/499      4.32G   0.009841   0.009128   0.003741         81        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    134/499      4.32G   0.009841   0.009128   0.003741         81        640:  66%|######6   | 111/168 [00:20<00:10,  5.34it/s]
    134/499      4.32G   0.009837   0.009132   0.003729         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    134/499      4.32G   0.009837   0.009132   0.003729         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    134/499      4.32G    0.00983   0.009128   0.003745         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    134/499      4.32G    0.00983   0.009128   0.003745         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    134/499      4.32G   0.009824   0.009121   0.003744         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    134/499      4.32G   0.009824   0.009121   0.003744         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    134/499      4.32G    0.00982   0.009125    0.00374         84        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    134/499      4.32G    0.00982   0.009125    0.00374         84        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    134/499      4.32G   0.009807   0.009123   0.003727         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    134/499      4.32G   0.009807   0.009123   0.003727         72        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    134/499      4.32G   0.009798   0.009129    0.00371         85        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    134/499      4.32G   0.009798   0.009129    0.00371         85        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    134/499      4.32G   0.009791   0.009128   0.003711         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    134/499      4.32G   0.009791   0.009128   0.003711         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    134/499      4.32G   0.009792   0.009132   0.003717         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    134/499      4.32G   0.009792   0.009132   0.003717         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    134/499      4.32G   0.009798   0.009128   0.003725         53        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    134/499      4.32G   0.009798   0.009128   0.003725         53        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    134/499      4.32G   0.009797   0.009132   0.003732         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    134/499      4.32G   0.009797   0.009132   0.003732         65        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    134/499      4.32G   0.009787   0.009128   0.003727         71        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    134/499      4.32G   0.009787   0.009128   0.003727         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    134/499      4.32G   0.009785    0.00912   0.003738         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    134/499      4.32G   0.009785    0.00912   0.003738         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    134/499      4.32G    0.00979   0.009158   0.003731         91        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    134/499      4.32G    0.00979   0.009158   0.003731         91        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    134/499      4.32G   0.009794   0.009155   0.003732         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    134/499      4.32G   0.009794   0.009155   0.003732         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    134/499      4.32G   0.009803   0.009169   0.003737         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    134/499      4.32G   0.009803   0.009169   0.003737         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.26it/s]
    134/499      4.32G   0.009818   0.009164   0.003726         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
    134/499      4.32G   0.009818   0.009164   0.003726         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    134/499      4.32G    0.00982   0.009166   0.003731         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    134/499      4.32G    0.00982   0.009166   0.003731         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    134/499      4.32G   0.009821   0.009164   0.003719         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    134/499      4.32G   0.009821   0.009164   0.003719         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    134/499      4.32G   0.009817   0.009163   0.003724         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    134/499      4.32G   0.009817   0.009163   0.003724         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    134/499      4.32G   0.009813   0.009169    0.00371         82        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    134/499      4.32G   0.009813   0.009169    0.00371         82        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
    134/499      4.32G    0.00981   0.009175    0.00371         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
    134/499      4.32G    0.00981   0.009175    0.00371         67        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
    134/499      4.32G   0.009809   0.009172   0.003711         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    134/499      4.32G   0.009809   0.009172   0.003711         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    134/499      4.32G   0.009802   0.009167   0.003699         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    134/499      4.32G   0.009802   0.009167   0.003699         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    134/499      4.32G   0.009782   0.009158   0.003716         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    134/499      4.32G   0.009782   0.009158   0.003716         62        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
    134/499      4.32G   0.009796   0.009159   0.003721         67        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
    134/499      4.32G   0.009796   0.009159   0.003721         67        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    134/499      4.32G   0.009806   0.009163   0.003717         63        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    134/499      4.32G   0.009806   0.009163   0.003717         63        640:  82%|########1 | 137/168 [00:25<00:05,  5.26it/s]
    134/499      4.32G   0.009802   0.009151   0.003715         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    134/499      4.32G   0.009802   0.009151   0.003715         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    134/499      4.32G   0.009808    0.00915   0.003699         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    134/499      4.32G   0.009808    0.00915   0.003699         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    134/499      4.32G   0.009811   0.009153     0.0037         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    134/499      4.32G   0.009811   0.009153     0.0037         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    134/499      4.32G   0.009808   0.009138   0.003704         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    134/499      4.32G   0.009808   0.009138   0.003704         56        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    134/499      4.32G   0.009816   0.009135   0.003718         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    134/499      4.32G   0.009816   0.009135   0.003718         73        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
    134/499      4.32G   0.009823   0.009136   0.003736         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    134/499      4.32G   0.009823   0.009136   0.003736         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    134/499      4.32G   0.009826   0.009165   0.003733        103        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    134/499      4.32G   0.009826   0.009165   0.003733        103        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    134/499      4.32G   0.009824   0.009157   0.003727         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    134/499      4.32G   0.009824   0.009157   0.003727         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    134/499      4.32G    0.00982   0.009187    0.00372         99        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    134/499      4.32G    0.00982   0.009187    0.00372         99        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    134/499      4.32G   0.009822   0.009178   0.003718         59        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    134/499      4.32G   0.009822   0.009178   0.003718         59        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    134/499      4.32G   0.009815   0.009177   0.003716         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    134/499      4.32G   0.009815   0.009177   0.003716         76        640:  88%|########8 | 148/168 [00:27<00:03,  5.20it/s]
    134/499      4.32G   0.009808    0.00919   0.003696         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    134/499      4.32G   0.009808    0.00919   0.003696         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    134/499      4.32G   0.009804   0.009182   0.003727         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    134/499      4.32G   0.009804   0.009182   0.003727         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    134/499      4.32G   0.009797   0.009174   0.003735         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    134/499      4.32G   0.009797   0.009174   0.003735         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    134/499      4.32G   0.009813   0.009179   0.003741         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    134/499      4.32G   0.009813   0.009179   0.003741         66        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    134/499      4.32G   0.009816    0.00919    0.00374         75        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    134/499      4.32G   0.009816    0.00919    0.00374         75        640:  91%|#########1| 153/168 [00:28<00:02,  5.33it/s]
    134/499      4.32G   0.009813   0.009193   0.003726         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    134/499      4.32G   0.009813   0.009193   0.003726         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    134/499      4.32G   0.009826   0.009192   0.003736         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    134/499      4.32G   0.009826   0.009192   0.003736         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    134/499      4.32G   0.009821   0.009186   0.003726         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    134/499      4.32G   0.009821   0.009186   0.003726         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    134/499      4.32G   0.009821   0.009167   0.003748         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    134/499      4.32G   0.009821   0.009167   0.003748         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    134/499      4.32G   0.009813   0.009172   0.003742         87        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    134/499      4.32G   0.009813   0.009172   0.003742         87        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    134/499      4.32G   0.009813    0.00917   0.003743         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.34it/s]
    134/499      4.32G   0.009813    0.00917   0.003743         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.41it/s]
    134/499      4.32G   0.009823   0.009169   0.003747         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.41it/s]
    134/499      4.32G   0.009823   0.009169   0.003747         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.27it/s]
    134/499      4.32G   0.009837   0.009168    0.00377         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.27it/s]
    134/499      4.32G   0.009837   0.009168    0.00377         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    134/499      4.32G   0.009848    0.00917   0.003767         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    134/499      4.32G   0.009848    0.00917   0.003767         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    134/499      4.32G   0.009843   0.009178   0.003763         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    134/499      4.32G   0.009843   0.009178   0.003763         78        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
    134/499      4.32G   0.009844   0.009171   0.003757         61        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
    134/499      4.32G   0.009844   0.009171   0.003757         61        640:  98%|#########7| 164/168 [00:30<00:00,  5.35it/s]
    134/499      4.32G   0.009845   0.009151   0.003769         44        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
    134/499      4.32G   0.009845   0.009151   0.003769         44        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    134/499      4.32G   0.009839   0.009143   0.003772         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    134/499      4.32G   0.009839   0.009143   0.003772         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    134/499      4.32G    0.00984   0.009141   0.003783         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    134/499      4.32G    0.00984   0.009141   0.003783         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    134/499      4.32G   0.009848   0.009165   0.003784         46        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    134/499      4.32G   0.009848   0.009165   0.003784         46        640: 100%|##########| 168/168 [00:31<00:00,  5.51it/s]
    134/499      4.32G   0.009848   0.009165   0.003784         46        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.868      0.854      0.875      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    135/499      4.32G    0.01019   0.006105   0.003123         54        640:   0%|          | 0/168 [00:00<?, ?it/s]
    135/499      4.32G    0.01019   0.006105   0.003123         54        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    135/499      4.32G   0.009985   0.007159   0.003054         72        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    135/499      4.32G   0.009985   0.007159   0.003054         72        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    135/499      4.32G    0.01011   0.007488   0.004234         60        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    135/499      4.32G    0.01011   0.007488   0.004234         60        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    135/499      4.32G    0.01009   0.008091   0.004271         73        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    135/499      4.32G    0.01009   0.008091   0.004271         73        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
    135/499      4.32G    0.01041   0.008422   0.004334         66        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
    135/499      4.32G    0.01041   0.008422   0.004334         66        640:   3%|2         | 5/168 [00:00<00:30,  5.35it/s]
    135/499      4.32G     0.0104   0.008331   0.004204         70        640:   3%|2         | 5/168 [00:01<00:30,  5.35it/s]
    135/499      4.32G     0.0104   0.008331   0.004204         70        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    135/499      4.32G    0.01029   0.008319   0.004425         64        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    135/499      4.32G    0.01029   0.008319   0.004425         64        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    135/499      4.32G    0.01041   0.008852   0.004384         79        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    135/499      4.32G    0.01041   0.008852   0.004384         79        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    135/499      4.32G    0.01034   0.008854   0.004161         76        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    135/499      4.32G    0.01034   0.008854   0.004161         76        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    135/499      4.32G    0.01056   0.008943   0.004095         65        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    135/499      4.32G    0.01056   0.008943   0.004095         65        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    135/499      4.32G    0.01048   0.008858   0.003924         51        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    135/499      4.32G    0.01048   0.008858   0.003924         51        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    135/499      4.32G    0.01037   0.008963   0.003882         75        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    135/499      4.32G    0.01037   0.008963   0.003882         75        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
    135/499      4.32G    0.01043   0.008858    0.00414         64        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
    135/499      4.32G    0.01043   0.008858    0.00414         64        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    135/499      4.32G    0.01046   0.008818   0.004125         72        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    135/499      4.32G    0.01046   0.008818   0.004125         72        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    135/499      4.32G    0.01037   0.008858   0.004073         75        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    135/499      4.32G    0.01037   0.008858   0.004073         75        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    135/499      4.32G    0.01028   0.008807   0.004054         67        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    135/499      4.32G    0.01028   0.008807   0.004054         67        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    135/499      4.32G    0.01024   0.008818   0.003907         68        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    135/499      4.32G    0.01024   0.008818   0.003907         68        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    135/499      4.32G    0.01022   0.008871   0.003811         77        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    135/499      4.32G    0.01022   0.008871   0.003811         77        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    135/499      4.32G    0.01023   0.008918   0.003769         73        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    135/499      4.32G    0.01023   0.008918   0.003769         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    135/499      4.32G    0.01016   0.008987   0.003652         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    135/499      4.32G    0.01016   0.008987   0.003652         82        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    135/499      4.32G    0.01019   0.009086   0.003584         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    135/499      4.32G    0.01019   0.009086   0.003584         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
    135/499      4.32G    0.01014   0.009209   0.003571         93        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    135/499      4.32G    0.01014   0.009209   0.003571         93        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    135/499      4.32G    0.01016   0.009184   0.003638         54        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    135/499      4.32G    0.01016   0.009184   0.003638         54        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    135/499      4.32G    0.01016   0.009174   0.003641         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    135/499      4.32G    0.01016   0.009174   0.003641         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    135/499      4.32G    0.01017   0.009172   0.003642         80        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    135/499      4.32G    0.01017   0.009172   0.003642         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    135/499      4.32G    0.01012   0.009191   0.003599         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    135/499      4.32G    0.01012   0.009191   0.003599         74        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    135/499      4.32G    0.01009   0.009201   0.003563         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    135/499      4.32G    0.01009   0.009201   0.003563         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    135/499      4.32G    0.01003   0.009215   0.003637         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    135/499      4.32G    0.01003   0.009215   0.003637         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
    135/499      4.32G    0.01006   0.009117   0.003555         53        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
    135/499      4.32G    0.01006   0.009117   0.003555         53        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    135/499      4.32G    0.01005   0.009121   0.003506         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    135/499      4.32G    0.01005   0.009121   0.003506         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    135/499      4.32G    0.01004   0.009094   0.003464         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    135/499      4.32G    0.01004   0.009094   0.003464         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.26it/s]
    135/499      4.32G       0.01   0.009094   0.003413         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.26it/s]
    135/499      4.32G       0.01   0.009094   0.003413         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    135/499      4.32G    0.01002   0.009118   0.003511         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    135/499      4.32G    0.01002   0.009118   0.003511         73        640:  20%|#9        | 33/168 [00:06<00:24,  5.41it/s]
    135/499      4.32G    0.01007   0.009182   0.003446         80        640:  20%|#9        | 33/168 [00:06<00:24,  5.41it/s]
    135/499      4.32G    0.01007   0.009182   0.003446         80        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
    135/499      4.32G    0.01007   0.009176   0.003495         56        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
    135/499      4.32G    0.01007   0.009176   0.003495         56        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
    135/499      4.32G    0.01007   0.009213   0.003542         87        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
    135/499      4.32G    0.01007   0.009213   0.003542         87        640:  21%|##1       | 36/168 [00:06<00:24,  5.42it/s]
    135/499      4.32G    0.01012   0.009245   0.003482         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.42it/s]
    135/499      4.32G    0.01012   0.009245   0.003482         59        640:  22%|##2       | 37/168 [00:06<00:25,  5.24it/s]
    135/499      4.32G    0.01011   0.009204   0.003452         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.24it/s]
    135/499      4.32G    0.01011   0.009204   0.003452         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    135/499      4.32G     0.0101   0.009158   0.003425         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    135/499      4.32G     0.0101   0.009158   0.003425         74        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    135/499      4.32G     0.0101   0.009186   0.003476         73        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    135/499      4.32G     0.0101   0.009186   0.003476         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
    135/499      4.32G    0.01012    0.00927   0.003483         86        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
    135/499      4.32G    0.01012    0.00927   0.003483         86        640:  24%|##4       | 41/168 [00:07<00:23,  5.36it/s]
    135/499      4.32G    0.01012   0.009298   0.003535         74        640:  24%|##4       | 41/168 [00:07<00:23,  5.36it/s]
    135/499      4.32G    0.01012   0.009298   0.003535         74        640:  25%|##5       | 42/168 [00:07<00:23,  5.41it/s]
    135/499      4.32G    0.01012   0.009283    0.00357         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.41it/s]
    135/499      4.32G    0.01012   0.009283    0.00357         62        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    135/499      4.32G    0.01016   0.009251   0.003541         52        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    135/499      4.32G    0.01016   0.009251   0.003541         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    135/499      4.32G    0.01022   0.009228   0.003539         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    135/499      4.32G    0.01022   0.009228   0.003539         55        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    135/499      4.32G    0.01022   0.009245   0.003526         64        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    135/499      4.32G    0.01022   0.009245   0.003526         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    135/499      4.32G    0.01022   0.009251   0.003519         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    135/499      4.32G    0.01022   0.009251   0.003519         76        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    135/499      4.32G    0.01021   0.009303   0.003504         70        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    135/499      4.32G    0.01021   0.009303   0.003504         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    135/499      4.32G    0.01023   0.009272   0.003524         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    135/499      4.32G    0.01023   0.009272   0.003524         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    135/499      4.32G    0.01022    0.00928   0.003563         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    135/499      4.32G    0.01022    0.00928   0.003563         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    135/499      4.32G     0.0102   0.009271   0.003566         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    135/499      4.32G     0.0102   0.009271   0.003566         83        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    135/499      4.32G    0.01018   0.009258   0.003576         70        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    135/499      4.32G    0.01018   0.009258   0.003576         70        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    135/499      4.32G    0.01018   0.009261   0.003546         72        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    135/499      4.32G    0.01018   0.009261   0.003546         72        640:  32%|###1      | 53/168 [00:09<00:21,  5.32it/s]
    135/499      4.32G    0.01015   0.009243   0.003548         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    135/499      4.32G    0.01015   0.009243   0.003548         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    135/499      4.32G    0.01013   0.009252   0.003537         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    135/499      4.32G    0.01013   0.009252   0.003537         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    135/499      4.32G    0.01015   0.009288    0.00351         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    135/499      4.32G    0.01015   0.009288    0.00351         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    135/499      4.32G    0.01016   0.009309   0.003496         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    135/499      4.32G    0.01016   0.009309   0.003496         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    135/499      4.32G    0.01018   0.009285    0.00353         58        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    135/499      4.32G    0.01018   0.009285    0.00353         58        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
    135/499      4.32G    0.01014   0.009279   0.003548         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    135/499      4.32G    0.01014   0.009279   0.003548         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    135/499      4.32G    0.01017   0.009266   0.003538         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    135/499      4.32G    0.01017   0.009266   0.003538         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    135/499      4.32G    0.01017   0.009248   0.003517         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    135/499      4.32G    0.01017   0.009248   0.003517         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    135/499      4.32G    0.01017   0.009213   0.003536         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    135/499      4.32G    0.01017   0.009213   0.003536         60        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    135/499      4.32G    0.01017   0.009235   0.003516         80        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    135/499      4.32G    0.01017   0.009235   0.003516         80        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    135/499      4.32G    0.01014   0.009203   0.003606         52        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    135/499      4.32G    0.01014   0.009203   0.003606         52        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    135/499      4.32G    0.01013   0.009212   0.003598         79        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    135/499      4.32G    0.01013   0.009212   0.003598         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    135/499      4.32G     0.0101   0.009196   0.003689         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    135/499      4.32G     0.0101   0.009196   0.003689         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    135/499      4.32G     0.0101   0.009183   0.003656         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    135/499      4.32G     0.0101   0.009183   0.003656         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    135/499      4.32G    0.01012   0.009217   0.003644         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    135/499      4.32G    0.01012   0.009217   0.003644         73        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
    135/499      4.32G    0.01013   0.009218   0.003649         65        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
    135/499      4.32G    0.01013   0.009218   0.003649         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    135/499      4.32G    0.01013   0.009229   0.003679         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    135/499      4.32G    0.01013   0.009229   0.003679         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    135/499      4.32G    0.01011   0.009223   0.003667         80        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    135/499      4.32G    0.01011   0.009223   0.003667         80        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    135/499      4.32G    0.01011   0.009191   0.003643         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    135/499      4.32G    0.01011   0.009191   0.003643         62        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    135/499      4.32G    0.01011   0.009197   0.003647         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    135/499      4.32G    0.01011   0.009197   0.003647         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
    135/499      4.32G     0.0101   0.009202    0.00364         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
    135/499      4.32G     0.0101   0.009202    0.00364         72        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    135/499      4.32G     0.0101   0.009234   0.003643         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    135/499      4.32G     0.0101   0.009234   0.003643         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
    135/499      4.32G    0.01009   0.009228   0.003665         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
    135/499      4.32G    0.01009   0.009228   0.003665         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    135/499      4.32G    0.01008    0.00924   0.003645         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    135/499      4.32G    0.01008    0.00924   0.003645         76        640:  46%|####5     | 77/168 [00:14<00:16,  5.37it/s]
    135/499      4.32G     0.0101   0.009248    0.00362         70        640:  46%|####5     | 77/168 [00:14<00:16,  5.37it/s]
    135/499      4.32G     0.0101   0.009248    0.00362         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.42it/s]
    135/499      4.32G    0.01009   0.009274   0.003618         89        640:  46%|####6     | 78/168 [00:14<00:16,  5.42it/s]
    135/499      4.32G    0.01009   0.009274   0.003618         89        640:  47%|####7     | 79/168 [00:14<00:16,  5.28it/s]
    135/499      4.32G    0.01008   0.009273   0.003611         75        640:  47%|####7     | 79/168 [00:15<00:16,  5.28it/s]
    135/499      4.32G    0.01008   0.009273   0.003611         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.36it/s]
    135/499      4.32G    0.01008   0.009267   0.003605         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.36it/s]
    135/499      4.32G    0.01008   0.009267   0.003605         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.41it/s]
    135/499      4.32G    0.01006   0.009247   0.003624         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.41it/s]
    135/499      4.32G    0.01006   0.009247   0.003624         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
    135/499      4.32G    0.01005   0.009265    0.00363         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
    135/499      4.32G    0.01005   0.009265    0.00363         77        640:  49%|####9     | 83/168 [00:15<00:15,  5.36it/s]
    135/499      4.32G    0.01004   0.009244   0.003605         68        640:  49%|####9     | 83/168 [00:15<00:15,  5.36it/s]
    135/499      4.32G    0.01004   0.009244   0.003605         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.41it/s]
    135/499      4.32G    0.01004   0.009227   0.003577         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.41it/s]
    135/499      4.32G    0.01004   0.009227   0.003577         58        640:  51%|#####     | 85/168 [00:16<00:15,  5.27it/s]
    135/499      4.32G    0.01004   0.009222    0.00357         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.27it/s]
    135/499      4.32G    0.01004   0.009222    0.00357         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    135/499      4.32G    0.01004    0.00924   0.003581         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    135/499      4.32G    0.01004    0.00924   0.003581         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    135/499      4.32G    0.01004   0.009268   0.003588         86        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    135/499      4.32G    0.01004   0.009268   0.003588         86        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
    135/499      4.32G    0.01003   0.009254   0.003608         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.27it/s]
    135/499      4.32G    0.01003   0.009254   0.003608         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.35it/s]
    135/499      4.32G    0.01003   0.009245   0.003618         76        640:  53%|#####2    | 89/168 [00:16<00:14,  5.35it/s]
    135/499      4.32G    0.01003   0.009245   0.003618         76        640:  54%|#####3    | 90/168 [00:16<00:14,  5.42it/s]
    135/499      4.32G    0.01002    0.00923   0.003623         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.42it/s]
    135/499      4.32G    0.01002    0.00923   0.003623         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    135/499      4.32G    0.01002   0.009235   0.003614         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    135/499      4.32G    0.01002   0.009235   0.003614         80        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    135/499      4.32G    0.01002   0.009221   0.003659         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    135/499      4.32G    0.01002   0.009221   0.003659         63        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
    135/499      4.32G    0.01001   0.009197   0.003654         57        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
    135/499      4.32G    0.01001   0.009197   0.003654         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.26it/s]
    135/499      4.32G    0.01001   0.009201   0.003642         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.26it/s]
    135/499      4.32G    0.01001   0.009201   0.003642         69        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    135/499      4.32G    0.01002   0.009229   0.003631         87        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    135/499      4.32G    0.01002   0.009229   0.003631         87        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    135/499      4.32G   0.009999   0.009202   0.003631         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    135/499      4.32G   0.009999   0.009202   0.003631         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    135/499      4.32G   0.009988   0.009189   0.003628         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    135/499      4.32G   0.009988   0.009189   0.003628         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    135/499      4.32G       0.01   0.009191   0.003627         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    135/499      4.32G       0.01   0.009191   0.003627         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    135/499      4.32G    0.01002   0.009214   0.003622         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    135/499      4.32G    0.01002   0.009214   0.003622         70        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    135/499      4.32G    0.01002   0.009208   0.003636         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    135/499      4.32G    0.01002   0.009208   0.003636         66        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    135/499      4.32G    0.01003   0.009226   0.003629         85        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    135/499      4.32G    0.01003   0.009226   0.003629         85        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    135/499      4.32G    0.01002   0.009207   0.003604         57        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    135/499      4.32G    0.01002   0.009207   0.003604         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    135/499      4.32G       0.01   0.009188   0.003588         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    135/499      4.32G       0.01   0.009188   0.003588         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    135/499      4.32G    0.01001    0.00921   0.003602         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    135/499      4.32G    0.01001    0.00921   0.003602         79        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    135/499      4.32G       0.01   0.009216   0.003615         69        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    135/499      4.32G       0.01   0.009216   0.003615         69        640:  63%|######3   | 106/168 [00:19<00:11,  5.22it/s]
    135/499      4.32G    0.01001   0.009236    0.00361         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    135/499      4.32G    0.01001   0.009236    0.00361         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    135/499      4.32G    0.01002   0.009222    0.00363         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    135/499      4.32G    0.01002   0.009222    0.00363         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    135/499      4.32G   0.009995   0.009202   0.003614         54        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    135/499      4.32G   0.009995   0.009202   0.003614         54        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    135/499      4.32G   0.009975   0.009194   0.003605         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    135/499      4.32G   0.009975   0.009194   0.003605         69        640:  65%|######5   | 110/168 [00:20<00:11,  5.25it/s]
    135/499      4.32G   0.009975   0.009189   0.003618         64        640:  65%|######5   | 110/168 [00:20<00:11,  5.25it/s]
    135/499      4.32G   0.009975   0.009189   0.003618         64        640:  66%|######6   | 111/168 [00:20<00:10,  5.34it/s]
    135/499      4.32G   0.009998   0.009186   0.003613         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    135/499      4.32G   0.009998   0.009186   0.003613         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    135/499      4.32G   0.009995   0.009189   0.003612         81        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    135/499      4.32G   0.009995   0.009189   0.003612         81        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    135/499      4.32G   0.009992   0.009181   0.003615         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    135/499      4.32G   0.009992   0.009181   0.003615         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    135/499      4.32G   0.009998   0.009212   0.003612         82        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    135/499      4.32G   0.009998   0.009212   0.003612         82        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    135/499      4.32G   0.009993   0.009209   0.003604         61        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    135/499      4.32G   0.009993   0.009209   0.003604         61        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
    135/499      4.32G   0.009997   0.009205   0.003587         52        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    135/499      4.32G   0.009997   0.009205   0.003587         52        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    135/499      4.32G   0.009997   0.009217    0.00359         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    135/499      4.32G   0.009997   0.009217    0.00359         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    135/499      4.32G   0.009994   0.009235   0.003599         89        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    135/499      4.32G   0.009994   0.009235   0.003599         89        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    135/499      4.32G   0.009999   0.009237   0.003593         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    135/499      4.32G   0.009999   0.009237   0.003593         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    135/499      4.32G    0.01002    0.00923   0.003593         60        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    135/499      4.32G    0.01002    0.00923   0.003593         60        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
    135/499      4.32G    0.01001   0.009236   0.003606         84        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
    135/499      4.32G    0.01001   0.009236   0.003606         84        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    135/499      4.32G    0.01001   0.009237   0.003611         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    135/499      4.32G    0.01001   0.009237   0.003611         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    135/499      4.32G    0.01001   0.009239    0.00361         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    135/499      4.32G    0.01001   0.009239    0.00361         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    135/499      4.32G       0.01    0.00924   0.003596         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    135/499      4.32G       0.01    0.00924   0.003596         61        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    135/499      4.32G    0.01001   0.009248   0.003597         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    135/499      4.32G    0.01001   0.009248   0.003597         62        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    135/499      4.32G    0.01002   0.009256   0.003581         67        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    135/499      4.32G    0.01002   0.009256   0.003581         67        640:  76%|#######5  | 127/168 [00:23<00:07,  5.23it/s]
    135/499      4.32G    0.01001   0.009258   0.003578         77        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    135/499      4.32G    0.01001   0.009258   0.003578         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    135/499      4.32G    0.01001   0.009249   0.003574         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    135/499      4.32G    0.01001   0.009249   0.003574         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    135/499      4.32G    0.01001   0.009247   0.003591         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    135/499      4.32G    0.01001   0.009247   0.003591         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    135/499      4.32G    0.01001   0.009242   0.003614         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    135/499      4.32G    0.01001   0.009242   0.003614         77        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    135/499      4.32G    0.01001    0.00924   0.003606         71        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    135/499      4.32G    0.01001    0.00924   0.003606         71        640:  79%|#######8  | 132/168 [00:24<00:06,  5.34it/s]
    135/499      4.32G    0.01001   0.009232    0.00361         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    135/499      4.32G    0.01001   0.009232    0.00361         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    135/499      4.32G    0.01002   0.009248   0.003605         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    135/499      4.32G    0.01002   0.009248   0.003605         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    135/499      4.32G    0.01001   0.009243   0.003602         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    135/499      4.32G    0.01001   0.009243   0.003602         61        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    135/499      4.32G   0.009998   0.009243   0.003591         70        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    135/499      4.32G   0.009998   0.009243   0.003591         70        640:  81%|########  | 136/168 [00:25<00:06,  5.26it/s]
    135/499      4.32G       0.01   0.009247   0.003582         74        640:  81%|########  | 136/168 [00:25<00:06,  5.26it/s]
    135/499      4.32G       0.01   0.009247   0.003582         74        640:  82%|########1 | 137/168 [00:25<00:05,  5.35it/s]
    135/499      4.32G    0.01001   0.009259   0.003578         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.35it/s]
    135/499      4.32G    0.01001   0.009259   0.003578         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.41it/s]
    135/499      4.32G    0.01001   0.009267   0.003566         82        640:  82%|########2 | 138/168 [00:26<00:05,  5.41it/s]
    135/499      4.32G    0.01001   0.009267   0.003566         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
    135/499      4.32G    0.01001   0.009265   0.003576         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.28it/s]
    135/499      4.32G    0.01001   0.009265   0.003576         81        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    135/499      4.32G    0.01002   0.009263   0.003583         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    135/499      4.32G    0.01002   0.009263   0.003583         72        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    135/499      4.32G    0.01002   0.009261   0.003586         62        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    135/499      4.32G    0.01002   0.009261   0.003586         62        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    135/499      4.32G    0.01002   0.009257   0.003591         56        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    135/499      4.32G    0.01002   0.009257   0.003591         56        640:  85%|########5 | 143/168 [00:26<00:04,  5.35it/s]
    135/499      4.32G    0.01002    0.00925   0.003586         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.35it/s]
    135/499      4.32G    0.01002    0.00925   0.003586         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
    135/499      4.32G    0.01001   0.009245   0.003594         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
    135/499      4.32G    0.01001   0.009245   0.003594         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    135/499      4.32G    0.01001   0.009241   0.003598         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    135/499      4.32G    0.01001   0.009241   0.003598         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    135/499      4.32G       0.01   0.009242   0.003608         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    135/499      4.32G       0.01   0.009242   0.003608         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    135/499      4.32G       0.01   0.009259   0.003604         87        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    135/499      4.32G       0.01   0.009259   0.003604         87        640:  88%|########8 | 148/168 [00:27<00:03,  5.20it/s]
    135/499      4.32G       0.01   0.009255   0.003603         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    135/499      4.32G       0.01   0.009255   0.003603         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    135/499      4.32G    0.01001   0.009236   0.003604         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    135/499      4.32G    0.01001   0.009236   0.003604         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    135/499      4.32G       0.01    0.00924   0.003604         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    135/499      4.32G       0.01    0.00924   0.003604         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    135/499      4.32G   0.009997   0.009227   0.003594         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    135/499      4.32G   0.009997   0.009227   0.003594         61        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    135/499      4.32G   0.009999   0.009211   0.003605         52        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    135/499      4.32G   0.009999   0.009211   0.003605         52        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
    135/499      4.32G    0.01001   0.009208   0.003602         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    135/499      4.32G    0.01001   0.009208   0.003602         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    135/499      4.32G    0.01001   0.009197   0.003599         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    135/499      4.32G    0.01001   0.009197   0.003599         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    135/499      4.32G    0.01001   0.009207   0.003594         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    135/499      4.32G    0.01001   0.009207   0.003594         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    135/499      4.32G    0.01001   0.009199   0.003585         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    135/499      4.32G    0.01001   0.009199   0.003585         56        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    135/499      4.32G    0.01002   0.009202   0.003577         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    135/499      4.32G    0.01002   0.009202   0.003577         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
    135/499      4.32G    0.01002   0.009198   0.003586         65        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
    135/499      4.32G    0.01002   0.009198   0.003586         65        640:  95%|#########4| 159/168 [00:29<00:01,  5.36it/s]
    135/499      4.32G    0.01003   0.009192   0.003581         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    135/499      4.32G    0.01003   0.009192   0.003581         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    135/499      4.32G    0.01004   0.009188   0.003584         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    135/499      4.32G    0.01004   0.009188   0.003584         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    135/499      4.32G    0.01003   0.009203   0.003575         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    135/499      4.32G    0.01003   0.009203   0.003575         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    135/499      4.32G    0.01003   0.009201   0.003559         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    135/499      4.32G    0.01003   0.009201   0.003559         63        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    135/499      4.32G    0.01002   0.009205   0.003571         71        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    135/499      4.32G    0.01002   0.009205   0.003571         71        640:  98%|#########7| 164/168 [00:30<00:00,  5.32it/s]
    135/499      4.32G    0.01002   0.009195   0.003571         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    135/499      4.32G    0.01002   0.009195   0.003571         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    135/499      4.32G    0.01002   0.009196    0.00358         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    135/499      4.32G    0.01002   0.009196    0.00358         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    135/499      4.32G    0.01001   0.009197   0.003571         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    135/499      4.32G    0.01001   0.009197   0.003571         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    135/499      4.32G    0.01002   0.009197   0.003598         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    135/499      4.32G    0.01002   0.009197   0.003598         31        640: 100%|##########| 168/168 [00:31<00:00,  5.52it/s]
    135/499      4.32G    0.01002   0.009197   0.003598         31        640: 100%|##########| 168/168 [00:31<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.855      0.866      0.875      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    136/499      4.32G    0.01146   0.008979   0.002024         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
    136/499      4.32G    0.01146   0.008979   0.002024         67        640:   1%|          | 1/168 [00:00<00:35,  4.68it/s]
    136/499      4.32G    0.01088   0.008877   0.001723         62        640:   1%|          | 1/168 [00:00<00:35,  4.68it/s]
    136/499      4.32G    0.01088   0.008877   0.001723         62        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
    136/499      4.32G    0.01014   0.008854   0.002069         70        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
    136/499      4.32G    0.01014   0.008854   0.002069         70        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    136/499      4.32G       0.01   0.009133   0.002497         71        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    136/499      4.32G       0.01   0.009133   0.002497         71        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    136/499      4.32G    0.01001   0.009755    0.00231         85        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    136/499      4.32G    0.01001   0.009755    0.00231         85        640:   3%|2         | 5/168 [00:00<00:31,  5.26it/s]
    136/499      4.32G   0.009946    0.00939   0.002184         56        640:   3%|2         | 5/168 [00:01<00:31,  5.26it/s]
    136/499      4.32G   0.009946    0.00939   0.002184         56        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    136/499      4.32G   0.009738   0.009288   0.002462         73        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    136/499      4.32G   0.009738   0.009288   0.002462         73        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    136/499      4.32G   0.009738   0.009176    0.00256         62        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    136/499      4.32G   0.009738   0.009176    0.00256         62        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    136/499      4.32G   0.009579   0.008993    0.00235         63        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    136/499      4.32G   0.009579   0.008993    0.00235         63        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    136/499      4.32G   0.009541   0.009024   0.002548         73        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    136/499      4.32G   0.009541   0.009024   0.002548         73        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    136/499      4.32G   0.009496   0.009015     0.0026         74        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    136/499      4.32G   0.009496   0.009015     0.0026         74        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    136/499      4.32G   0.009405   0.008887   0.002634         60        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    136/499      4.32G   0.009405   0.008887   0.002634         60        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    136/499      4.32G   0.009429   0.008863   0.002719         74        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    136/499      4.32G   0.009429   0.008863   0.002719         74        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    136/499      4.32G   0.009572   0.008919   0.002743         70        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    136/499      4.32G   0.009572   0.008919   0.002743         70        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    136/499      4.32G   0.009491   0.008881   0.002828         61        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    136/499      4.32G   0.009491   0.008881   0.002828         61        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    136/499      4.32G   0.009519   0.008821   0.002929         70        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    136/499      4.32G   0.009519   0.008821   0.002929         70        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    136/499      4.32G   0.009578   0.008773   0.003112         67        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    136/499      4.32G   0.009578   0.008773   0.003112         67        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    136/499      4.32G   0.009541   0.008756   0.003151         78        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    136/499      4.32G   0.009541   0.008756   0.003151         78        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    136/499      4.32G   0.009561   0.008694   0.003169         61        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    136/499      4.32G   0.009561   0.008694   0.003169         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    136/499      4.32G   0.009689   0.008857   0.003338         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    136/499      4.32G   0.009689   0.008857   0.003338         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    136/499      4.32G   0.009702   0.008848   0.003395         71        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    136/499      4.32G   0.009702   0.008848   0.003395         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    136/499      4.32G   0.009817   0.008904   0.003364         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    136/499      4.32G   0.009817   0.008904   0.003364         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    136/499      4.32G   0.009788   0.008882   0.003399         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    136/499      4.32G   0.009788   0.008882   0.003399         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    136/499      4.32G   0.009885   0.008813   0.003453         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    136/499      4.32G   0.009885   0.008813   0.003453         65        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    136/499      4.32G   0.009923   0.008749    0.00345         57        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    136/499      4.32G   0.009923   0.008749    0.00345         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    136/499      4.32G   0.009923   0.008735    0.00342         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    136/499      4.32G   0.009923   0.008735    0.00342         69        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    136/499      4.32G    0.00991   0.008716   0.003367         68        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    136/499      4.32G    0.00991   0.008716   0.003367         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    136/499      4.32G   0.009901   0.008622   0.003295         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    136/499      4.32G   0.009901   0.008622   0.003295         56        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    136/499      4.32G   0.009933   0.008658   0.003289         88        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    136/499      4.32G   0.009933   0.008658   0.003289         88        640:  17%|#7        | 29/168 [00:05<00:26,  5.19it/s]
    136/499      4.32G   0.009936   0.008759   0.003269         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.19it/s]
    136/499      4.32G   0.009936   0.008759   0.003269         77        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
    136/499      4.32G   0.009952   0.008753   0.003338         60        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
    136/499      4.32G   0.009952   0.008753   0.003338         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.07it/s]
    136/499      4.32G   0.009956   0.008783   0.003391         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.07it/s]
    136/499      4.32G   0.009956   0.008783   0.003391         76        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
    136/499      4.32G   0.009959   0.008802   0.003405         80        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
    136/499      4.32G   0.009959   0.008802   0.003405         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.23it/s]
    136/499      4.32G   0.009982   0.008869   0.003416         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.23it/s]
    136/499      4.32G   0.009982   0.008869   0.003416         82        640:  20%|##        | 34/168 [00:06<00:26,  5.10it/s]
    136/499      4.32G   0.009967   0.008871   0.003417         76        640:  20%|##        | 34/168 [00:06<00:26,  5.10it/s]
    136/499      4.32G   0.009967   0.008871   0.003417         76        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    136/499      4.32G   0.009958   0.008834   0.003414         63        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    136/499      4.32G   0.009958   0.008834   0.003414         63        640:  21%|##1       | 36/168 [00:06<00:25,  5.28it/s]
    136/499      4.32G       0.01   0.008844   0.003374         67        640:  21%|##1       | 36/168 [00:07<00:25,  5.28it/s]
    136/499      4.32G       0.01   0.008844   0.003374         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    136/499      4.32G       0.01    0.00886    0.00339         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    136/499      4.32G       0.01    0.00886    0.00339         71        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    136/499      4.32G       0.01   0.008869   0.003346         69        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    136/499      4.32G       0.01   0.008869   0.003346         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
    136/499      4.32G    0.01001   0.008849    0.00338         54        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
    136/499      4.32G    0.01001   0.008849    0.00338         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    136/499      4.32G    0.01002   0.008838   0.003343         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    136/499      4.32G    0.01002   0.008838   0.003343         72        640:  24%|##4       | 41/168 [00:07<00:24,  5.18it/s]
    136/499      4.32G    0.01004   0.008793    0.00329         50        640:  24%|##4       | 41/168 [00:08<00:24,  5.18it/s]
    136/499      4.32G    0.01004   0.008793    0.00329         50        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
    136/499      4.32G    0.01002   0.008746   0.003361         71        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
    136/499      4.32G    0.01002   0.008746   0.003361         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.10it/s]
    136/499      4.32G    0.01004   0.008717   0.003336         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.10it/s]
    136/499      4.32G    0.01004   0.008717   0.003336         57        640:  26%|##6       | 44/168 [00:08<00:24,  5.16it/s]
    136/499      4.32G    0.01006   0.008728   0.003351         70        640:  26%|##6       | 44/168 [00:08<00:24,  5.16it/s]
    136/499      4.32G    0.01006   0.008728   0.003351         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.22it/s]
    136/499      4.32G    0.01005   0.008796    0.00336         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.22it/s]
    136/499      4.32G    0.01005   0.008796    0.00336         77        640:  27%|##7       | 46/168 [00:08<00:24,  5.01it/s]
    136/499      4.32G    0.01005   0.008821   0.003343         70        640:  27%|##7       | 46/168 [00:09<00:24,  5.01it/s]
    136/499      4.32G    0.01005   0.008821   0.003343         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.09it/s]
    136/499      4.32G    0.01005   0.008835   0.003412         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.09it/s]
    136/499      4.32G    0.01005   0.008835   0.003412         68        640:  29%|##8       | 48/168 [00:09<00:23,  5.22it/s]
    136/499      4.32G    0.01002   0.008804   0.003442         60        640:  29%|##8       | 48/168 [00:09<00:23,  5.22it/s]
    136/499      4.32G    0.01002   0.008804   0.003442         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.07it/s]
    136/499      4.32G    0.01001   0.008799   0.003428         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.07it/s]
    136/499      4.32G    0.01001   0.008799   0.003428         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.17it/s]
    136/499      4.32G   0.009994   0.008788   0.003402         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.17it/s]
    136/499      4.32G   0.009994   0.008788   0.003402         77        640:  30%|###       | 51/168 [00:09<00:22,  5.22it/s]
    136/499      4.32G   0.009988   0.008832   0.003409         82        640:  30%|###       | 51/168 [00:10<00:22,  5.22it/s]
    136/499      4.32G   0.009988   0.008832   0.003409         82        640:  31%|###       | 52/168 [00:10<00:22,  5.08it/s]
    136/499      4.32G   0.009982   0.008805    0.00339         62        640:  31%|###       | 52/168 [00:10<00:22,  5.08it/s]
    136/499      4.32G   0.009982   0.008805    0.00339         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.16it/s]
    136/499      4.32G    0.01002   0.008809   0.003369         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.16it/s]
    136/499      4.32G    0.01002   0.008809   0.003369         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
    136/499      4.32G    0.01001   0.008817   0.003372         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.23it/s]
    136/499      4.32G    0.01001   0.008817   0.003372         68        640:  33%|###2      | 55/168 [00:10<00:22,  5.09it/s]
    136/499      4.32G    0.01001   0.008763    0.00341         51        640:  33%|###2      | 55/168 [00:10<00:22,  5.09it/s]
    136/499      4.32G    0.01001   0.008763    0.00341         51        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
    136/499      4.32G    0.01001   0.008775   0.003366         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
    136/499      4.32G    0.01001   0.008775   0.003366         67        640:  34%|###3      | 57/168 [00:10<00:21,  5.27it/s]
    136/499      4.32G    0.01002   0.008795   0.003387         69        640:  34%|###3      | 57/168 [00:11<00:21,  5.27it/s]
    136/499      4.32G    0.01002   0.008795   0.003387         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    136/499      4.32G    0.01005   0.008794   0.003455         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    136/499      4.32G    0.01005   0.008794   0.003455         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    136/499      4.32G    0.01003   0.008808   0.003457         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    136/499      4.32G    0.01003   0.008808   0.003457         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    136/499      4.32G    0.01002   0.008796   0.003437         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.27it/s]
    136/499      4.32G    0.01002   0.008796   0.003437         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    136/499      4.32G    0.01001    0.00879    0.00346         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    136/499      4.32G    0.01001    0.00879    0.00346         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    136/499      4.32G    0.01002   0.008759   0.003485         60        640:  37%|###6      | 62/168 [00:12<00:20,  5.24it/s]
    136/499      4.32G    0.01002   0.008759   0.003485         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    136/499      4.32G    0.01001   0.008756   0.003476         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    136/499      4.32G    0.01001   0.008756   0.003476         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    136/499      4.32G    0.01002   0.008751    0.00344         55        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    136/499      4.32G    0.01002   0.008751    0.00344         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
    136/499      4.32G    0.01005    0.00873   0.003437         50        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
    136/499      4.32G    0.01005    0.00873   0.003437         50        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    136/499      4.32G    0.01008   0.008767   0.003459         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    136/499      4.32G    0.01008   0.008767   0.003459         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    136/499      4.32G    0.01006   0.008768   0.003508         65        640:  40%|###9      | 67/168 [00:13<00:19,  5.16it/s]
    136/499      4.32G    0.01006   0.008768   0.003508         65        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    136/499      4.32G    0.01004   0.008788   0.003505         80        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    136/499      4.32G    0.01004   0.008788   0.003505         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    136/499      4.32G    0.01005   0.008798   0.003516         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    136/499      4.32G    0.01005   0.008798   0.003516         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
    136/499      4.32G    0.01004   0.008789    0.00351         69        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
    136/499      4.32G    0.01004   0.008789    0.00351         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    136/499      4.32G    0.01005   0.008764   0.003474         55        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    136/499      4.32G    0.01005   0.008764   0.003474         55        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    136/499      4.32G    0.01005   0.008764   0.003466         70        640:  43%|####2     | 72/168 [00:14<00:18,  5.32it/s]
    136/499      4.32G    0.01005   0.008764   0.003466         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    136/499      4.32G    0.01005   0.008786   0.003505         85        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    136/499      4.32G    0.01005   0.008786   0.003505         85        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    136/499      4.32G    0.01005    0.00879   0.003531         71        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    136/499      4.32G    0.01005    0.00879   0.003531         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    136/499      4.32G    0.01005   0.008836   0.003532         82        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    136/499      4.32G    0.01005   0.008836   0.003532         82        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    136/499      4.32G    0.01006   0.008833   0.003519         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    136/499      4.32G    0.01006   0.008833   0.003519         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
    136/499      4.32G    0.01006   0.008854   0.003517         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
    136/499      4.32G    0.01006   0.008854   0.003517         69        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
    136/499      4.32G    0.01007   0.008869   0.003507         69        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
    136/499      4.32G    0.01007   0.008869   0.003507         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.11it/s]
    136/499      4.32G    0.01007   0.008881   0.003489         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.11it/s]
    136/499      4.32G    0.01007   0.008881   0.003489         71        640:  48%|####7     | 80/168 [00:15<00:17,  5.15it/s]
    136/499      4.32G    0.01008   0.008903   0.003496         67        640:  48%|####7     | 80/168 [00:15<00:17,  5.15it/s]
    136/499      4.32G    0.01008   0.008903   0.003496         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.21it/s]
    136/499      4.32G    0.01008   0.008903   0.003512         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.21it/s]
    136/499      4.32G    0.01008   0.008903   0.003512         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
    136/499      4.32G    0.01007   0.008927   0.003496         83        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
    136/499      4.32G    0.01007   0.008927   0.003496         83        640:  49%|####9     | 83/168 [00:15<00:16,  5.18it/s]
    136/499      4.32G    0.01006   0.008901   0.003512         64        640:  49%|####9     | 83/168 [00:16<00:16,  5.18it/s]
    136/499      4.32G    0.01006   0.008901   0.003512         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
    136/499      4.32G    0.01006     0.0089   0.003517         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
    136/499      4.32G    0.01006     0.0089   0.003517         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
    136/499      4.32G    0.01005   0.008919     0.0035         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.11it/s]
    136/499      4.32G    0.01005   0.008919     0.0035         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    136/499      4.32G    0.01004   0.008963   0.003504         87        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    136/499      4.32G    0.01004   0.008963   0.003504         87        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
    136/499      4.32G    0.01004   0.008958   0.003493         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.25it/s]
    136/499      4.32G    0.01004   0.008958   0.003493         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.12it/s]
    136/499      4.32G    0.01003   0.008976   0.003488         80        640:  52%|#####2    | 88/168 [00:17<00:15,  5.12it/s]
    136/499      4.32G    0.01003   0.008976   0.003488         80        640:  53%|#####2    | 89/168 [00:17<00:15,  5.10it/s]
    136/499      4.32G    0.01003   0.008983   0.003474         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.10it/s]
    136/499      4.32G    0.01003   0.008983   0.003474         69        640:  54%|#####3    | 90/168 [00:17<00:15,  5.19it/s]
    136/499      4.32G    0.01002   0.008981   0.003466         62        640:  54%|#####3    | 90/168 [00:17<00:15,  5.19it/s]
    136/499      4.32G    0.01002   0.008981   0.003466         62        640:  54%|#####4    | 91/168 [00:17<00:15,  5.07it/s]
    136/499      4.32G    0.01001    0.00898   0.003477         64        640:  54%|#####4    | 91/168 [00:17<00:15,  5.07it/s]
    136/499      4.32G    0.01001    0.00898   0.003477         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.17it/s]
    136/499      4.32G    0.01002   0.008978   0.003502         83        640:  55%|#####4    | 92/168 [00:17<00:14,  5.17it/s]
    136/499      4.32G    0.01002   0.008978   0.003502         83        640:  55%|#####5    | 93/168 [00:17<00:14,  5.17it/s]
    136/499      4.32G    0.01001   0.008985   0.003499         61        640:  55%|#####5    | 93/168 [00:18<00:14,  5.17it/s]
    136/499      4.32G    0.01001   0.008985   0.003499         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.06it/s]
    136/499      4.32G   0.009999   0.008975   0.003476         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.06it/s]
    136/499      4.32G   0.009999   0.008975   0.003476         68        640:  57%|#####6    | 95/168 [00:18<00:14,  5.16it/s]
    136/499      4.32G    0.01002   0.008977   0.003527         66        640:  57%|#####6    | 95/168 [00:18<00:14,  5.16it/s]
    136/499      4.32G    0.01002   0.008977   0.003527         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.26it/s]
    136/499      4.32G   0.009999   0.008955   0.003527         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.26it/s]
    136/499      4.32G   0.009999   0.008955   0.003527         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    136/499      4.32G       0.01   0.008979   0.003505         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    136/499      4.32G       0.01   0.008979   0.003505         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
    136/499      4.32G    0.01002   0.008978   0.003487         64        640:  58%|#####8    | 98/168 [00:19<00:13,  5.18it/s]
    136/499      4.32G    0.01002   0.008978   0.003487         64        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
    136/499      4.32G    0.01002   0.008996   0.003502         64        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
    136/499      4.32G    0.01002   0.008996   0.003502         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.08it/s]
    136/499      4.32G    0.01002   0.009018   0.003503         89        640:  60%|#####9    | 100/168 [00:19<00:13,  5.08it/s]
    136/499      4.32G    0.01002   0.009018   0.003503         89        640:  60%|######    | 101/168 [00:19<00:12,  5.16it/s]
    136/499      4.32G    0.01003   0.009031   0.003549         61        640:  60%|######    | 101/168 [00:19<00:12,  5.16it/s]
    136/499      4.32G    0.01003   0.009031   0.003549         61        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    136/499      4.32G    0.01002   0.009045   0.003527         75        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    136/499      4.32G    0.01002   0.009045   0.003527         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    136/499      4.32G    0.01003    0.00905    0.00352         78        640:  61%|######1   | 103/168 [00:20<00:12,  5.15it/s]
    136/499      4.32G    0.01003    0.00905    0.00352         78        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
    136/499      4.32G    0.01002   0.009051   0.003524         64        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
    136/499      4.32G    0.01002   0.009051   0.003524         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    136/499      4.32G    0.01002   0.009023   0.003529         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    136/499      4.32G    0.01002   0.009023   0.003529         58        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    136/499      4.32G    0.01002   0.009002    0.00356         57        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    136/499      4.32G    0.01002   0.009002    0.00356         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.15it/s]
    136/499      4.32G    0.01003   0.008981    0.00356         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.15it/s]
    136/499      4.32G    0.01003   0.008981    0.00356         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.24it/s]
    136/499      4.32G    0.01003   0.008972   0.003561         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.24it/s]
    136/499      4.32G    0.01003   0.008972   0.003561         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    136/499      4.32G    0.01003   0.008956   0.003537         53        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
    136/499      4.32G    0.01003   0.008956   0.003537         53        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    136/499      4.32G    0.01002   0.008947   0.003558         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    136/499      4.32G    0.01002   0.008947   0.003558         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.24it/s]
    136/499      4.32G    0.01001    0.00894   0.003546         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.24it/s]
    136/499      4.32G    0.01001    0.00894   0.003546         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
    136/499      4.32G       0.01   0.008929   0.003562         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
    136/499      4.32G       0.01   0.008929   0.003562         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    136/499      4.32G    0.01001   0.008931   0.003565         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    136/499      4.32G    0.01001   0.008931   0.003565         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
    136/499      4.32G    0.01001   0.008922   0.003594         72        640:  68%|######7   | 114/168 [00:22<00:10,  5.29it/s]
    136/499      4.32G    0.01001   0.008922   0.003594         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    136/499      4.32G    0.01002   0.008924   0.003622         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    136/499      4.32G    0.01002   0.008924   0.003622         64        640:  69%|######9   | 116/168 [00:22<00:10,  5.15it/s]
    136/499      4.32G    0.01001   0.008921   0.003617         74        640:  69%|######9   | 116/168 [00:22<00:10,  5.15it/s]
    136/499      4.32G    0.01001   0.008921   0.003617         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.24it/s]
    136/499      4.32G    0.01002   0.008929   0.003612         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.24it/s]
    136/499      4.32G    0.01002   0.008929   0.003612         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.10it/s]
    136/499      4.32G    0.01001   0.008951   0.003628         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.10it/s]
    136/499      4.32G    0.01001   0.008951   0.003628         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.15it/s]
    136/499      4.32G    0.01001   0.008945   0.003642         72        640:  71%|#######   | 119/168 [00:23<00:09,  5.15it/s]
    136/499      4.32G    0.01001   0.008945   0.003642         72        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
    136/499      4.32G   0.009996   0.008948   0.003625         66        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
    136/499      4.32G   0.009996   0.008948   0.003625         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.08it/s]
    136/499      4.32G   0.009993    0.00894   0.003639         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.08it/s]
    136/499      4.32G   0.009993    0.00894   0.003639         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.17it/s]
    136/499      4.32G   0.009991   0.008942   0.003624         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.17it/s]
    136/499      4.32G   0.009991   0.008942   0.003624         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    136/499      4.32G   0.009988   0.008937   0.003626         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    136/499      4.32G   0.009988   0.008937   0.003626         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    136/499      4.32G   0.009984    0.00895   0.003614         65        640:  74%|#######3  | 124/168 [00:24<00:08,  5.15it/s]
    136/499      4.32G   0.009984    0.00895   0.003614         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
    136/499      4.32G   0.009987   0.008964   0.003606         82        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
    136/499      4.32G   0.009987   0.008964   0.003606         82        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    136/499      4.32G   0.009999   0.008959   0.003598         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    136/499      4.32G   0.009999   0.008959   0.003598         57        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    136/499      4.32G   0.009996   0.008961   0.003573         71        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    136/499      4.32G   0.009996   0.008961   0.003573         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    136/499      4.32G    0.01001   0.008972   0.003585         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    136/499      4.32G    0.01001   0.008972   0.003585         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
    136/499      4.32G    0.01001   0.008986   0.003585         79        640:  77%|#######6  | 129/168 [00:25<00:07,  5.26it/s]
    136/499      4.32G    0.01001   0.008986   0.003585         79        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
    136/499      4.32G    0.01001   0.008977    0.00359         75        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
    136/499      4.32G    0.01001   0.008977    0.00359         75        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    136/499      4.32G   0.009995   0.008974   0.003599         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    136/499      4.32G   0.009995   0.008974   0.003599         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
    136/499      4.32G    0.01004   0.008985   0.003615         50        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
    136/499      4.32G    0.01004   0.008985   0.003615         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.05it/s]
    136/499      4.32G    0.01004   0.009015   0.003617         88        640:  79%|#######9  | 133/168 [00:25<00:06,  5.05it/s]
    136/499      4.32G    0.01004   0.009015   0.003617         88        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    136/499      4.32G    0.01003   0.009021   0.003601         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    136/499      4.32G    0.01003   0.009021   0.003601         63        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    136/499      4.32G    0.01001   0.009021   0.003599         66        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
    136/499      4.32G    0.01001   0.009021   0.003599         66        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    136/499      4.32G    0.01001   0.009015   0.003585         61        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    136/499      4.32G    0.01001   0.009015   0.003585         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    136/499      4.32G    0.01001    0.00902   0.003592         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    136/499      4.32G    0.01001    0.00902   0.003592         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    136/499      4.32G    0.01001   0.009026   0.003588         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    136/499      4.32G    0.01001   0.009026   0.003588         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
    136/499      4.32G    0.01001   0.009029   0.003598         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
    136/499      4.32G    0.01001   0.009029   0.003598         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    136/499      4.32G    0.01001   0.009011   0.003594         49        640:  83%|########3 | 140/168 [00:27<00:05,  5.19it/s]
    136/499      4.32G    0.01001   0.009011   0.003594         49        640:  84%|########3 | 141/168 [00:27<00:05,  5.22it/s]
    136/499      4.32G    0.01001   0.008994    0.00359         65        640:  84%|########3 | 141/168 [00:27<00:05,  5.22it/s]
    136/499      4.32G    0.01001   0.008994    0.00359         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.06it/s]
    136/499      4.32G    0.01003    0.00899   0.003603         59        640:  85%|########4 | 142/168 [00:27<00:05,  5.06it/s]
    136/499      4.32G    0.01003    0.00899   0.003603         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
    136/499      4.32G    0.01002   0.008987   0.003614         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
    136/499      4.32G    0.01002   0.008987   0.003614         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.19it/s]
    136/499      4.32G    0.01003   0.009021   0.003613         93        640:  86%|########5 | 144/168 [00:27<00:04,  5.19it/s]
    136/499      4.32G    0.01003   0.009021   0.003613         93        640:  86%|########6 | 145/168 [00:27<00:04,  5.06it/s]
    136/499      4.32G    0.01001   0.009016   0.003603         71        640:  86%|########6 | 145/168 [00:28<00:04,  5.06it/s]
    136/499      4.32G    0.01001   0.009016   0.003603         71        640:  87%|########6 | 146/168 [00:28<00:04,  5.15it/s]
    136/499      4.32G    0.01002   0.009012   0.003588         63        640:  87%|########6 | 146/168 [00:28<00:04,  5.15it/s]
    136/499      4.32G    0.01002   0.009012   0.003588         63        640:  88%|########7 | 147/168 [00:28<00:04,  5.21it/s]
    136/499      4.32G    0.01003   0.009028   0.003571         81        640:  88%|########7 | 147/168 [00:28<00:04,  5.21it/s]
    136/499      4.32G    0.01003   0.009028   0.003571         81        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    136/499      4.32G    0.01002   0.009026    0.00356         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    136/499      4.32G    0.01002   0.009026    0.00356         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.16it/s]
    136/499      4.32G    0.01002   0.009026   0.003546         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.16it/s]
    136/499      4.32G    0.01002   0.009026   0.003546         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
    136/499      4.32G    0.01002   0.009027   0.003544         74        640:  89%|########9 | 150/168 [00:29<00:03,  5.21it/s]
    136/499      4.32G    0.01002   0.009027   0.003544         74        640:  90%|########9 | 151/168 [00:29<00:03,  5.05it/s]
    136/499      4.32G    0.01001   0.009018   0.003552         61        640:  90%|########9 | 151/168 [00:29<00:03,  5.05it/s]
    136/499      4.32G    0.01001   0.009018   0.003552         61        640:  90%|######### | 152/168 [00:29<00:03,  5.16it/s]
    136/499      4.32G    0.01001   0.009021   0.003545         70        640:  90%|######### | 152/168 [00:29<00:03,  5.16it/s]
    136/499      4.32G    0.01001   0.009021   0.003545         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    136/499      4.32G   0.009995   0.009014    0.00355         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    136/499      4.32G   0.009995   0.009014    0.00355         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    136/499      4.32G   0.009986      0.009   0.003538         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    136/499      4.32G   0.009986      0.009   0.003538         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.19it/s]
    136/499      4.32G   0.009985    0.00899   0.003549         60        640:  92%|#########2| 155/168 [00:30<00:02,  5.19it/s]
    136/499      4.32G   0.009985    0.00899   0.003549         60        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
    136/499      4.32G   0.009993   0.008992   0.003534         67        640:  93%|#########2| 156/168 [00:30<00:02,  5.27it/s]
    136/499      4.32G   0.009993   0.008992   0.003534         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    136/499      4.32G   0.009989   0.008989   0.003536         75        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    136/499      4.32G   0.009989   0.008989   0.003536         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    136/499      4.32G   0.009982   0.008988   0.003539         81        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    136/499      4.32G   0.009982   0.008988   0.003539         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    136/499      4.32G   0.009978   0.009002    0.00355         83        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    136/499      4.32G   0.009978   0.009002    0.00355         83        640:  95%|#########5| 160/168 [00:30<00:01,  5.10it/s]
    136/499      4.32G   0.009984   0.009002   0.003541         64        640:  95%|#########5| 160/168 [00:31<00:01,  5.10it/s]
    136/499      4.32G   0.009984   0.009002   0.003541         64        640:  96%|#########5| 161/168 [00:31<00:01,  5.17it/s]
    136/499      4.32G   0.009979   0.009002   0.003538         82        640:  96%|#########5| 161/168 [00:31<00:01,  5.17it/s]
    136/499      4.32G   0.009979   0.009002   0.003538         82        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
    136/499      4.32G   0.009966   0.008993   0.003544         71        640:  96%|#########6| 162/168 [00:31<00:01,  5.22it/s]
    136/499      4.32G   0.009966   0.008993   0.003544         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.07it/s]
    136/499      4.32G   0.009964   0.008987   0.003557         56        640:  97%|#########7| 163/168 [00:31<00:00,  5.07it/s]
    136/499      4.32G   0.009964   0.008987   0.003557         56        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    136/499      4.32G   0.009966   0.008991   0.003562         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    136/499      4.32G   0.009966   0.008991   0.003562         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    136/499      4.32G   0.009958   0.008985   0.003575         65        640:  98%|#########8| 165/168 [00:32<00:00,  5.24it/s]
    136/499      4.32G   0.009958   0.008985   0.003575         65        640:  99%|#########8| 166/168 [00:32<00:00,  5.06it/s]
    136/499      4.32G   0.009954   0.008982   0.003576         61        640:  99%|#########8| 166/168 [00:32<00:00,  5.06it/s]
    136/499      4.32G   0.009954   0.008982   0.003576         61        640:  99%|#########9| 167/168 [00:32<00:00,  5.16it/s]
    136/499      4.32G   0.009949   0.008981   0.003618         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.16it/s]
    136/499      4.32G   0.009949   0.008981   0.003618         30        640: 100%|##########| 168/168 [00:32<00:00,  5.29it/s]
    136/499      4.32G   0.009949   0.008981   0.003618         30        640: 100%|##########| 168/168 [00:32<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.859       0.87      0.877      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    137/499      4.32G   0.009759   0.008401   0.004121         58        640:   0%|          | 0/168 [00:00<?, ?it/s]
    137/499      4.32G   0.009759   0.008401   0.004121         58        640:   1%|          | 1/168 [00:00<00:34,  4.82it/s]
    137/499      4.32G   0.009466   0.008959    0.00356         76        640:   1%|          | 1/168 [00:00<00:34,  4.82it/s]
    137/499      4.32G   0.009466   0.008959    0.00356         76        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    137/499      4.32G   0.009617   0.008541   0.003218         61        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    137/499      4.32G   0.009617   0.008541   0.003218         61        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    137/499      4.32G    0.01012   0.008615   0.003247         73        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    137/499      4.32G    0.01012   0.008615   0.003247         73        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    137/499      4.32G     0.0101   0.008996   0.003253         68        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    137/499      4.32G     0.0101   0.008996   0.003253         68        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    137/499      4.32G    0.01015    0.00924   0.002973         73        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    137/499      4.32G    0.01015    0.00924   0.002973         73        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    137/499      4.32G    0.01026   0.009117   0.002888         66        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    137/499      4.32G    0.01026   0.009117   0.002888         66        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    137/499      4.32G    0.01007   0.009206   0.003008         67        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    137/499      4.32G    0.01007   0.009206   0.003008         67        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    137/499      4.32G    0.01009   0.009155   0.003394         62        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    137/499      4.32G    0.01009   0.009155   0.003394         62        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    137/499      4.32G    0.01007   0.009258   0.003508         66        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    137/499      4.32G    0.01007   0.009258   0.003508         66        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    137/499      4.32G   0.009994   0.009312   0.003453         72        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    137/499      4.32G   0.009994   0.009312   0.003453         72        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    137/499      4.32G   0.009973   0.009447   0.003382         84        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    137/499      4.32G   0.009973   0.009447   0.003382         84        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    137/499      4.32G   0.009932   0.009234   0.003799         53        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    137/499      4.32G   0.009932   0.009234   0.003799         53        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
    137/499      4.32G   0.009933   0.009224    0.00383         67        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
    137/499      4.32G   0.009933   0.009224    0.00383         67        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    137/499      4.32G   0.009957   0.009338   0.003692         82        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    137/499      4.32G   0.009957   0.009338   0.003692         82        640:   9%|8         | 15/168 [00:02<00:29,  5.20it/s]
    137/499      4.32G   0.009978   0.009326   0.003584         75        640:   9%|8         | 15/168 [00:03<00:29,  5.20it/s]
    137/499      4.32G   0.009978   0.009326   0.003584         75        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    137/499      4.32G   0.009933   0.009415   0.003574         87        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    137/499      4.32G   0.009933   0.009415   0.003574         87        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    137/499      4.32G   0.009918   0.009356   0.003765         75        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    137/499      4.32G   0.009918   0.009356   0.003765         75        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
    137/499      4.32G   0.009863   0.009346   0.003862         66        640:  11%|#         | 18/168 [00:03<00:28,  5.26it/s]
    137/499      4.32G   0.009863   0.009346   0.003862         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
    137/499      4.32G   0.009869   0.009401   0.003869         86        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
    137/499      4.32G   0.009869   0.009401   0.003869         86        640:  12%|#1        | 20/168 [00:03<00:28,  5.20it/s]
    137/499      4.32G   0.009888    0.00933   0.003769         64        640:  12%|#1        | 20/168 [00:04<00:28,  5.20it/s]
    137/499      4.32G   0.009888    0.00933   0.003769         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    137/499      4.32G   0.009858    0.00934   0.003766         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    137/499      4.32G   0.009858    0.00934   0.003766         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
    137/499      4.32G   0.009798   0.009212   0.003911         57        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
    137/499      4.32G   0.009798   0.009212   0.003911         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    137/499      4.32G   0.009843   0.009206    0.00406         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    137/499      4.32G   0.009843   0.009206    0.00406         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    137/499      4.32G   0.009821   0.009188   0.004053         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    137/499      4.32G   0.009821   0.009188   0.004053         70        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    137/499      4.32G   0.009805   0.009241   0.004048         89        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    137/499      4.32G   0.009805   0.009241   0.004048         89        640:  15%|#5        | 26/168 [00:04<00:27,  5.18it/s]
    137/499      4.32G   0.009879   0.009321    0.00397         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.18it/s]
    137/499      4.32G   0.009879   0.009321    0.00397         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
    137/499      4.32G   0.009922   0.009245    0.00392         55        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
    137/499      4.32G   0.009922   0.009245    0.00392         55        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    137/499      4.32G   0.009891   0.009169   0.003912         61        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    137/499      4.32G   0.009891   0.009169   0.003912         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    137/499      4.32G   0.009964   0.009191   0.003933         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    137/499      4.32G   0.009964   0.009191   0.003933         58        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    137/499      4.32G    0.01001   0.009253    0.00395         87        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    137/499      4.32G    0.01001   0.009253    0.00395         87        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
    137/499      4.32G    0.01002   0.009235   0.003994         68        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
    137/499      4.32G    0.01002   0.009235   0.003994         68        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
    137/499      4.32G   0.009993   0.009168   0.003908         57        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
    137/499      4.32G   0.009993   0.009168   0.003908         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.24it/s]
    137/499      4.32G    0.01005   0.009195   0.004027         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.24it/s]
    137/499      4.32G    0.01005   0.009195   0.004027         61        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    137/499      4.32G    0.01008   0.009233   0.004025         72        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    137/499      4.32G    0.01008   0.009233   0.004025         72        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    137/499      4.32G    0.01007   0.009222   0.003961         63        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    137/499      4.32G    0.01007   0.009222   0.003961         63        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
    137/499      4.32G    0.01007    0.00924    0.00398         70        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
    137/499      4.32G    0.01007    0.00924    0.00398         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    137/499      4.32G    0.01005   0.009233   0.003976         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    137/499      4.32G    0.01005   0.009233   0.003976         78        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
    137/499      4.32G    0.01005   0.009259   0.004007         79        640:  23%|##2       | 38/168 [00:07<00:25,  5.19it/s]
    137/499      4.32G    0.01005   0.009259   0.004007         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.20it/s]
    137/499      4.32G    0.01003   0.009233   0.004072         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.20it/s]
    137/499      4.32G    0.01003   0.009233   0.004072         63        640:  24%|##3       | 40/168 [00:07<00:25,  5.10it/s]
    137/499      4.32G       0.01    0.00923   0.004028         66        640:  24%|##3       | 40/168 [00:07<00:25,  5.10it/s]
    137/499      4.32G       0.01    0.00923   0.004028         66        640:  24%|##4       | 41/168 [00:07<00:24,  5.20it/s]
    137/499      4.32G   0.009988   0.009265   0.004025         86        640:  24%|##4       | 41/168 [00:08<00:24,  5.20it/s]
    137/499      4.32G   0.009988   0.009265   0.004025         86        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    137/499      4.32G   0.009978    0.00931   0.004044         81        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    137/499      4.32G   0.009978    0.00931   0.004044         81        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    137/499      4.32G   0.009943   0.009285   0.004052         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    137/499      4.32G   0.009943   0.009285   0.004052         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    137/499      4.32G   0.009935   0.009312      0.004         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    137/499      4.32G   0.009935   0.009312      0.004         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    137/499      4.32G   0.009911   0.009292   0.003939         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    137/499      4.32G   0.009911   0.009292   0.003939         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    137/499      4.32G   0.009917   0.009269   0.003973         61        640:  27%|##7       | 46/168 [00:09<00:23,  5.19it/s]
    137/499      4.32G   0.009917   0.009269   0.003973         61        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    137/499      4.32G   0.009897   0.009274   0.003967         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    137/499      4.32G   0.009897   0.009274   0.003967         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    137/499      4.32G   0.009898    0.00931   0.003939         89        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    137/499      4.32G   0.009898    0.00931   0.003939         89        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    137/499      4.32G   0.009878   0.009284   0.003894         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    137/499      4.32G   0.009878   0.009284   0.003894         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    137/499      4.32G   0.009891   0.009275   0.003832         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    137/499      4.32G   0.009891   0.009275   0.003832         61        640:  30%|###       | 51/168 [00:09<00:22,  5.32it/s]
    137/499      4.32G   0.009868   0.009272   0.003806         85        640:  30%|###       | 51/168 [00:09<00:22,  5.32it/s]
    137/499      4.32G   0.009868   0.009272   0.003806         85        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    137/499      4.32G   0.009864    0.00924   0.003773         62        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    137/499      4.32G   0.009864    0.00924   0.003773         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    137/499      4.32G   0.009858   0.009279   0.003738         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    137/499      4.32G   0.009858   0.009279   0.003738         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    137/499      4.32G   0.009852   0.009294   0.003692         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    137/499      4.32G   0.009852   0.009294   0.003692         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    137/499      4.32G   0.009862   0.009339   0.003695         83        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    137/499      4.32G   0.009862   0.009339   0.003695         83        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    137/499      4.32G   0.009862   0.009301    0.00365         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    137/499      4.32G   0.009862   0.009301    0.00365         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    137/499      4.32G   0.009856   0.009303    0.00366         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
    137/499      4.32G   0.009856   0.009303    0.00366         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    137/499      4.32G   0.009851   0.009261   0.003677         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    137/499      4.32G   0.009851   0.009261   0.003677         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    137/499      4.32G   0.009843   0.009246   0.003662         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    137/499      4.32G   0.009843   0.009246   0.003662         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    137/499      4.32G   0.009846   0.009249   0.003628         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    137/499      4.32G   0.009846   0.009249   0.003628         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    137/499      4.32G   0.009831   0.009249   0.003644         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    137/499      4.32G   0.009831   0.009249   0.003644         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    137/499      4.32G    0.00986   0.009244   0.003629         62        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    137/499      4.32G    0.00986   0.009244   0.003629         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    137/499      4.32G   0.009856   0.009248   0.003603         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    137/499      4.32G   0.009856   0.009248   0.003603         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    137/499      4.32G   0.009859   0.009256   0.003625         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    137/499      4.32G   0.009859   0.009256   0.003625         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    137/499      4.32G    0.00984   0.009268   0.003631         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    137/499      4.32G    0.00984   0.009268   0.003631         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.19it/s]
    137/499      4.32G   0.009819    0.00927   0.003616         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.19it/s]
    137/499      4.32G   0.009819    0.00927   0.003616         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.06it/s]
    137/499      4.32G   0.009842   0.009297   0.003607         72        640:  40%|###9      | 67/168 [00:13<00:19,  5.06it/s]
    137/499      4.32G   0.009842   0.009297   0.003607         72        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
    137/499      4.32G   0.009851   0.009309    0.00362         78        640:  40%|####      | 68/168 [00:13<00:19,  5.19it/s]
    137/499      4.32G   0.009851   0.009309    0.00362         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    137/499      4.32G   0.009844   0.009267   0.003644         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    137/499      4.32G   0.009844   0.009267   0.003644         58        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    137/499      4.32G   0.009838    0.00926   0.003647         71        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    137/499      4.32G   0.009838    0.00926   0.003647         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.21it/s]
    137/499      4.32G   0.009823   0.009246   0.003651         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.21it/s]
    137/499      4.32G   0.009823   0.009246   0.003651         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.24it/s]
    137/499      4.32G   0.009841    0.00925   0.003668         71        640:  43%|####2     | 72/168 [00:14<00:18,  5.24it/s]
    137/499      4.32G   0.009841    0.00925   0.003668         71        640:  43%|####3     | 73/168 [00:14<00:18,  5.08it/s]
    137/499      4.32G   0.009856   0.009243   0.003692         63        640:  43%|####3     | 73/168 [00:14<00:18,  5.08it/s]
    137/499      4.32G   0.009856   0.009243   0.003692         63        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    137/499      4.32G   0.009843   0.009231   0.003682         72        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    137/499      4.32G   0.009843   0.009231   0.003682         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    137/499      4.32G    0.00984   0.009264   0.003674         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    137/499      4.32G    0.00984   0.009264   0.003674         71        640:  45%|####5     | 76/168 [00:14<00:18,  5.11it/s]
    137/499      4.32G   0.009817   0.009276   0.003661         79        640:  45%|####5     | 76/168 [00:14<00:18,  5.11it/s]
    137/499      4.32G   0.009817   0.009276   0.003661         79        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    137/499      4.32G   0.009819   0.009288   0.003636         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    137/499      4.32G   0.009819   0.009288   0.003636         65        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
    137/499      4.32G   0.009832   0.009302    0.00362         65        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
    137/499      4.32G   0.009832   0.009302    0.00362         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    137/499      4.32G   0.009831   0.009297   0.003616         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    137/499      4.32G   0.009831   0.009297   0.003616         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    137/499      4.32G   0.009839   0.009292   0.003606         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    137/499      4.32G   0.009839   0.009292   0.003606         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    137/499      4.32G   0.009835   0.009275   0.003586         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    137/499      4.32G   0.009835   0.009275   0.003586         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
    137/499      4.32G   0.009815   0.009245   0.003574         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
    137/499      4.32G   0.009815   0.009245   0.003574         57        640:  49%|####9     | 83/168 [00:15<00:16,  5.16it/s]
    137/499      4.32G   0.009801   0.009207   0.003545         49        640:  49%|####9     | 83/168 [00:16<00:16,  5.16it/s]
    137/499      4.32G   0.009801   0.009207   0.003545         49        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
    137/499      4.32G   0.009796   0.009223   0.003526         85        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
    137/499      4.32G   0.009796   0.009223   0.003526         85        640:  51%|#####     | 85/168 [00:16<00:16,  5.08it/s]
    137/499      4.32G   0.009816   0.009213   0.003506         52        640:  51%|#####     | 85/168 [00:16<00:16,  5.08it/s]
    137/499      4.32G   0.009816   0.009213   0.003506         52        640:  51%|#####1    | 86/168 [00:16<00:15,  5.18it/s]
    137/499      4.32G   0.009802   0.009201   0.003511         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.18it/s]
    137/499      4.32G   0.009802   0.009201   0.003511         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.22it/s]
    137/499      4.32G   0.009785   0.009195   0.003499         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.22it/s]
    137/499      4.32G   0.009785   0.009195   0.003499         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
    137/499      4.32G   0.009771   0.009199    0.00348         76        640:  52%|#####2    | 88/168 [00:17<00:15,  5.13it/s]
    137/499      4.32G   0.009771   0.009199    0.00348         76        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
    137/499      4.32G   0.009752   0.009182   0.003477         70        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
    137/499      4.32G   0.009752   0.009182   0.003477         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.25it/s]
    137/499      4.32G    0.00975   0.009182   0.003468         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.25it/s]
    137/499      4.32G    0.00975   0.009182   0.003468         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    137/499      4.32G   0.009751   0.009179   0.003492         79        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    137/499      4.32G   0.009751   0.009179   0.003492         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    137/499      4.32G   0.009751   0.009171   0.003498         61        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    137/499      4.32G   0.009751   0.009171   0.003498         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    137/499      4.32G   0.009751   0.009178   0.003466         79        640:  55%|#####5    | 93/168 [00:18<00:14,  5.32it/s]
    137/499      4.32G   0.009751   0.009178   0.003466         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    137/499      4.32G   0.009746   0.009156   0.003447         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    137/499      4.32G   0.009746   0.009156   0.003447         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    137/499      4.32G   0.009752   0.009174   0.003451         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    137/499      4.32G   0.009752   0.009174   0.003451         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    137/499      4.32G   0.009761   0.009211   0.003454         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    137/499      4.32G   0.009761   0.009211   0.003454         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    137/499      4.32G   0.009766   0.009194   0.003472         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    137/499      4.32G   0.009766   0.009194   0.003472         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    137/499      4.32G   0.009774   0.009193    0.00348         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    137/499      4.32G   0.009774   0.009193    0.00348         63        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    137/499      4.32G   0.009776   0.009194   0.003468         73        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    137/499      4.32G   0.009776   0.009194   0.003468         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    137/499      4.32G   0.009775   0.009195   0.003471         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    137/499      4.32G   0.009775   0.009195   0.003471         76        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    137/499      4.32G   0.009771   0.009184   0.003458         61        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    137/499      4.32G   0.009771   0.009184   0.003458         61        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    137/499      4.32G   0.009775   0.009198   0.003443         78        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    137/499      4.32G   0.009775   0.009198   0.003443         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    137/499      4.32G   0.009764   0.009176   0.003436         49        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    137/499      4.32G   0.009764   0.009176   0.003436         49        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
    137/499      4.32G   0.009777   0.009176   0.003443         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
    137/499      4.32G   0.009777   0.009176   0.003443         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    137/499      4.32G   0.009783   0.009174   0.003436         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    137/499      4.32G   0.009783   0.009174   0.003436         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    137/499      4.32G   0.009777   0.009174   0.003432         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    137/499      4.32G   0.009777   0.009174   0.003432         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    137/499      4.32G    0.00978   0.009184   0.003419         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    137/499      4.32G    0.00978   0.009184   0.003419         79        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    137/499      4.32G   0.009799   0.009193   0.003412         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    137/499      4.32G   0.009799   0.009193   0.003412         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    137/499      4.32G   0.009807   0.009162   0.003414         49        640:  65%|######4   | 109/168 [00:21<00:11,  5.19it/s]
    137/499      4.32G   0.009807   0.009162   0.003414         49        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    137/499      4.32G   0.009801    0.00917   0.003418         61        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    137/499      4.32G   0.009801    0.00917   0.003418         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    137/499      4.32G   0.009789   0.009175   0.003434         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    137/499      4.32G   0.009789   0.009175   0.003434         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    137/499      4.32G   0.009794   0.009175    0.00345         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    137/499      4.32G   0.009794   0.009175    0.00345         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    137/499      4.32G   0.009801   0.009166   0.003435         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    137/499      4.32G   0.009801   0.009166   0.003435         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    137/499      4.32G     0.0098   0.009175   0.003439         71        640:  68%|######7   | 114/168 [00:22<00:10,  5.35it/s]
    137/499      4.32G     0.0098   0.009175   0.003439         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    137/499      4.32G     0.0098    0.00917   0.003444         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    137/499      4.32G     0.0098    0.00917   0.003444         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    137/499      4.32G   0.009801   0.009168   0.003428         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    137/499      4.32G   0.009801   0.009168   0.003428         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    137/499      4.32G   0.009803   0.009181   0.003416         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    137/499      4.32G   0.009803   0.009181   0.003416         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    137/499      4.32G   0.009806   0.009168   0.003405         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    137/499      4.32G   0.009806   0.009168   0.003405         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    137/499      4.32G   0.009818   0.009186   0.003405         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    137/499      4.32G   0.009818   0.009186   0.003405         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    137/499      4.32G   0.009818   0.009176   0.003407         64        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
    137/499      4.32G   0.009818   0.009176   0.003407         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    137/499      4.32G   0.009812   0.009168    0.00343         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    137/499      4.32G   0.009812   0.009168    0.00343         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    137/499      4.32G   0.009799   0.009162    0.00343         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    137/499      4.32G   0.009799   0.009162    0.00343         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    137/499      4.32G   0.009792   0.009161    0.00342         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    137/499      4.32G   0.009792   0.009161    0.00342         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    137/499      4.32G   0.009796   0.009163   0.003409         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    137/499      4.32G   0.009796   0.009163   0.003409         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    137/499      4.32G   0.009795   0.009174   0.003402         70        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    137/499      4.32G   0.009795   0.009174   0.003402         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    137/499      4.32G   0.009792   0.009166   0.003415         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    137/499      4.32G   0.009792   0.009166   0.003415         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    137/499      4.32G   0.009788   0.009152   0.003485         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    137/499      4.32G   0.009788   0.009152   0.003485         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    137/499      4.32G   0.009783   0.009155   0.003479         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    137/499      4.32G   0.009783   0.009155   0.003479         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    137/499      4.32G   0.009782   0.009171   0.003464         92        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    137/499      4.32G   0.009782   0.009171   0.003464         92        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    137/499      4.32G   0.009792   0.009196   0.003468         77        640:  77%|#######7  | 130/168 [00:25<00:07,  5.16it/s]
    137/499      4.32G   0.009792   0.009196   0.003468         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    137/499      4.32G    0.00979   0.009178   0.003479         59        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    137/499      4.32G    0.00979   0.009178   0.003479         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    137/499      4.32G   0.009792   0.009182    0.00348         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    137/499      4.32G   0.009792   0.009182    0.00348         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    137/499      4.32G   0.009799   0.009189   0.003492         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    137/499      4.32G   0.009799   0.009189   0.003492         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    137/499      4.32G   0.009794   0.009181   0.003487         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    137/499      4.32G   0.009794   0.009181   0.003487         64        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    137/499      4.32G   0.009792   0.009166   0.003496         54        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
    137/499      4.32G   0.009792   0.009166   0.003496         54        640:  81%|########  | 136/168 [00:26<00:06,  5.12it/s]
    137/499      4.32G   0.009777   0.009152   0.003484         69        640:  81%|########  | 136/168 [00:26<00:06,  5.12it/s]
    137/499      4.32G   0.009777   0.009152   0.003484         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    137/499      4.32G   0.009779   0.009154   0.003481         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    137/499      4.32G   0.009779   0.009154   0.003481         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    137/499      4.32G   0.009784   0.009164   0.003479         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    137/499      4.32G   0.009784   0.009164   0.003479         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    137/499      4.32G   0.009784   0.009162   0.003457         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    137/499      4.32G   0.009784   0.009162   0.003457         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    137/499      4.32G   0.009772   0.009166   0.003451         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    137/499      4.32G   0.009772   0.009166   0.003451         74        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    137/499      4.32G   0.009768   0.009167   0.003453         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    137/499      4.32G   0.009768   0.009167   0.003453         68        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    137/499      4.32G   0.009772   0.009152   0.003432         55        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    137/499      4.32G   0.009772   0.009152   0.003432         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    137/499      4.32G   0.009789   0.009174   0.003451         82        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    137/499      4.32G   0.009789   0.009174   0.003451         82        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    137/499      4.32G     0.0098   0.009172   0.003475         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    137/499      4.32G     0.0098   0.009172   0.003475         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    137/499      4.32G   0.009806   0.009165   0.003474         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    137/499      4.32G   0.009806   0.009165   0.003474         53        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    137/499      4.32G   0.009797   0.009155   0.003474         59        640:  87%|########6 | 146/168 [00:28<00:04,  5.29it/s]
    137/499      4.32G   0.009797   0.009155   0.003474         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
    137/499      4.32G   0.009795   0.009148   0.003471         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
    137/499      4.32G   0.009795   0.009148   0.003471         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    137/499      4.32G   0.009807   0.009129   0.003472         51        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    137/499      4.32G   0.009807   0.009129   0.003472         51        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    137/499      4.32G   0.009809   0.009132   0.003461         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    137/499      4.32G   0.009809   0.009132   0.003461         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    137/499      4.32G   0.009801   0.009131   0.003477         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    137/499      4.32G   0.009801   0.009131   0.003477         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
    137/499      4.32G   0.009806   0.009135   0.003478         76        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
    137/499      4.32G   0.009806   0.009135   0.003478         76        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    137/499      4.32G    0.00981   0.009128   0.003462         62        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    137/499      4.32G    0.00981   0.009128   0.003462         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    137/499      4.32G   0.009817   0.009134    0.00348         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    137/499      4.32G   0.009817   0.009134    0.00348         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    137/499      4.32G   0.009819   0.009144   0.003469         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    137/499      4.32G   0.009819   0.009144   0.003469         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    137/499      4.32G   0.009821   0.009144   0.003473         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    137/499      4.32G   0.009821   0.009144   0.003473         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    137/499      4.32G   0.009817    0.00915   0.003476         79        640:  93%|#########2| 156/168 [00:30<00:02,  5.34it/s]
    137/499      4.32G   0.009817    0.00915   0.003476         79        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    137/499      4.32G   0.009822   0.009149   0.003504         62        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    137/499      4.32G   0.009822   0.009149   0.003504         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    137/499      4.32G   0.009814   0.009138   0.003494         52        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    137/499      4.32G   0.009814   0.009138   0.003494         52        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    137/499      4.32G   0.009816    0.00913     0.0035         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    137/499      4.32G   0.009816    0.00913     0.0035         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    137/499      4.32G   0.009816   0.009121   0.003507         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    137/499      4.32G   0.009816   0.009121   0.003507         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    137/499      4.32G   0.009815   0.009122   0.003511         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    137/499      4.32G   0.009815   0.009122   0.003511         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    137/499      4.32G    0.00982   0.009126   0.003518         80        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    137/499      4.32G    0.00982   0.009126   0.003518         80        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    137/499      4.32G   0.009809   0.009111   0.003518         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    137/499      4.32G   0.009809   0.009111   0.003518         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    137/499      4.32G   0.009808   0.009105    0.00351         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    137/499      4.32G   0.009808   0.009105    0.00351         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    137/499      4.32G   0.009814   0.009113   0.003514         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    137/499      4.32G   0.009814   0.009113   0.003514         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    137/499      4.32G   0.009808    0.00911   0.003524         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    137/499      4.32G   0.009808    0.00911   0.003524         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    137/499      4.32G     0.0098     0.0091   0.003515         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
    137/499      4.32G     0.0098     0.0091   0.003515         30        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    137/499      4.32G     0.0098     0.0091   0.003515         30        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.35it/s]
                   all        132        263      0.879      0.866      0.897      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    138/499      4.32G   0.009751   0.009046   0.001874         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
    138/499      4.32G   0.009751   0.009046   0.001874         66        640:   1%|          | 1/168 [00:00<00:47,  3.51it/s]
    138/499      4.32G   0.009528   0.009042   0.001844         61        640:   1%|          | 1/168 [00:00<00:47,  3.51it/s]
    138/499      4.32G   0.009528   0.009042   0.001844         61        640:   1%|1         | 2/168 [00:00<00:37,  4.43it/s]
    138/499      4.32G   0.009349   0.008791   0.002619         67        640:   1%|1         | 2/168 [00:00<00:37,  4.43it/s]
    138/499      4.32G   0.009349   0.008791   0.002619         67        640:   2%|1         | 3/168 [00:00<00:33,  4.87it/s]
    138/499      4.32G   0.009438   0.008241   0.002562         55        640:   2%|1         | 3/168 [00:00<00:33,  4.87it/s]
    138/499      4.32G   0.009438   0.008241   0.002562         55        640:   2%|2         | 4/168 [00:00<00:33,  4.83it/s]
    138/499      4.32G   0.009591   0.008334   0.003053         69        640:   2%|2         | 4/168 [00:01<00:33,  4.83it/s]
    138/499      4.32G   0.009591   0.008334   0.003053         69        640:   3%|2         | 5/168 [00:01<00:32,  5.05it/s]
    138/499      4.32G   0.009551   0.008851   0.002986         90        640:   3%|2         | 5/168 [00:01<00:32,  5.05it/s]
    138/499      4.32G   0.009551   0.008851   0.002986         90        640:   4%|3         | 6/168 [00:01<00:31,  5.11it/s]
    138/499      4.32G   0.009753   0.008698   0.003527         50        640:   4%|3         | 6/168 [00:01<00:31,  5.11it/s]
    138/499      4.32G   0.009753   0.008698   0.003527         50        640:   4%|4         | 7/168 [00:01<00:31,  5.05it/s]
    138/499      4.32G   0.009764   0.008859   0.003305         67        640:   4%|4         | 7/168 [00:01<00:31,  5.05it/s]
    138/499      4.32G   0.009764   0.008859   0.003305         67        640:   5%|4         | 8/168 [00:01<00:31,  5.15it/s]
    138/499      4.32G   0.009764   0.008797   0.003144         68        640:   5%|4         | 8/168 [00:01<00:31,  5.15it/s]
    138/499      4.32G   0.009764   0.008797   0.003144         68        640:   5%|5         | 9/168 [00:01<00:30,  5.23it/s]
    138/499      4.32G   0.009699    0.00883   0.003311         80        640:   5%|5         | 9/168 [00:02<00:30,  5.23it/s]
    138/499      4.32G   0.009699    0.00883   0.003311         80        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    138/499      4.32G   0.009683   0.008693   0.003411         55        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    138/499      4.32G   0.009683   0.008693   0.003411         55        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    138/499      4.32G   0.009699   0.008735    0.00356         63        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    138/499      4.32G   0.009699   0.008735    0.00356         63        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    138/499      4.32G   0.009789   0.008596   0.003624         50        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    138/499      4.32G   0.009789   0.008596   0.003624         50        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    138/499      4.32G   0.009757   0.008536   0.003753         70        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    138/499      4.32G   0.009757   0.008536   0.003753         70        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    138/499      4.32G   0.009657   0.008552   0.003768         74        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    138/499      4.32G   0.009657   0.008552   0.003768         74        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    138/499      4.32G   0.009599   0.008564   0.003612         67        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    138/499      4.32G   0.009599   0.008564   0.003612         67        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    138/499      4.32G   0.009659    0.00853   0.003666         45        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    138/499      4.32G   0.009659    0.00853   0.003666         45        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    138/499      4.32G   0.009667   0.008519    0.00371         67        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    138/499      4.32G   0.009667   0.008519    0.00371         67        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    138/499      4.32G   0.009726   0.008497   0.003962         62        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    138/499      4.32G   0.009726   0.008497   0.003962         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    138/499      4.32G   0.009696    0.00857   0.003842         83        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    138/499      4.32G   0.009696    0.00857   0.003842         83        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    138/499      4.32G   0.009622   0.008517   0.003852         70        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    138/499      4.32G   0.009622   0.008517   0.003852         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    138/499      4.32G   0.009603   0.008558   0.003932         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    138/499      4.32G   0.009603   0.008558   0.003932         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    138/499      4.32G   0.009668   0.008597    0.00383         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    138/499      4.32G   0.009668   0.008597    0.00383         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    138/499      4.32G   0.009685   0.008635   0.003826         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    138/499      4.32G   0.009685   0.008635   0.003826         57        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    138/499      4.32G   0.009717    0.00866   0.003773         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    138/499      4.32G   0.009717    0.00866   0.003773         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    138/499      4.32G   0.009704   0.008714    0.00391         67        640:  15%|#4        | 25/168 [00:05<00:27,  5.20it/s]
    138/499      4.32G   0.009704   0.008714    0.00391         67        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    138/499      4.32G   0.009742   0.008746   0.003888         63        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    138/499      4.32G   0.009742   0.008746   0.003888         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    138/499      4.32G   0.009742   0.008853   0.003845         93        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    138/499      4.32G   0.009742   0.008853   0.003845         93        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    138/499      4.32G   0.009768   0.008812   0.003795         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    138/499      4.32G   0.009768   0.008812   0.003795         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    138/499      4.32G   0.009786   0.008859   0.003843         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    138/499      4.32G   0.009786   0.008859   0.003843         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    138/499      4.32G   0.009786   0.008866   0.003783         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    138/499      4.32G   0.009786   0.008866   0.003783         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    138/499      4.32G   0.009789   0.008794   0.003835         54        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    138/499      4.32G   0.009789   0.008794   0.003835         54        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    138/499      4.32G     0.0098   0.008878   0.003869         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    138/499      4.32G     0.0098   0.008878   0.003869         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    138/499      4.32G   0.009777   0.008797   0.003818         53        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    138/499      4.32G   0.009777   0.008797   0.003818         53        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    138/499      4.32G   0.009764   0.008766   0.003865         60        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    138/499      4.32G   0.009764   0.008766   0.003865         60        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    138/499      4.32G   0.009751   0.008825   0.003842         81        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    138/499      4.32G   0.009751   0.008825   0.003842         81        640:  21%|##1       | 36/168 [00:06<00:25,  5.26it/s]
    138/499      4.32G   0.009728   0.008823   0.003841         66        640:  21%|##1       | 36/168 [00:07<00:25,  5.26it/s]
    138/499      4.32G   0.009728   0.008823   0.003841         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    138/499      4.32G   0.009713   0.008865   0.003794         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.14it/s]
    138/499      4.32G   0.009713   0.008865   0.003794         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    138/499      4.32G   0.009692   0.008917   0.003733         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    138/499      4.32G   0.009692   0.008917   0.003733         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    138/499      4.32G   0.009658    0.00896   0.003712         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    138/499      4.32G   0.009658    0.00896   0.003712         76        640:  24%|##3       | 40/168 [00:07<00:25,  5.08it/s]
    138/499      4.32G   0.009669   0.008993   0.003733         74        640:  24%|##3       | 40/168 [00:07<00:25,  5.08it/s]
    138/499      4.32G   0.009669   0.008993   0.003733         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.20it/s]
    138/499      4.32G   0.009664   0.008991   0.003729         63        640:  24%|##4       | 41/168 [00:08<00:24,  5.20it/s]
    138/499      4.32G   0.009664   0.008991   0.003729         63        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    138/499      4.32G   0.009646   0.009008   0.003722         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    138/499      4.32G   0.009646   0.009008   0.003722         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.09it/s]
    138/499      4.32G   0.009632   0.008976   0.003716         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.09it/s]
    138/499      4.32G   0.009632   0.008976   0.003716         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    138/499      4.32G   0.009631   0.008991   0.003696         62        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    138/499      4.32G   0.009631   0.008991   0.003696         62        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    138/499      4.32G   0.009655   0.009015    0.00368         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    138/499      4.32G   0.009655   0.009015    0.00368         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    138/499      4.32G   0.009649   0.009038   0.003698         73        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
    138/499      4.32G   0.009649   0.009038   0.003698         73        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    138/499      4.32G   0.009647   0.009043    0.00375         78        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    138/499      4.32G   0.009647   0.009043    0.00375         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    138/499      4.32G   0.009658   0.009039   0.003712         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    138/499      4.32G   0.009658   0.009039   0.003712         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    138/499      4.32G   0.009701   0.009013   0.003709         55        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    138/499      4.32G   0.009701   0.009013   0.003709         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    138/499      4.32G   0.009734   0.009021   0.003741         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    138/499      4.32G   0.009734   0.009021   0.003741         68        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    138/499      4.32G   0.009756   0.009022   0.003731         75        640:  30%|###       | 51/168 [00:10<00:22,  5.27it/s]
    138/499      4.32G   0.009756   0.009022   0.003731         75        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    138/499      4.32G   0.009746   0.009022   0.003726         70        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    138/499      4.32G   0.009746   0.009022   0.003726         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    138/499      4.32G   0.009743   0.009016   0.003705         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    138/499      4.32G   0.009743   0.009016   0.003705         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    138/499      4.32G   0.009764   0.009009   0.003684         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    138/499      4.32G   0.009764   0.009009   0.003684         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    138/499      4.32G   0.009759   0.008989   0.003671         53        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    138/499      4.32G   0.009759   0.008989   0.003671         53        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    138/499      4.32G   0.009761   0.009007   0.003642         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    138/499      4.32G   0.009761   0.009007   0.003642         73        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    138/499      4.32G   0.009759   0.009032    0.00372         79        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    138/499      4.32G   0.009759   0.009032    0.00372         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    138/499      4.32G    0.00975   0.009017   0.003747         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    138/499      4.32G    0.00975   0.009017   0.003747         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    138/499      4.32G   0.009815   0.009037    0.00376         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    138/499      4.32G   0.009815   0.009037    0.00376         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    138/499      4.32G   0.009809    0.00906   0.003719         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    138/499      4.32G   0.009809    0.00906   0.003719         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    138/499      4.32G   0.009846   0.009074   0.003681         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    138/499      4.32G   0.009846   0.009074   0.003681         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    138/499      4.32G   0.009877   0.009101    0.00371         65        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    138/499      4.32G   0.009877   0.009101    0.00371         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    138/499      4.32G   0.009868   0.009084   0.003704         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    138/499      4.32G   0.009868   0.009084   0.003704         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    138/499      4.32G   0.009904   0.009066   0.003687         53        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    138/499      4.32G   0.009904   0.009066   0.003687         53        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    138/499      4.32G   0.009924   0.009035   0.003684         52        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    138/499      4.32G   0.009924   0.009035   0.003684         52        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    138/499      4.32G   0.009927   0.009025   0.003683         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    138/499      4.32G   0.009927   0.009025   0.003683         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    138/499      4.32G   0.009927    0.00902   0.003699         67        640:  40%|###9      | 67/168 [00:13<00:19,  5.15it/s]
    138/499      4.32G   0.009927    0.00902   0.003699         67        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    138/499      4.32G   0.009954   0.009003   0.003708         63        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    138/499      4.32G   0.009954   0.009003   0.003708         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    138/499      4.32G   0.009942   0.009002   0.003689         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    138/499      4.32G   0.009942   0.009002   0.003689         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    138/499      4.32G   0.009963   0.009001    0.00372         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    138/499      4.32G   0.009963   0.009001    0.00372         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    138/499      4.32G   0.009952   0.008979   0.003741         55        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    138/499      4.32G   0.009952   0.008979   0.003741         55        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    138/499      4.32G   0.009961   0.008981   0.003788         64        640:  43%|####2     | 72/168 [00:14<00:17,  5.36it/s]
    138/499      4.32G   0.009961   0.008981   0.003788         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    138/499      4.32G    0.00997   0.008978   0.003806         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    138/499      4.32G    0.00997   0.008978   0.003806         69        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    138/499      4.32G   0.009957   0.008958   0.003776         53        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    138/499      4.32G   0.009957   0.008958   0.003776         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    138/499      4.32G   0.009922   0.008942    0.00379         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    138/499      4.32G   0.009922   0.008942    0.00379         68        640:  45%|####5     | 76/168 [00:14<00:18,  5.06it/s]
    138/499      4.32G   0.009939   0.008941   0.003783         67        640:  45%|####5     | 76/168 [00:14<00:18,  5.06it/s]
    138/499      4.32G   0.009939   0.008941   0.003783         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.17it/s]
    138/499      4.32G   0.009939   0.008942   0.003755         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.17it/s]
    138/499      4.32G   0.009939   0.008942   0.003755         62        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    138/499      4.32G   0.009933   0.008934   0.003744         61        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    138/499      4.32G   0.009933   0.008934   0.003744         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    138/499      4.32G   0.009939   0.008933   0.003753         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    138/499      4.32G   0.009939   0.008933   0.003753         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    138/499      4.32G   0.009931   0.008941   0.003746         81        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    138/499      4.32G   0.009931   0.008941   0.003746         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    138/499      4.32G   0.009956   0.008964   0.003786         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    138/499      4.32G   0.009956   0.008964   0.003786         74        640:  49%|####8     | 82/168 [00:15<00:17,  5.04it/s]
    138/499      4.32G   0.009948   0.008965   0.003764         63        640:  49%|####8     | 82/168 [00:15<00:17,  5.04it/s]
    138/499      4.32G   0.009948   0.008965   0.003764         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.16it/s]
    138/499      4.32G   0.009956   0.008978   0.003763         89        640:  49%|####9     | 83/168 [00:16<00:16,  5.16it/s]
    138/499      4.32G   0.009956   0.008978   0.003763         89        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
    138/499      4.32G   0.009964   0.008987   0.003747         74        640:  50%|#####     | 84/168 [00:16<00:15,  5.25it/s]
    138/499      4.32G   0.009964   0.008987   0.003747         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    138/499      4.32G    0.00996   0.008993   0.003744         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    138/499      4.32G    0.00996   0.008993   0.003744         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    138/499      4.32G   0.009944   0.008978   0.003762         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    138/499      4.32G   0.009944   0.008978   0.003762         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    138/499      4.32G    0.00994   0.008975   0.003766         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    138/499      4.32G    0.00994   0.008975   0.003766         81        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
    138/499      4.32G   0.009947   0.009004   0.003753         89        640:  52%|#####2    | 88/168 [00:17<00:15,  5.14it/s]
    138/499      4.32G   0.009947   0.009004   0.003753         89        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    138/499      4.32G   0.009939   0.009012   0.003727         82        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    138/499      4.32G   0.009939   0.009012   0.003727         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    138/499      4.32G   0.009939   0.009005   0.003729         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    138/499      4.32G   0.009939   0.009005   0.003729         76        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    138/499      4.32G   0.009922   0.009016   0.003718         68        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    138/499      4.32G   0.009922   0.009016   0.003718         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    138/499      4.32G   0.009905   0.009006   0.003765         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    138/499      4.32G   0.009905   0.009006   0.003765         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.23it/s]
    138/499      4.32G    0.00993   0.009034   0.003786         74        640:  55%|#####5    | 93/168 [00:18<00:14,  5.23it/s]
    138/499      4.32G    0.00993   0.009034   0.003786         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    138/499      4.32G   0.009919   0.009043   0.003761         84        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    138/499      4.32G   0.009919   0.009043   0.003761         84        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
    138/499      4.32G    0.00991   0.009036   0.003774         75        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
    138/499      4.32G    0.00991   0.009036   0.003774         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    138/499      4.32G   0.009907   0.009034   0.003776         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    138/499      4.32G   0.009907   0.009034   0.003776         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    138/499      4.32G   0.009912   0.009069   0.003779         90        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    138/499      4.32G   0.009912   0.009069   0.003779         90        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    138/499      4.32G   0.009918   0.009076   0.003777         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    138/499      4.32G   0.009918   0.009076   0.003777         77        640:  59%|#####8    | 99/168 [00:18<00:13,  5.31it/s]
    138/499      4.32G   0.009903   0.009057   0.003798         57        640:  59%|#####8    | 99/168 [00:19<00:13,  5.31it/s]
    138/499      4.32G   0.009903   0.009057   0.003798         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    138/499      4.32G   0.009892   0.009046     0.0038         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    138/499      4.32G   0.009892   0.009046     0.0038         67        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    138/499      4.32G   0.009887   0.009029   0.003783         60        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    138/499      4.32G   0.009887   0.009029   0.003783         60        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    138/499      4.32G   0.009884   0.009024   0.003787         66        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    138/499      4.32G   0.009884   0.009024   0.003787         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    138/499      4.32G   0.009875    0.00902   0.003788         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    138/499      4.32G   0.009875    0.00902   0.003788         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    138/499      4.32G   0.009868    0.00904   0.003779         87        640:  62%|######1   | 104/168 [00:20<00:12,  5.29it/s]
    138/499      4.32G   0.009868    0.00904   0.003779         87        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
    138/499      4.32G   0.009869    0.00905   0.003775         73        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
    138/499      4.32G   0.009869    0.00905   0.003775         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    138/499      4.32G   0.009878   0.009057   0.003783         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    138/499      4.32G   0.009878   0.009057   0.003783         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
    138/499      4.32G   0.009884   0.009074   0.003753         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
    138/499      4.32G   0.009884   0.009074   0.003753         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    138/499      4.32G   0.009879    0.00906   0.003758         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    138/499      4.32G   0.009879    0.00906   0.003758         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    138/499      4.32G   0.009883   0.009072   0.003778         79        640:  65%|######4   | 109/168 [00:21<00:11,  5.17it/s]
    138/499      4.32G   0.009883   0.009072   0.003778         79        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    138/499      4.32G    0.00988   0.009064   0.003777         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    138/499      4.32G    0.00988   0.009064   0.003777         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    138/499      4.32G   0.009892   0.009088   0.003776         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    138/499      4.32G   0.009892   0.009088   0.003776         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    138/499      4.32G    0.00989   0.009076   0.003751         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    138/499      4.32G    0.00989   0.009076   0.003751         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    138/499      4.32G   0.009885   0.009072   0.003734         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    138/499      4.32G   0.009885   0.009072   0.003734         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    138/499      4.32G    0.00988   0.009086   0.003716         86        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
    138/499      4.32G    0.00988   0.009086   0.003716         86        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    138/499      4.32G   0.009892   0.009076   0.003749         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    138/499      4.32G   0.009892   0.009076   0.003749         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    138/499      4.32G   0.009902    0.00909   0.003743         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    138/499      4.32G   0.009902    0.00909   0.003743         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    138/499      4.32G   0.009892   0.009089   0.003739         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    138/499      4.32G   0.009892   0.009089   0.003739         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.05it/s]
    138/499      4.32G   0.009877   0.009093   0.003722         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.05it/s]
    138/499      4.32G   0.009877   0.009093   0.003722         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.19it/s]
    138/499      4.32G    0.00988   0.009101   0.003725         68        640:  71%|#######   | 119/168 [00:23<00:09,  5.19it/s]
    138/499      4.32G    0.00988   0.009101   0.003725         68        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    138/499      4.32G   0.009869   0.009111   0.003703         70        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    138/499      4.32G   0.009869   0.009111   0.003703         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    138/499      4.32G   0.009868    0.00911   0.003701         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    138/499      4.32G   0.009868    0.00911   0.003701         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    138/499      4.32G   0.009859     0.0091   0.003698         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    138/499      4.32G   0.009859     0.0091   0.003698         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    138/499      4.32G   0.009852   0.009095   0.003715         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    138/499      4.32G   0.009852   0.009095   0.003715         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.13it/s]
    138/499      4.32G   0.009846   0.009088   0.003719         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.13it/s]
    138/499      4.32G   0.009846   0.009088   0.003719         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    138/499      4.32G   0.009839    0.00908   0.003731         67        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
    138/499      4.32G   0.009839    0.00908   0.003731         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    138/499      4.32G   0.009832   0.009066   0.003733         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    138/499      4.32G   0.009832   0.009066   0.003733         62        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    138/499      4.32G   0.009833   0.009072   0.003739         82        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    138/499      4.32G   0.009833   0.009072   0.003739         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
    138/499      4.32G   0.009835   0.009046   0.003725         48        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
    138/499      4.32G   0.009835   0.009046   0.003725         48        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
    138/499      4.32G   0.009824   0.009047    0.00373         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
    138/499      4.32G   0.009824   0.009047    0.00373         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    138/499      4.32G   0.009815   0.009046   0.003728         66        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    138/499      4.32G   0.009815   0.009046   0.003728         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    138/499      4.32G   0.009813   0.009049   0.003701         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    138/499      4.32G   0.009813   0.009049   0.003701         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    138/499      4.32G   0.009805   0.009049   0.003704         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    138/499      4.32G   0.009805   0.009049   0.003704         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    138/499      4.32G   0.009821   0.009046   0.003702         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    138/499      4.32G   0.009821   0.009046   0.003702         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    138/499      4.32G   0.009821    0.00904   0.003705         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    138/499      4.32G   0.009821    0.00904   0.003705         74        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    138/499      4.32G   0.009825   0.009021   0.003704         48        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
    138/499      4.32G   0.009825   0.009021   0.003704         48        640:  81%|########  | 136/168 [00:26<00:06,  5.07it/s]
    138/499      4.32G   0.009829   0.009012   0.003716         63        640:  81%|########  | 136/168 [00:26<00:06,  5.07it/s]
    138/499      4.32G   0.009829   0.009012   0.003716         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
    138/499      4.32G   0.009828   0.009003   0.003705         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.19it/s]
    138/499      4.32G   0.009828   0.009003   0.003705         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    138/499      4.32G    0.00982   0.009004   0.003703         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    138/499      4.32G    0.00982   0.009004   0.003703         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.09it/s]
    138/499      4.32G   0.009817    0.00901   0.003702         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.09it/s]
    138/499      4.32G   0.009817    0.00901   0.003702         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.16it/s]
    138/499      4.32G    0.00983   0.009022   0.003705         66        640:  83%|########3 | 140/168 [00:27<00:05,  5.16it/s]
    138/499      4.32G    0.00983   0.009022   0.003705         66        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
    138/499      4.32G   0.009826   0.009016   0.003719         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.26it/s]
    138/499      4.32G   0.009826   0.009016   0.003719         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    138/499      4.32G   0.009827    0.00901   0.003707         58        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    138/499      4.32G   0.009827    0.00901   0.003707         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    138/499      4.32G   0.009826   0.009007   0.003693         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    138/499      4.32G   0.009826   0.009007   0.003693         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    138/499      4.32G   0.009818   0.009006   0.003691         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    138/499      4.32G   0.009818   0.009006   0.003691         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    138/499      4.32G   0.009823   0.009022   0.003687         69        640:  86%|########6 | 145/168 [00:28<00:04,  5.18it/s]
    138/499      4.32G   0.009823   0.009022   0.003687         69        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    138/499      4.32G   0.009821   0.009038    0.00369         78        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    138/499      4.32G   0.009821   0.009038    0.00369         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    138/499      4.32G   0.009835   0.009033   0.003685         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    138/499      4.32G   0.009835   0.009033   0.003685         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    138/499      4.32G   0.009831   0.009036   0.003688         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    138/499      4.32G   0.009831   0.009036   0.003688         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
    138/499      4.32G   0.009867    0.00904   0.003677         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
    138/499      4.32G   0.009867    0.00904   0.003677         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    138/499      4.32G   0.009873   0.009027   0.003671         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    138/499      4.32G   0.009873   0.009027   0.003671         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    138/499      4.32G   0.009875   0.009018   0.003672         68        640:  90%|########9 | 151/168 [00:29<00:03,  5.19it/s]
    138/499      4.32G   0.009875   0.009018   0.003672         68        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    138/499      4.32G   0.009889   0.009017   0.003666         58        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    138/499      4.32G   0.009889   0.009017   0.003666         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    138/499      4.32G   0.009883   0.009015   0.003678         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    138/499      4.32G   0.009883   0.009015   0.003678         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    138/499      4.32G   0.009883   0.009018   0.003672         83        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    138/499      4.32G   0.009883   0.009018   0.003672         83        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    138/499      4.32G   0.009893    0.00903   0.003658         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    138/499      4.32G   0.009893    0.00903   0.003658         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    138/499      4.32G   0.009888   0.009025   0.003662         68        640:  93%|#########2| 156/168 [00:30<00:02,  5.35it/s]
    138/499      4.32G   0.009888   0.009025   0.003662         68        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    138/499      4.32G   0.009893   0.009019   0.003652         51        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    138/499      4.32G   0.009893   0.009019   0.003652         51        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    138/499      4.32G   0.009888   0.009027   0.003638         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    138/499      4.32G   0.009888   0.009027   0.003638         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    138/499      4.32G   0.009883   0.009047   0.003636         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    138/499      4.32G   0.009883   0.009047   0.003636         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.12it/s]
    138/499      4.32G   0.009886   0.009045   0.003621         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.12it/s]
    138/499      4.32G   0.009886   0.009045   0.003621         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    138/499      4.32G   0.009882   0.009033   0.003659         61        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    138/499      4.32G   0.009882   0.009033   0.003659         61        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    138/499      4.32G   0.009882   0.009044   0.003651         77        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    138/499      4.32G   0.009882   0.009044   0.003651         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    138/499      4.32G   0.009878   0.009046   0.003652         82        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    138/499      4.32G   0.009878   0.009046   0.003652         82        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    138/499      4.32G    0.00988   0.009041   0.003653         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    138/499      4.32G    0.00988   0.009041   0.003653         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
    138/499      4.32G   0.009874   0.009032   0.003642         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.28it/s]
    138/499      4.32G   0.009874   0.009032   0.003642         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    138/499      4.32G   0.009871    0.00904   0.003649         79        640:  99%|#########8| 166/168 [00:32<00:00,  5.18it/s]
    138/499      4.32G   0.009871    0.00904   0.003649         79        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
    138/499      4.32G    0.00988   0.009024   0.003677         22        640:  99%|#########9| 167/168 [00:32<00:00,  5.28it/s]
    138/499      4.32G    0.00988   0.009024   0.003677         22        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
    138/499      4.32G    0.00988   0.009024   0.003677         22        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.851      0.853      0.894      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    139/499      4.32G    0.01199    0.01048   0.004239         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
    139/499      4.32G    0.01199    0.01048   0.004239         71        640:   1%|          | 1/168 [00:00<00:35,  4.71it/s]
    139/499      4.32G    0.01174    0.00971   0.002987         59        640:   1%|          | 1/168 [00:00<00:35,  4.71it/s]
    139/499      4.32G    0.01174    0.00971   0.002987         59        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
    139/499      4.32G    0.01094   0.009499   0.002744         65        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
    139/499      4.32G    0.01094   0.009499   0.002744         65        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    139/499      4.32G    0.01036   0.008879   0.002098         57        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    139/499      4.32G    0.01036   0.008879   0.002098         57        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    139/499      4.32G    0.01023   0.008708   0.002505         62        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    139/499      4.32G    0.01023   0.008708   0.002505         62        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
    139/499      4.32G    0.01019   0.008793   0.002508         65        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
    139/499      4.32G    0.01019   0.008793   0.002508         65        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    139/499      4.32G    0.01031    0.00865   0.002544         62        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    139/499      4.32G    0.01031    0.00865   0.002544         62        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
    139/499      4.32G    0.01012   0.008416   0.002627         54        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
    139/499      4.32G    0.01012   0.008416   0.002627         54        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    139/499      4.32G    0.01001   0.008478   0.002424         69        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    139/499      4.32G    0.01001   0.008478   0.002424         69        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    139/499      4.32G   0.009991   0.008489   0.002522         67        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    139/499      4.32G   0.009991   0.008489   0.002522         67        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
    139/499      4.32G   0.009832   0.008441   0.002684         68        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
    139/499      4.32G   0.009832   0.008441   0.002684         68        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    139/499      4.32G   0.009798    0.00865    0.00274         71        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    139/499      4.32G   0.009798    0.00865    0.00274         71        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
    139/499      4.32G   0.009975   0.008818   0.002745         76        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
    139/499      4.32G   0.009975   0.008818   0.002745         76        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    139/499      4.32G   0.009982   0.009037   0.002822         75        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    139/499      4.32G   0.009982   0.009037   0.002822         75        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    139/499      4.32G   0.009928   0.009027   0.002675         79        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    139/499      4.32G   0.009928   0.009027   0.002675         79        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    139/499      4.32G    0.01005   0.009067   0.002638         76        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    139/499      4.32G    0.01005   0.009067   0.002638         76        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    139/499      4.32G    0.01014   0.009097   0.002728         65        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    139/499      4.32G    0.01014   0.009097   0.002728         65        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    139/499      4.32G    0.01013    0.00921   0.002833         68        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    139/499      4.32G    0.01013    0.00921   0.002833         68        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    139/499      4.32G    0.01013   0.009258   0.002802         81        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    139/499      4.32G    0.01013   0.009258   0.002802         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    139/499      4.32G    0.01012   0.009209   0.002717         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    139/499      4.32G    0.01012   0.009209   0.002717         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    139/499      4.32G     0.0101   0.009165   0.002789         69        640:  12%|#1        | 20/168 [00:04<00:27,  5.31it/s]
    139/499      4.32G     0.0101   0.009165   0.002789         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    139/499      4.32G    0.01004   0.009169   0.002771         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    139/499      4.32G    0.01004   0.009169   0.002771         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    139/499      4.32G    0.01007   0.009103    0.00275         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    139/499      4.32G    0.01007   0.009103    0.00275         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    139/499      4.32G    0.01003   0.009114   0.002773         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    139/499      4.32G    0.01003   0.009114   0.002773         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    139/499      4.32G   0.009992   0.009063   0.002735         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    139/499      4.32G   0.009992   0.009063   0.002735         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    139/499      4.32G   0.009993   0.009102   0.002705         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    139/499      4.32G   0.009993   0.009102   0.002705         69        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    139/499      4.32G    0.01001   0.009161   0.002668         75        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    139/499      4.32G    0.01001   0.009161   0.002668         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    139/499      4.32G    0.01003   0.009161   0.002735         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    139/499      4.32G    0.01003   0.009161   0.002735         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    139/499      4.32G    0.01007   0.009104   0.002856         54        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    139/499      4.32G    0.01007   0.009104   0.002856         54        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    139/499      4.32G    0.01003   0.009134    0.00286         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    139/499      4.32G    0.01003   0.009134    0.00286         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    139/499      4.32G    0.01002   0.009178   0.002853         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    139/499      4.32G    0.01002   0.009178   0.002853         79        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    139/499      4.32G    0.01013   0.009103   0.002971         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    139/499      4.32G    0.01013   0.009103   0.002971         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    139/499      4.32G     0.0101   0.009077   0.003146         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    139/499      4.32G     0.0101   0.009077   0.003146         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    139/499      4.32G    0.01007   0.009062   0.003179         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    139/499      4.32G    0.01007   0.009062   0.003179         79        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
    139/499      4.32G    0.01004     0.0091   0.003179         76        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
    139/499      4.32G    0.01004     0.0091   0.003179         76        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
    139/499      4.32G       0.01    0.00903    0.00316         66        640:  21%|##        | 35/168 [00:06<00:25,  5.20it/s]
    139/499      4.32G       0.01    0.00903    0.00316         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    139/499      4.32G   0.009996   0.009004   0.003232         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    139/499      4.32G   0.009996   0.009004   0.003232         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    139/499      4.32G   0.009998   0.009056   0.003188         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    139/499      4.32G   0.009998   0.009056   0.003188         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    139/499      4.32G   0.009985   0.009052   0.003182         83        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    139/499      4.32G   0.009985   0.009052   0.003182         83        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    139/499      4.32G   0.009954   0.009078   0.003195         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    139/499      4.32G   0.009954   0.009078   0.003195         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    139/499      4.32G   0.009944    0.00911   0.003245         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    139/499      4.32G   0.009944    0.00911   0.003245         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    139/499      4.32G   0.009972   0.009077    0.00324         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    139/499      4.32G   0.009972   0.009077    0.00324         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    139/499      4.32G   0.009935   0.009048   0.003221         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    139/499      4.32G   0.009935   0.009048   0.003221         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    139/499      4.32G   0.009908   0.009044   0.003223         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    139/499      4.32G   0.009908   0.009044   0.003223         83        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    139/499      4.32G   0.009883   0.009005   0.003209         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    139/499      4.32G   0.009883   0.009005   0.003209         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    139/499      4.32G   0.009879      0.009   0.003183         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    139/499      4.32G   0.009879      0.009   0.003183         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    139/499      4.32G   0.009837   0.008943   0.003194         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    139/499      4.32G   0.009837   0.008943   0.003194         60        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
    139/499      4.32G   0.009883   0.009003    0.00334         82        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    139/499      4.32G   0.009883   0.009003    0.00334         82        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    139/499      4.32G   0.009876   0.009004   0.003333         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    139/499      4.32G   0.009876   0.009004   0.003333         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    139/499      4.32G    0.00991   0.009021   0.003359         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    139/499      4.32G    0.00991   0.009021   0.003359         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    139/499      4.32G   0.009878    0.00901   0.003355         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    139/499      4.32G   0.009878    0.00901   0.003355         72        640:  30%|###       | 51/168 [00:09<00:22,  5.32it/s]
    139/499      4.32G   0.009881   0.009021   0.003303         75        640:  30%|###       | 51/168 [00:09<00:22,  5.32it/s]
    139/499      4.32G   0.009881   0.009021   0.003303         75        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
    139/499      4.32G   0.009884   0.009079   0.003302         80        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    139/499      4.32G   0.009884   0.009079   0.003302         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    139/499      4.32G   0.009844   0.009038   0.003373         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    139/499      4.32G   0.009844   0.009038   0.003373         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    139/499      4.32G   0.009865   0.009076   0.003352         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    139/499      4.32G   0.009865   0.009076   0.003352         82        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    139/499      4.32G   0.009877   0.009079   0.003331         70        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    139/499      4.32G   0.009877   0.009079   0.003331         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    139/499      4.32G   0.009878   0.009035   0.003305         52        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    139/499      4.32G   0.009878   0.009035   0.003305         52        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    139/499      4.32G   0.009848   0.009004   0.003367         62        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
    139/499      4.32G   0.009848   0.009004   0.003367         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    139/499      4.32G   0.009831   0.009006   0.003336         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    139/499      4.32G   0.009831   0.009006   0.003336         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    139/499      4.32G   0.009815   0.008974   0.003327         50        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    139/499      4.32G   0.009815   0.008974   0.003327         50        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    139/499      4.32G   0.009826   0.009005   0.003382         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    139/499      4.32G   0.009826   0.009005   0.003382         83        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    139/499      4.32G   0.009813   0.009005   0.003451         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    139/499      4.32G   0.009813   0.009005   0.003451         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    139/499      4.32G   0.009803   0.009026   0.003445         72        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    139/499      4.32G   0.009803   0.009026   0.003445         72        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    139/499      4.32G   0.009797   0.009004   0.003435         63        640:  38%|###7      | 63/168 [00:12<00:20,  5.23it/s]
    139/499      4.32G   0.009797   0.009004   0.003435         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    139/499      4.32G   0.009794   0.008966   0.003472         53        640:  38%|###8      | 64/168 [00:12<00:20,  5.13it/s]
    139/499      4.32G   0.009794   0.008966   0.003472         53        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    139/499      4.32G   0.009808   0.008984   0.003466         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    139/499      4.32G   0.009808   0.008984   0.003466         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    139/499      4.32G   0.009778    0.00895    0.00345         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    139/499      4.32G   0.009778    0.00895    0.00345         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    139/499      4.32G   0.009778   0.008937    0.00345         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    139/499      4.32G   0.009778   0.008937    0.00345         65        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
    139/499      4.32G    0.00979   0.008901   0.003451         59        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    139/499      4.32G    0.00979   0.008901   0.003451         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    139/499      4.32G   0.009787   0.008899   0.003438         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    139/499      4.32G   0.009787   0.008899   0.003438         69        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
    139/499      4.32G   0.009786    0.00888   0.003417         59        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
    139/499      4.32G   0.009786    0.00888   0.003417         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    139/499      4.32G   0.009759   0.008851   0.003437         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    139/499      4.32G   0.009759   0.008851   0.003437         59        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    139/499      4.32G   0.009768   0.008861   0.003491         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    139/499      4.32G   0.009768   0.008861   0.003491         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.09it/s]
    139/499      4.32G   0.009782   0.008882   0.003503         70        640:  43%|####3     | 73/168 [00:14<00:18,  5.09it/s]
    139/499      4.32G   0.009782   0.008882   0.003503         70        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    139/499      4.32G   0.009794   0.008911    0.00353         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    139/499      4.32G   0.009794   0.008911    0.00353         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    139/499      4.32G   0.009804    0.00892   0.003523         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    139/499      4.32G   0.009804    0.00892   0.003523         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    139/499      4.32G   0.009798   0.008893   0.003524         51        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    139/499      4.32G   0.009798   0.008893   0.003524         51        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
    139/499      4.32G   0.009795   0.008928   0.003548         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.21it/s]
    139/499      4.32G   0.009795   0.008928   0.003548         76        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
    139/499      4.32G   0.009789   0.008922   0.003554         66        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
    139/499      4.32G   0.009789   0.008922   0.003554         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    139/499      4.32G   0.009795   0.008933   0.003562         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    139/499      4.32G   0.009795   0.008933   0.003562         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    139/499      4.32G   0.009811   0.008948   0.003662         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    139/499      4.32G   0.009811   0.008948   0.003662         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
    139/499      4.32G   0.009805   0.008934   0.003648         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
    139/499      4.32G   0.009805   0.008934   0.003648         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
    139/499      4.32G   0.009818   0.008978   0.003645         98        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
    139/499      4.32G   0.009818   0.008978   0.003645         98        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
    139/499      4.32G   0.009807   0.008983   0.003641         82        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
    139/499      4.32G   0.009807   0.008983   0.003641         82        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    139/499      4.32G   0.009812   0.008978   0.003633         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    139/499      4.32G   0.009812   0.008978   0.003633         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    139/499      4.32G    0.00982   0.008975   0.003629         61        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    139/499      4.32G    0.00982   0.008975   0.003629         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    139/499      4.32G   0.009837   0.008996   0.003624         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    139/499      4.32G   0.009837   0.008996   0.003624         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    139/499      4.32G   0.009835   0.009002   0.003611         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    139/499      4.32G   0.009835   0.009002   0.003611         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
    139/499      4.32G   0.009852   0.009008   0.003683         66        640:  52%|#####2    | 88/168 [00:17<00:15,  5.15it/s]
    139/499      4.32G   0.009852   0.009008   0.003683         66        640:  53%|#####2    | 89/168 [00:17<00:15,  5.22it/s]
    139/499      4.32G   0.009843      0.009   0.003672         83        640:  53%|#####2    | 89/168 [00:17<00:15,  5.22it/s]
    139/499      4.32G   0.009843      0.009   0.003672         83        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    139/499      4.32G   0.009843   0.009001   0.003675         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    139/499      4.32G   0.009843   0.009001   0.003675         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    139/499      4.32G   0.009848   0.009021   0.003698         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    139/499      4.32G   0.009848   0.009021   0.003698         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
    139/499      4.32G    0.00985   0.009019   0.003724         87        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
    139/499      4.32G    0.00985   0.009019   0.003724         87        640:  55%|#####5    | 93/168 [00:17<00:14,  5.25it/s]
    139/499      4.32G   0.009849   0.009015   0.003734         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.25it/s]
    139/499      4.32G   0.009849   0.009015   0.003734         60        640:  56%|#####5    | 94/168 [00:17<00:14,  5.08it/s]
    139/499      4.32G    0.00986   0.009017     0.0037         57        640:  56%|#####5    | 94/168 [00:18<00:14,  5.08it/s]
    139/499      4.32G    0.00986   0.009017     0.0037         57        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
    139/499      4.32G    0.00986   0.008987   0.003708         52        640:  57%|#####6    | 95/168 [00:18<00:14,  5.18it/s]
    139/499      4.32G    0.00986   0.008987   0.003708         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    139/499      4.32G   0.009859   0.008983   0.003691         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    139/499      4.32G   0.009859   0.008983   0.003691         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.10it/s]
    139/499      4.32G   0.009876   0.008992   0.003683         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.10it/s]
    139/499      4.32G   0.009876   0.008992   0.003683         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
    139/499      4.32G   0.009872   0.008977   0.003707         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
    139/499      4.32G   0.009872   0.008977   0.003707         63        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    139/499      4.32G    0.00985   0.008947    0.00369         58        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
    139/499      4.32G    0.00985   0.008947    0.00369         58        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    139/499      4.32G   0.009837   0.008925   0.003702         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    139/499      4.32G   0.009837   0.008925   0.003702         57        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    139/499      4.32G   0.009835   0.008934   0.003752         67        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    139/499      4.32G   0.009835   0.008934   0.003752         67        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    139/499      4.32G   0.009841   0.008922   0.003766         56        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    139/499      4.32G   0.009841   0.008922   0.003766         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    139/499      4.32G   0.009843   0.008931   0.003753         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    139/499      4.32G   0.009843   0.008931   0.003753         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
    139/499      4.32G   0.009828   0.008926   0.003778         74        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
    139/499      4.32G   0.009828   0.008926   0.003778         74        640:  62%|######2   | 105/168 [00:20<00:12,  5.22it/s]
    139/499      4.32G   0.009823    0.00892    0.00377         53        640:  62%|######2   | 105/168 [00:20<00:12,  5.22it/s]
    139/499      4.32G   0.009823    0.00892    0.00377         53        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
    139/499      4.32G    0.00981   0.008923   0.003762         77        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
    139/499      4.32G    0.00981   0.008923   0.003762         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
    139/499      4.32G   0.009793   0.008937   0.003764         85        640:  64%|######3   | 107/168 [00:20<00:11,  5.20it/s]
    139/499      4.32G   0.009793   0.008937   0.003764         85        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    139/499      4.32G     0.0098   0.008949   0.003757         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    139/499      4.32G     0.0098   0.008949   0.003757         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    139/499      4.32G   0.009804   0.008947   0.003748         63        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
    139/499      4.32G   0.009804   0.008947   0.003748         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    139/499      4.32G   0.009799   0.008958   0.003759         85        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    139/499      4.32G   0.009799   0.008958   0.003759         85        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    139/499      4.32G   0.009812   0.008961   0.003752         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    139/499      4.32G   0.009812   0.008961   0.003752         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    139/499      4.32G   0.009807   0.008972   0.003742         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    139/499      4.32G   0.009807   0.008972   0.003742         80        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    139/499      4.32G   0.009799    0.00896   0.003748         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    139/499      4.32G   0.009799    0.00896   0.003748         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    139/499      4.32G     0.0098   0.008954   0.003738         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    139/499      4.32G     0.0098   0.008954   0.003738         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    139/499      4.32G   0.009825   0.008947   0.003727         53        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    139/499      4.32G   0.009825   0.008947   0.003727         53        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    139/499      4.32G   0.009837   0.008967   0.003735         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    139/499      4.32G   0.009837   0.008967   0.003735         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    139/499      4.32G   0.009837    0.00895   0.003743         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    139/499      4.32G   0.009837    0.00895   0.003743         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    139/499      4.32G   0.009832   0.008942   0.003713         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    139/499      4.32G   0.009832   0.008942   0.003713         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.18it/s]
    139/499      4.32G   0.009829    0.00894   0.003705         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.18it/s]
    139/499      4.32G   0.009829    0.00894   0.003705         69        640:  71%|#######1  | 120/168 [00:22<00:09,  5.29it/s]
    139/499      4.32G   0.009841   0.008927   0.003713         55        640:  71%|#######1  | 120/168 [00:23<00:09,  5.29it/s]
    139/499      4.32G   0.009841   0.008927   0.003713         55        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    139/499      4.32G   0.009835   0.008926    0.00369         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    139/499      4.32G   0.009835   0.008926    0.00369         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    139/499      4.32G   0.009827   0.008922   0.003699         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    139/499      4.32G   0.009827   0.008922   0.003699         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    139/499      4.32G   0.009814   0.008916   0.003707         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    139/499      4.32G   0.009814   0.008916   0.003707         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    139/499      4.32G   0.009805    0.00893   0.003704         86        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    139/499      4.32G   0.009805    0.00893   0.003704         86        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    139/499      4.32G   0.009803   0.008922   0.003698         63        640:  74%|#######4  | 125/168 [00:24<00:08,  5.27it/s]
    139/499      4.32G   0.009803   0.008922   0.003698         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    139/499      4.32G   0.009804   0.008896   0.003682         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    139/499      4.32G   0.009804   0.008896   0.003682         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
    139/499      4.32G   0.009802   0.008906    0.00369         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
    139/499      4.32G   0.009802   0.008906    0.00369         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    139/499      4.32G   0.009801   0.008898   0.003676         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    139/499      4.32G   0.009801   0.008898   0.003676         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    139/499      4.32G   0.009808   0.008885   0.003659         46        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    139/499      4.32G   0.009808   0.008885   0.003659         46        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    139/499      4.32G   0.009809   0.008875   0.003653         72        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    139/499      4.32G   0.009809   0.008875   0.003653         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.16it/s]
    139/499      4.32G   0.009809   0.008876   0.003662         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.16it/s]
    139/499      4.32G   0.009809   0.008876   0.003662         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    139/499      4.32G    0.00981   0.008872   0.003652         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    139/499      4.32G    0.00981   0.008872   0.003652         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    139/499      4.32G   0.009809   0.008878   0.003637         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    139/499      4.32G   0.009809   0.008878   0.003637         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
    139/499      4.32G   0.009808   0.008866   0.003625         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.18it/s]
    139/499      4.32G   0.009808   0.008866   0.003625         59        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    139/499      4.32G   0.009807   0.008872   0.003613         81        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
    139/499      4.32G   0.009807   0.008872   0.003613         81        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    139/499      4.32G   0.009817   0.008872   0.003599         62        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    139/499      4.32G   0.009817   0.008872   0.003599         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    139/499      4.32G   0.009811   0.008859   0.003619         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.20it/s]
    139/499      4.32G   0.009811   0.008859   0.003619         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    139/499      4.32G   0.009808   0.008867   0.003616         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.26it/s]
    139/499      4.32G   0.009808   0.008867   0.003616         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.09it/s]
    139/499      4.32G   0.009802   0.008873   0.003631         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.09it/s]
    139/499      4.32G   0.009802   0.008873   0.003631         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.14it/s]
    139/499      4.32G    0.00979   0.008872   0.003618         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.14it/s]
    139/499      4.32G    0.00979   0.008872   0.003618         71        640:  84%|########3 | 141/168 [00:26<00:05,  5.20it/s]
    139/499      4.32G   0.009791   0.008877   0.003633         69        640:  84%|########3 | 141/168 [00:27<00:05,  5.20it/s]
    139/499      4.32G   0.009791   0.008877   0.003633         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.07it/s]
    139/499      4.32G   0.009797   0.008874   0.003623         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.07it/s]
    139/499      4.32G   0.009797   0.008874   0.003623         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.18it/s]
    139/499      4.32G    0.00979   0.008871   0.003604         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.18it/s]
    139/499      4.32G    0.00979   0.008871   0.003604         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    139/499      4.32G   0.009785   0.008872   0.003589         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    139/499      4.32G   0.009785   0.008872   0.003589         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.09it/s]
    139/499      4.32G   0.009794   0.008872   0.003579         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.09it/s]
    139/499      4.32G   0.009794   0.008872   0.003579         57        640:  87%|########6 | 146/168 [00:27<00:04,  5.17it/s]
    139/499      4.32G   0.009787   0.008883     0.0036         77        640:  87%|########6 | 146/168 [00:28<00:04,  5.17it/s]
    139/499      4.32G   0.009787   0.008883     0.0036         77        640:  88%|########7 | 147/168 [00:28<00:04,  5.21it/s]
    139/499      4.32G   0.009791   0.008881   0.003596         67        640:  88%|########7 | 147/168 [00:28<00:04,  5.21it/s]
    139/499      4.32G   0.009791   0.008881   0.003596         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    139/499      4.32G   0.009796   0.008876   0.003589         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    139/499      4.32G   0.009796   0.008876   0.003589         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    139/499      4.32G   0.009794   0.008876   0.003598         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    139/499      4.32G   0.009794   0.008876   0.003598         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    139/499      4.32G   0.009797   0.008871   0.003618         49        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    139/499      4.32G   0.009797   0.008871   0.003618         49        640:  90%|########9 | 151/168 [00:28<00:03,  5.11it/s]
    139/499      4.32G   0.009804   0.008871   0.003636         66        640:  90%|########9 | 151/168 [00:29<00:03,  5.11it/s]
    139/499      4.32G   0.009804   0.008871   0.003636         66        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    139/499      4.32G   0.009809    0.00886   0.003621         46        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    139/499      4.32G   0.009809    0.00886   0.003621         46        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    139/499      4.32G   0.009801   0.008848   0.003633         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    139/499      4.32G   0.009801   0.008848   0.003633         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    139/499      4.32G   0.009797   0.008848   0.003631         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    139/499      4.32G   0.009797   0.008848   0.003631         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    139/499      4.32G   0.009794   0.008853   0.003628         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    139/499      4.32G   0.009794   0.008853   0.003628         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    139/499      4.32G   0.009801   0.008854    0.00363         60        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
    139/499      4.32G   0.009801   0.008854    0.00363         60        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    139/499      4.32G   0.009798   0.008845   0.003625         56        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    139/499      4.32G   0.009798   0.008845   0.003625         56        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    139/499      4.32G   0.009804   0.008851    0.00362         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    139/499      4.32G   0.009804   0.008851    0.00362         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    139/499      4.32G   0.009807   0.008861   0.003604         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    139/499      4.32G   0.009807   0.008861   0.003604         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    139/499      4.32G    0.00981   0.008852   0.003599         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    139/499      4.32G    0.00981   0.008852   0.003599         61        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    139/499      4.32G   0.009806   0.008854   0.003586         67        640:  96%|#########5| 161/168 [00:31<00:01,  5.27it/s]
    139/499      4.32G   0.009806   0.008854   0.003586         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    139/499      4.32G   0.009806   0.008842   0.003596         48        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    139/499      4.32G   0.009806   0.008842   0.003596         48        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    139/499      4.32G   0.009815   0.008849   0.003622         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    139/499      4.32G   0.009815   0.008849   0.003622         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    139/499      4.32G   0.009817   0.008851   0.003629         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    139/499      4.32G   0.009817   0.008851   0.003629         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    139/499      4.32G   0.009812   0.008841   0.003618         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    139/499      4.32G   0.009812   0.008841   0.003618         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.12it/s]
    139/499      4.32G   0.009815   0.008847   0.003617         86        640:  99%|#########8| 166/168 [00:31<00:00,  5.12it/s]
    139/499      4.32G   0.009815   0.008847   0.003617         86        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    139/499      4.32G   0.009821   0.008875   0.003617         46        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    139/499      4.32G   0.009821   0.008875   0.003617         46        640: 100%|##########| 168/168 [00:32<00:00,  5.38it/s]
    139/499      4.32G   0.009821   0.008875   0.003617         46        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.845      0.857      0.895      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    140/499      4.32G    0.01003    0.00801   0.002199         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
    140/499      4.32G    0.01003    0.00801   0.002199         64        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
    140/499      4.32G    0.01002   0.008132    0.00275         67        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
    140/499      4.32G    0.01002   0.008132    0.00275         67        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    140/499      4.32G    0.01005   0.008135   0.002455         62        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    140/499      4.32G    0.01005   0.008135   0.002455         62        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    140/499      4.32G     0.0103   0.008198   0.002464         67        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    140/499      4.32G     0.0103   0.008198   0.002464         67        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    140/499      4.32G    0.01016   0.008523   0.002587         74        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    140/499      4.32G    0.01016   0.008523   0.002587         74        640:   3%|2         | 5/168 [00:00<00:31,  5.18it/s]
    140/499      4.32G    0.01015   0.008683   0.002416         73        640:   3%|2         | 5/168 [00:01<00:31,  5.18it/s]
    140/499      4.32G    0.01015   0.008683   0.002416         73        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
    140/499      4.32G    0.01017   0.008472   0.002395         62        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
    140/499      4.32G    0.01017   0.008472   0.002395         62        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    140/499      4.32G    0.01018   0.008609   0.002361         68        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    140/499      4.32G    0.01018   0.008609   0.002361         68        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    140/499      4.32G    0.01005   0.008514   0.002266         58        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    140/499      4.32G    0.01005   0.008514   0.002266         58        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    140/499      4.32G   0.009931    0.00872   0.002313         69        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    140/499      4.32G   0.009931    0.00872   0.002313         69        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    140/499      4.32G    0.00985   0.008566   0.002513         62        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    140/499      4.32G    0.00985   0.008566   0.002513         62        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    140/499      4.32G   0.009856   0.008566   0.002511         63        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    140/499      4.32G   0.009856   0.008566   0.002511         63        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    140/499      4.32G   0.009771   0.008573   0.002531         73        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    140/499      4.32G   0.009771   0.008573   0.002531         73        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    140/499      4.32G     0.0097   0.008641   0.002596         80        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    140/499      4.32G     0.0097   0.008641   0.002596         80        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    140/499      4.32G   0.009642   0.008642   0.002791         90        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    140/499      4.32G   0.009642   0.008642   0.002791         90        640:   9%|8         | 15/168 [00:02<00:29,  5.23it/s]
    140/499      4.32G   0.009771   0.008744   0.002748         69        640:   9%|8         | 15/168 [00:03<00:29,  5.23it/s]
    140/499      4.32G   0.009771   0.008744   0.002748         69        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
    140/499      4.32G   0.009873   0.008892   0.002762         69        640:  10%|9         | 16/168 [00:03<00:29,  5.10it/s]
    140/499      4.32G   0.009873   0.008892   0.002762         69        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
    140/499      4.32G   0.009969   0.008934   0.002727         66        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
    140/499      4.32G   0.009969   0.008934   0.002727         66        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    140/499      4.32G    0.01005   0.008975   0.002835         64        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    140/499      4.32G    0.01005   0.008975   0.002835         64        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    140/499      4.32G    0.01003   0.008952   0.003071         67        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    140/499      4.32G    0.01003   0.008952   0.003071         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.20it/s]
    140/499      4.32G    0.01008   0.009088   0.003121         67        640:  12%|#1        | 20/168 [00:04<00:28,  5.20it/s]
    140/499      4.32G    0.01008   0.009088   0.003121         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    140/499      4.32G    0.01007   0.009106   0.003134         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    140/499      4.32G    0.01007   0.009106   0.003134         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    140/499      4.32G    0.01006   0.009077   0.003138         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    140/499      4.32G    0.01006   0.009077   0.003138         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    140/499      4.32G    0.01003   0.009093   0.003061         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    140/499      4.32G    0.01003   0.009093   0.003061         65        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    140/499      4.32G   0.009999   0.009185    0.00308         73        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    140/499      4.32G   0.009999   0.009185    0.00308         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
    140/499      4.32G    0.01003   0.009142   0.003089         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.12it/s]
    140/499      4.32G    0.01003   0.009142   0.003089         55        640:  15%|#5        | 26/168 [00:04<00:27,  5.22it/s]
    140/499      4.32G   0.009982    0.00911   0.003205         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.22it/s]
    140/499      4.32G   0.009982    0.00911   0.003205         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    140/499      4.32G    0.01002    0.00917   0.003298         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    140/499      4.32G    0.01002    0.00917   0.003298         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.09it/s]
    140/499      4.32G   0.009986   0.009153   0.003194         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.09it/s]
    140/499      4.32G   0.009986   0.009153   0.003194         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    140/499      4.32G   0.009947   0.009104   0.003301         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    140/499      4.32G   0.009947   0.009104   0.003301         58        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    140/499      4.32G   0.009968   0.009133    0.00326         72        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    140/499      4.32G   0.009968   0.009133    0.00326         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
    140/499      4.32G   0.009949   0.009098   0.003371         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
    140/499      4.32G   0.009949   0.009098   0.003371         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    140/499      4.32G   0.009901   0.009095   0.003434         79        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    140/499      4.32G   0.009901   0.009095   0.003434         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    140/499      4.32G   0.009872   0.009084   0.003373         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    140/499      4.32G   0.009872   0.009084   0.003373         70        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    140/499      4.32G   0.009837   0.009057   0.003309         64        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    140/499      4.32G   0.009837   0.009057   0.003309         64        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    140/499      4.32G   0.009813   0.009031   0.003364         77        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    140/499      4.32G   0.009813   0.009031   0.003364         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    140/499      4.32G    0.00983   0.009106   0.003309         90        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    140/499      4.32G    0.00983   0.009106   0.003309         90        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    140/499      4.32G    0.00983   0.009048    0.00331         56        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    140/499      4.32G    0.00983   0.009048    0.00331         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    140/499      4.32G   0.009792   0.009016   0.003326         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    140/499      4.32G   0.009792   0.009016   0.003326         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    140/499      4.32G   0.009766    0.00898   0.003357         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    140/499      4.32G   0.009766    0.00898   0.003357         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    140/499      4.32G   0.009783   0.009071   0.003387         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    140/499      4.32G   0.009783   0.009071   0.003387         80        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    140/499      4.32G   0.009801   0.009055   0.003383         61        640:  24%|##4       | 41/168 [00:08<00:24,  5.25it/s]
    140/499      4.32G   0.009801   0.009055   0.003383         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    140/499      4.32G   0.009817   0.009049   0.003422         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    140/499      4.32G   0.009817   0.009049   0.003422         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    140/499      4.32G   0.009843   0.009091   0.003402         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    140/499      4.32G   0.009843   0.009091   0.003402         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    140/499      4.32G   0.009824   0.009085   0.003393         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    140/499      4.32G   0.009824   0.009085   0.003393         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    140/499      4.32G   0.009855    0.00912   0.003414         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    140/499      4.32G   0.009855    0.00912   0.003414         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    140/499      4.32G   0.009846   0.009101   0.003369         63        640:  27%|##7       | 46/168 [00:09<00:23,  5.17it/s]
    140/499      4.32G   0.009846   0.009101   0.003369         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    140/499      4.32G   0.009863   0.009092   0.003374         60        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    140/499      4.32G   0.009863   0.009092   0.003374         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    140/499      4.32G   0.009845   0.009108   0.003372         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    140/499      4.32G   0.009845   0.009108   0.003372         75        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    140/499      4.32G   0.009815   0.009101   0.003375         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    140/499      4.32G   0.009815   0.009101   0.003375         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    140/499      4.32G   0.009808   0.009093   0.003322         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    140/499      4.32G   0.009808   0.009093   0.003322         69        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    140/499      4.32G   0.009813   0.009094   0.003322         73        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    140/499      4.32G   0.009813   0.009094   0.003322         73        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    140/499      4.32G   0.009813    0.00905   0.003316         61        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    140/499      4.32G   0.009813    0.00905   0.003316         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    140/499      4.32G   0.009812   0.009079   0.003349         82        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    140/499      4.32G   0.009812   0.009079   0.003349         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    140/499      4.32G   0.009796   0.009035   0.003291         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    140/499      4.32G   0.009796   0.009035   0.003291         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    140/499      4.32G     0.0098   0.009034   0.003265         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    140/499      4.32G     0.0098   0.009034   0.003265         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    140/499      4.32G   0.009807   0.009053   0.003254         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    140/499      4.32G   0.009807   0.009053   0.003254         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    140/499      4.32G   0.009786   0.009039    0.00332         68        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
    140/499      4.32G   0.009786   0.009039    0.00332         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
    140/499      4.32G   0.009786   0.009033   0.003274         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.12it/s]
    140/499      4.32G   0.009786   0.009033   0.003274         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    140/499      4.32G   0.009779   0.008997    0.00323         52        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    140/499      4.32G   0.009779   0.008997    0.00323         52        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    140/499      4.32G   0.009797   0.009003   0.003197         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    140/499      4.32G   0.009797   0.009003   0.003197         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    140/499      4.32G   0.009787   0.008973     0.0032         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    140/499      4.32G   0.009787   0.008973     0.0032         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
    140/499      4.32G   0.009801   0.008987   0.003231         76        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
    140/499      4.32G   0.009801   0.008987   0.003231         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    140/499      4.32G   0.009826    0.00902   0.003202         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    140/499      4.32G   0.009826    0.00902   0.003202         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    140/499      4.32G   0.009828   0.009026   0.003191         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    140/499      4.32G   0.009828   0.009026   0.003191         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    140/499      4.32G   0.009815   0.009009   0.003217         59        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    140/499      4.32G   0.009815   0.009009   0.003217         59        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
    140/499      4.32G   0.009826    0.00902   0.003201         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.26it/s]
    140/499      4.32G   0.009826    0.00902   0.003201         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    140/499      4.32G   0.009835   0.009011   0.003184         60        640:  40%|###9      | 67/168 [00:13<00:19,  5.14it/s]
    140/499      4.32G   0.009835   0.009011   0.003184         60        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    140/499      4.32G   0.009884    0.00897   0.003402         51        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    140/499      4.32G   0.009884    0.00897   0.003402         51        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    140/499      4.32G   0.009896    0.00898    0.00337         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    140/499      4.32G   0.009896    0.00898    0.00337         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    140/499      4.32G   0.009905   0.008978   0.003346         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    140/499      4.32G   0.009905   0.008978   0.003346         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    140/499      4.32G   0.009893   0.008946   0.003327         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    140/499      4.32G   0.009893   0.008946   0.003327         62        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    140/499      4.32G   0.009921   0.008927   0.003352         56        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    140/499      4.32G   0.009921   0.008927   0.003352         56        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    140/499      4.32G   0.009915   0.008919   0.003412         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    140/499      4.32G   0.009915   0.008919   0.003412         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    140/499      4.32G   0.009904   0.008906   0.003393         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    140/499      4.32G   0.009904   0.008906   0.003393         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    140/499      4.32G   0.009923   0.008927   0.003385         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    140/499      4.32G   0.009923   0.008927   0.003385         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    140/499      4.32G   0.009924   0.008918   0.003358         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    140/499      4.32G   0.009924   0.008918   0.003358         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    140/499      4.32G   0.009922   0.008905   0.003382         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    140/499      4.32G   0.009922   0.008905   0.003382         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    140/499      4.32G   0.009932   0.008873   0.003398         53        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    140/499      4.32G   0.009932   0.008873   0.003398         53        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    140/499      4.32G   0.009942   0.008859   0.003389         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    140/499      4.32G   0.009942   0.008859   0.003389         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    140/499      4.32G   0.009939   0.008895   0.003369         83        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    140/499      4.32G   0.009939   0.008895   0.003369         83        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    140/499      4.32G   0.009935   0.008871   0.003335         44        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    140/499      4.32G   0.009935   0.008871   0.003335         44        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    140/499      4.32G   0.009943   0.008865   0.003304         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    140/499      4.32G   0.009943   0.008865   0.003304         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    140/499      4.32G    0.00995   0.008877   0.003304         62        640:  49%|####9     | 83/168 [00:16<00:16,  5.26it/s]
    140/499      4.32G    0.00995   0.008877   0.003304         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    140/499      4.32G    0.00994   0.008876   0.003329         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    140/499      4.32G    0.00994   0.008876   0.003329         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    140/499      4.32G   0.009944   0.008883   0.003294         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    140/499      4.32G   0.009944   0.008883   0.003294         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    140/499      4.32G    0.00993   0.008861   0.003294         54        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    140/499      4.32G    0.00993   0.008861   0.003294         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    140/499      4.32G   0.009917   0.008855    0.00333         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    140/499      4.32G   0.009917   0.008855    0.00333         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    140/499      4.32G   0.009922   0.008866   0.003338         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    140/499      4.32G   0.009922   0.008866   0.003338         77        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    140/499      4.32G   0.009939   0.008871   0.003343         73        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    140/499      4.32G   0.009939   0.008871   0.003343         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    140/499      4.32G   0.009943   0.008872   0.003326         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    140/499      4.32G   0.009943   0.008872   0.003326         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    140/499      4.32G   0.009939   0.008889   0.003369         78        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    140/499      4.32G   0.009939   0.008889   0.003369         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    140/499      4.32G   0.009944   0.008875   0.003386         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    140/499      4.32G   0.009944   0.008875   0.003386         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    140/499      4.32G   0.009936   0.008863   0.003396         61        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    140/499      4.32G   0.009936   0.008863   0.003396         61        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    140/499      4.32G   0.009941   0.008856   0.003385         65        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
    140/499      4.32G   0.009941   0.008856   0.003385         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    140/499      4.32G   0.009935   0.008871   0.003359         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    140/499      4.32G   0.009935   0.008871   0.003359         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    140/499      4.32G   0.009933   0.008888   0.003354         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    140/499      4.32G   0.009933   0.008888   0.003354         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    140/499      4.32G   0.009926   0.008883   0.003338         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    140/499      4.32G   0.009926   0.008883   0.003338         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    140/499      4.32G    0.00992   0.008882   0.003341         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    140/499      4.32G    0.00992   0.008882   0.003341         72        640:  59%|#####8    | 99/168 [00:18<00:13,  5.25it/s]
    140/499      4.32G   0.009922    0.00888   0.003344         61        640:  59%|#####8    | 99/168 [00:19<00:13,  5.25it/s]
    140/499      4.32G   0.009922    0.00888   0.003344         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    140/499      4.32G   0.009923   0.008878   0.003345         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    140/499      4.32G   0.009923   0.008878   0.003345         67        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    140/499      4.32G   0.009914   0.008866   0.003348         69        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    140/499      4.32G   0.009914   0.008866   0.003348         69        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    140/499      4.32G   0.009915   0.008867   0.003386         57        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    140/499      4.32G   0.009915   0.008867   0.003386         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    140/499      4.32G   0.009926   0.008852   0.003394         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    140/499      4.32G   0.009926   0.008852   0.003394         56        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    140/499      4.32G    0.00992   0.008856   0.003394         59        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    140/499      4.32G    0.00992   0.008856   0.003394         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    140/499      4.32G   0.009915   0.008853   0.003442         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    140/499      4.32G   0.009915   0.008853   0.003442         72        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    140/499      4.32G   0.009934   0.008855   0.003445         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    140/499      4.32G   0.009934   0.008855   0.003445         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    140/499      4.32G   0.009928   0.008847   0.003431         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    140/499      4.32G   0.009928   0.008847   0.003431         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    140/499      4.32G   0.009922    0.00885   0.003426         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    140/499      4.32G   0.009922    0.00885   0.003426         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    140/499      4.32G   0.009927   0.008854   0.003425         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    140/499      4.32G   0.009927   0.008854   0.003425         71        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
    140/499      4.32G   0.009928    0.00888   0.003408         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    140/499      4.32G   0.009928    0.00888   0.003408         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
    140/499      4.32G   0.009923   0.008884   0.003407         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
    140/499      4.32G   0.009923   0.008884   0.003407         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
    140/499      4.32G   0.009912    0.00887   0.003428         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
    140/499      4.32G   0.009912    0.00887   0.003428         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.13it/s]
    140/499      4.32G   0.009908   0.008873   0.003423         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.13it/s]
    140/499      4.32G   0.009908   0.008873   0.003423         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.18it/s]
    140/499      4.32G   0.009906   0.008873   0.003424         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.18it/s]
    140/499      4.32G   0.009906   0.008873   0.003424         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.08it/s]
    140/499      4.32G   0.009896   0.008852   0.003427         54        640:  68%|######8   | 115/168 [00:22<00:10,  5.08it/s]
    140/499      4.32G   0.009896   0.008852   0.003427         54        640:  69%|######9   | 116/168 [00:22<00:10,  5.19it/s]
    140/499      4.32G   0.009896    0.00886   0.003415         67        640:  69%|######9   | 116/168 [00:22<00:10,  5.19it/s]
    140/499      4.32G   0.009896    0.00886   0.003415         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    140/499      4.32G   0.009894   0.008856   0.003425         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    140/499      4.32G   0.009894   0.008856   0.003425         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    140/499      4.32G   0.009912   0.008875   0.003447         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    140/499      4.32G   0.009912   0.008875   0.003447         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    140/499      4.32G   0.009922   0.008877   0.003447         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    140/499      4.32G   0.009922   0.008877   0.003447         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    140/499      4.32G   0.009929   0.008904   0.003433         74        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
    140/499      4.32G   0.009929   0.008904   0.003433         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    140/499      4.32G   0.009919   0.008891   0.003428         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    140/499      4.32G   0.009919   0.008891   0.003428         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    140/499      4.32G   0.009916   0.008889   0.003447         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    140/499      4.32G   0.009916   0.008889   0.003447         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    140/499      4.32G   0.009927   0.008882   0.003426         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    140/499      4.32G   0.009927   0.008882   0.003426         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    140/499      4.32G   0.009928    0.00888   0.003457         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.14it/s]
    140/499      4.32G   0.009928    0.00888   0.003457         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.22it/s]
    140/499      4.32G   0.009935   0.008896   0.003451         71        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
    140/499      4.32G   0.009935   0.008896   0.003451         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    140/499      4.32G   0.009952   0.008881   0.003441         49        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    140/499      4.32G   0.009952   0.008881   0.003441         49        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    140/499      4.32G   0.009949   0.008867    0.00345         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    140/499      4.32G   0.009949   0.008867    0.00345         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    140/499      4.32G    0.00995   0.008871   0.003439         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    140/499      4.32G    0.00995   0.008871   0.003439         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    140/499      4.32G   0.009941   0.008848   0.003449         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    140/499      4.32G   0.009941   0.008848   0.003449         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    140/499      4.32G   0.009936   0.008839   0.003454         63        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
    140/499      4.32G   0.009936   0.008839   0.003454         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    140/499      4.32G   0.009945   0.008847   0.003469         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    140/499      4.32G   0.009945   0.008847   0.003469         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    140/499      4.32G   0.009952   0.008839   0.003483         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    140/499      4.32G   0.009952   0.008839   0.003483         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    140/499      4.32G   0.009951   0.008843   0.003477         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    140/499      4.32G   0.009951   0.008843   0.003477         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    140/499      4.32G    0.00995   0.008831    0.00347         55        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    140/499      4.32G    0.00995   0.008831    0.00347         55        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    140/499      4.32G   0.009943   0.008822    0.00348         64        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    140/499      4.32G   0.009943   0.008822    0.00348         64        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    140/499      4.32G   0.009942   0.008819   0.003469         73        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    140/499      4.32G   0.009942   0.008819   0.003469         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    140/499      4.32G   0.009934   0.008803   0.003493         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    140/499      4.32G   0.009934   0.008803   0.003493         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    140/499      4.32G   0.009934   0.008823   0.003505         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    140/499      4.32G   0.009934   0.008823   0.003505         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    140/499      4.32G   0.009938   0.008807   0.003501         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    140/499      4.32G   0.009938   0.008807   0.003501         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    140/499      4.32G   0.009937   0.008805   0.003509         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    140/499      4.32G   0.009937   0.008805   0.003509         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    140/499      4.32G   0.009921   0.008805   0.003523         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.38it/s]
    140/499      4.32G   0.009921   0.008805   0.003523         71        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    140/499      4.32G   0.009916   0.008792   0.003524         64        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    140/499      4.32G   0.009916   0.008792   0.003524         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    140/499      4.32G   0.009913     0.0088   0.003545         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    140/499      4.32G   0.009913     0.0088   0.003545         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    140/499      4.32G   0.009909   0.008803   0.003559         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    140/499      4.32G   0.009909   0.008803   0.003559         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    140/499      4.32G   0.009912   0.008807   0.003549         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    140/499      4.32G   0.009912   0.008807   0.003549         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    140/499      4.32G   0.009913   0.008799    0.00354         63        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
    140/499      4.32G   0.009913   0.008799    0.00354         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    140/499      4.32G   0.009917   0.008799   0.003571         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    140/499      4.32G   0.009917   0.008799   0.003571         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    140/499      4.32G   0.009924   0.008789   0.003583         51        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    140/499      4.32G   0.009924   0.008789   0.003583         51        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    140/499      4.32G   0.009929     0.0088   0.003594         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    140/499      4.32G   0.009929     0.0088   0.003594         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    140/499      4.32G   0.009923   0.008806   0.003591         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    140/499      4.32G   0.009923   0.008806   0.003591         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    140/499      4.32G   0.009919   0.008801   0.003591         73        640:  90%|########9 | 151/168 [00:29<00:03,  5.16it/s]
    140/499      4.32G   0.009919   0.008801   0.003591         73        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    140/499      4.32G   0.009917   0.008792   0.003583         61        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    140/499      4.32G   0.009917   0.008792   0.003583         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    140/499      4.32G   0.009922   0.008804   0.003581         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    140/499      4.32G   0.009922   0.008804   0.003581         82        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    140/499      4.32G   0.009922     0.0088   0.003578         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    140/499      4.32G   0.009922     0.0088   0.003578         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    140/499      4.32G   0.009927   0.008811   0.003591         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    140/499      4.32G   0.009927   0.008811   0.003591         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    140/499      4.32G   0.009929    0.00881   0.003589         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    140/499      4.32G   0.009929    0.00881   0.003589         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    140/499      4.32G   0.009928   0.008817    0.00359         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    140/499      4.32G   0.009928   0.008817    0.00359         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    140/499      4.32G    0.00992   0.008818   0.003575         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    140/499      4.32G    0.00992   0.008818   0.003575         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    140/499      4.32G    0.00992   0.008823   0.003568         87        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    140/499      4.32G    0.00992   0.008823   0.003568         87        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    140/499      4.32G   0.009918   0.008813   0.003568         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    140/499      4.32G   0.009918   0.008813   0.003568         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    140/499      4.32G   0.009912   0.008811   0.003557         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    140/499      4.32G   0.009912   0.008811   0.003557         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    140/499      4.32G   0.009914   0.008824   0.003547         86        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
    140/499      4.32G   0.009914   0.008824   0.003547         86        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    140/499      4.32G   0.009914   0.008824   0.003543         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    140/499      4.32G   0.009914   0.008824   0.003543         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    140/499      4.32G   0.009921    0.00882   0.003566         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    140/499      4.32G   0.009921    0.00882   0.003566         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    140/499      4.32G   0.009918   0.008824   0.003563         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    140/499      4.32G   0.009918   0.008824   0.003563         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    140/499      4.32G   0.009915    0.00882   0.003556         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    140/499      4.32G   0.009915    0.00882   0.003556         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    140/499      4.32G   0.009909   0.008815   0.003551         28        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
    140/499      4.32G   0.009909   0.008815   0.003551         28        640: 100%|##########| 168/168 [00:32<00:00,  5.45it/s]
    140/499      4.32G   0.009909   0.008815   0.003551         28        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.837      0.863      0.877      0.755

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    141/499      4.32G    0.01316   0.007974   0.002137         48        640:   0%|          | 0/168 [00:00<?, ?it/s]
    141/499      4.32G    0.01316   0.007974   0.002137         48        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    141/499      4.32G    0.01168   0.009236    0.00253         81        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    141/499      4.32G    0.01168   0.009236    0.00253         81        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    141/499      4.32G    0.01106   0.008573   0.002806         58        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    141/499      4.32G    0.01106   0.008573   0.002806         58        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    141/499      4.32G    0.01084   0.009161   0.003222         82        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    141/499      4.32G    0.01084   0.009161   0.003222         82        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    141/499      4.32G    0.01081   0.008719   0.004018         61        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    141/499      4.32G    0.01081   0.008719   0.004018         61        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    141/499      4.32G     0.0107   0.009369   0.003944         96        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    141/499      4.32G     0.0107   0.009369   0.003944         96        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    141/499      4.32G    0.01068   0.009404    0.00399         64        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    141/499      4.32G    0.01068   0.009404    0.00399         64        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    141/499      4.32G    0.01082   0.009305    0.00384         60        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    141/499      4.32G    0.01082   0.009305    0.00384         60        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    141/499      4.32G    0.01073   0.009158   0.003921         61        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    141/499      4.32G    0.01073   0.009158   0.003921         61        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    141/499      4.32G    0.01089   0.009128   0.004267         56        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    141/499      4.32G    0.01089   0.009128   0.004267         56        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    141/499      4.32G    0.01086   0.009257   0.004208         72        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    141/499      4.32G    0.01086   0.009257   0.004208         72        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    141/499      4.32G    0.01089   0.009322   0.004284         72        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    141/499      4.32G    0.01089   0.009322   0.004284         72        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    141/499      4.32G    0.01108   0.009474   0.004488         72        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    141/499      4.32G    0.01108   0.009474   0.004488         72        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    141/499      4.32G    0.01094   0.009372   0.004507         62        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    141/499      4.32G    0.01094   0.009372   0.004507         62        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    141/499      4.32G    0.01083   0.009327   0.004437         60        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    141/499      4.32G    0.01083   0.009327   0.004437         60        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    141/499      4.32G    0.01072   0.009335   0.004408         69        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    141/499      4.32G    0.01072   0.009335   0.004408         69        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    141/499      4.32G    0.01062   0.009295   0.004321         67        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    141/499      4.32G    0.01062   0.009295   0.004321         67        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    141/499      4.32G     0.0105   0.009184   0.004358         69        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    141/499      4.32G     0.0105   0.009184   0.004358         69        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    141/499      4.32G    0.01046   0.009147    0.00423         54        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    141/499      4.32G    0.01046   0.009147    0.00423         54        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    141/499      4.32G    0.01037   0.009054   0.004286         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    141/499      4.32G    0.01037   0.009054   0.004286         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    141/499      4.32G    0.01031   0.009075   0.004204         77        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
    141/499      4.32G    0.01031   0.009075   0.004204         77        640:  12%|#2        | 21/168 [00:04<00:28,  5.22it/s]
    141/499      4.32G    0.01034   0.009102   0.004236         76        640:  12%|#2        | 21/168 [00:04<00:28,  5.22it/s]
    141/499      4.32G    0.01034   0.009102   0.004236         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
    141/499      4.32G    0.01033   0.009082     0.0043         77        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
    141/499      4.32G    0.01033   0.009082     0.0043         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    141/499      4.32G    0.01031   0.009117   0.004263         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    141/499      4.32G    0.01031   0.009117   0.004263         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    141/499      4.32G    0.01029   0.009142   0.004179         78        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    141/499      4.32G    0.01029   0.009142   0.004179         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    141/499      4.32G     0.0103   0.009161   0.004142         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    141/499      4.32G     0.0103   0.009161   0.004142         68        640:  15%|#5        | 26/168 [00:04<00:27,  5.20it/s]
    141/499      4.32G    0.01031   0.009133   0.004024         61        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
    141/499      4.32G    0.01031   0.009133   0.004024         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    141/499      4.32G    0.01027   0.009025   0.004125         50        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    141/499      4.32G    0.01027   0.009025   0.004125         50        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    141/499      4.32G    0.01024   0.009025   0.004133         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    141/499      4.32G    0.01024   0.009025   0.004133         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    141/499      4.32G    0.01028   0.009145   0.004171         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    141/499      4.32G    0.01028   0.009145   0.004171         82        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    141/499      4.32G    0.01031   0.009123   0.004142         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    141/499      4.32G    0.01031   0.009123   0.004142         62        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    141/499      4.32G    0.01029   0.009109   0.004101         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    141/499      4.32G    0.01029   0.009109   0.004101         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    141/499      4.32G    0.01026   0.009072   0.004089         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    141/499      4.32G    0.01026   0.009072   0.004089         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    141/499      4.32G    0.01028   0.009073   0.004054         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    141/499      4.32G    0.01028   0.009073   0.004054         58        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    141/499      4.32G    0.01032   0.009043   0.003994         60        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    141/499      4.32G    0.01032   0.009043   0.003994         60        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    141/499      4.32G    0.01031   0.008958    0.00402         52        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    141/499      4.32G    0.01031   0.008958    0.00402         52        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    141/499      4.32G    0.01032    0.00895   0.003972         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    141/499      4.32G    0.01032    0.00895   0.003972         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    141/499      4.32G    0.01035   0.009021   0.003981         90        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    141/499      4.32G    0.01035   0.009021   0.003981         90        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    141/499      4.32G    0.01031   0.009014   0.003943         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    141/499      4.32G    0.01031   0.009014   0.003943         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    141/499      4.32G    0.01035   0.009046   0.003917         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    141/499      4.32G    0.01035   0.009046   0.003917         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    141/499      4.32G    0.01033   0.009053   0.003899         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    141/499      4.32G    0.01033   0.009053   0.003899         74        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    141/499      4.32G    0.01034   0.009059   0.003951         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    141/499      4.32G    0.01034   0.009059   0.003951         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    141/499      4.32G    0.01034   0.009118   0.003896         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    141/499      4.32G    0.01034   0.009118   0.003896         83        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    141/499      4.32G    0.01031   0.009043   0.003881         55        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    141/499      4.32G    0.01031   0.009043   0.003881         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    141/499      4.32G    0.01029   0.009032   0.003902         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    141/499      4.32G    0.01029   0.009032   0.003902         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    141/499      4.32G     0.0103   0.009048   0.003978         75        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    141/499      4.32G     0.0103   0.009048   0.003978         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    141/499      4.32G    0.01029   0.009051   0.004004         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    141/499      4.32G    0.01029   0.009051   0.004004         73        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    141/499      4.32G    0.01027   0.009047   0.004017         77        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    141/499      4.32G    0.01027   0.009047   0.004017         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    141/499      4.32G    0.01026   0.009013   0.004054         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    141/499      4.32G    0.01026   0.009013   0.004054         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    141/499      4.32G    0.01028   0.009027   0.004069         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    141/499      4.32G    0.01028   0.009027   0.004069         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    141/499      4.32G    0.01027   0.009006   0.004181         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    141/499      4.32G    0.01027   0.009006   0.004181         72        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    141/499      4.32G    0.01028   0.009023   0.004162         66        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    141/499      4.32G    0.01028   0.009023   0.004162         66        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    141/499      4.32G    0.01026      0.009   0.004166         60        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    141/499      4.32G    0.01026      0.009   0.004166         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    141/499      4.32G    0.01025   0.008994   0.004169         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    141/499      4.32G    0.01025   0.008994   0.004169         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    141/499      4.32G    0.01026   0.009001   0.004155         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    141/499      4.32G    0.01026   0.009001   0.004155         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    141/499      4.32G    0.01023   0.008956   0.004161         48        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    141/499      4.32G    0.01023   0.008956   0.004161         48        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    141/499      4.32G    0.01022   0.008971   0.004125         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    141/499      4.32G    0.01022   0.008971   0.004125         75        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    141/499      4.32G    0.01021   0.008946   0.004092         58        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    141/499      4.32G    0.01021   0.008946   0.004092         58        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    141/499      4.32G    0.01021   0.008962   0.004093         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    141/499      4.32G    0.01021   0.008962   0.004093         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    141/499      4.32G     0.0102   0.008958   0.004059         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    141/499      4.32G     0.0102   0.008958   0.004059         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    141/499      4.32G    0.01022   0.008982   0.004064         84        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    141/499      4.32G    0.01022   0.008982   0.004064         84        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    141/499      4.32G    0.01021   0.008958   0.004066         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    141/499      4.32G    0.01021   0.008958   0.004066         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    141/499      4.32G    0.01019   0.008949   0.004078         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    141/499      4.32G    0.01019   0.008949   0.004078         66        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
    141/499      4.32G    0.01017   0.008959   0.004042         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    141/499      4.32G    0.01017   0.008959   0.004042         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    141/499      4.32G    0.01017   0.008952   0.004002         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    141/499      4.32G    0.01017   0.008952   0.004002         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    141/499      4.32G    0.01017   0.008938   0.003949         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    141/499      4.32G    0.01017   0.008938   0.003949         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    141/499      4.32G    0.01015   0.008925   0.003911         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    141/499      4.32G    0.01015   0.008925   0.003911         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    141/499      4.32G    0.01014   0.008893    0.00388         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    141/499      4.32G    0.01014   0.008893    0.00388         64        640:  40%|####      | 68/168 [00:12<00:18,  5.26it/s]
    141/499      4.32G    0.01014   0.008901   0.003892         73        640:  40%|####      | 68/168 [00:13<00:18,  5.26it/s]
    141/499      4.32G    0.01014   0.008901   0.003892         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    141/499      4.32G    0.01016   0.008898   0.003891         50        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    141/499      4.32G    0.01016   0.008898   0.003891         50        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    141/499      4.32G    0.01013   0.008869   0.003896         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    141/499      4.32G    0.01013   0.008869   0.003896         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    141/499      4.32G    0.01013   0.008894   0.003911         90        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    141/499      4.32G    0.01013   0.008894   0.003911         90        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
    141/499      4.32G    0.01012    0.00887    0.00394         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
    141/499      4.32G    0.01012    0.00887    0.00394         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    141/499      4.32G     0.0101   0.008863   0.003969         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    141/499      4.32G     0.0101   0.008863   0.003969         77        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    141/499      4.32G    0.01012   0.008874   0.003966         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    141/499      4.32G    0.01012   0.008874   0.003966         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    141/499      4.32G     0.0101    0.00887    0.00395         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    141/499      4.32G     0.0101    0.00887    0.00395         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    141/499      4.32G    0.01011   0.008896    0.00392         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    141/499      4.32G    0.01011   0.008896    0.00392         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    141/499      4.32G     0.0101   0.008873    0.00391         51        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    141/499      4.32G     0.0101   0.008873    0.00391         51        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    141/499      4.32G     0.0101   0.008859   0.003909         67        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
    141/499      4.32G     0.0101   0.008859   0.003909         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    141/499      4.32G     0.0101   0.008847   0.003895         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    141/499      4.32G     0.0101   0.008847   0.003895         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    141/499      4.32G    0.01008   0.008835   0.003907         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    141/499      4.32G    0.01008   0.008835   0.003907         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    141/499      4.32G    0.01008   0.008834   0.003864         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    141/499      4.32G    0.01008   0.008834   0.003864         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    141/499      4.32G    0.01008   0.008809   0.003838         45        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    141/499      4.32G    0.01008   0.008809   0.003838         45        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    141/499      4.32G    0.01008   0.008814   0.003808         70        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    141/499      4.32G    0.01008   0.008814   0.003808         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    141/499      4.32G    0.01007    0.00881   0.003808         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    141/499      4.32G    0.01007    0.00881   0.003808         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    141/499      4.32G    0.01006   0.008813   0.003802         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    141/499      4.32G    0.01006   0.008813   0.003802         78        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    141/499      4.32G    0.01006   0.008829   0.003779         82        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    141/499      4.32G    0.01006   0.008829   0.003779         82        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    141/499      4.32G    0.01005   0.008825   0.003789         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    141/499      4.32G    0.01005   0.008825   0.003789         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    141/499      4.32G    0.01005   0.008807   0.003787         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    141/499      4.32G    0.01005   0.008807   0.003787         60        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    141/499      4.32G    0.01007   0.008808   0.003774         63        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    141/499      4.32G    0.01007   0.008808   0.003774         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    141/499      4.32G    0.01007   0.008792   0.003803         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    141/499      4.32G    0.01007   0.008792   0.003803         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    141/499      4.32G    0.01006   0.008792   0.003785         84        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    141/499      4.32G    0.01006   0.008792   0.003785         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    141/499      4.32G    0.01005   0.008807   0.003749         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    141/499      4.32G    0.01005   0.008807   0.003749         76        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    141/499      4.32G    0.01006   0.008802   0.003764         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    141/499      4.32G    0.01006   0.008802   0.003764         60        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    141/499      4.32G    0.01006    0.00878   0.003743         59        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
    141/499      4.32G    0.01006    0.00878   0.003743         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    141/499      4.32G    0.01009   0.008795   0.003736         52        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    141/499      4.32G    0.01009   0.008795   0.003736         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    141/499      4.32G    0.01007   0.008794   0.003747         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    141/499      4.32G    0.01007   0.008794   0.003747         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    141/499      4.32G    0.01006   0.008801   0.003749         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    141/499      4.32G    0.01006   0.008801   0.003749         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    141/499      4.32G    0.01004   0.008811   0.003736         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    141/499      4.32G    0.01004   0.008811   0.003736         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    141/499      4.32G    0.01004   0.008807   0.003737         62        640:  59%|#####8    | 99/168 [00:19<00:12,  5.36it/s]
    141/499      4.32G    0.01004   0.008807   0.003737         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    141/499      4.32G    0.01002   0.008823   0.003743         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    141/499      4.32G    0.01002   0.008823   0.003743         76        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    141/499      4.32G    0.01002   0.008814   0.003731         61        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    141/499      4.32G    0.01002   0.008814   0.003731         61        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
    141/499      4.32G       0.01   0.008786   0.003736         56        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
    141/499      4.32G       0.01   0.008786   0.003736         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    141/499      4.32G       0.01   0.008776   0.003755         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    141/499      4.32G       0.01   0.008776   0.003755         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    141/499      4.32G    0.01001   0.008792   0.003744         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    141/499      4.32G    0.01001   0.008792   0.003744         79        640:  62%|######2   | 105/168 [00:19<00:11,  5.28it/s]
    141/499      4.32G    0.01001   0.008779   0.003723         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    141/499      4.32G    0.01001   0.008779   0.003723         64        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    141/499      4.32G   0.009999   0.008759   0.003706         44        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    141/499      4.32G   0.009999   0.008759   0.003706         44        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    141/499      4.32G       0.01    0.00875   0.003716         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    141/499      4.32G       0.01    0.00875   0.003716         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    141/499      4.32G    0.01001   0.008768   0.003719         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    141/499      4.32G    0.01001   0.008768   0.003719         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    141/499      4.32G       0.01   0.008753   0.003737         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    141/499      4.32G       0.01   0.008753   0.003737         63        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    141/499      4.32G    0.01001   0.008751   0.003738         69        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    141/499      4.32G    0.01001   0.008751   0.003738         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    141/499      4.32G    0.01001   0.008739   0.003722         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    141/499      4.32G    0.01001   0.008739   0.003722         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    141/499      4.32G       0.01   0.008719   0.003741         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    141/499      4.32G       0.01   0.008719   0.003741         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    141/499      4.32G   0.009989   0.008715   0.003726         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    141/499      4.32G   0.009989   0.008715   0.003726         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    141/499      4.32G   0.009993   0.008735   0.003743         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    141/499      4.32G   0.009993   0.008735   0.003743         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
    141/499      4.32G   0.009995    0.00873   0.003793         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.11it/s]
    141/499      4.32G   0.009995    0.00873   0.003793         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    141/499      4.32G   0.009984   0.008721   0.003782         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    141/499      4.32G   0.009984   0.008721   0.003782         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    141/499      4.32G   0.009979    0.00873   0.003791         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    141/499      4.32G   0.009979    0.00873   0.003791         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    141/499      4.32G   0.009983   0.008734   0.003796         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    141/499      4.32G   0.009983   0.008734   0.003796         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    141/499      4.32G   0.009978    0.00873   0.003808         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    141/499      4.32G   0.009978    0.00873   0.003808         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
    141/499      4.32G   0.009966   0.008723   0.003805         69        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    141/499      4.32G   0.009966   0.008723   0.003805         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    141/499      4.32G   0.009965   0.008729   0.003797         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    141/499      4.32G   0.009965   0.008729   0.003797         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    141/499      4.32G   0.009951   0.008708   0.003807         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    141/499      4.32G   0.009951   0.008708   0.003807         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    141/499      4.32G   0.009955   0.008709   0.003819         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    141/499      4.32G   0.009955   0.008709   0.003819         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    141/499      4.32G   0.009951   0.008715   0.003817         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    141/499      4.32G   0.009951   0.008715   0.003817         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    141/499      4.32G   0.009945   0.008718   0.003798         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    141/499      4.32G   0.009945   0.008718   0.003798         59        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    141/499      4.32G   0.009942   0.008741   0.003794         86        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    141/499      4.32G   0.009942   0.008741   0.003794         86        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    141/499      4.32G   0.009939   0.008754   0.003796         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    141/499      4.32G   0.009939   0.008754   0.003796         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    141/499      4.32G   0.009926   0.008748   0.003768         51        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    141/499      4.32G   0.009926   0.008748   0.003768         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    141/499      4.32G   0.009928   0.008741   0.003778         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    141/499      4.32G   0.009928   0.008741   0.003778         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    141/499      4.32G   0.009921   0.008732   0.003777         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    141/499      4.32G   0.009921   0.008732   0.003777         68        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
    141/499      4.32G   0.009927   0.008729   0.003771         56        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    141/499      4.32G   0.009927   0.008729   0.003771         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    141/499      4.32G   0.009916    0.00873   0.003774         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    141/499      4.32G   0.009916    0.00873   0.003774         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    141/499      4.32G    0.00992   0.008755   0.003771         86        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    141/499      4.32G    0.00992   0.008755   0.003771         86        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    141/499      4.32G    0.00992   0.008751   0.003771         49        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    141/499      4.32G    0.00992   0.008751   0.003771         49        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    141/499      4.32G   0.009921   0.008749   0.003756         64        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    141/499      4.32G   0.009921   0.008749   0.003756         64        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    141/499      4.32G   0.009909    0.00874   0.003738         72        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
    141/499      4.32G   0.009909    0.00874   0.003738         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    141/499      4.32G   0.009906   0.008737    0.00374         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    141/499      4.32G   0.009906   0.008737    0.00374         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    141/499      4.32G   0.009912   0.008735   0.003735         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    141/499      4.32G   0.009912   0.008735   0.003735         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    141/499      4.32G    0.00991    0.00872    0.00375         51        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    141/499      4.32G    0.00991    0.00872    0.00375         51        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    141/499      4.32G   0.009915   0.008714   0.003743         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    141/499      4.32G   0.009915   0.008714   0.003743         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    141/499      4.32G   0.009921   0.008718   0.003744         60        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    141/499      4.32G   0.009921   0.008718   0.003744         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    141/499      4.32G   0.009917   0.008719    0.00374         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    141/499      4.32G   0.009917   0.008719    0.00374         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    141/499      4.32G   0.009926   0.008721   0.003747         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    141/499      4.32G   0.009926   0.008721   0.003747         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    141/499      4.32G    0.00992   0.008721   0.003749         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    141/499      4.32G    0.00992   0.008721   0.003749         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    141/499      4.32G   0.009915   0.008718   0.003737         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    141/499      4.32G   0.009915   0.008718   0.003737         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    141/499      4.32G   0.009915   0.008716   0.003734         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    141/499      4.32G   0.009915   0.008716   0.003734         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    141/499      4.32G   0.009915   0.008721   0.003734         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    141/499      4.32G   0.009915   0.008721   0.003734         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    141/499      4.32G   0.009921    0.00872   0.003732         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    141/499      4.32G   0.009921    0.00872   0.003732         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    141/499      4.32G   0.009913    0.00872   0.003725         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    141/499      4.32G   0.009913    0.00872   0.003725         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    141/499      4.32G   0.009919   0.008722   0.003722         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    141/499      4.32G   0.009919   0.008722   0.003722         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    141/499      4.32G   0.009917   0.008721   0.003724         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    141/499      4.32G   0.009917   0.008721   0.003724         70        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    141/499      4.32G   0.009933   0.008738   0.003711         78        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
    141/499      4.32G   0.009933   0.008738   0.003711         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    141/499      4.32G   0.009925   0.008754   0.003701         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    141/499      4.32G   0.009925   0.008754   0.003701         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    141/499      4.32G   0.009925    0.00875   0.003692         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    141/499      4.32G   0.009925    0.00875   0.003692         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    141/499      4.32G   0.009928   0.008741   0.003688         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    141/499      4.32G   0.009928   0.008741   0.003688         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    141/499      4.32G   0.009926   0.008731   0.003688         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    141/499      4.32G   0.009926   0.008731   0.003688         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    141/499      4.32G    0.00994   0.008732   0.003688         69        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    141/499      4.32G    0.00994   0.008732   0.003688         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    141/499      4.32G    0.00994   0.008752   0.003684         85        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    141/499      4.32G    0.00994   0.008752   0.003684         85        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
    141/499      4.32G   0.009942   0.008738   0.003684         52        640:  95%|#########4| 159/168 [00:30<00:01,  5.22it/s]
    141/499      4.32G   0.009942   0.008738   0.003684         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
    141/499      4.32G   0.009939   0.008737   0.003687         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
    141/499      4.32G   0.009939   0.008737   0.003687         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    141/499      4.32G   0.009961   0.008725   0.003716         47        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    141/499      4.32G   0.009961   0.008725   0.003716         47        640:  96%|#########6| 162/168 [00:30<00:01,  5.26it/s]
    141/499      4.32G   0.009958   0.008723   0.003705         64        640:  96%|#########6| 162/168 [00:31<00:01,  5.26it/s]
    141/499      4.32G   0.009958   0.008723   0.003705         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.11it/s]
    141/499      4.32G   0.009961   0.008712   0.003707         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.11it/s]
    141/499      4.32G   0.009961   0.008712   0.003707         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    141/499      4.32G   0.009955   0.008711   0.003688         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.18it/s]
    141/499      4.32G   0.009955   0.008711   0.003688         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.20it/s]
    141/499      4.32G   0.009955   0.008704   0.003686         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.20it/s]
    141/499      4.32G   0.009955   0.008704   0.003686         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.07it/s]
    141/499      4.32G   0.009945   0.008706   0.003686         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.07it/s]
    141/499      4.32G   0.009945   0.008706   0.003686         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
    141/499      4.32G   0.009953   0.008698   0.003737         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.18it/s]
    141/499      4.32G   0.009953   0.008698   0.003737         26        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
    141/499      4.32G   0.009953   0.008698   0.003737         26        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.905      0.841      0.897      0.778

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    142/499      4.32G    0.00876   0.009171   0.005012         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
    142/499      4.32G    0.00876   0.009171   0.005012         63        640:   1%|          | 1/168 [00:00<00:35,  4.71it/s]
    142/499      4.32G   0.009536   0.008494   0.004216         63        640:   1%|          | 1/168 [00:00<00:35,  4.71it/s]
    142/499      4.32G   0.009536   0.008494   0.004216         63        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    142/499      4.32G   0.009768   0.008369   0.003489         65        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    142/499      4.32G   0.009768   0.008369   0.003489         65        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    142/499      4.32G   0.009552   0.008233   0.003157         58        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    142/499      4.32G   0.009552   0.008233   0.003157         58        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    142/499      4.32G   0.009773   0.008696   0.003486         85        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    142/499      4.32G   0.009773   0.008696   0.003486         85        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    142/499      4.32G   0.009709   0.008791   0.003368         72        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    142/499      4.32G   0.009709   0.008791   0.003368         72        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    142/499      4.32G   0.009693   0.008662   0.003279         64        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    142/499      4.32G   0.009693   0.008662   0.003279         64        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    142/499      4.32G    0.00971   0.008883   0.003263         80        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    142/499      4.32G    0.00971   0.008883   0.003263         80        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    142/499      4.32G   0.009507   0.008848   0.003264         59        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    142/499      4.32G   0.009507   0.008848   0.003264         59        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    142/499      4.32G    0.00957    0.00907   0.003386         71        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    142/499      4.32G    0.00957    0.00907   0.003386         71        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    142/499      4.32G   0.009609   0.009188   0.003519         70        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    142/499      4.32G   0.009609   0.009188   0.003519         70        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    142/499      4.32G   0.009677   0.009001   0.003918         54        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    142/499      4.32G   0.009677   0.009001   0.003918         54        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    142/499      4.32G   0.009747   0.008943   0.003798         64        640:   7%|7         | 12/168 [00:02<00:29,  5.30it/s]
    142/499      4.32G   0.009747   0.008943   0.003798         64        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
    142/499      4.32G   0.009895   0.008967   0.003628         55        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
    142/499      4.32G   0.009895   0.008967   0.003628         55        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    142/499      4.32G    0.01001   0.009132   0.003586         83        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    142/499      4.32G    0.01001   0.009132   0.003586         83        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    142/499      4.32G    0.01005   0.009045   0.003636         57        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    142/499      4.32G    0.01005   0.009045   0.003636         57        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    142/499      4.32G    0.01014    0.00892    0.00376         53        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    142/499      4.32G    0.01014    0.00892    0.00376         53        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    142/499      4.32G    0.01007   0.008814   0.003668         41        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    142/499      4.32G    0.01007   0.008814   0.003668         41        640:  11%|#         | 18/168 [00:03<00:28,  5.25it/s]
    142/499      4.32G     0.0101   0.008757   0.003561         61        640:  11%|#         | 18/168 [00:03<00:28,  5.25it/s]
    142/499      4.32G     0.0101   0.008757   0.003561         61        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    142/499      4.32G    0.01008   0.008806   0.003498         71        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    142/499      4.32G    0.01008   0.008806   0.003498         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
    142/499      4.32G    0.01006   0.008789    0.00356         74        640:  12%|#1        | 20/168 [00:04<00:28,  5.21it/s]
    142/499      4.32G    0.01006   0.008789    0.00356         74        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    142/499      4.32G    0.01008   0.008738   0.003624         56        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    142/499      4.32G    0.01008   0.008738   0.003624         56        640:  13%|#3        | 22/168 [00:04<00:28,  5.09it/s]
    142/499      4.32G    0.01005   0.008769    0.00362         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.09it/s]
    142/499      4.32G    0.01005   0.008769    0.00362         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    142/499      4.32G    0.01004   0.008703    0.00356         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    142/499      4.32G    0.01004   0.008703    0.00356         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    142/499      4.32G   0.009987   0.008698   0.003506         81        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    142/499      4.32G   0.009987   0.008698   0.003506         81        640:  15%|#4        | 25/168 [00:04<00:28,  5.08it/s]
    142/499      4.32G   0.009976   0.008631   0.003457         54        640:  15%|#4        | 25/168 [00:04<00:28,  5.08it/s]
    142/499      4.32G   0.009976   0.008631   0.003457         54        640:  15%|#5        | 26/168 [00:04<00:27,  5.18it/s]
    142/499      4.32G   0.009948   0.008678   0.003453         78        640:  15%|#5        | 26/168 [00:05<00:27,  5.18it/s]
    142/499      4.32G   0.009948   0.008678   0.003453         78        640:  16%|#6        | 27/168 [00:05<00:27,  5.16it/s]
    142/499      4.32G   0.009964   0.008795   0.003474         76        640:  16%|#6        | 27/168 [00:05<00:27,  5.16it/s]
    142/499      4.32G   0.009964   0.008795   0.003474         76        640:  17%|#6        | 28/168 [00:05<00:27,  5.08it/s]
    142/499      4.32G   0.009996    0.00882   0.003441         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.08it/s]
    142/499      4.32G   0.009996    0.00882   0.003441         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.16it/s]
    142/499      4.32G   0.009979   0.008758   0.003515         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.16it/s]
    142/499      4.32G   0.009979   0.008758   0.003515         57        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
    142/499      4.32G   0.009996   0.008765    0.00368         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
    142/499      4.32G   0.009996   0.008765    0.00368         66        640:  18%|#8        | 31/168 [00:05<00:27,  5.07it/s]
    142/499      4.32G   0.009985   0.008844   0.003644         83        640:  18%|#8        | 31/168 [00:06<00:27,  5.07it/s]
    142/499      4.32G   0.009985   0.008844   0.003644         83        640:  19%|#9        | 32/168 [00:06<00:26,  5.13it/s]
    142/499      4.32G   0.009969   0.008804   0.003645         71        640:  19%|#9        | 32/168 [00:06<00:26,  5.13it/s]
    142/499      4.32G   0.009969   0.008804   0.003645         71        640:  20%|#9        | 33/168 [00:06<00:26,  5.16it/s]
    142/499      4.32G    0.00995   0.008835   0.003679         83        640:  20%|#9        | 33/168 [00:06<00:26,  5.16it/s]
    142/499      4.32G    0.00995   0.008835   0.003679         83        640:  20%|##        | 34/168 [00:06<00:26,  5.05it/s]
    142/499      4.32G   0.009986   0.008836   0.003726         63        640:  20%|##        | 34/168 [00:06<00:26,  5.05it/s]
    142/499      4.32G   0.009986   0.008836   0.003726         63        640:  21%|##        | 35/168 [00:06<00:26,  5.06it/s]
    142/499      4.32G   0.009965   0.008929   0.003732         88        640:  21%|##        | 35/168 [00:06<00:26,  5.06it/s]
    142/499      4.32G   0.009965   0.008929   0.003732         88        640:  21%|##1       | 36/168 [00:06<00:25,  5.10it/s]
    142/499      4.32G   0.009954   0.008935    0.00373         71        640:  21%|##1       | 36/168 [00:07<00:25,  5.10it/s]
    142/499      4.32G   0.009954   0.008935    0.00373         71        640:  22%|##2       | 37/168 [00:07<00:26,  5.00it/s]
    142/499      4.32G   0.009963   0.008964   0.003781         75        640:  22%|##2       | 37/168 [00:07<00:26,  5.00it/s]
    142/499      4.32G   0.009963   0.008964   0.003781         75        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
    142/499      4.32G   0.009989   0.008933   0.003718         56        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
    142/499      4.32G   0.009989   0.008933   0.003718         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.21it/s]
    142/499      4.32G    0.01002   0.008959   0.003698         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.21it/s]
    142/499      4.32G    0.01002   0.008959   0.003698         55        640:  24%|##3       | 40/168 [00:07<00:24,  5.12it/s]
    142/499      4.32G    0.01002   0.008968     0.0037         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.12it/s]
    142/499      4.32G    0.01002   0.008968     0.0037         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    142/499      4.32G   0.009987   0.008934   0.003685         75        640:  24%|##4       | 41/168 [00:08<00:24,  5.22it/s]
    142/499      4.32G   0.009987   0.008934   0.003685         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    142/499      4.32G    0.01004     0.0089   0.003768         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    142/499      4.32G    0.01004     0.0089   0.003768         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    142/499      4.32G    0.01003   0.008861   0.003782         56        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    142/499      4.32G    0.01003   0.008861   0.003782         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
    142/499      4.32G    0.01002   0.008869   0.003772         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.23it/s]
    142/499      4.32G    0.01002   0.008869   0.003772         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    142/499      4.32G       0.01   0.008848   0.003786         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    142/499      4.32G       0.01   0.008848   0.003786         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    142/499      4.32G       0.01   0.008882   0.003761         80        640:  27%|##7       | 46/168 [00:09<00:23,  5.17it/s]
    142/499      4.32G       0.01   0.008882   0.003761         80        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    142/499      4.32G       0.01   0.008924   0.003737         76        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    142/499      4.32G       0.01   0.008924   0.003737         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    142/499      4.32G   0.009994   0.008898   0.003765         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    142/499      4.32G   0.009994   0.008898   0.003765         62        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
    142/499      4.32G    0.01003   0.008924   0.003757         74        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
    142/499      4.32G    0.01003   0.008924   0.003757         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.16it/s]
    142/499      4.32G       0.01    0.00893   0.003771         87        640:  30%|##9       | 50/168 [00:09<00:22,  5.16it/s]
    142/499      4.32G       0.01    0.00893   0.003771         87        640:  30%|###       | 51/168 [00:09<00:22,  5.26it/s]
    142/499      4.32G    0.01002   0.008941   0.003775         65        640:  30%|###       | 51/168 [00:10<00:22,  5.26it/s]
    142/499      4.32G    0.01002   0.008941   0.003775         65        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    142/499      4.32G    0.01005   0.008932   0.003866         64        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    142/499      4.32G    0.01005   0.008932   0.003866         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    142/499      4.32G    0.01004   0.008896   0.003895         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    142/499      4.32G    0.01004   0.008896   0.003895         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    142/499      4.32G    0.01002   0.008842   0.003832         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    142/499      4.32G    0.01002   0.008842   0.003832         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    142/499      4.32G    0.01001   0.008841   0.003824         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    142/499      4.32G    0.01001   0.008841   0.003824         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    142/499      4.32G       0.01   0.008835   0.003773         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    142/499      4.32G       0.01   0.008835   0.003773         58        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    142/499      4.32G   0.009986   0.008861   0.003766         83        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
    142/499      4.32G   0.009986   0.008861   0.003766         83        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    142/499      4.32G   0.009981   0.008842   0.003724         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    142/499      4.32G   0.009981   0.008842   0.003724         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    142/499      4.32G   0.009985   0.008843   0.003731         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    142/499      4.32G   0.009985   0.008843   0.003731         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    142/499      4.32G   0.009986   0.008852   0.003746         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    142/499      4.32G   0.009986   0.008852   0.003746         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    142/499      4.32G   0.009998   0.008857    0.00374         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    142/499      4.32G   0.009998   0.008857    0.00374         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    142/499      4.32G    0.00999   0.008858   0.003712         63        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    142/499      4.32G    0.00999   0.008858   0.003712         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    142/499      4.32G   0.009984   0.008853   0.003705         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    142/499      4.32G   0.009984   0.008853   0.003705         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    142/499      4.32G   0.009995   0.008866   0.003729         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    142/499      4.32G   0.009995   0.008866   0.003729         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    142/499      4.32G   0.009977   0.008845   0.003758         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    142/499      4.32G   0.009977   0.008845   0.003758         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    142/499      4.32G       0.01   0.008846   0.003789         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    142/499      4.32G       0.01   0.008846   0.003789         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    142/499      4.32G    0.01002   0.008833   0.003753         61        640:  40%|###9      | 67/168 [00:13<00:19,  5.17it/s]
    142/499      4.32G    0.01002   0.008833   0.003753         61        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    142/499      4.32G    0.01001   0.008826   0.003732         68        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    142/499      4.32G    0.01001   0.008826   0.003732         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    142/499      4.32G       0.01   0.008816   0.003802         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    142/499      4.32G       0.01   0.008816   0.003802         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    142/499      4.32G    0.01001   0.008854   0.003842         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    142/499      4.32G    0.01001   0.008854   0.003842         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    142/499      4.32G       0.01   0.008884   0.003844         92        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    142/499      4.32G       0.01   0.008884   0.003844         92        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    142/499      4.32G   0.009988   0.008899   0.003897         71        640:  43%|####2     | 72/168 [00:14<00:17,  5.36it/s]
    142/499      4.32G   0.009988   0.008899   0.003897         71        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    142/499      4.32G   0.009967   0.008894   0.003861         63        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    142/499      4.32G   0.009967   0.008894   0.003861         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    142/499      4.32G   0.009979   0.008887   0.003936         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    142/499      4.32G   0.009979   0.008887   0.003936         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    142/499      4.32G   0.009958   0.008873   0.003977         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    142/499      4.32G   0.009958   0.008873   0.003977         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    142/499      4.32G   0.009943   0.008866   0.003987         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    142/499      4.32G   0.009943   0.008866   0.003987         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    142/499      4.32G   0.009961   0.008875   0.003968         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    142/499      4.32G   0.009961   0.008875   0.003968         66        640:  46%|####6     | 78/168 [00:14<00:17,  5.25it/s]
    142/499      4.32G   0.009957    0.00887   0.004034         66        640:  46%|####6     | 78/168 [00:15<00:17,  5.25it/s]
    142/499      4.32G   0.009957    0.00887   0.004034         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    142/499      4.32G   0.009957   0.008879   0.004027         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    142/499      4.32G   0.009957   0.008879   0.004027         79        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    142/499      4.32G    0.00997   0.008887    0.00404         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    142/499      4.32G    0.00997   0.008887    0.00404         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    142/499      4.32G   0.009975   0.008887   0.004033         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    142/499      4.32G   0.009975   0.008887   0.004033         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    142/499      4.32G   0.009971   0.008911   0.004035         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    142/499      4.32G   0.009971   0.008911   0.004035         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
    142/499      4.32G   0.009959    0.00892   0.004015         78        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
    142/499      4.32G   0.009959    0.00892   0.004015         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.26it/s]
    142/499      4.32G   0.009976   0.008932   0.004012         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.26it/s]
    142/499      4.32G   0.009976   0.008932   0.004012         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    142/499      4.32G   0.009997    0.00894      0.004         47        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    142/499      4.32G   0.009997    0.00894      0.004         47        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    142/499      4.32G       0.01   0.008928   0.003992         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    142/499      4.32G       0.01   0.008928   0.003992         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    142/499      4.32G    0.01001   0.008937    0.00397         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    142/499      4.32G    0.01001   0.008937    0.00397         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
    142/499      4.32G    0.01001   0.008959   0.003967         82        640:  52%|#####2    | 88/168 [00:17<00:15,  5.15it/s]
    142/499      4.32G    0.01001   0.008959   0.003967         82        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    142/499      4.32G       0.01   0.008977   0.003966         82        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    142/499      4.32G       0.01   0.008977   0.003966         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    142/499      4.32G    0.01001   0.008982   0.003976         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    142/499      4.32G    0.01001   0.008982   0.003976         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    142/499      4.32G       0.01   0.008991   0.003967         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    142/499      4.32G       0.01   0.008991   0.003967         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
    142/499      4.32G   0.009991   0.008986   0.004009         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
    142/499      4.32G   0.009991   0.008986   0.004009         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    142/499      4.32G    0.00997   0.008976   0.004001         70        640:  55%|#####5    | 93/168 [00:18<00:14,  5.26it/s]
    142/499      4.32G    0.00997   0.008976   0.004001         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
    142/499      4.32G   0.009983   0.008993   0.003995         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
    142/499      4.32G   0.009983   0.008993   0.003995         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    142/499      4.32G   0.009982    0.00899   0.003988         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    142/499      4.32G   0.009982    0.00899   0.003988         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    142/499      4.32G    0.01001   0.009013    0.00399         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    142/499      4.32G    0.01001   0.009013    0.00399         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    142/499      4.32G       0.01   0.009007   0.003989         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    142/499      4.32G       0.01   0.009007   0.003989         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    142/499      4.32G    0.01001    0.00902   0.003995         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    142/499      4.32G    0.01001    0.00902   0.003995         61        640:  59%|#####8    | 99/168 [00:18<00:13,  5.28it/s]
    142/499      4.32G    0.01001   0.009033   0.004006         80        640:  59%|#####8    | 99/168 [00:19<00:13,  5.28it/s]
    142/499      4.32G    0.01001   0.009033   0.004006         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    142/499      4.32G    0.01001   0.009047    0.00398         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    142/499      4.32G    0.01001   0.009047    0.00398         71        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    142/499      4.32G    0.01001   0.009036   0.003952         60        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    142/499      4.32G    0.01001   0.009036   0.003952         60        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    142/499      4.32G    0.01002   0.009063   0.003949         76        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    142/499      4.32G    0.01002   0.009063   0.003949         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    142/499      4.32G    0.01002   0.009038   0.004004         51        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    142/499      4.32G    0.01002   0.009038   0.004004         51        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    142/499      4.32G    0.01002   0.009052   0.003991         72        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    142/499      4.32G    0.01002   0.009052   0.003991         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    142/499      4.32G    0.01001   0.009057   0.003996         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    142/499      4.32G    0.01001   0.009057   0.003996         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    142/499      4.32G    0.01002   0.009043   0.004008         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    142/499      4.32G    0.01002   0.009043   0.004008         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    142/499      4.32G    0.01003   0.009029   0.004029         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    142/499      4.32G    0.01003   0.009029   0.004029         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    142/499      4.32G    0.01005   0.009072   0.004027         87        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    142/499      4.32G    0.01005   0.009072   0.004027         87        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    142/499      4.32G    0.01005    0.00908   0.004016         72        640:  65%|######4   | 109/168 [00:21<00:11,  5.18it/s]
    142/499      4.32G    0.01005    0.00908   0.004016         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    142/499      4.32G    0.01006   0.009089   0.004005         61        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    142/499      4.32G    0.01006   0.009089   0.004005         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    142/499      4.32G    0.01006   0.009079   0.003998         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    142/499      4.32G    0.01006   0.009079   0.003998         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    142/499      4.32G    0.01008   0.009083   0.004003         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    142/499      4.32G    0.01008   0.009083   0.004003         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    142/499      4.32G    0.01007   0.009077   0.003995         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    142/499      4.32G    0.01007   0.009077   0.003995         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    142/499      4.32G    0.01007   0.009075    0.00397         59        640:  68%|######7   | 114/168 [00:22<00:10,  5.35it/s]
    142/499      4.32G    0.01007   0.009075    0.00397         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    142/499      4.32G    0.01007   0.009076   0.003958         87        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    142/499      4.32G    0.01007   0.009076   0.003958         87        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    142/499      4.32G    0.01006   0.009071   0.003954         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    142/499      4.32G    0.01006   0.009071   0.003954         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    142/499      4.32G    0.01006   0.009078   0.003946         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    142/499      4.32G    0.01006   0.009078   0.003946         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    142/499      4.32G    0.01007   0.009086   0.003939         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    142/499      4.32G    0.01007   0.009086   0.003939         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    142/499      4.32G    0.01008    0.00913    0.00392         89        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    142/499      4.32G    0.01008    0.00913    0.00392         89        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    142/499      4.32G    0.01009   0.009128    0.00391         61        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    142/499      4.32G    0.01009   0.009128    0.00391         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    142/499      4.32G    0.01009   0.009153   0.003897         91        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    142/499      4.32G    0.01009   0.009153   0.003897         91        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    142/499      4.32G    0.01008   0.009152   0.003902         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    142/499      4.32G    0.01008   0.009152   0.003902         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    142/499      4.32G    0.01009   0.009156   0.003914         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    142/499      4.32G    0.01009   0.009156   0.003914         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    142/499      4.32G    0.01009   0.009137   0.003924         59        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    142/499      4.32G    0.01009   0.009137   0.003924         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    142/499      4.32G    0.01008   0.009132   0.003923         64        640:  74%|#######4  | 125/168 [00:24<00:08,  5.26it/s]
    142/499      4.32G    0.01008   0.009132   0.003923         64        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    142/499      4.32G    0.01007    0.00912   0.003938         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    142/499      4.32G    0.01007    0.00912   0.003938         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
    142/499      4.32G    0.01008   0.009104    0.00394         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
    142/499      4.32G    0.01008   0.009104    0.00394         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    142/499      4.32G    0.01008   0.009105   0.003926         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    142/499      4.32G    0.01008   0.009105   0.003926         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    142/499      4.32G    0.01008   0.009094    0.00393         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    142/499      4.32G    0.01008   0.009094    0.00393         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    142/499      4.32G    0.01009   0.009106   0.003918         88        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
    142/499      4.32G    0.01009   0.009106   0.003918         88        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    142/499      4.32G    0.01009   0.009091   0.003911         55        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    142/499      4.32G    0.01009   0.009091   0.003911         55        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    142/499      4.32G    0.01009   0.009082   0.003887         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    142/499      4.32G    0.01009   0.009082   0.003887         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    142/499      4.32G     0.0101   0.009082   0.003885         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    142/499      4.32G     0.0101   0.009082   0.003885         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    142/499      4.32G    0.01009   0.009092   0.003888         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    142/499      4.32G    0.01009   0.009092   0.003888         72        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    142/499      4.32G    0.01009   0.009106   0.003878         80        640:  80%|########  | 135/168 [00:26<00:06,  5.26it/s]
    142/499      4.32G    0.01009   0.009106   0.003878         80        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    142/499      4.32G    0.01009   0.009083   0.003895         53        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    142/499      4.32G    0.01009   0.009083   0.003895         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    142/499      4.32G    0.01008   0.009097    0.00391         85        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    142/499      4.32G    0.01008   0.009097    0.00391         85        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    142/499      4.32G    0.01007   0.009087    0.00391         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    142/499      4.32G    0.01007   0.009087    0.00391         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    142/499      4.32G    0.01006   0.009085   0.003913         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    142/499      4.32G    0.01006   0.009085   0.003913         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    142/499      4.32G    0.01006   0.009083   0.003921         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    142/499      4.32G    0.01006   0.009083   0.003921         66        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    142/499      4.32G    0.01005   0.009069   0.003917         56        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
    142/499      4.32G    0.01005   0.009069   0.003917         56        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    142/499      4.32G    0.01004   0.009071   0.003908         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    142/499      4.32G    0.01004   0.009071   0.003908         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    142/499      4.32G    0.01004   0.009051   0.003906         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    142/499      4.32G    0.01004   0.009051   0.003906         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    142/499      4.32G    0.01003   0.009046   0.003911         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    142/499      4.32G    0.01003   0.009046   0.003911         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    142/499      4.32G    0.01004   0.009032   0.003898         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    142/499      4.32G    0.01004   0.009032   0.003898         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    142/499      4.32G    0.01003   0.009031   0.003877         65        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    142/499      4.32G    0.01003   0.009031   0.003877         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    142/499      4.32G    0.01005   0.009041   0.003867         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    142/499      4.32G    0.01005   0.009041   0.003867         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    142/499      4.32G    0.01004   0.009043   0.003857         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    142/499      4.32G    0.01004   0.009043   0.003857         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    142/499      4.32G    0.01005   0.009048   0.003861         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    142/499      4.32G    0.01005   0.009048   0.003861         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
    142/499      4.32G    0.01006   0.009055   0.003882         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
    142/499      4.32G    0.01006   0.009055   0.003882         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
    142/499      4.32G    0.01005   0.009049   0.003879         63        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
    142/499      4.32G    0.01005   0.009049   0.003879         63        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    142/499      4.32G    0.01005   0.009053   0.003868         71        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    142/499      4.32G    0.01005   0.009053   0.003868         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    142/499      4.32G    0.01007   0.009052   0.003874         53        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    142/499      4.32G    0.01007   0.009052   0.003874         53        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    142/499      4.32G    0.01007   0.009053   0.003882         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    142/499      4.32G    0.01007   0.009053   0.003882         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    142/499      4.32G    0.01009   0.009062   0.003876         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    142/499      4.32G    0.01009   0.009062   0.003876         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    142/499      4.32G     0.0101   0.009086   0.003873         84        640:  93%|#########2| 156/168 [00:30<00:02,  5.29it/s]
    142/499      4.32G     0.0101   0.009086   0.003873         84        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    142/499      4.32G     0.0101   0.009072   0.003875         55        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    142/499      4.32G     0.0101   0.009072   0.003875         55        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    142/499      4.32G     0.0101   0.009066   0.003879         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    142/499      4.32G     0.0101   0.009066   0.003879         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    142/499      4.32G    0.01009   0.009053   0.003882         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    142/499      4.32G    0.01009   0.009053   0.003882         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    142/499      4.32G    0.01008   0.009043   0.003879         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    142/499      4.32G    0.01008   0.009043   0.003879         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.21it/s]
    142/499      4.32G    0.01008   0.009043   0.003901         72        640:  96%|#########5| 161/168 [00:31<00:01,  5.21it/s]
    142/499      4.32G    0.01008   0.009043   0.003901         72        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    142/499      4.32G    0.01008   0.009037   0.003883         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    142/499      4.32G    0.01008   0.009037   0.003883         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    142/499      4.32G    0.01008   0.009053   0.003888         93        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    142/499      4.32G    0.01008   0.009053   0.003888         93        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    142/499      4.32G    0.01008   0.009042    0.00387         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    142/499      4.32G    0.01008   0.009042    0.00387         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.19it/s]
    142/499      4.32G    0.01009   0.009037   0.003909         56        640:  98%|#########8| 165/168 [00:31<00:00,  5.19it/s]
    142/499      4.32G    0.01009   0.009037   0.003909         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.04it/s]
    142/499      4.32G    0.01009   0.009053   0.003907         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.04it/s]
    142/499      4.32G    0.01009   0.009053   0.003907         81        640:  99%|#########9| 167/168 [00:31<00:00,  5.17it/s]
    142/499      4.32G    0.01007   0.009047   0.003893         36        640:  99%|#########9| 167/168 [00:32<00:00,  5.17it/s]
    142/499      4.32G    0.01007   0.009047   0.003893         36        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
    142/499      4.32G    0.01007   0.009047   0.003893         36        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.911      0.855      0.899      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    143/499      4.32G    0.01088    0.01001   0.003282         77        640:   0%|          | 0/168 [00:00<?, ?it/s]
    143/499      4.32G    0.01088    0.01001   0.003282         77        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    143/499      4.32G    0.01117    0.01073   0.002667         75        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    143/499      4.32G    0.01117    0.01073   0.002667         75        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    143/499      4.32G    0.01047   0.009403   0.003341         68        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    143/499      4.32G    0.01047   0.009403   0.003341         68        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    143/499      4.32G     0.0111   0.008976    0.00295         48        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    143/499      4.32G     0.0111   0.008976    0.00295         48        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    143/499      4.32G    0.01119   0.008903   0.003555         68        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    143/499      4.32G    0.01119   0.008903   0.003555         68        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    143/499      4.32G    0.01093   0.008753   0.003192         60        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    143/499      4.32G    0.01093   0.008753   0.003192         60        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    143/499      4.32G    0.01075   0.009263   0.003028         84        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    143/499      4.32G    0.01075   0.009263   0.003028         84        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    143/499      4.32G    0.01057   0.009036   0.003212         66        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    143/499      4.32G    0.01057   0.009036   0.003212         66        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    143/499      4.32G    0.01056    0.00915   0.003355         71        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    143/499      4.32G    0.01056    0.00915   0.003355         71        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    143/499      4.32G    0.01043   0.009085    0.00384         75        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    143/499      4.32G    0.01043   0.009085    0.00384         75        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    143/499      4.32G     0.0104   0.009179   0.004108         70        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    143/499      4.32G     0.0104   0.009179   0.004108         70        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    143/499      4.32G     0.0104   0.009282   0.003974         79        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    143/499      4.32G     0.0104   0.009282   0.003974         79        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    143/499      4.32G    0.01044   0.009477      0.004         81        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    143/499      4.32G    0.01044   0.009477      0.004         81        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    143/499      4.32G    0.01039   0.009367   0.004181         72        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    143/499      4.32G    0.01039   0.009367   0.004181         72        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    143/499      4.32G    0.01035   0.009272   0.003977         69        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    143/499      4.32G    0.01035   0.009272   0.003977         69        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    143/499      4.32G    0.01036   0.009277    0.00378         64        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    143/499      4.32G    0.01036   0.009277    0.00378         64        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    143/499      4.32G    0.01034   0.009239   0.003727         63        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    143/499      4.32G    0.01034   0.009239   0.003727         63        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    143/499      4.32G    0.01027   0.009223   0.003659         66        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    143/499      4.32G    0.01027   0.009223   0.003659         66        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    143/499      4.32G     0.0103   0.009178   0.003562         61        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    143/499      4.32G     0.0103   0.009178   0.003562         61        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    143/499      4.32G    0.01028   0.009184   0.003638         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    143/499      4.32G    0.01028   0.009184   0.003638         82        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    143/499      4.32G    0.01024   0.009089   0.003546         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    143/499      4.32G    0.01024   0.009089   0.003546         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
    143/499      4.32G    0.01027   0.009045   0.003565         58        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
    143/499      4.32G    0.01027   0.009045   0.003565         58        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    143/499      4.32G    0.01018   0.009021   0.003569         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    143/499      4.32G    0.01018   0.009021   0.003569         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    143/499      4.32G    0.01018   0.009017   0.003579         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    143/499      4.32G    0.01018   0.009017   0.003579         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    143/499      4.32G    0.01023   0.009083   0.003674         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    143/499      4.32G    0.01023   0.009083   0.003674         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    143/499      4.32G    0.01021   0.009057   0.003792         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    143/499      4.32G    0.01021   0.009057   0.003792         66        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    143/499      4.32G    0.01023   0.009086   0.003835         75        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    143/499      4.32G    0.01023   0.009086   0.003835         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    143/499      4.32G     0.0102   0.009055    0.00379         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    143/499      4.32G     0.0102   0.009055    0.00379         71        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    143/499      4.32G    0.01019    0.00909   0.003749         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    143/499      4.32G    0.01019    0.00909   0.003749         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    143/499      4.32G    0.01017   0.009132   0.003737         89        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    143/499      4.32G    0.01017   0.009132   0.003737         89        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    143/499      4.32G    0.01019   0.009157   0.003741         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    143/499      4.32G    0.01019   0.009157   0.003741         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    143/499      4.32G    0.01025   0.009231   0.003788         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    143/499      4.32G    0.01025   0.009231   0.003788         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    143/499      4.32G    0.01033   0.009232   0.003896         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    143/499      4.32G    0.01033   0.009232   0.003896         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    143/499      4.32G    0.01032   0.009214   0.003924         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    143/499      4.32G    0.01032   0.009214   0.003924         73        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    143/499      4.32G    0.01026   0.009158   0.003857         60        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    143/499      4.32G    0.01026   0.009158   0.003857         60        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    143/499      4.32G    0.01024   0.009186   0.003842         78        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    143/499      4.32G    0.01024   0.009186   0.003842         78        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    143/499      4.32G    0.01025   0.009259    0.00381         83        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    143/499      4.32G    0.01025   0.009259    0.00381         83        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    143/499      4.32G    0.01028   0.009353    0.00382         85        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    143/499      4.32G    0.01028   0.009353    0.00382         85        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    143/499      4.32G    0.01027   0.009318   0.003817         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    143/499      4.32G    0.01027   0.009318   0.003817         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    143/499      4.32G    0.01025   0.009305   0.003749         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    143/499      4.32G    0.01025   0.009305   0.003749         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    143/499      4.32G    0.01026   0.009295   0.003709         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    143/499      4.32G    0.01026   0.009295   0.003709         58        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    143/499      4.32G    0.01022    0.00932   0.003686         76        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
    143/499      4.32G    0.01022    0.00932   0.003686         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    143/499      4.32G    0.01026   0.009304   0.003692         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    143/499      4.32G    0.01026   0.009304   0.003692         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    143/499      4.32G    0.01024   0.009296   0.003675         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    143/499      4.32G    0.01024   0.009296   0.003675         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    143/499      4.32G    0.01023   0.009325   0.003643         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    143/499      4.32G    0.01023   0.009325   0.003643         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    143/499      4.32G    0.01022   0.009298   0.003637         53        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    143/499      4.32G    0.01022   0.009298   0.003637         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    143/499      4.32G    0.01025   0.009254   0.003607         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    143/499      4.32G    0.01025   0.009254   0.003607         58        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    143/499      4.32G     0.0103   0.009247    0.00359         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    143/499      4.32G     0.0103   0.009247    0.00359         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    143/499      4.32G    0.01029   0.009228   0.003567         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    143/499      4.32G    0.01029   0.009228   0.003567         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    143/499      4.32G    0.01031   0.009241   0.003555         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    143/499      4.32G    0.01031   0.009241   0.003555         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    143/499      4.32G    0.01029   0.009257   0.003498         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    143/499      4.32G    0.01029   0.009257   0.003498         72        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    143/499      4.32G    0.01028   0.009199    0.00352         53        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    143/499      4.32G    0.01028   0.009199    0.00352         53        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
    143/499      4.32G    0.01029   0.009186   0.003645         62        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    143/499      4.32G    0.01029   0.009186   0.003645         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
    143/499      4.32G    0.01028   0.009188   0.003677         67        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
    143/499      4.32G    0.01028   0.009188   0.003677         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    143/499      4.32G    0.01027   0.009169   0.003699         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    143/499      4.32G    0.01027   0.009169   0.003699         61        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    143/499      4.32G    0.01025   0.009107   0.003722         48        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    143/499      4.32G    0.01025   0.009107   0.003722         48        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    143/499      4.32G    0.01025    0.00909   0.003794         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    143/499      4.32G    0.01025    0.00909   0.003794         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    143/499      4.32G    0.01025   0.009083   0.003839         60        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
    143/499      4.32G    0.01025   0.009083   0.003839         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    143/499      4.32G    0.01023   0.009059   0.003836         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    143/499      4.32G    0.01023   0.009059   0.003836         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    143/499      4.32G     0.0102   0.009018    0.00382         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    143/499      4.32G     0.0102   0.009018    0.00382         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    143/499      4.32G    0.01021   0.009033   0.003822         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    143/499      4.32G    0.01021   0.009033   0.003822         70        640:  36%|###6      | 61/168 [00:11<00:21,  5.08it/s]
    143/499      4.32G     0.0102   0.009062   0.003798         83        640:  36%|###6      | 61/168 [00:11<00:21,  5.08it/s]
    143/499      4.32G     0.0102   0.009062   0.003798         83        640:  37%|###6      | 62/168 [00:11<00:20,  5.15it/s]
    143/499      4.32G    0.01019   0.009053   0.003825         63        640:  37%|###6      | 62/168 [00:12<00:20,  5.15it/s]
    143/499      4.32G    0.01019   0.009053   0.003825         63        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
    143/499      4.32G    0.01018   0.009047   0.003791         63        640:  38%|###7      | 63/168 [00:12<00:20,  5.24it/s]
    143/499      4.32G    0.01018   0.009047   0.003791         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    143/499      4.32G    0.01019   0.009049    0.00383         76        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    143/499      4.32G    0.01019   0.009049    0.00383         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    143/499      4.32G    0.01019   0.009006   0.003902         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    143/499      4.32G    0.01019   0.009006   0.003902         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    143/499      4.32G    0.01019   0.008978   0.003931         54        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    143/499      4.32G    0.01019   0.008978   0.003931         54        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    143/499      4.32G    0.01018    0.00898   0.003896         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    143/499      4.32G    0.01018    0.00898   0.003896         65        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
    143/499      4.32G    0.01018    0.00899   0.003884         83        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
    143/499      4.32G    0.01018    0.00899   0.003884         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    143/499      4.32G    0.01018   0.008999   0.003887         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    143/499      4.32G    0.01018   0.008999   0.003887         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    143/499      4.32G    0.01018   0.008999   0.003918         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    143/499      4.32G    0.01018   0.008999   0.003918         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    143/499      4.32G    0.01017   0.009011   0.003916         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    143/499      4.32G    0.01017   0.009011   0.003916         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    143/499      4.32G    0.01016   0.008995   0.003885         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    143/499      4.32G    0.01016   0.008995   0.003885         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    143/499      4.32G    0.01015   0.008969   0.003854         54        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    143/499      4.32G    0.01015   0.008969   0.003854         54        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    143/499      4.32G    0.01014   0.008983   0.003848         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    143/499      4.32G    0.01014   0.008983   0.003848         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    143/499      4.32G    0.01014   0.009014   0.003819         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    143/499      4.32G    0.01014   0.009014   0.003819         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    143/499      4.32G    0.01014   0.009027   0.003802         82        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    143/499      4.32G    0.01014   0.009027   0.003802         82        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    143/499      4.32G    0.01014   0.009015   0.003805         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    143/499      4.32G    0.01014   0.009015   0.003805         61        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    143/499      4.32G    0.01015   0.009006    0.00383         67        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    143/499      4.32G    0.01015   0.009006    0.00383         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    143/499      4.32G    0.01016   0.009025    0.00384         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    143/499      4.32G    0.01016   0.009025    0.00384         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    143/499      4.32G    0.01016   0.009029   0.003874         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    143/499      4.32G    0.01016   0.009029   0.003874         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    143/499      4.32G    0.01013   0.009007   0.003889         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    143/499      4.32G    0.01013   0.009007   0.003889         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    143/499      4.32G    0.01012   0.009011    0.00389         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    143/499      4.32G    0.01012   0.009011    0.00389         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    143/499      4.32G    0.01011   0.008992   0.003934         63        640:  49%|####9     | 83/168 [00:16<00:16,  5.28it/s]
    143/499      4.32G    0.01011   0.008992   0.003934         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    143/499      4.32G     0.0101   0.008981   0.003966         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    143/499      4.32G     0.0101   0.008981   0.003966         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    143/499      4.32G    0.01009   0.008963   0.003957         55        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    143/499      4.32G    0.01009   0.008963   0.003957         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    143/499      4.32G    0.01008   0.008967   0.003959         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    143/499      4.32G    0.01008   0.008967   0.003959         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    143/499      4.32G    0.01009   0.008964   0.003963         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    143/499      4.32G    0.01009   0.008964   0.003963         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    143/499      4.32G    0.01008   0.008984   0.003965         90        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    143/499      4.32G    0.01008   0.008984   0.003965         90        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    143/499      4.32G    0.01007   0.008953   0.003954         45        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    143/499      4.32G    0.01007   0.008953   0.003954         45        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    143/499      4.32G    0.01007   0.008971   0.003935         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    143/499      4.32G    0.01007   0.008971   0.003935         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    143/499      4.32G    0.01006   0.008982   0.003907         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    143/499      4.32G    0.01006   0.008982   0.003907         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    143/499      4.32G    0.01005   0.008996    0.00393         80        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    143/499      4.32G    0.01005   0.008996    0.00393         80        640:  55%|#####5    | 93/168 [00:17<00:14,  5.36it/s]
    143/499      4.32G    0.01004   0.008986   0.003946         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.36it/s]
    143/499      4.32G    0.01004   0.008986   0.003946         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    143/499      4.32G    0.01005   0.009017   0.003923         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    143/499      4.32G    0.01005   0.009017   0.003923         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    143/499      4.32G    0.01004   0.009003   0.003905         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    143/499      4.32G    0.01004   0.009003   0.003905         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    143/499      4.32G    0.01003   0.008996   0.003899         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    143/499      4.32G    0.01003   0.008996   0.003899         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    143/499      4.32G    0.01004   0.009008   0.003908         81        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    143/499      4.32G    0.01004   0.009008   0.003908         81        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    143/499      4.32G    0.01003   0.009016   0.003907         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    143/499      4.32G    0.01003   0.009016   0.003907         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    143/499      4.32G    0.01002   0.009023   0.003906         70        640:  59%|#####8    | 99/168 [00:19<00:12,  5.37it/s]
    143/499      4.32G    0.01002   0.009023   0.003906         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    143/499      4.32G    0.01002   0.009028   0.003882         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    143/499      4.32G    0.01002   0.009028   0.003882         66        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    143/499      4.32G       0.01   0.009031   0.003909         76        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    143/499      4.32G       0.01   0.009031   0.003909         76        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    143/499      4.32G   0.009994   0.009007   0.003924         60        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    143/499      4.32G   0.009994   0.009007   0.003924         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    143/499      4.32G   0.009993   0.009016    0.00391         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    143/499      4.32G   0.009993   0.009016    0.00391         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    143/499      4.32G   0.009993   0.009013   0.003917         64        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
    143/499      4.32G   0.009993   0.009013   0.003917         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    143/499      4.32G   0.009985    0.00901   0.003908         76        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    143/499      4.32G   0.009985    0.00901   0.003908         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    143/499      4.32G   0.009989   0.009033   0.003888         81        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    143/499      4.32G   0.009989   0.009033   0.003888         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    143/499      4.32G   0.009995   0.009053   0.003906         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    143/499      4.32G   0.009995   0.009053   0.003906         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    143/499      4.32G   0.009988   0.009051    0.00389         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    143/499      4.32G   0.009988   0.009051    0.00389         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    143/499      4.32G   0.009992   0.009049   0.003883         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    143/499      4.32G   0.009992   0.009049   0.003883         67        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    143/499      4.32G   0.009989   0.009049   0.003897         68        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
    143/499      4.32G   0.009989   0.009049   0.003897         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    143/499      4.32G   0.009982   0.009064   0.003895         83        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    143/499      4.32G   0.009982   0.009064   0.003895         83        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    143/499      4.32G   0.009971   0.009056   0.003883         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    143/499      4.32G   0.009971   0.009056   0.003883         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    143/499      4.32G   0.009973   0.009078   0.003875         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    143/499      4.32G   0.009973   0.009078   0.003875         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    143/499      4.32G   0.009971   0.009073   0.003865         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    143/499      4.32G   0.009971   0.009073   0.003865         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
    143/499      4.32G   0.009964    0.00907   0.003848         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
    143/499      4.32G   0.009964    0.00907   0.003848         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    143/499      4.32G   0.009956   0.009071   0.003837         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    143/499      4.32G   0.009956   0.009071   0.003837         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    143/499      4.32G   0.009956   0.009076   0.003835         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    143/499      4.32G   0.009956   0.009076   0.003835         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    143/499      4.32G   0.009942   0.009077    0.00384         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    143/499      4.32G   0.009942   0.009077    0.00384         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    143/499      4.32G    0.00995   0.009091   0.003842         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    143/499      4.32G    0.00995   0.009091   0.003842         71        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    143/499      4.32G   0.009941   0.009101   0.003832         74        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    143/499      4.32G   0.009941   0.009101   0.003832         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    143/499      4.32G   0.009942   0.009095    0.00384         62        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    143/499      4.32G   0.009942   0.009095    0.00384         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    143/499      4.32G   0.009941   0.009079   0.003818         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    143/499      4.32G   0.009941   0.009079   0.003818         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    143/499      4.32G   0.009937   0.009096   0.003802         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    143/499      4.32G   0.009937   0.009096   0.003802         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    143/499      4.32G    0.00993   0.009092   0.003787         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    143/499      4.32G    0.00993   0.009092   0.003787         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.22it/s]
    143/499      4.32G   0.009935     0.0091   0.003778         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
    143/499      4.32G   0.009935     0.0091   0.003778         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
    143/499      4.32G   0.009935    0.00909   0.003787         62        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
    143/499      4.32G   0.009935    0.00909   0.003787         62        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
    143/499      4.32G   0.009932   0.009104   0.003779         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
    143/499      4.32G   0.009932   0.009104   0.003779         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    143/499      4.32G   0.009915   0.009108   0.003765         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    143/499      4.32G   0.009915   0.009108   0.003765         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.19it/s]
    143/499      4.32G   0.009915   0.009109   0.003763         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.19it/s]
    143/499      4.32G   0.009915   0.009109   0.003763         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.09it/s]
    143/499      4.32G   0.009918   0.009099   0.003753         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.09it/s]
    143/499      4.32G   0.009918   0.009099   0.003753         60        640:  78%|#######7  | 131/168 [00:24<00:07,  5.20it/s]
    143/499      4.32G   0.009915   0.009085   0.003759         54        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    143/499      4.32G   0.009915   0.009085   0.003759         54        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    143/499      4.32G   0.009911   0.009074   0.003748         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    143/499      4.32G   0.009911   0.009074   0.003748         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    143/499      4.32G   0.009913   0.009068   0.003749         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    143/499      4.32G   0.009913   0.009068   0.003749         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    143/499      4.32G   0.009906   0.009057   0.003728         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    143/499      4.32G   0.009906   0.009057   0.003728         69        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
    143/499      4.32G   0.009906   0.009064   0.003722         74        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
    143/499      4.32G   0.009906   0.009064   0.003722         74        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    143/499      4.32G   0.009886   0.009042   0.003735         56        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    143/499      4.32G   0.009886   0.009042   0.003735         56        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
    143/499      4.32G   0.009888   0.009039   0.003741         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
    143/499      4.32G   0.009888   0.009039   0.003741         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.27it/s]
    143/499      4.32G   0.009883   0.009058    0.00374         93        640:  82%|########2 | 138/168 [00:26<00:05,  5.27it/s]
    143/499      4.32G   0.009883   0.009058    0.00374         93        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    143/499      4.32G   0.009876   0.009055   0.003748         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.14it/s]
    143/499      4.32G   0.009876   0.009055   0.003748         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    143/499      4.32G    0.00988   0.009058   0.003764         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    143/499      4.32G    0.00988   0.009058   0.003764         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    143/499      4.32G   0.009877   0.009057   0.003749         66        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    143/499      4.32G   0.009877   0.009057   0.003749         66        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    143/499      4.32G    0.00987   0.009048    0.00375         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    143/499      4.32G    0.00987   0.009048    0.00375         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    143/499      4.32G   0.009888   0.009055   0.003758         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    143/499      4.32G   0.009888   0.009055   0.003758         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    143/499      4.32G   0.009891   0.009035   0.003745         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    143/499      4.32G   0.009891   0.009035   0.003745         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    143/499      4.32G   0.009882   0.009042   0.003739         89        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    143/499      4.32G   0.009882   0.009042   0.003739         89        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    143/499      4.32G   0.009886    0.00903   0.003735         54        640:  87%|########6 | 146/168 [00:28<00:04,  5.27it/s]
    143/499      4.32G   0.009886    0.00903   0.003735         54        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    143/499      4.32G   0.009887    0.00904   0.003725         77        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    143/499      4.32G   0.009887    0.00904   0.003725         77        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    143/499      4.32G   0.009916   0.009037   0.003745         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    143/499      4.32G   0.009916   0.009037   0.003745         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    143/499      4.32G   0.009918   0.009056    0.00373         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    143/499      4.32G   0.009918   0.009056    0.00373         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    143/499      4.32G   0.009919   0.009065   0.003735         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    143/499      4.32G   0.009919   0.009065   0.003735         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    143/499      4.32G   0.009915   0.009063   0.003758         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    143/499      4.32G   0.009915   0.009063   0.003758         66        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
    143/499      4.32G   0.009908   0.009057   0.003752         57        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    143/499      4.32G   0.009908   0.009057   0.003752         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    143/499      4.32G   0.009904   0.009062   0.003755         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    143/499      4.32G   0.009904   0.009062   0.003755         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    143/499      4.32G     0.0099   0.009054   0.003748         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    143/499      4.32G     0.0099   0.009054   0.003748         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    143/499      4.32G   0.009903   0.009046   0.003734         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    143/499      4.32G   0.009903   0.009046   0.003734         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    143/499      4.32G   0.009904    0.00905   0.003719         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    143/499      4.32G   0.009904    0.00905   0.003719         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    143/499      4.32G   0.009912   0.009071    0.00375         78        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    143/499      4.32G   0.009912   0.009071    0.00375         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    143/499      4.32G   0.009913    0.00907   0.003745         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    143/499      4.32G   0.009913    0.00907   0.003745         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    143/499      4.32G   0.009906   0.009063   0.003754         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    143/499      4.32G   0.009906   0.009063   0.003754         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    143/499      4.32G   0.009914   0.009059   0.003758         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    143/499      4.32G   0.009914   0.009059   0.003758         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    143/499      4.32G   0.009911   0.009057    0.00376         82        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    143/499      4.32G   0.009911   0.009057    0.00376         82        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    143/499      4.32G   0.009919   0.009067   0.003778         79        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
    143/499      4.32G   0.009919   0.009067   0.003778         79        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    143/499      4.32G   0.009923   0.009059   0.003773         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    143/499      4.32G   0.009923   0.009059   0.003773         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    143/499      4.32G   0.009917   0.009049   0.003769         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    143/499      4.32G   0.009917   0.009049   0.003769         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    143/499      4.32G   0.009913   0.009046   0.003764         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    143/499      4.32G   0.009913   0.009046   0.003764         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    143/499      4.32G   0.009906   0.009042   0.003762         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    143/499      4.32G   0.009906   0.009042   0.003762         67        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    143/499      4.32G   0.009908   0.009059   0.003777         39        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    143/499      4.32G   0.009908   0.009059   0.003777         39        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    143/499      4.32G   0.009908   0.009059   0.003777         39        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.36it/s]
                   all        132        263      0.891      0.859      0.892       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    144/499      4.32G    0.01174    0.00937   0.004924         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    144/499      4.32G    0.01174    0.00937   0.004924         76        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    144/499      4.32G    0.01189    0.01071   0.003914         80        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    144/499      4.32G    0.01189    0.01071   0.003914         80        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    144/499      4.32G    0.01093   0.009933   0.003949         62        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    144/499      4.32G    0.01093   0.009933   0.003949         62        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    144/499      4.32G    0.01039    0.01006   0.003431         83        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    144/499      4.32G    0.01039    0.01006   0.003431         83        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    144/499      4.32G    0.01011   0.009829   0.003315         79        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    144/499      4.32G    0.01011   0.009829   0.003315         79        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
    144/499      4.32G    0.01032    0.01018   0.003305         76        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
    144/499      4.32G    0.01032    0.01018   0.003305         76        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    144/499      4.32G    0.01018   0.009937    0.00324         57        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    144/499      4.32G    0.01018   0.009937    0.00324         57        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    144/499      4.32G    0.01013   0.009968   0.003271         71        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    144/499      4.32G    0.01013   0.009968   0.003271         71        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
    144/499      4.32G    0.01026   0.009983   0.003528         76        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
    144/499      4.32G    0.01026   0.009983   0.003528         76        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    144/499      4.32G     0.0101    0.01005   0.003381         73        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    144/499      4.32G     0.0101    0.01005   0.003381         73        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    144/499      4.32G    0.01011   0.009977   0.003126         67        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    144/499      4.32G    0.01011   0.009977   0.003126         67        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    144/499      4.32G    0.01005   0.009834   0.003063         69        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    144/499      4.32G    0.01005   0.009834   0.003063         69        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    144/499      4.32G    0.01007   0.009865    0.00296         66        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    144/499      4.32G    0.01007   0.009865    0.00296         66        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    144/499      4.32G   0.009962   0.009756   0.002986         77        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    144/499      4.32G   0.009962   0.009756   0.002986         77        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    144/499      4.32G   0.009915   0.009786   0.003046         81        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    144/499      4.32G   0.009915   0.009786   0.003046         81        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    144/499      4.32G   0.009894   0.009786   0.003086         70        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    144/499      4.32G   0.009894   0.009786   0.003086         70        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    144/499      4.32G   0.009853   0.009706   0.003098         66        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    144/499      4.32G   0.009853   0.009706   0.003098         66        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    144/499      4.32G   0.009845   0.009617    0.00309         63        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    144/499      4.32G   0.009845   0.009617    0.00309         63        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    144/499      4.32G   0.009801   0.009471   0.003103         55        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    144/499      4.32G   0.009801   0.009471   0.003103         55        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    144/499      4.32G   0.009764    0.00938   0.003022         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    144/499      4.32G   0.009764    0.00938   0.003022         59        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    144/499      4.32G   0.009734   0.009416   0.003048         83        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    144/499      4.32G   0.009734   0.009416   0.003048         83        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    144/499      4.32G   0.009715   0.009283   0.003034         58        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    144/499      4.32G   0.009715   0.009283   0.003034         58        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    144/499      4.32G   0.009677   0.009215   0.003077         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    144/499      4.32G   0.009677   0.009215   0.003077         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    144/499      4.32G   0.009624   0.009125   0.003077         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    144/499      4.32G   0.009624   0.009125   0.003077         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    144/499      4.32G   0.009644   0.009155   0.003077         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    144/499      4.32G   0.009644   0.009155   0.003077         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    144/499      4.32G   0.009668   0.009309   0.003041         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    144/499      4.32G   0.009668   0.009309   0.003041         81        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    144/499      4.32G   0.009612   0.009373   0.003029         75        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    144/499      4.32G   0.009612   0.009373   0.003029         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    144/499      4.32G   0.009583   0.009367   0.003192         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    144/499      4.32G   0.009583   0.009367   0.003192         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    144/499      4.32G   0.009629   0.009327   0.003156         57        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    144/499      4.32G   0.009629   0.009327   0.003156         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    144/499      4.32G   0.009602   0.009286   0.003149         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    144/499      4.32G   0.009602   0.009286   0.003149         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    144/499      4.32G   0.009523   0.009186   0.003302         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    144/499      4.32G   0.009523   0.009186   0.003302         62        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    144/499      4.32G   0.009514   0.009191   0.003352         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    144/499      4.32G   0.009514   0.009191   0.003352         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    144/499      4.32G   0.009518    0.00922   0.003353         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    144/499      4.32G   0.009518    0.00922   0.003353         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    144/499      4.32G   0.009509   0.009249   0.003424         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    144/499      4.32G   0.009509   0.009249   0.003424         69        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    144/499      4.32G   0.009513   0.009245   0.003415         72        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    144/499      4.32G   0.009513   0.009245   0.003415         72        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    144/499      4.32G   0.009548   0.009178   0.003472         41        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    144/499      4.32G   0.009548   0.009178   0.003472         41        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
    144/499      4.32G   0.009544   0.009251   0.003501         82        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
    144/499      4.32G   0.009544   0.009251   0.003501         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    144/499      4.32G   0.009548   0.009262   0.003501         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    144/499      4.32G   0.009548   0.009262   0.003501         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    144/499      4.32G   0.009538   0.009275   0.003539         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    144/499      4.32G   0.009538   0.009275   0.003539         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    144/499      4.32G   0.009569    0.00928   0.003524         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    144/499      4.32G   0.009569    0.00928   0.003524         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    144/499      4.32G   0.009535    0.00928   0.003498         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    144/499      4.32G   0.009535    0.00928   0.003498         62        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    144/499      4.32G   0.009528   0.009286     0.0035         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    144/499      4.32G   0.009528   0.009286     0.0035         69        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    144/499      4.32G   0.009505   0.009253   0.003514         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    144/499      4.32G   0.009505   0.009253   0.003514         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    144/499      4.32G   0.009503   0.009255   0.003523         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    144/499      4.32G   0.009503   0.009255   0.003523         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    144/499      4.32G   0.009493   0.009216   0.003525         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    144/499      4.32G   0.009493   0.009216   0.003525         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    144/499      4.32G   0.009472   0.009149   0.003505         53        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    144/499      4.32G   0.009472   0.009149   0.003505         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    144/499      4.32G   0.009514   0.009139   0.003539         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    144/499      4.32G   0.009514   0.009139   0.003539         63        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    144/499      4.32G   0.009508   0.009112   0.003567         66        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    144/499      4.32G   0.009508   0.009112   0.003567         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    144/499      4.32G   0.009523   0.009182   0.003577         86        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    144/499      4.32G   0.009523   0.009182   0.003577         86        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    144/499      4.32G   0.009522   0.009188   0.003667         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    144/499      4.32G   0.009522   0.009188   0.003667         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    144/499      4.32G   0.009524   0.009187   0.003648         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    144/499      4.32G   0.009524   0.009187   0.003648         64        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    144/499      4.32G    0.00952   0.009197   0.003612         77        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    144/499      4.32G    0.00952   0.009197   0.003612         77        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    144/499      4.32G   0.009551   0.009194   0.003575         61        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    144/499      4.32G   0.009551   0.009194   0.003575         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    144/499      4.32G   0.009559    0.00917    0.00355         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    144/499      4.32G   0.009559    0.00917    0.00355         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    144/499      4.32G   0.009541   0.009154   0.003553         52        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    144/499      4.32G   0.009541   0.009154   0.003553         52        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    144/499      4.32G   0.009531   0.009158   0.003569         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    144/499      4.32G   0.009531   0.009158   0.003569         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    144/499      4.32G   0.009537   0.009152   0.003568         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    144/499      4.32G   0.009537   0.009152   0.003568         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    144/499      4.32G   0.009524   0.009153   0.003569         68        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    144/499      4.32G   0.009524   0.009153   0.003569         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    144/499      4.32G   0.009562   0.009159   0.003583         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    144/499      4.32G   0.009562   0.009159   0.003583         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    144/499      4.32G   0.009567   0.009111   0.003638         55        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    144/499      4.32G   0.009567   0.009111   0.003638         55        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    144/499      4.32G   0.009567   0.009101    0.00368         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    144/499      4.32G   0.009567   0.009101    0.00368         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    144/499      4.32G   0.009534   0.009073   0.003695         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    144/499      4.32G   0.009534   0.009073   0.003695         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    144/499      4.32G   0.009557   0.009031   0.003729         52        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    144/499      4.32G   0.009557   0.009031   0.003729         52        640:  38%|###7      | 63/168 [00:11<00:19,  5.30it/s]
    144/499      4.32G   0.009557   0.008982   0.003679         42        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    144/499      4.32G   0.009557   0.008982   0.003679         42        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    144/499      4.32G   0.009557   0.008943    0.00365         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    144/499      4.32G   0.009557   0.008943    0.00365         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    144/499      4.32G   0.009546   0.008928   0.003663         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    144/499      4.32G   0.009546   0.008928   0.003663         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    144/499      4.32G   0.009543   0.008911   0.003646         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    144/499      4.32G   0.009543   0.008911   0.003646         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    144/499      4.32G   0.009548   0.008928   0.003676         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    144/499      4.32G   0.009548   0.008928   0.003676         74        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    144/499      4.32G    0.00955   0.008971   0.003688         81        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    144/499      4.32G    0.00955   0.008971   0.003688         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    144/499      4.32G   0.009528   0.008984   0.003695         90        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    144/499      4.32G   0.009528   0.008984   0.003695         90        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    144/499      4.32G   0.009542   0.008968   0.003674         52        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    144/499      4.32G   0.009542   0.008968   0.003674         52        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    144/499      4.32G   0.009528   0.008969   0.003649         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    144/499      4.32G   0.009528   0.008969   0.003649         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    144/499      4.32G   0.009544   0.008979   0.003631         63        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    144/499      4.32G   0.009544   0.008979   0.003631         63        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    144/499      4.32G   0.009533   0.008983   0.003654         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    144/499      4.32G   0.009533   0.008983   0.003654         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    144/499      4.32G   0.009518   0.009002   0.003633         81        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    144/499      4.32G   0.009518   0.009002   0.003633         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    144/499      4.32G   0.009508   0.008982    0.00365         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    144/499      4.32G   0.009508   0.008982    0.00365         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    144/499      4.32G   0.009505    0.00896   0.003625         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    144/499      4.32G   0.009505    0.00896   0.003625         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    144/499      4.32G   0.009492   0.008929   0.003627         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    144/499      4.32G   0.009492   0.008929   0.003627         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    144/499      4.32G   0.009518   0.008948   0.003643         72        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
    144/499      4.32G   0.009518   0.008948   0.003643         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    144/499      4.32G   0.009543   0.008969   0.003663         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    144/499      4.32G   0.009543   0.008969   0.003663         79        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    144/499      4.32G   0.009531   0.008949   0.003642         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    144/499      4.32G   0.009531   0.008949   0.003642         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    144/499      4.32G   0.009516   0.008942   0.003665         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    144/499      4.32G   0.009516   0.008942   0.003665         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    144/499      4.32G    0.00952   0.008962    0.00367         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    144/499      4.32G    0.00952   0.008962    0.00367         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    144/499      4.32G   0.009518   0.008983   0.003678         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    144/499      4.32G   0.009518   0.008983   0.003678         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    144/499      4.32G   0.009512   0.008979   0.003736         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    144/499      4.32G   0.009512   0.008979   0.003736         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    144/499      4.32G   0.009518   0.008984   0.003763         76        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    144/499      4.32G   0.009518   0.008984   0.003763         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    144/499      4.32G   0.009527   0.008952   0.003745         43        640:  51%|#####1    | 86/168 [00:16<00:15,  5.26it/s]
    144/499      4.32G   0.009527   0.008952   0.003745         43        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    144/499      4.32G   0.009566   0.008939   0.003763         52        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    144/499      4.32G   0.009566   0.008939   0.003763         52        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    144/499      4.32G   0.009571   0.008941   0.003761         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    144/499      4.32G   0.009571   0.008941   0.003761         74        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    144/499      4.32G   0.009574   0.008954   0.003744         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    144/499      4.32G   0.009574   0.008954   0.003744         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    144/499      4.32G   0.009588   0.008965   0.003735         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    144/499      4.32G   0.009588   0.008965   0.003735         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
    144/499      4.32G   0.009594    0.00897   0.003729         78        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
    144/499      4.32G   0.009594    0.00897   0.003729         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
    144/499      4.32G   0.009594   0.008989   0.003715         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
    144/499      4.32G   0.009594   0.008989   0.003715         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
    144/499      4.32G   0.009585    0.00897   0.003717         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
    144/499      4.32G   0.009585    0.00897   0.003717         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.16it/s]
    144/499      4.32G   0.009581   0.008981   0.003703         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    144/499      4.32G   0.009581   0.008981   0.003703         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    144/499      4.32G   0.009576   0.008968    0.00369         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    144/499      4.32G   0.009576   0.008968    0.00369         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    144/499      4.32G   0.009582    0.00898   0.003685         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    144/499      4.32G   0.009582    0.00898   0.003685         82        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    144/499      4.32G   0.009584   0.008976   0.003696         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    144/499      4.32G   0.009584   0.008976   0.003696         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    144/499      4.32G   0.009635   0.008971   0.003724         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    144/499      4.32G   0.009635   0.008971   0.003724         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    144/499      4.32G   0.009642   0.008974   0.003736         64        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
    144/499      4.32G   0.009642   0.008974   0.003736         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    144/499      4.32G   0.009634   0.008979    0.00379         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    144/499      4.32G   0.009634   0.008979    0.00379         73        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    144/499      4.32G   0.009632   0.008986   0.003791         67        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    144/499      4.32G   0.009632   0.008986   0.003791         67        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    144/499      4.32G   0.009627   0.008975   0.003793         52        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    144/499      4.32G   0.009627   0.008975   0.003793         52        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    144/499      4.32G   0.009634   0.008973    0.00384         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    144/499      4.32G   0.009634   0.008973    0.00384         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    144/499      4.32G   0.009642   0.008983   0.003843         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    144/499      4.32G   0.009642   0.008983   0.003843         78        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
    144/499      4.32G    0.00963   0.008974   0.003843         83        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    144/499      4.32G    0.00963   0.008974   0.003843         83        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    144/499      4.32G   0.009626   0.008976   0.003845         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    144/499      4.32G   0.009626   0.008976   0.003845         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    144/499      4.32G   0.009617   0.008972   0.003827         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    144/499      4.32G   0.009617   0.008972   0.003827         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    144/499      4.32G   0.009634   0.008986   0.003827         85        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    144/499      4.32G   0.009634   0.008986   0.003827         85        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    144/499      4.32G   0.009628   0.008966    0.00383         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    144/499      4.32G   0.009628   0.008966    0.00383         61        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    144/499      4.32G   0.009623   0.008976   0.003813         78        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
    144/499      4.32G   0.009623   0.008976   0.003813         78        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    144/499      4.32G   0.009616   0.008955   0.003789         53        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    144/499      4.32G   0.009616   0.008955   0.003789         53        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    144/499      4.32G    0.00962   0.008949   0.003806         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    144/499      4.32G    0.00962   0.008949   0.003806         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    144/499      4.32G   0.009618   0.008946   0.003794         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    144/499      4.32G   0.009618   0.008946   0.003794         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    144/499      4.32G   0.009633   0.008945   0.003804         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    144/499      4.32G   0.009633   0.008945   0.003804         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    144/499      4.32G   0.009639    0.00894   0.003795         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
    144/499      4.32G   0.009639    0.00894   0.003795         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
    144/499      4.32G   0.009637    0.00894   0.003794         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
    144/499      4.32G   0.009637    0.00894   0.003794         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    144/499      4.32G    0.00963   0.008926   0.003802         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    144/499      4.32G    0.00963   0.008926   0.003802         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    144/499      4.32G   0.009645   0.008923   0.003778         54        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    144/499      4.32G   0.009645   0.008923   0.003778         54        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    144/499      4.32G   0.009651   0.008905   0.003797         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    144/499      4.32G   0.009651   0.008905   0.003797         65        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    144/499      4.32G   0.009654   0.008897    0.00379         60        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    144/499      4.32G   0.009654   0.008897    0.00379         60        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    144/499      4.32G   0.009659   0.008908    0.00378         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    144/499      4.32G   0.009659   0.008908    0.00378         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    144/499      4.32G   0.009652   0.008902   0.003775         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    144/499      4.32G   0.009652   0.008902   0.003775         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    144/499      4.32G   0.009651   0.008904   0.003782         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    144/499      4.32G   0.009651   0.008904   0.003782         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    144/499      4.32G   0.009647   0.008883   0.003775         52        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    144/499      4.32G   0.009647   0.008883   0.003775         52        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    144/499      4.32G   0.009646   0.008873   0.003775         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    144/499      4.32G   0.009646   0.008873   0.003775         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
    144/499      4.32G    0.00965   0.008863   0.003771         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    144/499      4.32G    0.00965   0.008863   0.003771         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    144/499      4.32G   0.009643   0.008865   0.003774         88        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    144/499      4.32G   0.009643   0.008865   0.003774         88        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    144/499      4.32G   0.009637   0.008861   0.003764         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    144/499      4.32G   0.009637   0.008861   0.003764         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    144/499      4.32G   0.009641    0.00887   0.003761         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    144/499      4.32G   0.009641    0.00887   0.003761         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    144/499      4.32G   0.009632   0.008857   0.003762         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    144/499      4.32G   0.009632   0.008857   0.003762         64        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
    144/499      4.32G   0.009619   0.008856   0.003787         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    144/499      4.32G   0.009619   0.008856   0.003787         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    144/499      4.32G   0.009627   0.008873   0.003767         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    144/499      4.32G   0.009627   0.008873   0.003767         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    144/499      4.32G   0.009622   0.008872    0.00376         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    144/499      4.32G   0.009622   0.008872    0.00376         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    144/499      4.32G    0.00963   0.008871   0.003743         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    144/499      4.32G    0.00963   0.008871   0.003743         70        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    144/499      4.32G   0.009623   0.008867   0.003743         58        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    144/499      4.32G   0.009623   0.008867   0.003743         58        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
    144/499      4.32G   0.009614   0.008862   0.003763         63        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    144/499      4.32G   0.009614   0.008862   0.003763         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    144/499      4.32G   0.009612   0.008866    0.00375         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    144/499      4.32G   0.009612   0.008866    0.00375         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    144/499      4.32G   0.009618   0.008881   0.003738         82        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    144/499      4.32G   0.009618   0.008881   0.003738         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    144/499      4.32G   0.009606   0.008868   0.003728         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    144/499      4.32G   0.009606   0.008868   0.003728         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    144/499      4.32G   0.009615   0.008883   0.003719         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    144/499      4.32G   0.009615   0.008883   0.003719         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    144/499      4.32G   0.009608   0.008888   0.003711         84        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    144/499      4.32G   0.009608   0.008888   0.003711         84        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    144/499      4.32G   0.009617   0.008891   0.003744         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    144/499      4.32G   0.009617   0.008891   0.003744         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    144/499      4.32G   0.009608   0.008886   0.003727         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    144/499      4.32G   0.009608   0.008886   0.003727         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    144/499      4.32G     0.0096   0.008889   0.003723         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    144/499      4.32G     0.0096   0.008889   0.003723         84        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    144/499      4.32G   0.009597   0.008891   0.003712         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    144/499      4.32G   0.009597   0.008891   0.003712         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    144/499      4.32G   0.009599   0.008891   0.003712         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    144/499      4.32G   0.009599   0.008891   0.003712         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    144/499      4.32G   0.009595   0.008899   0.003699         69        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    144/499      4.32G   0.009595   0.008899   0.003699         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    144/499      4.32G   0.009596     0.0089   0.003683         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    144/499      4.32G   0.009596     0.0089   0.003683         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    144/499      4.32G   0.009602   0.008886   0.003681         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    144/499      4.32G   0.009602   0.008886   0.003681         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    144/499      4.32G   0.009609   0.008891   0.003684         54        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    144/499      4.32G   0.009609   0.008891   0.003684         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    144/499      4.32G   0.009612     0.0089   0.003682         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    144/499      4.32G   0.009612     0.0089   0.003682         85        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    144/499      4.32G   0.009615   0.008906   0.003675         76        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    144/499      4.32G   0.009615   0.008906   0.003675         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    144/499      4.32G    0.00963   0.008912   0.003674         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    144/499      4.32G    0.00963   0.008912   0.003674         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    144/499      4.32G   0.009631   0.008911   0.003665         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    144/499      4.32G   0.009631   0.008911   0.003665         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    144/499      4.32G   0.009644   0.008904   0.003671         57        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    144/499      4.32G   0.009644   0.008904   0.003671         57        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    144/499      4.32G   0.009638   0.008895   0.003661         57        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    144/499      4.32G   0.009638   0.008895   0.003661         57        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    144/499      4.32G   0.009639   0.008903   0.003652         82        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
    144/499      4.32G   0.009639   0.008903   0.003652         82        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
    144/499      4.32G   0.009641    0.00891   0.003647         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
    144/499      4.32G   0.009641    0.00891   0.003647         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    144/499      4.32G   0.009635   0.008909    0.00366         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    144/499      4.32G   0.009635   0.008909    0.00366         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    144/499      4.32G   0.009643   0.008907   0.003663         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    144/499      4.32G   0.009643   0.008907   0.003663         57        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    144/499      4.32G   0.009654   0.008915   0.003661         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    144/499      4.32G   0.009654   0.008915   0.003661         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    144/499      4.32G   0.009654   0.008911   0.003659         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    144/499      4.32G   0.009654   0.008911   0.003659         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    144/499      4.32G   0.009653   0.008924   0.003645         86        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    144/499      4.32G   0.009653   0.008924   0.003645         86        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    144/499      4.32G   0.009662   0.008943   0.003638         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    144/499      4.32G   0.009662   0.008943   0.003638         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    144/499      4.32G   0.009669   0.008944    0.00362         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    144/499      4.32G   0.009669   0.008944    0.00362         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    144/499      4.32G   0.009664   0.008937   0.003627         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    144/499      4.32G   0.009664   0.008937   0.003627         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    144/499      4.32G   0.009673   0.008929   0.003614         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    144/499      4.32G   0.009673   0.008929   0.003614         24        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
    144/499      4.32G   0.009673   0.008929   0.003614         24        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263       0.86      0.864      0.875      0.756

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    145/499      4.32G     0.0101    0.01157   0.001973         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
    145/499      4.32G     0.0101    0.01157   0.001973         79        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    145/499      4.32G    0.01044    0.01101   0.003033         70        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    145/499      4.32G    0.01044    0.01101   0.003033         70        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    145/499      4.32G    0.01036    0.01057     0.0048         75        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    145/499      4.32G    0.01036    0.01057     0.0048         75        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    145/499      4.32G    0.01043    0.01013    0.00595         64        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    145/499      4.32G    0.01043    0.01013    0.00595         64        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    145/499      4.32G    0.01021    0.00991   0.005358         64        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    145/499      4.32G    0.01021    0.00991   0.005358         64        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    145/499      4.32G    0.01018   0.009607   0.004849         68        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    145/499      4.32G    0.01018   0.009607   0.004849         68        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    145/499      4.32G   0.009948   0.009319   0.004729         71        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    145/499      4.32G   0.009948   0.009319   0.004729         71        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
    145/499      4.32G     0.0101   0.009601   0.004386         76        640:   4%|4         | 7/168 [00:01<00:31,  5.15it/s]
    145/499      4.32G     0.0101   0.009601   0.004386         76        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    145/499      4.32G   0.009878   0.009541   0.004126         72        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    145/499      4.32G   0.009878   0.009541   0.004126         72        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    145/499      4.32G   0.009903   0.009512   0.004263         78        640:   5%|5         | 9/168 [00:01<00:29,  5.34it/s]
    145/499      4.32G   0.009903   0.009512   0.004263         78        640:   6%|5         | 10/168 [00:01<00:30,  5.10it/s]
    145/499      4.32G   0.009911     0.0093   0.004276         64        640:   6%|5         | 10/168 [00:02<00:30,  5.10it/s]
    145/499      4.32G   0.009911     0.0093   0.004276         64        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
    145/499      4.32G   0.009861   0.009363   0.004197         77        640:   7%|6         | 11/168 [00:02<00:30,  5.19it/s]
    145/499      4.32G   0.009861   0.009363   0.004197         77        640:   7%|7         | 12/168 [00:02<00:29,  5.23it/s]
    145/499      4.32G    0.00997   0.009393   0.004088         72        640:   7%|7         | 12/168 [00:02<00:29,  5.23it/s]
    145/499      4.32G    0.00997   0.009393   0.004088         72        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    145/499      4.32G   0.009967   0.009328   0.004364         64        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    145/499      4.32G   0.009967   0.009328   0.004364         64        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    145/499      4.32G   0.009965   0.009166   0.004251         54        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    145/499      4.32G   0.009965   0.009166   0.004251         54        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    145/499      4.32G   0.009889   0.009011   0.004056         49        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    145/499      4.32G   0.009889   0.009011   0.004056         49        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
    145/499      4.32G   0.009869   0.009015   0.003966         74        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
    145/499      4.32G   0.009869   0.009015   0.003966         74        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    145/499      4.32G   0.009989   0.009088    0.00384         70        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    145/499      4.32G   0.009989   0.009088    0.00384         70        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    145/499      4.32G   0.009879   0.009106   0.003824         78        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    145/499      4.32G   0.009879   0.009106   0.003824         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    145/499      4.32G   0.009892   0.009039    0.00369         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    145/499      4.32G   0.009892   0.009039    0.00369         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    145/499      4.32G   0.009891   0.009123    0.00386         82        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
    145/499      4.32G   0.009891   0.009123    0.00386         82        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
    145/499      4.32G   0.009882   0.009261   0.004001         85        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
    145/499      4.32G   0.009882   0.009261   0.004001         85        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    145/499      4.32G   0.009876   0.009269   0.004048         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    145/499      4.32G   0.009876   0.009269   0.004048         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    145/499      4.32G    0.00992   0.009386   0.003982         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    145/499      4.32G    0.00992   0.009386   0.003982         75        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    145/499      4.32G    0.01002   0.009421   0.003962         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    145/499      4.32G    0.01002   0.009421   0.003962         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    145/499      4.32G   0.009969   0.009366   0.003883         51        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    145/499      4.32G   0.009969   0.009366   0.003883         51        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    145/499      4.32G    0.00999   0.009343    0.00392         56        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    145/499      4.32G    0.00999   0.009343    0.00392         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    145/499      4.32G    0.00998    0.00939   0.003896         87        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    145/499      4.32G    0.00998    0.00939   0.003896         87        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    145/499      4.32G   0.009974   0.009352   0.003881         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    145/499      4.32G   0.009974   0.009352   0.003881         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    145/499      4.32G   0.009991   0.009326   0.003881         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    145/499      4.32G   0.009991   0.009326   0.003881         59        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    145/499      4.32G       0.01   0.009319   0.003925         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    145/499      4.32G       0.01   0.009319   0.003925         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    145/499      4.32G   0.009942   0.009293   0.003894         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    145/499      4.32G   0.009942   0.009293   0.003894         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    145/499      4.32G   0.009885   0.009265   0.003885         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    145/499      4.32G   0.009885   0.009265   0.003885         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    145/499      4.32G   0.009848    0.00929    0.00387         90        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    145/499      4.32G   0.009848    0.00929    0.00387         90        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    145/499      4.32G   0.009869   0.009334   0.003886         83        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    145/499      4.32G   0.009869   0.009334   0.003886         83        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    145/499      4.32G   0.009941   0.009312   0.003836         59        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    145/499      4.32G   0.009941   0.009312   0.003836         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    145/499      4.32G   0.009932   0.009264   0.003786         60        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    145/499      4.32G   0.009932   0.009264   0.003786         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    145/499      4.32G   0.009934   0.009333   0.003699         93        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    145/499      4.32G   0.009934   0.009333   0.003699         93        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    145/499      4.32G   0.009946   0.009391   0.003692         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    145/499      4.32G   0.009946   0.009391   0.003692         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    145/499      4.32G   0.009955   0.009413   0.003686         82        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    145/499      4.32G   0.009955   0.009413   0.003686         82        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    145/499      4.32G       0.01   0.009409     0.0037         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    145/499      4.32G       0.01   0.009409     0.0037         61        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    145/499      4.32G   0.009968   0.009391   0.003698         66        640:  24%|##4       | 41/168 [00:08<00:23,  5.29it/s]
    145/499      4.32G   0.009968   0.009391   0.003698         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    145/499      4.32G   0.009957   0.009391   0.003658         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    145/499      4.32G   0.009957   0.009391   0.003658         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    145/499      4.32G   0.009918   0.009363   0.003636         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    145/499      4.32G   0.009918   0.009363   0.003636         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    145/499      4.32G   0.009917   0.009334   0.003622         50        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    145/499      4.32G   0.009917   0.009334   0.003622         50        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    145/499      4.32G   0.009897   0.009345   0.003689         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    145/499      4.32G   0.009897   0.009345   0.003689         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    145/499      4.32G   0.009888   0.009389   0.003688         89        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    145/499      4.32G   0.009888   0.009389   0.003688         89        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    145/499      4.32G    0.00989   0.009398   0.003752         66        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    145/499      4.32G    0.00989   0.009398   0.003752         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    145/499      4.32G   0.009871   0.009376   0.003717         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    145/499      4.32G   0.009871   0.009376   0.003717         64        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    145/499      4.32G   0.009871   0.009373   0.003658         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    145/499      4.32G   0.009871   0.009373   0.003658         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    145/499      4.32G   0.009898   0.009411   0.003609         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    145/499      4.32G   0.009898   0.009411   0.003609         67        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    145/499      4.32G   0.009873   0.009407   0.003665         62        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    145/499      4.32G   0.009873   0.009407   0.003665         62        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
    145/499      4.32G   0.009868   0.009427   0.003652         75        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    145/499      4.32G   0.009868   0.009427   0.003652         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    145/499      4.32G   0.009875   0.009435   0.003682         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    145/499      4.32G   0.009875   0.009435   0.003682         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    145/499      4.32G   0.009917   0.009436   0.003652         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    145/499      4.32G   0.009917   0.009436   0.003652         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    145/499      4.32G   0.009894   0.009431   0.003671         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    145/499      4.32G   0.009894   0.009431   0.003671         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    145/499      4.32G   0.009886    0.00939    0.00362         51        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    145/499      4.32G   0.009886    0.00939    0.00362         51        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    145/499      4.32G   0.009901   0.009437   0.003602         81        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    145/499      4.32G   0.009901   0.009437   0.003602         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
    145/499      4.32G   0.009908   0.009451   0.003586         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.11it/s]
    145/499      4.32G   0.009908   0.009451   0.003586         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    145/499      4.32G   0.009922   0.009455   0.003579         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    145/499      4.32G   0.009922   0.009455   0.003579         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    145/499      4.32G   0.009934   0.009424   0.003544         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    145/499      4.32G   0.009934   0.009424   0.003544         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    145/499      4.32G    0.00991    0.00946   0.003519         90        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    145/499      4.32G    0.00991    0.00946   0.003519         90        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    145/499      4.32G   0.009905   0.009481   0.003501         80        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    145/499      4.32G   0.009905   0.009481   0.003501         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    145/499      4.32G   0.009911   0.009468   0.003474         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    145/499      4.32G   0.009911   0.009468   0.003474         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    145/499      4.32G   0.009904   0.009487   0.003465         86        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    145/499      4.32G   0.009904   0.009487   0.003465         86        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    145/499      4.32G   0.009886    0.00949   0.003446         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    145/499      4.32G   0.009886    0.00949   0.003446         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    145/499      4.32G   0.009873   0.009514    0.00344         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    145/499      4.32G   0.009873   0.009514    0.00344         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    145/499      4.32G   0.009875   0.009522   0.003497         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    145/499      4.32G   0.009875   0.009522   0.003497         79        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    145/499      4.32G   0.009852   0.009497   0.003536         69        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    145/499      4.32G   0.009852   0.009497   0.003536         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    145/499      4.32G   0.009854   0.009506   0.003533         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    145/499      4.32G   0.009854   0.009506   0.003533         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    145/499      4.32G   0.009837   0.009492     0.0035         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    145/499      4.32G   0.009837   0.009492     0.0035         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    145/499      4.32G   0.009847    0.00953   0.003502         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    145/499      4.32G   0.009847    0.00953   0.003502         81        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    145/499      4.32G   0.009863   0.009536   0.003505         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    145/499      4.32G   0.009863   0.009536   0.003505         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    145/499      4.32G   0.009853   0.009518   0.003508         79        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
    145/499      4.32G   0.009853   0.009518   0.003508         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    145/499      4.32G   0.009843    0.00951   0.003483         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    145/499      4.32G   0.009843    0.00951   0.003483         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    145/499      4.32G   0.009823   0.009472    0.00348         55        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    145/499      4.32G   0.009823   0.009472    0.00348         55        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    145/499      4.32G   0.009817   0.009446   0.003485         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    145/499      4.32G   0.009817   0.009446   0.003485         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    145/499      4.32G   0.009841   0.009428   0.003514         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    145/499      4.32G   0.009841   0.009428   0.003514         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    145/499      4.32G   0.009828   0.009413   0.003531         78        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    145/499      4.32G   0.009828   0.009413   0.003531         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    145/499      4.32G   0.009827   0.009409   0.003509         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    145/499      4.32G   0.009827   0.009409   0.003509         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    145/499      4.32G   0.009839   0.009384   0.003529         52        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    145/499      4.32G   0.009839   0.009384   0.003529         52        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    145/499      4.32G   0.009858   0.009381   0.003524         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    145/499      4.32G   0.009858   0.009381   0.003524         70        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    145/499      4.32G   0.009835   0.009361   0.003506         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    145/499      4.32G   0.009835   0.009361   0.003506         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    145/499      4.32G   0.009812   0.009361   0.003513         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    145/499      4.32G   0.009812   0.009361   0.003513         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    145/499      4.32G   0.009819   0.009357   0.003512         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    145/499      4.32G   0.009819   0.009357   0.003512         58        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    145/499      4.32G   0.009808   0.009342   0.003505         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    145/499      4.32G   0.009808   0.009342   0.003505         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    145/499      4.32G   0.009818   0.009349   0.003496         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    145/499      4.32G   0.009818   0.009349   0.003496         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    145/499      4.32G   0.009807   0.009351   0.003486         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    145/499      4.32G   0.009807   0.009351   0.003486         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    145/499      4.32G     0.0098   0.009338   0.003489         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    145/499      4.32G     0.0098   0.009338   0.003489         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    145/499      4.32G   0.009801   0.009329   0.003517         69        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    145/499      4.32G   0.009801   0.009329   0.003517         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    145/499      4.32G   0.009798   0.009326   0.003504         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    145/499      4.32G   0.009798   0.009326   0.003504         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    145/499      4.32G   0.009802   0.009328   0.003524         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    145/499      4.32G   0.009802   0.009328   0.003524         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    145/499      4.32G   0.009806   0.009331   0.003558         88        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    145/499      4.32G   0.009806   0.009331   0.003558         88        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    145/499      4.32G   0.009798   0.009327   0.003555         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    145/499      4.32G   0.009798   0.009327   0.003555         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
    145/499      4.32G   0.009808   0.009307   0.003548         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    145/499      4.32G   0.009808   0.009307   0.003548         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    145/499      4.32G   0.009794   0.009307   0.003542         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    145/499      4.32G   0.009794   0.009307   0.003542         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    145/499      4.32G   0.009795   0.009298    0.00353         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    145/499      4.32G   0.009795   0.009298    0.00353         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    145/499      4.32G   0.009807   0.009317   0.003531         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    145/499      4.32G   0.009807   0.009317   0.003531         79        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    145/499      4.32G   0.009792   0.009316   0.003531         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    145/499      4.32G   0.009792   0.009316   0.003531         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    145/499      4.32G     0.0098   0.009295   0.003556         60        640:  59%|#####8    | 99/168 [00:19<00:12,  5.34it/s]
    145/499      4.32G     0.0098   0.009295   0.003556         60        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    145/499      4.32G    0.00979   0.009287    0.00354         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    145/499      4.32G    0.00979   0.009287    0.00354         63        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    145/499      4.32G   0.009768   0.009284   0.003542         69        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    145/499      4.32G   0.009768   0.009284   0.003542         69        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    145/499      4.32G   0.009748   0.009276   0.003533         71        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    145/499      4.32G   0.009748   0.009276   0.003533         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    145/499      4.32G   0.009739   0.009246   0.003518         52        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    145/499      4.32G   0.009739   0.009246   0.003518         52        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    145/499      4.32G   0.009739   0.009226    0.00354         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    145/499      4.32G   0.009739   0.009226    0.00354         65        640:  62%|######2   | 105/168 [00:19<00:12,  5.22it/s]
    145/499      4.32G    0.00972   0.009215   0.003529         71        640:  62%|######2   | 105/168 [00:20<00:12,  5.22it/s]
    145/499      4.32G    0.00972   0.009215   0.003529         71        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    145/499      4.32G   0.009705   0.009192   0.003531         69        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    145/499      4.32G   0.009705   0.009192   0.003531         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    145/499      4.32G    0.00971    0.00918   0.003513         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    145/499      4.32G    0.00971    0.00918   0.003513         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    145/499      4.32G   0.009703   0.009157   0.003526         56        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    145/499      4.32G   0.009703   0.009157   0.003526         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.09it/s]
    145/499      4.32G   0.009706   0.009143   0.003515         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.09it/s]
    145/499      4.32G   0.009706   0.009143   0.003515         68        640:  65%|######5   | 110/168 [00:20<00:11,  5.20it/s]
    145/499      4.32G   0.009706    0.00913   0.003516         59        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    145/499      4.32G   0.009706    0.00913   0.003516         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    145/499      4.32G   0.009696    0.00912    0.00353         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    145/499      4.32G   0.009696    0.00912    0.00353         77        640:  67%|######6   | 112/168 [00:21<00:11,  5.09it/s]
    145/499      4.32G   0.009693    0.00914   0.003513         72        640:  67%|######6   | 112/168 [00:21<00:11,  5.09it/s]
    145/499      4.32G   0.009693    0.00914   0.003513         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
    145/499      4.32G   0.009685   0.009133   0.003518         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
    145/499      4.32G   0.009685   0.009133   0.003518         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    145/499      4.32G   0.009682   0.009116   0.003511         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    145/499      4.32G   0.009682   0.009116   0.003511         56        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    145/499      4.32G    0.00968   0.009099   0.003499         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    145/499      4.32G    0.00968   0.009099   0.003499         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    145/499      4.32G   0.009681   0.009101   0.003483         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    145/499      4.32G   0.009681   0.009101   0.003483         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    145/499      4.32G   0.009663   0.009103   0.003488         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    145/499      4.32G   0.009663   0.009103   0.003488         81        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    145/499      4.32G   0.009665   0.009099   0.003485         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    145/499      4.32G   0.009665   0.009099   0.003485         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    145/499      4.32G   0.009667   0.009104   0.003485         81        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    145/499      4.32G   0.009667   0.009104   0.003485         81        640:  71%|#######1  | 120/168 [00:22<00:09,  5.29it/s]
    145/499      4.32G   0.009675   0.009096   0.003482         56        640:  71%|#######1  | 120/168 [00:23<00:09,  5.29it/s]
    145/499      4.32G   0.009675   0.009096   0.003482         56        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    145/499      4.32G   0.009673   0.009098   0.003478         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    145/499      4.32G   0.009673   0.009098   0.003478         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    145/499      4.32G   0.009662    0.00908   0.003466         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    145/499      4.32G   0.009662    0.00908   0.003466         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    145/499      4.32G   0.009681   0.009096   0.003467         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    145/499      4.32G   0.009681   0.009096   0.003467         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    145/499      4.32G   0.009669   0.009085   0.003465         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    145/499      4.32G   0.009669   0.009085   0.003465         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    145/499      4.32G   0.009668   0.009084    0.00347         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    145/499      4.32G   0.009668   0.009084    0.00347         71        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    145/499      4.32G   0.009671   0.009077    0.00346         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.38it/s]
    145/499      4.32G   0.009671   0.009077    0.00346         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    145/499      4.32G   0.009668   0.009062   0.003465         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    145/499      4.32G   0.009668   0.009062   0.003465         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    145/499      4.32G   0.009654   0.009056    0.00349         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    145/499      4.32G   0.009654   0.009056    0.00349         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    145/499      4.32G   0.009654   0.009044   0.003482         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    145/499      4.32G   0.009654   0.009044   0.003482         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    145/499      4.32G   0.009652   0.009039   0.003473         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    145/499      4.32G   0.009652   0.009039   0.003473         69        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
    145/499      4.32G    0.00964   0.009024   0.003475         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    145/499      4.32G    0.00964   0.009024   0.003475         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    145/499      4.32G    0.00964   0.009026    0.00348         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    145/499      4.32G    0.00964   0.009026    0.00348         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    145/499      4.32G    0.00964   0.009049    0.00347         89        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    145/499      4.32G    0.00964   0.009049    0.00347         89        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    145/499      4.32G   0.009636    0.00905   0.003459         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    145/499      4.32G   0.009636    0.00905   0.003459         77        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    145/499      4.32G   0.009633   0.009033   0.003464         68        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    145/499      4.32G   0.009633   0.009033   0.003464         68        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    145/499      4.32G   0.009627   0.009023    0.00345         65        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    145/499      4.32G   0.009627   0.009023    0.00345         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    145/499      4.32G   0.009627    0.00905   0.003464         89        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    145/499      4.32G   0.009627    0.00905   0.003464         89        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    145/499      4.32G   0.009614   0.009038   0.003446         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    145/499      4.32G   0.009614   0.009038   0.003446         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    145/499      4.32G   0.009613   0.009042   0.003452         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    145/499      4.32G   0.009613   0.009042   0.003452         84        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    145/499      4.32G   0.009623    0.00903   0.003459         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    145/499      4.32G   0.009623    0.00903   0.003459         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    145/499      4.32G   0.009627   0.009039   0.003447         70        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
    145/499      4.32G   0.009627   0.009039   0.003447         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    145/499      4.32G   0.009616   0.009027   0.003473         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    145/499      4.32G   0.009616   0.009027   0.003473         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    145/499      4.32G   0.009619   0.009018   0.003472         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    145/499      4.32G   0.009619   0.009018   0.003472         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    145/499      4.32G   0.009615   0.009021   0.003471         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    145/499      4.32G   0.009615   0.009021   0.003471         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    145/499      4.32G   0.009607   0.009014   0.003467         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    145/499      4.32G   0.009607   0.009014   0.003467         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
    145/499      4.32G   0.009606   0.008999   0.003459         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
    145/499      4.32G   0.009606   0.008999   0.003459         55        640:  88%|########7 | 147/168 [00:27<00:03,  5.28it/s]
    145/499      4.32G   0.009617   0.008982    0.00345         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    145/499      4.32G   0.009617   0.008982    0.00345         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
    145/499      4.32G   0.009623   0.008976   0.003465         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
    145/499      4.32G   0.009623   0.008976   0.003465         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    145/499      4.32G   0.009638   0.008981   0.003487         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    145/499      4.32G   0.009638   0.008981   0.003487         79        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    145/499      4.32G   0.009631   0.008981   0.003481         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    145/499      4.32G   0.009631   0.008981   0.003481         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    145/499      4.32G   0.009631   0.008973   0.003464         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    145/499      4.32G   0.009631   0.008973   0.003464         61        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
    145/499      4.32G   0.009629    0.00899   0.003469         85        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    145/499      4.32G   0.009629    0.00899   0.003469         85        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    145/499      4.32G   0.009629   0.009002   0.003467         85        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    145/499      4.32G   0.009629   0.009002   0.003467         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    145/499      4.32G   0.009636   0.009007   0.003461         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    145/499      4.32G   0.009636   0.009007   0.003461         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    145/499      4.32G   0.009632   0.009009   0.003482         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    145/499      4.32G   0.009632   0.009009   0.003482         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    145/499      4.32G   0.009627   0.009015   0.003466         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    145/499      4.32G   0.009627   0.009015   0.003466         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    145/499      4.32G   0.009617      0.009   0.003481         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
    145/499      4.32G   0.009617      0.009   0.003481         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    145/499      4.32G    0.00961   0.009001   0.003483         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    145/499      4.32G    0.00961   0.009001   0.003483         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    145/499      4.32G   0.009608   0.009004   0.003504         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    145/499      4.32G   0.009608   0.009004   0.003504         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    145/499      4.32G   0.009601   0.009007   0.003493         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    145/499      4.32G   0.009601   0.009007   0.003493         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    145/499      4.32G   0.009602   0.009031   0.003493         89        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    145/499      4.32G   0.009602   0.009031   0.003493         89        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    145/499      4.32G   0.009601   0.009025    0.00349         63        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    145/499      4.32G   0.009601   0.009025    0.00349         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    145/499      4.32G   0.009604    0.00901   0.003482         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    145/499      4.32G   0.009604    0.00901   0.003482         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    145/499      4.32G   0.009613   0.009012   0.003475         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    145/499      4.32G   0.009613   0.009012   0.003475         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    145/499      4.32G   0.009606   0.009025   0.003471         91        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    145/499      4.32G   0.009606   0.009025   0.003471         91        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    145/499      4.32G   0.009606   0.009022   0.003452         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    145/499      4.32G   0.009606   0.009022   0.003452         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    145/499      4.32G   0.009607   0.009011    0.00344         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    145/499      4.32G   0.009607   0.009011    0.00344         28        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
    145/499      4.32G   0.009607   0.009011    0.00344         28        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.878      0.854      0.882      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    146/499      4.32G    0.01095   0.005799   0.001415         47        640:   0%|          | 0/168 [00:00<?, ?it/s]
    146/499      4.32G    0.01095   0.005799   0.001415         47        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    146/499      4.32G    0.01001    0.00753   0.001734         74        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    146/499      4.32G    0.01001    0.00753   0.001734         74        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
    146/499      4.32G   0.009977   0.008282   0.003574         74        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
    146/499      4.32G   0.009977   0.008282   0.003574         74        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    146/499      4.32G    0.01001   0.009076   0.003254         70        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    146/499      4.32G    0.01001   0.009076   0.003254         70        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    146/499      4.32G    0.01003   0.009327   0.002967         75        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    146/499      4.32G    0.01003   0.009327   0.002967         75        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
    146/499      4.32G   0.009944   0.009496   0.002853         64        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
    146/499      4.32G   0.009944   0.009496   0.002853         64        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
    146/499      4.32G   0.009941   0.009598   0.002641         70        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
    146/499      4.32G   0.009941   0.009598   0.002641         70        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    146/499      4.32G   0.009871   0.009617   0.002683         83        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    146/499      4.32G   0.009871   0.009617   0.002683         83        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    146/499      4.32G   0.009834   0.009827   0.002799         83        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    146/499      4.32G   0.009834   0.009827   0.002799         83        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    146/499      4.32G   0.009682   0.009575   0.002729         61        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    146/499      4.32G   0.009682   0.009575   0.002729         61        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    146/499      4.32G   0.009713   0.009309    0.00285         55        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    146/499      4.32G   0.009713   0.009309    0.00285         55        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    146/499      4.32G   0.009621   0.009198   0.002777         69        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    146/499      4.32G   0.009621   0.009198   0.002777         69        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    146/499      4.32G   0.009661   0.009224   0.002632         73        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    146/499      4.32G   0.009661   0.009224   0.002632         73        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    146/499      4.32G   0.009655   0.009254    0.00279         74        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    146/499      4.32G   0.009655   0.009254    0.00279         74        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    146/499      4.32G    0.00959   0.009325   0.002777         84        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    146/499      4.32G    0.00959   0.009325   0.002777         84        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    146/499      4.32G   0.009614    0.00946   0.002691         76        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    146/499      4.32G   0.009614    0.00946   0.002691         76        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    146/499      4.32G   0.009628   0.009375   0.002704         71        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    146/499      4.32G   0.009628   0.009375   0.002704         71        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    146/499      4.32G   0.009622   0.009318   0.002899         66        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    146/499      4.32G   0.009622   0.009318   0.002899         66        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    146/499      4.32G   0.009683   0.009347   0.002836         66        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    146/499      4.32G   0.009683   0.009347   0.002836         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    146/499      4.32G   0.009749   0.009358    0.00272         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    146/499      4.32G   0.009749   0.009358    0.00272         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    146/499      4.32G   0.009745   0.009347   0.002768         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    146/499      4.32G   0.009745   0.009347   0.002768         70        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    146/499      4.32G   0.009759   0.009281   0.002818         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    146/499      4.32G   0.009759   0.009281   0.002818         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    146/499      4.32G   0.009708   0.009225    0.00275         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    146/499      4.32G   0.009708   0.009225    0.00275         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    146/499      4.32G   0.009711   0.009188   0.002786         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    146/499      4.32G   0.009711   0.009188   0.002786         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    146/499      4.32G   0.009762   0.009162   0.002862         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    146/499      4.32G   0.009762   0.009162   0.002862         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    146/499      4.32G   0.009768   0.009122   0.002904         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    146/499      4.32G   0.009768   0.009122   0.002904         66        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
    146/499      4.32G   0.009661   0.008981   0.003031         52        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
    146/499      4.32G   0.009661   0.008981   0.003031         52        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    146/499      4.32G   0.009632   0.008908   0.003056         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    146/499      4.32G   0.009632   0.008908   0.003056         58        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
    146/499      4.32G   0.009588   0.008859   0.003056         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
    146/499      4.32G   0.009588   0.008859   0.003056         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    146/499      4.32G   0.009539   0.008821   0.003112         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    146/499      4.32G   0.009539   0.008821   0.003112         57        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    146/499      4.32G   0.009503   0.008768   0.003151         59        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    146/499      4.32G   0.009503   0.008768   0.003151         59        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    146/499      4.32G    0.00949   0.008686   0.003127         59        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    146/499      4.32G    0.00949   0.008686   0.003127         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    146/499      4.32G   0.009477   0.008712   0.003087         79        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    146/499      4.32G   0.009477   0.008712   0.003087         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    146/499      4.32G   0.009489   0.008684   0.003096         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    146/499      4.32G   0.009489   0.008684   0.003096         58        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    146/499      4.32G   0.009492   0.008717   0.003088         75        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    146/499      4.32G   0.009492   0.008717   0.003088         75        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    146/499      4.32G   0.009492   0.008717   0.003115         78        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    146/499      4.32G   0.009492   0.008717   0.003115         78        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    146/499      4.32G   0.009527   0.008723   0.003173         71        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    146/499      4.32G   0.009527   0.008723   0.003173         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    146/499      4.32G   0.009542   0.008823   0.003229         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    146/499      4.32G   0.009542   0.008823   0.003229         82        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    146/499      4.32G   0.009565   0.008824   0.003238         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    146/499      4.32G   0.009565   0.008824   0.003238         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    146/499      4.32G   0.009563   0.008769   0.003227         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    146/499      4.32G   0.009563   0.008769   0.003227         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    146/499      4.32G   0.009544   0.008792   0.003157         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    146/499      4.32G   0.009544   0.008792   0.003157         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    146/499      4.32G   0.009536   0.008823   0.003123         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    146/499      4.32G   0.009536   0.008823   0.003123         69        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    146/499      4.32G   0.009523   0.008822   0.003125         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    146/499      4.32G   0.009523   0.008822   0.003125         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    146/499      4.32G   0.009517   0.008796    0.00312         65        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    146/499      4.32G   0.009517   0.008796    0.00312         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    146/499      4.32G   0.009541    0.00879   0.003206         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    146/499      4.32G   0.009541    0.00879   0.003206         61        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    146/499      4.32G   0.009517   0.008781   0.003161         62        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    146/499      4.32G   0.009517   0.008781   0.003161         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    146/499      4.32G   0.009514    0.00879   0.003143         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    146/499      4.32G   0.009514    0.00879   0.003143         66        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
    146/499      4.32G   0.009532   0.008795   0.003162         68        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
    146/499      4.32G   0.009532   0.008795   0.003162         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    146/499      4.32G   0.009577    0.00878   0.003149         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    146/499      4.32G   0.009577    0.00878   0.003149         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    146/499      4.32G   0.009557   0.008737   0.003125         54        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    146/499      4.32G   0.009557   0.008737   0.003125         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    146/499      4.32G   0.009554   0.008685    0.00313         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    146/499      4.32G   0.009554   0.008685    0.00313         57        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    146/499      4.32G   0.009545   0.008717   0.003113         76        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    146/499      4.32G   0.009545   0.008717   0.003113         76        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    146/499      4.32G   0.009565   0.008716   0.003099         60        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    146/499      4.32G   0.009565   0.008716   0.003099         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    146/499      4.32G   0.009548   0.008677   0.003169         53        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    146/499      4.32G   0.009548   0.008677   0.003169         53        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    146/499      4.32G   0.009541    0.00866   0.003185         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    146/499      4.32G   0.009541    0.00866   0.003185         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    146/499      4.32G   0.009538   0.008678   0.003172         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    146/499      4.32G   0.009538   0.008678   0.003172         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    146/499      4.32G    0.00954    0.00868   0.003163         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    146/499      4.32G    0.00954    0.00868   0.003163         73        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    146/499      4.32G    0.00955   0.008672   0.003149         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    146/499      4.32G    0.00955   0.008672   0.003149         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    146/499      4.32G   0.009544   0.008661   0.003167         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    146/499      4.32G   0.009544   0.008661   0.003167         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    146/499      4.32G   0.009537   0.008663   0.003168         80        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    146/499      4.32G   0.009537   0.008663   0.003168         80        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    146/499      4.32G   0.009595   0.008659   0.003148         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    146/499      4.32G   0.009595   0.008659   0.003148         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    146/499      4.32G   0.009584   0.008656   0.003142         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    146/499      4.32G   0.009584   0.008656   0.003142         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    146/499      4.32G   0.009599   0.008642   0.003125         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    146/499      4.32G   0.009599   0.008642   0.003125         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
    146/499      4.32G   0.009597   0.008619   0.003083         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    146/499      4.32G   0.009597   0.008619   0.003083         61        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    146/499      4.32G   0.009617   0.008653    0.00307         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    146/499      4.32G   0.009617   0.008653    0.00307         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
    146/499      4.32G   0.009638   0.008664   0.003074         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
    146/499      4.32G   0.009638   0.008664   0.003074         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    146/499      4.32G   0.009675   0.008682   0.003067         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    146/499      4.32G   0.009675   0.008682   0.003067         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    146/499      4.32G    0.00965   0.008651    0.00303         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    146/499      4.32G    0.00965   0.008651    0.00303         53        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
    146/499      4.32G   0.009648   0.008629   0.003049         62        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    146/499      4.32G   0.009648   0.008629   0.003049         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    146/499      4.32G   0.009691   0.008608   0.003024         47        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    146/499      4.32G   0.009691   0.008608   0.003024         47        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    146/499      4.32G     0.0097   0.008599   0.003024         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    146/499      4.32G     0.0097   0.008599   0.003024         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    146/499      4.32G    0.00971   0.008601   0.003089         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    146/499      4.32G    0.00971   0.008601   0.003089         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    146/499      4.32G   0.009719   0.008635   0.003086         79        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    146/499      4.32G   0.009719   0.008635   0.003086         79        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    146/499      4.32G   0.009715   0.008612   0.003095         55        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    146/499      4.32G   0.009715   0.008612   0.003095         55        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    146/499      4.32G   0.009686   0.008605   0.003103         80        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    146/499      4.32G   0.009686   0.008605   0.003103         80        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    146/499      4.32G   0.009707   0.008584   0.003087         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    146/499      4.32G   0.009707   0.008584   0.003087         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    146/499      4.32G   0.009703   0.008592   0.003082         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    146/499      4.32G   0.009703   0.008592   0.003082         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    146/499      4.32G   0.009692   0.008591   0.003124         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    146/499      4.32G   0.009692   0.008591   0.003124         58        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    146/499      4.32G   0.009687    0.00859   0.003175         67        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
    146/499      4.32G   0.009687    0.00859   0.003175         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    146/499      4.32G   0.009697   0.008618   0.003201         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    146/499      4.32G   0.009697   0.008618   0.003201         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    146/499      4.32G   0.009701   0.008624     0.0032         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    146/499      4.32G   0.009701   0.008624     0.0032         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    146/499      4.32G   0.009707   0.008649   0.003183         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    146/499      4.32G   0.009707   0.008649   0.003183         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    146/499      4.32G   0.009713   0.008677   0.003183         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    146/499      4.32G   0.009713   0.008677   0.003183         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    146/499      4.32G   0.009731   0.008698   0.003192         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    146/499      4.32G   0.009731   0.008698   0.003192         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
    146/499      4.32G   0.009715   0.008688     0.0032         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    146/499      4.32G   0.009715   0.008688     0.0032         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    146/499      4.32G   0.009716   0.008694    0.00322         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    146/499      4.32G   0.009716   0.008694    0.00322         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    146/499      4.32G   0.009701   0.008698   0.003209         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    146/499      4.32G   0.009701   0.008698   0.003209         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    146/499      4.32G    0.00971   0.008693   0.003213         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    146/499      4.32G    0.00971   0.008693   0.003213         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    146/499      4.32G   0.009729   0.008734   0.003271         80        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    146/499      4.32G   0.009729   0.008734   0.003271         80        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    146/499      4.32G   0.009723   0.008706   0.003387         52        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    146/499      4.32G   0.009723   0.008706   0.003387         52        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    146/499      4.32G   0.009733   0.008703   0.003396         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    146/499      4.32G   0.009733   0.008703   0.003396         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    146/499      4.32G   0.009744   0.008701   0.003417         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    146/499      4.32G   0.009744   0.008701   0.003417         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.20it/s]
    146/499      4.32G   0.009746    0.00874   0.003411         99        640:  55%|#####4    | 92/168 [00:17<00:14,  5.20it/s]
    146/499      4.32G   0.009746    0.00874   0.003411         99        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    146/499      4.32G   0.009741   0.008736   0.003412         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    146/499      4.32G   0.009741   0.008736   0.003412         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.08it/s]
    146/499      4.32G   0.009746   0.008719   0.003457         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.08it/s]
    146/499      4.32G   0.009746   0.008719   0.003457         56        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    146/499      4.32G   0.009737   0.008725   0.003458         78        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    146/499      4.32G   0.009737   0.008725   0.003458         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    146/499      4.32G   0.009776   0.008753   0.003465         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    146/499      4.32G   0.009776   0.008753   0.003465         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    146/499      4.32G   0.009765   0.008755   0.003459         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    146/499      4.32G   0.009765   0.008755   0.003459         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    146/499      4.32G   0.009766   0.008752   0.003448         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    146/499      4.32G   0.009766   0.008752   0.003448         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    146/499      4.32G   0.009761   0.008764   0.003432         77        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
    146/499      4.32G   0.009761   0.008764   0.003432         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    146/499      4.32G   0.009746   0.008761   0.003429         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    146/499      4.32G   0.009746   0.008761   0.003429         80        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
    146/499      4.32G   0.009753   0.008772   0.003418         74        640:  60%|######    | 101/168 [00:19<00:12,  5.17it/s]
    146/499      4.32G   0.009753   0.008772   0.003418         74        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    146/499      4.32G   0.009756   0.008788   0.003426         83        640:  61%|######    | 102/168 [00:19<00:12,  5.26it/s]
    146/499      4.32G   0.009756   0.008788   0.003426         83        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    146/499      4.32G   0.009734   0.008776   0.003434         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    146/499      4.32G   0.009734   0.008776   0.003434         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    146/499      4.32G   0.009721   0.008785   0.003472         83        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
    146/499      4.32G   0.009721   0.008785   0.003472         83        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    146/499      4.32G   0.009703    0.00878   0.003483         54        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    146/499      4.32G   0.009703    0.00878   0.003483         54        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    146/499      4.32G   0.009709   0.008799   0.003487         78        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    146/499      4.32G   0.009709   0.008799   0.003487         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    146/499      4.32G   0.009704   0.008809   0.003495         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    146/499      4.32G   0.009704   0.008809   0.003495         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    146/499      4.32G   0.009704   0.008801    0.00353         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    146/499      4.32G   0.009704   0.008801    0.00353         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
    146/499      4.32G   0.009698   0.008808   0.003544         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
    146/499      4.32G   0.009698   0.008808   0.003544         78        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
    146/499      4.32G   0.009695   0.008807   0.003537         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    146/499      4.32G   0.009695   0.008807   0.003537         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    146/499      4.32G   0.009686     0.0088   0.003533         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    146/499      4.32G   0.009686     0.0088   0.003533         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    146/499      4.32G   0.009699   0.008811   0.003543         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    146/499      4.32G   0.009699   0.008811   0.003543         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    146/499      4.32G   0.009705   0.008797   0.003544         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    146/499      4.32G   0.009705   0.008797   0.003544         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    146/499      4.32G   0.009699   0.008803    0.00354         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    146/499      4.32G   0.009699   0.008803    0.00354         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
    146/499      4.32G   0.009697     0.0088   0.003543         62        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
    146/499      4.32G   0.009697     0.0088   0.003543         62        640:  69%|######9   | 116/168 [00:22<00:10,  5.11it/s]
    146/499      4.32G   0.009689   0.008795   0.003532         61        640:  69%|######9   | 116/168 [00:22<00:10,  5.11it/s]
    146/499      4.32G   0.009689   0.008795   0.003532         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.20it/s]
    146/499      4.32G   0.009685   0.008789   0.003525         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.20it/s]
    146/499      4.32G   0.009685   0.008789   0.003525         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.04it/s]
    146/499      4.32G   0.009678   0.008781   0.003553         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.04it/s]
    146/499      4.32G   0.009678   0.008781   0.003553         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.14it/s]
    146/499      4.32G   0.009679   0.008791   0.003558         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.14it/s]
    146/499      4.32G   0.009679   0.008791   0.003558         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.25it/s]
    146/499      4.32G   0.009683   0.008798   0.003557         73        640:  71%|#######1  | 120/168 [00:23<00:09,  5.25it/s]
    146/499      4.32G   0.009683   0.008798   0.003557         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.07it/s]
    146/499      4.32G    0.00968   0.008802   0.003555         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.07it/s]
    146/499      4.32G    0.00968   0.008802   0.003555         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.18it/s]
    146/499      4.32G   0.009665   0.008775   0.003576         54        640:  73%|#######2  | 122/168 [00:23<00:08,  5.18it/s]
    146/499      4.32G   0.009665   0.008775   0.003576         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    146/499      4.32G   0.009672   0.008775   0.003583         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    146/499      4.32G   0.009672   0.008775   0.003583         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    146/499      4.32G   0.009669   0.008774   0.003585         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    146/499      4.32G   0.009669   0.008774   0.003585         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
    146/499      4.32G   0.009651   0.008764   0.003573         67        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
    146/499      4.32G   0.009651   0.008764   0.003573         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    146/499      4.32G   0.009656   0.008755   0.003556         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    146/499      4.32G   0.009656   0.008755   0.003556         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    146/499      4.32G   0.009656   0.008751   0.003562         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    146/499      4.32G   0.009656   0.008751   0.003562         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    146/499      4.32G   0.009649   0.008757   0.003554         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    146/499      4.32G   0.009649   0.008757   0.003554         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    146/499      4.32G   0.009634   0.008761   0.003561         82        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    146/499      4.32G   0.009634   0.008761   0.003561         82        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    146/499      4.32G   0.009634    0.00878   0.003547         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    146/499      4.32G   0.009634    0.00878   0.003547         81        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    146/499      4.32G   0.009633   0.008788   0.003531         76        640:  78%|#######7  | 131/168 [00:25<00:06,  5.33it/s]
    146/499      4.32G   0.009633   0.008788   0.003531         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    146/499      4.32G   0.009637   0.008814   0.003539         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    146/499      4.32G   0.009637   0.008814   0.003539         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    146/499      4.32G   0.009656   0.008796    0.00352         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    146/499      4.32G   0.009656   0.008796    0.00352         50        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    146/499      4.32G    0.00966   0.008805   0.003568         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    146/499      4.32G    0.00966   0.008805   0.003568         75        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    146/499      4.32G   0.009673   0.008826   0.003561         75        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    146/499      4.32G   0.009673   0.008826   0.003561         75        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    146/499      4.32G   0.009661   0.008821   0.003578         74        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
    146/499      4.32G   0.009661   0.008821   0.003578         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    146/499      4.32G   0.009654   0.008812   0.003572         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    146/499      4.32G   0.009654   0.008812   0.003572         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    146/499      4.32G   0.009656   0.008811    0.00356         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    146/499      4.32G   0.009656   0.008811    0.00356         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    146/499      4.32G   0.009651   0.008805   0.003559         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    146/499      4.32G   0.009651   0.008805   0.003559         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    146/499      4.32G   0.009667   0.008815   0.003552         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    146/499      4.32G   0.009667   0.008815   0.003552         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.25it/s]
    146/499      4.32G   0.009672   0.008815   0.003545         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.25it/s]
    146/499      4.32G   0.009672   0.008815   0.003545         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.09it/s]
    146/499      4.32G    0.00967    0.00882   0.003555         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.09it/s]
    146/499      4.32G    0.00967    0.00882   0.003555         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    146/499      4.32G   0.009674    0.00882   0.003551         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    146/499      4.32G   0.009674    0.00882   0.003551         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    146/499      4.32G   0.009674   0.008817   0.003545         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    146/499      4.32G   0.009674   0.008817   0.003545         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    146/499      4.32G   0.009676   0.008809   0.003528         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    146/499      4.32G   0.009676   0.008809   0.003528         56        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    146/499      4.32G   0.009664   0.008813   0.003534         78        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
    146/499      4.32G   0.009664   0.008813   0.003534         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    146/499      4.32G   0.009655   0.008813   0.003522         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    146/499      4.32G   0.009655   0.008813   0.003522         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    146/499      4.32G   0.009652   0.008803   0.003515         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    146/499      4.32G   0.009652   0.008803   0.003515         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    146/499      4.32G   0.009659   0.008804   0.003513         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    146/499      4.32G   0.009659   0.008804   0.003513         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    146/499      4.32G   0.009674   0.008792    0.00353         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    146/499      4.32G   0.009674   0.008792    0.00353         56        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    146/499      4.32G   0.009678   0.008796   0.003513         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    146/499      4.32G   0.009678   0.008796   0.003513         66        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
    146/499      4.32G   0.009677   0.008799    0.00351         69        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    146/499      4.32G   0.009677   0.008799    0.00351         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    146/499      4.32G   0.009679   0.008803   0.003508         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    146/499      4.32G   0.009679   0.008803   0.003508         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    146/499      4.32G   0.009677   0.008803   0.003525         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    146/499      4.32G   0.009677   0.008803   0.003525         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    146/499      4.32G   0.009679     0.0088    0.00352         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    146/499      4.32G   0.009679     0.0088    0.00352         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    146/499      4.32G   0.009673   0.008806   0.003523         81        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    146/499      4.32G   0.009673   0.008806   0.003523         81        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    146/499      4.32G   0.009672   0.008802   0.003552         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    146/499      4.32G   0.009672   0.008802   0.003552         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    146/499      4.32G   0.009663   0.008813   0.003537         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    146/499      4.32G   0.009663   0.008813   0.003537         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    146/499      4.32G    0.00967   0.008823   0.003529         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    146/499      4.32G    0.00967   0.008823   0.003529         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    146/499      4.32G   0.009672   0.008816   0.003531         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    146/499      4.32G   0.009672   0.008816   0.003531         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.18it/s]
    146/499      4.32G    0.00967   0.008814    0.00352         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.18it/s]
    146/499      4.32G    0.00967   0.008814    0.00352         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    146/499      4.32G   0.009665   0.008809   0.003538         70        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    146/499      4.32G   0.009665   0.008809   0.003538         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    146/499      4.32G   0.009655     0.0088   0.003538         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    146/499      4.32G   0.009655     0.0088   0.003538         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.19it/s]
    146/499      4.32G   0.009649   0.008793   0.003545         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.19it/s]
    146/499      4.32G   0.009649   0.008793   0.003545         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    146/499      4.32G   0.009641   0.008799   0.003535         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    146/499      4.32G   0.009641   0.008799   0.003535         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    146/499      4.32G   0.009637   0.008803   0.003529         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    146/499      4.32G   0.009637   0.008803   0.003529         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.21it/s]
    146/499      4.32G   0.009638   0.008813   0.003535         29        640:  99%|#########9| 167/168 [00:32<00:00,  5.21it/s]
    146/499      4.32G   0.009638   0.008813   0.003535         29        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    146/499      4.32G   0.009638   0.008813   0.003535         29        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.877      0.848      0.882      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    147/499      4.32G   0.008853   0.009029   0.001943         81        640:   0%|          | 0/168 [00:00<?, ?it/s]
    147/499      4.32G   0.008853   0.009029   0.001943         81        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    147/499      4.32G    0.00891   0.008189   0.002627         64        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    147/499      4.32G    0.00891   0.008189   0.002627         64        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    147/499      4.32G    0.00907   0.007846   0.003586         60        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    147/499      4.32G    0.00907   0.007846   0.003586         60        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    147/499      4.32G   0.009315   0.008319   0.003084         66        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    147/499      4.32G   0.009315   0.008319   0.003084         66        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
    147/499      4.32G   0.009381   0.007968    0.00434         59        640:   2%|2         | 4/168 [00:00<00:31,  5.23it/s]
    147/499      4.32G   0.009381   0.007968    0.00434         59        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    147/499      4.32G   0.009346   0.007945   0.004037         63        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    147/499      4.32G   0.009346   0.007945   0.004037         63        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    147/499      4.32G   0.009378   0.007944   0.003675         62        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    147/499      4.32G   0.009378   0.007944   0.003675         62        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    147/499      4.32G    0.00962   0.008048   0.004064         64        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    147/499      4.32G    0.00962   0.008048   0.004064         64        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    147/499      4.32G   0.009724   0.008128   0.003794         55        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    147/499      4.32G   0.009724   0.008128   0.003794         55        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    147/499      4.32G   0.009655   0.007951   0.003626         52        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    147/499      4.32G   0.009655   0.007951   0.003626         52        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    147/499      4.32G   0.009587   0.007915   0.003574         62        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    147/499      4.32G   0.009587   0.007915   0.003574         62        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    147/499      4.32G   0.009593   0.008227   0.003511         75        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    147/499      4.32G   0.009593   0.008227   0.003511         75        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    147/499      4.32G   0.009782   0.008469   0.003531         79        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    147/499      4.32G   0.009782   0.008469   0.003531         79        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    147/499      4.32G    0.00973   0.008598   0.003641         93        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    147/499      4.32G    0.00973   0.008598   0.003641         93        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    147/499      4.32G   0.009781   0.008547   0.003636         62        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    147/499      4.32G   0.009781   0.008547   0.003636         62        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
    147/499      4.32G   0.009815    0.00848   0.003672         61        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
    147/499      4.32G   0.009815    0.00848   0.003672         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    147/499      4.32G   0.009764   0.008475   0.003595         55        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    147/499      4.32G   0.009764   0.008475   0.003595         55        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    147/499      4.32G   0.009814   0.008643   0.003457         87        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    147/499      4.32G   0.009814   0.008643   0.003457         87        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    147/499      4.32G   0.009766     0.0087   0.003414         64        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    147/499      4.32G   0.009766     0.0087   0.003414         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    147/499      4.32G   0.009783   0.008632   0.003411         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    147/499      4.32G   0.009783   0.008632   0.003411         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    147/499      4.32G   0.009821   0.008683   0.003408         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    147/499      4.32G   0.009821   0.008683   0.003408         71        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
    147/499      4.32G   0.009779    0.00863   0.003428         60        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    147/499      4.32G   0.009779    0.00863   0.003428         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    147/499      4.32G   0.009744   0.008684   0.003366         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    147/499      4.32G   0.009744   0.008684   0.003366         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    147/499      4.32G   0.009724   0.008697   0.003331         80        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    147/499      4.32G   0.009724   0.008697   0.003331         80        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    147/499      4.32G   0.009695   0.008676    0.00332         64        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    147/499      4.32G   0.009695   0.008676    0.00332         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    147/499      4.32G   0.009718   0.008772   0.003397         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    147/499      4.32G   0.009718   0.008772   0.003397         73        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    147/499      4.32G   0.009686   0.008743   0.003323         63        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    147/499      4.32G   0.009686   0.008743   0.003323         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    147/499      4.32G   0.009677   0.008683    0.00332         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    147/499      4.32G   0.009677   0.008683    0.00332         57        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
    147/499      4.32G   0.009673   0.008773   0.003264         85        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
    147/499      4.32G   0.009673   0.008773   0.003264         85        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    147/499      4.32G   0.009709   0.008828   0.003342         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    147/499      4.32G   0.009709   0.008828   0.003342         69        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    147/499      4.32G   0.009781   0.008751   0.003394         51        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    147/499      4.32G   0.009781   0.008751   0.003394         51        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    147/499      4.32G   0.009755   0.008679   0.003345         56        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    147/499      4.32G   0.009755   0.008679   0.003345         56        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
    147/499      4.32G   0.009748   0.008662   0.003313         56        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
    147/499      4.32G   0.009748   0.008662   0.003313         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
    147/499      4.32G   0.009719   0.008653   0.003313         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.27it/s]
    147/499      4.32G   0.009719   0.008653   0.003313         67        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    147/499      4.32G   0.009702   0.008624     0.0033         61        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    147/499      4.32G   0.009702   0.008624     0.0033         61        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    147/499      4.32G   0.009705   0.008638   0.003237         69        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    147/499      4.32G   0.009705   0.008638   0.003237         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
    147/499      4.32G   0.009693   0.008741   0.003266         84        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
    147/499      4.32G   0.009693   0.008741   0.003266         84        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    147/499      4.32G   0.009725   0.008757   0.003223         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    147/499      4.32G   0.009725   0.008757   0.003223         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    147/499      4.32G   0.009717   0.008751   0.003272         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    147/499      4.32G   0.009717   0.008751   0.003272         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    147/499      4.32G   0.009765   0.008725   0.003357         44        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    147/499      4.32G   0.009765   0.008725   0.003357         44        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    147/499      4.32G   0.009751   0.008736   0.003339         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    147/499      4.32G   0.009751   0.008736   0.003339         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    147/499      4.32G   0.009763   0.008747   0.003311         74        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    147/499      4.32G   0.009763   0.008747   0.003311         74        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    147/499      4.32G    0.00977   0.008759   0.003268         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    147/499      4.32G    0.00977   0.008759   0.003268         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    147/499      4.32G   0.009781    0.00874   0.003304         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    147/499      4.32G   0.009781    0.00874   0.003304         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    147/499      4.32G   0.009822   0.008748   0.003286         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    147/499      4.32G   0.009822   0.008748   0.003286         59        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    147/499      4.32G   0.009846   0.008778   0.003294         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    147/499      4.32G   0.009846   0.008778   0.003294         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    147/499      4.32G   0.009825   0.008759    0.00326         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    147/499      4.32G   0.009825   0.008759    0.00326         62        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
    147/499      4.32G   0.009819   0.008769   0.003256         76        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
    147/499      4.32G   0.009819   0.008769   0.003256         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    147/499      4.32G   0.009814   0.008751   0.003342         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    147/499      4.32G   0.009814   0.008751   0.003342         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    147/499      4.32G   0.009862   0.008734   0.003342         54        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    147/499      4.32G   0.009862   0.008734   0.003342         54        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    147/499      4.32G    0.00986   0.008735   0.003388         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    147/499      4.32G    0.00986   0.008735   0.003388         65        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    147/499      4.32G   0.009849   0.008783   0.003337         73        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    147/499      4.32G   0.009849   0.008783   0.003337         73        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    147/499      4.32G   0.009904   0.008815   0.003341         61        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    147/499      4.32G   0.009904   0.008815   0.003341         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    147/499      4.32G   0.009888   0.008807    0.00335         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    147/499      4.32G   0.009888   0.008807    0.00335         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    147/499      4.32G   0.009906   0.008808   0.003429         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    147/499      4.32G   0.009906   0.008808   0.003429         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    147/499      4.32G    0.00989   0.008797   0.003408         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    147/499      4.32G    0.00989   0.008797   0.003408         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    147/499      4.32G    0.00985   0.008762   0.003361         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    147/499      4.32G    0.00985   0.008762   0.003361         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    147/499      4.32G   0.009848   0.008732   0.003372         58        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
    147/499      4.32G   0.009848   0.008732   0.003372         58        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    147/499      4.32G   0.009853   0.008738     0.0034         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    147/499      4.32G   0.009853   0.008738     0.0034         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    147/499      4.32G   0.009835   0.008756    0.00343         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    147/499      4.32G   0.009835   0.008756    0.00343         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    147/499      4.32G    0.00979   0.008743   0.003436         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    147/499      4.32G    0.00979   0.008743   0.003436         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    147/499      4.32G   0.009784   0.008735   0.003402         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    147/499      4.32G   0.009784   0.008735   0.003402         67        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    147/499      4.32G   0.009788   0.008745   0.003427         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    147/499      4.32G   0.009788   0.008745   0.003427         62        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
    147/499      4.32G   0.009777   0.008731   0.003434         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    147/499      4.32G   0.009777   0.008731   0.003434         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    147/499      4.32G   0.009789   0.008755   0.003402         55        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    147/499      4.32G   0.009789   0.008755   0.003402         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    147/499      4.32G   0.009801   0.008781   0.003402         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    147/499      4.32G   0.009801   0.008781   0.003402         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    147/499      4.32G   0.009795   0.008756     0.0034         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    147/499      4.32G   0.009795   0.008756     0.0034         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    147/499      4.32G   0.009777   0.008757   0.003417         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    147/499      4.32G   0.009777   0.008757   0.003417         72        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    147/499      4.32G   0.009807   0.008775   0.003448         72        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    147/499      4.32G   0.009807   0.008775   0.003448         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    147/499      4.32G   0.009788   0.008784   0.003448         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    147/499      4.32G   0.009788   0.008784   0.003448         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    147/499      4.32G   0.009787   0.008774   0.003422         56        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    147/499      4.32G   0.009787   0.008774   0.003422         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    147/499      4.32G   0.009764   0.008765   0.003425         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    147/499      4.32G   0.009764   0.008765   0.003425         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    147/499      4.32G   0.009771   0.008795   0.003395         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    147/499      4.32G   0.009771   0.008795   0.003395         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    147/499      4.32G   0.009749   0.008813   0.003401         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    147/499      4.32G   0.009749   0.008813   0.003401         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    147/499      4.32G   0.009755   0.008843    0.00339         85        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    147/499      4.32G   0.009755   0.008843    0.00339         85        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    147/499      4.32G   0.009772   0.008876   0.003366         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    147/499      4.32G   0.009772   0.008876   0.003366         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    147/499      4.32G   0.009765   0.008915   0.003352         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    147/499      4.32G   0.009765   0.008915   0.003352         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    147/499      4.32G   0.009756   0.008932   0.003339         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    147/499      4.32G   0.009756   0.008932   0.003339         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    147/499      4.32G   0.009756    0.00893   0.003333         61        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    147/499      4.32G   0.009756    0.00893   0.003333         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    147/499      4.32G   0.009745   0.008909    0.00332         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    147/499      4.32G   0.009745   0.008909    0.00332         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    147/499      4.32G   0.009748   0.008915   0.003321         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    147/499      4.32G   0.009748   0.008915   0.003321         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    147/499      4.32G   0.009736    0.00891   0.003365         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    147/499      4.32G   0.009736    0.00891   0.003365         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    147/499      4.32G   0.009731   0.008872    0.00337         50        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    147/499      4.32G   0.009731   0.008872    0.00337         50        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    147/499      4.32G   0.009727   0.008868    0.00334         57        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    147/499      4.32G   0.009727   0.008868    0.00334         57        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    147/499      4.32G   0.009735    0.00888   0.003322         74        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    147/499      4.32G   0.009735    0.00888   0.003322         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    147/499      4.32G   0.009737   0.008885   0.003318         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    147/499      4.32G   0.009737   0.008885   0.003318         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    147/499      4.32G   0.009747   0.008871   0.003319         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    147/499      4.32G   0.009747   0.008871   0.003319         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    147/499      4.32G   0.009743    0.00888   0.003315         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    147/499      4.32G   0.009743    0.00888   0.003315         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    147/499      4.32G   0.009752   0.008889   0.003333         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    147/499      4.32G   0.009752   0.008889   0.003333         68        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    147/499      4.32G   0.009731   0.008891   0.003344         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    147/499      4.32G   0.009731   0.008891   0.003344         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    147/499      4.32G   0.009733   0.008903   0.003362         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    147/499      4.32G   0.009733   0.008903   0.003362         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    147/499      4.32G   0.009744   0.008905   0.003373         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    147/499      4.32G   0.009744   0.008905   0.003373         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    147/499      4.32G   0.009747   0.008921   0.003368         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    147/499      4.32G   0.009747   0.008921   0.003368         78        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    147/499      4.32G   0.009751   0.008922    0.00336         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    147/499      4.32G   0.009751   0.008922    0.00336         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
    147/499      4.32G   0.009755   0.008915   0.003369         65        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    147/499      4.32G   0.009755   0.008915   0.003369         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    147/499      4.32G    0.00974   0.008917   0.003348         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    147/499      4.32G    0.00974   0.008917   0.003348         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    147/499      4.32G   0.009745    0.00889   0.003366         48        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    147/499      4.32G   0.009745    0.00889   0.003366         48        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    147/499      4.32G   0.009749   0.008895   0.003351         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    147/499      4.32G   0.009749   0.008895   0.003351         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    147/499      4.32G    0.00974   0.008886   0.003349         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    147/499      4.32G    0.00974   0.008886   0.003349         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    147/499      4.32G   0.009738   0.008886   0.003381         79        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
    147/499      4.32G   0.009738   0.008886   0.003381         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    147/499      4.32G   0.009734   0.008895    0.00336         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    147/499      4.32G   0.009734   0.008895    0.00336         79        640:  60%|######    | 101/168 [00:19<00:13,  5.15it/s]
    147/499      4.32G   0.009719   0.008872   0.003379         66        640:  60%|######    | 101/168 [00:19<00:13,  5.15it/s]
    147/499      4.32G   0.009719   0.008872   0.003379         66        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
    147/499      4.32G   0.009724   0.008879   0.003399         77        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
    147/499      4.32G   0.009724   0.008879   0.003399         77        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    147/499      4.32G   0.009731   0.008869   0.003398         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    147/499      4.32G   0.009731   0.008869   0.003398         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    147/499      4.32G   0.009733   0.008875   0.003387         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    147/499      4.32G   0.009733   0.008875   0.003387         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
    147/499      4.32G   0.009721   0.008848   0.003363         51        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    147/499      4.32G   0.009721   0.008848   0.003363         51        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    147/499      4.32G   0.009714   0.008848   0.003356         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    147/499      4.32G   0.009714   0.008848   0.003356         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    147/499      4.32G   0.009708   0.008832   0.003349         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    147/499      4.32G   0.009708   0.008832   0.003349         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    147/499      4.32G   0.009707    0.00884   0.003336         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    147/499      4.32G   0.009707    0.00884   0.003336         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    147/499      4.32G   0.009701   0.008838   0.003323         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    147/499      4.32G   0.009701   0.008838   0.003323         55        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    147/499      4.32G   0.009709   0.008857    0.00335         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    147/499      4.32G   0.009709   0.008857    0.00335         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    147/499      4.32G   0.009711   0.008855   0.003344         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    147/499      4.32G   0.009711   0.008855   0.003344         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    147/499      4.32G   0.009725   0.008871   0.003379         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    147/499      4.32G   0.009725   0.008871   0.003379         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    147/499      4.32G   0.009713   0.008858   0.003377         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    147/499      4.32G   0.009713   0.008858   0.003377         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.25it/s]
    147/499      4.32G   0.009709   0.008852   0.003378         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.25it/s]
    147/499      4.32G   0.009709   0.008852   0.003378         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.10it/s]
    147/499      4.32G   0.009714    0.00888   0.003371         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.10it/s]
    147/499      4.32G   0.009714    0.00888   0.003371         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.20it/s]
    147/499      4.32G   0.009716   0.008882   0.003392         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.20it/s]
    147/499      4.32G   0.009716   0.008882   0.003392         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
    147/499      4.32G   0.009702   0.008876   0.003408         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
    147/499      4.32G   0.009702   0.008876   0.003408         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    147/499      4.32G    0.00969   0.008881   0.003415         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    147/499      4.32G    0.00969   0.008881   0.003415         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    147/499      4.32G   0.009684   0.008865   0.003463         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    147/499      4.32G   0.009684   0.008865   0.003463         75        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    147/499      4.32G   0.009691   0.008875   0.003464         74        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
    147/499      4.32G   0.009691   0.008875   0.003464         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    147/499      4.32G   0.009682   0.008853   0.003443         53        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    147/499      4.32G   0.009682   0.008853   0.003443         53        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    147/499      4.32G   0.009675   0.008837   0.003464         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    147/499      4.32G   0.009675   0.008837   0.003464         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    147/499      4.32G   0.009678   0.008827   0.003473         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    147/499      4.32G   0.009678   0.008827   0.003473         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    147/499      4.32G    0.00967   0.008828   0.003479         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    147/499      4.32G    0.00967   0.008828   0.003479         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    147/499      4.32G   0.009664   0.008837   0.003464         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    147/499      4.32G   0.009664   0.008837   0.003464         77        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
    147/499      4.32G   0.009685   0.008834   0.003471         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    147/499      4.32G   0.009685   0.008834   0.003471         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    147/499      4.32G   0.009693   0.008828    0.00347         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    147/499      4.32G   0.009693   0.008828    0.00347         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    147/499      4.32G   0.009686   0.008824   0.003479         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    147/499      4.32G   0.009686   0.008824   0.003479         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
    147/499      4.32G   0.009685   0.008816   0.003488         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.25it/s]
    147/499      4.32G   0.009685   0.008816   0.003488         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    147/499      4.32G    0.00968   0.008821   0.003477         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    147/499      4.32G    0.00968   0.008821   0.003477         74        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
    147/499      4.32G   0.009667   0.008805   0.003478         69        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    147/499      4.32G   0.009667   0.008805   0.003478         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    147/499      4.32G   0.009657   0.008795    0.00348         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    147/499      4.32G   0.009657   0.008795    0.00348         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    147/499      4.32G   0.009653    0.00879   0.003479         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    147/499      4.32G   0.009653    0.00879   0.003479         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    147/499      4.32G   0.009644    0.00879   0.003461         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    147/499      4.32G   0.009644    0.00879   0.003461         67        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    147/499      4.32G   0.009642   0.008785   0.003468         67        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    147/499      4.32G   0.009642   0.008785   0.003468         67        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    147/499      4.32G    0.00965   0.008783   0.003475         63        640:  81%|########  | 136/168 [00:26<00:06,  5.20it/s]
    147/499      4.32G    0.00965   0.008783   0.003475         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    147/499      4.32G    0.00967    0.00878   0.003472         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    147/499      4.32G    0.00967    0.00878   0.003472         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    147/499      4.32G   0.009675   0.008788   0.003459         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    147/499      4.32G   0.009675   0.008788   0.003459         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    147/499      4.32G    0.00967   0.008761   0.003449         44        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    147/499      4.32G    0.00967   0.008761   0.003449         44        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    147/499      4.32G   0.009681   0.008758    0.00345         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    147/499      4.32G   0.009681   0.008758    0.00345         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    147/499      4.32G   0.009667   0.008744    0.00345         60        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    147/499      4.32G   0.009667   0.008744    0.00345         60        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    147/499      4.32G   0.009662   0.008757   0.003445         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    147/499      4.32G   0.009662   0.008757   0.003445         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    147/499      4.32G   0.009659   0.008761   0.003459         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    147/499      4.32G   0.009659   0.008761   0.003459         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    147/499      4.32G   0.009655   0.008744   0.003446         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    147/499      4.32G   0.009655   0.008744   0.003446         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    147/499      4.32G   0.009649   0.008743   0.003454         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    147/499      4.32G   0.009649   0.008743   0.003454         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    147/499      4.32G   0.009644   0.008723    0.00345         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    147/499      4.32G   0.009644   0.008723    0.00345         55        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    147/499      4.32G   0.009639   0.008718   0.003474         80        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
    147/499      4.32G   0.009639   0.008718   0.003474         80        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
    147/499      4.32G   0.009631   0.008727   0.003482         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.14it/s]
    147/499      4.32G   0.009631   0.008727   0.003482         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    147/499      4.32G   0.009619   0.008733   0.003469         80        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    147/499      4.32G   0.009619   0.008733   0.003469         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    147/499      4.32G   0.009614    0.00873   0.003465         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    147/499      4.32G   0.009614    0.00873   0.003465         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    147/499      4.32G   0.009625   0.008731   0.003457         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    147/499      4.32G   0.009625   0.008731   0.003457         67        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
    147/499      4.32G   0.009631   0.008726   0.003476         64        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    147/499      4.32G   0.009631   0.008726   0.003476         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    147/499      4.32G   0.009632   0.008716    0.00346         55        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    147/499      4.32G   0.009632   0.008716    0.00346         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    147/499      4.32G    0.00962   0.008695   0.003461         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    147/499      4.32G    0.00962   0.008695   0.003461         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    147/499      4.32G   0.009621   0.008693   0.003478         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    147/499      4.32G   0.009621   0.008693   0.003478         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    147/499      4.32G    0.00961     0.0087   0.003479         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    147/499      4.32G    0.00961     0.0087   0.003479         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    147/499      4.32G   0.009608   0.008693   0.003492         63        640:  93%|#########3| 157/168 [00:30<00:02,  5.23it/s]
    147/499      4.32G   0.009608   0.008693   0.003492         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    147/499      4.32G   0.009611   0.008709   0.003485         82        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    147/499      4.32G   0.009611   0.008709   0.003485         82        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    147/499      4.32G   0.009615   0.008709   0.003483         74        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    147/499      4.32G   0.009615   0.008709   0.003483         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    147/499      4.32G   0.009615   0.008731   0.003484         92        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    147/499      4.32G   0.009615   0.008731   0.003484         92        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    147/499      4.32G   0.009609   0.008718   0.003499         56        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    147/499      4.32G   0.009609   0.008718   0.003499         56        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    147/499      4.32G   0.009619   0.008715   0.003497         54        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
    147/499      4.32G   0.009619   0.008715   0.003497         54        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    147/499      4.32G   0.009613   0.008712   0.003485         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    147/499      4.32G   0.009613   0.008712   0.003485         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    147/499      4.32G   0.009616   0.008712   0.003488         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    147/499      4.32G   0.009616   0.008712   0.003488         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    147/499      4.32G   0.009607   0.008721   0.003487         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    147/499      4.32G   0.009607   0.008721   0.003487         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    147/499      4.32G   0.009598    0.00872   0.003484         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    147/499      4.32G   0.009598    0.00872   0.003484         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    147/499      4.32G   0.009596   0.008733   0.003477         43        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    147/499      4.32G   0.009596   0.008733   0.003477         43        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
    147/499      4.32G   0.009596   0.008733   0.003477         43        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.859      0.851      0.866      0.758

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    148/499      4.32G   0.008915   0.006832   0.002664         58        640:   0%|          | 0/168 [00:00<?, ?it/s]
    148/499      4.32G   0.008915   0.006832   0.002664         58        640:   1%|          | 1/168 [00:00<00:35,  4.70it/s]
    148/499      4.32G     0.0091    0.00767   0.002602         63        640:   1%|          | 1/168 [00:00<00:35,  4.70it/s]
    148/499      4.32G     0.0091    0.00767   0.002602         63        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    148/499      4.32G     0.0102   0.008093   0.002469         61        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    148/499      4.32G     0.0102   0.008093   0.002469         61        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    148/499      4.32G    0.01029    0.00857   0.002647         68        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    148/499      4.32G    0.01029    0.00857   0.002647         68        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    148/499      4.32G   0.009989    0.00857   0.002419         59        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    148/499      4.32G   0.009989    0.00857   0.002419         59        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
    148/499      4.32G    0.00973   0.008637   0.002688         77        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
    148/499      4.32G    0.00973   0.008637   0.002688         77        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    148/499      4.32G   0.009755   0.008947   0.002914         90        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    148/499      4.32G   0.009755   0.008947   0.002914         90        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    148/499      4.32G     0.0099   0.009569   0.002881         91        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    148/499      4.32G     0.0099   0.009569   0.002881         91        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    148/499      4.32G   0.009703   0.009356   0.002982         64        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    148/499      4.32G   0.009703   0.009356   0.002982         64        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    148/499      4.32G   0.009809   0.009326   0.003138         69        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    148/499      4.32G   0.009809   0.009326   0.003138         69        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    148/499      4.32G   0.009752   0.009164   0.003146         65        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    148/499      4.32G   0.009752   0.009164   0.003146         65        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    148/499      4.32G   0.009734   0.009246   0.003188         75        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    148/499      4.32G   0.009734   0.009246   0.003188         75        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    148/499      4.32G    0.00976   0.009142    0.00319         64        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    148/499      4.32G    0.00976   0.009142    0.00319         64        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    148/499      4.32G   0.009748   0.009058   0.003488         66        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    148/499      4.32G   0.009748   0.009058   0.003488         66        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    148/499      4.32G   0.009545   0.008941   0.003413         63        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    148/499      4.32G   0.009545   0.008941   0.003413         63        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    148/499      4.32G   0.009561   0.008906   0.003348         69        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    148/499      4.32G   0.009561   0.008906   0.003348         69        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    148/499      4.32G   0.009667   0.008918   0.003494         63        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    148/499      4.32G   0.009667   0.008918   0.003494         63        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    148/499      4.32G   0.009592   0.008905   0.003525         70        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    148/499      4.32G   0.009592   0.008905   0.003525         70        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    148/499      4.32G   0.009558   0.008834   0.003466         60        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    148/499      4.32G   0.009558   0.008834   0.003466         60        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
    148/499      4.32G   0.009554   0.008828    0.00339         67        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
    148/499      4.32G   0.009554   0.008828    0.00339         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    148/499      4.32G   0.009596    0.00879   0.003491         66        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
    148/499      4.32G   0.009596    0.00879   0.003491         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    148/499      4.32G   0.009499   0.008723   0.003364         52        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    148/499      4.32G   0.009499   0.008723   0.003364         52        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    148/499      4.32G   0.009531   0.008766   0.003273         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    148/499      4.32G   0.009531   0.008766   0.003273         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.19it/s]
    148/499      4.32G   0.009485   0.008788   0.003289         82        640:  14%|#3        | 23/168 [00:04<00:27,  5.19it/s]
    148/499      4.32G   0.009485   0.008788   0.003289         82        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    148/499      4.32G   0.009487   0.008869   0.003292         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    148/499      4.32G   0.009487   0.008869   0.003292         76        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    148/499      4.32G    0.00946   0.008877     0.0033         74        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    148/499      4.32G    0.00946   0.008877     0.0033         74        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
    148/499      4.32G   0.009454   0.008889     0.0033         79        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
    148/499      4.32G   0.009454   0.008889     0.0033         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    148/499      4.32G   0.009459   0.008832    0.00332         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    148/499      4.32G   0.009459   0.008832    0.00332         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    148/499      4.32G   0.009455   0.008853   0.003266         86        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    148/499      4.32G   0.009455   0.008853   0.003266         86        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    148/499      4.32G   0.009429   0.008828    0.00319         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    148/499      4.32G   0.009429   0.008828    0.00319         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    148/499      4.32G   0.009363   0.008777   0.003166         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    148/499      4.32G   0.009363   0.008777   0.003166         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    148/499      4.32G   0.009333   0.008794   0.003142         81        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    148/499      4.32G   0.009333   0.008794   0.003142         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    148/499      4.32G   0.009272   0.008731   0.003209         55        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    148/499      4.32G   0.009272   0.008731   0.003209         55        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    148/499      4.32G   0.009253   0.008701   0.003137         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    148/499      4.32G   0.009253   0.008701   0.003137         62        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    148/499      4.32G   0.009284   0.008741    0.00311         73        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    148/499      4.32G   0.009284   0.008741    0.00311         73        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    148/499      4.32G   0.009275    0.00874   0.003167         66        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    148/499      4.32G   0.009275    0.00874   0.003167         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    148/499      4.32G   0.009252   0.008751   0.003139         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    148/499      4.32G   0.009252   0.008751   0.003139         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    148/499      4.32G   0.009267   0.008795   0.003169         81        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    148/499      4.32G   0.009267   0.008795   0.003169         81        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    148/499      4.32G   0.009283   0.008769   0.003103         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    148/499      4.32G   0.009283   0.008769   0.003103         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    148/499      4.32G   0.009245   0.008749   0.003077         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    148/499      4.32G   0.009245   0.008749   0.003077         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    148/499      4.32G   0.009296   0.008745   0.003105         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    148/499      4.32G   0.009296   0.008745   0.003105         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    148/499      4.32G   0.009274   0.008718    0.00312         64        640:  24%|##4       | 41/168 [00:08<00:24,  5.29it/s]
    148/499      4.32G   0.009274   0.008718    0.00312         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    148/499      4.32G   0.009306   0.008738   0.003146         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    148/499      4.32G   0.009306   0.008738   0.003146         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    148/499      4.32G   0.009318   0.008709    0.00311         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    148/499      4.32G   0.009318   0.008709    0.00311         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    148/499      4.32G    0.00931   0.008723   0.003097         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    148/499      4.32G    0.00931   0.008723   0.003097         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    148/499      4.32G   0.009313   0.008729     0.0031         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    148/499      4.32G   0.009313   0.008729     0.0031         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    148/499      4.32G     0.0093   0.008708   0.003056         57        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    148/499      4.32G     0.0093   0.008708   0.003056         57        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    148/499      4.32G   0.009302   0.008723   0.003031         77        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    148/499      4.32G   0.009302   0.008723   0.003031         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    148/499      4.32G   0.009322   0.008747    0.00298         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    148/499      4.32G   0.009322   0.008747    0.00298         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    148/499      4.32G   0.009289   0.008682   0.002964         50        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    148/499      4.32G   0.009289   0.008682   0.002964         50        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    148/499      4.32G   0.009294   0.008668   0.002946         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    148/499      4.32G   0.009294   0.008668   0.002946         60        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    148/499      4.32G   0.009269   0.008677    0.00291         73        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    148/499      4.32G   0.009269   0.008677    0.00291         73        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    148/499      4.32G   0.009264   0.008654   0.002871         62        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    148/499      4.32G   0.009264   0.008654   0.002871         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    148/499      4.32G   0.009304   0.008655   0.002858         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    148/499      4.32G   0.009304   0.008655   0.002858         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    148/499      4.32G   0.009277   0.008631   0.002878         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    148/499      4.32G   0.009277   0.008631   0.002878         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    148/499      4.32G   0.009306   0.008682   0.002921         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    148/499      4.32G   0.009306   0.008682   0.002921         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    148/499      4.32G   0.009286   0.008659   0.002979         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    148/499      4.32G   0.009286   0.008659   0.002979         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    148/499      4.32G   0.009307   0.008678   0.002965         79        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    148/499      4.32G   0.009307   0.008678   0.002965         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    148/499      4.32G   0.009325   0.008674   0.002968         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    148/499      4.32G   0.009325   0.008674   0.002968         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    148/499      4.32G   0.009326   0.008675    0.00301         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    148/499      4.32G   0.009326   0.008675    0.00301         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    148/499      4.32G   0.009311   0.008671   0.003044         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    148/499      4.32G   0.009311   0.008671   0.003044         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    148/499      4.32G   0.009306   0.008649   0.003086         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    148/499      4.32G   0.009306   0.008649   0.003086         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    148/499      4.32G   0.009288   0.008663   0.003051         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    148/499      4.32G   0.009288   0.008663   0.003051         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
    148/499      4.32G   0.009286   0.008665   0.003028         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    148/499      4.32G   0.009286   0.008665   0.003028         59        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    148/499      4.32G   0.009271   0.008681   0.003021         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    148/499      4.32G   0.009271   0.008681   0.003021         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    148/499      4.32G   0.009262   0.008683   0.002996         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    148/499      4.32G   0.009262   0.008683   0.002996         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    148/499      4.32G   0.009247   0.008697   0.003051         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    148/499      4.32G   0.009247   0.008697   0.003051         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    148/499      4.32G   0.009241   0.008715   0.003073         81        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    148/499      4.32G   0.009241   0.008715   0.003073         81        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    148/499      4.32G   0.009245   0.008709    0.00307         69        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    148/499      4.32G   0.009245   0.008709    0.00307         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    148/499      4.32G   0.009255   0.008734    0.00304         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    148/499      4.32G   0.009255   0.008734    0.00304         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    148/499      4.32G   0.009264   0.008724    0.00303         51        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    148/499      4.32G   0.009264   0.008724    0.00303         51        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    148/499      4.32G    0.00926   0.008715   0.002995         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    148/499      4.32G    0.00926   0.008715   0.002995         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    148/499      4.32G   0.009273   0.008705   0.003027         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    148/499      4.32G   0.009273   0.008705   0.003027         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    148/499      4.32G   0.009266   0.008714   0.003015         84        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    148/499      4.32G   0.009266   0.008714   0.003015         84        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    148/499      4.32G   0.009261     0.0087   0.003007         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    148/499      4.32G   0.009261     0.0087   0.003007         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    148/499      4.32G   0.009248   0.008685   0.003025         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    148/499      4.32G   0.009248   0.008685   0.003025         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    148/499      4.32G   0.009279   0.008702   0.003042         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    148/499      4.32G   0.009279   0.008702   0.003042         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    148/499      4.32G   0.009286   0.008705   0.003023         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    148/499      4.32G   0.009286   0.008705   0.003023         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
    148/499      4.32G    0.00927   0.008702   0.003017         77        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
    148/499      4.32G    0.00927   0.008702   0.003017         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    148/499      4.32G   0.009266   0.008701    0.00308         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    148/499      4.32G   0.009266   0.008701    0.00308         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    148/499      4.32G   0.009262   0.008695    0.00314         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    148/499      4.32G   0.009262   0.008695    0.00314         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    148/499      4.32G   0.009275   0.008684   0.003149         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    148/499      4.32G   0.009275   0.008684   0.003149         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    148/499      4.32G   0.009291   0.008696   0.003161         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    148/499      4.32G   0.009291   0.008696   0.003161         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    148/499      4.32G   0.009267   0.008679   0.003197         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    148/499      4.32G   0.009267   0.008679   0.003197         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.32it/s]
    148/499      4.32G   0.009256   0.008668   0.003175         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
    148/499      4.32G   0.009256   0.008668   0.003175         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    148/499      4.32G   0.009264   0.008696   0.003186         81        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    148/499      4.32G   0.009264   0.008696   0.003186         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    148/499      4.32G   0.009289   0.008689   0.003158         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    148/499      4.32G   0.009289   0.008689   0.003158         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    148/499      4.32G   0.009286    0.00869    0.00317         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    148/499      4.32G   0.009286    0.00869    0.00317         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    148/499      4.32G   0.009282   0.008696   0.003183         81        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    148/499      4.32G   0.009282   0.008696   0.003183         81        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    148/499      4.32G   0.009285    0.00868     0.0032         59        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    148/499      4.32G   0.009285    0.00868     0.0032         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    148/499      4.32G   0.009294   0.008703   0.003248         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    148/499      4.32G   0.009294   0.008703   0.003248         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    148/499      4.32G   0.009281   0.008717   0.003251         81        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    148/499      4.32G   0.009281   0.008717   0.003251         81        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    148/499      4.32G   0.009294   0.008708   0.003248         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    148/499      4.32G   0.009294   0.008708   0.003248         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    148/499      4.32G   0.009299   0.008731   0.003253         86        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    148/499      4.32G   0.009299   0.008731   0.003253         86        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    148/499      4.32G   0.009299   0.008747   0.003258         83        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    148/499      4.32G   0.009299   0.008747   0.003258         83        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    148/499      4.32G   0.009298   0.008769   0.003255         83        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    148/499      4.32G   0.009298   0.008769   0.003255         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    148/499      4.32G   0.009307    0.00879   0.003256         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    148/499      4.32G   0.009307    0.00879   0.003256         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    148/499      4.32G   0.009307   0.008806   0.003265         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    148/499      4.32G   0.009307   0.008806   0.003265         79        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    148/499      4.32G   0.009309   0.008805   0.003305         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.20it/s]
    148/499      4.32G   0.009309   0.008805   0.003305         70        640:  59%|#####8    | 99/168 [00:18<00:13,  5.26it/s]
    148/499      4.32G   0.009331   0.008821   0.003319         70        640:  59%|#####8    | 99/168 [00:19<00:13,  5.26it/s]
    148/499      4.32G   0.009331   0.008821   0.003319         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    148/499      4.32G   0.009344   0.008806   0.003325         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    148/499      4.32G   0.009344   0.008806   0.003325         55        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
    148/499      4.32G   0.009364   0.008807   0.003322         62        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
    148/499      4.32G   0.009364   0.008807   0.003322         62        640:  61%|######    | 102/168 [00:19<00:12,  5.22it/s]
    148/499      4.32G   0.009376   0.008816   0.003337         72        640:  61%|######    | 102/168 [00:19<00:12,  5.22it/s]
    148/499      4.32G   0.009376   0.008816   0.003337         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    148/499      4.32G   0.009363   0.008802   0.003342         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    148/499      4.32G   0.009363   0.008802   0.003342         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.14it/s]
    148/499      4.32G   0.009362    0.00879   0.003352         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.14it/s]
    148/499      4.32G   0.009362    0.00879   0.003352         65        640:  62%|######2   | 105/168 [00:20<00:12,  5.20it/s]
    148/499      4.32G   0.009357     0.0088   0.003333         70        640:  62%|######2   | 105/168 [00:20<00:12,  5.20it/s]
    148/499      4.32G   0.009357     0.0088   0.003333         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    148/499      4.32G    0.00936    0.00881   0.003336         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    148/499      4.32G    0.00936    0.00881   0.003336         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    148/499      4.32G   0.009355   0.008803   0.003317         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    148/499      4.32G   0.009355   0.008803   0.003317         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
    148/499      4.32G   0.009353   0.008802   0.003339         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
    148/499      4.32G   0.009353   0.008802   0.003339         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    148/499      4.32G   0.009363   0.008836   0.003325         89        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    148/499      4.32G   0.009363   0.008836   0.003325         89        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
    148/499      4.32G   0.009364   0.008862   0.003325         77        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    148/499      4.32G   0.009364   0.008862   0.003325         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    148/499      4.32G    0.00935    0.00885   0.003315         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    148/499      4.32G    0.00935    0.00885   0.003315         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    148/499      4.32G   0.009346   0.008843   0.003303         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    148/499      4.32G   0.009346   0.008843   0.003303         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    148/499      4.32G   0.009336   0.008838   0.003281         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    148/499      4.32G   0.009336   0.008838   0.003281         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    148/499      4.32G   0.009338   0.008853   0.003265         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    148/499      4.32G   0.009338   0.008853   0.003265         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    148/499      4.32G   0.009328   0.008835   0.003293         65        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    148/499      4.32G   0.009328   0.008835   0.003293         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    148/499      4.32G   0.009317   0.008827   0.003298         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    148/499      4.32G   0.009317   0.008827   0.003298         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    148/499      4.32G   0.009308   0.008811   0.003319         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    148/499      4.32G   0.009308   0.008811   0.003319         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    148/499      4.32G   0.009309   0.008801   0.003317         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    148/499      4.32G   0.009309   0.008801   0.003317         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    148/499      4.32G   0.009301   0.008797   0.003312         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    148/499      4.32G   0.009301   0.008797   0.003312         76        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    148/499      4.32G   0.009289   0.008793   0.003317         71        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
    148/499      4.32G   0.009289   0.008793   0.003317         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    148/499      4.32G   0.009285   0.008792   0.003316         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    148/499      4.32G   0.009285   0.008792   0.003316         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    148/499      4.32G   0.009292   0.008793   0.003309         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    148/499      4.32G   0.009292   0.008793   0.003309         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    148/499      4.32G   0.009277   0.008772   0.003321         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    148/499      4.32G   0.009277   0.008772   0.003321         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    148/499      4.32G   0.009292   0.008759   0.003331         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    148/499      4.32G   0.009292   0.008759   0.003331         55        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    148/499      4.32G   0.009288   0.008762   0.003345         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    148/499      4.32G   0.009288   0.008762   0.003345         75        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    148/499      4.32G   0.009284   0.008756   0.003368         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    148/499      4.32G   0.009284   0.008756   0.003368         65        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    148/499      4.32G   0.009288   0.008778   0.003366         73        640:  76%|#######5  | 127/168 [00:24<00:08,  5.12it/s]
    148/499      4.32G   0.009288   0.008778   0.003366         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    148/499      4.32G   0.009293   0.008767   0.003377         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    148/499      4.32G   0.009293   0.008767   0.003377         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    148/499      4.32G   0.009289   0.008759   0.003378         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    148/499      4.32G   0.009289   0.008759   0.003378         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    148/499      4.32G   0.009298   0.008761    0.00338         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    148/499      4.32G   0.009298   0.008761    0.00338         63        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
    148/499      4.32G   0.009305   0.008751   0.003376         58        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    148/499      4.32G   0.009305   0.008751   0.003376         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
    148/499      4.32G   0.009312   0.008755   0.003416         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.25it/s]
    148/499      4.32G   0.009312   0.008755   0.003416         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    148/499      4.32G   0.009311   0.008774   0.003414         91        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    148/499      4.32G   0.009311   0.008774   0.003414         91        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    148/499      4.32G   0.009308   0.008783   0.003401         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    148/499      4.32G   0.009308   0.008783   0.003401         71        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    148/499      4.32G   0.009309   0.008772   0.003401         61        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    148/499      4.32G   0.009309   0.008772   0.003401         61        640:  81%|########  | 136/168 [00:25<00:06,  5.15it/s]
    148/499      4.32G   0.009314   0.008773   0.003393         70        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    148/499      4.32G   0.009314   0.008773   0.003393         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    148/499      4.32G   0.009319   0.008767   0.003396         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    148/499      4.32G   0.009319   0.008767   0.003396         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    148/499      4.32G   0.009322   0.008777   0.003391         81        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    148/499      4.32G   0.009322   0.008777   0.003391         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
    148/499      4.32G   0.009325   0.008786     0.0034         86        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
    148/499      4.32G   0.009325   0.008786     0.0034         86        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
    148/499      4.32G   0.009327   0.008791   0.003437         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
    148/499      4.32G   0.009327   0.008791   0.003437         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.22it/s]
    148/499      4.32G    0.00933   0.008798    0.00342         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.22it/s]
    148/499      4.32G    0.00933   0.008798    0.00342         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.11it/s]
    148/499      4.32G    0.00932   0.008784   0.003413         57        640:  85%|########4 | 142/168 [00:27<00:05,  5.11it/s]
    148/499      4.32G    0.00932   0.008784   0.003413         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.19it/s]
    148/499      4.32G   0.009316   0.008786   0.003409         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.19it/s]
    148/499      4.32G   0.009316   0.008786   0.003409         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    148/499      4.32G   0.009313   0.008774   0.003387         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    148/499      4.32G   0.009313   0.008774   0.003387         54        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    148/499      4.32G   0.009314   0.008765   0.003374         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    148/499      4.32G   0.009314   0.008765   0.003374         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    148/499      4.32G    0.00932   0.008763   0.003378         54        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
    148/499      4.32G    0.00932   0.008763   0.003378         54        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    148/499      4.32G   0.009327   0.008766   0.003394         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    148/499      4.32G   0.009327   0.008766   0.003394         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    148/499      4.32G   0.009322    0.00876   0.003387         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    148/499      4.32G   0.009322    0.00876   0.003387         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    148/499      4.32G   0.009315   0.008753   0.003371         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    148/499      4.32G   0.009315   0.008753   0.003371         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    148/499      4.32G   0.009321   0.008754   0.003388         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    148/499      4.32G   0.009321   0.008754   0.003388         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    148/499      4.32G   0.009324   0.008747   0.003389         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    148/499      4.32G   0.009324   0.008747   0.003389         70        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    148/499      4.32G   0.009332   0.008755   0.003391         78        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    148/499      4.32G   0.009332   0.008755   0.003391         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    148/499      4.32G   0.009329   0.008754   0.003381         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    148/499      4.32G   0.009329   0.008754   0.003381         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    148/499      4.32G   0.009336   0.008765   0.003383         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    148/499      4.32G   0.009336   0.008765   0.003383         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    148/499      4.32G   0.009327   0.008767   0.003393         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    148/499      4.32G   0.009327   0.008767   0.003393         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    148/499      4.32G   0.009332   0.008774    0.00338         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    148/499      4.32G   0.009332   0.008774    0.00338         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    148/499      4.32G    0.00934    0.00876   0.003383         54        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    148/499      4.32G    0.00934    0.00876   0.003383         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    148/499      4.32G   0.009338   0.008747   0.003385         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    148/499      4.32G   0.009338   0.008747   0.003385         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    148/499      4.32G   0.009339   0.008756   0.003375         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    148/499      4.32G   0.009339   0.008756   0.003375         79        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    148/499      4.32G   0.009338   0.008739   0.003384         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    148/499      4.32G   0.009338   0.008739   0.003384         52        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    148/499      4.32G   0.009339   0.008735   0.003422         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    148/499      4.32G   0.009339   0.008735   0.003422         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    148/499      4.32G   0.009342   0.008719   0.003419         52        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    148/499      4.32G   0.009342   0.008719   0.003419         52        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    148/499      4.32G    0.00935   0.008713   0.003421         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    148/499      4.32G    0.00935   0.008713   0.003421         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    148/499      4.32G    0.00935   0.008707   0.003417         58        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    148/499      4.32G    0.00935   0.008707   0.003417         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    148/499      4.32G   0.009344   0.008704   0.003422         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    148/499      4.32G   0.009344   0.008704   0.003422         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    148/499      4.32G   0.009352   0.008702   0.003433         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    148/499      4.32G   0.009352   0.008702   0.003433         56        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    148/499      4.32G    0.00936   0.008721   0.003431         39        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    148/499      4.32G    0.00936   0.008721   0.003431         39        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    148/499      4.32G    0.00936   0.008721   0.003431         39        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.868      0.869      0.874       0.76

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    149/499      4.32G   0.008393    0.00693   0.003367         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
    149/499      4.32G   0.008393    0.00693   0.003367         63        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    149/499      4.32G   0.009313   0.007897   0.002744         68        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    149/499      4.32G   0.009313   0.007897   0.002744         68        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    149/499      4.32G    0.00982   0.008504   0.002583         73        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    149/499      4.32G    0.00982   0.008504   0.002583         73        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    149/499      4.32G   0.009945   0.009054   0.002902         67        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    149/499      4.32G   0.009945   0.009054   0.002902         67        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    149/499      4.32G   0.009705   0.008906   0.002539         74        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    149/499      4.32G   0.009705   0.008906   0.002539         74        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
    149/499      4.32G   0.009542   0.008975   0.002354         72        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
    149/499      4.32G   0.009542   0.008975   0.002354         72        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
    149/499      4.32G   0.009467   0.009338   0.002696         88        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
    149/499      4.32G   0.009467   0.009338   0.002696         88        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    149/499      4.32G   0.009512   0.009411   0.002662         78        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    149/499      4.32G   0.009512   0.009411   0.002662         78        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    149/499      4.32G   0.009494   0.009136   0.002976         71        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    149/499      4.32G   0.009494   0.009136   0.002976         71        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    149/499      4.32G   0.009466   0.009219   0.003115         82        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    149/499      4.32G   0.009466   0.009219   0.003115         82        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    149/499      4.32G   0.009626   0.009202   0.003431         59        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    149/499      4.32G   0.009626   0.009202   0.003431         59        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    149/499      4.32G   0.009666   0.009073   0.003731         60        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    149/499      4.32G   0.009666   0.009073   0.003731         60        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
    149/499      4.32G   0.009583   0.009035   0.003883         77        640:   7%|7         | 12/168 [00:02<00:29,  5.24it/s]
    149/499      4.32G   0.009583   0.009035   0.003883         77        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    149/499      4.32G   0.009577   0.009074   0.003934         66        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    149/499      4.32G   0.009577   0.009074   0.003934         66        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    149/499      4.32G   0.009497   0.009225   0.004053         80        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    149/499      4.32G   0.009497   0.009225   0.004053         80        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    149/499      4.32G   0.009472   0.009207   0.004021         76        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    149/499      4.32G   0.009472   0.009207   0.004021         76        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    149/499      4.32G   0.009442   0.009122   0.003957         59        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    149/499      4.32G   0.009442   0.009122   0.003957         59        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    149/499      4.32G   0.009523   0.009118   0.003998         69        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    149/499      4.32G   0.009523   0.009118   0.003998         69        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    149/499      4.32G   0.009558   0.008972   0.003986         63        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    149/499      4.32G   0.009558   0.008972   0.003986         63        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    149/499      4.32G   0.009478    0.00886    0.00385         51        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    149/499      4.32G   0.009478    0.00886    0.00385         51        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    149/499      4.32G   0.009427   0.008892    0.00386         66        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
    149/499      4.32G   0.009427   0.008892    0.00386         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    149/499      4.32G   0.009369   0.008935   0.003781         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    149/499      4.32G   0.009369   0.008935   0.003781         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
    149/499      4.32G   0.009368   0.008882   0.003744         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.13it/s]
    149/499      4.32G   0.009368   0.008882   0.003744         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    149/499      4.32G   0.009378   0.008931   0.003659         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    149/499      4.32G   0.009378   0.008931   0.003659         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    149/499      4.32G   0.009374   0.008955   0.003636         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    149/499      4.32G   0.009374   0.008955   0.003636         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    149/499      4.32G   0.009358   0.008938   0.003657         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    149/499      4.32G   0.009358   0.008938   0.003657         72        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    149/499      4.32G   0.009401   0.008989   0.003714         64        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    149/499      4.32G   0.009401   0.008989   0.003714         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    149/499      4.32G   0.009406   0.008984   0.003704         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    149/499      4.32G   0.009406   0.008984   0.003704         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    149/499      4.32G   0.009386   0.008929   0.003738         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    149/499      4.32G   0.009386   0.008929   0.003738         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    149/499      4.32G   0.009368   0.008914   0.003781         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    149/499      4.32G   0.009368   0.008914   0.003781         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    149/499      4.32G   0.009335    0.00886   0.003778         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    149/499      4.32G   0.009335    0.00886   0.003778         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    149/499      4.32G   0.009361   0.008903    0.00383         79        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    149/499      4.32G   0.009361   0.008903    0.00383         79        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    149/499      4.32G   0.009342   0.008896   0.003747         55        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    149/499      4.32G   0.009342   0.008896   0.003747         55        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    149/499      4.32G   0.009304   0.008876   0.003734         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    149/499      4.32G   0.009304   0.008876   0.003734         79        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    149/499      4.32G   0.009321   0.008963   0.003687         85        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    149/499      4.32G   0.009321   0.008963   0.003687         85        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    149/499      4.32G   0.009326   0.009019   0.003741         86        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    149/499      4.32G   0.009326   0.009019   0.003741         86        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    149/499      4.32G   0.009319   0.009044   0.003729         76        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    149/499      4.32G   0.009319   0.009044   0.003729         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    149/499      4.32G    0.00932   0.008991   0.003811         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    149/499      4.32G    0.00932   0.008991   0.003811         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
    149/499      4.32G   0.009352   0.009046   0.003787         82        640:  23%|##2       | 38/168 [00:07<00:24,  5.21it/s]
    149/499      4.32G   0.009352   0.009046   0.003787         82        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    149/499      4.32G   0.009354   0.009032   0.003807         75        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    149/499      4.32G   0.009354   0.009032   0.003807         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    149/499      4.32G   0.009378   0.009007   0.003807         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    149/499      4.32G   0.009378   0.009007   0.003807         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    149/499      4.32G   0.009379   0.008977   0.003769         56        640:  24%|##4       | 41/168 [00:08<00:24,  5.21it/s]
    149/499      4.32G   0.009379   0.008977   0.003769         56        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    149/499      4.32G   0.009391   0.008987   0.003772         81        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    149/499      4.32G   0.009391   0.008987   0.003772         81        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    149/499      4.32G   0.009389   0.008966   0.003777         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    149/499      4.32G   0.009389   0.008966   0.003777         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    149/499      4.32G   0.009396   0.008986   0.003769         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    149/499      4.32G   0.009396   0.008986   0.003769         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    149/499      4.32G   0.009416   0.009045   0.003728         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    149/499      4.32G   0.009416   0.009045   0.003728         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    149/499      4.32G   0.009428   0.009016   0.003726         51        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    149/499      4.32G   0.009428   0.009016   0.003726         51        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    149/499      4.32G   0.009445   0.009057   0.003708         92        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    149/499      4.32G   0.009445   0.009057   0.003708         92        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    149/499      4.32G   0.009437   0.009127   0.003684        106        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    149/499      4.32G   0.009437   0.009127   0.003684        106        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    149/499      4.32G   0.009454    0.00912    0.00367         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    149/499      4.32G   0.009454    0.00912    0.00367         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    149/499      4.32G   0.009458   0.009105   0.003757         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    149/499      4.32G   0.009458   0.009105   0.003757         67        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
    149/499      4.32G   0.009467   0.009161   0.003764         80        640:  30%|###       | 51/168 [00:09<00:22,  5.29it/s]
    149/499      4.32G   0.009467   0.009161   0.003764         80        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
    149/499      4.32G   0.009481   0.009122   0.003736         62        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    149/499      4.32G   0.009481   0.009122   0.003736         62        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
    149/499      4.32G   0.009453   0.009156   0.003711         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
    149/499      4.32G   0.009453   0.009156   0.003711         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    149/499      4.32G   0.009517   0.009163   0.003716         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    149/499      4.32G   0.009517   0.009163   0.003716         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    149/499      4.32G   0.009529   0.009161   0.003732         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    149/499      4.32G   0.009529   0.009161   0.003732         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    149/499      4.32G   0.009508   0.009138   0.003694         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    149/499      4.32G   0.009508   0.009138   0.003694         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    149/499      4.32G   0.009501    0.00911    0.00369         66        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    149/499      4.32G   0.009501    0.00911    0.00369         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    149/499      4.32G   0.009502   0.009088   0.003706         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    149/499      4.32G   0.009502   0.009088   0.003706         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    149/499      4.32G   0.009489   0.009097   0.003679         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    149/499      4.32G   0.009489   0.009097   0.003679         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    149/499      4.32G   0.009482   0.009061   0.003639         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    149/499      4.32G   0.009482   0.009061   0.003639         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    149/499      4.32G   0.009489   0.009069   0.003602         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    149/499      4.32G   0.009489   0.009069   0.003602         72        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    149/499      4.32G   0.009462    0.00907   0.003626         73        640:  37%|###6      | 62/168 [00:12<00:20,  5.28it/s]
    149/499      4.32G   0.009462    0.00907   0.003626         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    149/499      4.32G   0.009447   0.009078   0.003627         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    149/499      4.32G   0.009447   0.009078   0.003627         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    149/499      4.32G   0.009449   0.009097   0.003644         84        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    149/499      4.32G   0.009449   0.009097   0.003644         84        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    149/499      4.32G   0.009484   0.009088   0.003655         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    149/499      4.32G   0.009484   0.009088   0.003655         61        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    149/499      4.32G   0.009501   0.009092   0.003682         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    149/499      4.32G   0.009501   0.009092   0.003682         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    149/499      4.32G   0.009519   0.009119   0.003673         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    149/499      4.32G   0.009519   0.009119   0.003673         74        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    149/499      4.32G   0.009522   0.009107    0.00369         60        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    149/499      4.32G   0.009522   0.009107    0.00369         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    149/499      4.32G   0.009513   0.009118   0.003704         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    149/499      4.32G   0.009513   0.009118   0.003704         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    149/499      4.32G   0.009496   0.009109   0.003669         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    149/499      4.32G   0.009496   0.009109   0.003669         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    149/499      4.32G   0.009486   0.009082   0.003665         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    149/499      4.32G   0.009486   0.009082   0.003665         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    149/499      4.32G   0.009471   0.009057   0.003641         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    149/499      4.32G   0.009471   0.009057   0.003641         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    149/499      4.32G   0.009466   0.009035   0.003684         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
    149/499      4.32G   0.009466   0.009035   0.003684         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.22it/s]
    149/499      4.32G   0.009467   0.009051   0.003676         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.22it/s]
    149/499      4.32G   0.009467   0.009051   0.003676         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    149/499      4.32G   0.009454   0.009024   0.003689         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    149/499      4.32G   0.009454   0.009024   0.003689         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    149/499      4.32G   0.009444   0.008994   0.003719         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    149/499      4.32G   0.009444   0.008994   0.003719         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    149/499      4.32G   0.009437   0.008972   0.003695         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    149/499      4.32G   0.009437   0.008972   0.003695         54        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
    149/499      4.32G   0.009428   0.008969   0.003662         71        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
    149/499      4.32G   0.009428   0.008969   0.003662         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
    149/499      4.32G    0.00943   0.008972   0.003666         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
    149/499      4.32G    0.00943   0.008972   0.003666         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    149/499      4.32G   0.009438   0.008969   0.003669         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    149/499      4.32G   0.009438   0.008969   0.003669         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    149/499      4.32G   0.009434   0.008975   0.003642         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    149/499      4.32G   0.009434   0.008975   0.003642         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    149/499      4.32G   0.009423   0.008978   0.003611         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    149/499      4.32G   0.009423   0.008978   0.003611         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    149/499      4.32G   0.009424   0.008956   0.003593         62        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
    149/499      4.32G   0.009424   0.008956   0.003593         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    149/499      4.32G   0.009431   0.008949   0.003569         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    149/499      4.32G   0.009431   0.008949   0.003569         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    149/499      4.32G   0.009439   0.008926   0.003536         37        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    149/499      4.32G   0.009439   0.008926   0.003536         37        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    149/499      4.32G   0.009433   0.008935   0.003532         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    149/499      4.32G   0.009433   0.008935   0.003532         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    149/499      4.32G   0.009431    0.00893   0.003543         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    149/499      4.32G   0.009431    0.00893   0.003543         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    149/499      4.32G   0.009425   0.008941   0.003535         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    149/499      4.32G   0.009425   0.008941   0.003535         63        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    149/499      4.32G   0.009429   0.008935   0.003553         72        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    149/499      4.32G   0.009429   0.008935   0.003553         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    149/499      4.32G    0.00942    0.00895   0.003561         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    149/499      4.32G    0.00942    0.00895   0.003561         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    149/499      4.32G   0.009419   0.008944   0.003581         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    149/499      4.32G   0.009419   0.008944   0.003581         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    149/499      4.32G   0.009421    0.00892    0.00359         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    149/499      4.32G   0.009421    0.00892    0.00359         56        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    149/499      4.32G    0.00942   0.008927   0.003564         68        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    149/499      4.32G    0.00942   0.008927   0.003564         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    149/499      4.32G   0.009425   0.008946   0.003574         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    149/499      4.32G   0.009425   0.008946   0.003574         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    149/499      4.32G   0.009426   0.008933   0.003576         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    149/499      4.32G   0.009426   0.008933   0.003576         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    149/499      4.32G    0.00943   0.008928   0.003576         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    149/499      4.32G    0.00943   0.008928   0.003576         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    149/499      4.32G   0.009439   0.008929   0.003618         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    149/499      4.32G   0.009439   0.008929   0.003618         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    149/499      4.32G   0.009433   0.008918   0.003618         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    149/499      4.32G   0.009433   0.008918   0.003618         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    149/499      4.32G   0.009427   0.008925   0.003612         73        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    149/499      4.32G   0.009427   0.008925   0.003612         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    149/499      4.32G   0.009414   0.008918   0.003614         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    149/499      4.32G   0.009414   0.008918   0.003614         70        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    149/499      4.32G   0.009408   0.008934   0.003596         77        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    149/499      4.32G   0.009408   0.008934   0.003596         77        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    149/499      4.32G     0.0094   0.008925   0.003588         84        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    149/499      4.32G     0.0094   0.008925   0.003588         84        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    149/499      4.32G   0.009406   0.008901   0.003592         54        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    149/499      4.32G   0.009406   0.008901   0.003592         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    149/499      4.32G   0.009399   0.008902   0.003581         72        640:  62%|######1   | 104/168 [00:20<00:12,  5.30it/s]
    149/499      4.32G   0.009399   0.008902   0.003581         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    149/499      4.32G   0.009395   0.008895   0.003579         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    149/499      4.32G   0.009395   0.008895   0.003579         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    149/499      4.32G   0.009395   0.008893   0.003568         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    149/499      4.32G   0.009395   0.008893   0.003568         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    149/499      4.32G   0.009384   0.008902   0.003557         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    149/499      4.32G   0.009384   0.008902   0.003557         81        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
    149/499      4.32G   0.009388   0.008896   0.003561         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.26it/s]
    149/499      4.32G   0.009388   0.008896   0.003561         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    149/499      4.32G   0.009376   0.008896   0.003554         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    149/499      4.32G   0.009376   0.008896   0.003554         74        640:  65%|######5   | 110/168 [00:20<00:11,  5.20it/s]
    149/499      4.32G   0.009376   0.008898   0.003561         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    149/499      4.32G   0.009376   0.008898   0.003561         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
    149/499      4.32G   0.009376   0.008894   0.003532         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.26it/s]
    149/499      4.32G   0.009376   0.008894   0.003532         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    149/499      4.32G   0.009371     0.0089   0.003514         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.14it/s]
    149/499      4.32G   0.009371     0.0089   0.003514         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    149/499      4.32G   0.009379   0.008914   0.003518         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    149/499      4.32G   0.009379   0.008914   0.003518         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    149/499      4.32G   0.009393   0.008901   0.003497         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    149/499      4.32G   0.009393   0.008901   0.003497         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.14it/s]
    149/499      4.32G   0.009392    0.00892   0.003476         91        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    149/499      4.32G   0.009392    0.00892   0.003476         91        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    149/499      4.32G   0.009385   0.008909   0.003474         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    149/499      4.32G   0.009385   0.008909   0.003474         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    149/499      4.32G   0.009395   0.008891   0.003473         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    149/499      4.32G   0.009395   0.008891   0.003473         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    149/499      4.32G   0.009414   0.008896   0.003468         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.13it/s]
    149/499      4.32G   0.009414   0.008896   0.003468         56        640:  71%|#######   | 119/168 [00:22<00:09,  5.15it/s]
    149/499      4.32G   0.009413   0.008881   0.003467         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.15it/s]
    149/499      4.32G   0.009413   0.008881   0.003467         62        640:  71%|#######1  | 120/168 [00:22<00:09,  5.24it/s]
    149/499      4.32G   0.009411   0.008893   0.003468         76        640:  71%|#######1  | 120/168 [00:23<00:09,  5.24it/s]
    149/499      4.32G   0.009411   0.008893   0.003468         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    149/499      4.32G   0.009405   0.008874   0.003475         49        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    149/499      4.32G   0.009405   0.008874   0.003475         49        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    149/499      4.32G   0.009398   0.008877   0.003473         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    149/499      4.32G   0.009398   0.008877   0.003473         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    149/499      4.32G   0.009395   0.008874   0.003467         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    149/499      4.32G   0.009395   0.008874   0.003467         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    149/499      4.32G   0.009395   0.008868   0.003445         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    149/499      4.32G   0.009395   0.008868   0.003445         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    149/499      4.32G   0.009393    0.00886   0.003435         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    149/499      4.32G   0.009393    0.00886   0.003435         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    149/499      4.32G   0.009392   0.008862   0.003437         73        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    149/499      4.32G   0.009392   0.008862   0.003437         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    149/499      4.32G   0.009409    0.00885    0.00343         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    149/499      4.32G   0.009409    0.00885    0.00343         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    149/499      4.32G   0.009407   0.008834   0.003422         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    149/499      4.32G   0.009407   0.008834   0.003422         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    149/499      4.32G   0.009415   0.008839   0.003412         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    149/499      4.32G   0.009415   0.008839   0.003412         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    149/499      4.32G   0.009409   0.008836   0.003411         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    149/499      4.32G   0.009409   0.008836   0.003411         63        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    149/499      4.32G   0.009407   0.008834   0.003443         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    149/499      4.32G   0.009407   0.008834   0.003443         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    149/499      4.32G   0.009396   0.008831   0.003446         71        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    149/499      4.32G   0.009396   0.008831   0.003446         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    149/499      4.32G   0.009394   0.008845   0.003454         75        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    149/499      4.32G   0.009394   0.008845   0.003454         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    149/499      4.32G   0.009397   0.008845   0.003513         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    149/499      4.32G   0.009397   0.008845   0.003513         68        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    149/499      4.32G   0.009398   0.008835   0.003528         66        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    149/499      4.32G   0.009398   0.008835   0.003528         66        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
    149/499      4.32G     0.0094   0.008852   0.003519         78        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    149/499      4.32G     0.0094   0.008852   0.003519         78        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    149/499      4.32G   0.009415   0.008868   0.003506         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    149/499      4.32G   0.009415   0.008868   0.003506         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    149/499      4.32G   0.009413   0.008862   0.003547         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    149/499      4.32G   0.009413   0.008862   0.003547         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    149/499      4.32G   0.009417   0.008859   0.003543         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    149/499      4.32G   0.009417   0.008859   0.003543         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    149/499      4.32G    0.00942   0.008861   0.003553         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    149/499      4.32G    0.00942   0.008861   0.003553         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    149/499      4.32G   0.009423   0.008873   0.003536         83        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
    149/499      4.32G   0.009423   0.008873   0.003536         83        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    149/499      4.32G   0.009423    0.00887    0.00353         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    149/499      4.32G   0.009423    0.00887    0.00353         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    149/499      4.32G   0.009429   0.008875   0.003546         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    149/499      4.32G   0.009429   0.008875   0.003546         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    149/499      4.32G   0.009427   0.008886   0.003537         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    149/499      4.32G   0.009427   0.008886   0.003537         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    149/499      4.32G    0.00943   0.008878   0.003535         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    149/499      4.32G    0.00943   0.008878   0.003535         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    149/499      4.32G   0.009425   0.008875   0.003532         63        640:  87%|########6 | 146/168 [00:28<00:04,  5.27it/s]
    149/499      4.32G   0.009425   0.008875   0.003532         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    149/499      4.32G   0.009429   0.008872   0.003523         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    149/499      4.32G   0.009429   0.008872   0.003523         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    149/499      4.32G   0.009438   0.008859   0.003527         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    149/499      4.32G   0.009438   0.008859   0.003527         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    149/499      4.32G   0.009441   0.008861   0.003515         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    149/499      4.32G   0.009441   0.008861   0.003515         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
    149/499      4.32G   0.009441    0.00885   0.003513         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.21it/s]
    149/499      4.32G   0.009441    0.00885   0.003513         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.10it/s]
    149/499      4.32G   0.009436   0.008849   0.003505         70        640:  90%|########9 | 151/168 [00:29<00:03,  5.10it/s]
    149/499      4.32G   0.009436   0.008849   0.003505         70        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
    149/499      4.32G   0.009427   0.008832   0.003525         58        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
    149/499      4.32G   0.009427   0.008832   0.003525         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    149/499      4.32G   0.009423   0.008829   0.003523         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    149/499      4.32G   0.009423   0.008829   0.003523         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    149/499      4.32G   0.009427   0.008837   0.003508         81        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    149/499      4.32G   0.009427   0.008837   0.003508         81        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    149/499      4.32G   0.009439   0.008833     0.0035         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    149/499      4.32G   0.009439   0.008833     0.0035         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    149/499      4.32G   0.009433   0.008827   0.003496         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    149/499      4.32G   0.009433   0.008827   0.003496         58        640:  93%|#########3| 157/168 [00:29<00:02,  5.04it/s]
    149/499      4.32G   0.009433   0.008824   0.003494         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.04it/s]
    149/499      4.32G   0.009433   0.008824   0.003494         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.15it/s]
    149/499      4.32G   0.009435   0.008814   0.003503         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.15it/s]
    149/499      4.32G   0.009435   0.008814   0.003503         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
    149/499      4.32G   0.009434   0.008813   0.003513         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
    149/499      4.32G   0.009434   0.008813   0.003513         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    149/499      4.32G   0.009444   0.008804    0.00352         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    149/499      4.32G   0.009444   0.008804    0.00352         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    149/499      4.32G   0.009457   0.008794   0.003515         50        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    149/499      4.32G   0.009457   0.008794   0.003515         50        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    149/499      4.32G   0.009451   0.008779   0.003508         51        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    149/499      4.32G   0.009451   0.008779   0.003508         51        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    149/499      4.32G   0.009452   0.008771   0.003501         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    149/499      4.32G   0.009452   0.008771   0.003501         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    149/499      4.32G   0.009453   0.008762   0.003551         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    149/499      4.32G   0.009453   0.008762   0.003551         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    149/499      4.32G   0.009446   0.008748    0.00355         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    149/499      4.32G   0.009446   0.008748    0.00355         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    149/499      4.32G   0.009458   0.008768    0.00355         85        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    149/499      4.32G   0.009458   0.008768    0.00355         85        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    149/499      4.32G   0.009469   0.008754   0.003577         21        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
    149/499      4.32G   0.009469   0.008754   0.003577         21        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    149/499      4.32G   0.009469   0.008754   0.003577         21        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.809      0.869      0.878      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    150/499      4.32G   0.008414   0.008213   0.001235         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
    150/499      4.32G   0.008414   0.008213   0.001235         70        640:   1%|          | 1/168 [00:00<00:35,  4.68it/s]
    150/499      4.32G   0.009603   0.008825   0.003771         72        640:   1%|          | 1/168 [00:00<00:35,  4.68it/s]
    150/499      4.32G   0.009603   0.008825   0.003771         72        640:   1%|1         | 2/168 [00:00<00:32,  5.09it/s]
    150/499      4.32G   0.009309   0.008131   0.003781         58        640:   1%|1         | 2/168 [00:00<00:32,  5.09it/s]
    150/499      4.32G   0.009309   0.008131   0.003781         58        640:   2%|1         | 3/168 [00:00<00:31,  5.23it/s]
    150/499      4.32G   0.009882   0.008025   0.004121         58        640:   2%|1         | 3/168 [00:00<00:31,  5.23it/s]
    150/499      4.32G   0.009882   0.008025   0.004121         58        640:   2%|2         | 4/168 [00:00<00:32,  5.00it/s]
    150/499      4.32G   0.009888   0.008329   0.003709         73        640:   2%|2         | 4/168 [00:00<00:32,  5.00it/s]
    150/499      4.32G   0.009888   0.008329   0.003709         73        640:   3%|2         | 5/168 [00:00<00:31,  5.16it/s]
    150/499      4.32G    0.01004   0.008412   0.003427         72        640:   3%|2         | 5/168 [00:01<00:31,  5.16it/s]
    150/499      4.32G    0.01004   0.008412   0.003427         72        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
    150/499      4.32G    0.01008   0.008792   0.004207         76        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
    150/499      4.32G    0.01008   0.008792   0.004207         76        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    150/499      4.32G   0.009813   0.008592   0.004168         59        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    150/499      4.32G   0.009813   0.008592   0.004168         59        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
    150/499      4.32G   0.009871   0.008672   0.003976         74        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
    150/499      4.32G   0.009871   0.008672   0.003976         74        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    150/499      4.32G   0.009749   0.008664   0.003857         66        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    150/499      4.32G   0.009749   0.008664   0.003857         66        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
    150/499      4.32G   0.009745    0.00873   0.003733         67        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
    150/499      4.32G   0.009745    0.00873   0.003733         67        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    150/499      4.32G   0.009786   0.008694    0.00353         65        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    150/499      4.32G   0.009786   0.008694    0.00353         65        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
    150/499      4.32G   0.009788   0.008727    0.00354         71        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
    150/499      4.32G   0.009788   0.008727    0.00354         71        640:   8%|7         | 13/168 [00:02<00:30,  5.10it/s]
    150/499      4.32G   0.009781   0.008702   0.003527         72        640:   8%|7         | 13/168 [00:02<00:30,  5.10it/s]
    150/499      4.32G   0.009781   0.008702   0.003527         72        640:   8%|8         | 14/168 [00:02<00:29,  5.17it/s]
    150/499      4.32G    0.00978   0.008633   0.003428         71        640:   8%|8         | 14/168 [00:02<00:29,  5.17it/s]
    150/499      4.32G    0.00978   0.008633   0.003428         71        640:   9%|8         | 15/168 [00:02<00:29,  5.23it/s]
    150/499      4.32G   0.009775   0.008695   0.003428         78        640:   9%|8         | 15/168 [00:03<00:29,  5.23it/s]
    150/499      4.32G   0.009775   0.008695   0.003428         78        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    150/499      4.32G    0.00973   0.008604   0.003447         58        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    150/499      4.32G    0.00973   0.008604   0.003447         58        640:  10%|#         | 17/168 [00:03<00:29,  5.17it/s]
    150/499      4.32G   0.009745   0.008689   0.003401         77        640:  10%|#         | 17/168 [00:03<00:29,  5.17it/s]
    150/499      4.32G   0.009745   0.008689   0.003401         77        640:  11%|#         | 18/168 [00:03<00:28,  5.25it/s]
    150/499      4.32G   0.009846    0.00866   0.003537         66        640:  11%|#         | 18/168 [00:03<00:28,  5.25it/s]
    150/499      4.32G   0.009846    0.00866   0.003537         66        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    150/499      4.32G   0.009848     0.0088    0.00344         79        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    150/499      4.32G   0.009848     0.0088    0.00344         79        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    150/499      4.32G   0.009806   0.008853   0.003402         65        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
    150/499      4.32G   0.009806   0.008853   0.003402         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    150/499      4.32G   0.009847   0.008885   0.003451         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    150/499      4.32G   0.009847   0.008885   0.003451         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    150/499      4.32G   0.009777   0.008941   0.003321         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    150/499      4.32G   0.009777   0.008941   0.003321         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    150/499      4.32G   0.009747   0.008918   0.003281         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    150/499      4.32G   0.009747   0.008918   0.003281         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    150/499      4.32G    0.00975   0.008892   0.003282         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    150/499      4.32G    0.00975   0.008892   0.003282         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    150/499      4.32G   0.009766   0.008857   0.003228         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    150/499      4.32G   0.009766   0.008857   0.003228         59        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    150/499      4.32G   0.009716    0.00884   0.003294         73        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    150/499      4.32G   0.009716    0.00884   0.003294         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    150/499      4.32G   0.009706   0.008794   0.003309         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    150/499      4.32G   0.009706   0.008794   0.003309         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    150/499      4.32G   0.009739   0.008789   0.003279         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    150/499      4.32G   0.009739   0.008789   0.003279         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    150/499      4.32G    0.00973   0.008784   0.003257         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    150/499      4.32G    0.00973   0.008784   0.003257         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    150/499      4.32G   0.009734   0.008762   0.003283         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    150/499      4.32G   0.009734   0.008762   0.003283         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    150/499      4.32G     0.0098   0.008789   0.003372         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    150/499      4.32G     0.0098   0.008789   0.003372         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    150/499      4.32G   0.009819   0.008758   0.003401         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    150/499      4.32G   0.009819   0.008758   0.003401         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    150/499      4.32G   0.009826   0.008724   0.003373         51        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    150/499      4.32G   0.009826   0.008724   0.003373         51        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    150/499      4.32G   0.009903   0.008747   0.003326         65        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    150/499      4.32G   0.009903   0.008747   0.003326         65        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    150/499      4.32G   0.009939   0.008722   0.003311         55        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    150/499      4.32G   0.009939   0.008722   0.003311         55        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    150/499      4.32G   0.009956   0.008751   0.003483         64        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    150/499      4.32G   0.009956   0.008751   0.003483         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    150/499      4.32G    0.01005    0.00883   0.003485         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    150/499      4.32G    0.01005    0.00883   0.003485         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    150/499      4.32G    0.01003   0.008776   0.003443         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    150/499      4.32G    0.01003   0.008776   0.003443         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    150/499      4.32G    0.01006   0.008742   0.003416         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    150/499      4.32G    0.01006   0.008742   0.003416         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    150/499      4.32G    0.01009   0.008764   0.003374         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    150/499      4.32G    0.01009   0.008764   0.003374         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    150/499      4.32G    0.01007   0.008791   0.003372         75        640:  24%|##4       | 41/168 [00:08<00:23,  5.32it/s]
    150/499      4.32G    0.01007   0.008791   0.003372         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    150/499      4.32G    0.01012   0.008856   0.003363         90        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    150/499      4.32G    0.01012   0.008856   0.003363         90        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    150/499      4.32G    0.01009   0.008864   0.003344         72        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    150/499      4.32G    0.01009   0.008864   0.003344         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    150/499      4.32G    0.01009   0.008855   0.003295         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    150/499      4.32G    0.01009   0.008855   0.003295         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
    150/499      4.32G    0.01007   0.008863    0.00331         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.24it/s]
    150/499      4.32G    0.01007   0.008863    0.00331         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
    150/499      4.32G    0.01008   0.008892   0.003322         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
    150/499      4.32G    0.01008   0.008892   0.003322         77        640:  28%|##7       | 47/168 [00:08<00:23,  5.18it/s]
    150/499      4.32G    0.01008   0.008836   0.003325         53        640:  28%|##7       | 47/168 [00:09<00:23,  5.18it/s]
    150/499      4.32G    0.01008   0.008836   0.003325         53        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    150/499      4.32G     0.0101   0.008846   0.003362         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    150/499      4.32G     0.0101   0.008846   0.003362         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
    150/499      4.32G    0.01009   0.008873   0.003336         74        640:  29%|##9       | 49/168 [00:09<00:23,  5.11it/s]
    150/499      4.32G    0.01009   0.008873   0.003336         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    150/499      4.32G    0.01008   0.008851   0.003317         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    150/499      4.32G    0.01008   0.008851   0.003317         64        640:  30%|###       | 51/168 [00:09<00:22,  5.22it/s]
    150/499      4.32G    0.01008   0.008882     0.0033         81        640:  30%|###       | 51/168 [00:09<00:22,  5.22it/s]
    150/499      4.32G    0.01008   0.008882     0.0033         81        640:  31%|###       | 52/168 [00:09<00:22,  5.07it/s]
    150/499      4.32G    0.01007   0.008862    0.00328         61        640:  31%|###       | 52/168 [00:10<00:22,  5.07it/s]
    150/499      4.32G    0.01007   0.008862    0.00328         61        640:  32%|###1      | 53/168 [00:10<00:22,  5.17it/s]
    150/499      4.32G    0.01006   0.008903   0.003265         82        640:  32%|###1      | 53/168 [00:10<00:22,  5.17it/s]
    150/499      4.32G    0.01006   0.008903   0.003265         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.24it/s]
    150/499      4.32G    0.01002   0.008881   0.003272         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.24it/s]
    150/499      4.32G    0.01002   0.008881   0.003272         64        640:  33%|###2      | 55/168 [00:10<00:22,  5.12it/s]
    150/499      4.32G    0.01001   0.008901    0.00325         62        640:  33%|###2      | 55/168 [00:10<00:22,  5.12it/s]
    150/499      4.32G    0.01001   0.008901    0.00325         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    150/499      4.32G    0.01002   0.008878   0.003219         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    150/499      4.32G    0.01002   0.008878   0.003219         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    150/499      4.32G   0.009998   0.008887   0.003246         74        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
    150/499      4.32G   0.009998   0.008887   0.003246         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    150/499      4.32G    0.01001   0.008865   0.003271         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    150/499      4.32G    0.01001   0.008865   0.003271         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    150/499      4.32G    0.01003   0.008888   0.003222         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    150/499      4.32G    0.01003   0.008888   0.003222         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    150/499      4.32G   0.009999   0.008891   0.003188         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    150/499      4.32G   0.009999   0.008891   0.003188         72        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
    150/499      4.32G    0.01002   0.008859   0.003212         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
    150/499      4.32G    0.01002   0.008859   0.003212         52        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
    150/499      4.32G    0.01005   0.008855    0.00319         65        640:  37%|###6      | 62/168 [00:12<00:20,  5.20it/s]
    150/499      4.32G    0.01005   0.008855    0.00319         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
    150/499      4.32G    0.01006    0.00887   0.003196         88        640:  38%|###7      | 63/168 [00:12<00:19,  5.25it/s]
    150/499      4.32G    0.01006    0.00887   0.003196         88        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    150/499      4.32G    0.01006   0.008903   0.003168         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    150/499      4.32G    0.01006   0.008903   0.003168         72        640:  39%|###8      | 65/168 [00:12<00:20,  5.14it/s]
    150/499      4.32G    0.01006   0.008904   0.003151         73        640:  39%|###8      | 65/168 [00:12<00:20,  5.14it/s]
    150/499      4.32G    0.01006   0.008904   0.003151         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
    150/499      4.32G    0.01006   0.008881   0.003143         54        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
    150/499      4.32G    0.01006   0.008881   0.003143         54        640:  40%|###9      | 67/168 [00:12<00:19,  5.10it/s]
    150/499      4.32G    0.01007   0.008919   0.003137         77        640:  40%|###9      | 67/168 [00:13<00:19,  5.10it/s]
    150/499      4.32G    0.01007   0.008919   0.003137         77        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
    150/499      4.32G    0.01007   0.008908   0.003244         61        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
    150/499      4.32G    0.01007   0.008908   0.003244         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    150/499      4.32G    0.01008    0.00893   0.003303         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    150/499      4.32G    0.01008    0.00893   0.003303         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    150/499      4.32G    0.01007   0.008925   0.003281         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    150/499      4.32G    0.01007   0.008925   0.003281         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    150/499      4.32G    0.01005   0.008916   0.003284         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    150/499      4.32G    0.01005   0.008916   0.003284         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    150/499      4.32G    0.01004   0.008894   0.003278         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    150/499      4.32G    0.01004   0.008894   0.003278         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.14it/s]
    150/499      4.32G    0.01003   0.008914   0.003249         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    150/499      4.32G    0.01003   0.008914   0.003249         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    150/499      4.32G    0.01002   0.008893   0.003249         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    150/499      4.32G    0.01002   0.008893   0.003249         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    150/499      4.32G   0.009996   0.008906   0.003246         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    150/499      4.32G   0.009996   0.008906   0.003246         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    150/499      4.32G   0.009985   0.008914   0.003288         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    150/499      4.32G   0.009985   0.008914   0.003288         78        640:  46%|####5     | 77/168 [00:14<00:17,  5.11it/s]
    150/499      4.32G   0.009994   0.008891    0.00332         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.11it/s]
    150/499      4.32G   0.009994   0.008891    0.00332         57        640:  46%|####6     | 78/168 [00:14<00:17,  5.20it/s]
    150/499      4.32G   0.009986   0.008918   0.003301         69        640:  46%|####6     | 78/168 [00:15<00:17,  5.20it/s]
    150/499      4.32G   0.009986   0.008918   0.003301         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    150/499      4.32G   0.009994    0.00893   0.003295         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    150/499      4.32G   0.009994    0.00893   0.003295         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    150/499      4.32G       0.01   0.008932     0.0033         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.25it/s]
    150/499      4.32G       0.01   0.008932     0.0033         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    150/499      4.32G   0.009995     0.0089   0.003305         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    150/499      4.32G   0.009995     0.0089   0.003305         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    150/499      4.32G   0.009992   0.008916   0.003291         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    150/499      4.32G   0.009992   0.008916   0.003291         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
    150/499      4.32G       0.01   0.008904     0.0033         66        640:  49%|####9     | 83/168 [00:16<00:16,  5.25it/s]
    150/499      4.32G       0.01   0.008904     0.0033         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    150/499      4.32G    0.01002   0.008891   0.003297         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    150/499      4.32G    0.01002   0.008891   0.003297         58        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    150/499      4.32G    0.01002   0.008897   0.003274         69        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    150/499      4.32G    0.01002   0.008897   0.003274         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    150/499      4.32G    0.01004   0.008894   0.003279         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    150/499      4.32G    0.01004   0.008894   0.003279         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    150/499      4.32G    0.01003   0.008896    0.00326         80        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    150/499      4.32G    0.01003   0.008896    0.00326         80        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
    150/499      4.32G    0.01003   0.008907   0.003284         72        640:  52%|#####2    | 88/168 [00:17<00:15,  5.14it/s]
    150/499      4.32G    0.01003   0.008907   0.003284         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    150/499      4.32G    0.01002   0.008921    0.00328         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    150/499      4.32G    0.01002   0.008921    0.00328         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    150/499      4.32G    0.01001   0.008941   0.003284         88        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    150/499      4.32G    0.01001   0.008941   0.003284         88        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    150/499      4.32G    0.01001   0.008933   0.003306         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    150/499      4.32G    0.01001   0.008933   0.003306         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    150/499      4.32G       0.01    0.00893   0.003299         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    150/499      4.32G       0.01    0.00893   0.003299         62        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    150/499      4.32G   0.009995    0.00893   0.003284         73        640:  55%|#####5    | 93/168 [00:18<00:14,  5.33it/s]
    150/499      4.32G   0.009995    0.00893   0.003284         73        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    150/499      4.32G   0.009985   0.008927   0.003289         72        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    150/499      4.32G   0.009985   0.008927   0.003289         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    150/499      4.32G   0.009982   0.008924   0.003316         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    150/499      4.32G   0.009982   0.008924   0.003316         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    150/499      4.32G   0.009984   0.008943   0.003297         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    150/499      4.32G   0.009984   0.008943   0.003297         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    150/499      4.32G   0.009975   0.008949   0.003297         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    150/499      4.32G   0.009975   0.008949   0.003297         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    150/499      4.32G   0.009968   0.008932   0.003286         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    150/499      4.32G   0.009968   0.008932   0.003286         60        640:  59%|#####8    | 99/168 [00:18<00:13,  5.26it/s]
    150/499      4.32G   0.009968   0.008951   0.003281         82        640:  59%|#####8    | 99/168 [00:19<00:13,  5.26it/s]
    150/499      4.32G   0.009968   0.008951   0.003281         82        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    150/499      4.32G   0.009952   0.008931   0.003269         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    150/499      4.32G   0.009952   0.008931   0.003269         57        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    150/499      4.32G   0.009954   0.008934   0.003278         71        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    150/499      4.32G   0.009954   0.008934   0.003278         71        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    150/499      4.32G   0.009951   0.008939   0.003309         72        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    150/499      4.32G   0.009951   0.008939   0.003309         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    150/499      4.32G   0.009957    0.00897    0.00329         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    150/499      4.32G   0.009957    0.00897    0.00329         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    150/499      4.32G   0.009966   0.008968   0.003301         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
    150/499      4.32G   0.009966   0.008968   0.003301         65        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
    150/499      4.32G   0.009965   0.008979   0.003297         81        640:  62%|######2   | 105/168 [00:20<00:12,  5.21it/s]
    150/499      4.32G   0.009965   0.008979   0.003297         81        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    150/499      4.32G   0.009979   0.008983   0.003289         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    150/499      4.32G   0.009979   0.008983   0.003289         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    150/499      4.32G   0.009974   0.008984   0.003267         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    150/499      4.32G   0.009974   0.008984   0.003267         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    150/499      4.32G   0.009963   0.008986   0.003274         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    150/499      4.32G   0.009963   0.008986   0.003274         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    150/499      4.32G    0.00996   0.008986   0.003271         74        640:  65%|######4   | 109/168 [00:21<00:11,  5.18it/s]
    150/499      4.32G    0.00996   0.008986   0.003271         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    150/499      4.32G   0.009959   0.008978   0.003258         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    150/499      4.32G   0.009959   0.008978   0.003258         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    150/499      4.32G   0.009954   0.008968   0.003257         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    150/499      4.32G   0.009954   0.008968   0.003257         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    150/499      4.32G   0.009942   0.008973   0.003279         93        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    150/499      4.32G   0.009942   0.008973   0.003279         93        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    150/499      4.32G   0.009928   0.008964   0.003298         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    150/499      4.32G   0.009928   0.008964   0.003298         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    150/499      4.32G   0.009935   0.008964   0.003303         58        640:  68%|######7   | 114/168 [00:22<00:10,  5.34it/s]
    150/499      4.32G   0.009935   0.008964   0.003303         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    150/499      4.32G   0.009933   0.008947   0.003301         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    150/499      4.32G   0.009933   0.008947   0.003301         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    150/499      4.32G   0.009926   0.008947   0.003281         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    150/499      4.32G   0.009926   0.008947   0.003281         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    150/499      4.32G   0.009918   0.008935   0.003287         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    150/499      4.32G   0.009918   0.008935   0.003287         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    150/499      4.32G   0.009923    0.00894   0.003277         81        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    150/499      4.32G   0.009923    0.00894   0.003277         81        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    150/499      4.32G   0.009915   0.008936   0.003292         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    150/499      4.32G   0.009915   0.008936   0.003292         74        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
    150/499      4.32G   0.009943   0.008935   0.003341         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    150/499      4.32G   0.009943   0.008935   0.003341         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    150/499      4.32G   0.009943   0.008945   0.003335         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    150/499      4.32G   0.009943   0.008945   0.003335         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    150/499      4.32G   0.009939   0.008941    0.00334         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    150/499      4.32G   0.009939   0.008941    0.00334         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    150/499      4.32G   0.009939   0.008942   0.003348         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    150/499      4.32G   0.009939   0.008942   0.003348         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    150/499      4.32G    0.00993   0.008937   0.003346         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    150/499      4.32G    0.00993   0.008937   0.003346         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    150/499      4.32G   0.009921   0.008934   0.003351         68        640:  74%|#######4  | 125/168 [00:24<00:08,  5.19it/s]
    150/499      4.32G   0.009921   0.008934   0.003351         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    150/499      4.32G   0.009911   0.008915   0.003344         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.28it/s]
    150/499      4.32G   0.009911   0.008915   0.003344         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    150/499      4.32G   0.009908   0.008908   0.003359         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    150/499      4.32G   0.009908   0.008908   0.003359         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
    150/499      4.32G   0.009899   0.008903    0.00335         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.22it/s]
    150/499      4.32G   0.009899   0.008903    0.00335         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    150/499      4.32G   0.009912   0.008933   0.003345         91        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    150/499      4.32G   0.009912   0.008933   0.003345         91        640:  77%|#######7  | 130/168 [00:24<00:07,  5.05it/s]
    150/499      4.32G    0.00991   0.008947   0.003362         77        640:  77%|#######7  | 130/168 [00:25<00:07,  5.05it/s]
    150/499      4.32G    0.00991   0.008947   0.003362         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.18it/s]
    150/499      4.32G   0.009911   0.008946   0.003356         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.18it/s]
    150/499      4.32G   0.009911   0.008946   0.003356         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
    150/499      4.32G   0.009901   0.008944   0.003349         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
    150/499      4.32G   0.009901   0.008944   0.003349         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
    150/499      4.32G   0.009902   0.008937    0.00335         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
    150/499      4.32G   0.009902   0.008937    0.00335         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    150/499      4.32G   0.009903   0.008944   0.003332         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    150/499      4.32G   0.009903   0.008944   0.003332         62        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    150/499      4.32G   0.009921   0.008942   0.003357         58        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
    150/499      4.32G   0.009921   0.008942   0.003357         58        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    150/499      4.32G   0.009916   0.008942   0.003346         65        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    150/499      4.32G   0.009916   0.008942   0.003346         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    150/499      4.32G   0.009905   0.008926   0.003349         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    150/499      4.32G   0.009905   0.008926   0.003349         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    150/499      4.32G   0.009902   0.008913   0.003341         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    150/499      4.32G   0.009902   0.008913   0.003341         54        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    150/499      4.32G   0.009882   0.008894   0.003384         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    150/499      4.32G   0.009882   0.008894   0.003384         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    150/499      4.32G   0.009877   0.008897   0.003392         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    150/499      4.32G   0.009877   0.008897   0.003392         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    150/499      4.32G   0.009871   0.008894   0.003392         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    150/499      4.32G   0.009871   0.008894   0.003392         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    150/499      4.32G   0.009883   0.008883   0.003384         55        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    150/499      4.32G   0.009883   0.008883   0.003384         55        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    150/499      4.32G    0.00988   0.008888   0.003388         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    150/499      4.32G    0.00988   0.008888   0.003388         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    150/499      4.32G    0.00988   0.008896   0.003415         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    150/499      4.32G    0.00988   0.008896   0.003415         80        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    150/499      4.32G   0.009877   0.008885   0.003411         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.14it/s]
    150/499      4.32G   0.009877   0.008885   0.003411         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.13it/s]
    150/499      4.32G   0.009876   0.008885   0.003398         66        640:  87%|########6 | 146/168 [00:28<00:04,  5.13it/s]
    150/499      4.32G   0.009876   0.008885   0.003398         66        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
    150/499      4.32G   0.009876   0.008882   0.003411         74        640:  88%|########7 | 147/168 [00:28<00:04,  5.24it/s]
    150/499      4.32G   0.009876   0.008882   0.003411         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    150/499      4.32G   0.009872   0.008885   0.003407         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    150/499      4.32G   0.009872   0.008885   0.003407         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    150/499      4.32G   0.009885   0.008885   0.003392         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    150/499      4.32G   0.009885   0.008885   0.003392         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    150/499      4.32G   0.009884   0.008892   0.003402         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    150/499      4.32G   0.009884   0.008892   0.003402         81        640:  90%|########9 | 151/168 [00:28<00:03,  5.10it/s]
    150/499      4.32G   0.009877   0.008884   0.003395         60        640:  90%|########9 | 151/168 [00:29<00:03,  5.10it/s]
    150/499      4.32G   0.009877   0.008884   0.003395         60        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
    150/499      4.32G   0.009876   0.008883   0.003389         69        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
    150/499      4.32G   0.009876   0.008883   0.003389         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    150/499      4.32G   0.009884   0.008882   0.003384         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    150/499      4.32G   0.009884   0.008882   0.003384         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    150/499      4.32G   0.009876   0.008873   0.003382         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    150/499      4.32G   0.009876   0.008873   0.003382         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    150/499      4.32G   0.009868   0.008869    0.00337         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    150/499      4.32G   0.009868   0.008869    0.00337         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    150/499      4.32G   0.009873   0.008853   0.003355         56        640:  93%|#########2| 156/168 [00:30<00:02,  5.30it/s]
    150/499      4.32G   0.009873   0.008853   0.003355         56        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    150/499      4.32G   0.009873   0.008855    0.00334         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    150/499      4.32G   0.009873   0.008855    0.00334         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    150/499      4.32G    0.00987   0.008853   0.003363         59        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    150/499      4.32G    0.00987   0.008853   0.003363         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    150/499      4.32G   0.009864   0.008844   0.003359         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    150/499      4.32G   0.009864   0.008844   0.003359         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    150/499      4.32G   0.009861   0.008847   0.003376         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    150/499      4.32G   0.009861   0.008847   0.003376         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    150/499      4.32G   0.009854   0.008855   0.003363         82        640:  96%|#########5| 161/168 [00:31<00:01,  5.25it/s]
    150/499      4.32G   0.009854   0.008855   0.003363         82        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
    150/499      4.32G   0.009839   0.008856   0.003355         75        640:  96%|#########6| 162/168 [00:31<00:01,  5.33it/s]
    150/499      4.32G   0.009839   0.008856   0.003355         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    150/499      4.32G   0.009847   0.008862   0.003355         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    150/499      4.32G   0.009847   0.008862   0.003355         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    150/499      4.32G   0.009848   0.008864   0.003366         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    150/499      4.32G   0.009848   0.008864   0.003366         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    150/499      4.32G   0.009849   0.008865    0.00336         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    150/499      4.32G   0.009849   0.008865    0.00336         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
    150/499      4.32G   0.009845   0.008867   0.003362         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.11it/s]
    150/499      4.32G   0.009845   0.008867   0.003362         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    150/499      4.32G   0.009856   0.008874   0.003398         35        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    150/499      4.32G   0.009856   0.008874   0.003398         35        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    150/499      4.32G   0.009856   0.008874   0.003398         35        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.847      0.831      0.873      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    151/499      4.32G   0.009609    0.01005    0.00116         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
    151/499      4.32G   0.009609    0.01005    0.00116         68        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    151/499      4.32G   0.009187   0.009674   0.003059         77        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    151/499      4.32G   0.009187   0.009674   0.003059         77        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    151/499      4.32G   0.009586   0.009995   0.004222         86        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    151/499      4.32G   0.009586   0.009995   0.004222         86        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    151/499      4.32G   0.009744   0.009998   0.003684         70        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    151/499      4.32G   0.009744   0.009998   0.003684         70        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    151/499      4.32G   0.009759    0.01027   0.003697         80        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    151/499      4.32G   0.009759    0.01027   0.003697         80        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    151/499      4.32G   0.009645   0.009667    0.00474         62        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    151/499      4.32G   0.009645   0.009667    0.00474         62        640:   4%|3         | 6/168 [00:01<00:30,  5.23it/s]
    151/499      4.32G   0.009551   0.009479   0.004491         66        640:   4%|3         | 6/168 [00:01<00:30,  5.23it/s]
    151/499      4.32G   0.009551   0.009479   0.004491         66        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    151/499      4.32G   0.009395   0.009501   0.004392         72        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    151/499      4.32G   0.009395   0.009501   0.004392         72        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    151/499      4.32G   0.009334   0.009295   0.004491         62        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    151/499      4.32G   0.009334   0.009295   0.004491         62        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    151/499      4.32G   0.009227   0.009186   0.004567         80        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    151/499      4.32G   0.009227   0.009186   0.004567         80        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    151/499      4.32G   0.009295   0.009178   0.004358         68        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    151/499      4.32G   0.009295   0.009178   0.004358         68        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
    151/499      4.32G   0.009201   0.009082   0.004184         65        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
    151/499      4.32G   0.009201   0.009082   0.004184         65        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
    151/499      4.32G   0.009268   0.008999   0.004199         60        640:   7%|7         | 12/168 [00:02<00:29,  5.26it/s]
    151/499      4.32G   0.009268   0.008999   0.004199         60        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    151/499      4.32G   0.009232   0.009015   0.004066         72        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    151/499      4.32G   0.009232   0.009015   0.004066         72        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    151/499      4.32G   0.009412    0.00903   0.003909         62        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    151/499      4.32G   0.009412    0.00903   0.003909         62        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
    151/499      4.32G    0.00938   0.009023    0.00386         72        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
    151/499      4.32G    0.00938   0.009023    0.00386         72        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    151/499      4.32G   0.009387   0.009019    0.00383         70        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    151/499      4.32G   0.009387   0.009019    0.00383         70        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    151/499      4.32G   0.009474   0.008993   0.003709         54        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    151/499      4.32G   0.009474   0.008993   0.003709         54        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    151/499      4.32G   0.009369   0.009058   0.003809         78        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    151/499      4.32G   0.009369   0.009058   0.003809         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    151/499      4.32G   0.009385    0.00912   0.003835         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    151/499      4.32G   0.009385    0.00912   0.003835         82        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    151/499      4.32G   0.009483   0.009122   0.003809         77        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    151/499      4.32G   0.009483   0.009122   0.003809         77        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    151/499      4.32G   0.009506   0.009069   0.003804         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    151/499      4.32G   0.009506   0.009069   0.003804         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    151/499      4.32G   0.009548   0.009088   0.003844         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    151/499      4.32G   0.009548   0.009088   0.003844         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
    151/499      4.32G   0.009575   0.009158    0.00384         84        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
    151/499      4.32G   0.009575   0.009158    0.00384         84        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    151/499      4.32G   0.009548   0.009082   0.003791         69        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    151/499      4.32G   0.009548   0.009082   0.003791         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
    151/499      4.32G   0.009588   0.008992   0.003741         53        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
    151/499      4.32G   0.009588   0.008992   0.003741         53        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
    151/499      4.32G   0.009559   0.009123   0.003646         79        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
    151/499      4.32G   0.009559   0.009123   0.003646         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    151/499      4.32G    0.00952   0.009078   0.003594         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    151/499      4.32G    0.00952   0.009078   0.003594         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    151/499      4.32G   0.009518   0.009162   0.003563         94        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    151/499      4.32G   0.009518   0.009162   0.003563         94        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    151/499      4.32G   0.009539    0.00913   0.003529         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    151/499      4.32G   0.009539    0.00913   0.003529         61        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    151/499      4.32G   0.009592   0.009101   0.003573         54        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    151/499      4.32G   0.009592   0.009101   0.003573         54        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    151/499      4.32G   0.009613   0.009108   0.003737         68        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    151/499      4.32G   0.009613   0.009108   0.003737         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    151/499      4.32G   0.009642   0.009172   0.003721         88        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    151/499      4.32G   0.009642   0.009172   0.003721         88        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    151/499      4.32G   0.009598   0.009165   0.003735         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    151/499      4.32G   0.009598   0.009165   0.003735         63        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    151/499      4.32G   0.009561   0.009154   0.003698         75        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    151/499      4.32G   0.009561   0.009154   0.003698         75        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    151/499      4.32G   0.009557   0.009129   0.003752         73        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    151/499      4.32G   0.009557   0.009129   0.003752         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    151/499      4.32G   0.009565   0.009157   0.003718         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    151/499      4.32G   0.009565   0.009157   0.003718         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    151/499      4.32G   0.009528   0.009127   0.003717         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    151/499      4.32G   0.009528   0.009127   0.003717         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    151/499      4.32G   0.009533   0.009105   0.003726         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    151/499      4.32G   0.009533   0.009105   0.003726         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    151/499      4.32G    0.00951   0.009099   0.003662         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    151/499      4.32G    0.00951   0.009099   0.003662         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    151/499      4.32G   0.009516   0.009074   0.003758         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.18it/s]
    151/499      4.32G   0.009516   0.009074   0.003758         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    151/499      4.32G   0.009494   0.009061   0.003776         70        640:  24%|##4       | 41/168 [00:08<00:24,  5.27it/s]
    151/499      4.32G   0.009494   0.009061   0.003776         70        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    151/499      4.32G   0.009489   0.009038   0.003767         52        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    151/499      4.32G   0.009489   0.009038   0.003767         52        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    151/499      4.32G   0.009534   0.009054   0.003721         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    151/499      4.32G   0.009534   0.009054   0.003721         62        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    151/499      4.32G   0.009541    0.00904   0.003775         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    151/499      4.32G   0.009541    0.00904   0.003775         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    151/499      4.32G   0.009535   0.009033   0.003769         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    151/499      4.32G   0.009535   0.009033   0.003769         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    151/499      4.32G   0.009557   0.009067   0.003765         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    151/499      4.32G   0.009557   0.009067   0.003765         73        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    151/499      4.32G   0.009535   0.009053   0.003748         62        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    151/499      4.32G   0.009535   0.009053   0.003748         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    151/499      4.32G   0.009506   0.009014   0.003685         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    151/499      4.32G   0.009506   0.009014   0.003685         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    151/499      4.32G   0.009505   0.009008   0.003729         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    151/499      4.32G   0.009505   0.009008   0.003729         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    151/499      4.32G   0.009513   0.009054   0.003684         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    151/499      4.32G   0.009513   0.009054   0.003684         80        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    151/499      4.32G   0.009499   0.009068   0.003649         76        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    151/499      4.32G   0.009499   0.009068   0.003649         76        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    151/499      4.32G   0.009511   0.009056   0.003618         62        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    151/499      4.32G   0.009511   0.009056   0.003618         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    151/499      4.32G   0.009499   0.009061    0.00359         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    151/499      4.32G   0.009499   0.009061    0.00359         80        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    151/499      4.32G   0.009539   0.009048   0.003549         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    151/499      4.32G   0.009539   0.009048   0.003549         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    151/499      4.32G   0.009549   0.009091   0.003521         85        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    151/499      4.32G   0.009549   0.009091   0.003521         85        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    151/499      4.32G   0.009585   0.009084   0.003565         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    151/499      4.32G   0.009585   0.009084   0.003565         61        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    151/499      4.32G   0.009586   0.009089   0.003625         66        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    151/499      4.32G   0.009586   0.009089   0.003625         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    151/499      4.32G   0.009593   0.009072    0.00363         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    151/499      4.32G   0.009593   0.009072    0.00363         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    151/499      4.32G   0.009577   0.009087   0.003607         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    151/499      4.32G   0.009577   0.009087   0.003607         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    151/499      4.32G   0.009593   0.009117   0.003602         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    151/499      4.32G   0.009593   0.009117   0.003602         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.11it/s]
    151/499      4.32G   0.009594   0.009143   0.003571         85        640:  36%|###6      | 61/168 [00:11<00:20,  5.11it/s]
    151/499      4.32G   0.009594   0.009143   0.003571         85        640:  37%|###6      | 62/168 [00:11<00:20,  5.15it/s]
    151/499      4.32G   0.009585   0.009169   0.003555         75        640:  37%|###6      | 62/168 [00:12<00:20,  5.15it/s]
    151/499      4.32G   0.009585   0.009169   0.003555         75        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    151/499      4.32G   0.009593   0.009169   0.003514         60        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    151/499      4.32G   0.009593   0.009169   0.003514         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
    151/499      4.32G    0.00959   0.009175    0.00352         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.08it/s]
    151/499      4.32G    0.00959   0.009175    0.00352         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    151/499      4.32G   0.009567   0.009182   0.003558         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    151/499      4.32G   0.009567   0.009182   0.003558         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    151/499      4.32G   0.009559   0.009168   0.003597         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    151/499      4.32G   0.009559   0.009168   0.003597         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    151/499      4.32G   0.009548   0.009139   0.003633         61        640:  40%|###9      | 67/168 [00:13<00:19,  5.16it/s]
    151/499      4.32G   0.009548   0.009139   0.003633         61        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    151/499      4.32G   0.009575   0.009151   0.003607         72        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    151/499      4.32G   0.009575   0.009151   0.003607         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    151/499      4.32G   0.009546    0.00914   0.003651         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    151/499      4.32G   0.009546    0.00914   0.003651         66        640:  42%|####1     | 70/168 [00:13<00:19,  5.16it/s]
    151/499      4.32G    0.00953   0.009122   0.003621         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.16it/s]
    151/499      4.32G    0.00953   0.009122   0.003621         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    151/499      4.32G   0.009549   0.009121   0.003585         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    151/499      4.32G   0.009549   0.009121   0.003585         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    151/499      4.32G   0.009554   0.009143   0.003582         81        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    151/499      4.32G   0.009554   0.009143   0.003582         81        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
    151/499      4.32G   0.009569   0.009125   0.003568         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    151/499      4.32G   0.009569   0.009125   0.003568         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    151/499      4.32G   0.009578   0.009096   0.003592         53        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    151/499      4.32G   0.009578   0.009096   0.003592         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
    151/499      4.32G   0.009588   0.009087    0.00359         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.30it/s]
    151/499      4.32G   0.009588   0.009087    0.00359         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    151/499      4.32G   0.009619   0.009097    0.00357         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    151/499      4.32G   0.009619   0.009097    0.00357         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    151/499      4.32G   0.009603   0.009069   0.003595         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    151/499      4.32G   0.009603   0.009069   0.003595         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    151/499      4.32G   0.009608   0.009079   0.003604         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    151/499      4.32G   0.009608   0.009079   0.003604         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    151/499      4.32G   0.009623   0.009062   0.003586         57        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    151/499      4.32G   0.009623   0.009062   0.003586         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    151/499      4.32G   0.009621   0.009057   0.003573         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    151/499      4.32G   0.009621   0.009057   0.003573         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    151/499      4.32G   0.009592   0.009052   0.003577         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    151/499      4.32G   0.009592   0.009052   0.003577         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    151/499      4.32G   0.009593   0.009056   0.003588         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    151/499      4.32G   0.009593   0.009056   0.003588         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    151/499      4.32G   0.009614   0.009055   0.003587         55        640:  49%|####9     | 83/168 [00:16<00:16,  5.29it/s]
    151/499      4.32G   0.009614   0.009055   0.003587         55        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    151/499      4.32G   0.009653    0.00905   0.003572         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    151/499      4.32G   0.009653    0.00905   0.003572         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    151/499      4.32G   0.009661   0.009058   0.003585         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    151/499      4.32G   0.009661   0.009058   0.003585         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    151/499      4.32G   0.009657   0.009064   0.003658         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    151/499      4.32G   0.009657   0.009064   0.003658         80        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    151/499      4.32G   0.009666   0.009069   0.003667         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    151/499      4.32G   0.009666   0.009069   0.003667         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    151/499      4.32G   0.009671   0.009069   0.003681         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    151/499      4.32G   0.009671   0.009069   0.003681         63        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    151/499      4.32G   0.009666   0.009066   0.003665         75        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    151/499      4.32G   0.009666   0.009066   0.003665         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    151/499      4.32G   0.009686   0.009045   0.003642         51        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    151/499      4.32G   0.009686   0.009045   0.003642         51        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    151/499      4.32G   0.009688    0.00904   0.003647         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    151/499      4.32G   0.009688    0.00904   0.003647         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    151/499      4.32G   0.009687   0.009051   0.003659         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    151/499      4.32G   0.009687   0.009051   0.003659         75        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    151/499      4.32G   0.009683   0.009048   0.003705         69        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    151/499      4.32G   0.009683   0.009048   0.003705         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    151/499      4.32G   0.009681   0.009063   0.003686         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
    151/499      4.32G   0.009681   0.009063   0.003686         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    151/499      4.32G    0.00969    0.00904    0.00371         48        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    151/499      4.32G    0.00969    0.00904    0.00371         48        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    151/499      4.32G   0.009685   0.009047   0.003708         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    151/499      4.32G   0.009685   0.009047   0.003708         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    151/499      4.32G   0.009666   0.009024   0.003705         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    151/499      4.32G   0.009666   0.009024   0.003705         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    151/499      4.32G   0.009679   0.009015   0.003678         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    151/499      4.32G   0.009679   0.009015   0.003678         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    151/499      4.32G   0.009674   0.009004   0.003682         77        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
    151/499      4.32G   0.009674   0.009004   0.003682         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    151/499      4.32G   0.009665    0.00899   0.003731         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    151/499      4.32G   0.009665    0.00899   0.003731         73        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    151/499      4.32G   0.009671   0.009013    0.00375         75        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    151/499      4.32G   0.009671   0.009013    0.00375         75        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    151/499      4.32G   0.009671   0.009013   0.003746         80        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    151/499      4.32G   0.009671   0.009013   0.003746         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    151/499      4.32G   0.009674   0.009002   0.003734         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    151/499      4.32G   0.009674   0.009002   0.003734         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    151/499      4.32G   0.009656   0.009016   0.003735         76        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
    151/499      4.32G   0.009656   0.009016   0.003735         76        640:  62%|######2   | 105/168 [00:20<00:12,  5.24it/s]
    151/499      4.32G   0.009646   0.009021   0.003724         73        640:  62%|######2   | 105/168 [00:20<00:12,  5.24it/s]
    151/499      4.32G   0.009646   0.009021   0.003724         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
    151/499      4.32G   0.009632   0.009009   0.003714         62        640:  63%|######3   | 106/168 [00:20<00:12,  5.11it/s]
    151/499      4.32G   0.009632   0.009009   0.003714         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.14it/s]
    151/499      4.32G   0.009635   0.009013   0.003693         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.14it/s]
    151/499      4.32G   0.009635   0.009013   0.003693         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.23it/s]
    151/499      4.32G   0.009621   0.008991   0.003684         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.23it/s]
    151/499      4.32G   0.009621   0.008991   0.003684         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    151/499      4.32G   0.009609   0.008982   0.003669         65        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
    151/499      4.32G   0.009609   0.008982   0.003669         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
    151/499      4.32G   0.009592   0.008961   0.003664         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.19it/s]
    151/499      4.32G   0.009592   0.008961   0.003664         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.20it/s]
    151/499      4.32G    0.00959   0.008951   0.003658         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.20it/s]
    151/499      4.32G    0.00959   0.008951   0.003658         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.10it/s]
    151/499      4.32G   0.009579   0.008942   0.003651         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.10it/s]
    151/499      4.32G   0.009579   0.008942   0.003651         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.16it/s]
    151/499      4.32G   0.009583    0.00893   0.003659         61        640:  67%|######7   | 113/168 [00:21<00:10,  5.16it/s]
    151/499      4.32G   0.009583    0.00893   0.003659         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.23it/s]
    151/499      4.32G   0.009586   0.008926   0.003641         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.23it/s]
    151/499      4.32G   0.009586   0.008926   0.003641         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
    151/499      4.32G   0.009588   0.008918   0.003628         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.11it/s]
    151/499      4.32G   0.009588   0.008918   0.003628         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    151/499      4.32G   0.009587   0.008909   0.003633         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    151/499      4.32G   0.009587   0.008909   0.003633         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    151/499      4.32G   0.009586   0.008905    0.00363         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    151/499      4.32G   0.009586   0.008905    0.00363         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    151/499      4.32G   0.009579   0.008903   0.003628         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    151/499      4.32G   0.009579   0.008903   0.003628         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    151/499      4.32G     0.0096   0.008896   0.003605         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    151/499      4.32G     0.0096   0.008896   0.003605         64        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    151/499      4.32G   0.009602   0.008892   0.003606         74        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
    151/499      4.32G   0.009602   0.008892   0.003606         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    151/499      4.32G   0.009596   0.008882   0.003609         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    151/499      4.32G   0.009596   0.008882   0.003609         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    151/499      4.32G   0.009604   0.008878   0.003608         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    151/499      4.32G   0.009604   0.008878   0.003608         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    151/499      4.32G   0.009602   0.008867   0.003617         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    151/499      4.32G   0.009602   0.008867   0.003617         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    151/499      4.32G    0.00961   0.008883    0.00363         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    151/499      4.32G    0.00961   0.008883    0.00363         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
    151/499      4.32G   0.009617   0.008905   0.003626         76        640:  74%|#######4  | 125/168 [00:24<00:08,  5.29it/s]
    151/499      4.32G   0.009617   0.008905   0.003626         76        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    151/499      4.32G   0.009607   0.008907   0.003633         79        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    151/499      4.32G   0.009607   0.008907   0.003633         79        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    151/499      4.32G   0.009606   0.008885   0.003632         52        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    151/499      4.32G   0.009606   0.008885   0.003632         52        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    151/499      4.32G   0.009605   0.008887   0.003624         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    151/499      4.32G   0.009605   0.008887   0.003624         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    151/499      4.32G   0.009596   0.008876   0.003618         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    151/499      4.32G   0.009596   0.008876   0.003618         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    151/499      4.32G   0.009603    0.00891   0.003624         71        640:  77%|#######7  | 130/168 [00:25<00:07,  5.21it/s]
    151/499      4.32G   0.009603    0.00891   0.003624         71        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    151/499      4.32G   0.009595   0.008896   0.003616         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    151/499      4.32G   0.009595   0.008896   0.003616         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
    151/499      4.32G   0.009582   0.008897   0.003613         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
    151/499      4.32G   0.009582   0.008897   0.003613         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    151/499      4.32G   0.009593     0.0089   0.003603         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    151/499      4.32G   0.009593     0.0089   0.003603         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    151/499      4.32G    0.00959   0.008895   0.003586         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    151/499      4.32G    0.00959   0.008895   0.003586         67        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    151/499      4.32G   0.009595   0.008897   0.003609         73        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    151/499      4.32G   0.009595   0.008897   0.003609         73        640:  81%|########  | 136/168 [00:25<00:06,  5.10it/s]
    151/499      4.32G    0.00961   0.008883   0.003616         49        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
    151/499      4.32G    0.00961   0.008883   0.003616         49        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
    151/499      4.32G   0.009613    0.00887   0.003617         51        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
    151/499      4.32G   0.009613    0.00887   0.003617         51        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    151/499      4.32G   0.009613    0.00886   0.003623         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    151/499      4.32G   0.009613    0.00886   0.003623         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    151/499      4.32G   0.009615   0.008852   0.003624         53        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    151/499      4.32G   0.009615   0.008852   0.003624         53        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    151/499      4.32G   0.009619   0.008853   0.003631         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    151/499      4.32G   0.009619   0.008853   0.003631         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    151/499      4.32G   0.009617   0.008856   0.003642         76        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    151/499      4.32G   0.009617   0.008856   0.003642         76        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    151/499      4.32G   0.009611   0.008849   0.003635         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    151/499      4.32G   0.009611   0.008849   0.003635         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    151/499      4.32G   0.009611   0.008844   0.003619         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    151/499      4.32G   0.009611   0.008844   0.003619         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    151/499      4.32G   0.009597   0.008836   0.003612         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    151/499      4.32G   0.009597   0.008836   0.003612         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    151/499      4.32G   0.009598   0.008826   0.003622         54        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    151/499      4.32G   0.009598   0.008826   0.003622         54        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    151/499      4.32G   0.009601   0.008838   0.003626         77        640:  87%|########6 | 146/168 [00:28<00:04,  5.29it/s]
    151/499      4.32G   0.009601   0.008838   0.003626         77        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    151/499      4.32G   0.009605   0.008846   0.003623         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    151/499      4.32G   0.009605   0.008846   0.003623         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    151/499      4.32G   0.009597   0.008853   0.003623         81        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    151/499      4.32G   0.009597   0.008853   0.003623         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    151/499      4.32G   0.009594   0.008862   0.003636         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    151/499      4.32G   0.009594   0.008862   0.003636         83        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    151/499      4.32G   0.009589   0.008857   0.003635         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    151/499      4.32G   0.009589   0.008857   0.003635         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    151/499      4.32G   0.009583   0.008841   0.003639         65        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
    151/499      4.32G   0.009583   0.008841   0.003639         65        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    151/499      4.32G   0.009578   0.008842    0.00363         71        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    151/499      4.32G   0.009578   0.008842    0.00363         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    151/499      4.32G   0.009579   0.008842   0.003634         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    151/499      4.32G   0.009579   0.008842   0.003634         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    151/499      4.32G   0.009584    0.00885   0.003621         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    151/499      4.32G   0.009584    0.00885   0.003621         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    151/499      4.32G   0.009575   0.008843   0.003623         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    151/499      4.32G   0.009575   0.008843   0.003623         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    151/499      4.32G   0.009577   0.008843   0.003607         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    151/499      4.32G   0.009577   0.008843   0.003607         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    151/499      4.32G   0.009571    0.00883   0.003627         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    151/499      4.32G   0.009571    0.00883   0.003627         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
    151/499      4.32G   0.009574   0.008849   0.003623         77        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
    151/499      4.32G   0.009574   0.008849   0.003623         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    151/499      4.32G   0.009574    0.00884   0.003646         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    151/499      4.32G   0.009574    0.00884   0.003646         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    151/499      4.32G   0.009569   0.008837   0.003638         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    151/499      4.32G   0.009569   0.008837   0.003638         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    151/499      4.32G   0.009557    0.00883   0.003621         58        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    151/499      4.32G   0.009557    0.00883   0.003621         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    151/499      4.32G   0.009553    0.00883    0.00361         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    151/499      4.32G   0.009553    0.00883    0.00361         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    151/499      4.32G   0.009549   0.008819   0.003609         49        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    151/499      4.32G   0.009549   0.008819   0.003609         49        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    151/499      4.32G   0.009554   0.008819   0.003594         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    151/499      4.32G   0.009554   0.008819   0.003594         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    151/499      4.32G   0.009554   0.008814   0.003588         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    151/499      4.32G   0.009554   0.008814   0.003588         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    151/499      4.32G   0.009558   0.008818   0.003579         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    151/499      4.32G   0.009558   0.008818   0.003579         73        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    151/499      4.32G   0.009562    0.00885   0.003569         43        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    151/499      4.32G   0.009562    0.00885   0.003569         43        640: 100%|##########| 168/168 [00:32<00:00,  5.38it/s]
    151/499      4.32G   0.009562    0.00885   0.003569         43        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.827      0.828      0.856      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    152/499      4.32G   0.008572    0.01006    0.00186         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    152/499      4.32G   0.008572    0.01006    0.00186         76        640:   1%|          | 1/168 [00:00<00:35,  4.74it/s]
    152/499      4.32G   0.009785   0.008394   0.002493         47        640:   1%|          | 1/168 [00:00<00:35,  4.74it/s]
    152/499      4.32G   0.009785   0.008394   0.002493         47        640:   1%|1         | 2/168 [00:00<00:32,  5.12it/s]
    152/499      4.32G   0.009792   0.008957   0.002781         83        640:   1%|1         | 2/168 [00:00<00:32,  5.12it/s]
    152/499      4.32G   0.009792   0.008957   0.002781         83        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
    152/499      4.32G    0.01001   0.009357   0.002953         75        640:   2%|1         | 3/168 [00:00<00:31,  5.26it/s]
    152/499      4.32G    0.01001   0.009357   0.002953         75        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    152/499      4.32G    0.01014   0.009306   0.002725         76        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    152/499      4.32G    0.01014   0.009306   0.002725         76        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    152/499      4.32G    0.01017   0.009319   0.003334         78        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    152/499      4.32G    0.01017   0.009319   0.003334         78        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    152/499      4.32G   0.009948   0.009184   0.003154         60        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    152/499      4.32G   0.009948   0.009184   0.003154         60        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    152/499      4.32G   0.009789   0.009007   0.003421         67        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    152/499      4.32G   0.009789   0.009007   0.003421         67        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    152/499      4.32G   0.009883   0.009083   0.003455         78        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    152/499      4.32G   0.009883   0.009083   0.003455         78        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    152/499      4.32G   0.009723   0.008913   0.003399         61        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    152/499      4.32G   0.009723   0.008913   0.003399         61        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    152/499      4.32G   0.009827   0.008925   0.003228         60        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    152/499      4.32G   0.009827   0.008925   0.003228         60        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    152/499      4.32G   0.009772   0.009073   0.003033         80        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    152/499      4.32G   0.009772   0.009073   0.003033         80        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    152/499      4.32G    0.00986    0.00908   0.003194         67        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    152/499      4.32G    0.00986    0.00908   0.003194         67        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    152/499      4.32G   0.009878   0.009125   0.003282         74        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    152/499      4.32G   0.009878   0.009125   0.003282         74        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    152/499      4.32G   0.009812   0.009089   0.003243         64        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    152/499      4.32G   0.009812   0.009089   0.003243         64        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    152/499      4.32G   0.009851   0.009057    0.00328         70        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    152/499      4.32G   0.009851   0.009057    0.00328         70        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    152/499      4.32G   0.009776   0.008951   0.003429         55        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    152/499      4.32G   0.009776   0.008951   0.003429         55        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    152/499      4.32G   0.009778   0.008863   0.003375         66        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    152/499      4.32G   0.009778   0.008863   0.003375         66        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    152/499      4.32G   0.009788   0.008938   0.003511         72        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    152/499      4.32G   0.009788   0.008938   0.003511         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.14it/s]
    152/499      4.32G   0.009785   0.008852   0.003447         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.14it/s]
    152/499      4.32G   0.009785   0.008852   0.003447         63        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    152/499      4.32G   0.009805   0.008926   0.003378         80        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
    152/499      4.32G   0.009805   0.008926   0.003378         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    152/499      4.32G   0.009771   0.008966   0.003442         88        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    152/499      4.32G   0.009771   0.008966   0.003442         88        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    152/499      4.32G   0.009752   0.008869   0.003478         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    152/499      4.32G   0.009752   0.008869   0.003478         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    152/499      4.32G   0.009714   0.008839   0.003365         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    152/499      4.32G   0.009714   0.008839   0.003365         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    152/499      4.32G   0.009698   0.008896    0.00325         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    152/499      4.32G   0.009698   0.008896    0.00325         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    152/499      4.32G   0.009753   0.008944   0.003197         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    152/499      4.32G   0.009753   0.008944   0.003197         70        640:  15%|#5        | 26/168 [00:04<00:27,  5.26it/s]
    152/499      4.32G   0.009727   0.008888   0.003247         63        640:  15%|#5        | 26/168 [00:05<00:27,  5.26it/s]
    152/499      4.32G   0.009727   0.008888   0.003247         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    152/499      4.32G   0.009731   0.008853   0.003226         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    152/499      4.32G   0.009731   0.008853   0.003226         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    152/499      4.32G   0.009755   0.008872   0.003189         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    152/499      4.32G   0.009755   0.008872   0.003189         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    152/499      4.32G   0.009831   0.008968   0.003278         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.18it/s]
    152/499      4.32G   0.009831   0.008968   0.003278         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
    152/499      4.32G   0.009896   0.009012   0.003392         62        640:  18%|#7        | 30/168 [00:05<00:26,  5.22it/s]
    152/499      4.32G   0.009896   0.009012   0.003392         62        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
    152/499      4.32G    0.00987   0.008985   0.003426         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
    152/499      4.32G    0.00987   0.008985   0.003426         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    152/499      4.32G   0.009837   0.009005   0.003367         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    152/499      4.32G   0.009837   0.009005   0.003367         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    152/499      4.32G   0.009837      0.009    0.00335         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    152/499      4.32G   0.009837      0.009    0.00335         63        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    152/499      4.32G   0.009809   0.008983   0.003336         72        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    152/499      4.32G   0.009809   0.008983   0.003336         72        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    152/499      4.32G   0.009813   0.008947   0.003328         66        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    152/499      4.32G   0.009813   0.008947   0.003328         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    152/499      4.32G   0.009882   0.008949   0.003442         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    152/499      4.32G   0.009882   0.008949   0.003442         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    152/499      4.32G    0.00992   0.008864   0.003497         43        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    152/499      4.32G    0.00992   0.008864   0.003497         43        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    152/499      4.32G   0.009983   0.008879   0.003469         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    152/499      4.32G   0.009983   0.008879   0.003469         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    152/499      4.32G   0.009993    0.00884   0.003442         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    152/499      4.32G   0.009993    0.00884   0.003442         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    152/499      4.32G    0.01002   0.008913   0.003437         84        640:  24%|##3       | 40/168 [00:07<00:24,  5.14it/s]
    152/499      4.32G    0.01002   0.008913   0.003437         84        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    152/499      4.32G    0.01004   0.008936    0.00342         78        640:  24%|##4       | 41/168 [00:08<00:24,  5.21it/s]
    152/499      4.32G    0.01004   0.008936    0.00342         78        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    152/499      4.32G    0.01002   0.008896   0.003429         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    152/499      4.32G    0.01002   0.008896   0.003429         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    152/499      4.32G    0.01002   0.008898   0.003379         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    152/499      4.32G    0.01002   0.008898   0.003379         61        640:  26%|##6       | 44/168 [00:08<00:24,  5.16it/s]
    152/499      4.32G    0.01003   0.008935   0.003375         60        640:  26%|##6       | 44/168 [00:08<00:24,  5.16it/s]
    152/499      4.32G    0.01003   0.008935   0.003375         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.23it/s]
    152/499      4.32G    0.01005   0.008977   0.003383         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.23it/s]
    152/499      4.32G    0.01005   0.008977   0.003383         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.11it/s]
    152/499      4.32G    0.01003   0.008904   0.003375         50        640:  27%|##7       | 46/168 [00:09<00:23,  5.11it/s]
    152/499      4.32G    0.01003   0.008904   0.003375         50        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    152/499      4.32G    0.01005   0.008925   0.003425         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    152/499      4.32G    0.01005   0.008925   0.003425         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    152/499      4.32G    0.01003    0.00886   0.003424         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    152/499      4.32G    0.01003    0.00886   0.003424         58        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    152/499      4.32G    0.01003   0.008865   0.003435         83        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    152/499      4.32G    0.01003   0.008865   0.003435         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    152/499      4.32G    0.01001   0.008861   0.003421         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    152/499      4.32G    0.01001   0.008861   0.003421         57        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    152/499      4.32G    0.01002   0.008903   0.003367         76        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    152/499      4.32G    0.01002   0.008903   0.003367         76        640:  31%|###       | 52/168 [00:09<00:22,  5.12it/s]
    152/499      4.32G    0.01001   0.008913   0.003377         83        640:  31%|###       | 52/168 [00:10<00:22,  5.12it/s]
    152/499      4.32G    0.01001   0.008913   0.003377         83        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    152/499      4.32G    0.01001   0.008903   0.003401         70        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    152/499      4.32G    0.01001   0.008903   0.003401         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    152/499      4.32G   0.009974   0.008895   0.003444         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    152/499      4.32G   0.009974   0.008895   0.003444         71        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    152/499      4.32G   0.009997   0.008882    0.00349         65        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    152/499      4.32G   0.009997   0.008882    0.00349         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    152/499      4.32G    0.00999   0.008935   0.003502         92        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    152/499      4.32G    0.00999   0.008935   0.003502         92        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    152/499      4.32G   0.009987    0.00892   0.003485         63        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
    152/499      4.32G   0.009987    0.00892   0.003485         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    152/499      4.32G   0.009953    0.00889   0.003453         52        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    152/499      4.32G   0.009953    0.00889   0.003453         52        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    152/499      4.32G   0.009959   0.008913   0.003448         82        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    152/499      4.32G   0.009959   0.008913   0.003448         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    152/499      4.32G   0.009956   0.008909   0.003438         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    152/499      4.32G   0.009956   0.008909   0.003438         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    152/499      4.32G    0.00994   0.008919   0.003408         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    152/499      4.32G    0.00994   0.008919   0.003408         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.12it/s]
    152/499      4.32G    0.00994   0.008899   0.003433         56        640:  37%|###6      | 62/168 [00:12<00:20,  5.12it/s]
    152/499      4.32G    0.00994   0.008899   0.003433         56        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    152/499      4.32G   0.009927   0.008886   0.003401         64        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    152/499      4.32G   0.009927   0.008886   0.003401         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.12it/s]
    152/499      4.32G   0.009927   0.008894   0.003383         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.12it/s]
    152/499      4.32G   0.009927   0.008894   0.003383         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    152/499      4.32G   0.009932   0.008889   0.003402         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    152/499      4.32G   0.009932   0.008889   0.003402         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    152/499      4.32G   0.009922   0.008873   0.003383         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    152/499      4.32G   0.009922   0.008873   0.003383         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.13it/s]
    152/499      4.32G   0.009923   0.008836   0.003369         58        640:  40%|###9      | 67/168 [00:13<00:19,  5.13it/s]
    152/499      4.32G   0.009923   0.008836   0.003369         58        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    152/499      4.32G   0.009933   0.008858   0.003397         71        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    152/499      4.32G   0.009933   0.008858   0.003397         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    152/499      4.32G   0.009903   0.008847   0.003392         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.27it/s]
    152/499      4.32G   0.009903   0.008847   0.003392         79        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    152/499      4.32G   0.009898   0.008873    0.00339         77        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    152/499      4.32G   0.009898   0.008873    0.00339         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    152/499      4.32G   0.009891   0.008883   0.003372         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    152/499      4.32G   0.009891   0.008883   0.003372         63        640:  43%|####2     | 72/168 [00:13<00:18,  5.21it/s]
    152/499      4.32G   0.009878     0.0089   0.003355         78        640:  43%|####2     | 72/168 [00:14<00:18,  5.21it/s]
    152/499      4.32G   0.009878     0.0089   0.003355         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
    152/499      4.32G   0.009882    0.00889    0.00339         63        640:  43%|####3     | 73/168 [00:14<00:18,  5.12it/s]
    152/499      4.32G   0.009882    0.00889    0.00339         63        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
    152/499      4.32G   0.009883   0.008836   0.003385         53        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
    152/499      4.32G   0.009883   0.008836   0.003385         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    152/499      4.32G   0.009879   0.008835   0.003392         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    152/499      4.32G   0.009879   0.008835   0.003392         67        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
    152/499      4.32G    0.00987   0.008835   0.003396         71        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
    152/499      4.32G    0.00987   0.008835   0.003396         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
    152/499      4.32G   0.009878   0.008815   0.003395         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.16it/s]
    152/499      4.32G   0.009878   0.008815   0.003395         61        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    152/499      4.32G   0.009881   0.008799   0.003407         76        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    152/499      4.32G   0.009881   0.008799   0.003407         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
    152/499      4.32G   0.009896   0.008788   0.003375         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
    152/499      4.32G   0.009896   0.008788   0.003375         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    152/499      4.32G   0.009889   0.008797   0.003361         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    152/499      4.32G   0.009889   0.008797   0.003361         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    152/499      4.32G    0.00987   0.008756   0.003339         50        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    152/499      4.32G    0.00987   0.008756   0.003339         50        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
    152/499      4.32G   0.009868   0.008728   0.003311         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.17it/s]
    152/499      4.32G   0.009868   0.008728   0.003311         58        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
    152/499      4.32G   0.009858    0.00871   0.003341         67        640:  49%|####9     | 83/168 [00:16<00:16,  5.25it/s]
    152/499      4.32G   0.009858    0.00871   0.003341         67        640:  50%|#####     | 84/168 [00:16<00:16,  5.20it/s]
    152/499      4.32G   0.009876    0.00871   0.003332         71        640:  50%|#####     | 84/168 [00:16<00:16,  5.20it/s]
    152/499      4.32G   0.009876    0.00871   0.003332         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.06it/s]
    152/499      4.32G   0.009874   0.008725   0.003326         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.06it/s]
    152/499      4.32G   0.009874   0.008725   0.003326         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.15it/s]
    152/499      4.32G   0.009866   0.008713   0.003382         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.15it/s]
    152/499      4.32G   0.009866   0.008713   0.003382         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    152/499      4.32G   0.009864   0.008695   0.003383         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    152/499      4.32G   0.009864   0.008695   0.003383         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    152/499      4.32G   0.009884    0.00872   0.003397         59        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
    152/499      4.32G   0.009884    0.00872   0.003397         59        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    152/499      4.32G   0.009861   0.008709   0.003417         68        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    152/499      4.32G   0.009861   0.008709   0.003417         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    152/499      4.32G   0.009855   0.008703   0.003414         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    152/499      4.32G   0.009855   0.008703   0.003414         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    152/499      4.32G   0.009845   0.008683   0.003401         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    152/499      4.32G   0.009845   0.008683   0.003401         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    152/499      4.32G   0.009858   0.008691   0.003403         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    152/499      4.32G   0.009858   0.008691   0.003403         75        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    152/499      4.32G   0.009861   0.008672   0.003372         44        640:  55%|#####5    | 93/168 [00:18<00:14,  5.29it/s]
    152/499      4.32G   0.009861   0.008672   0.003372         44        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    152/499      4.32G   0.009848   0.008682   0.003401         82        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    152/499      4.32G   0.009848   0.008682   0.003401         82        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    152/499      4.32G   0.009844   0.008672   0.003406         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    152/499      4.32G   0.009844   0.008672   0.003406         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    152/499      4.32G   0.009839   0.008657     0.0034         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    152/499      4.32G   0.009839   0.008657     0.0034         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    152/499      4.32G   0.009832   0.008662   0.003401         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    152/499      4.32G   0.009832   0.008662   0.003401         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    152/499      4.32G   0.009839   0.008652   0.003384         56        640:  58%|#####8    | 98/168 [00:19<00:13,  5.25it/s]
    152/499      4.32G   0.009839   0.008652   0.003384         56        640:  59%|#####8    | 99/168 [00:19<00:13,  5.23it/s]
    152/499      4.32G   0.009839   0.008648   0.003379         55        640:  59%|#####8    | 99/168 [00:19<00:13,  5.23it/s]
    152/499      4.32G   0.009839   0.008648   0.003379         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    152/499      4.32G   0.009831   0.008649   0.003379         80        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    152/499      4.32G   0.009831   0.008649   0.003379         80        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    152/499      4.32G   0.009827   0.008654   0.003371         81        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    152/499      4.32G   0.009827   0.008654   0.003371         81        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    152/499      4.32G   0.009818   0.008647   0.003366         64        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    152/499      4.32G   0.009818   0.008647   0.003366         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    152/499      4.32G    0.00984   0.008634   0.003382         50        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    152/499      4.32G    0.00984   0.008634   0.003382         50        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    152/499      4.32G   0.009837   0.008622   0.003382         55        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
    152/499      4.32G   0.009837   0.008622   0.003382         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    152/499      4.32G    0.00984   0.008615   0.003393         52        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    152/499      4.32G    0.00984   0.008615   0.003393         52        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    152/499      4.32G    0.00983   0.008622   0.003382         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    152/499      4.32G    0.00983   0.008622   0.003382         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    152/499      4.32G   0.009827    0.00864   0.003367         84        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    152/499      4.32G   0.009827    0.00864   0.003367         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    152/499      4.32G   0.009819   0.008682   0.003378         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    152/499      4.32G   0.009819   0.008682   0.003378         84        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    152/499      4.32G   0.009822   0.008693   0.003362         68        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
    152/499      4.32G   0.009822   0.008693   0.003362         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
    152/499      4.32G   0.009815   0.008681   0.003343         50        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
    152/499      4.32G   0.009815   0.008681   0.003343         50        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    152/499      4.32G   0.009814   0.008698   0.003327         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    152/499      4.32G   0.009814   0.008698   0.003327         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    152/499      4.32G   0.009818   0.008691   0.003313         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    152/499      4.32G   0.009818   0.008691   0.003313         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    152/499      4.32G   0.009816   0.008699   0.003312         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    152/499      4.32G   0.009816   0.008699   0.003312         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.29it/s]
    152/499      4.32G   0.009807   0.008713   0.003296         73        640:  68%|######7   | 114/168 [00:22<00:10,  5.29it/s]
    152/499      4.32G   0.009807   0.008713   0.003296         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    152/499      4.32G   0.009814    0.00871   0.003313         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    152/499      4.32G   0.009814    0.00871   0.003313         71        640:  69%|######9   | 116/168 [00:22<00:10,  5.18it/s]
    152/499      4.32G   0.009813   0.008703   0.003307         62        640:  69%|######9   | 116/168 [00:22<00:10,  5.18it/s]
    152/499      4.32G   0.009813   0.008703   0.003307         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
    152/499      4.32G   0.009814   0.008713   0.003295         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.26it/s]
    152/499      4.32G   0.009814   0.008713   0.003295         81        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
    152/499      4.32G   0.009815   0.008725   0.003285         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.11it/s]
    152/499      4.32G   0.009815   0.008725   0.003285         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    152/499      4.32G   0.009813   0.008737   0.003297         74        640:  71%|#######   | 119/168 [00:23<00:09,  5.23it/s]
    152/499      4.32G   0.009813   0.008737   0.003297         74        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    152/499      4.32G   0.009818   0.008744   0.003292         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    152/499      4.32G   0.009818   0.008744   0.003292         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    152/499      4.32G   0.009806   0.008745   0.003291         82        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    152/499      4.32G   0.009806   0.008745   0.003291         82        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    152/499      4.32G    0.00982   0.008733   0.003278         51        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    152/499      4.32G    0.00982   0.008733   0.003278         51        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    152/499      4.32G   0.009818   0.008721   0.003269         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    152/499      4.32G   0.009818   0.008721   0.003269         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    152/499      4.32G   0.009827   0.008721   0.003259         58        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    152/499      4.32G   0.009827   0.008721   0.003259         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.22it/s]
    152/499      4.32G   0.009825   0.008724    0.00327         59        640:  74%|#######4  | 125/168 [00:24<00:08,  5.22it/s]
    152/499      4.32G   0.009825   0.008724    0.00327         59        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    152/499      4.32G   0.009827   0.008715   0.003274         64        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    152/499      4.32G   0.009827   0.008715   0.003274         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    152/499      4.32G    0.00981   0.008715   0.003287         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    152/499      4.32G    0.00981   0.008715   0.003287         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    152/499      4.32G   0.009823   0.008716   0.003272         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    152/499      4.32G   0.009823   0.008716   0.003272         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    152/499      4.32G   0.009813   0.008725   0.003262         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    152/499      4.32G   0.009813   0.008725   0.003262         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
    152/499      4.32G   0.009816   0.008724   0.003245         67        640:  77%|#######7  | 130/168 [00:25<00:07,  5.18it/s]
    152/499      4.32G   0.009816   0.008724   0.003245         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    152/499      4.32G   0.009809   0.008719   0.003239         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    152/499      4.32G   0.009809   0.008719   0.003239         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    152/499      4.32G     0.0098   0.008715   0.003231         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    152/499      4.32G     0.0098   0.008715   0.003231         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    152/499      4.32G   0.009796   0.008733    0.00323         84        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    152/499      4.32G   0.009796   0.008733    0.00323         84        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    152/499      4.32G   0.009789   0.008731   0.003226         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    152/499      4.32G   0.009789   0.008731   0.003226         56        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    152/499      4.32G   0.009786   0.008738   0.003216         66        640:  80%|########  | 135/168 [00:26<00:06,  5.37it/s]
    152/499      4.32G   0.009786   0.008738   0.003216         66        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    152/499      4.32G   0.009778   0.008749   0.003229         87        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    152/499      4.32G   0.009778   0.008749   0.003229         87        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    152/499      4.32G   0.009775   0.008749   0.003223         77        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    152/499      4.32G   0.009775   0.008749   0.003223         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    152/499      4.32G    0.00977   0.008757   0.003221         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    152/499      4.32G    0.00977   0.008757   0.003221         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    152/499      4.32G   0.009767   0.008756   0.003228         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    152/499      4.32G   0.009767   0.008756   0.003228         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    152/499      4.32G   0.009756   0.008762    0.00323         80        640:  83%|########3 | 140/168 [00:27<00:05,  5.24it/s]
    152/499      4.32G   0.009756   0.008762    0.00323         80        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
    152/499      4.32G   0.009754    0.00877   0.003231         85        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
    152/499      4.32G   0.009754    0.00877   0.003231         85        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    152/499      4.32G   0.009754   0.008776   0.003218         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    152/499      4.32G   0.009754   0.008776   0.003218         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    152/499      4.32G   0.009756   0.008765   0.003226         48        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    152/499      4.32G   0.009756   0.008765   0.003226         48        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    152/499      4.32G   0.009761   0.008763   0.003238         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    152/499      4.32G   0.009761   0.008763   0.003238         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    152/499      4.32G   0.009752    0.00875   0.003229         51        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    152/499      4.32G   0.009752    0.00875   0.003229         51        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    152/499      4.32G   0.009746   0.008762   0.003222         79        640:  87%|########6 | 146/168 [00:28<00:04,  5.29it/s]
    152/499      4.32G   0.009746   0.008762   0.003222         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    152/499      4.32G   0.009748   0.008753   0.003219         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    152/499      4.32G   0.009748   0.008753   0.003219         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    152/499      4.32G   0.009739   0.008752   0.003266         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    152/499      4.32G   0.009739   0.008752   0.003266         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    152/499      4.32G   0.009756    0.00876   0.003275         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    152/499      4.32G   0.009756    0.00876   0.003275         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    152/499      4.32G   0.009757   0.008758   0.003268         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    152/499      4.32G   0.009757   0.008758   0.003268         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    152/499      4.32G    0.00975   0.008766   0.003265         72        640:  90%|########9 | 151/168 [00:29<00:03,  5.19it/s]
    152/499      4.32G    0.00975   0.008766   0.003265         72        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    152/499      4.32G   0.009741   0.008759    0.00327         66        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    152/499      4.32G   0.009741   0.008759    0.00327         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    152/499      4.32G   0.009725    0.00875    0.00328         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    152/499      4.32G   0.009725    0.00875    0.00328         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    152/499      4.32G   0.009718   0.008738   0.003269         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    152/499      4.32G   0.009718   0.008738   0.003269         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    152/499      4.32G   0.009715    0.00873    0.00327         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    152/499      4.32G   0.009715    0.00873    0.00327         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    152/499      4.32G   0.009707   0.008729   0.003274         65        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
    152/499      4.32G   0.009707   0.008729   0.003274         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.03it/s]
    152/499      4.32G   0.009707   0.008739   0.003281         74        640:  93%|#########3| 157/168 [00:30<00:02,  5.03it/s]
    152/499      4.32G   0.009707   0.008739   0.003281         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.13it/s]
    152/499      4.32G   0.009699   0.008735   0.003293         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.13it/s]
    152/499      4.32G   0.009699   0.008735   0.003293         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
    152/499      4.32G   0.009692   0.008726   0.003306         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.24it/s]
    152/499      4.32G   0.009692   0.008726   0.003306         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    152/499      4.32G     0.0097   0.008731   0.003292         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    152/499      4.32G     0.0097   0.008731   0.003292         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    152/499      4.32G   0.009692   0.008715   0.003273         52        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    152/499      4.32G   0.009692   0.008715   0.003273         52        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    152/499      4.32G   0.009696   0.008721   0.003264         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    152/499      4.32G   0.009696   0.008721   0.003264         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    152/499      4.32G   0.009702   0.008718   0.003274         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    152/499      4.32G   0.009702   0.008718   0.003274         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    152/499      4.32G   0.009715   0.008711   0.003264         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    152/499      4.32G   0.009715   0.008711   0.003264         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    152/499      4.32G    0.00971   0.008712   0.003271         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    152/499      4.32G    0.00971   0.008712   0.003271         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    152/499      4.32G   0.009716   0.008716   0.003269         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    152/499      4.32G   0.009716   0.008716   0.003269         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    152/499      4.32G   0.009712   0.008717   0.003266         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
    152/499      4.32G   0.009712   0.008717   0.003266         30        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    152/499      4.32G   0.009712   0.008717   0.003266         30        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.836      0.825      0.856      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    153/499      4.32G    0.01146   0.008367   0.002341         57        640:   0%|          | 0/168 [00:00<?, ?it/s]
    153/499      4.32G    0.01146   0.008367   0.002341         57        640:   1%|          | 1/168 [00:00<00:34,  4.83it/s]
    153/499      4.32G    0.01032   0.008401   0.001974         66        640:   1%|          | 1/168 [00:00<00:34,  4.83it/s]
    153/499      4.32G    0.01032   0.008401   0.001974         66        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    153/499      4.32G   0.009712   0.008237   0.003291         71        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    153/499      4.32G   0.009712   0.008237   0.003291         71        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    153/499      4.32G   0.009929   0.008339   0.003573         70        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    153/499      4.32G   0.009929   0.008339   0.003573         70        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    153/499      4.32G    0.01013   0.008632   0.003222         77        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    153/499      4.32G    0.01013   0.008632   0.003222         77        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    153/499      4.32G    0.01032   0.008557   0.003005         66        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    153/499      4.32G    0.01032   0.008557   0.003005         66        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    153/499      4.32G    0.01032   0.008724    0.00331         73        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    153/499      4.32G    0.01032   0.008724    0.00331         73        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    153/499      4.32G    0.01032   0.008584   0.003205         58        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    153/499      4.32G    0.01032   0.008584   0.003205         58        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    153/499      4.32G    0.01027   0.008679   0.003074         67        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    153/499      4.32G    0.01027   0.008679   0.003074         67        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    153/499      4.32G    0.01028   0.008862   0.003034         74        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    153/499      4.32G    0.01028   0.008862   0.003034         74        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    153/499      4.32G    0.01024   0.008753   0.002912         62        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    153/499      4.32G    0.01024   0.008753   0.002912         62        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    153/499      4.32G    0.01025   0.008848   0.002855         71        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    153/499      4.32G    0.01025   0.008848   0.002855         71        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    153/499      4.32G    0.01023   0.008688   0.002799         64        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    153/499      4.32G    0.01023   0.008688   0.002799         64        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    153/499      4.32G    0.01031   0.008785   0.002807         71        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    153/499      4.32G    0.01031   0.008785   0.002807         71        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    153/499      4.32G    0.01027   0.008771   0.003039         72        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    153/499      4.32G    0.01027   0.008771   0.003039         72        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    153/499      4.32G    0.01021   0.008785   0.002955         68        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    153/499      4.32G    0.01021   0.008785   0.002955         68        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    153/499      4.32G    0.01016    0.00876   0.003017         68        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    153/499      4.32G    0.01016    0.00876   0.003017         68        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
    153/499      4.32G    0.01018    0.00875   0.003169         69        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
    153/499      4.32G    0.01018    0.00875   0.003169         69        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
    153/499      4.32G    0.01017   0.008929   0.003173         91        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
    153/499      4.32G    0.01017   0.008929   0.003173         91        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    153/499      4.32G    0.01008   0.008825   0.003259         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    153/499      4.32G    0.01008   0.008825   0.003259         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    153/499      4.32G    0.01005   0.008787   0.003262         60        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    153/499      4.32G    0.01005   0.008787   0.003262         60        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
    153/499      4.32G    0.01009   0.008778   0.003223         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
    153/499      4.32G    0.01009   0.008778   0.003223         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    153/499      4.32G    0.01006   0.008873   0.003218         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    153/499      4.32G    0.01006   0.008873   0.003218         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    153/499      4.32G    0.01003   0.008937   0.003176         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    153/499      4.32G    0.01003   0.008937   0.003176         78        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    153/499      4.32G    0.01008   0.008975   0.003121         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    153/499      4.32G    0.01008   0.008975   0.003121         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    153/499      4.32G    0.01001   0.008981   0.003191         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    153/499      4.32G    0.01001   0.008981   0.003191         72        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    153/499      4.32G    0.01004   0.009011    0.00315         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    153/499      4.32G    0.01004   0.009011    0.00315         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    153/499      4.32G    0.01003   0.008996   0.003132         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    153/499      4.32G    0.01003   0.008996   0.003132         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    153/499      4.32G    0.01004    0.00905    0.00311         80        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    153/499      4.32G    0.01004    0.00905    0.00311         80        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    153/499      4.32G    0.01002   0.009033   0.003086         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    153/499      4.32G    0.01002   0.009033   0.003086         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    153/499      4.32G    0.01008   0.008976   0.003072         54        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    153/499      4.32G    0.01008   0.008976   0.003072         54        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    153/499      4.32G    0.01008   0.008983   0.003093         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    153/499      4.32G    0.01008   0.008983   0.003093         71        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
    153/499      4.32G    0.01009   0.008963   0.003111         70        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
    153/499      4.32G    0.01009   0.008963   0.003111         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    153/499      4.32G    0.01005   0.008944   0.003027         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    153/499      4.32G    0.01005   0.008944   0.003027         61        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
    153/499      4.32G    0.01001   0.008941   0.003051         73        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
    153/499      4.32G    0.01001   0.008941   0.003051         73        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    153/499      4.32G    0.01004   0.008936   0.003081         57        640:  21%|##        | 35/168 [00:06<00:25,  5.21it/s]
    153/499      4.32G    0.01004   0.008936   0.003081         57        640:  21%|##1       | 36/168 [00:06<00:25,  5.26it/s]
    153/499      4.32G    0.01004   0.008947    0.00304         64        640:  21%|##1       | 36/168 [00:07<00:25,  5.26it/s]
    153/499      4.32G    0.01004   0.008947    0.00304         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
    153/499      4.32G    0.01003   0.008931   0.003041         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
    153/499      4.32G    0.01003   0.008931   0.003041         77        640:  23%|##2       | 38/168 [00:07<00:25,  5.12it/s]
    153/499      4.32G    0.01001   0.008954   0.003059         70        640:  23%|##2       | 38/168 [00:07<00:25,  5.12it/s]
    153/499      4.32G    0.01001   0.008954   0.003059         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
    153/499      4.32G    0.01003   0.008942   0.003106         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
    153/499      4.32G    0.01003   0.008942   0.003106         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.12it/s]
    153/499      4.32G    0.01002   0.008956   0.003092         82        640:  24%|##3       | 40/168 [00:07<00:24,  5.12it/s]
    153/499      4.32G    0.01002   0.008956   0.003092         82        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    153/499      4.32G    0.01003   0.008948   0.003031         62        640:  24%|##4       | 41/168 [00:08<00:24,  5.22it/s]
    153/499      4.32G    0.01003   0.008948   0.003031         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    153/499      4.32G    0.01001   0.008964   0.003029         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    153/499      4.32G    0.01001   0.008964   0.003029         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    153/499      4.32G   0.009977   0.008917   0.003052         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    153/499      4.32G   0.009977   0.008917   0.003052         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    153/499      4.32G   0.009952   0.008895   0.003061         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    153/499      4.32G   0.009952   0.008895   0.003061         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    153/499      4.32G   0.009959   0.008908   0.003075         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    153/499      4.32G   0.009959   0.008908   0.003075         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    153/499      4.32G    0.00995   0.008904   0.003064         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    153/499      4.32G    0.00995   0.008904   0.003064         74        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    153/499      4.32G   0.009918   0.008907   0.003083         71        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    153/499      4.32G   0.009918   0.008907   0.003083         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    153/499      4.32G   0.009894   0.008871   0.003067         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    153/499      4.32G   0.009894   0.008871   0.003067         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    153/499      4.32G   0.009929   0.008901   0.003053         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    153/499      4.32G   0.009929   0.008901   0.003053         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    153/499      4.32G   0.009944   0.008938   0.003141         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    153/499      4.32G   0.009944   0.008938   0.003141         83        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    153/499      4.32G    0.00996   0.008881   0.003118         51        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    153/499      4.32G    0.00996   0.008881   0.003118         51        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    153/499      4.32G   0.009937   0.008885   0.003105         73        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    153/499      4.32G   0.009937   0.008885   0.003105         73        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
    153/499      4.32G   0.009969    0.00895   0.003055         92        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
    153/499      4.32G   0.009969    0.00895   0.003055         92        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    153/499      4.32G   0.009959   0.008951   0.003086         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.27it/s]
    153/499      4.32G   0.009959   0.008951   0.003086         67        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    153/499      4.32G   0.009945   0.008976    0.00307         77        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    153/499      4.32G   0.009945   0.008976    0.00307         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    153/499      4.32G   0.009954   0.008996   0.003078         80        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    153/499      4.32G   0.009954   0.008996   0.003078         80        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
    153/499      4.32G   0.009935   0.008969   0.003065         53        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
    153/499      4.32G   0.009935   0.008969   0.003065         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    153/499      4.32G    0.00992   0.008953   0.003084         56        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    153/499      4.32G    0.00992   0.008953   0.003084         56        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    153/499      4.32G   0.009933   0.008985   0.003065         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    153/499      4.32G   0.009933   0.008985   0.003065         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    153/499      4.32G   0.009894   0.008976   0.003058         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    153/499      4.32G   0.009894   0.008976   0.003058         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    153/499      4.32G   0.009919   0.009008   0.003105         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    153/499      4.32G   0.009919   0.009008   0.003105         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    153/499      4.32G   0.009913      0.009   0.003075         59        640:  37%|###6      | 62/168 [00:12<00:20,  5.28it/s]
    153/499      4.32G   0.009913      0.009   0.003075         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    153/499      4.32G   0.009884   0.008974   0.003075         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    153/499      4.32G   0.009884   0.008974   0.003075         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    153/499      4.32G   0.009884   0.008958   0.003106         67        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    153/499      4.32G   0.009884   0.008958   0.003106         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    153/499      4.32G    0.00986    0.00893   0.003163         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    153/499      4.32G    0.00986    0.00893   0.003163         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    153/499      4.32G   0.009856   0.008937   0.003182         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    153/499      4.32G   0.009856   0.008937   0.003182         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    153/499      4.32G   0.009834    0.00892    0.00319         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    153/499      4.32G   0.009834    0.00892    0.00319         66        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    153/499      4.32G   0.009815   0.008906   0.003183         69        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    153/499      4.32G   0.009815   0.008906   0.003183         69        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    153/499      4.32G   0.009817   0.008919   0.003177         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    153/499      4.32G   0.009817   0.008919   0.003177         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    153/499      4.32G   0.009831   0.008888   0.003203         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    153/499      4.32G   0.009831   0.008888   0.003203         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    153/499      4.32G   0.009815   0.008891   0.003198         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    153/499      4.32G   0.009815   0.008891   0.003198         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    153/499      4.32G   0.009808   0.008883   0.003198         64        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    153/499      4.32G   0.009808   0.008883   0.003198         64        640:  43%|####3     | 73/168 [00:13<00:18,  5.15it/s]
    153/499      4.32G    0.00981   0.008864   0.003208         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
    153/499      4.32G    0.00981   0.008864   0.003208         62        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    153/499      4.32G   0.009806   0.008841   0.003197         61        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    153/499      4.32G   0.009806   0.008841   0.003197         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    153/499      4.32G   0.009793   0.008827   0.003193         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    153/499      4.32G   0.009793   0.008827   0.003193         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    153/499      4.32G   0.009764   0.008811   0.003166         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    153/499      4.32G   0.009764   0.008811   0.003166         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    153/499      4.32G   0.009782   0.008788   0.003171         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    153/499      4.32G   0.009782   0.008788   0.003171         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    153/499      4.32G   0.009781   0.008796   0.003186         66        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    153/499      4.32G   0.009781   0.008796   0.003186         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    153/499      4.32G   0.009767   0.008814   0.003176         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.16it/s]
    153/499      4.32G   0.009767   0.008814   0.003176         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.20it/s]
    153/499      4.32G   0.009768   0.008819   0.003163         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.20it/s]
    153/499      4.32G   0.009768   0.008819   0.003163         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    153/499      4.32G   0.009752   0.008812   0.003201         85        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    153/499      4.32G   0.009752   0.008812   0.003201         85        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    153/499      4.32G   0.009767   0.008837     0.0032         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    153/499      4.32G   0.009767   0.008837     0.0032         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    153/499      4.32G   0.009751   0.008847   0.003181         81        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
    153/499      4.32G   0.009751   0.008847   0.003181         81        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    153/499      4.32G   0.009767   0.008833     0.0032         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    153/499      4.32G   0.009767   0.008833     0.0032         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    153/499      4.32G   0.009759   0.008841   0.003224         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    153/499      4.32G   0.009759   0.008841   0.003224         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    153/499      4.32G    0.00976   0.008831   0.003229         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    153/499      4.32G    0.00976   0.008831   0.003229         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
    153/499      4.32G   0.009783   0.008832   0.003207         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.26it/s]
    153/499      4.32G   0.009783   0.008832   0.003207         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.10it/s]
    153/499      4.32G   0.009759   0.008802   0.003213         55        640:  52%|#####2    | 88/168 [00:17<00:15,  5.10it/s]
    153/499      4.32G   0.009759   0.008802   0.003213         55        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    153/499      4.32G   0.009764   0.008793   0.003208         54        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    153/499      4.32G   0.009764   0.008793   0.003208         54        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    153/499      4.32G    0.00975   0.008799   0.003195         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    153/499      4.32G    0.00975   0.008799   0.003195         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    153/499      4.32G   0.009732   0.008818     0.0032         81        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    153/499      4.32G   0.009732   0.008818     0.0032         81        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    153/499      4.32G   0.009741   0.008798   0.003179         51        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    153/499      4.32G   0.009741   0.008798   0.003179         51        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    153/499      4.32G   0.009741   0.008799   0.003192         68        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    153/499      4.32G   0.009741   0.008799   0.003192         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    153/499      4.32G   0.009737   0.008819   0.003194         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    153/499      4.32G   0.009737   0.008819   0.003194         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    153/499      4.32G   0.009755   0.008856   0.003192         87        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    153/499      4.32G   0.009755   0.008856   0.003192         87        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    153/499      4.32G   0.009753   0.008833   0.003174         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    153/499      4.32G   0.009753   0.008833   0.003174         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    153/499      4.32G   0.009753   0.008821   0.003159         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    153/499      4.32G   0.009753   0.008821   0.003159         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    153/499      4.32G   0.009756   0.008849   0.003174         85        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    153/499      4.32G   0.009756   0.008849   0.003174         85        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    153/499      4.32G   0.009745    0.00884   0.003169         71        640:  59%|#####8    | 99/168 [00:19<00:12,  5.38it/s]
    153/499      4.32G   0.009745    0.00884   0.003169         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    153/499      4.32G   0.009733   0.008848   0.003156         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    153/499      4.32G   0.009733   0.008848   0.003156         68        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    153/499      4.32G   0.009729   0.008839   0.003142         62        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    153/499      4.32G   0.009729   0.008839   0.003142         62        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    153/499      4.32G   0.009715   0.008835   0.003157         70        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    153/499      4.32G   0.009715   0.008835   0.003157         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    153/499      4.32G   0.009724   0.008842   0.003144         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    153/499      4.32G   0.009724   0.008842   0.003144         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    153/499      4.32G   0.009723   0.008855   0.003144         78        640:  62%|######1   | 104/168 [00:20<00:12,  5.31it/s]
    153/499      4.32G   0.009723   0.008855   0.003144         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    153/499      4.32G    0.00973   0.008844   0.003128         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    153/499      4.32G    0.00973   0.008844   0.003128         59        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    153/499      4.32G   0.009717   0.008829   0.003116         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    153/499      4.32G   0.009717   0.008829   0.003116         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    153/499      4.32G   0.009705   0.008816   0.003119         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    153/499      4.32G   0.009705   0.008816   0.003119         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    153/499      4.32G   0.009722   0.008815   0.003136         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    153/499      4.32G   0.009722   0.008815   0.003136         53        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    153/499      4.32G   0.009731   0.008796   0.003158         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    153/499      4.32G   0.009731   0.008796   0.003158         66        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
    153/499      4.32G    0.00975   0.008797   0.003178         61        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
    153/499      4.32G    0.00975   0.008797   0.003178         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    153/499      4.32G   0.009751   0.008783    0.00316         54        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    153/499      4.32G   0.009751   0.008783    0.00316         54        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    153/499      4.32G   0.009751   0.008782   0.003155         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    153/499      4.32G   0.009751   0.008782   0.003155         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    153/499      4.32G   0.009757    0.00878   0.003164         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    153/499      4.32G   0.009757    0.00878   0.003164         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    153/499      4.32G   0.009754   0.008795   0.003157         82        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    153/499      4.32G   0.009754   0.008795   0.003157         82        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    153/499      4.32G   0.009751   0.008803   0.003177         87        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
    153/499      4.32G   0.009751   0.008803   0.003177         87        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    153/499      4.32G   0.009753   0.008794   0.003185         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    153/499      4.32G   0.009753   0.008794   0.003185         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    153/499      4.32G   0.009736   0.008783   0.003189         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.27it/s]
    153/499      4.32G   0.009736   0.008783   0.003189         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    153/499      4.32G   0.009731    0.00877   0.003176         51        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    153/499      4.32G   0.009731    0.00877   0.003176         51        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    153/499      4.32G   0.009721   0.008756   0.003193         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    153/499      4.32G   0.009721   0.008756   0.003193         65        640:  71%|#######1  | 120/168 [00:22<00:09,  5.28it/s]
    153/499      4.32G    0.00972    0.00876   0.003175         69        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
    153/499      4.32G    0.00972    0.00876   0.003175         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    153/499      4.32G   0.009711   0.008755   0.003196         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    153/499      4.32G   0.009711   0.008755   0.003196         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    153/499      4.32G   0.009703   0.008753   0.003193         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    153/499      4.32G   0.009703   0.008753   0.003193         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    153/499      4.32G   0.009693   0.008754   0.003197         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    153/499      4.32G   0.009693   0.008754   0.003197         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.13it/s]
    153/499      4.32G   0.009675    0.00874   0.003181         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.13it/s]
    153/499      4.32G   0.009675    0.00874   0.003181         64        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    153/499      4.32G   0.009667   0.008737   0.003197         63        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
    153/499      4.32G   0.009667   0.008737   0.003197         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
    153/499      4.32G   0.009656   0.008734   0.003193         75        640:  75%|#######5  | 126/168 [00:24<00:07,  5.27it/s]
    153/499      4.32G   0.009656   0.008734   0.003193         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    153/499      4.32G   0.009647   0.008719   0.003174         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.13it/s]
    153/499      4.32G   0.009647   0.008719   0.003174         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    153/499      4.32G   0.009646   0.008719   0.003196         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    153/499      4.32G   0.009646   0.008719   0.003196         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    153/499      4.32G   0.009642   0.008725   0.003203         77        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    153/499      4.32G   0.009642   0.008725   0.003203         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    153/499      4.32G   0.009644   0.008718   0.003218         63        640:  77%|#######7  | 130/168 [00:25<00:07,  5.19it/s]
    153/499      4.32G   0.009644   0.008718   0.003218         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    153/499      4.32G   0.009659   0.008708   0.003213         55        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    153/499      4.32G   0.009659   0.008708   0.003213         55        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
    153/499      4.32G   0.009653   0.008703   0.003204         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.23it/s]
    153/499      4.32G   0.009653   0.008703   0.003204         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.07it/s]
    153/499      4.32G   0.009653   0.008706   0.003199         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.07it/s]
    153/499      4.32G   0.009653   0.008706   0.003199         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
    153/499      4.32G   0.009636   0.008703   0.003213         85        640:  80%|#######9  | 134/168 [00:25<00:06,  5.17it/s]
    153/499      4.32G   0.009636   0.008703   0.003213         85        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    153/499      4.32G   0.009631   0.008685   0.003214         60        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    153/499      4.32G   0.009631   0.008685   0.003214         60        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    153/499      4.32G   0.009625   0.008688   0.003217         80        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    153/499      4.32G   0.009625   0.008688   0.003217         80        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    153/499      4.32G   0.009629   0.008689   0.003212         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    153/499      4.32G   0.009629   0.008689   0.003212         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    153/499      4.32G   0.009623   0.008693   0.003217         83        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    153/499      4.32G   0.009623   0.008693   0.003217         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    153/499      4.32G   0.009634   0.008701    0.00321         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    153/499      4.32G   0.009634   0.008701    0.00321         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    153/499      4.32G   0.009625   0.008695   0.003204         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    153/499      4.32G   0.009625   0.008695   0.003204         56        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    153/499      4.32G   0.009648   0.008692   0.003236         69        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    153/499      4.32G   0.009648   0.008692   0.003236         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    153/499      4.32G   0.009645   0.008673   0.003247         51        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    153/499      4.32G   0.009645   0.008673   0.003247         51        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    153/499      4.32G   0.009641   0.008663   0.003261         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    153/499      4.32G   0.009641   0.008663   0.003261         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    153/499      4.32G   0.009639   0.008657    0.00326         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    153/499      4.32G   0.009639   0.008657    0.00326         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    153/499      4.32G   0.009631   0.008663   0.003256         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    153/499      4.32G   0.009631   0.008663   0.003256         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    153/499      4.32G   0.009626   0.008671   0.003258         73        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
    153/499      4.32G   0.009626   0.008671   0.003258         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    153/499      4.32G   0.009636   0.008669    0.00325         51        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    153/499      4.32G   0.009636   0.008669    0.00325         51        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    153/499      4.32G   0.009637   0.008675   0.003255         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    153/499      4.32G   0.009637   0.008675   0.003255         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    153/499      4.32G   0.009653   0.008686   0.003261         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    153/499      4.32G   0.009653   0.008686   0.003261         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    153/499      4.32G   0.009658   0.008675   0.003273         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    153/499      4.32G   0.009658   0.008675   0.003273         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    153/499      4.32G    0.00967   0.008667   0.003292         61        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
    153/499      4.32G    0.00967   0.008667   0.003292         61        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    153/499      4.32G   0.009668   0.008664   0.003295         61        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    153/499      4.32G   0.009668   0.008664   0.003295         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    153/499      4.32G   0.009662   0.008661   0.003314         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    153/499      4.32G   0.009662   0.008661   0.003314         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.09it/s]
    153/499      4.32G   0.009656   0.008673   0.003312         77        640:  92%|#########1| 154/168 [00:29<00:02,  5.09it/s]
    153/499      4.32G   0.009656   0.008673   0.003312         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.19it/s]
    153/499      4.32G   0.009648   0.008658   0.003304         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.19it/s]
    153/499      4.32G   0.009648   0.008658   0.003304         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    153/499      4.32G    0.00965   0.008663   0.003301         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    153/499      4.32G    0.00965   0.008663   0.003301         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.12it/s]
    153/499      4.32G   0.009647   0.008666    0.00331         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    153/499      4.32G   0.009647   0.008666    0.00331         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    153/499      4.32G   0.009639   0.008662   0.003311         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    153/499      4.32G   0.009639   0.008662   0.003311         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    153/499      4.32G   0.009627   0.008651   0.003316         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    153/499      4.32G   0.009627   0.008651   0.003316         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    153/499      4.32G    0.00963   0.008641   0.003305         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    153/499      4.32G    0.00963   0.008641   0.003305         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    153/499      4.32G   0.009634   0.008644   0.003303         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    153/499      4.32G   0.009634   0.008644   0.003303         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    153/499      4.32G   0.009633   0.008644    0.00331         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    153/499      4.32G   0.009633   0.008644    0.00331         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    153/499      4.32G   0.009632   0.008646    0.00331         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    153/499      4.32G   0.009632   0.008646    0.00331         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    153/499      4.32G   0.009638   0.008655   0.003315         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    153/499      4.32G   0.009638   0.008655   0.003315         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    153/499      4.32G   0.009636   0.008663    0.00331         89        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    153/499      4.32G   0.009636   0.008663    0.00331         89        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    153/499      4.32G   0.009632   0.008663   0.003314         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    153/499      4.32G   0.009632   0.008663   0.003314         71        640:  99%|#########9| 167/168 [00:31<00:00,  5.19it/s]
    153/499      4.32G   0.009643   0.008684   0.003345         36        640:  99%|#########9| 167/168 [00:32<00:00,  5.19it/s]
    153/499      4.32G   0.009643   0.008684   0.003345         36        640: 100%|##########| 168/168 [00:32<00:00,  5.36it/s]
    153/499      4.32G   0.009643   0.008684   0.003345         36        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.41it/s]
                   all        132        263      0.833      0.857      0.863      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    154/499      4.32G   0.008287   0.007208   0.003062         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
    154/499      4.32G   0.008287   0.007208   0.003062         59        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    154/499      4.32G   0.008969   0.008126   0.003191         68        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    154/499      4.32G   0.008969   0.008126   0.003191         68        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    154/499      4.32G   0.008862   0.007815    0.00311         64        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    154/499      4.32G   0.008862   0.007815    0.00311         64        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    154/499      4.32G   0.008773   0.008181     0.0035         70        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    154/499      4.32G   0.008773   0.008181     0.0035         70        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    154/499      4.32G   0.009167   0.008001   0.003634         53        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    154/499      4.32G   0.009167   0.008001   0.003634         53        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    154/499      4.32G   0.008993   0.007902   0.003306         62        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    154/499      4.32G   0.008993   0.007902   0.003306         62        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    154/499      4.32G   0.009001   0.008014   0.003468         68        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    154/499      4.32G   0.009001   0.008014   0.003468         68        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    154/499      4.32G   0.009219   0.008048   0.003718         66        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    154/499      4.32G   0.009219   0.008048   0.003718         66        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    154/499      4.32G   0.009268   0.007983   0.003477         61        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    154/499      4.32G   0.009268   0.007983   0.003477         61        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    154/499      4.32G   0.009337   0.008095   0.003473         71        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    154/499      4.32G   0.009337   0.008095   0.003473         71        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
    154/499      4.32G   0.009394   0.008382   0.003459         81        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
    154/499      4.32G   0.009394   0.008382   0.003459         81        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    154/499      4.32G   0.009377   0.008405   0.003354         63        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    154/499      4.32G   0.009377   0.008405   0.003354         63        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
    154/499      4.32G   0.009334   0.008459   0.003395         65        640:   7%|7         | 12/168 [00:02<00:29,  5.27it/s]
    154/499      4.32G   0.009334   0.008459   0.003395         65        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    154/499      4.32G   0.009273   0.008462   0.003387         75        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    154/499      4.32G   0.009273   0.008462   0.003387         75        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    154/499      4.32G   0.009334   0.008519   0.003367         65        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    154/499      4.32G   0.009334   0.008519   0.003367         65        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    154/499      4.32G   0.009346   0.008465   0.003337         65        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    154/499      4.32G   0.009346   0.008465   0.003337         65        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    154/499      4.32G   0.009343    0.00852   0.003165         77        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    154/499      4.32G   0.009343    0.00852   0.003165         77        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
    154/499      4.32G   0.009342   0.008407   0.003486         52        640:  10%|#         | 17/168 [00:03<00:29,  5.18it/s]
    154/499      4.32G   0.009342   0.008407   0.003486         52        640:  11%|#         | 18/168 [00:03<00:28,  5.23it/s]
    154/499      4.32G   0.009376    0.00847   0.003493         78        640:  11%|#         | 18/168 [00:03<00:28,  5.23it/s]
    154/499      4.32G   0.009376    0.00847   0.003493         78        640:  11%|#1        | 19/168 [00:03<00:29,  5.07it/s]
    154/499      4.32G   0.009446   0.008428   0.003378         58        640:  11%|#1        | 19/168 [00:03<00:29,  5.07it/s]
    154/499      4.32G   0.009446   0.008428   0.003378         58        640:  12%|#1        | 20/168 [00:03<00:28,  5.14it/s]
    154/499      4.32G   0.009436   0.008483    0.00323         75        640:  12%|#1        | 20/168 [00:04<00:28,  5.14it/s]
    154/499      4.32G   0.009436   0.008483    0.00323         75        640:  12%|#2        | 21/168 [00:04<00:28,  5.21it/s]
    154/499      4.32G   0.009439   0.008494   0.003231         70        640:  12%|#2        | 21/168 [00:04<00:28,  5.21it/s]
    154/499      4.32G   0.009439   0.008494   0.003231         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.10it/s]
    154/499      4.32G   0.009414   0.008469   0.003449         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.10it/s]
    154/499      4.32G   0.009414   0.008469   0.003449         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    154/499      4.32G   0.009451   0.008428   0.003394         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    154/499      4.32G   0.009451   0.008428   0.003394         55        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    154/499      4.32G   0.009411   0.008438    0.00337         79        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    154/499      4.32G   0.009411   0.008438    0.00337         79        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    154/499      4.32G   0.009377   0.008422   0.003341         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    154/499      4.32G   0.009377   0.008422   0.003341         70        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
    154/499      4.32G   0.009347   0.008395   0.003346         64        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
    154/499      4.32G   0.009347   0.008395   0.003346         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
    154/499      4.32G   0.009317   0.008362   0.003365         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.25it/s]
    154/499      4.32G   0.009317   0.008362   0.003365         76        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    154/499      4.32G   0.009309   0.008453   0.003303         77        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    154/499      4.32G   0.009309   0.008453   0.003303         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    154/499      4.32G   0.009291   0.008471   0.003219         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    154/499      4.32G   0.009291   0.008471   0.003219         76        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    154/499      4.32G   0.009295   0.008522    0.00325         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    154/499      4.32G   0.009295   0.008522    0.00325         80        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    154/499      4.32G   0.009341   0.008516   0.003268         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    154/499      4.32G   0.009341   0.008516   0.003268         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    154/499      4.32G   0.009344   0.008424    0.00324         48        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    154/499      4.32G   0.009344   0.008424    0.00324         48        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    154/499      4.32G   0.009337    0.00843   0.003183         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    154/499      4.32G   0.009337    0.00843   0.003183         61        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    154/499      4.32G    0.00933   0.008488   0.003162         81        640:  20%|##        | 34/168 [00:06<00:25,  5.16it/s]
    154/499      4.32G    0.00933   0.008488   0.003162         81        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    154/499      4.32G   0.009358   0.008496   0.003219         71        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    154/499      4.32G   0.009358   0.008496   0.003219         71        640:  21%|##1       | 36/168 [00:06<00:25,  5.22it/s]
    154/499      4.32G   0.009403   0.008542   0.003247         63        640:  21%|##1       | 36/168 [00:07<00:25,  5.22it/s]
    154/499      4.32G   0.009403   0.008542   0.003247         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
    154/499      4.32G   0.009421   0.008567   0.003287         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.08it/s]
    154/499      4.32G   0.009421   0.008567   0.003287         72        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    154/499      4.32G   0.009401   0.008539   0.003376         71        640:  23%|##2       | 38/168 [00:07<00:25,  5.18it/s]
    154/499      4.32G   0.009401   0.008539   0.003376         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
    154/499      4.32G   0.009389   0.008569   0.003388         86        640:  23%|##3       | 39/168 [00:07<00:24,  5.25it/s]
    154/499      4.32G   0.009389   0.008569   0.003388         86        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    154/499      4.32G   0.009377   0.008547   0.003341         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    154/499      4.32G   0.009377   0.008547   0.003341         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
    154/499      4.32G   0.009366    0.00858   0.003314         83        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
    154/499      4.32G   0.009366    0.00858   0.003314         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    154/499      4.32G   0.009359   0.008575   0.003309         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    154/499      4.32G   0.009359   0.008575   0.003309         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    154/499      4.32G   0.009409   0.008596   0.003318         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    154/499      4.32G   0.009409   0.008596   0.003318         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    154/499      4.32G     0.0094   0.008536   0.003298         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    154/499      4.32G     0.0094   0.008536   0.003298         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    154/499      4.32G   0.009421   0.008621   0.003273         86        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    154/499      4.32G   0.009421   0.008621   0.003273         86        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    154/499      4.32G   0.009412   0.008641    0.00328         71        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
    154/499      4.32G   0.009412   0.008641    0.00328         71        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
    154/499      4.32G   0.009414   0.008607    0.00327         55        640:  28%|##7       | 47/168 [00:09<00:23,  5.19it/s]
    154/499      4.32G   0.009414   0.008607    0.00327         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    154/499      4.32G   0.009376   0.008646   0.003262         93        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    154/499      4.32G   0.009376   0.008646   0.003262         93        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    154/499      4.32G    0.00935   0.008632   0.003252         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    154/499      4.32G    0.00935   0.008632   0.003252         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    154/499      4.32G   0.009344   0.008602   0.003241         52        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    154/499      4.32G   0.009344   0.008602   0.003241         52        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    154/499      4.32G   0.009324   0.008603   0.003271         73        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    154/499      4.32G   0.009324   0.008603   0.003271         73        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
    154/499      4.32G   0.009328   0.008571   0.003224         54        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    154/499      4.32G   0.009328   0.008571   0.003224         54        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    154/499      4.32G   0.009353   0.008555   0.003222         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    154/499      4.32G   0.009353   0.008555   0.003222         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    154/499      4.32G   0.009352   0.008565   0.003228         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    154/499      4.32G   0.009352   0.008565   0.003228         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    154/499      4.32G   0.009365   0.008576   0.003217         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.14it/s]
    154/499      4.32G   0.009365   0.008576   0.003217         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    154/499      4.32G   0.009376   0.008607   0.003191         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    154/499      4.32G   0.009376   0.008607   0.003191         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    154/499      4.32G   0.009368   0.008628   0.003252         73        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
    154/499      4.32G   0.009368   0.008628   0.003252         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    154/499      4.32G   0.009375   0.008625   0.003285         54        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    154/499      4.32G   0.009375   0.008625   0.003285         54        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    154/499      4.32G    0.00937   0.008605   0.003305         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    154/499      4.32G    0.00937   0.008605   0.003305         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    154/499      4.32G   0.009391   0.008615   0.003335         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    154/499      4.32G   0.009391   0.008615   0.003335         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    154/499      4.32G   0.009372   0.008611   0.003354         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    154/499      4.32G   0.009372   0.008611   0.003354         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    154/499      4.32G   0.009394   0.008595   0.003371         58        640:  37%|###6      | 62/168 [00:12<00:20,  5.27it/s]
    154/499      4.32G   0.009394   0.008595   0.003371         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    154/499      4.32G   0.009382   0.008624   0.003361         86        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    154/499      4.32G   0.009382   0.008624   0.003361         86        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    154/499      4.32G   0.009378   0.008589   0.003314         46        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    154/499      4.32G   0.009378   0.008589   0.003314         46        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    154/499      4.32G   0.009379   0.008562   0.003306         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    154/499      4.32G   0.009379   0.008562   0.003306         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    154/499      4.32G   0.009373   0.008571   0.003313         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    154/499      4.32G   0.009373   0.008571   0.003313         76        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    154/499      4.32G   0.009375   0.008546   0.003303         55        640:  40%|###9      | 67/168 [00:13<00:19,  5.20it/s]
    154/499      4.32G   0.009375   0.008546   0.003303         55        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    154/499      4.32G   0.009388   0.008542   0.003286         71        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    154/499      4.32G   0.009388   0.008542   0.003286         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    154/499      4.32G   0.009396   0.008541   0.003275         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    154/499      4.32G   0.009396   0.008541   0.003275         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    154/499      4.32G   0.009404   0.008552   0.003264         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    154/499      4.32G   0.009404   0.008552   0.003264         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    154/499      4.32G   0.009435   0.008549    0.00328         53        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    154/499      4.32G   0.009435   0.008549    0.00328         53        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    154/499      4.32G   0.009446    0.00853   0.003288         61        640:  43%|####2     | 72/168 [00:14<00:18,  5.27it/s]
    154/499      4.32G   0.009446    0.00853   0.003288         61        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
    154/499      4.32G   0.009443   0.008558   0.003291         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
    154/499      4.32G   0.009443   0.008558   0.003291         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    154/499      4.32G   0.009437   0.008569   0.003261         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    154/499      4.32G   0.009437   0.008569   0.003261         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    154/499      4.32G   0.009446   0.008602   0.003247         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    154/499      4.32G   0.009446   0.008602   0.003247         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    154/499      4.32G   0.009436   0.008595   0.003223         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    154/499      4.32G   0.009436   0.008595   0.003223         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
    154/499      4.32G    0.00946    0.00863    0.00322         87        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
    154/499      4.32G    0.00946    0.00863    0.00322         87        640:  46%|####6     | 78/168 [00:14<00:17,  5.24it/s]
    154/499      4.32G   0.009471   0.008656   0.003195         81        640:  46%|####6     | 78/168 [00:15<00:17,  5.24it/s]
    154/499      4.32G   0.009471   0.008656   0.003195         81        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    154/499      4.32G   0.009475   0.008656   0.003181         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    154/499      4.32G   0.009475   0.008656   0.003181         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    154/499      4.32G   0.009492   0.008634   0.003212         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.22it/s]
    154/499      4.32G   0.009492   0.008634   0.003212         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    154/499      4.32G   0.009493   0.008648   0.003192         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    154/499      4.32G   0.009493   0.008648   0.003192         73        640:  49%|####8     | 82/168 [00:15<00:17,  5.06it/s]
    154/499      4.32G    0.00949   0.008666   0.003197         78        640:  49%|####8     | 82/168 [00:15<00:17,  5.06it/s]
    154/499      4.32G    0.00949   0.008666   0.003197         78        640:  49%|####9     | 83/168 [00:15<00:16,  5.15it/s]
    154/499      4.32G   0.009501   0.008661   0.003194         58        640:  49%|####9     | 83/168 [00:16<00:16,  5.15it/s]
    154/499      4.32G   0.009501   0.008661   0.003194         58        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
    154/499      4.32G   0.009494   0.008674   0.003202         67        640:  50%|#####     | 84/168 [00:16<00:16,  5.25it/s]
    154/499      4.32G   0.009494   0.008674   0.003202         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
    154/499      4.32G   0.009493   0.008655    0.00322         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
    154/499      4.32G   0.009493   0.008655    0.00322         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.14it/s]
    154/499      4.32G     0.0095   0.008639   0.003256         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.14it/s]
    154/499      4.32G     0.0095   0.008639   0.003256         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.21it/s]
    154/499      4.32G   0.009498   0.008652   0.003239         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.21it/s]
    154/499      4.32G   0.009498   0.008652   0.003239         79        640:  52%|#####2    | 88/168 [00:16<00:15,  5.06it/s]
    154/499      4.32G   0.009507   0.008634   0.003263         66        640:  52%|#####2    | 88/168 [00:17<00:15,  5.06it/s]
    154/499      4.32G   0.009507   0.008634   0.003263         66        640:  53%|#####2    | 89/168 [00:17<00:15,  5.17it/s]
    154/499      4.32G    0.00952   0.008659   0.003255         82        640:  53%|#####2    | 89/168 [00:17<00:15,  5.17it/s]
    154/499      4.32G    0.00952   0.008659   0.003255         82        640:  54%|#####3    | 90/168 [00:17<00:15,  5.19it/s]
    154/499      4.32G   0.009519   0.008643   0.003265         69        640:  54%|#####3    | 90/168 [00:17<00:15,  5.19it/s]
    154/499      4.32G   0.009519   0.008643   0.003265         69        640:  54%|#####4    | 91/168 [00:17<00:15,  5.09it/s]
    154/499      4.32G   0.009504   0.008614   0.003274         48        640:  54%|#####4    | 91/168 [00:17<00:15,  5.09it/s]
    154/499      4.32G   0.009504   0.008614   0.003274         48        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
    154/499      4.32G   0.009523   0.008643   0.003268         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
    154/499      4.32G   0.009523   0.008643   0.003268         78        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    154/499      4.32G   0.009509    0.00862   0.003332         61        640:  55%|#####5    | 93/168 [00:18<00:14,  5.27it/s]
    154/499      4.32G   0.009509    0.00862   0.003332         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    154/499      4.32G   0.009501   0.008606   0.003333         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.16it/s]
    154/499      4.32G   0.009501   0.008606   0.003333         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    154/499      4.32G   0.009499   0.008621   0.003332         87        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    154/499      4.32G   0.009499   0.008621   0.003332         87        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    154/499      4.32G   0.009507   0.008605   0.003337         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    154/499      4.32G   0.009507   0.008605   0.003337         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    154/499      4.32G   0.009496   0.008601   0.003342         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    154/499      4.32G   0.009496   0.008601   0.003342         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    154/499      4.32G   0.009497   0.008599    0.00334         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    154/499      4.32G   0.009497   0.008599    0.00334         64        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    154/499      4.32G   0.009498   0.008603   0.003348         65        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    154/499      4.32G   0.009498   0.008603   0.003348         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    154/499      4.32G   0.009502   0.008605   0.003371         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    154/499      4.32G   0.009502   0.008605   0.003371         67        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    154/499      4.32G   0.009502   0.008593   0.003392         58        640:  60%|######    | 101/168 [00:19<00:12,  5.21it/s]
    154/499      4.32G   0.009502   0.008593   0.003392         58        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    154/499      4.32G   0.009511   0.008593    0.00344         68        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    154/499      4.32G   0.009511   0.008593    0.00344         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    154/499      4.32G   0.009503   0.008607   0.003445         81        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    154/499      4.32G   0.009503   0.008607   0.003445         81        640:  62%|######1   | 104/168 [00:19<00:12,  5.18it/s]
    154/499      4.32G   0.009488   0.008613   0.003463         77        640:  62%|######1   | 104/168 [00:20<00:12,  5.18it/s]
    154/499      4.32G   0.009488   0.008613   0.003463         77        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    154/499      4.32G   0.009478    0.00862   0.003464         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    154/499      4.32G   0.009478    0.00862   0.003464         74        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    154/499      4.32G   0.009466   0.008607   0.003456         62        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    154/499      4.32G   0.009466   0.008607   0.003456         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    154/499      4.32G   0.009454    0.00861   0.003445         84        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    154/499      4.32G   0.009454    0.00861   0.003445         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    154/499      4.32G   0.009461   0.008601   0.003439         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    154/499      4.32G   0.009461   0.008601   0.003439         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    154/499      4.32G   0.009469   0.008599   0.003418         64        640:  65%|######4   | 109/168 [00:21<00:11,  5.18it/s]
    154/499      4.32G   0.009469   0.008599   0.003418         64        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    154/499      4.32G   0.009468   0.008604   0.003406         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    154/499      4.32G   0.009468   0.008604   0.003406         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    154/499      4.32G   0.009467   0.008603    0.00343         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    154/499      4.32G   0.009467   0.008603    0.00343         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    154/499      4.32G   0.009485   0.008604   0.003428         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    154/499      4.32G   0.009485   0.008604   0.003428         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    154/499      4.32G    0.00949   0.008586   0.003433         49        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    154/499      4.32G    0.00949   0.008586   0.003433         49        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    154/499      4.32G   0.009495   0.008607   0.003435         83        640:  68%|######7   | 114/168 [00:22<00:10,  5.33it/s]
    154/499      4.32G   0.009495   0.008607   0.003435         83        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
    154/499      4.32G   0.009496   0.008604   0.003416         52        640:  68%|######8   | 115/168 [00:22<00:10,  5.22it/s]
    154/499      4.32G   0.009496   0.008604   0.003416         52        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    154/499      4.32G   0.009489   0.008604   0.003395         54        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    154/499      4.32G   0.009489   0.008604   0.003395         54        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    154/499      4.32G   0.009501   0.008621   0.003375         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    154/499      4.32G   0.009501   0.008621   0.003375         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    154/499      4.32G   0.009501   0.008622   0.003378         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    154/499      4.32G   0.009501   0.008622   0.003378         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    154/499      4.32G   0.009498   0.008605   0.003373         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    154/499      4.32G   0.009498   0.008605   0.003373         59        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    154/499      4.32G   0.009518   0.008621   0.003366         78        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
    154/499      4.32G   0.009518   0.008621   0.003366         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    154/499      4.32G   0.009524    0.00861   0.003404         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    154/499      4.32G   0.009524    0.00861   0.003404         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    154/499      4.32G   0.009519   0.008621   0.003419         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    154/499      4.32G   0.009519   0.008621   0.003419         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    154/499      4.32G   0.009513   0.008617   0.003409         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    154/499      4.32G   0.009513   0.008617   0.003409         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    154/499      4.32G   0.009502   0.008623   0.003392         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    154/499      4.32G   0.009502   0.008623   0.003392         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    154/499      4.32G   0.009509   0.008624   0.003392         61        640:  74%|#######4  | 125/168 [00:24<00:08,  5.27it/s]
    154/499      4.32G   0.009509   0.008624   0.003392         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    154/499      4.32G   0.009516   0.008615   0.003402         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    154/499      4.32G   0.009516   0.008615   0.003402         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    154/499      4.32G   0.009519   0.008625   0.003394         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    154/499      4.32G   0.009519   0.008625   0.003394         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    154/499      4.32G   0.009512   0.008616   0.003402         54        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    154/499      4.32G   0.009512   0.008616   0.003402         54        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    154/499      4.32G   0.009523   0.008613   0.003405         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    154/499      4.32G   0.009523   0.008613   0.003405         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    154/499      4.32G   0.009518    0.00862   0.003388         72        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
    154/499      4.32G   0.009518    0.00862   0.003388         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    154/499      4.32G   0.009521   0.008616   0.003389         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.25it/s]
    154/499      4.32G   0.009521   0.008616   0.003389         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    154/499      4.32G   0.009518   0.008608   0.003373         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    154/499      4.32G   0.009518   0.008608   0.003373         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    154/499      4.32G   0.009521   0.008616   0.003366         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    154/499      4.32G   0.009521   0.008616   0.003366         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    154/499      4.32G   0.009526   0.008616   0.003376         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    154/499      4.32G   0.009526   0.008616   0.003376         69        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    154/499      4.32G   0.009528   0.008634   0.003377         85        640:  80%|########  | 135/168 [00:26<00:06,  5.33it/s]
    154/499      4.32G   0.009528   0.008634   0.003377         85        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    154/499      4.32G   0.009523   0.008628   0.003375         69        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    154/499      4.32G   0.009523   0.008628   0.003375         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    154/499      4.32G   0.009517   0.008628   0.003385         71        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    154/499      4.32G   0.009517   0.008628   0.003385         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    154/499      4.32G   0.009522   0.008617   0.003381         51        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    154/499      4.32G   0.009522   0.008617   0.003381         51        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    154/499      4.32G   0.009514   0.008617   0.003385         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    154/499      4.32G   0.009514   0.008617   0.003385         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    154/499      4.32G     0.0095   0.008602   0.003375         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    154/499      4.32G     0.0095   0.008602   0.003375         52        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    154/499      4.32G   0.009496   0.008597   0.003377         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    154/499      4.32G   0.009496   0.008597   0.003377         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    154/499      4.32G   0.009492   0.008588   0.003395         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    154/499      4.32G   0.009492   0.008588   0.003395         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    154/499      4.32G   0.009489   0.008603   0.003381         81        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    154/499      4.32G   0.009489   0.008603   0.003381         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.20it/s]
    154/499      4.32G   0.009502   0.008595   0.003394         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.20it/s]
    154/499      4.32G   0.009502   0.008595   0.003394         54        640:  86%|########6 | 145/168 [00:27<00:04,  5.11it/s]
    154/499      4.32G   0.009504    0.00859   0.003392         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.11it/s]
    154/499      4.32G   0.009504    0.00859   0.003392         70        640:  87%|########6 | 146/168 [00:27<00:04,  5.13it/s]
    154/499      4.32G   0.009507   0.008588   0.003381         61        640:  87%|########6 | 146/168 [00:28<00:04,  5.13it/s]
    154/499      4.32G   0.009507   0.008588   0.003381         61        640:  88%|########7 | 147/168 [00:28<00:04,  5.21it/s]
    154/499      4.32G   0.009498   0.008581   0.003386         75        640:  88%|########7 | 147/168 [00:28<00:04,  5.21it/s]
    154/499      4.32G   0.009498   0.008581   0.003386         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    154/499      4.32G   0.009495   0.008574    0.00338         58        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    154/499      4.32G   0.009495   0.008574    0.00338         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    154/499      4.32G   0.009496   0.008569   0.003367         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.22it/s]
    154/499      4.32G   0.009496   0.008569   0.003367         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    154/499      4.32G   0.009485   0.008562   0.003378         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    154/499      4.32G   0.009485   0.008562   0.003378         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
    154/499      4.32G   0.009485    0.00856   0.003387         60        640:  90%|########9 | 151/168 [00:29<00:03,  5.12it/s]
    154/499      4.32G   0.009485    0.00856   0.003387         60        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
    154/499      4.32G   0.009479   0.008544   0.003406         58        640:  90%|######### | 152/168 [00:29<00:03,  5.19it/s]
    154/499      4.32G   0.009479   0.008544   0.003406         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
    154/499      4.32G   0.009477   0.008547   0.003419         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
    154/499      4.32G   0.009477   0.008547   0.003419         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.06it/s]
    154/499      4.32G   0.009478   0.008551   0.003426         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.06it/s]
    154/499      4.32G   0.009478   0.008551   0.003426         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    154/499      4.32G   0.009472   0.008544   0.003422         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    154/499      4.32G   0.009472   0.008544   0.003422         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    154/499      4.32G   0.009477   0.008535   0.003419         60        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
    154/499      4.32G   0.009477   0.008535   0.003419         60        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    154/499      4.32G    0.00948   0.008553   0.003454         80        640:  93%|#########3| 157/168 [00:30<00:02,  5.14it/s]
    154/499      4.32G    0.00948   0.008553   0.003454         80        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    154/499      4.32G   0.009483   0.008542    0.00348         57        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    154/499      4.32G   0.009483   0.008542    0.00348         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    154/499      4.32G   0.009482   0.008538   0.003478         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    154/499      4.32G   0.009482   0.008538   0.003478         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
    154/499      4.32G   0.009479   0.008534   0.003471         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
    154/499      4.32G   0.009479   0.008534   0.003471         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.12it/s]
    154/499      4.32G   0.009482   0.008548   0.003473         80        640:  96%|#########5| 161/168 [00:31<00:01,  5.12it/s]
    154/499      4.32G   0.009482   0.008548   0.003473         80        640:  96%|#########6| 162/168 [00:31<00:01,  5.23it/s]
    154/499      4.32G   0.009486   0.008556   0.003463         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.23it/s]
    154/499      4.32G   0.009486   0.008556   0.003463         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
    154/499      4.32G   0.009506   0.008559   0.003465         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
    154/499      4.32G   0.009506   0.008559   0.003465         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    154/499      4.32G   0.009499   0.008548   0.003481         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    154/499      4.32G   0.009499   0.008548   0.003481         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    154/499      4.32G   0.009491   0.008538   0.003503         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    154/499      4.32G   0.009491   0.008538   0.003503         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    154/499      4.32G    0.00948   0.008538   0.003511         69        640:  99%|#########8| 166/168 [00:32<00:00,  5.18it/s]
    154/499      4.32G    0.00948   0.008538   0.003511         69        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    154/499      4.32G   0.009469   0.008512   0.003491         19        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    154/499      4.32G   0.009469   0.008512   0.003491         19        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    154/499      4.32G   0.009469   0.008512   0.003491         19        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.37it/s]
                   all        132        263      0.814      0.866      0.865      0.757

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    155/499      4.32G    0.01023   0.008682   0.005017         71        640:   0%|          | 0/168 [00:00<?, ?it/s]
    155/499      4.32G    0.01023   0.008682   0.005017         71        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
    155/499      4.32G   0.009741   0.008494   0.003836         76        640:   1%|          | 1/168 [00:00<00:34,  4.90it/s]
    155/499      4.32G   0.009741   0.008494   0.003836         76        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    155/499      4.32G    0.01015   0.008655   0.003235         66        640:   1%|1         | 2/168 [00:00<00:32,  5.13it/s]
    155/499      4.32G    0.01015   0.008655   0.003235         66        640:   2%|1         | 3/168 [00:00<00:32,  5.15it/s]
    155/499      4.32G   0.009597   0.008487   0.003034         63        640:   2%|1         | 3/168 [00:00<00:32,  5.15it/s]
    155/499      4.32G   0.009597   0.008487   0.003034         63        640:   2%|2         | 4/168 [00:00<00:32,  4.98it/s]
    155/499      4.32G    0.01004   0.008647   0.003393         61        640:   2%|2         | 4/168 [00:00<00:32,  4.98it/s]
    155/499      4.32G    0.01004   0.008647   0.003393         61        640:   3%|2         | 5/168 [00:00<00:31,  5.14it/s]
    155/499      4.32G    0.00987   0.008502    0.00334         61        640:   3%|2         | 5/168 [00:01<00:31,  5.14it/s]
    155/499      4.32G    0.00987   0.008502    0.00334         61        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    155/499      4.32G   0.009666   0.008513   0.003594         64        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    155/499      4.32G   0.009666   0.008513   0.003594         64        640:   4%|4         | 7/168 [00:01<00:31,  5.10it/s]
    155/499      4.32G   0.009642   0.008306   0.003511         46        640:   4%|4         | 7/168 [00:01<00:31,  5.10it/s]
    155/499      4.32G   0.009642   0.008306   0.003511         46        640:   5%|4         | 8/168 [00:01<00:31,  5.15it/s]
    155/499      4.32G   0.009563   0.008502   0.003403         75        640:   5%|4         | 8/168 [00:01<00:31,  5.15it/s]
    155/499      4.32G   0.009563   0.008502   0.003403         75        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
    155/499      4.32G    0.00981   0.008522   0.003402         55        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
    155/499      4.32G    0.00981   0.008522   0.003402         55        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    155/499      4.32G   0.009814   0.008615   0.003375         76        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    155/499      4.32G   0.009814   0.008615   0.003375         76        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    155/499      4.32G   0.009976   0.008734   0.003499         65        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    155/499      4.32G   0.009976   0.008734   0.003499         65        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    155/499      4.32G   0.009963   0.008723   0.003447         80        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    155/499      4.32G   0.009963   0.008723   0.003447         80        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    155/499      4.32G    0.01011   0.008751   0.003523         63        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    155/499      4.32G    0.01011   0.008751   0.003523         63        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    155/499      4.32G    0.01015   0.008699   0.003454         64        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    155/499      4.32G    0.01015   0.008699   0.003454         64        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    155/499      4.32G     0.0101    0.00865   0.003484         63        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    155/499      4.32G     0.0101    0.00865   0.003484         63        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    155/499      4.32G    0.01006   0.008638   0.003506         74        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    155/499      4.32G    0.01006   0.008638   0.003506         74        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    155/499      4.32G    0.01001     0.0085   0.003604         67        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    155/499      4.32G    0.01001     0.0085   0.003604         67        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    155/499      4.32G   0.009957   0.008482   0.003656         77        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    155/499      4.32G   0.009957   0.008482   0.003656         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    155/499      4.32G   0.009947   0.008416   0.003675         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    155/499      4.32G   0.009947   0.008416   0.003675         59        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    155/499      4.32G     0.0099   0.008447   0.003697         78        640:  12%|#1        | 20/168 [00:04<00:27,  5.30it/s]
    155/499      4.32G     0.0099   0.008447   0.003697         78        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    155/499      4.32G   0.009945   0.008401   0.003686         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    155/499      4.32G   0.009945   0.008401   0.003686         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    155/499      4.32G   0.009848   0.008318   0.003589         55        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    155/499      4.32G   0.009848   0.008318   0.003589         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    155/499      4.32G   0.009858   0.008268    0.00357         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    155/499      4.32G   0.009858   0.008268    0.00357         56        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    155/499      4.32G   0.009861   0.008323    0.00356         80        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    155/499      4.32G   0.009861   0.008323    0.00356         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    155/499      4.32G   0.009812    0.00836   0.003548         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    155/499      4.32G   0.009812    0.00836   0.003548         75        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
    155/499      4.32G   0.009825   0.008349   0.003521         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
    155/499      4.32G   0.009825   0.008349   0.003521         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    155/499      4.32G    0.00975   0.008383   0.003491         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    155/499      4.32G    0.00975   0.008383   0.003491         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    155/499      4.32G   0.009743   0.008373   0.003509         70        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    155/499      4.32G   0.009743   0.008373   0.003509         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    155/499      4.32G   0.009734   0.008432   0.003501         80        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    155/499      4.32G   0.009734   0.008432   0.003501         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    155/499      4.32G   0.009749   0.008427    0.00357         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    155/499      4.32G   0.009749   0.008427    0.00357         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    155/499      4.32G   0.009742   0.008356   0.003542         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    155/499      4.32G   0.009742   0.008356   0.003542         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    155/499      4.32G   0.009723   0.008424   0.003495         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    155/499      4.32G   0.009723   0.008424   0.003495         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    155/499      4.32G   0.009694   0.008383   0.003459         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    155/499      4.32G   0.009694   0.008383   0.003459         64        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    155/499      4.32G   0.009663   0.008346   0.003472         59        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    155/499      4.32G   0.009663   0.008346   0.003472         59        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
    155/499      4.32G   0.009647   0.008322   0.003399         53        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
    155/499      4.32G   0.009647   0.008322   0.003399         53        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    155/499      4.32G   0.009609   0.008349   0.003405         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    155/499      4.32G   0.009609   0.008349   0.003405         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    155/499      4.32G    0.00958   0.008354   0.003396         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    155/499      4.32G    0.00958   0.008354   0.003396         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    155/499      4.32G    0.00957   0.008396   0.003379         76        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    155/499      4.32G    0.00957   0.008396   0.003379         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    155/499      4.32G   0.009563   0.008339   0.003405         42        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    155/499      4.32G   0.009563   0.008339   0.003405         42        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    155/499      4.32G   0.009612   0.008358   0.003456         76        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    155/499      4.32G   0.009612   0.008358   0.003456         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
    155/499      4.32G   0.009609   0.008418   0.003512         88        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
    155/499      4.32G   0.009609   0.008418   0.003512         88        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
    155/499      4.32G   0.009617   0.008434   0.003499         79        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
    155/499      4.32G   0.009617   0.008434   0.003499         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    155/499      4.32G   0.009598   0.008441   0.003439         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.12it/s]
    155/499      4.32G   0.009598   0.008441   0.003439         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    155/499      4.32G   0.009589   0.008459   0.003402         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    155/499      4.32G   0.009589   0.008459   0.003402         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    155/499      4.32G   0.009568   0.008449    0.00342         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    155/499      4.32G   0.009568   0.008449    0.00342         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    155/499      4.32G   0.009576   0.008429   0.003429         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    155/499      4.32G   0.009576   0.008429   0.003429         64        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    155/499      4.32G   0.009621   0.008454   0.003444         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    155/499      4.32G   0.009621   0.008454   0.003444         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    155/499      4.32G    0.00959   0.008421   0.003466         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    155/499      4.32G    0.00959   0.008421   0.003466         74        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    155/499      4.32G     0.0096   0.008413   0.003447         58        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    155/499      4.32G     0.0096   0.008413   0.003447         58        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    155/499      4.32G   0.009604   0.008428   0.003459         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    155/499      4.32G   0.009604   0.008428   0.003459         62        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    155/499      4.32G     0.0096   0.008406   0.003399         66        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    155/499      4.32G     0.0096   0.008406   0.003399         66        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
    155/499      4.32G   0.009582   0.008383   0.003338         58        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    155/499      4.32G   0.009582   0.008383   0.003338         58        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    155/499      4.32G   0.009581   0.008348   0.003362         63        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    155/499      4.32G   0.009581   0.008348   0.003362         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    155/499      4.32G   0.009563   0.008345   0.003365         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    155/499      4.32G   0.009563   0.008345   0.003365         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    155/499      4.32G   0.009566   0.008335   0.003353         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    155/499      4.32G   0.009566   0.008335   0.003353         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    155/499      4.32G   0.009582   0.008351   0.003366         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.23it/s]
    155/499      4.32G   0.009582   0.008351   0.003366         79        640:  34%|###3      | 57/168 [00:10<00:21,  5.28it/s]
    155/499      4.32G   0.009578   0.008347   0.003359         55        640:  34%|###3      | 57/168 [00:11<00:21,  5.28it/s]
    155/499      4.32G   0.009578   0.008347   0.003359         55        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    155/499      4.32G   0.009545   0.008365   0.003347         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    155/499      4.32G   0.009545   0.008365   0.003347         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    155/499      4.32G   0.009531   0.008349   0.003343         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    155/499      4.32G   0.009531   0.008349   0.003343         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    155/499      4.32G   0.009546   0.008402   0.003339         82        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    155/499      4.32G   0.009546   0.008402   0.003339         82        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    155/499      4.32G   0.009564   0.008418   0.003301         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    155/499      4.32G   0.009564   0.008418   0.003301         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    155/499      4.32G   0.009544   0.008406   0.003284         68        640:  37%|###6      | 62/168 [00:12<00:20,  5.22it/s]
    155/499      4.32G   0.009544   0.008406   0.003284         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    155/499      4.32G   0.009556   0.008426   0.003271         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    155/499      4.32G   0.009556   0.008426   0.003271         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    155/499      4.32G   0.009559   0.008397   0.003283         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    155/499      4.32G   0.009559   0.008397   0.003283         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    155/499      4.32G   0.009576   0.008386   0.003394         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    155/499      4.32G   0.009576   0.008386   0.003394         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    155/499      4.32G   0.009576   0.008378   0.003353         54        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    155/499      4.32G   0.009576   0.008378   0.003353         54        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    155/499      4.32G   0.009581    0.00837   0.003347         69        640:  40%|###9      | 67/168 [00:13<00:19,  5.14it/s]
    155/499      4.32G   0.009581    0.00837   0.003347         69        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    155/499      4.32G   0.009566    0.00837   0.003345         68        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    155/499      4.32G   0.009566    0.00837   0.003345         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    155/499      4.32G   0.009569   0.008393   0.003368         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    155/499      4.32G   0.009569   0.008393   0.003368         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    155/499      4.32G   0.009556     0.0084     0.0034         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    155/499      4.32G   0.009556     0.0084     0.0034         85        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    155/499      4.32G   0.009556   0.008403   0.003425         52        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    155/499      4.32G   0.009556   0.008403   0.003425         52        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    155/499      4.32G   0.009532   0.008393   0.003437         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    155/499      4.32G   0.009532   0.008393   0.003437         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.09it/s]
    155/499      4.32G   0.009525   0.008405   0.003409         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.09it/s]
    155/499      4.32G   0.009525   0.008405   0.003409         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    155/499      4.32G   0.009516   0.008424   0.003441         81        640:  44%|####4     | 74/168 [00:14<00:18,  5.21it/s]
    155/499      4.32G   0.009516   0.008424   0.003441         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    155/499      4.32G    0.00951   0.008408   0.003415         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.28it/s]
    155/499      4.32G    0.00951   0.008408   0.003415         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    155/499      4.32G   0.009503   0.008413   0.003397         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    155/499      4.32G   0.009503   0.008413   0.003397         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    155/499      4.32G   0.009502   0.008426   0.003361         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    155/499      4.32G   0.009502   0.008426   0.003361         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    155/499      4.32G   0.009496   0.008429   0.003375         67        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    155/499      4.32G   0.009496   0.008429   0.003375         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    155/499      4.32G    0.00949   0.008448   0.003368         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    155/499      4.32G    0.00949   0.008448   0.003368         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    155/499      4.32G   0.009477   0.008458   0.003367         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    155/499      4.32G   0.009477   0.008458   0.003367         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    155/499      4.32G   0.009468   0.008444   0.003348         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    155/499      4.32G   0.009468   0.008444   0.003348         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    155/499      4.32G   0.009472   0.008457   0.003344         80        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    155/499      4.32G   0.009472   0.008457   0.003344         80        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
    155/499      4.32G   0.009466   0.008466   0.003348         79        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
    155/499      4.32G   0.009466   0.008466   0.003348         79        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    155/499      4.32G   0.009457   0.008462   0.003324         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    155/499      4.32G   0.009457   0.008462   0.003324         66        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    155/499      4.32G   0.009452    0.00847   0.003329         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    155/499      4.32G   0.009452    0.00847   0.003329         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    155/499      4.32G   0.009441   0.008471   0.003308         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    155/499      4.32G   0.009441   0.008471   0.003308         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    155/499      4.32G   0.009411   0.008438   0.003337         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    155/499      4.32G   0.009411   0.008438   0.003337         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.15it/s]
    155/499      4.32G   0.009415   0.008419   0.003318         53        640:  52%|#####2    | 88/168 [00:17<00:15,  5.15it/s]
    155/499      4.32G   0.009415   0.008419   0.003318         53        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    155/499      4.32G   0.009402   0.008436   0.003331         79        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    155/499      4.32G   0.009402   0.008436   0.003331         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    155/499      4.32G   0.009396   0.008435   0.003322         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    155/499      4.32G   0.009396   0.008435   0.003322         65        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    155/499      4.32G   0.009387   0.008423   0.003313         69        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    155/499      4.32G   0.009387   0.008423   0.003313         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
    155/499      4.32G   0.009381   0.008423    0.00331         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.21it/s]
    155/499      4.32G   0.009381   0.008423    0.00331         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.25it/s]
    155/499      4.32G   0.009373   0.008426   0.003308         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.25it/s]
    155/499      4.32G   0.009373   0.008426   0.003308         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.12it/s]
    155/499      4.32G   0.009372   0.008427   0.003368         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    155/499      4.32G   0.009372   0.008427   0.003368         70        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    155/499      4.32G   0.009379   0.008455   0.003395         68        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    155/499      4.32G   0.009379   0.008455   0.003395         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    155/499      4.32G   0.009378   0.008467   0.003423         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    155/499      4.32G   0.009378   0.008467   0.003423         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    155/499      4.32G    0.00938   0.008477   0.003451         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    155/499      4.32G    0.00938   0.008477   0.003451         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    155/499      4.32G   0.009367   0.008457   0.003443         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    155/499      4.32G   0.009367   0.008457   0.003443         60        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    155/499      4.32G   0.009368   0.008482   0.003433         81        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    155/499      4.32G   0.009368   0.008482   0.003433         81        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    155/499      4.32G   0.009349   0.008476   0.003414         53        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    155/499      4.32G   0.009349   0.008476   0.003414         53        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    155/499      4.32G   0.009335    0.00846   0.003408         57        640:  60%|######    | 101/168 [00:19<00:12,  5.19it/s]
    155/499      4.32G   0.009335    0.00846   0.003408         57        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
    155/499      4.32G   0.009328   0.008452   0.003405         76        640:  61%|######    | 102/168 [00:19<00:12,  5.25it/s]
    155/499      4.32G   0.009328   0.008452   0.003405         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    155/499      4.32G   0.009317   0.008457   0.003395         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    155/499      4.32G   0.009317   0.008457   0.003395         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    155/499      4.32G   0.009326   0.008448   0.003425         59        640:  62%|######1   | 104/168 [00:20<00:12,  5.26it/s]
    155/499      4.32G   0.009326   0.008448   0.003425         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    155/499      4.32G   0.009331   0.008446   0.003411         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    155/499      4.32G   0.009331   0.008446   0.003411         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    155/499      4.32G   0.009334   0.008458   0.003393         78        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    155/499      4.32G   0.009334   0.008458   0.003393         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    155/499      4.32G   0.009337    0.00845   0.003376         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    155/499      4.32G   0.009337    0.00845   0.003376         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    155/499      4.32G    0.00933   0.008444   0.003385         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    155/499      4.32G    0.00933   0.008444   0.003385         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    155/499      4.32G   0.009321   0.008444   0.003371         62        640:  65%|######4   | 109/168 [00:21<00:11,  5.15it/s]
    155/499      4.32G   0.009321   0.008444   0.003371         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    155/499      4.32G   0.009315   0.008441   0.003362         70        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    155/499      4.32G   0.009315   0.008441   0.003362         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    155/499      4.32G   0.009322   0.008443   0.003352         55        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    155/499      4.32G   0.009322   0.008443   0.003352         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    155/499      4.32G   0.009316   0.008445   0.003375         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    155/499      4.32G   0.009316   0.008445   0.003375         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    155/499      4.32G   0.009313   0.008461   0.003372         86        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    155/499      4.32G   0.009313   0.008461   0.003372         86        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    155/499      4.32G   0.009312   0.008458   0.003363         74        640:  68%|######7   | 114/168 [00:22<00:10,  5.35it/s]
    155/499      4.32G   0.009312   0.008458   0.003363         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    155/499      4.32G   0.009304   0.008445    0.00334         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    155/499      4.32G   0.009304   0.008445    0.00334         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    155/499      4.32G   0.009313   0.008444   0.003328         46        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    155/499      4.32G   0.009313   0.008444   0.003328         46        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
    155/499      4.32G   0.009311   0.008458   0.003347         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.31it/s]
    155/499      4.32G   0.009311   0.008458   0.003347         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    155/499      4.32G   0.009309   0.008456   0.003355         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    155/499      4.32G   0.009309   0.008456   0.003355         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    155/499      4.32G   0.009302   0.008464   0.003356         80        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    155/499      4.32G   0.009302   0.008464   0.003356         80        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    155/499      4.32G   0.009301   0.008468   0.003342         75        640:  71%|#######1  | 120/168 [00:23<00:08,  5.35it/s]
    155/499      4.32G   0.009301   0.008468   0.003342         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
    155/499      4.32G   0.009297   0.008475    0.00332         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
    155/499      4.32G   0.009297   0.008475    0.00332         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    155/499      4.32G   0.009308   0.008496   0.003314         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    155/499      4.32G   0.009308   0.008496   0.003314         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    155/499      4.32G   0.009328   0.008498   0.003332         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    155/499      4.32G   0.009328   0.008498   0.003332         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    155/499      4.32G   0.009326   0.008494   0.003316         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    155/499      4.32G   0.009326   0.008494   0.003316         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
    155/499      4.32G   0.009322   0.008491   0.003319         61        640:  74%|#######4  | 125/168 [00:24<00:08,  5.29it/s]
    155/499      4.32G   0.009322   0.008491   0.003319         61        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    155/499      4.32G    0.00932    0.00849   0.003315         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    155/499      4.32G    0.00932    0.00849   0.003315         77        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    155/499      4.32G   0.009315   0.008512   0.003321         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    155/499      4.32G   0.009315   0.008512   0.003321         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    155/499      4.32G   0.009309   0.008508    0.00334         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    155/499      4.32G   0.009309   0.008508    0.00334         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    155/499      4.32G   0.009294   0.008507    0.00335         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    155/499      4.32G   0.009294   0.008507    0.00335         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    155/499      4.32G   0.009303    0.00851   0.003354         73        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
    155/499      4.32G   0.009303    0.00851   0.003354         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
    155/499      4.32G   0.009303   0.008512   0.003362         62        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
    155/499      4.32G   0.009303   0.008512   0.003362         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
    155/499      4.32G   0.009294    0.00853   0.003379         81        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
    155/499      4.32G   0.009294    0.00853   0.003379         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    155/499      4.32G   0.009306   0.008525   0.003394         43        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    155/499      4.32G   0.009306   0.008525   0.003394         43        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    155/499      4.32G   0.009315   0.008506   0.003397         50        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    155/499      4.32G   0.009315   0.008506   0.003397         50        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    155/499      4.32G   0.009321   0.008506   0.003387         65        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    155/499      4.32G   0.009321   0.008506   0.003387         65        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    155/499      4.32G   0.009325   0.008515   0.003384         68        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    155/499      4.32G   0.009325   0.008515   0.003384         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    155/499      4.32G   0.009332   0.008519   0.003372         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    155/499      4.32G   0.009332   0.008519   0.003372         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
    155/499      4.32G   0.009352   0.008514   0.003369         50        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
    155/499      4.32G   0.009352   0.008514   0.003369         50        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    155/499      4.32G   0.009344   0.008496   0.003359         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    155/499      4.32G   0.009344   0.008496   0.003359         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    155/499      4.32G   0.009347   0.008496   0.003343         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    155/499      4.32G   0.009347   0.008496   0.003343         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    155/499      4.32G   0.009345   0.008495   0.003353         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
    155/499      4.32G   0.009345   0.008495   0.003353         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    155/499      4.32G   0.009367   0.008488   0.003363         50        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    155/499      4.32G   0.009367   0.008488   0.003363         50        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    155/499      4.32G   0.009358   0.008487    0.00337         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    155/499      4.32G   0.009358   0.008487    0.00337         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    155/499      4.32G   0.009359   0.008491   0.003361         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    155/499      4.32G   0.009359   0.008491   0.003361         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    155/499      4.32G   0.009357   0.008491   0.003354         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.13it/s]
    155/499      4.32G   0.009357   0.008491   0.003354         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    155/499      4.32G   0.009357   0.008484   0.003342         57        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    155/499      4.32G   0.009357   0.008484   0.003342         57        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    155/499      4.32G   0.009356     0.0085   0.003358         80        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    155/499      4.32G   0.009356     0.0085   0.003358         80        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    155/499      4.32G   0.009363   0.008484   0.003341         47        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    155/499      4.32G   0.009363   0.008484   0.003341         47        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    155/499      4.32G   0.009364   0.008507   0.003347         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    155/499      4.32G   0.009364   0.008507   0.003347         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    155/499      4.32G   0.009364   0.008517    0.00335         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    155/499      4.32G   0.009364   0.008517    0.00335         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    155/499      4.32G   0.009359   0.008498   0.003371         55        640:  90%|########9 | 151/168 [00:29<00:03,  5.21it/s]
    155/499      4.32G   0.009359   0.008498   0.003371         55        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    155/499      4.32G   0.009359   0.008505    0.00336         69        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    155/499      4.32G   0.009359   0.008505    0.00336         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    155/499      4.32G   0.009369   0.008507   0.003354         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    155/499      4.32G   0.009369   0.008507   0.003354         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    155/499      4.32G   0.009375   0.008516   0.003353         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    155/499      4.32G   0.009375   0.008516   0.003353         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    155/499      4.32G   0.009377   0.008532   0.003361         79        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    155/499      4.32G   0.009377   0.008532   0.003361         79        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    155/499      4.32G   0.009397   0.008544   0.003376         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    155/499      4.32G   0.009397   0.008544   0.003376         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    155/499      4.32G    0.00939   0.008544   0.003387         75        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
    155/499      4.32G    0.00939   0.008544   0.003387         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    155/499      4.32G    0.00939   0.008547   0.003392         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    155/499      4.32G    0.00939   0.008547   0.003392         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    155/499      4.32G   0.009393   0.008547    0.00338         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    155/499      4.32G   0.009393   0.008547    0.00338         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    155/499      4.32G   0.009389   0.008552   0.003394         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    155/499      4.32G   0.009389   0.008552   0.003394         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    155/499      4.32G    0.00939   0.008543   0.003399         52        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    155/499      4.32G    0.00939   0.008543   0.003399         52        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    155/499      4.32G    0.00939    0.00855   0.003394         70        640:  96%|#########6| 162/168 [00:31<00:01,  5.35it/s]
    155/499      4.32G    0.00939    0.00855   0.003394         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    155/499      4.32G   0.009387   0.008545   0.003401         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    155/499      4.32G   0.009387   0.008545   0.003401         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    155/499      4.32G   0.009378   0.008538   0.003399         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    155/499      4.32G   0.009378   0.008538   0.003399         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    155/499      4.32G   0.009384   0.008546   0.003407         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    155/499      4.32G   0.009384   0.008546   0.003407         78        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    155/499      4.32G   0.009388   0.008554   0.003401         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    155/499      4.32G   0.009388   0.008554   0.003401         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    155/499      4.32G   0.009406   0.008566   0.003406         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.29it/s]
    155/499      4.32G   0.009406   0.008566   0.003406         30        640: 100%|##########| 168/168 [00:32<00:00,  5.47it/s]
    155/499      4.32G   0.009406   0.008566   0.003406         30        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.856      0.849      0.866      0.756

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    156/499      4.32G    0.01074   0.009691   0.004694         66        640:   0%|          | 0/168 [00:00<?, ?it/s]
    156/499      4.32G    0.01074   0.009691   0.004694         66        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    156/499      4.32G   0.009958   0.009785   0.004571         89        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    156/499      4.32G   0.009958   0.009785   0.004571         89        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    156/499      4.32G    0.01029   0.009499   0.004948         61        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    156/499      4.32G    0.01029   0.009499   0.004948         61        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    156/499      4.32G     0.0103   0.009783   0.004638         70        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    156/499      4.32G     0.0103   0.009783   0.004638         70        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    156/499      4.32G    0.01023    0.01011   0.004496         84        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    156/499      4.32G    0.01023    0.01011   0.004496         84        640:   3%|2         | 5/168 [00:00<00:31,  5.17it/s]
    156/499      4.32G    0.01019    0.01025    0.00507         70        640:   3%|2         | 5/168 [00:01<00:31,  5.17it/s]
    156/499      4.32G    0.01019    0.01025    0.00507         70        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    156/499      4.32G    0.01047    0.01036   0.005032         81        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    156/499      4.32G    0.01047    0.01036   0.005032         81        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    156/499      4.32G    0.01016   0.009807   0.004901         63        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    156/499      4.32G    0.01016   0.009807   0.004901         63        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    156/499      4.32G    0.01016   0.009762   0.004882         77        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    156/499      4.32G    0.01016   0.009762   0.004882         77        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    156/499      4.32G    0.01021   0.009719   0.004779         71        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    156/499      4.32G    0.01021   0.009719   0.004779         71        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    156/499      4.32G    0.01019    0.00984   0.004581         77        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    156/499      4.32G    0.01019    0.00984   0.004581         77        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    156/499      4.32G    0.01012   0.009864   0.004571         81        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    156/499      4.32G    0.01012   0.009864   0.004571         81        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    156/499      4.32G    0.01013   0.009859   0.004488         64        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    156/499      4.32G    0.01013   0.009859   0.004488         64        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    156/499      4.32G    0.01015   0.009655   0.004705         56        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    156/499      4.32G    0.01015   0.009655   0.004705         56        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    156/499      4.32G    0.01017   0.009662   0.004591         67        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    156/499      4.32G    0.01017   0.009662   0.004591         67        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    156/499      4.32G    0.01021   0.009754   0.004476         69        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    156/499      4.32G    0.01021   0.009754   0.004476         69        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    156/499      4.32G    0.01033   0.009711   0.004456         58        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    156/499      4.32G    0.01033   0.009711   0.004456         58        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    156/499      4.32G    0.01028   0.009557   0.004818         51        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    156/499      4.32G    0.01028   0.009557   0.004818         51        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    156/499      4.32G     0.0102   0.009487   0.004695         64        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    156/499      4.32G     0.0102   0.009487   0.004695         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    156/499      4.32G    0.01031   0.009495   0.004956         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    156/499      4.32G    0.01031   0.009495   0.004956         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    156/499      4.32G    0.01039   0.009581    0.00497         80        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    156/499      4.32G    0.01039   0.009581    0.00497         80        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    156/499      4.32G    0.01038   0.009567   0.004907         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    156/499      4.32G    0.01038   0.009567   0.004907         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    156/499      4.32G    0.01041   0.009505   0.004826         53        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    156/499      4.32G    0.01041   0.009505   0.004826         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    156/499      4.32G    0.01044     0.0095   0.004697         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    156/499      4.32G    0.01044     0.0095   0.004697         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    156/499      4.32G     0.0104   0.009505   0.004621         75        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    156/499      4.32G     0.0104   0.009505   0.004621         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    156/499      4.32G    0.01032    0.00944   0.004614         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    156/499      4.32G    0.01032    0.00944   0.004614         64        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    156/499      4.32G    0.01035   0.009526   0.004494         72        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    156/499      4.32G    0.01035   0.009526   0.004494         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    156/499      4.32G    0.01027   0.009406   0.004485         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    156/499      4.32G    0.01027   0.009406   0.004485         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    156/499      4.32G    0.01026    0.00939   0.004455         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    156/499      4.32G    0.01026    0.00939   0.004455         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    156/499      4.32G    0.01026   0.009313   0.004388         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    156/499      4.32G    0.01026   0.009313   0.004388         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    156/499      4.32G    0.01021   0.009277   0.004475         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    156/499      4.32G    0.01021   0.009277   0.004475         75        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    156/499      4.32G    0.01019   0.009254    0.00447         77        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    156/499      4.32G    0.01019   0.009254    0.00447         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    156/499      4.32G     0.0102   0.009288   0.004518         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    156/499      4.32G     0.0102   0.009288   0.004518         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    156/499      4.32G    0.01024   0.009258   0.004443         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    156/499      4.32G    0.01024   0.009258   0.004443         62        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    156/499      4.32G    0.01025   0.009161   0.004346         44        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    156/499      4.32G    0.01025   0.009161   0.004346         44        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    156/499      4.32G    0.01023   0.009142   0.004341         74        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    156/499      4.32G    0.01023   0.009142   0.004341         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    156/499      4.32G     0.0102    0.00928   0.004277         86        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    156/499      4.32G     0.0102    0.00928   0.004277         86        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    156/499      4.32G    0.01019   0.009257   0.004257         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    156/499      4.32G    0.01019   0.009257   0.004257         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    156/499      4.32G    0.01019   0.009222   0.004238         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    156/499      4.32G    0.01019   0.009222   0.004238         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    156/499      4.32G    0.01021   0.009287   0.004237         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    156/499      4.32G    0.01021   0.009287   0.004237         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    156/499      4.32G    0.01019   0.009208   0.004251         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    156/499      4.32G    0.01019   0.009208   0.004251         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    156/499      4.32G    0.01017   0.009191   0.004188         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    156/499      4.32G    0.01017   0.009191   0.004188         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    156/499      4.32G    0.01018   0.009195   0.004141         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    156/499      4.32G    0.01018   0.009195   0.004141         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    156/499      4.32G    0.01017   0.009209   0.004139         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    156/499      4.32G    0.01017   0.009209   0.004139         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    156/499      4.32G    0.01015   0.009222   0.004123         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    156/499      4.32G    0.01015   0.009222   0.004123         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    156/499      4.32G    0.01013   0.009241   0.004137         79        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    156/499      4.32G    0.01013   0.009241   0.004137         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    156/499      4.32G    0.01011   0.009237   0.004122         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    156/499      4.32G    0.01011   0.009237   0.004122         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    156/499      4.32G     0.0101   0.009254   0.004175         83        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    156/499      4.32G     0.0101   0.009254   0.004175         83        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    156/499      4.32G     0.0101   0.009313   0.004194         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    156/499      4.32G     0.0101   0.009313   0.004194         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    156/499      4.32G    0.01012   0.009328   0.004188         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    156/499      4.32G    0.01012   0.009328   0.004188         59        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    156/499      4.32G    0.01011   0.009323   0.004165         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    156/499      4.32G    0.01011   0.009323   0.004165         77        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    156/499      4.32G    0.01011   0.009327   0.004182         74        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    156/499      4.32G    0.01011   0.009327   0.004182         74        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    156/499      4.32G    0.01012   0.009319   0.004187         69        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    156/499      4.32G    0.01012   0.009319   0.004187         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
    156/499      4.32G    0.01012   0.009327   0.004133         66        640:  32%|###1      | 53/168 [00:10<00:22,  5.23it/s]
    156/499      4.32G    0.01012   0.009327   0.004133         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    156/499      4.32G    0.01015   0.009292   0.004136         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    156/499      4.32G    0.01015   0.009292   0.004136         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    156/499      4.32G    0.01013   0.009277    0.00414         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    156/499      4.32G    0.01013   0.009277    0.00414         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    156/499      4.32G    0.01013     0.0093    0.00416         81        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    156/499      4.32G    0.01013     0.0093    0.00416         81        640:  34%|###3      | 57/168 [00:10<00:21,  5.24it/s]
    156/499      4.32G    0.01013   0.009272   0.004189         66        640:  34%|###3      | 57/168 [00:11<00:21,  5.24it/s]
    156/499      4.32G    0.01013   0.009272   0.004189         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.10it/s]
    156/499      4.32G    0.01013   0.009275   0.004208         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.10it/s]
    156/499      4.32G    0.01013   0.009275   0.004208         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    156/499      4.32G    0.01013   0.009295   0.004192         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    156/499      4.32G    0.01013   0.009295   0.004192         81        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    156/499      4.32G    0.01014     0.0093   0.004234         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    156/499      4.32G    0.01014     0.0093   0.004234         70        640:  36%|###6      | 61/168 [00:11<00:21,  5.06it/s]
    156/499      4.32G    0.01012   0.009288   0.004278         76        640:  36%|###6      | 61/168 [00:11<00:21,  5.06it/s]
    156/499      4.32G    0.01012   0.009288   0.004278         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.15it/s]
    156/499      4.32G    0.01012    0.00928   0.004222         56        640:  37%|###6      | 62/168 [00:12<00:20,  5.15it/s]
    156/499      4.32G    0.01012    0.00928   0.004222         56        640:  38%|###7      | 63/168 [00:12<00:20,  5.25it/s]
    156/499      4.32G    0.01011   0.009257   0.004254         56        640:  38%|###7      | 63/168 [00:12<00:20,  5.25it/s]
    156/499      4.32G    0.01011   0.009257   0.004254         56        640:  38%|###8      | 64/168 [00:12<00:20,  5.09it/s]
    156/499      4.32G    0.01011    0.00925   0.004224         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.09it/s]
    156/499      4.32G    0.01011    0.00925   0.004224         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
    156/499      4.32G    0.01011   0.009228   0.004307         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.19it/s]
    156/499      4.32G    0.01011   0.009228   0.004307         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    156/499      4.32G    0.01011   0.009226   0.004268         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    156/499      4.32G    0.01011   0.009226   0.004268         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    156/499      4.32G     0.0101   0.009238   0.004259         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    156/499      4.32G     0.0101   0.009238   0.004259         72        640:  40%|####      | 68/168 [00:12<00:19,  5.23it/s]
    156/499      4.32G     0.0101   0.009218   0.004254         64        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
    156/499      4.32G     0.0101   0.009218   0.004254         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    156/499      4.32G    0.01009   0.009202   0.004269         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    156/499      4.32G    0.01009   0.009202   0.004269         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    156/499      4.32G    0.01012   0.009229   0.004309         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    156/499      4.32G    0.01012   0.009229   0.004309         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    156/499      4.32G    0.01012   0.009225   0.004255         51        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    156/499      4.32G    0.01012   0.009225   0.004255         51        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    156/499      4.32G    0.01012   0.009253   0.004245         85        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    156/499      4.32G    0.01012   0.009253   0.004245         85        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    156/499      4.32G    0.01013   0.009277   0.004225         81        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    156/499      4.32G    0.01013   0.009277   0.004225         81        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    156/499      4.32G    0.01012    0.00925    0.00421         57        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    156/499      4.32G    0.01012    0.00925    0.00421         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    156/499      4.32G    0.01014   0.009253   0.004223         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    156/499      4.32G    0.01014   0.009253   0.004223         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    156/499      4.32G    0.01011   0.009219   0.004208         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    156/499      4.32G    0.01011   0.009219   0.004208         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    156/499      4.32G    0.01011   0.009208   0.004213         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    156/499      4.32G    0.01011   0.009208   0.004213         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    156/499      4.32G    0.01009   0.009184   0.004214         71        640:  46%|####6     | 78/168 [00:15<00:16,  5.35it/s]
    156/499      4.32G    0.01009   0.009184   0.004214         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    156/499      4.32G    0.01009   0.009185   0.004206         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    156/499      4.32G    0.01009   0.009185   0.004206         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    156/499      4.32G    0.01007   0.009173   0.004183         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    156/499      4.32G    0.01007   0.009173   0.004183         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    156/499      4.32G    0.01005   0.009173   0.004164         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    156/499      4.32G    0.01005   0.009173   0.004164         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    156/499      4.32G    0.01004   0.009164   0.004175         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    156/499      4.32G    0.01004   0.009164   0.004175         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    156/499      4.32G    0.01004   0.009167   0.004137         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    156/499      4.32G    0.01004   0.009167   0.004137         63        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    156/499      4.32G    0.01003   0.009163   0.004102         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    156/499      4.32G    0.01003   0.009163   0.004102         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    156/499      4.32G    0.01004   0.009137   0.004111         53        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    156/499      4.32G    0.01004   0.009137   0.004111         53        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    156/499      4.32G    0.01005   0.009147   0.004091         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    156/499      4.32G    0.01005   0.009147   0.004091         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    156/499      4.32G    0.01004   0.009146   0.004141         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    156/499      4.32G    0.01004   0.009146   0.004141         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    156/499      4.32G    0.01004   0.009172   0.004146         87        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    156/499      4.32G    0.01004   0.009172   0.004146         87        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    156/499      4.32G    0.01005   0.009151   0.004139         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    156/499      4.32G    0.01005   0.009151   0.004139         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    156/499      4.32G    0.01005   0.009141   0.004139         53        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    156/499      4.32G    0.01005   0.009141   0.004139         53        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    156/499      4.32G    0.01004   0.009125   0.004133         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    156/499      4.32G    0.01004   0.009125   0.004133         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    156/499      4.32G    0.01003   0.009107   0.004131         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    156/499      4.32G    0.01003   0.009107   0.004131         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    156/499      4.32G    0.01004   0.009102   0.004116         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    156/499      4.32G    0.01004   0.009102   0.004116         67        640:  56%|#####5    | 94/168 [00:17<00:15,  4.71it/s]
    156/499      4.32G    0.01004   0.009101    0.00413         75        640:  56%|#####5    | 94/168 [00:18<00:15,  4.71it/s]
    156/499      4.32G    0.01004   0.009101    0.00413         75        640:  57%|#####6    | 95/168 [00:18<00:14,  4.90it/s]
    156/499      4.32G    0.01003   0.009093   0.004122         68        640:  57%|#####6    | 95/168 [00:18<00:14,  4.90it/s]
    156/499      4.32G    0.01003   0.009093   0.004122         68        640:  57%|#####7    | 96/168 [00:18<00:14,  5.06it/s]
    156/499      4.32G    0.01002   0.009067   0.004116         56        640:  57%|#####7    | 96/168 [00:18<00:14,  5.06it/s]
    156/499      4.32G    0.01002   0.009067   0.004116         56        640:  58%|#####7    | 97/168 [00:18<00:14,  4.98it/s]
    156/499      4.32G    0.01001    0.00905   0.004095         64        640:  58%|#####7    | 97/168 [00:18<00:14,  4.98it/s]
    156/499      4.32G    0.01001    0.00905   0.004095         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.11it/s]
    156/499      4.32G   0.009991   0.009024   0.004093         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.11it/s]
    156/499      4.32G   0.009991   0.009024   0.004093         58        640:  59%|#####8    | 99/168 [00:18<00:13,  5.17it/s]
    156/499      4.32G    0.01003   0.009012   0.004085         60        640:  59%|#####8    | 99/168 [00:19<00:13,  5.17it/s]
    156/499      4.32G    0.01003   0.009012   0.004085         60        640:  60%|#####9    | 100/168 [00:19<00:13,  5.07it/s]
    156/499      4.32G    0.01003   0.009028   0.004086         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.07it/s]
    156/499      4.32G    0.01003   0.009028   0.004086         83        640:  60%|######    | 101/168 [00:19<00:12,  5.16it/s]
    156/499      4.32G    0.01002   0.009017   0.004084         74        640:  60%|######    | 101/168 [00:19<00:12,  5.16it/s]
    156/499      4.32G    0.01002   0.009017   0.004084         74        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    156/499      4.32G    0.01003   0.009024   0.004093         68        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    156/499      4.32G    0.01003   0.009024   0.004093         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    156/499      4.32G    0.01001   0.009028   0.004097         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    156/499      4.32G    0.01001   0.009028   0.004097         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
    156/499      4.32G    0.01001   0.009036   0.004078         81        640:  62%|######1   | 104/168 [00:20<00:12,  5.22it/s]
    156/499      4.32G    0.01001   0.009036   0.004078         81        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    156/499      4.32G    0.01001   0.009027    0.00407         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    156/499      4.32G    0.01001   0.009027    0.00407         56        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    156/499      4.32G    0.01002   0.009042    0.00407         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    156/499      4.32G    0.01002   0.009042    0.00407         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    156/499      4.32G    0.01001   0.009053   0.004049         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    156/499      4.32G    0.01001   0.009053   0.004049         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    156/499      4.32G   0.009998   0.009039   0.004032         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    156/499      4.32G   0.009998   0.009039   0.004032         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    156/499      4.32G       0.01   0.009046   0.004037         70        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
    156/499      4.32G       0.01   0.009046   0.004037         70        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    156/499      4.32G    0.00999   0.009035   0.004013         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    156/499      4.32G    0.00999   0.009035   0.004013         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    156/499      4.32G    0.00998   0.009027   0.004054         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    156/499      4.32G    0.00998   0.009027   0.004054         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    156/499      4.32G   0.009974   0.009031   0.004067         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    156/499      4.32G   0.009974   0.009031   0.004067         80        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    156/499      4.32G   0.009972   0.009042   0.004073         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    156/499      4.32G   0.009972   0.009042   0.004073         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    156/499      4.32G   0.009962   0.009026   0.004051         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    156/499      4.32G   0.009962   0.009026   0.004051         56        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
    156/499      4.32G   0.009945   0.009025   0.004041         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    156/499      4.32G   0.009945   0.009025   0.004041         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    156/499      4.32G   0.009945   0.009016   0.004043         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    156/499      4.32G   0.009945   0.009016   0.004043         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    156/499      4.32G   0.009939   0.009004   0.004032         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    156/499      4.32G   0.009939   0.009004   0.004032         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    156/499      4.32G   0.009926   0.009001   0.004036         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    156/499      4.32G   0.009926   0.009001   0.004036         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.16it/s]
    156/499      4.32G   0.009911   0.009001   0.004015         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.16it/s]
    156/499      4.32G   0.009911   0.009001   0.004015         71        640:  71%|#######1  | 120/168 [00:22<00:09,  5.27it/s]
    156/499      4.32G   0.009919   0.009023   0.004003         87        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
    156/499      4.32G   0.009919   0.009023   0.004003         87        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    156/499      4.32G   0.009909   0.009015   0.003992         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.13it/s]
    156/499      4.32G   0.009909   0.009015   0.003992         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    156/499      4.32G   0.009907   0.009021   0.004007         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    156/499      4.32G   0.009907   0.009021   0.004007         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    156/499      4.32G    0.00991   0.009017   0.004014         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    156/499      4.32G    0.00991   0.009017   0.004014         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    156/499      4.32G    0.00991   0.009015   0.004018         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    156/499      4.32G    0.00991   0.009015   0.004018         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    156/499      4.32G   0.009913   0.009038   0.004031         83        640:  74%|#######4  | 125/168 [00:24<00:08,  5.26it/s]
    156/499      4.32G   0.009913   0.009038   0.004031         83        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    156/499      4.32G   0.009917    0.00903   0.004026         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    156/499      4.32G   0.009917    0.00903   0.004026         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    156/499      4.32G   0.009923   0.009027   0.004021         55        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    156/499      4.32G   0.009923   0.009027   0.004021         55        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    156/499      4.32G   0.009916   0.009016   0.004004         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    156/499      4.32G   0.009916   0.009016   0.004004         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    156/499      4.32G   0.009913   0.009012   0.003992         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    156/499      4.32G   0.009913   0.009012   0.003992         51        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    156/499      4.32G   0.009914   0.009012   0.003983         70        640:  77%|#######7  | 130/168 [00:25<00:07,  5.20it/s]
    156/499      4.32G   0.009914   0.009012   0.003983         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    156/499      4.32G     0.0099   0.008995   0.003964         58        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    156/499      4.32G     0.0099   0.008995   0.003964         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    156/499      4.32G   0.009895    0.00899   0.003956         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    156/499      4.32G   0.009895    0.00899   0.003956         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    156/499      4.32G   0.009884   0.008986   0.003954         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    156/499      4.32G   0.009884   0.008986   0.003954         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    156/499      4.32G   0.009886   0.008981   0.003949         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    156/499      4.32G   0.009886   0.008981   0.003949         67        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    156/499      4.32G   0.009877   0.008971   0.003931         57        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    156/499      4.32G   0.009877   0.008971   0.003931         57        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    156/499      4.32G   0.009878   0.008981   0.003933         70        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    156/499      4.32G   0.009878   0.008981   0.003933         70        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    156/499      4.32G   0.009883   0.008973   0.003949         62        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    156/499      4.32G   0.009883   0.008973   0.003949         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    156/499      4.32G   0.009895   0.008979   0.003959         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    156/499      4.32G   0.009895   0.008979   0.003959         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    156/499      4.32G   0.009897   0.008969   0.003971         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    156/499      4.32G   0.009897   0.008969   0.003971         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    156/499      4.32G    0.00989   0.008958   0.003997         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    156/499      4.32G    0.00989   0.008958   0.003997         66        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    156/499      4.32G   0.009886   0.008944   0.003997         59        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    156/499      4.32G   0.009886   0.008944   0.003997         59        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    156/499      4.32G    0.00988   0.008947   0.003982         75        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    156/499      4.32G    0.00988   0.008947   0.003982         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    156/499      4.32G    0.00987   0.008935   0.003973         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    156/499      4.32G    0.00987   0.008935   0.003973         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    156/499      4.32G   0.009869   0.008948   0.003966         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    156/499      4.32G   0.009869   0.008948   0.003966         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    156/499      4.32G   0.009874   0.008945   0.003962         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    156/499      4.32G   0.009874   0.008945   0.003962         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    156/499      4.32G    0.00987   0.008958   0.003966         86        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    156/499      4.32G    0.00987   0.008958   0.003966         86        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    156/499      4.32G   0.009866   0.008958   0.003978         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    156/499      4.32G   0.009866   0.008958   0.003978         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    156/499      4.32G   0.009864   0.008982   0.003969         89        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    156/499      4.32G   0.009864   0.008982   0.003969         89        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    156/499      4.32G   0.009853   0.008977   0.003951         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    156/499      4.32G   0.009853   0.008977   0.003951         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    156/499      4.32G   0.009862   0.008988   0.003966         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    156/499      4.32G   0.009862   0.008988   0.003966         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
    156/499      4.32G   0.009853   0.008991   0.003951         78        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
    156/499      4.32G   0.009853   0.008991   0.003951         78        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    156/499      4.32G   0.009858    0.00899   0.003935         71        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    156/499      4.32G   0.009858    0.00899   0.003935         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    156/499      4.32G   0.009851   0.008971   0.003944         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    156/499      4.32G   0.009851   0.008971   0.003944         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    156/499      4.32G   0.009841   0.008962   0.003931         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    156/499      4.32G   0.009841   0.008962   0.003931         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    156/499      4.32G   0.009832    0.00895   0.003924         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    156/499      4.32G   0.009832    0.00895   0.003924         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    156/499      4.32G   0.009821   0.008954   0.003925         80        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    156/499      4.32G   0.009821   0.008954   0.003925         80        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    156/499      4.32G   0.009831   0.008938   0.003919         58        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    156/499      4.32G   0.009831   0.008938   0.003919         58        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    156/499      4.32G   0.009825   0.008933   0.003931         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    156/499      4.32G   0.009825   0.008933   0.003931         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    156/499      4.32G   0.009816   0.008942   0.003926         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    156/499      4.32G   0.009816   0.008942   0.003926         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    156/499      4.32G    0.00981   0.008929   0.003935         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    156/499      4.32G    0.00981   0.008929   0.003935         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    156/499      4.32G   0.009803   0.008928   0.003928         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    156/499      4.32G   0.009803   0.008928   0.003928         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
    156/499      4.32G   0.009794   0.008924   0.003931         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
    156/499      4.32G   0.009794   0.008924   0.003931         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    156/499      4.32G   0.009795   0.008929   0.003965         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    156/499      4.32G   0.009795   0.008929   0.003965         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    156/499      4.32G    0.00979    0.00893   0.003965         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    156/499      4.32G    0.00979    0.00893   0.003965         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    156/499      4.32G   0.009791   0.008935   0.003979         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.31it/s]
    156/499      4.32G   0.009791   0.008935   0.003979         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    156/499      4.32G   0.009787   0.008925   0.003975         56        640:  99%|#########8| 166/168 [00:31<00:00,  5.16it/s]
    156/499      4.32G   0.009787   0.008925   0.003975         56        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    156/499      4.32G   0.009789   0.008924   0.003971         34        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    156/499      4.32G   0.009789   0.008924   0.003971         34        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    156/499      4.32G   0.009789   0.008924   0.003971         34        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.855      0.856      0.866       0.75

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    157/499      4.32G    0.01109    0.01012   0.006984         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    157/499      4.32G    0.01109    0.01012   0.006984         76        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    157/499      4.32G     0.0104   0.009004   0.005377         61        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    157/499      4.32G     0.0104   0.009004   0.005377         61        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    157/499      4.32G   0.009931   0.008885   0.003964         69        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    157/499      4.32G   0.009931   0.008885   0.003964         69        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    157/499      4.32G    0.01022   0.009304   0.004408         70        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    157/499      4.32G    0.01022   0.009304   0.004408         70        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    157/499      4.32G    0.01024   0.009137   0.004511         68        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    157/499      4.32G    0.01024   0.009137   0.004511         68        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    157/499      4.32G    0.01016   0.009289   0.004257         70        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    157/499      4.32G    0.01016   0.009289   0.004257         70        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    157/499      4.32G   0.009935    0.00896   0.003988         58        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    157/499      4.32G   0.009935    0.00896   0.003988         58        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    157/499      4.32G   0.009825   0.008927   0.004157         72        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    157/499      4.32G   0.009825   0.008927   0.004157         72        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    157/499      4.32G    0.00991   0.009056   0.004317         71        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    157/499      4.32G    0.00991   0.009056   0.004317         71        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    157/499      4.32G   0.009656   0.008895   0.004041         68        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    157/499      4.32G   0.009656   0.008895   0.004041         68        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    157/499      4.32G   0.009708   0.009048   0.004043         73        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    157/499      4.32G   0.009708   0.009048   0.004043         73        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    157/499      4.32G   0.009643   0.008853    0.00435         64        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    157/499      4.32G   0.009643   0.008853    0.00435         64        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    157/499      4.32G   0.009571    0.00885    0.00415         71        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    157/499      4.32G   0.009571    0.00885    0.00415         71        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    157/499      4.32G   0.009669   0.008849   0.004184         67        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    157/499      4.32G   0.009669   0.008849   0.004184         67        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    157/499      4.32G   0.009589   0.008806   0.004094         68        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    157/499      4.32G   0.009589   0.008806   0.004094         68        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    157/499      4.32G    0.00957   0.008841   0.003942         70        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    157/499      4.32G    0.00957   0.008841   0.003942         70        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    157/499      4.32G   0.009662   0.008879   0.003766         71        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    157/499      4.32G   0.009662   0.008879   0.003766         71        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    157/499      4.32G    0.00969   0.008948   0.003736         67        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    157/499      4.32G    0.00969   0.008948   0.003736         67        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    157/499      4.32G   0.009603   0.008916   0.003673         66        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    157/499      4.32G   0.009603   0.008916   0.003673         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    157/499      4.32G   0.009681   0.008906   0.003728         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    157/499      4.32G   0.009681   0.008906   0.003728         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    157/499      4.32G   0.009774   0.008827   0.003929         56        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
    157/499      4.32G   0.009774   0.008827   0.003929         56        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    157/499      4.32G   0.009785   0.008885   0.003963         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    157/499      4.32G   0.009785   0.008885   0.003963         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    157/499      4.32G   0.009766   0.008996   0.003887         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    157/499      4.32G   0.009766   0.008996   0.003887         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    157/499      4.32G   0.009702   0.008951    0.00386         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    157/499      4.32G   0.009702   0.008951    0.00386         59        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    157/499      4.32G   0.009685   0.008966   0.003828         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    157/499      4.32G   0.009685   0.008966   0.003828         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    157/499      4.32G   0.009686   0.009029   0.003749         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    157/499      4.32G   0.009686   0.009029   0.003749         70        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
    157/499      4.32G   0.009661   0.008966   0.003776         71        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
    157/499      4.32G   0.009661   0.008966   0.003776         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    157/499      4.32G   0.009674   0.009006   0.003698         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    157/499      4.32G   0.009674   0.009006   0.003698         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    157/499      4.32G   0.009661   0.008927   0.003752         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    157/499      4.32G   0.009661   0.008927   0.003752         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    157/499      4.32G   0.009617   0.008933   0.003728         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    157/499      4.32G   0.009617   0.008933   0.003728         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    157/499      4.32G   0.009595   0.008864   0.003697         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    157/499      4.32G   0.009595   0.008864   0.003697         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    157/499      4.32G   0.009564   0.008876   0.003697         86        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    157/499      4.32G   0.009564   0.008876   0.003697         86        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    157/499      4.32G   0.009558   0.008858   0.003684         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    157/499      4.32G   0.009558   0.008858   0.003684         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    157/499      4.32G   0.009549   0.008836   0.003687         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    157/499      4.32G   0.009549   0.008836   0.003687         70        640:  20%|##        | 34/168 [00:06<00:26,  5.10it/s]
    157/499      4.32G   0.009511   0.008784    0.00369         71        640:  20%|##        | 34/168 [00:06<00:26,  5.10it/s]
    157/499      4.32G   0.009511   0.008784    0.00369         71        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    157/499      4.32G   0.009515   0.008727   0.003744         58        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    157/499      4.32G   0.009515   0.008727   0.003744         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    157/499      4.32G   0.009569   0.008761   0.003709         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    157/499      4.32G   0.009569   0.008761   0.003709         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    157/499      4.32G    0.00961   0.008746   0.003686         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    157/499      4.32G    0.00961   0.008746   0.003686         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    157/499      4.32G   0.009573   0.008721   0.003611         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    157/499      4.32G   0.009573   0.008721   0.003611         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    157/499      4.32G   0.009601   0.008761   0.003627         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    157/499      4.32G   0.009601   0.008761   0.003627         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    157/499      4.32G   0.009596   0.008793   0.003582         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    157/499      4.32G   0.009596   0.008793   0.003582         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    157/499      4.32G   0.009572   0.008768   0.003604         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    157/499      4.32G   0.009572   0.008768   0.003604         56        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    157/499      4.32G   0.009584   0.008788   0.003689         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    157/499      4.32G   0.009584   0.008788   0.003689         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    157/499      4.32G   0.009591    0.00874   0.003659         59        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    157/499      4.32G   0.009591    0.00874   0.003659         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    157/499      4.32G   0.009646   0.008678   0.003638         48        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    157/499      4.32G   0.009646   0.008678   0.003638         48        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    157/499      4.32G   0.009618   0.008729   0.003604         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    157/499      4.32G   0.009618   0.008729   0.003604         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    157/499      4.32G    0.00963   0.008726   0.003628         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    157/499      4.32G    0.00963   0.008726   0.003628         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    157/499      4.32G   0.009616   0.008703   0.003607         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    157/499      4.32G   0.009616   0.008703   0.003607         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    157/499      4.32G   0.009646    0.00874   0.003643         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    157/499      4.32G   0.009646    0.00874   0.003643         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    157/499      4.32G   0.009639   0.008715   0.003603         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    157/499      4.32G   0.009639   0.008715   0.003603         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    157/499      4.32G   0.009627    0.00873   0.003629         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    157/499      4.32G   0.009627    0.00873   0.003629         65        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    157/499      4.32G   0.009609   0.008725   0.003688         69        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    157/499      4.32G   0.009609   0.008725   0.003688         69        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    157/499      4.32G   0.009597    0.00876    0.00367         79        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    157/499      4.32G   0.009597    0.00876    0.00367         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    157/499      4.32G   0.009589   0.008761   0.003644         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    157/499      4.32G   0.009589   0.008761   0.003644         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    157/499      4.32G   0.009582   0.008761   0.003661         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    157/499      4.32G   0.009582   0.008761   0.003661         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    157/499      4.32G   0.009577   0.008742   0.003625         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    157/499      4.32G   0.009577   0.008742   0.003625         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    157/499      4.32G   0.009586   0.008773   0.003633         83        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    157/499      4.32G   0.009586   0.008773   0.003633         83        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    157/499      4.32G   0.009568   0.008756   0.003632         69        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    157/499      4.32G   0.009568   0.008756   0.003632         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    157/499      4.32G   0.009539   0.008725   0.003635         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    157/499      4.32G   0.009539   0.008725   0.003635         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    157/499      4.32G   0.009535   0.008737   0.003604         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    157/499      4.32G   0.009535   0.008737   0.003604         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    157/499      4.32G   0.009543   0.008709   0.003583         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    157/499      4.32G   0.009543   0.008709   0.003583         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    157/499      4.32G   0.009536   0.008698   0.003566         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    157/499      4.32G   0.009536   0.008698   0.003566         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
    157/499      4.32G   0.009571   0.008742   0.003554         82        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
    157/499      4.32G   0.009571   0.008742   0.003554         82        640:  38%|###7      | 63/168 [00:11<00:19,  5.29it/s]
    157/499      4.32G   0.009546   0.008769   0.003555         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    157/499      4.32G   0.009546   0.008769   0.003555         80        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    157/499      4.32G   0.009541   0.008782   0.003552         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    157/499      4.32G   0.009541   0.008782   0.003552         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    157/499      4.32G    0.00959   0.008842   0.003542         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    157/499      4.32G    0.00959   0.008842   0.003542         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    157/499      4.32G   0.009628   0.008836   0.003542         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    157/499      4.32G   0.009628   0.008836   0.003542         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    157/499      4.32G    0.00961   0.008833   0.003547         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    157/499      4.32G    0.00961   0.008833   0.003547         73        640:  40%|####      | 68/168 [00:12<00:19,  5.24it/s]
    157/499      4.32G   0.009588   0.008822   0.003545         72        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    157/499      4.32G   0.009588   0.008822   0.003545         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    157/499      4.32G   0.009578   0.008843   0.003564         94        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    157/499      4.32G   0.009578   0.008843   0.003564         94        640:  42%|####1     | 70/168 [00:13<00:19,  5.11it/s]
    157/499      4.32G   0.009598   0.008832   0.003577         60        640:  42%|####1     | 70/168 [00:13<00:19,  5.11it/s]
    157/499      4.32G   0.009598   0.008832   0.003577         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    157/499      4.32G   0.009591   0.008806   0.003595         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    157/499      4.32G   0.009591   0.008806   0.003595         60        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    157/499      4.32G   0.009604   0.008837   0.003576         79        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    157/499      4.32G   0.009604   0.008837   0.003576         79        640:  43%|####3     | 73/168 [00:13<00:18,  5.10it/s]
    157/499      4.32G    0.00961   0.008844   0.003567         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
    157/499      4.32G    0.00961   0.008844   0.003567         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    157/499      4.32G   0.009606   0.008841   0.003579         68        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    157/499      4.32G   0.009606   0.008841   0.003579         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    157/499      4.32G     0.0096   0.008831   0.003552         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    157/499      4.32G     0.0096   0.008831   0.003552         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    157/499      4.32G    0.00961   0.008831    0.00355         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.14it/s]
    157/499      4.32G    0.00961   0.008831    0.00355         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    157/499      4.32G   0.009605   0.008826   0.003552         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    157/499      4.32G   0.009605   0.008826   0.003552         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    157/499      4.32G   0.009602   0.008823   0.003514         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    157/499      4.32G   0.009602   0.008823   0.003514         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    157/499      4.32G   0.009591   0.008807   0.003534         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    157/499      4.32G   0.009591   0.008807   0.003534         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    157/499      4.32G   0.009579   0.008797   0.003578         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    157/499      4.32G   0.009579   0.008797   0.003578         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    157/499      4.32G    0.00957   0.008781   0.003604         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    157/499      4.32G    0.00957   0.008781   0.003604         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    157/499      4.32G   0.009584   0.008804   0.003578         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    157/499      4.32G   0.009584   0.008804   0.003578         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    157/499      4.32G   0.009579   0.008808   0.003545         72        640:  49%|####9     | 83/168 [00:16<00:16,  5.30it/s]
    157/499      4.32G   0.009579   0.008808   0.003545         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    157/499      4.32G   0.009566   0.008786   0.003554         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    157/499      4.32G   0.009566   0.008786   0.003554         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    157/499      4.32G   0.009571   0.008806   0.003552         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    157/499      4.32G   0.009571   0.008806   0.003552         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    157/499      4.32G   0.009568   0.008796   0.003521         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    157/499      4.32G   0.009568   0.008796   0.003521         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    157/499      4.32G   0.009587   0.008804   0.003526         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    157/499      4.32G   0.009587   0.008804   0.003526         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    157/499      4.32G   0.009562   0.008827   0.003521         80        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    157/499      4.32G   0.009562   0.008827   0.003521         80        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    157/499      4.32G   0.009574   0.008844   0.003522         74        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    157/499      4.32G   0.009574   0.008844   0.003522         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    157/499      4.32G   0.009575    0.00885   0.003535         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    157/499      4.32G   0.009575    0.00885   0.003535         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    157/499      4.32G   0.009562   0.008822   0.003541         60        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    157/499      4.32G   0.009562   0.008822   0.003541         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    157/499      4.32G    0.00956   0.008798   0.003559         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    157/499      4.32G    0.00956   0.008798   0.003559         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    157/499      4.32G   0.009547   0.008826    0.00356         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    157/499      4.32G   0.009547   0.008826    0.00356         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    157/499      4.32G   0.009572   0.008837   0.003533         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    157/499      4.32G   0.009572   0.008837   0.003533         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    157/499      4.32G   0.009564   0.008822   0.003522         51        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    157/499      4.32G   0.009564   0.008822   0.003522         51        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    157/499      4.32G   0.009547    0.00881   0.003525         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    157/499      4.32G   0.009547    0.00881   0.003525         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    157/499      4.32G   0.009543   0.008816   0.003538         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    157/499      4.32G   0.009543   0.008816   0.003538         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    157/499      4.32G   0.009544   0.008797   0.003504         54        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    157/499      4.32G   0.009544   0.008797   0.003504         54        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    157/499      4.32G   0.009539   0.008808   0.003511         82        640:  59%|#####8    | 99/168 [00:19<00:12,  5.38it/s]
    157/499      4.32G   0.009539   0.008808   0.003511         82        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    157/499      4.32G   0.009527   0.008794   0.003498         60        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    157/499      4.32G   0.009527   0.008794   0.003498         60        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    157/499      4.32G   0.009512   0.008793   0.003481         75        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    157/499      4.32G   0.009512   0.008793   0.003481         75        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    157/499      4.32G   0.009496   0.008802   0.003474         85        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    157/499      4.32G   0.009496   0.008802   0.003474         85        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    157/499      4.32G   0.009499   0.008805   0.003456         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    157/499      4.32G   0.009499   0.008805   0.003456         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    157/499      4.32G   0.009506     0.0088   0.003431         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    157/499      4.32G   0.009506     0.0088   0.003431         54        640:  62%|######2   | 105/168 [00:19<00:11,  5.29it/s]
    157/499      4.32G   0.009512   0.008793   0.003422         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    157/499      4.32G   0.009512   0.008793   0.003422         60        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    157/499      4.32G   0.009503   0.008777   0.003401         56        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    157/499      4.32G   0.009503   0.008777   0.003401         56        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    157/499      4.32G   0.009495   0.008775   0.003395         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    157/499      4.32G   0.009495   0.008775   0.003395         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    157/499      4.32G   0.009484   0.008763   0.003394         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    157/499      4.32G   0.009484   0.008763   0.003394         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    157/499      4.32G   0.009473   0.008773   0.003402         81        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    157/499      4.32G   0.009473   0.008773   0.003402         81        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    157/499      4.32G   0.009459   0.008779   0.003399         79        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    157/499      4.32G   0.009459   0.008779   0.003399         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    157/499      4.32G   0.009473   0.008803    0.00341         78        640:  66%|######6   | 111/168 [00:21<00:10,  5.30it/s]
    157/499      4.32G   0.009473   0.008803    0.00341         78        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    157/499      4.32G    0.00948   0.008789   0.003392         50        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    157/499      4.32G    0.00948   0.008789   0.003392         50        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    157/499      4.32G   0.009466   0.008771   0.003413         53        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    157/499      4.32G   0.009466   0.008771   0.003413         53        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    157/499      4.32G   0.009467   0.008772   0.003405         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    157/499      4.32G   0.009467   0.008772   0.003405         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    157/499      4.32G   0.009466   0.008766   0.003397         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
    157/499      4.32G   0.009466   0.008766   0.003397         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    157/499      4.32G   0.009469   0.008762   0.003379         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    157/499      4.32G   0.009469   0.008762   0.003379         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    157/499      4.32G   0.009475    0.00876   0.003364         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    157/499      4.32G   0.009475    0.00876   0.003364         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    157/499      4.32G   0.009481   0.008783    0.00336         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    157/499      4.32G   0.009481   0.008783    0.00336         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    157/499      4.32G   0.009481   0.008791    0.00336         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    157/499      4.32G   0.009481   0.008791    0.00336         76        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    157/499      4.32G   0.009477   0.008775   0.003343         56        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
    157/499      4.32G   0.009477   0.008775   0.003343         56        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    157/499      4.32G   0.009477   0.008762   0.003324         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    157/499      4.32G   0.009477   0.008762   0.003324         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    157/499      4.32G   0.009486   0.008775   0.003311         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    157/499      4.32G   0.009486   0.008775   0.003311         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    157/499      4.32G   0.009493    0.00879   0.003307         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    157/499      4.32G   0.009493    0.00879   0.003307         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    157/499      4.32G   0.009496   0.008792   0.003358         73        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    157/499      4.32G   0.009496   0.008792   0.003358         73        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    157/499      4.32G   0.009505   0.008795   0.003353         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    157/499      4.32G   0.009505   0.008795   0.003353         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    157/499      4.32G   0.009504   0.008784   0.003349         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    157/499      4.32G   0.009504   0.008784   0.003349         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    157/499      4.32G   0.009505   0.008792    0.00334         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    157/499      4.32G   0.009505   0.008792    0.00334         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    157/499      4.32G   0.009501   0.008772   0.003353         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    157/499      4.32G   0.009501   0.008772   0.003353         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    157/499      4.32G   0.009501   0.008784   0.003337         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    157/499      4.32G   0.009501   0.008784   0.003337         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    157/499      4.32G   0.009499   0.008774   0.003343         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    157/499      4.32G   0.009499   0.008774   0.003343         61        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
    157/499      4.32G   0.009491   0.008782   0.003332         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.23it/s]
    157/499      4.32G   0.009491   0.008782   0.003332         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
    157/499      4.32G    0.00949   0.008789   0.003322         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.28it/s]
    157/499      4.32G    0.00949   0.008789   0.003322         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    157/499      4.32G   0.009492   0.008786   0.003318         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    157/499      4.32G   0.009492   0.008786   0.003318         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    157/499      4.32G   0.009492   0.008786   0.003314         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    157/499      4.32G   0.009492   0.008786   0.003314         66        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    157/499      4.32G    0.00949   0.008781   0.003328         69        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    157/499      4.32G    0.00949   0.008781   0.003328         69        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
    157/499      4.32G   0.009493   0.008785   0.003343         75        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    157/499      4.32G   0.009493   0.008785   0.003343         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    157/499      4.32G     0.0095   0.008785   0.003335         57        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    157/499      4.32G     0.0095   0.008785   0.003335         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    157/499      4.32G   0.009499   0.008795   0.003338         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    157/499      4.32G   0.009499   0.008795   0.003338         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    157/499      4.32G   0.009507   0.008789   0.003341         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    157/499      4.32G   0.009507   0.008789   0.003341         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    157/499      4.32G   0.009498   0.008777   0.003335         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    157/499      4.32G   0.009498   0.008777   0.003335         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    157/499      4.32G   0.009502   0.008774   0.003335         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
    157/499      4.32G   0.009502   0.008774   0.003335         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    157/499      4.32G   0.009506   0.008771   0.003335         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    157/499      4.32G   0.009506   0.008771   0.003335         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    157/499      4.32G   0.009508   0.008762   0.003339         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    157/499      4.32G   0.009508   0.008762   0.003339         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    157/499      4.32G   0.009507   0.008778   0.003355         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    157/499      4.32G   0.009507   0.008778   0.003355         80        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
    157/499      4.32G   0.009515   0.008776   0.003374         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
    157/499      4.32G   0.009515   0.008776   0.003374         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.20it/s]
    157/499      4.32G   0.009512   0.008761   0.003373         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.20it/s]
    157/499      4.32G   0.009512   0.008761   0.003373         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.27it/s]
    157/499      4.32G   0.009501   0.008745   0.003377         55        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
    157/499      4.32G   0.009501   0.008745   0.003377         55        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
    157/499      4.32G    0.00949   0.008738   0.003376         69        640:  88%|########8 | 148/168 [00:28<00:03,  5.10it/s]
    157/499      4.32G    0.00949   0.008738   0.003376         69        640:  89%|########8 | 149/168 [00:28<00:03,  5.18it/s]
    157/499      4.32G   0.009478   0.008724   0.003373         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.18it/s]
    157/499      4.32G   0.009478   0.008724   0.003373         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.22it/s]
    157/499      4.32G   0.009469   0.008722   0.003379         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.22it/s]
    157/499      4.32G   0.009469   0.008722   0.003379         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.09it/s]
    157/499      4.32G   0.009472   0.008724   0.003373         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.09it/s]
    157/499      4.32G   0.009472   0.008724   0.003373         74        640:  90%|######### | 152/168 [00:28<00:03,  5.15it/s]
    157/499      4.32G   0.009462   0.008715   0.003367         69        640:  90%|######### | 152/168 [00:29<00:03,  5.15it/s]
    157/499      4.32G   0.009462   0.008715   0.003367         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.21it/s]
    157/499      4.32G   0.009455   0.008699   0.003378         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.21it/s]
    157/499      4.32G   0.009455   0.008699   0.003378         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.06it/s]
    157/499      4.32G   0.009467   0.008705   0.003395         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.06it/s]
    157/499      4.32G   0.009467   0.008705   0.003395         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
    157/499      4.32G   0.009461    0.00869   0.003414         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.16it/s]
    157/499      4.32G   0.009461    0.00869   0.003414         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.21it/s]
    157/499      4.32G   0.009466   0.008683    0.00341         48        640:  93%|#########2| 156/168 [00:29<00:02,  5.21it/s]
    157/499      4.32G   0.009466   0.008683    0.00341         48        640:  93%|#########3| 157/168 [00:29<00:02,  5.08it/s]
    157/499      4.32G   0.009469   0.008683   0.003407         60        640:  93%|#########3| 157/168 [00:30<00:02,  5.08it/s]
    157/499      4.32G   0.009469   0.008683   0.003407         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
    157/499      4.32G   0.009482   0.008693   0.003407         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.21it/s]
    157/499      4.32G   0.009482   0.008693   0.003407         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    157/499      4.32G   0.009482   0.008695   0.003408         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    157/499      4.32G   0.009482   0.008695   0.003408         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
    157/499      4.32G   0.009477    0.00869   0.003408         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.09it/s]
    157/499      4.32G   0.009477    0.00869   0.003408         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    157/499      4.32G    0.00947   0.008674   0.003395         61        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    157/499      4.32G    0.00947   0.008674   0.003395         61        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    157/499      4.32G   0.009471   0.008675   0.003388         56        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    157/499      4.32G   0.009471   0.008675   0.003388         56        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    157/499      4.32G   0.009468   0.008673   0.003384         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    157/499      4.32G   0.009468   0.008673   0.003384         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    157/499      4.32G   0.009464   0.008667   0.003379         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    157/499      4.32G   0.009464   0.008667   0.003379         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    157/499      4.32G   0.009461   0.008664   0.003369         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    157/499      4.32G   0.009461   0.008664   0.003369         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    157/499      4.32G   0.009459   0.008668   0.003358         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    157/499      4.32G   0.009459   0.008668   0.003358         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    157/499      4.32G   0.009455   0.008668   0.003382         38        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
    157/499      4.32G   0.009455   0.008668   0.003382         38        640: 100%|##########| 168/168 [00:32<00:00,  5.37it/s]
    157/499      4.32G   0.009455   0.008668   0.003382         38        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.831      0.829       0.85      0.752

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    158/499      4.32G   0.009704   0.008781   0.002891         77        640:   0%|          | 0/168 [00:00<?, ?it/s]
    158/499      4.32G   0.009704   0.008781   0.002891         77        640:   1%|          | 1/168 [00:00<00:34,  4.84it/s]
    158/499      4.32G   0.009372   0.009956   0.003257         84        640:   1%|          | 1/168 [00:00<00:34,  4.84it/s]
    158/499      4.32G   0.009372   0.009956   0.003257         84        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
    158/499      4.32G   0.009824   0.008824   0.004382         46        640:   1%|1         | 2/168 [00:00<00:31,  5.19it/s]
    158/499      4.32G   0.009824   0.008824   0.004382         46        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    158/499      4.32G   0.009849   0.008888   0.004302         80        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    158/499      4.32G   0.009849   0.008888   0.004302         80        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    158/499      4.32G   0.009739   0.009042   0.004864         77        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    158/499      4.32G   0.009739   0.009042   0.004864         77        640:   3%|2         | 5/168 [00:00<00:31,  5.17it/s]
    158/499      4.32G   0.009715   0.008872   0.004356         58        640:   3%|2         | 5/168 [00:01<00:31,  5.17it/s]
    158/499      4.32G   0.009715   0.008872   0.004356         58        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
    158/499      4.32G   0.009873   0.008956   0.003786         83        640:   4%|3         | 6/168 [00:01<00:30,  5.24it/s]
    158/499      4.32G   0.009873   0.008956   0.003786         83        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    158/499      4.32G   0.009804   0.009121   0.003787         62        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    158/499      4.32G   0.009804   0.009121   0.003787         62        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
    158/499      4.32G   0.009589   0.009108   0.003502         77        640:   5%|4         | 8/168 [00:01<00:30,  5.21it/s]
    158/499      4.32G   0.009589   0.009108   0.003502         77        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    158/499      4.32G   0.009625   0.009085    0.00328         68        640:   5%|5         | 9/168 [00:01<00:30,  5.29it/s]
    158/499      4.32G   0.009625   0.009085    0.00328         68        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
    158/499      4.32G   0.009537   0.008973   0.003207         68        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
    158/499      4.32G   0.009537   0.008973   0.003207         68        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    158/499      4.32G   0.009558   0.008905   0.003208         60        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    158/499      4.32G   0.009558   0.008905   0.003208         60        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    158/499      4.32G   0.009625   0.008938   0.003265         61        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    158/499      4.32G   0.009625   0.008938   0.003265         61        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    158/499      4.32G   0.009609   0.009038   0.003348         71        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    158/499      4.32G   0.009609   0.009038   0.003348         71        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    158/499      4.32G   0.009619   0.009001   0.003281         61        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    158/499      4.32G   0.009619   0.009001   0.003281         61        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
    158/499      4.32G   0.009666   0.009067   0.003274         74        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
    158/499      4.32G   0.009666   0.009067   0.003274         74        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    158/499      4.32G   0.009619   0.009017   0.003287         62        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    158/499      4.32G   0.009619   0.009017   0.003287         62        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    158/499      4.32G   0.009508   0.008917   0.003361         74        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    158/499      4.32G   0.009508   0.008917   0.003361         74        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    158/499      4.32G   0.009479   0.008833   0.003418         78        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    158/499      4.32G   0.009479   0.008833   0.003418         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    158/499      4.32G   0.009531   0.008972   0.003379         85        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    158/499      4.32G   0.009531   0.008972   0.003379         85        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    158/499      4.32G    0.00947   0.008902   0.003333         66        640:  12%|#1        | 20/168 [00:04<00:28,  5.26it/s]
    158/499      4.32G    0.00947   0.008902   0.003333         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    158/499      4.32G   0.009388   0.008814   0.003331         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    158/499      4.32G   0.009388   0.008814   0.003331         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    158/499      4.32G   0.009393     0.0088   0.003445         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    158/499      4.32G   0.009393     0.0088   0.003445         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    158/499      4.32G   0.009344   0.008737   0.003561         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.20it/s]
    158/499      4.32G   0.009344   0.008737   0.003561         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    158/499      4.32G   0.009307   0.008678    0.00354         65        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    158/499      4.32G   0.009307   0.008678    0.00354         65        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    158/499      4.32G   0.009305    0.00864   0.003493         70        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    158/499      4.32G   0.009305    0.00864   0.003493         70        640:  15%|#5        | 26/168 [00:04<00:27,  5.18it/s]
    158/499      4.32G   0.009316   0.008657   0.003455         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.18it/s]
    158/499      4.32G   0.009316   0.008657   0.003455         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
    158/499      4.32G   0.009315   0.008642   0.003405         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
    158/499      4.32G   0.009315   0.008642   0.003405         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    158/499      4.32G   0.009363   0.008714   0.003404         72        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    158/499      4.32G   0.009363   0.008714   0.003404         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    158/499      4.32G    0.00933   0.008744   0.003451         84        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    158/499      4.32G    0.00933   0.008744   0.003451         84        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    158/499      4.32G   0.009319   0.008712   0.003459         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    158/499      4.32G   0.009319   0.008712   0.003459         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.13it/s]
    158/499      4.32G   0.009289   0.008711   0.003494         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
    158/499      4.32G   0.009289   0.008711   0.003494         74        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
    158/499      4.32G   0.009259   0.008712    0.00351         86        640:  19%|#9        | 32/168 [00:06<00:26,  5.21it/s]
    158/499      4.32G   0.009259   0.008712    0.00351         86        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    158/499      4.32G   0.009266   0.008701    0.00363         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    158/499      4.32G   0.009266   0.008701    0.00363         70        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
    158/499      4.32G   0.009264    0.00864   0.003564         58        640:  20%|##        | 34/168 [00:06<00:26,  5.12it/s]
    158/499      4.32G   0.009264    0.00864   0.003564         58        640:  21%|##        | 35/168 [00:06<00:26,  5.11it/s]
    158/499      4.32G   0.009281   0.008661   0.003567         75        640:  21%|##        | 35/168 [00:06<00:26,  5.11it/s]
    158/499      4.32G   0.009281   0.008661   0.003567         75        640:  21%|##1       | 36/168 [00:06<00:25,  5.16it/s]
    158/499      4.32G    0.00928   0.008651    0.00367         62        640:  21%|##1       | 36/168 [00:07<00:25,  5.16it/s]
    158/499      4.32G    0.00928   0.008651    0.00367         62        640:  22%|##2       | 37/168 [00:07<00:26,  5.04it/s]
    158/499      4.32G    0.00934   0.008727   0.003612         73        640:  22%|##2       | 37/168 [00:07<00:26,  5.04it/s]
    158/499      4.32G    0.00934   0.008727   0.003612         73        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
    158/499      4.32G    0.00934   0.008673   0.003591         54        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
    158/499      4.32G    0.00934   0.008673   0.003591         54        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
    158/499      4.32G    0.00934   0.008667   0.003528         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
    158/499      4.32G    0.00934   0.008667   0.003528         65        640:  24%|##3       | 40/168 [00:07<00:25,  5.04it/s]
    158/499      4.32G   0.009399   0.008676   0.003675         57        640:  24%|##3       | 40/168 [00:07<00:25,  5.04it/s]
    158/499      4.32G   0.009399   0.008676   0.003675         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.16it/s]
    158/499      4.32G   0.009366   0.008686   0.003667         70        640:  24%|##4       | 41/168 [00:08<00:24,  5.16it/s]
    158/499      4.32G   0.009366   0.008686   0.003667         70        640:  25%|##5       | 42/168 [00:08<00:23,  5.25it/s]
    158/499      4.32G   0.009394   0.008756    0.00365         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.25it/s]
    158/499      4.32G   0.009394   0.008756    0.00365         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    158/499      4.32G   0.009415   0.008768   0.003637         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    158/499      4.32G   0.009415   0.008768   0.003637         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    158/499      4.32G   0.009423   0.008748   0.003616         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    158/499      4.32G   0.009423   0.008748   0.003616         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    158/499      4.32G   0.009419   0.008739   0.003686         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    158/499      4.32G   0.009419   0.008739   0.003686         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    158/499      4.32G   0.009439   0.008754   0.003652         67        640:  27%|##7       | 46/168 [00:09<00:23,  5.14it/s]
    158/499      4.32G   0.009439   0.008754   0.003652         67        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    158/499      4.32G   0.009422   0.008767   0.003643         80        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    158/499      4.32G   0.009422   0.008767   0.003643         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    158/499      4.32G   0.009426   0.008736    0.00362         51        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    158/499      4.32G   0.009426   0.008736    0.00362         51        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    158/499      4.32G   0.009448   0.008741   0.003736         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    158/499      4.32G   0.009448   0.008741   0.003736         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    158/499      4.32G   0.009454   0.008722   0.003713         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    158/499      4.32G   0.009454   0.008722   0.003713         65        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    158/499      4.32G   0.009473   0.008773   0.003693         75        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    158/499      4.32G   0.009473   0.008773   0.003693         75        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    158/499      4.32G   0.009474   0.008744   0.003716         63        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    158/499      4.32G   0.009474   0.008744   0.003716         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    158/499      4.32G   0.009486   0.008708   0.003721         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    158/499      4.32G   0.009486   0.008708   0.003721         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    158/499      4.32G   0.009509   0.008709   0.003661         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    158/499      4.32G   0.009509   0.008709   0.003661         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    158/499      4.32G   0.009493   0.008708   0.003696         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    158/499      4.32G   0.009493   0.008708   0.003696         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    158/499      4.32G   0.009487   0.008749   0.003691         86        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    158/499      4.32G   0.009487   0.008749   0.003691         86        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    158/499      4.32G    0.00949   0.008733     0.0037         63        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    158/499      4.32G    0.00949   0.008733     0.0037         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    158/499      4.32G   0.009491   0.008781   0.003719         88        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    158/499      4.32G   0.009491   0.008781   0.003719         88        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    158/499      4.32G   0.009499   0.008772   0.003751         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    158/499      4.32G   0.009499   0.008772   0.003751         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    158/499      4.32G   0.009491   0.008741   0.003741         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    158/499      4.32G   0.009491   0.008741   0.003741         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    158/499      4.32G   0.009465   0.008739   0.003746         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    158/499      4.32G   0.009465   0.008739   0.003746         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    158/499      4.32G   0.009485   0.008708   0.003758         50        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    158/499      4.32G   0.009485   0.008708   0.003758         50        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    158/499      4.32G   0.009496   0.008718    0.00378         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    158/499      4.32G   0.009496   0.008718    0.00378         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    158/499      4.32G   0.009483   0.008686   0.003766         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    158/499      4.32G   0.009483   0.008686   0.003766         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    158/499      4.32G   0.009491   0.008679   0.003737         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    158/499      4.32G   0.009491   0.008679   0.003737         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    158/499      4.32G   0.009511   0.008652   0.003723         59        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    158/499      4.32G   0.009511   0.008652   0.003723         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    158/499      4.32G   0.009498   0.008654   0.003741         75        640:  40%|###9      | 67/168 [00:13<00:19,  5.18it/s]
    158/499      4.32G   0.009498   0.008654   0.003741         75        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
    158/499      4.32G   0.009505   0.008667    0.00371         57        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
    158/499      4.32G   0.009505   0.008667    0.00371         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    158/499      4.32G   0.009507   0.008666   0.003721         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    158/499      4.32G   0.009507   0.008666   0.003721         68        640:  42%|####1     | 70/168 [00:13<00:19,  5.11it/s]
    158/499      4.32G   0.009533    0.00869   0.003714         71        640:  42%|####1     | 70/168 [00:13<00:19,  5.11it/s]
    158/499      4.32G   0.009533    0.00869   0.003714         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    158/499      4.32G   0.009521     0.0087   0.003666         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    158/499      4.32G   0.009521     0.0087   0.003666         76        640:  43%|####2     | 72/168 [00:13<00:18,  5.24it/s]
    158/499      4.32G   0.009516   0.008697   0.003657         74        640:  43%|####2     | 72/168 [00:14<00:18,  5.24it/s]
    158/499      4.32G   0.009516   0.008697   0.003657         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
    158/499      4.32G   0.009501   0.008694   0.003641         77        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
    158/499      4.32G   0.009501   0.008694   0.003641         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.16it/s]
    158/499      4.32G   0.009477   0.008665   0.003629         57        640:  44%|####4     | 74/168 [00:14<00:18,  5.16it/s]
    158/499      4.32G   0.009477   0.008665   0.003629         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.23it/s]
    158/499      4.32G   0.009487   0.008661   0.003626         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.23it/s]
    158/499      4.32G   0.009487   0.008661   0.003626         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    158/499      4.32G   0.009477   0.008653   0.003595         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    158/499      4.32G   0.009477   0.008653   0.003595         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    158/499      4.32G   0.009473    0.00866   0.003648         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    158/499      4.32G   0.009473    0.00866   0.003648         73        640:  46%|####6     | 78/168 [00:14<00:17,  5.22it/s]
    158/499      4.32G   0.009464   0.008643   0.003634         63        640:  46%|####6     | 78/168 [00:15<00:17,  5.22it/s]
    158/499      4.32G   0.009464   0.008643   0.003634         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.02it/s]
    158/499      4.32G   0.009482   0.008674   0.003666         83        640:  47%|####7     | 79/168 [00:15<00:17,  5.02it/s]
    158/499      4.32G   0.009482   0.008674   0.003666         83        640:  48%|####7     | 80/168 [00:15<00:17,  5.15it/s]
    158/499      4.32G   0.009493    0.00867   0.003661         62        640:  48%|####7     | 80/168 [00:15<00:17,  5.15it/s]
    158/499      4.32G   0.009493    0.00867   0.003661         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    158/499      4.32G   0.009488   0.008676   0.003668         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    158/499      4.32G   0.009488   0.008676   0.003668         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
    158/499      4.32G   0.009511   0.008698   0.003645         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.13it/s]
    158/499      4.32G   0.009511   0.008698   0.003645         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    158/499      4.32G   0.009496   0.008689   0.003604         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.24it/s]
    158/499      4.32G   0.009496   0.008689   0.003604         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    158/499      4.32G   0.009483   0.008684   0.003603         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    158/499      4.32G   0.009483   0.008684   0.003603         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    158/499      4.32G   0.009494   0.008696    0.00358         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    158/499      4.32G   0.009494   0.008696    0.00358         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    158/499      4.32G   0.009493   0.008699   0.003588         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    158/499      4.32G   0.009493   0.008699   0.003588         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    158/499      4.32G   0.009514   0.008712   0.003578         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    158/499      4.32G   0.009514   0.008712   0.003578         81        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    158/499      4.32G   0.009531   0.008733   0.003572         76        640:  52%|#####2    | 88/168 [00:17<00:15,  5.19it/s]
    158/499      4.32G   0.009531   0.008733   0.003572         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    158/499      4.32G   0.009512   0.008718    0.00358         67        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    158/499      4.32G   0.009512   0.008718    0.00358         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    158/499      4.32G   0.009501   0.008734   0.003564         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    158/499      4.32G   0.009501   0.008734   0.003564         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    158/499      4.32G   0.009516   0.008727    0.00362         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    158/499      4.32G   0.009516   0.008727    0.00362         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
    158/499      4.32G   0.009524   0.008728   0.003619         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.22it/s]
    158/499      4.32G   0.009524   0.008728   0.003619         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.30it/s]
    158/499      4.32G    0.00952   0.008725   0.003661         69        640:  55%|#####5    | 93/168 [00:18<00:14,  5.30it/s]
    158/499      4.32G    0.00952   0.008725   0.003661         69        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    158/499      4.32G   0.009531   0.008723   0.003642         60        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    158/499      4.32G   0.009531   0.008723   0.003642         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    158/499      4.32G   0.009516   0.008702   0.003633         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    158/499      4.32G   0.009516   0.008702   0.003633         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    158/499      4.32G   0.009528   0.008718   0.003616         67        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    158/499      4.32G   0.009528   0.008718   0.003616         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    158/499      4.32G   0.009529   0.008694   0.003608         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    158/499      4.32G   0.009529   0.008694   0.003608         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    158/499      4.32G   0.009543   0.008685   0.003617         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    158/499      4.32G   0.009543   0.008685   0.003617         67        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    158/499      4.32G    0.00955   0.008657   0.003613         56        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    158/499      4.32G    0.00955   0.008657   0.003613         56        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    158/499      4.32G   0.009543   0.008654   0.003614         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    158/499      4.32G   0.009543   0.008654   0.003614         68        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    158/499      4.32G   0.009539   0.008659   0.003587         56        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    158/499      4.32G   0.009539   0.008659   0.003587         56        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    158/499      4.32G   0.009537   0.008662   0.003594         73        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    158/499      4.32G   0.009537   0.008662   0.003594         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    158/499      4.32G   0.009535   0.008662   0.003621         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    158/499      4.32G   0.009535   0.008662   0.003621         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    158/499      4.32G   0.009539   0.008653    0.00361         56        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
    158/499      4.32G   0.009539   0.008653    0.00361         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    158/499      4.32G   0.009538   0.008658   0.003582         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    158/499      4.32G   0.009538   0.008658   0.003582         71        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    158/499      4.32G   0.009533   0.008651   0.003581         71        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    158/499      4.32G   0.009533   0.008651   0.003581         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.17it/s]
    158/499      4.32G   0.009529   0.008662   0.003586         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.17it/s]
    158/499      4.32G   0.009529   0.008662   0.003586         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.24it/s]
    158/499      4.32G   0.009531    0.00867   0.003595         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.24it/s]
    158/499      4.32G   0.009531    0.00867   0.003595         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    158/499      4.32G   0.009518    0.00865   0.003589         62        640:  65%|######4   | 109/168 [00:21<00:11,  5.13it/s]
    158/499      4.32G   0.009518    0.00865   0.003589         62        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    158/499      4.32G   0.009507    0.00865   0.003586         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    158/499      4.32G   0.009507    0.00865   0.003586         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    158/499      4.32G   0.009514   0.008652   0.003572         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    158/499      4.32G   0.009514   0.008652   0.003572         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    158/499      4.32G   0.009511   0.008655    0.00356         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    158/499      4.32G   0.009511   0.008655    0.00356         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    158/499      4.32G   0.009498   0.008652   0.003552         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    158/499      4.32G   0.009498   0.008652   0.003552         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    158/499      4.32G   0.009496   0.008643   0.003567         66        640:  68%|######7   | 114/168 [00:22<00:10,  5.30it/s]
    158/499      4.32G   0.009496   0.008643   0.003567         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    158/499      4.32G   0.009505   0.008642   0.003543         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    158/499      4.32G   0.009505   0.008642   0.003543         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
    158/499      4.32G   0.009504   0.008633   0.003533         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
    158/499      4.32G   0.009504   0.008633   0.003533         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.19it/s]
    158/499      4.32G   0.009511   0.008646   0.003522         87        640:  70%|######9   | 117/168 [00:22<00:09,  5.19it/s]
    158/499      4.32G   0.009511   0.008646   0.003522         87        640:  70%|#######   | 118/168 [00:22<00:09,  5.09it/s]
    158/499      4.32G   0.009517   0.008644   0.003512         54        640:  70%|#######   | 118/168 [00:22<00:09,  5.09it/s]
    158/499      4.32G   0.009517   0.008644   0.003512         54        640:  71%|#######   | 119/168 [00:22<00:09,  5.19it/s]
    158/499      4.32G   0.009522   0.008655   0.003501         80        640:  71%|#######   | 119/168 [00:23<00:09,  5.19it/s]
    158/499      4.32G   0.009522   0.008655   0.003501         80        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
    158/499      4.32G   0.009519   0.008647   0.003513         66        640:  71%|#######1  | 120/168 [00:23<00:09,  5.27it/s]
    158/499      4.32G   0.009519   0.008647   0.003513         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    158/499      4.32G    0.00951   0.008653   0.003504         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    158/499      4.32G    0.00951   0.008653   0.003504         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    158/499      4.32G   0.009504   0.008639   0.003493         52        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    158/499      4.32G   0.009504   0.008639   0.003493         52        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    158/499      4.32G   0.009518   0.008645    0.00349         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    158/499      4.32G   0.009518   0.008645    0.00349         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    158/499      4.32G   0.009516   0.008626   0.003484         50        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    158/499      4.32G   0.009516   0.008626   0.003484         50        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    158/499      4.32G   0.009526    0.00865   0.003489         80        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    158/499      4.32G   0.009526    0.00865   0.003489         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
    158/499      4.32G   0.009526   0.008651   0.003493         73        640:  75%|#######5  | 126/168 [00:24<00:07,  5.26it/s]
    158/499      4.32G   0.009526   0.008651   0.003493         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
    158/499      4.32G   0.009517    0.00863   0.003541         48        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
    158/499      4.32G   0.009517    0.00863   0.003541         48        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    158/499      4.32G   0.009521   0.008634   0.003536         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    158/499      4.32G   0.009521   0.008634   0.003536         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    158/499      4.32G   0.009518   0.008642   0.003524         84        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    158/499      4.32G   0.009518   0.008642   0.003524         84        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    158/499      4.32G   0.009502   0.008626   0.003531         72        640:  77%|#######7  | 130/168 [00:25<00:07,  5.16it/s]
    158/499      4.32G   0.009502   0.008626   0.003531         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
    158/499      4.32G   0.009511   0.008647   0.003534         71        640:  78%|#######7  | 131/168 [00:25<00:07,  5.22it/s]
    158/499      4.32G   0.009511   0.008647   0.003534         71        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    158/499      4.32G   0.009518   0.008657   0.003536         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    158/499      4.32G   0.009518   0.008657   0.003536         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    158/499      4.32G   0.009523   0.008678   0.003528         82        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    158/499      4.32G   0.009523   0.008678   0.003528         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    158/499      4.32G   0.009532   0.008681   0.003521         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    158/499      4.32G   0.009532   0.008681   0.003521         63        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    158/499      4.32G   0.009533   0.008684   0.003522         76        640:  80%|########  | 135/168 [00:26<00:06,  5.28it/s]
    158/499      4.32G   0.009533   0.008684   0.003522         76        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    158/499      4.32G   0.009537   0.008707   0.003506         82        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    158/499      4.32G   0.009537   0.008707   0.003506         82        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
    158/499      4.32G   0.009528   0.008698   0.003504         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.18it/s]
    158/499      4.32G   0.009528   0.008698   0.003504         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    158/499      4.32G   0.009524   0.008716    0.00349         91        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    158/499      4.32G   0.009524   0.008716    0.00349         91        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    158/499      4.32G   0.009524   0.008716   0.003486         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    158/499      4.32G   0.009524   0.008716   0.003486         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    158/499      4.32G   0.009518   0.008702   0.003486         55        640:  83%|########3 | 140/168 [00:27<00:05,  5.24it/s]
    158/499      4.32G   0.009518   0.008702   0.003486         55        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    158/499      4.32G   0.009513   0.008713   0.003472         79        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    158/499      4.32G   0.009513   0.008713   0.003472         79        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    158/499      4.32G    0.00951   0.008706    0.00346         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    158/499      4.32G    0.00951   0.008706    0.00346         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    158/499      4.32G   0.009498   0.008694   0.003448         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    158/499      4.32G   0.009498   0.008694   0.003448         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    158/499      4.32G   0.009495     0.0087   0.003467         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    158/499      4.32G   0.009495     0.0087   0.003467         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    158/499      4.32G   0.009504   0.008685   0.003473         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    158/499      4.32G   0.009504   0.008685   0.003473         56        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    158/499      4.32G   0.009497   0.008686   0.003465         84        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    158/499      4.32G   0.009497   0.008686   0.003465         84        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    158/499      4.32G   0.009497   0.008698   0.003462         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    158/499      4.32G   0.009497   0.008698   0.003462         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    158/499      4.32G   0.009502   0.008696   0.003464         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    158/499      4.32G   0.009502   0.008696   0.003464         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    158/499      4.32G   0.009494   0.008689    0.00346         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    158/499      4.32G   0.009494   0.008689    0.00346         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    158/499      4.32G   0.009491   0.008699   0.003455         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    158/499      4.32G   0.009491   0.008699   0.003455         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    158/499      4.32G   0.009489     0.0087   0.003456         74        640:  90%|########9 | 151/168 [00:29<00:03,  5.19it/s]
    158/499      4.32G   0.009489     0.0087   0.003456         74        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    158/499      4.32G   0.009485   0.008699   0.003461         68        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    158/499      4.32G   0.009485   0.008699   0.003461         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.25it/s]
    158/499      4.32G    0.00949   0.008698   0.003484         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.25it/s]
    158/499      4.32G    0.00949   0.008698   0.003484         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.08it/s]
    158/499      4.32G   0.009492   0.008714    0.00348         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.08it/s]
    158/499      4.32G   0.009492   0.008714    0.00348         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.12it/s]
    158/499      4.32G   0.009486   0.008703   0.003485         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.12it/s]
    158/499      4.32G   0.009486   0.008703   0.003485         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.23it/s]
    158/499      4.32G   0.009493   0.008712   0.003471         72        640:  93%|#########2| 156/168 [00:30<00:02,  5.23it/s]
    158/499      4.32G   0.009493   0.008712   0.003471         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    158/499      4.32G   0.009494   0.008715   0.003479         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    158/499      4.32G   0.009494   0.008715   0.003479         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    158/499      4.32G    0.00949   0.008711   0.003486         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    158/499      4.32G    0.00949   0.008711   0.003486         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    158/499      4.32G    0.00948   0.008702   0.003468         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    158/499      4.32G    0.00948   0.008702   0.003468         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    158/499      4.32G   0.009486   0.008697   0.003468         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    158/499      4.32G   0.009486   0.008697   0.003468         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    158/499      4.32G   0.009483   0.008689   0.003467         47        640:  96%|#########5| 161/168 [00:31<00:01,  5.24it/s]
    158/499      4.32G   0.009483   0.008689   0.003467         47        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    158/499      4.32G    0.00948   0.008686   0.003454         68        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    158/499      4.32G    0.00948   0.008686   0.003454         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    158/499      4.32G   0.009479   0.008676   0.003475         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    158/499      4.32G   0.009479   0.008676   0.003475         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
    158/499      4.32G   0.009476   0.008681   0.003456         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
    158/499      4.32G   0.009476   0.008681   0.003456         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    158/499      4.32G   0.009475   0.008682   0.003451         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    158/499      4.32G   0.009475   0.008682   0.003451         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    158/499      4.32G   0.009478   0.008684    0.00345         63        640:  99%|#########8| 166/168 [00:32<00:00,  5.14it/s]
    158/499      4.32G   0.009478   0.008684    0.00345         63        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    158/499      4.32G   0.009474    0.00868    0.00344         29        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    158/499      4.32G   0.009474    0.00868    0.00344         29        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    158/499      4.32G   0.009474    0.00868    0.00344         29        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.837      0.823      0.848      0.754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    159/499      4.32G   0.009339   0.009013   0.002754         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
    159/499      4.32G   0.009339   0.009013   0.002754         73        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    159/499      4.32G   0.009604    0.00935   0.003449         68        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    159/499      4.32G   0.009604    0.00935   0.003449         68        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    159/499      4.32G   0.009977   0.009321   0.003092         68        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    159/499      4.32G   0.009977   0.009321   0.003092         68        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    159/499      4.32G    0.01006   0.009067   0.002855         67        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    159/499      4.32G    0.01006   0.009067   0.002855         67        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    159/499      4.32G    0.01034   0.009038   0.002579         64        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    159/499      4.32G    0.01034   0.009038   0.002579         64        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    159/499      4.32G    0.01012   0.008897   0.003326         72        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    159/499      4.32G    0.01012   0.008897   0.003326         72        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    159/499      4.32G    0.01015   0.008893   0.003513         63        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    159/499      4.32G    0.01015   0.008893   0.003513         63        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    159/499      4.32G    0.01014   0.008968   0.003519         63        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    159/499      4.32G    0.01014   0.008968   0.003519         63        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    159/499      4.32G    0.01013   0.008945   0.003656         64        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    159/499      4.32G    0.01013   0.008945   0.003656         64        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    159/499      4.32G    0.01001    0.00883   0.003433         72        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    159/499      4.32G    0.01001    0.00883   0.003433         72        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    159/499      4.32G    0.01013   0.008883   0.003299         64        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    159/499      4.32G    0.01013   0.008883   0.003299         64        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    159/499      4.32G    0.01006   0.008849   0.003384         71        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    159/499      4.32G    0.01006   0.008849   0.003384         71        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    159/499      4.32G   0.009971   0.008878   0.003314         68        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    159/499      4.32G   0.009971   0.008878   0.003314         68        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    159/499      4.32G    0.01028   0.009001    0.00356         52        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    159/499      4.32G    0.01028   0.009001    0.00356         52        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    159/499      4.32G    0.01032   0.008991   0.003542         60        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    159/499      4.32G    0.01032   0.008991   0.003542         60        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    159/499      4.32G    0.01033   0.008963   0.003535         57        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    159/499      4.32G    0.01033   0.008963   0.003535         57        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    159/499      4.32G    0.01025   0.008917   0.003535         63        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    159/499      4.32G    0.01025   0.008917   0.003535         63        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    159/499      4.32G    0.01027   0.008852   0.003473         58        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    159/499      4.32G    0.01027   0.008852   0.003473         58        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    159/499      4.32G    0.01024   0.008907   0.003456         54        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    159/499      4.32G    0.01024   0.008907   0.003456         54        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    159/499      4.32G    0.01018   0.008844   0.003287         55        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    159/499      4.32G    0.01018   0.008844   0.003287         55        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    159/499      4.32G    0.01016   0.008828   0.003234         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    159/499      4.32G    0.01016   0.008828   0.003234         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.27it/s]
    159/499      4.32G    0.01013   0.008795   0.003352         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    159/499      4.32G    0.01013   0.008795   0.003352         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    159/499      4.32G    0.01007   0.008876   0.003348         84        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    159/499      4.32G    0.01007   0.008876   0.003348         84        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    159/499      4.32G    0.01002   0.008918   0.003304         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    159/499      4.32G    0.01002   0.008918   0.003304         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    159/499      4.32G   0.009985   0.008852    0.00338         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    159/499      4.32G   0.009985   0.008852    0.00338         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    159/499      4.32G   0.009979   0.008851   0.003441         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    159/499      4.32G   0.009979   0.008851   0.003441         72        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
    159/499      4.32G   0.009967   0.008825   0.003434         68        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
    159/499      4.32G   0.009967   0.008825   0.003434         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    159/499      4.32G   0.009978   0.008847   0.003414         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    159/499      4.32G   0.009978   0.008847   0.003414         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    159/499      4.32G   0.009996   0.008909   0.003401         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    159/499      4.32G   0.009996   0.008909   0.003401         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    159/499      4.32G    0.01002   0.008903   0.003427         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    159/499      4.32G    0.01002   0.008903   0.003427         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    159/499      4.32G    0.01006   0.008961   0.003435         78        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    159/499      4.32G    0.01006   0.008961   0.003435         78        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
    159/499      4.32G    0.01012   0.008978   0.003498         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
    159/499      4.32G    0.01012   0.008978   0.003498         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    159/499      4.32G    0.01014   0.008995   0.003468         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    159/499      4.32G    0.01014   0.008995   0.003468         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    159/499      4.32G    0.01012   0.008999   0.003519         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    159/499      4.32G    0.01012   0.008999   0.003519         75        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    159/499      4.32G    0.01009   0.009056   0.003518         84        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    159/499      4.32G    0.01009   0.009056   0.003518         84        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    159/499      4.32G    0.01004   0.009028   0.003534         66        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    159/499      4.32G    0.01004   0.009028   0.003534         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    159/499      4.32G    0.01006   0.009039   0.003521         64        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    159/499      4.32G    0.01006   0.009039   0.003521         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    159/499      4.32G    0.01002   0.009073   0.003584         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    159/499      4.32G    0.01002   0.009073   0.003584         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    159/499      4.32G    0.00999   0.009054   0.003583         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    159/499      4.32G    0.00999   0.009054   0.003583         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    159/499      4.32G   0.009974   0.009066   0.003632         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    159/499      4.32G   0.009974   0.009066   0.003632         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    159/499      4.32G   0.009955   0.009006   0.003546         52        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    159/499      4.32G   0.009955   0.009006   0.003546         52        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    159/499      4.32G   0.009936   0.009044   0.003607         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    159/499      4.32G   0.009936   0.009044   0.003607         79        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
    159/499      4.32G    0.00994   0.009013   0.003595         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    159/499      4.32G    0.00994   0.009013   0.003595         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    159/499      4.32G   0.009922   0.008967   0.003644         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    159/499      4.32G   0.009922   0.008967   0.003644         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    159/499      4.32G   0.009906   0.008983   0.003627         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    159/499      4.32G   0.009906   0.008983   0.003627         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    159/499      4.32G   0.009885    0.00894   0.003659         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    159/499      4.32G   0.009885    0.00894   0.003659         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    159/499      4.32G   0.009872   0.008922   0.003628         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    159/499      4.32G   0.009872   0.008922   0.003628         68        640:  28%|##7       | 47/168 [00:08<00:23,  5.22it/s]
    159/499      4.32G   0.009896   0.008919   0.003628         64        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    159/499      4.32G   0.009896   0.008919   0.003628         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    159/499      4.32G   0.009892   0.008907   0.003575         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    159/499      4.32G   0.009892   0.008907   0.003575         59        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
    159/499      4.32G   0.009885    0.00888   0.003537         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.12it/s]
    159/499      4.32G   0.009885    0.00888   0.003537         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
    159/499      4.32G   0.009865   0.008901   0.003562         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
    159/499      4.32G   0.009865   0.008901   0.003562         79        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    159/499      4.32G   0.009815   0.008869    0.00358         63        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    159/499      4.32G   0.009815   0.008869    0.00358         63        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    159/499      4.32G   0.009822   0.008867   0.003588         74        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    159/499      4.32G   0.009822   0.008867   0.003588         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    159/499      4.32G   0.009794   0.008853   0.003641         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    159/499      4.32G   0.009794   0.008853   0.003641         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    159/499      4.32G   0.009819   0.008852   0.003591         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    159/499      4.32G   0.009819   0.008852   0.003591         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    159/499      4.32G   0.009811   0.008833   0.003633         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    159/499      4.32G   0.009811   0.008833   0.003633         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    159/499      4.32G   0.009809    0.00888   0.003621         87        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    159/499      4.32G   0.009809    0.00888   0.003621         87        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    159/499      4.32G   0.009814   0.008866    0.00365         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.30it/s]
    159/499      4.32G   0.009814   0.008866    0.00365         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    159/499      4.32G   0.009831   0.008888   0.003645         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    159/499      4.32G   0.009831   0.008888   0.003645         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    159/499      4.32G    0.00984   0.008971   0.003628         86        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    159/499      4.32G    0.00984   0.008971   0.003628         86        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    159/499      4.32G   0.009818   0.008973   0.003584         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    159/499      4.32G   0.009818   0.008973   0.003584         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    159/499      4.32G   0.009816   0.009019   0.003631         87        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    159/499      4.32G   0.009816   0.009019   0.003631         87        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    159/499      4.32G   0.009806   0.009015   0.003596         67        640:  37%|###6      | 62/168 [00:12<00:20,  5.24it/s]
    159/499      4.32G   0.009806   0.009015   0.003596         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    159/499      4.32G   0.009784   0.008999   0.003566         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    159/499      4.32G   0.009784   0.008999   0.003566         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    159/499      4.32G   0.009777   0.008988   0.003621         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    159/499      4.32G   0.009777   0.008988   0.003621         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    159/499      4.32G   0.009792   0.008958   0.003618         47        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    159/499      4.32G   0.009792   0.008958   0.003618         47        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    159/499      4.32G   0.009777   0.008974   0.003634         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    159/499      4.32G   0.009777   0.008974   0.003634         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    159/499      4.32G   0.009772   0.008958   0.003655         57        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    159/499      4.32G   0.009772   0.008958   0.003655         57        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    159/499      4.32G   0.009769   0.008951   0.003646         76        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    159/499      4.32G   0.009769   0.008951   0.003646         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    159/499      4.32G   0.009772   0.008961   0.003649         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    159/499      4.32G   0.009772   0.008961   0.003649         83        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    159/499      4.32G   0.009772   0.008956   0.003641         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    159/499      4.32G   0.009772   0.008956   0.003641         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    159/499      4.32G   0.009796   0.008941   0.003634         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    159/499      4.32G   0.009796   0.008941   0.003634         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    159/499      4.32G   0.009786   0.008937   0.003625         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    159/499      4.32G   0.009786   0.008937   0.003625         70        640:  43%|####3     | 73/168 [00:13<00:18,  5.14it/s]
    159/499      4.32G    0.00979   0.008948   0.003644         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    159/499      4.32G    0.00979   0.008948   0.003644         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    159/499      4.32G   0.009792    0.00893   0.003668         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    159/499      4.32G   0.009792    0.00893   0.003668         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    159/499      4.32G   0.009766   0.008919    0.00367         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    159/499      4.32G   0.009766   0.008919    0.00367         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    159/499      4.32G    0.00975   0.008928   0.003669         91        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    159/499      4.32G    0.00975   0.008928   0.003669         91        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    159/499      4.32G   0.009729   0.008908   0.003645         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    159/499      4.32G   0.009729   0.008908   0.003645         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
    159/499      4.32G   0.009712   0.008908   0.003617         69        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
    159/499      4.32G   0.009712   0.008908   0.003617         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    159/499      4.32G   0.009705   0.008904   0.003642         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    159/499      4.32G   0.009705   0.008904   0.003642         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    159/499      4.32G   0.009729   0.008915   0.003629         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    159/499      4.32G   0.009729   0.008915   0.003629         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    159/499      4.32G   0.009758   0.008921   0.003614         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    159/499      4.32G   0.009758   0.008921   0.003614         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    159/499      4.32G   0.009747   0.008914   0.003604         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    159/499      4.32G   0.009747   0.008914   0.003604         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    159/499      4.32G   0.009752   0.008905   0.003673         53        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    159/499      4.32G   0.009752   0.008905   0.003673         53        640:  50%|#####     | 84/168 [00:15<00:15,  5.28it/s]
    159/499      4.32G   0.009746   0.008933   0.003683         83        640:  50%|#####     | 84/168 [00:16<00:15,  5.28it/s]
    159/499      4.32G   0.009746   0.008933   0.003683         83        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    159/499      4.32G   0.009738   0.008935   0.003679         68        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    159/499      4.32G   0.009738   0.008935   0.003679         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    159/499      4.32G   0.009734   0.008938   0.003698         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.23it/s]
    159/499      4.32G   0.009734   0.008938   0.003698         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    159/499      4.32G   0.009735   0.008923   0.003683         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    159/499      4.32G   0.009735   0.008923   0.003683         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    159/499      4.32G   0.009734   0.008914   0.003677         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    159/499      4.32G   0.009734   0.008914   0.003677         54        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    159/499      4.32G   0.009731   0.008902    0.00366         66        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    159/499      4.32G   0.009731   0.008902    0.00366         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    159/499      4.32G    0.00973   0.008895   0.003659         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    159/499      4.32G    0.00973   0.008895   0.003659         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    159/499      4.32G   0.009716   0.008889   0.003642         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    159/499      4.32G   0.009716   0.008889   0.003642         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    159/499      4.32G   0.009724   0.008867   0.003627         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    159/499      4.32G   0.009724   0.008867   0.003627         62        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    159/499      4.32G   0.009721   0.008874    0.00362         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    159/499      4.32G   0.009721   0.008874    0.00362         73        640:  56%|#####5    | 94/168 [00:17<00:14,  5.12it/s]
    159/499      4.32G   0.009715   0.008848   0.003678         57        640:  56%|#####5    | 94/168 [00:18<00:14,  5.12it/s]
    159/499      4.32G   0.009715   0.008848   0.003678         57        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
    159/499      4.32G   0.009714   0.008836   0.003656         62        640:  57%|#####6    | 95/168 [00:18<00:14,  5.15it/s]
    159/499      4.32G   0.009714   0.008836   0.003656         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.26it/s]
    159/499      4.32G     0.0097   0.008834   0.003649         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.26it/s]
    159/499      4.32G     0.0097   0.008834   0.003649         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    159/499      4.32G   0.009697   0.008834   0.003648         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    159/499      4.32G   0.009697   0.008834   0.003648         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    159/499      4.32G   0.009702   0.008831   0.003642         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    159/499      4.32G   0.009702   0.008831   0.003642         73        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    159/499      4.32G   0.009692   0.008843   0.003663         76        640:  59%|#####8    | 99/168 [00:19<00:12,  5.32it/s]
    159/499      4.32G   0.009692   0.008843   0.003663         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    159/499      4.32G   0.009694   0.008848   0.003658         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    159/499      4.32G   0.009694   0.008848   0.003658         78        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    159/499      4.32G   0.009689   0.008842   0.003643         65        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    159/499      4.32G   0.009689   0.008842   0.003643         65        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    159/499      4.32G   0.009692   0.008858    0.00364         80        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    159/499      4.32G   0.009692   0.008858    0.00364         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    159/499      4.32G   0.009682   0.008856    0.00363         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    159/499      4.32G   0.009682   0.008856    0.00363         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    159/499      4.32G   0.009682   0.008888   0.003623         89        640:  62%|######1   | 104/168 [00:20<00:12,  5.30it/s]
    159/499      4.32G   0.009682   0.008888   0.003623         89        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    159/499      4.32G   0.009694   0.008891    0.00363         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    159/499      4.32G   0.009694   0.008891    0.00363         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    159/499      4.32G   0.009684   0.008876   0.003608         54        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    159/499      4.32G   0.009684   0.008876   0.003608         54        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    159/499      4.32G   0.009686   0.008874   0.003603         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    159/499      4.32G   0.009686   0.008874   0.003603         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    159/499      4.32G   0.009678   0.008864   0.003591         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    159/499      4.32G   0.009678   0.008864   0.003591         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.11it/s]
    159/499      4.32G   0.009686   0.008876   0.003585         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.11it/s]
    159/499      4.32G   0.009686   0.008876   0.003585         66        640:  65%|######5   | 110/168 [00:20<00:11,  5.15it/s]
    159/499      4.32G   0.009685   0.008862   0.003577         64        640:  65%|######5   | 110/168 [00:21<00:11,  5.15it/s]
    159/499      4.32G   0.009685   0.008862   0.003577         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    159/499      4.32G   0.009671   0.008859   0.003576         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    159/499      4.32G   0.009671   0.008859   0.003576         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    159/499      4.32G   0.009677   0.008866   0.003593         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    159/499      4.32G   0.009677   0.008866   0.003593         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    159/499      4.32G    0.00968   0.008878    0.00361         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    159/499      4.32G    0.00968   0.008878    0.00361         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    159/499      4.32G    0.00969   0.008898   0.003601         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    159/499      4.32G    0.00969   0.008898   0.003601         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    159/499      4.32G   0.009689   0.008901   0.003608         85        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    159/499      4.32G   0.009689   0.008901   0.003608         85        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    159/499      4.32G   0.009675   0.008898   0.003615         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    159/499      4.32G   0.009675   0.008898   0.003615         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    159/499      4.32G   0.009664   0.008906   0.003602         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.29it/s]
    159/499      4.32G   0.009664   0.008906   0.003602         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    159/499      4.32G   0.009647   0.008901   0.003613         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    159/499      4.32G   0.009647   0.008901   0.003613         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    159/499      4.32G   0.009654   0.008908   0.003621         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    159/499      4.32G   0.009654   0.008908   0.003621         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    159/499      4.32G    0.00966    0.00891   0.003621         72        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
    159/499      4.32G    0.00966    0.00891   0.003621         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    159/499      4.32G   0.009663   0.008912   0.003638         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    159/499      4.32G   0.009663   0.008912   0.003638         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    159/499      4.32G   0.009661   0.008914   0.003616         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    159/499      4.32G   0.009661   0.008914   0.003616         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    159/499      4.32G   0.009666     0.0089   0.003617         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    159/499      4.32G   0.009666     0.0089   0.003617         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    159/499      4.32G   0.009656   0.008891   0.003605         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    159/499      4.32G   0.009656   0.008891   0.003605         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
    159/499      4.32G   0.009662   0.008886    0.00363         63        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
    159/499      4.32G   0.009662   0.008886    0.00363         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    159/499      4.32G   0.009657   0.008898   0.003624         84        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    159/499      4.32G   0.009657   0.008898   0.003624         84        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
    159/499      4.32G   0.009659   0.008894   0.003638         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.15it/s]
    159/499      4.32G   0.009659   0.008894   0.003638         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    159/499      4.32G   0.009658   0.008882   0.003633         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    159/499      4.32G   0.009658   0.008882   0.003633         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    159/499      4.32G   0.009648   0.008888   0.003642         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.33it/s]
    159/499      4.32G   0.009648   0.008888   0.003642         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
    159/499      4.32G   0.009636   0.008909   0.003646        102        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
    159/499      4.32G   0.009636   0.008909   0.003646        102        640:  78%|#######7  | 131/168 [00:24<00:07,  5.21it/s]
    159/499      4.32G   0.009628   0.008906   0.003649         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    159/499      4.32G   0.009628   0.008906   0.003649         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    159/499      4.32G   0.009621   0.008899   0.003642         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    159/499      4.32G   0.009621   0.008899   0.003642         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    159/499      4.32G   0.009608    0.00889   0.003625         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    159/499      4.32G   0.009608    0.00889   0.003625         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    159/499      4.32G   0.009613   0.008892   0.003621         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    159/499      4.32G   0.009613   0.008892   0.003621         78        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    159/499      4.32G   0.009616   0.008897   0.003629         75        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    159/499      4.32G   0.009616   0.008897   0.003629         75        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    159/499      4.32G   0.009608   0.008887   0.003613         57        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    159/499      4.32G   0.009608   0.008887   0.003613         57        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    159/499      4.32G   0.009603   0.008883   0.003598         66        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    159/499      4.32G   0.009603   0.008883   0.003598         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    159/499      4.32G    0.00959   0.008863   0.003602         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    159/499      4.32G    0.00959   0.008863   0.003602         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    159/499      4.32G   0.009579   0.008866   0.003607         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    159/499      4.32G   0.009579   0.008866   0.003607         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    159/499      4.32G   0.009571   0.008862   0.003595         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    159/499      4.32G   0.009571   0.008862   0.003595         57        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    159/499      4.32G    0.00957   0.008862    0.00359         78        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    159/499      4.32G    0.00957   0.008862    0.00359         78        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    159/499      4.32G    0.00957   0.008866   0.003578         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    159/499      4.32G    0.00957   0.008866   0.003578         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    159/499      4.32G    0.00957   0.008861   0.003573         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    159/499      4.32G    0.00957   0.008861   0.003573         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    159/499      4.32G   0.009574   0.008872   0.003581         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    159/499      4.32G   0.009574   0.008872   0.003581         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    159/499      4.32G   0.009567   0.008868   0.003582         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    159/499      4.32G   0.009567   0.008868   0.003582         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    159/499      4.32G   0.009579   0.008871    0.00362         63        640:  87%|########6 | 146/168 [00:28<00:04,  5.27it/s]
    159/499      4.32G   0.009579   0.008871    0.00362         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    159/499      4.32G   0.009573   0.008858    0.00362         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    159/499      4.32G   0.009573   0.008858    0.00362         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    159/499      4.32G   0.009583   0.008868   0.003624         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    159/499      4.32G   0.009583   0.008868   0.003624         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
    159/499      4.32G   0.009583    0.00886   0.003626         62        640:  89%|########8 | 149/168 [00:28<00:03,  5.20it/s]
    159/499      4.32G   0.009583    0.00886   0.003626         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    159/499      4.32G   0.009582   0.008856   0.003622         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    159/499      4.32G   0.009582   0.008856   0.003622         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    159/499      4.32G   0.009583   0.008863   0.003617         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    159/499      4.32G   0.009583   0.008863   0.003617         79        640:  90%|######### | 152/168 [00:28<00:03,  5.24it/s]
    159/499      4.32G   0.009591   0.008868   0.003617         80        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    159/499      4.32G   0.009591   0.008868   0.003617         80        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    159/499      4.32G   0.009588   0.008861   0.003614         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    159/499      4.32G   0.009588   0.008861   0.003614         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    159/499      4.32G   0.009587   0.008873   0.003602         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    159/499      4.32G   0.009587   0.008873   0.003602         85        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    159/499      4.32G   0.009597   0.008884   0.003592         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    159/499      4.32G   0.009597   0.008884   0.003592         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.23it/s]
    159/499      4.32G   0.009599   0.008874   0.003587         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.23it/s]
    159/499      4.32G   0.009599   0.008874   0.003587         54        640:  93%|#########3| 157/168 [00:29<00:02,  5.12it/s]
    159/499      4.32G     0.0096   0.008879   0.003584         79        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    159/499      4.32G     0.0096   0.008879   0.003584         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    159/499      4.32G     0.0096   0.008869   0.003569         53        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    159/499      4.32G     0.0096   0.008869   0.003569         53        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    159/499      4.32G   0.009599   0.008856   0.003551         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    159/499      4.32G   0.009599   0.008856   0.003551         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    159/499      4.32G   0.009592   0.008855   0.003539         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    159/499      4.32G   0.009592   0.008855   0.003539         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    159/499      4.32G   0.009585   0.008858   0.003548         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    159/499      4.32G   0.009585   0.008858   0.003548         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    159/499      4.32G   0.009583   0.008861   0.003558         79        640:  96%|#########6| 162/168 [00:31<00:01,  5.30it/s]
    159/499      4.32G   0.009583   0.008861   0.003558         79        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    159/499      4.32G   0.009579   0.008866   0.003565         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    159/499      4.32G   0.009579   0.008866   0.003565         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    159/499      4.32G   0.009575    0.00886   0.003571         79        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    159/499      4.32G   0.009575    0.00886   0.003571         79        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    159/499      4.32G   0.009577   0.008862   0.003582         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    159/499      4.32G   0.009577   0.008862   0.003582         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    159/499      4.32G   0.009577   0.008865    0.00357         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    159/499      4.32G   0.009577   0.008865    0.00357         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    159/499      4.32G   0.009568   0.008868   0.003563         33        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    159/499      4.32G   0.009568   0.008868   0.003563         33        640: 100%|##########| 168/168 [00:32<00:00,  5.44it/s]
    159/499      4.32G   0.009568   0.008868   0.003563         33        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.37it/s]
                   all        132        263      0.817      0.835      0.853      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    160/499      4.32G   0.009247   0.008371    0.00334         75        640:   0%|          | 0/168 [00:00<?, ?it/s]
    160/499      4.32G   0.009247   0.008371    0.00334         75        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    160/499      4.32G   0.008899   0.009028   0.003873         72        640:   1%|          | 1/168 [00:00<00:34,  4.86it/s]
    160/499      4.32G   0.008899   0.009028   0.003873         72        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    160/499      4.32G   0.009442   0.008751   0.003644         60        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    160/499      4.32G   0.009442   0.008751   0.003644         60        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
    160/499      4.32G   0.009533    0.00878    0.00375         82        640:   2%|1         | 3/168 [00:00<00:31,  5.27it/s]
    160/499      4.32G   0.009533    0.00878    0.00375         82        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    160/499      4.32G    0.01014   0.009077   0.004458         65        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    160/499      4.32G    0.01014   0.009077   0.004458         65        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
    160/499      4.32G    0.01001   0.008851   0.004111         56        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
    160/499      4.32G    0.01001   0.008851   0.004111         56        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
    160/499      4.32G     0.0101   0.008807   0.004006         64        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
    160/499      4.32G     0.0101   0.008807   0.004006         64        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    160/499      4.32G   0.009919   0.008884   0.004014         70        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    160/499      4.32G   0.009919   0.008884   0.004014         70        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    160/499      4.32G    0.00981   0.008655   0.003901         59        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    160/499      4.32G    0.00981   0.008655   0.003901         59        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    160/499      4.32G   0.009743   0.008665   0.003725         75        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    160/499      4.32G   0.009743   0.008665   0.003725         75        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    160/499      4.32G   0.009607   0.008693    0.00353         67        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    160/499      4.32G   0.009607   0.008693    0.00353         67        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    160/499      4.32G   0.009579   0.008837   0.003522         81        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    160/499      4.32G   0.009579   0.008837   0.003522         81        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    160/499      4.32G   0.009554   0.008877    0.00347         69        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    160/499      4.32G   0.009554   0.008877    0.00347         69        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    160/499      4.32G   0.009512   0.009011   0.003614         88        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    160/499      4.32G   0.009512   0.009011   0.003614         88        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    160/499      4.32G   0.009658   0.008883   0.003684         54        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    160/499      4.32G   0.009658   0.008883   0.003684         54        640:   9%|8         | 15/168 [00:02<00:29,  5.24it/s]
    160/499      4.32G   0.009707   0.008826   0.003592         61        640:   9%|8         | 15/168 [00:03<00:29,  5.24it/s]
    160/499      4.32G   0.009707   0.008826   0.003592         61        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    160/499      4.32G   0.009652   0.008756   0.003677         66        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    160/499      4.32G   0.009652   0.008756   0.003677         66        640:  10%|#         | 17/168 [00:03<00:29,  5.19it/s]
    160/499      4.32G   0.009617   0.008785    0.00355         73        640:  10%|#         | 17/168 [00:03<00:29,  5.19it/s]
    160/499      4.32G   0.009617   0.008785    0.00355         73        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    160/499      4.32G    0.00963   0.008756   0.003589         68        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    160/499      4.32G    0.00963   0.008756   0.003589         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    160/499      4.32G   0.009644   0.008891   0.003534         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    160/499      4.32G   0.009644   0.008891   0.003534         82        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    160/499      4.32G    0.00959   0.008902   0.003601         61        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    160/499      4.32G    0.00959   0.008902   0.003601         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    160/499      4.32G   0.009566   0.008883   0.003581         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    160/499      4.32G   0.009566   0.008883   0.003581         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    160/499      4.32G   0.009567   0.008881   0.003526         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    160/499      4.32G   0.009567   0.008881   0.003526         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    160/499      4.32G   0.009628    0.00879   0.003506         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    160/499      4.32G   0.009628    0.00879   0.003506         59        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    160/499      4.32G   0.009609    0.00876   0.003534         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    160/499      4.32G   0.009609    0.00876   0.003534         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.11it/s]
    160/499      4.32G   0.009586   0.008779    0.00348         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.11it/s]
    160/499      4.32G   0.009586   0.008779    0.00348         63        640:  15%|#5        | 26/168 [00:04<00:27,  5.21it/s]
    160/499      4.32G   0.009574   0.008676   0.003409         43        640:  15%|#5        | 26/168 [00:05<00:27,  5.21it/s]
    160/499      4.32G   0.009574   0.008676   0.003409         43        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    160/499      4.32G   0.009525   0.008616   0.003388         52        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    160/499      4.32G   0.009525   0.008616   0.003388         52        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    160/499      4.32G   0.009487   0.008607   0.003468         82        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    160/499      4.32G   0.009487   0.008607   0.003468         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    160/499      4.32G   0.009482   0.008622    0.00345         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    160/499      4.32G   0.009482   0.008622    0.00345         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    160/499      4.32G   0.009542   0.008653   0.003496         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    160/499      4.32G   0.009542   0.008653   0.003496         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    160/499      4.32G   0.009525   0.008722   0.003436         78        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    160/499      4.32G   0.009525   0.008722   0.003436         78        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    160/499      4.32G   0.009552   0.008786   0.003406         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    160/499      4.32G   0.009552   0.008786   0.003406         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    160/499      4.32G   0.009529   0.008784   0.003352         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    160/499      4.32G   0.009529   0.008784   0.003352         67        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    160/499      4.32G   0.009541   0.008778   0.003377         68        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    160/499      4.32G   0.009541   0.008778   0.003377         68        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    160/499      4.32G   0.009493   0.008705   0.003391         61        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    160/499      4.32G   0.009493   0.008705   0.003391         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    160/499      4.32G   0.009497   0.008675   0.003335         49        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    160/499      4.32G   0.009497   0.008675   0.003335         49        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    160/499      4.32G     0.0095   0.008646   0.003349         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    160/499      4.32G     0.0095   0.008646   0.003349         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    160/499      4.32G   0.009481   0.008613   0.003313         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    160/499      4.32G   0.009481   0.008613   0.003313         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    160/499      4.32G    0.00946   0.008676   0.003308         85        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    160/499      4.32G    0.00946   0.008676   0.003308         85        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    160/499      4.32G   0.009447   0.008653    0.00334         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    160/499      4.32G   0.009447   0.008653    0.00334         53        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    160/499      4.32G   0.009408   0.008632   0.003354         73        640:  24%|##4       | 41/168 [00:08<00:24,  5.25it/s]
    160/499      4.32G   0.009408   0.008632   0.003354         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
    160/499      4.32G   0.009403   0.008649   0.003358         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
    160/499      4.32G   0.009403   0.008649   0.003358         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    160/499      4.32G   0.009444   0.008615   0.003322         50        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    160/499      4.32G   0.009444   0.008615   0.003322         50        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    160/499      4.32G   0.009453   0.008643   0.003308         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    160/499      4.32G   0.009453   0.008643   0.003308         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    160/499      4.32G   0.009425   0.008614   0.003316         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    160/499      4.32G   0.009425   0.008614   0.003316         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    160/499      4.32G   0.009399   0.008603   0.003337         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    160/499      4.32G   0.009399   0.008603   0.003337         61        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    160/499      4.32G   0.009417   0.008612   0.003316         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    160/499      4.32G   0.009417   0.008612   0.003316         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    160/499      4.32G   0.009415   0.008617     0.0033         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    160/499      4.32G   0.009415   0.008617     0.0033         77        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    160/499      4.32G   0.009428   0.008611   0.003242         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    160/499      4.32G   0.009428   0.008611   0.003242         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    160/499      4.32G   0.009465   0.008639   0.003292         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    160/499      4.32G   0.009465   0.008639   0.003292         75        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    160/499      4.32G    0.00948   0.008621   0.003293         58        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    160/499      4.32G    0.00948   0.008621   0.003293         58        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
    160/499      4.32G    0.00945   0.008617   0.003307         74        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    160/499      4.32G    0.00945   0.008617   0.003307         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    160/499      4.32G   0.009441   0.008609   0.003294         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    160/499      4.32G   0.009441   0.008609   0.003294         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    160/499      4.32G   0.009431   0.008625    0.00326         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    160/499      4.32G   0.009431   0.008625    0.00326         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    160/499      4.32G   0.009449   0.008637   0.003244         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    160/499      4.32G   0.009449   0.008637   0.003244         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    160/499      4.32G   0.009472   0.008616   0.003245         52        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    160/499      4.32G   0.009472   0.008616   0.003245         52        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    160/499      4.32G   0.009438   0.008615   0.003253         64        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    160/499      4.32G   0.009438   0.008615   0.003253         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    160/499      4.32G   0.009458   0.008633   0.003275         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    160/499      4.32G   0.009458   0.008633   0.003275         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    160/499      4.32G    0.00946   0.008666   0.003282         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    160/499      4.32G    0.00946   0.008666   0.003282         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    160/499      4.32G   0.009438    0.00865   0.003329         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    160/499      4.32G   0.009438    0.00865   0.003329         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    160/499      4.32G   0.009429   0.008667   0.003307         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    160/499      4.32G   0.009429   0.008667   0.003307         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    160/499      4.32G   0.009484   0.008704   0.003334         79        640:  37%|###6      | 62/168 [00:12<00:20,  5.29it/s]
    160/499      4.32G   0.009484   0.008704   0.003334         79        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    160/499      4.32G   0.009498   0.008711   0.003316         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    160/499      4.32G   0.009498   0.008711   0.003316         74        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    160/499      4.32G   0.009484   0.008727   0.003309         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    160/499      4.32G   0.009484   0.008727   0.003309         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    160/499      4.32G   0.009482   0.008736   0.003303         81        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    160/499      4.32G   0.009482   0.008736   0.003303         81        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    160/499      4.32G   0.009461   0.008733   0.003319         65        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    160/499      4.32G   0.009461   0.008733   0.003319         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    160/499      4.32G   0.009447   0.008715   0.003284         57        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    160/499      4.32G   0.009447   0.008715   0.003284         57        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
    160/499      4.32G   0.009432   0.008701   0.003264         62        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
    160/499      4.32G   0.009432   0.008701   0.003264         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    160/499      4.32G   0.009434   0.008732   0.003253         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    160/499      4.32G   0.009434   0.008732   0.003253         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    160/499      4.32G   0.009436   0.008756   0.003247         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    160/499      4.32G   0.009436   0.008756   0.003247         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    160/499      4.32G   0.009432   0.008786   0.003238         86        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    160/499      4.32G   0.009432   0.008786   0.003238         86        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    160/499      4.32G   0.009408    0.00876   0.003221         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    160/499      4.32G   0.009408    0.00876   0.003221         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    160/499      4.32G   0.009397   0.008725   0.003196         58        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
    160/499      4.32G   0.009397   0.008725   0.003196         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    160/499      4.32G   0.009385   0.008701   0.003184         55        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    160/499      4.32G   0.009385   0.008701   0.003184         55        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    160/499      4.32G   0.009374   0.008683   0.003212         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    160/499      4.32G   0.009374   0.008683   0.003212         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    160/499      4.32G   0.009363   0.008666   0.003174         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    160/499      4.32G   0.009363   0.008666   0.003174         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    160/499      4.32G   0.009363   0.008672   0.003178         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    160/499      4.32G   0.009363   0.008672   0.003178         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    160/499      4.32G   0.009354   0.008696   0.003171         82        640:  46%|####6     | 78/168 [00:15<00:16,  5.38it/s]
    160/499      4.32G   0.009354   0.008696   0.003171         82        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    160/499      4.32G   0.009348   0.008716   0.003176         70        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    160/499      4.32G   0.009348   0.008716   0.003176         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    160/499      4.32G   0.009356   0.008724   0.003171         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    160/499      4.32G   0.009356   0.008724   0.003171         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.40it/s]
    160/499      4.32G   0.009378    0.00874   0.003166         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.40it/s]
    160/499      4.32G   0.009378    0.00874   0.003166         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    160/499      4.32G   0.009387   0.008752   0.003181         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    160/499      4.32G   0.009387   0.008752   0.003181         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
    160/499      4.32G   0.009382   0.008763   0.003208         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
    160/499      4.32G   0.009382   0.008763   0.003208         75        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    160/499      4.32G   0.009375   0.008749   0.003207         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    160/499      4.32G   0.009375   0.008749   0.003207         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    160/499      4.32G   0.009389   0.008759   0.003207         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    160/499      4.32G   0.009389   0.008759   0.003207         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    160/499      4.32G   0.009407   0.008754   0.003211         53        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    160/499      4.32G   0.009407   0.008754   0.003211         53        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    160/499      4.32G   0.009427   0.008752   0.003211         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    160/499      4.32G   0.009427   0.008752   0.003211         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    160/499      4.32G   0.009418   0.008742   0.003203         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    160/499      4.32G   0.009418   0.008742   0.003203         71        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
    160/499      4.32G   0.009444   0.008721   0.003226         51        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    160/499      4.32G   0.009444   0.008721   0.003226         51        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    160/499      4.32G   0.009449   0.008729    0.00322         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    160/499      4.32G   0.009449   0.008729    0.00322         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    160/499      4.32G   0.009432   0.008734    0.00325         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    160/499      4.32G   0.009432   0.008734    0.00325         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    160/499      4.32G   0.009451   0.008738    0.00323         55        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    160/499      4.32G   0.009451   0.008738    0.00323         55        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    160/499      4.32G   0.009443   0.008724   0.003232         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    160/499      4.32G   0.009443   0.008724   0.003232         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    160/499      4.32G    0.00943   0.008712   0.003251         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
    160/499      4.32G    0.00943   0.008712   0.003251         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    160/499      4.32G   0.009422     0.0087    0.00325         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    160/499      4.32G   0.009422     0.0087    0.00325         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    160/499      4.32G    0.00942   0.008711   0.003279         85        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    160/499      4.32G    0.00942   0.008711   0.003279         85        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    160/499      4.32G   0.009414   0.008701   0.003302         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    160/499      4.32G   0.009414   0.008701   0.003302         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    160/499      4.32G   0.009427   0.008692   0.003328         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    160/499      4.32G   0.009427   0.008692   0.003328         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    160/499      4.32G   0.009423   0.008682   0.003317         60        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
    160/499      4.32G   0.009423   0.008682   0.003317         60        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    160/499      4.32G   0.009414    0.00868   0.003319         81        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    160/499      4.32G   0.009414    0.00868   0.003319         81        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    160/499      4.32G   0.009418   0.008677   0.003305         60        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    160/499      4.32G   0.009418   0.008677   0.003305         60        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    160/499      4.32G   0.009403   0.008661   0.003283         56        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    160/499      4.32G   0.009403   0.008661   0.003283         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    160/499      4.32G   0.009402   0.008673   0.003322         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    160/499      4.32G   0.009402   0.008673   0.003322         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    160/499      4.32G   0.009422   0.008673   0.003314         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    160/499      4.32G   0.009422   0.008673   0.003314         54        640:  62%|######2   | 105/168 [00:19<00:11,  5.33it/s]
    160/499      4.32G   0.009436   0.008666   0.003308         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    160/499      4.32G   0.009436   0.008666   0.003308         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    160/499      4.32G    0.00943   0.008686   0.003316         89        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    160/499      4.32G    0.00943   0.008686   0.003316         89        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    160/499      4.32G   0.009418   0.008688   0.003318         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    160/499      4.32G   0.009418   0.008688   0.003318         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    160/499      4.32G   0.009403   0.008663   0.003306         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    160/499      4.32G   0.009403   0.008663   0.003306         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    160/499      4.32G    0.00939   0.008642   0.003361         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    160/499      4.32G    0.00939   0.008642   0.003361         57        640:  65%|######5   | 110/168 [00:20<00:10,  5.35it/s]
    160/499      4.32G   0.009393   0.008641   0.003348         62        640:  65%|######5   | 110/168 [00:21<00:10,  5.35it/s]
    160/499      4.32G   0.009393   0.008641   0.003348         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    160/499      4.32G   0.009388   0.008635   0.003347         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    160/499      4.32G   0.009388   0.008635   0.003347         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    160/499      4.32G   0.009381   0.008629   0.003323         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    160/499      4.32G   0.009381   0.008629   0.003323         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    160/499      4.32G   0.009389   0.008654   0.003326         89        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    160/499      4.32G   0.009389   0.008654   0.003326         89        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    160/499      4.32G   0.009399   0.008656   0.003304         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    160/499      4.32G   0.009399   0.008656   0.003304         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    160/499      4.32G   0.009404   0.008645   0.003309         52        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
    160/499      4.32G   0.009404   0.008645   0.003309         52        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    160/499      4.32G   0.009393   0.008634   0.003304         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    160/499      4.32G   0.009393   0.008634   0.003304         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    160/499      4.32G   0.009387   0.008641   0.003319         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    160/499      4.32G   0.009387   0.008641   0.003319         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    160/499      4.32G   0.009373   0.008636   0.003321         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    160/499      4.32G   0.009373   0.008636   0.003321         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    160/499      4.32G   0.009374   0.008627   0.003324         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    160/499      4.32G   0.009374   0.008627   0.003324         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    160/499      4.32G   0.009367   0.008615   0.003325         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    160/499      4.32G   0.009367   0.008615   0.003325         62        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    160/499      4.32G   0.009371   0.008612   0.003337         68        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    160/499      4.32G   0.009371   0.008612   0.003337         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    160/499      4.32G   0.009372   0.008614   0.003316         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    160/499      4.32G   0.009372   0.008614   0.003316         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
    160/499      4.32G   0.009363   0.008608    0.00333         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
    160/499      4.32G   0.009363   0.008608    0.00333         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    160/499      4.32G   0.009351    0.00859   0.003309         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    160/499      4.32G   0.009351    0.00859   0.003309         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
    160/499      4.32G   0.009349   0.008589   0.003346         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
    160/499      4.32G   0.009349   0.008589   0.003346         71        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    160/499      4.32G   0.009356   0.008582   0.003348         50        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    160/499      4.32G   0.009356   0.008582   0.003348         50        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    160/499      4.32G   0.009359   0.008594   0.003333         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    160/499      4.32G   0.009359   0.008594   0.003333         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    160/499      4.32G   0.009358   0.008596   0.003339         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    160/499      4.32G   0.009358   0.008596   0.003339         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    160/499      4.32G   0.009364   0.008599   0.003343         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    160/499      4.32G   0.009364   0.008599   0.003343         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    160/499      4.32G   0.009362   0.008605   0.003344         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    160/499      4.32G   0.009362   0.008605   0.003344         78        640:  78%|#######7  | 131/168 [00:24<00:07,  5.21it/s]
    160/499      4.32G   0.009353   0.008607   0.003328         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    160/499      4.32G   0.009353   0.008607   0.003328         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    160/499      4.32G   0.009355   0.008611   0.003314         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    160/499      4.32G   0.009355   0.008611   0.003314         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
    160/499      4.32G   0.009354   0.008615   0.003306         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
    160/499      4.32G   0.009354   0.008615   0.003306         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    160/499      4.32G   0.009354   0.008638   0.003307         88        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    160/499      4.32G   0.009354   0.008638   0.003307         88        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    160/499      4.32G   0.009345   0.008632   0.003307         67        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    160/499      4.32G   0.009345   0.008632   0.003307         67        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
    160/499      4.32G   0.009364   0.008658   0.003303         83        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    160/499      4.32G   0.009364   0.008658   0.003303         83        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    160/499      4.32G   0.009357   0.008663   0.003308         81        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    160/499      4.32G   0.009357   0.008663   0.003308         81        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    160/499      4.32G   0.009356   0.008657   0.003287         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    160/499      4.32G   0.009356   0.008657   0.003287         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    160/499      4.32G   0.009361    0.00865   0.003279         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    160/499      4.32G   0.009361    0.00865   0.003279         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    160/499      4.32G   0.009364    0.00866   0.003297         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    160/499      4.32G   0.009364    0.00866   0.003297         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    160/499      4.32G   0.009372   0.008658   0.003307         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    160/499      4.32G   0.009372   0.008658   0.003307         61        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    160/499      4.32G   0.009373   0.008664     0.0033         70        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    160/499      4.32G   0.009373   0.008664     0.0033         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    160/499      4.32G    0.00938    0.00866   0.003314         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    160/499      4.32G    0.00938    0.00866   0.003314         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    160/499      4.32G   0.009375   0.008654   0.003347         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    160/499      4.32G   0.009375   0.008654   0.003347         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    160/499      4.32G   0.009371   0.008667   0.003349         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    160/499      4.32G   0.009371   0.008667   0.003349         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    160/499      4.32G   0.009369   0.008659   0.003364         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    160/499      4.32G   0.009369   0.008659   0.003364         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    160/499      4.32G   0.009369    0.00866   0.003351         67        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    160/499      4.32G   0.009369    0.00866   0.003351         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    160/499      4.32G   0.009363   0.008663   0.003343         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    160/499      4.32G   0.009363   0.008663   0.003343         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    160/499      4.32G   0.009351   0.008659   0.003346         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    160/499      4.32G   0.009351   0.008659   0.003346         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    160/499      4.32G   0.009348   0.008651   0.003335         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    160/499      4.32G   0.009348   0.008651   0.003335         57        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    160/499      4.32G   0.009338   0.008635   0.003329         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    160/499      4.32G   0.009338   0.008635   0.003329         68        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    160/499      4.32G   0.009329   0.008647   0.003326         91        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    160/499      4.32G   0.009329   0.008647   0.003326         91        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    160/499      4.32G   0.009335   0.008652   0.003319         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    160/499      4.32G   0.009335   0.008652   0.003319         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    160/499      4.32G   0.009328   0.008649   0.003313         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    160/499      4.32G   0.009328   0.008649   0.003313         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    160/499      4.32G   0.009321   0.008642   0.003306         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    160/499      4.32G   0.009321   0.008642   0.003306         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    160/499      4.32G   0.009322   0.008653   0.003298         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    160/499      4.32G   0.009322   0.008653   0.003298         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    160/499      4.32G   0.009316   0.008642   0.003313         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    160/499      4.32G   0.009316   0.008642   0.003313         61        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    160/499      4.32G   0.009316   0.008638   0.003314         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    160/499      4.32G   0.009316   0.008638   0.003314         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    160/499      4.32G   0.009315   0.008627   0.003294         52        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    160/499      4.32G   0.009315   0.008627   0.003294         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    160/499      4.32G   0.009314   0.008636   0.003295         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    160/499      4.32G   0.009314   0.008636   0.003295         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    160/499      4.32G   0.009324    0.00864   0.003326         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    160/499      4.32G   0.009324    0.00864   0.003326         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    160/499      4.32G   0.009322    0.00863   0.003309         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    160/499      4.32G   0.009322    0.00863   0.003309         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    160/499      4.32G   0.009309   0.008609   0.003331         50        640:  97%|#########7| 163/168 [00:31<00:00,  5.25it/s]
    160/499      4.32G   0.009309   0.008609   0.003331         50        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
    160/499      4.32G   0.009308   0.008612   0.003355         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
    160/499      4.32G   0.009308   0.008612   0.003355         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    160/499      4.32G   0.009308    0.00861   0.003346         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    160/499      4.32G   0.009308    0.00861   0.003346         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    160/499      4.32G   0.009315   0.008613   0.003369         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    160/499      4.32G   0.009315   0.008613   0.003369         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    160/499      4.32G   0.009311   0.008613    0.00339         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    160/499      4.32G   0.009311   0.008613    0.00339         35        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    160/499      4.32G   0.009311   0.008613    0.00339         35        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.792      0.898      0.859      0.767

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    161/499      4.32G   0.009337   0.007885   0.003224         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
    161/499      4.32G   0.009337   0.007885   0.003224         65        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    161/499      4.32G   0.009868    0.00804   0.004348         67        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    161/499      4.32G   0.009868    0.00804   0.004348         67        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
    161/499      4.32G    0.01017   0.008426   0.003861         64        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
    161/499      4.32G    0.01017   0.008426   0.003861         64        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    161/499      4.32G   0.009884   0.008189   0.003172         64        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    161/499      4.32G   0.009884   0.008189   0.003172         64        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    161/499      4.32G   0.009665   0.008103   0.003215         68        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    161/499      4.32G   0.009665   0.008103   0.003215         68        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    161/499      4.32G   0.009452   0.008283   0.003288         80        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    161/499      4.32G   0.009452   0.008283   0.003288         80        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    161/499      4.32G   0.009482   0.008522   0.003375         75        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    161/499      4.32G   0.009482   0.008522   0.003375         75        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    161/499      4.32G   0.009475   0.008344    0.00342         55        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    161/499      4.32G   0.009475   0.008344    0.00342         55        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    161/499      4.32G   0.009365   0.008301   0.003308         53        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    161/499      4.32G   0.009365   0.008301   0.003308         53        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    161/499      4.32G   0.009293   0.008193   0.003108         63        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    161/499      4.32G   0.009293   0.008193   0.003108         63        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    161/499      4.32G   0.009229   0.008163   0.003118         70        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    161/499      4.32G   0.009229   0.008163   0.003118         70        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    161/499      4.32G   0.009165   0.008165   0.003115         78        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    161/499      4.32G   0.009165   0.008165   0.003115         78        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    161/499      4.32G   0.009107   0.008025    0.00307         52        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    161/499      4.32G   0.009107   0.008025    0.00307         52        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    161/499      4.32G   0.009094    0.00812   0.003066         73        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    161/499      4.32G   0.009094    0.00812   0.003066         73        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    161/499      4.32G   0.009191   0.008227   0.002988         62        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    161/499      4.32G   0.009191   0.008227   0.002988         62        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    161/499      4.32G   0.009258   0.008261   0.003153         72        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    161/499      4.32G   0.009258   0.008261   0.003153         72        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    161/499      4.32G   0.009328   0.008201    0.00318         64        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    161/499      4.32G   0.009328   0.008201    0.00318         64        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    161/499      4.32G   0.009316   0.008199   0.003172         67        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    161/499      4.32G   0.009316   0.008199   0.003172         67        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    161/499      4.32G   0.009222   0.008172   0.003243         69        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    161/499      4.32G   0.009222   0.008172   0.003243         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    161/499      4.32G   0.009236   0.008181    0.00321         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    161/499      4.32G   0.009236   0.008181    0.00321         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    161/499      4.32G   0.009194   0.008231     0.0032         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    161/499      4.32G   0.009194   0.008231     0.0032         77        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    161/499      4.32G   0.009167   0.008219   0.003289         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    161/499      4.32G   0.009167   0.008219   0.003289         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    161/499      4.32G    0.00916   0.008308   0.003268         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    161/499      4.32G    0.00916   0.008308   0.003268         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    161/499      4.32G   0.009223   0.008373   0.003189         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    161/499      4.32G   0.009223   0.008373   0.003189         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    161/499      4.32G   0.009252     0.0084   0.003252         82        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    161/499      4.32G   0.009252     0.0084   0.003252         82        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    161/499      4.32G   0.009277   0.008502   0.003224         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    161/499      4.32G   0.009277   0.008502   0.003224         70        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    161/499      4.32G   0.009283   0.008521   0.003175         74        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    161/499      4.32G   0.009283   0.008521   0.003175         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    161/499      4.32G   0.009272   0.008514   0.003197         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    161/499      4.32G   0.009272   0.008514   0.003197         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    161/499      4.32G   0.009255   0.008503    0.00327         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    161/499      4.32G   0.009255   0.008503    0.00327         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    161/499      4.32G   0.009274   0.008492   0.003264         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    161/499      4.32G   0.009274   0.008492   0.003264         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    161/499      4.32G   0.009249   0.008489   0.003231         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    161/499      4.32G   0.009249   0.008489   0.003231         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    161/499      4.32G   0.009271   0.008524   0.003384         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    161/499      4.32G   0.009271   0.008524   0.003384         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    161/499      4.32G   0.009275   0.008513   0.003379         58        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    161/499      4.32G   0.009275   0.008513   0.003379         58        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    161/499      4.32G   0.009265   0.008523   0.003391         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    161/499      4.32G   0.009265   0.008523   0.003391         60        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    161/499      4.32G   0.009252   0.008492   0.003446         67        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    161/499      4.32G   0.009252   0.008492   0.003446         67        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    161/499      4.32G   0.009231   0.008488    0.00343         82        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    161/499      4.32G   0.009231   0.008488    0.00343         82        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
    161/499      4.32G   0.009275   0.008532   0.003379         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.40it/s]
    161/499      4.32G   0.009275   0.008532   0.003379         66        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    161/499      4.32G   0.009284   0.008518   0.003415         69        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    161/499      4.32G   0.009284   0.008518   0.003415         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
    161/499      4.32G   0.009247   0.008509   0.003405         50        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
    161/499      4.32G   0.009247   0.008509   0.003405         50        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    161/499      4.32G   0.009276   0.008577   0.003412         77        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    161/499      4.32G   0.009276   0.008577   0.003412         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.27it/s]
    161/499      4.32G   0.009263   0.008566    0.00341         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.27it/s]
    161/499      4.32G   0.009263   0.008566    0.00341         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.35it/s]
    161/499      4.32G   0.009256   0.008551   0.003392         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.35it/s]
    161/499      4.32G   0.009256   0.008551   0.003392         72        640:  25%|##5       | 42/168 [00:07<00:23,  5.41it/s]
    161/499      4.32G   0.009245   0.008578   0.003366         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.41it/s]
    161/499      4.32G   0.009245   0.008578   0.003366         69        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    161/499      4.32G   0.009256   0.008586   0.003383         80        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    161/499      4.32G   0.009256   0.008586   0.003383         80        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    161/499      4.32G   0.009249   0.008571   0.003472         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    161/499      4.32G   0.009249   0.008571   0.003472         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    161/499      4.32G   0.009275     0.0086   0.003445         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    161/499      4.32G   0.009275     0.0086   0.003445         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    161/499      4.32G   0.009298   0.008632   0.003399         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    161/499      4.32G   0.009298   0.008632   0.003399         79        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
    161/499      4.32G   0.009334   0.008594    0.00337         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
    161/499      4.32G   0.009334   0.008594    0.00337         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.41it/s]
    161/499      4.32G   0.009372   0.008579   0.003344         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.41it/s]
    161/499      4.32G   0.009372   0.008579   0.003344         56        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    161/499      4.32G   0.009379   0.008592   0.003348         76        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    161/499      4.32G   0.009379   0.008592   0.003348         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    161/499      4.32G   0.009426   0.008606   0.003373         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    161/499      4.32G   0.009426   0.008606   0.003373         66        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    161/499      4.32G   0.009415   0.008622   0.003355         83        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    161/499      4.32G   0.009415   0.008622   0.003355         83        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
    161/499      4.32G   0.009435   0.008674   0.003378         75        640:  31%|###       | 52/168 [00:10<00:22,  5.26it/s]
    161/499      4.32G   0.009435   0.008674   0.003378         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    161/499      4.32G   0.009446   0.008701   0.003388         83        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    161/499      4.32G   0.009446   0.008701   0.003388         83        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    161/499      4.32G   0.009421   0.008687   0.003397         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    161/499      4.32G   0.009421   0.008687   0.003397         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    161/499      4.32G   0.009415    0.00868   0.003392         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    161/499      4.32G   0.009415    0.00868   0.003392         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    161/499      4.32G   0.009411   0.008673   0.003374         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    161/499      4.32G   0.009411   0.008673   0.003374         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    161/499      4.32G   0.009393   0.008677   0.003423         74        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    161/499      4.32G   0.009393   0.008677   0.003423         74        640:  35%|###4      | 58/168 [00:10<00:21,  5.15it/s]
    161/499      4.32G   0.009382    0.00869   0.003387         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    161/499      4.32G   0.009382    0.00869   0.003387         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    161/499      4.32G   0.009364   0.008667   0.003374         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    161/499      4.32G   0.009364   0.008667   0.003374         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    161/499      4.32G   0.009361   0.008673   0.003379         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    161/499      4.32G   0.009361   0.008673   0.003379         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    161/499      4.32G    0.00936   0.008655   0.003424         51        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    161/499      4.32G    0.00936   0.008655   0.003424         51        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    161/499      4.32G   0.009376   0.008702   0.003432         74        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    161/499      4.32G   0.009376   0.008702   0.003432         74        640:  38%|###7      | 63/168 [00:11<00:19,  5.27it/s]
    161/499      4.32G   0.009374   0.008716   0.003547         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    161/499      4.32G   0.009374   0.008716   0.003547         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    161/499      4.32G   0.009373   0.008712   0.003546         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    161/499      4.32G   0.009373   0.008712   0.003546         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    161/499      4.32G   0.009379   0.008744   0.003558         82        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    161/499      4.32G   0.009379   0.008744   0.003558         82        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    161/499      4.32G   0.009357   0.008724   0.003527         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    161/499      4.32G   0.009357   0.008724   0.003527         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    161/499      4.32G   0.009365   0.008729   0.003543         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    161/499      4.32G   0.009365   0.008729   0.003543         64        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    161/499      4.32G   0.009357   0.008735   0.003568         70        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    161/499      4.32G   0.009357   0.008735   0.003568         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    161/499      4.32G   0.009337   0.008723   0.003571         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    161/499      4.32G   0.009337   0.008723   0.003571         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    161/499      4.32G   0.009331   0.008714   0.003568         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    161/499      4.32G   0.009331   0.008714   0.003568         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    161/499      4.32G    0.00932   0.008699   0.003569         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    161/499      4.32G    0.00932   0.008699   0.003569         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    161/499      4.32G   0.009337   0.008679   0.003553         47        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    161/499      4.32G   0.009337   0.008679   0.003553         47        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    161/499      4.32G   0.009349   0.008664   0.003558         52        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    161/499      4.32G   0.009349   0.008664   0.003558         52        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    161/499      4.32G   0.009357   0.008646   0.003541         55        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    161/499      4.32G   0.009357   0.008646   0.003541         55        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    161/499      4.32G   0.009353   0.008658   0.003534         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    161/499      4.32G   0.009353   0.008658   0.003534         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    161/499      4.32G   0.009347   0.008661   0.003535         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    161/499      4.32G   0.009347   0.008661   0.003535         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    161/499      4.32G   0.009365   0.008667    0.00351         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    161/499      4.32G   0.009365   0.008667    0.00351         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    161/499      4.32G   0.009389   0.008673   0.003488         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    161/499      4.32G   0.009389   0.008673   0.003488         60        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    161/499      4.32G    0.00938   0.008723   0.003486        100        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    161/499      4.32G    0.00938   0.008723   0.003486        100        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    161/499      4.32G   0.009379   0.008737   0.003477         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    161/499      4.32G   0.009379   0.008737   0.003477         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    161/499      4.32G   0.009378   0.008738   0.003441         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    161/499      4.32G   0.009378   0.008738   0.003441         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
    161/499      4.32G   0.009371   0.008749   0.003438         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.27it/s]
    161/499      4.32G   0.009371   0.008749   0.003438         77        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
    161/499      4.32G   0.009366   0.008738   0.003429         69        640:  49%|####9     | 83/168 [00:15<00:15,  5.35it/s]
    161/499      4.32G   0.009366   0.008738   0.003429         69        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    161/499      4.32G   0.009377   0.008734   0.003428         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    161/499      4.32G   0.009377   0.008734   0.003428         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    161/499      4.32G   0.009384   0.008734   0.003429         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    161/499      4.32G   0.009384   0.008734   0.003429         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    161/499      4.32G   0.009378   0.008722   0.003461         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    161/499      4.32G   0.009378   0.008722   0.003461         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    161/499      4.32G    0.00937    0.00872   0.003449         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    161/499      4.32G    0.00937    0.00872   0.003449         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    161/499      4.32G   0.009366   0.008712   0.003452         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    161/499      4.32G   0.009366   0.008712   0.003452         56        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    161/499      4.32G   0.009386   0.008722   0.003428         66        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    161/499      4.32G   0.009386   0.008722   0.003428         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    161/499      4.32G   0.009398   0.008706   0.003415         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    161/499      4.32G   0.009398   0.008706   0.003415         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    161/499      4.32G   0.009385   0.008684   0.003423         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    161/499      4.32G   0.009385   0.008684   0.003423         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    161/499      4.32G   0.009409    0.00867   0.003388         53        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    161/499      4.32G   0.009409    0.00867   0.003388         53        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    161/499      4.32G   0.009425   0.008676   0.003373         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    161/499      4.32G   0.009425   0.008676   0.003373         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    161/499      4.32G   0.009415    0.00868    0.00339         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    161/499      4.32G   0.009415    0.00868    0.00339         80        640:  57%|#####6    | 95/168 [00:17<00:13,  5.28it/s]
    161/499      4.32G   0.009415   0.008651   0.003382         46        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    161/499      4.32G   0.009415   0.008651   0.003382         46        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    161/499      4.32G   0.009427   0.008653   0.003416         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    161/499      4.32G   0.009427   0.008653   0.003416         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    161/499      4.32G    0.00943    0.00867   0.003402         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    161/499      4.32G    0.00943    0.00867   0.003402         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    161/499      4.32G   0.009459   0.008679   0.003406         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    161/499      4.32G   0.009459   0.008679   0.003406         66        640:  59%|#####8    | 99/168 [00:18<00:13,  5.24it/s]
    161/499      4.32G    0.00947   0.008679   0.003383         60        640:  59%|#####8    | 99/168 [00:18<00:13,  5.24it/s]
    161/499      4.32G    0.00947   0.008679   0.003383         60        640:  60%|#####9    | 100/168 [00:18<00:13,  5.10it/s]
    161/499      4.32G   0.009461   0.008701    0.00337         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.10it/s]
    161/499      4.32G   0.009461   0.008701    0.00337         76        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    161/499      4.32G   0.009442   0.008679   0.003378         73        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    161/499      4.32G   0.009442   0.008679   0.003378         73        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    161/499      4.32G   0.009445    0.00868   0.003375         68        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    161/499      4.32G   0.009445    0.00868   0.003375         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    161/499      4.32G   0.009464   0.008689    0.00339         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    161/499      4.32G   0.009464   0.008689    0.00339         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    161/499      4.32G   0.009462   0.008678    0.00339         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    161/499      4.32G   0.009462   0.008678    0.00339         67        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    161/499      4.32G   0.009451   0.008673   0.003413         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    161/499      4.32G   0.009451   0.008673   0.003413         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    161/499      4.32G   0.009448   0.008691   0.003404         79        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    161/499      4.32G   0.009448   0.008691   0.003404         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    161/499      4.32G    0.00944    0.00867   0.003389         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    161/499      4.32G    0.00944    0.00867   0.003389         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    161/499      4.32G   0.009438   0.008666   0.003407         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    161/499      4.32G   0.009438   0.008666   0.003407         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    161/499      4.32G   0.009427   0.008656   0.003409         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    161/499      4.32G   0.009427   0.008656   0.003409         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    161/499      4.32G   0.009419   0.008641   0.003435         70        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    161/499      4.32G   0.009419   0.008641   0.003435         70        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    161/499      4.32G   0.009425   0.008654   0.003427         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    161/499      4.32G   0.009425   0.008654   0.003427         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    161/499      4.32G   0.009432   0.008645   0.003456         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    161/499      4.32G   0.009432   0.008645   0.003456         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    161/499      4.32G   0.009439   0.008645   0.003445         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    161/499      4.32G   0.009439   0.008645   0.003445         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    161/499      4.32G   0.009436    0.00865   0.003443         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    161/499      4.32G   0.009436    0.00865   0.003443         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    161/499      4.32G   0.009424   0.008638   0.003452         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    161/499      4.32G   0.009424   0.008638   0.003452         70        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    161/499      4.32G   0.009425    0.00862   0.003455         60        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    161/499      4.32G   0.009425    0.00862   0.003455         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    161/499      4.32G   0.009428   0.008614   0.003438         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    161/499      4.32G   0.009428   0.008614   0.003438         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    161/499      4.32G   0.009426   0.008622   0.003415         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    161/499      4.32G   0.009426   0.008622   0.003415         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    161/499      4.32G   0.009435   0.008631   0.003431         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    161/499      4.32G   0.009435   0.008631   0.003431         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    161/499      4.32G   0.009431   0.008627   0.003426         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    161/499      4.32G   0.009431   0.008627   0.003426         70        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    161/499      4.32G   0.009417   0.008621   0.003426         57        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    161/499      4.32G   0.009417   0.008621   0.003426         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    161/499      4.32G   0.009405   0.008609   0.003433         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    161/499      4.32G   0.009405   0.008609   0.003433         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    161/499      4.32G   0.009397   0.008589   0.003432         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    161/499      4.32G   0.009397   0.008589   0.003432         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    161/499      4.32G   0.009393   0.008593   0.003437         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    161/499      4.32G   0.009393   0.008593   0.003437         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    161/499      4.32G   0.009375   0.008606   0.003462         87        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    161/499      4.32G   0.009375   0.008606   0.003462         87        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    161/499      4.32G   0.009365   0.008611   0.003459         84        640:  75%|#######5  | 126/168 [00:24<00:07,  5.38it/s]
    161/499      4.32G   0.009365   0.008611   0.003459         84        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    161/499      4.32G   0.009363   0.008607    0.00349         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    161/499      4.32G   0.009363   0.008607    0.00349         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    161/499      4.32G   0.009376   0.008623     0.0035         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    161/499      4.32G   0.009376   0.008623     0.0035         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    161/499      4.32G   0.009373   0.008622   0.003526         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    161/499      4.32G   0.009373   0.008622   0.003526         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    161/499      4.32G   0.009388   0.008623   0.003554         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    161/499      4.32G   0.009388   0.008623   0.003554         64        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    161/499      4.32G   0.009398   0.008628   0.003548         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    161/499      4.32G   0.009398   0.008628   0.003548         73        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    161/499      4.32G   0.009394   0.008615   0.003551         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    161/499      4.32G   0.009394   0.008615   0.003551         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    161/499      4.32G   0.009386   0.008608   0.003553         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    161/499      4.32G   0.009386   0.008608   0.003553         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.34it/s]
    161/499      4.32G   0.009391   0.008613   0.003572         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.34it/s]
    161/499      4.32G   0.009391   0.008613   0.003572         73        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
    161/499      4.32G   0.009391   0.008611   0.003579         65        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
    161/499      4.32G   0.009391   0.008611   0.003579         65        640:  81%|########  | 136/168 [00:25<00:06,  5.26it/s]
    161/499      4.32G   0.009389   0.008603   0.003573         66        640:  81%|########  | 136/168 [00:25<00:06,  5.26it/s]
    161/499      4.32G   0.009389   0.008603   0.003573         66        640:  82%|########1 | 137/168 [00:25<00:05,  5.34it/s]
    161/499      4.32G   0.009377   0.008586   0.003559         52        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
    161/499      4.32G   0.009377   0.008586   0.003559         52        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
    161/499      4.32G   0.009389   0.008579   0.003564         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
    161/499      4.32G   0.009389   0.008579   0.003564         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    161/499      4.32G   0.009382   0.008564    0.00355         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    161/499      4.32G   0.009382   0.008564    0.00355         52        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    161/499      4.32G   0.009391    0.00858   0.003551         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    161/499      4.32G   0.009391    0.00858   0.003551         74        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    161/499      4.32G   0.009398   0.008591   0.003548         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    161/499      4.32G   0.009398   0.008591   0.003548         77        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
    161/499      4.32G   0.009385   0.008591   0.003537         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    161/499      4.32G   0.009385   0.008591   0.003537         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    161/499      4.32G   0.009382   0.008586   0.003532         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    161/499      4.32G   0.009382   0.008586   0.003532         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    161/499      4.32G   0.009382   0.008579   0.003524         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    161/499      4.32G   0.009382   0.008579   0.003524         56        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    161/499      4.32G   0.009389   0.008589   0.003543         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    161/499      4.32G   0.009389   0.008589   0.003543         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    161/499      4.32G   0.009393   0.008605   0.003528         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    161/499      4.32G   0.009393   0.008605   0.003528         75        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    161/499      4.32G   0.009391   0.008597   0.003542         61        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    161/499      4.32G   0.009391   0.008597   0.003542         61        640:  88%|########8 | 148/168 [00:27<00:03,  5.17it/s]
    161/499      4.32G     0.0094   0.008598   0.003536         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    161/499      4.32G     0.0094   0.008598   0.003536         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    161/499      4.32G    0.00939   0.008585   0.003533         55        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    161/499      4.32G    0.00939   0.008585   0.003533         55        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    161/499      4.32G   0.009389    0.00859   0.003536         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    161/499      4.32G   0.009389    0.00859   0.003536         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    161/499      4.32G   0.009384   0.008573   0.003534         54        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    161/499      4.32G   0.009384   0.008573   0.003534         54        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
    161/499      4.32G    0.00939   0.008565   0.003524         66        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
    161/499      4.32G    0.00939   0.008565   0.003524         66        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
    161/499      4.32G    0.00938    0.00855   0.003535         51        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    161/499      4.32G    0.00938    0.00855   0.003535         51        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    161/499      4.32G   0.009381   0.008536   0.003529         51        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    161/499      4.32G   0.009381   0.008536   0.003529         51        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    161/499      4.32G   0.009384   0.008533   0.003519         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    161/499      4.32G   0.009384   0.008533   0.003519         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    161/499      4.32G   0.009378   0.008529    0.00351         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    161/499      4.32G   0.009378   0.008529    0.00351         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
    161/499      4.32G   0.009393   0.008524   0.003512         56        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
    161/499      4.32G   0.009393   0.008524   0.003512         56        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    161/499      4.32G   0.009389   0.008528   0.003519         78        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    161/499      4.32G   0.009389   0.008528   0.003519         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    161/499      4.32G   0.009391   0.008542   0.003519         89        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    161/499      4.32G   0.009391   0.008542   0.003519         89        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    161/499      4.32G    0.00939   0.008536   0.003526         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    161/499      4.32G    0.00939   0.008536   0.003526         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    161/499      4.32G    0.00939   0.008531   0.003528         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    161/499      4.32G    0.00939   0.008531   0.003528         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    161/499      4.32G    0.00939    0.00853   0.003538         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    161/499      4.32G    0.00939    0.00853   0.003538         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    161/499      4.32G   0.009386   0.008525   0.003535         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
    161/499      4.32G   0.009386   0.008525   0.003535         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    161/499      4.32G   0.009387   0.008515   0.003557         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    161/499      4.32G   0.009387   0.008515   0.003557         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
    161/499      4.32G   0.009387   0.008506   0.003574         45        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
    161/499      4.32G   0.009387   0.008506   0.003574         45        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    161/499      4.32G    0.00938   0.008521   0.003589         90        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    161/499      4.32G    0.00938   0.008521   0.003589         90        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    161/499      4.32G   0.009387   0.008517   0.003584         29        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    161/499      4.32G   0.009387   0.008517   0.003584         29        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
    161/499      4.32G   0.009387   0.008517   0.003584         29        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.868      0.882      0.898      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    162/499      4.32G   0.008475   0.009784   0.004756         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
    162/499      4.32G   0.008475   0.009784   0.004756         72        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    162/499      4.32G   0.009436    0.01054   0.003413         72        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    162/499      4.32G   0.009436    0.01054   0.003413         72        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    162/499      4.32G   0.009375   0.009653   0.004042         64        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    162/499      4.32G   0.009375   0.009653   0.004042         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    162/499      4.32G   0.009643   0.009475   0.003703         73        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    162/499      4.32G   0.009643   0.009475   0.003703         73        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    162/499      4.32G   0.009656    0.00963   0.003692         70        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    162/499      4.32G   0.009656    0.00963   0.003692         70        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    162/499      4.32G   0.009579   0.009285   0.003483         59        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    162/499      4.32G   0.009579   0.009285   0.003483         59        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    162/499      4.32G   0.009658   0.009359   0.003408         64        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    162/499      4.32G   0.009658   0.009359   0.003408         64        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    162/499      4.32G   0.009626   0.009198   0.003673         65        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    162/499      4.32G   0.009626   0.009198   0.003673         65        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
    162/499      4.32G   0.009673   0.009142   0.003542         63        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
    162/499      4.32G   0.009673   0.009142   0.003542         63        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    162/499      4.32G   0.009657   0.008838   0.003803         49        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    162/499      4.32G   0.009657   0.008838   0.003803         49        640:   6%|5         | 10/168 [00:01<00:30,  5.24it/s]
    162/499      4.32G   0.009654   0.008655   0.003743         55        640:   6%|5         | 10/168 [00:02<00:30,  5.24it/s]
    162/499      4.32G   0.009654   0.008655   0.003743         55        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    162/499      4.32G   0.009617   0.008804   0.003739         84        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    162/499      4.32G   0.009617   0.008804   0.003739         84        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    162/499      4.32G   0.009643   0.008771   0.003928         76        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    162/499      4.32G   0.009643   0.008771   0.003928         76        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    162/499      4.32G   0.009725   0.008718   0.003779         60        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    162/499      4.32G   0.009725   0.008718   0.003779         60        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    162/499      4.32G   0.009732    0.00879   0.003632         79        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    162/499      4.32G   0.009732    0.00879   0.003632         79        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    162/499      4.32G   0.009672   0.008851   0.003805         82        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    162/499      4.32G   0.009672   0.008851   0.003805         82        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    162/499      4.32G   0.009758   0.008923   0.003826         72        640:  10%|9         | 16/168 [00:03<00:29,  5.24it/s]
    162/499      4.32G   0.009758   0.008923   0.003826         72        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    162/499      4.32G   0.009845   0.008869   0.003801         57        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    162/499      4.32G   0.009845   0.008869   0.003801         57        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    162/499      4.32G   0.009962   0.008963   0.003654         68        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    162/499      4.32G   0.009962   0.008963   0.003654         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    162/499      4.32G   0.009929   0.008965   0.003525         75        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    162/499      4.32G   0.009929   0.008965   0.003525         75        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    162/499      4.32G   0.009939   0.008819   0.003546         54        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    162/499      4.32G   0.009939   0.008819   0.003546         54        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    162/499      4.32G   0.009992   0.008797    0.00344         58        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    162/499      4.32G   0.009992   0.008797    0.00344         58        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    162/499      4.32G       0.01   0.008754   0.003427         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    162/499      4.32G       0.01   0.008754   0.003427         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    162/499      4.32G    0.01007   0.008723   0.003417         58        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    162/499      4.32G    0.01007   0.008723   0.003417         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    162/499      4.32G    0.01008   0.008747   0.003366         55        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    162/499      4.32G    0.01008   0.008747   0.003366         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    162/499      4.32G    0.01008    0.00871    0.00341         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    162/499      4.32G    0.01008    0.00871    0.00341         58        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
    162/499      4.32G    0.01004   0.008675   0.003327         68        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
    162/499      4.32G    0.01004   0.008675   0.003327         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    162/499      4.32G    0.01005   0.008626   0.003409         53        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    162/499      4.32G    0.01005   0.008626   0.003409         53        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    162/499      4.32G    0.01007   0.008645     0.0034         73        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    162/499      4.32G    0.01007   0.008645     0.0034         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    162/499      4.32G    0.01006   0.008643   0.003354         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    162/499      4.32G    0.01006   0.008643   0.003354         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    162/499      4.32G   0.009973   0.008606   0.003343         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    162/499      4.32G   0.009973   0.008606   0.003343         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    162/499      4.32G    0.01004   0.008674   0.003477         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    162/499      4.32G    0.01004   0.008674   0.003477         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    162/499      4.32G    0.01005   0.008689   0.003522         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    162/499      4.32G    0.01005   0.008689   0.003522         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    162/499      4.32G   0.009993   0.008652   0.003528         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    162/499      4.32G   0.009993   0.008652   0.003528         74        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
    162/499      4.32G   0.009964   0.008611   0.003438         62        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
    162/499      4.32G   0.009964   0.008611   0.003438         62        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    162/499      4.32G   0.009923   0.008603   0.003477         73        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    162/499      4.32G   0.009923   0.008603   0.003477         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    162/499      4.32G    0.00992   0.008637   0.003478         68        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    162/499      4.32G    0.00992   0.008637   0.003478         68        640:  22%|##2       | 37/168 [00:06<00:24,  5.25it/s]
    162/499      4.32G   0.009939   0.008665   0.003471         68        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    162/499      4.32G   0.009939   0.008665   0.003471         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
    162/499      4.32G   0.009947   0.008709   0.003511         76        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
    162/499      4.32G   0.009947   0.008709   0.003511         76        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    162/499      4.32G   0.009975   0.008724    0.00351         75        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    162/499      4.32G   0.009975   0.008724    0.00351         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
    162/499      4.32G   0.009936   0.008693    0.00351         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.25it/s]
    162/499      4.32G   0.009936   0.008693    0.00351         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
    162/499      4.32G   0.009961   0.008713   0.003485         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.34it/s]
    162/499      4.32G   0.009961   0.008713   0.003485         72        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
    162/499      4.32G   0.009988   0.008764   0.003483         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
    162/499      4.32G   0.009988   0.008764   0.003483         73        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    162/499      4.32G    0.01001   0.008793   0.003493         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    162/499      4.32G    0.01001   0.008793   0.003493         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    162/499      4.32G    0.01004   0.008798   0.003492         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    162/499      4.32G    0.01004   0.008798   0.003492         56        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    162/499      4.32G       0.01   0.008794   0.003473         64        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    162/499      4.32G       0.01   0.008794   0.003473         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.28it/s]
    162/499      4.32G   0.009996   0.008742   0.003484         48        640:  27%|##7       | 46/168 [00:08<00:23,  5.28it/s]
    162/499      4.32G   0.009996   0.008742   0.003484         48        640:  28%|##7       | 47/168 [00:08<00:22,  5.37it/s]
    162/499      4.32G   0.009969   0.008737   0.003463         78        640:  28%|##7       | 47/168 [00:09<00:22,  5.37it/s]
    162/499      4.32G   0.009969   0.008737   0.003463         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.43it/s]
    162/499      4.32G    0.01001   0.008737   0.003553         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.43it/s]
    162/499      4.32G    0.01001   0.008737   0.003553         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.27it/s]
    162/499      4.32G   0.009992   0.008688   0.003527         55        640:  29%|##9       | 49/168 [00:09<00:22,  5.27it/s]
    162/499      4.32G   0.009992   0.008688   0.003527         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    162/499      4.32G   0.009995   0.008708   0.003509         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    162/499      4.32G   0.009995   0.008708   0.003509         71        640:  30%|###       | 51/168 [00:09<00:21,  5.42it/s]
    162/499      4.32G    0.00998   0.008714   0.003482         65        640:  30%|###       | 51/168 [00:09<00:21,  5.42it/s]
    162/499      4.32G    0.00998   0.008714   0.003482         65        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
    162/499      4.32G   0.009969    0.00869   0.003473         69        640:  31%|###       | 52/168 [00:09<00:22,  5.25it/s]
    162/499      4.32G   0.009969    0.00869   0.003473         69        640:  32%|###1      | 53/168 [00:09<00:21,  5.33it/s]
    162/499      4.32G   0.009971    0.00872   0.003479         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.33it/s]
    162/499      4.32G   0.009971    0.00872   0.003479         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
    162/499      4.32G   0.009934   0.008704   0.003472         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.39it/s]
    162/499      4.32G   0.009934   0.008704   0.003472         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.26it/s]
    162/499      4.32G   0.009919   0.008685     0.0035         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.26it/s]
    162/499      4.32G   0.009919   0.008685     0.0035         68        640:  33%|###3      | 56/168 [00:10<00:20,  5.36it/s]
    162/499      4.32G   0.009938    0.00871   0.003477         70        640:  33%|###3      | 56/168 [00:10<00:20,  5.36it/s]
    162/499      4.32G   0.009938    0.00871   0.003477         70        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    162/499      4.32G   0.009914   0.008716   0.003482         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    162/499      4.32G   0.009914   0.008716   0.003482         76        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
    162/499      4.32G   0.009942   0.008713    0.00352         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    162/499      4.32G   0.009942   0.008713    0.00352         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    162/499      4.32G   0.009903   0.008712   0.003517         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    162/499      4.32G   0.009903   0.008712   0.003517         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    162/499      4.32G   0.009911    0.00868   0.003493         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    162/499      4.32G   0.009911    0.00868   0.003493         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    162/499      4.32G   0.009909   0.008657   0.003487         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    162/499      4.32G   0.009909   0.008657   0.003487         55        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    162/499      4.32G   0.009904   0.008636   0.003478         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    162/499      4.32G   0.009904   0.008636   0.003478         61        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
    162/499      4.32G   0.009893   0.008626    0.00347         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
    162/499      4.32G   0.009893   0.008626    0.00347         66        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    162/499      4.32G    0.00986   0.008631    0.00348         70        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    162/499      4.32G    0.00986   0.008631    0.00348         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    162/499      4.32G   0.009842    0.00862   0.003484         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    162/499      4.32G   0.009842    0.00862   0.003484         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    162/499      4.32G   0.009849   0.008611   0.003506         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    162/499      4.32G   0.009849   0.008611   0.003506         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    162/499      4.32G   0.009841   0.008608   0.003513         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    162/499      4.32G   0.009841   0.008608   0.003513         66        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    162/499      4.32G   0.009829   0.008623   0.003543         75        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    162/499      4.32G   0.009829   0.008623   0.003543         75        640:  41%|####1     | 69/168 [00:12<00:18,  5.36it/s]
    162/499      4.32G   0.009831   0.008618   0.003543         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    162/499      4.32G   0.009831   0.008618   0.003543         55        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    162/499      4.32G   0.009808     0.0086   0.003506         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    162/499      4.32G   0.009808     0.0086   0.003506         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    162/499      4.32G   0.009786   0.008592   0.003524         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    162/499      4.32G   0.009786   0.008592   0.003524         73        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    162/499      4.32G   0.009771    0.00857   0.003512         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    162/499      4.32G   0.009771    0.00857   0.003512         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    162/499      4.32G    0.00977   0.008556    0.00351         63        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    162/499      4.32G    0.00977   0.008556    0.00351         63        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    162/499      4.32G    0.00975   0.008528   0.003525         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    162/499      4.32G    0.00975   0.008528   0.003525         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
    162/499      4.32G   0.009734   0.008526   0.003592         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.42it/s]
    162/499      4.32G   0.009734   0.008526   0.003592         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    162/499      4.32G   0.009716   0.008531   0.003586         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    162/499      4.32G   0.009716   0.008531   0.003586         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    162/499      4.32G   0.009713   0.008569   0.003595         80        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    162/499      4.32G   0.009713   0.008569   0.003595         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    162/499      4.32G   0.009726   0.008559   0.003566         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    162/499      4.32G   0.009726   0.008559   0.003566         57        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
    162/499      4.32G   0.009725   0.008562   0.003527         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    162/499      4.32G   0.009725   0.008562   0.003527         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    162/499      4.32G   0.009727   0.008534   0.003533         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    162/499      4.32G   0.009727   0.008534   0.003533         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    162/499      4.32G    0.00974   0.008578   0.003519         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    162/499      4.32G    0.00974   0.008578   0.003519         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
    162/499      4.32G   0.009748   0.008563   0.003517         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.10it/s]
    162/499      4.32G   0.009748   0.008563   0.003517         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    162/499      4.32G   0.009747   0.008572   0.003517         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    162/499      4.32G   0.009747   0.008572   0.003517         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.31it/s]
    162/499      4.32G   0.009721   0.008548   0.003496         55        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    162/499      4.32G   0.009721   0.008548   0.003496         55        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    162/499      4.32G   0.009739   0.008586   0.003486         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    162/499      4.32G   0.009739   0.008586   0.003486         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    162/499      4.32G   0.009725   0.008577    0.00348         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    162/499      4.32G   0.009725   0.008577    0.00348         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    162/499      4.32G   0.009717    0.00859   0.003496         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    162/499      4.32G   0.009717    0.00859   0.003496         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    162/499      4.32G   0.009719   0.008596   0.003483         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    162/499      4.32G   0.009719   0.008596   0.003483         78        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    162/499      4.32G    0.00972   0.008593   0.003477         58        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    162/499      4.32G    0.00972   0.008593   0.003477         58        640:  54%|#####3    | 90/168 [00:16<00:14,  5.35it/s]
    162/499      4.32G   0.009723   0.008576   0.003478         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    162/499      4.32G   0.009723   0.008576   0.003478         55        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    162/499      4.32G   0.009735   0.008572   0.003446         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    162/499      4.32G   0.009735   0.008572   0.003446         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    162/499      4.32G   0.009726   0.008562   0.003436         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    162/499      4.32G   0.009726   0.008562   0.003436         70        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    162/499      4.32G   0.009724   0.008572   0.003421         82        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    162/499      4.32G   0.009724   0.008572   0.003421         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
    162/499      4.32G   0.009717   0.008578   0.003403         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
    162/499      4.32G   0.009717   0.008578   0.003403         68        640:  57%|#####6    | 95/168 [00:17<00:14,  5.19it/s]
    162/499      4.32G   0.009736   0.008598   0.003414         69        640:  57%|#####6    | 95/168 [00:18<00:14,  5.19it/s]
    162/499      4.32G   0.009736   0.008598   0.003414         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    162/499      4.32G   0.009728   0.008583   0.003422         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    162/499      4.32G   0.009728   0.008583   0.003422         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    162/499      4.32G   0.009712   0.008584   0.003411         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    162/499      4.32G   0.009712   0.008584   0.003411         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    162/499      4.32G   0.009711   0.008596   0.003392         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    162/499      4.32G   0.009711   0.008596   0.003392         69        640:  59%|#####8    | 99/168 [00:18<00:13,  5.31it/s]
    162/499      4.32G   0.009723   0.008602   0.003397         74        640:  59%|#####8    | 99/168 [00:18<00:13,  5.31it/s]
    162/499      4.32G   0.009723   0.008602   0.003397         74        640:  60%|#####9    | 100/168 [00:18<00:13,  5.19it/s]
    162/499      4.32G    0.00972   0.008602   0.003418         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    162/499      4.32G    0.00972   0.008602   0.003418         72        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    162/499      4.32G   0.009734   0.008616   0.003406         80        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    162/499      4.32G   0.009734   0.008616   0.003406         80        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    162/499      4.32G    0.00973    0.00861   0.003382         62        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    162/499      4.32G    0.00973    0.00861   0.003382         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    162/499      4.32G   0.009729   0.008626    0.00338         91        640:  61%|######1   | 103/168 [00:19<00:12,  5.19it/s]
    162/499      4.32G   0.009729   0.008626    0.00338         91        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    162/499      4.32G   0.009715   0.008632   0.003391         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    162/499      4.32G   0.009715   0.008632   0.003391         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    162/499      4.32G   0.009708   0.008618    0.00338         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    162/499      4.32G   0.009708   0.008618    0.00338         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    162/499      4.32G   0.009707   0.008608   0.003367         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    162/499      4.32G   0.009707   0.008608   0.003367         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
    162/499      4.32G   0.009702   0.008618   0.003361         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.34it/s]
    162/499      4.32G   0.009702   0.008618   0.003361         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    162/499      4.32G   0.009703   0.008637   0.003357         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    162/499      4.32G   0.009703   0.008637   0.003357         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    162/499      4.32G   0.009702   0.008651   0.003361         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    162/499      4.32G   0.009702   0.008651   0.003361         72        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    162/499      4.32G   0.009698   0.008642    0.00338         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    162/499      4.32G   0.009698   0.008642    0.00338         65        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    162/499      4.32G   0.009686   0.008667   0.003389         92        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    162/499      4.32G   0.009686   0.008667   0.003389         92        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    162/499      4.32G   0.009675   0.008652   0.003397         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    162/499      4.32G   0.009675   0.008652   0.003397         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    162/499      4.32G   0.009665   0.008649   0.003372         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    162/499      4.32G   0.009665   0.008649   0.003372         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    162/499      4.32G   0.009665   0.008659    0.00338         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    162/499      4.32G   0.009665   0.008659    0.00338         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    162/499      4.32G   0.009662    0.00866   0.003375         59        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    162/499      4.32G   0.009662    0.00866   0.003375         59        640:  69%|######9   | 116/168 [00:21<00:09,  5.27it/s]
    162/499      4.32G   0.009671   0.008672    0.00338         62        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    162/499      4.32G   0.009671   0.008672    0.00338         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    162/499      4.32G   0.009659   0.008662   0.003368         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    162/499      4.32G   0.009659   0.008662   0.003368         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    162/499      4.32G   0.009665   0.008659   0.003364         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    162/499      4.32G   0.009665   0.008659   0.003364         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    162/499      4.32G   0.009653   0.008679   0.003357         83        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    162/499      4.32G   0.009653   0.008679   0.003357         83        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    162/499      4.32G   0.009636   0.008678   0.003351         73        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    162/499      4.32G   0.009636   0.008678   0.003351         73        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    162/499      4.32G   0.009623   0.008671   0.003377         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    162/499      4.32G   0.009623   0.008671   0.003377         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    162/499      4.32G   0.009624   0.008661   0.003418         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    162/499      4.32G   0.009624   0.008661   0.003418         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    162/499      4.32G   0.009609   0.008661   0.003412         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    162/499      4.32G   0.009609   0.008661   0.003412         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    162/499      4.32G   0.009595   0.008665   0.003422         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    162/499      4.32G   0.009595   0.008665   0.003422         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    162/499      4.32G   0.009588   0.008668   0.003432         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    162/499      4.32G   0.009588   0.008668   0.003432         75        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    162/499      4.32G   0.009599   0.008682   0.003439         80        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    162/499      4.32G   0.009599   0.008682   0.003439         80        640:  76%|#######5  | 127/168 [00:23<00:07,  5.24it/s]
    162/499      4.32G     0.0096   0.008703   0.003431         92        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    162/499      4.32G     0.0096   0.008703   0.003431         92        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    162/499      4.32G   0.009594   0.008701   0.003434         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    162/499      4.32G   0.009594   0.008701   0.003434         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    162/499      4.32G   0.009584   0.008685   0.003451         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.40it/s]
    162/499      4.32G   0.009584   0.008685   0.003451         51        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    162/499      4.32G   0.009601   0.008694   0.003433         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    162/499      4.32G   0.009601   0.008694   0.003433         76        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    162/499      4.32G   0.009601     0.0087   0.003435         71        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    162/499      4.32G   0.009601     0.0087   0.003435         71        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    162/499      4.32G   0.009607   0.008707   0.003419         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    162/499      4.32G   0.009607   0.008707   0.003419         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    162/499      4.32G   0.009605   0.008708   0.003421         68        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    162/499      4.32G   0.009605   0.008708   0.003421         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    162/499      4.32G    0.00961   0.008705   0.003452         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    162/499      4.32G    0.00961   0.008705   0.003452         72        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    162/499      4.32G   0.009607   0.008711   0.003454         72        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    162/499      4.32G   0.009607   0.008711   0.003454         72        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    162/499      4.32G   0.009622   0.008701   0.003465         61        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    162/499      4.32G   0.009622   0.008701   0.003465         61        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    162/499      4.32G   0.009605   0.008695   0.003456         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
    162/499      4.32G   0.009605   0.008695   0.003456         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    162/499      4.32G   0.009605   0.008707   0.003461         82        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    162/499      4.32G   0.009605   0.008707   0.003461         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    162/499      4.32G   0.009604   0.008702   0.003468         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    162/499      4.32G   0.009604   0.008702   0.003468         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    162/499      4.32G   0.009605   0.008702   0.003468         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    162/499      4.32G   0.009605   0.008702   0.003468         76        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    162/499      4.32G   0.009607   0.008693   0.003461         57        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    162/499      4.32G   0.009607   0.008693   0.003461         57        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    162/499      4.32G     0.0096   0.008706   0.003472         83        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    162/499      4.32G     0.0096   0.008706   0.003472         83        640:  85%|########5 | 143/168 [00:26<00:04,  5.35it/s]
    162/499      4.32G     0.0096   0.008698   0.003498         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.35it/s]
    162/499      4.32G     0.0096   0.008698   0.003498         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
    162/499      4.32G   0.009593   0.008701   0.003489         79        640:  86%|########5 | 144/168 [00:27<00:04,  5.42it/s]
    162/499      4.32G   0.009593   0.008701   0.003489         79        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    162/499      4.32G   0.009589   0.008704     0.0035         82        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    162/499      4.32G   0.009589   0.008704     0.0035         82        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
    162/499      4.32G   0.009586   0.008715   0.003478         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
    162/499      4.32G   0.009586   0.008715   0.003478         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.42it/s]
    162/499      4.32G   0.009578   0.008705   0.003461         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.42it/s]
    162/499      4.32G   0.009578   0.008705   0.003461         62        640:  88%|########8 | 148/168 [00:27<00:03,  5.26it/s]
    162/499      4.32G   0.009575    0.00872   0.003452         85        640:  88%|########8 | 148/168 [00:28<00:03,  5.26it/s]
    162/499      4.32G   0.009575    0.00872   0.003452         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    162/499      4.32G   0.009578   0.008728   0.003436         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    162/499      4.32G   0.009578   0.008728   0.003436         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    162/499      4.32G   0.009577   0.008732   0.003442         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    162/499      4.32G   0.009577   0.008732   0.003442         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    162/499      4.32G   0.009576   0.008728   0.003429         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    162/499      4.32G   0.009576   0.008728   0.003429         60        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    162/499      4.32G   0.009571   0.008724   0.003434         75        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    162/499      4.32G   0.009571   0.008724   0.003434         75        640:  91%|#########1| 153/168 [00:28<00:02,  5.40it/s]
    162/499      4.32G   0.009571   0.008748   0.003429         85        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    162/499      4.32G   0.009571   0.008748   0.003429         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    162/499      4.32G   0.009562   0.008749   0.003415         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    162/499      4.32G   0.009562   0.008749   0.003415         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    162/499      4.32G   0.009562   0.008759   0.003396         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    162/499      4.32G   0.009562   0.008759   0.003396         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    162/499      4.32G    0.00956   0.008761   0.003394         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    162/499      4.32G    0.00956   0.008761   0.003394         76        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    162/499      4.32G   0.009556   0.008751   0.003389         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    162/499      4.32G   0.009556   0.008751   0.003389         61        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
    162/499      4.32G   0.009546   0.008757   0.003394         81        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
    162/499      4.32G   0.009546   0.008757   0.003394         81        640:  95%|#########4| 159/168 [00:29<00:01,  5.35it/s]
    162/499      4.32G   0.009546   0.008765   0.003379         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    162/499      4.32G   0.009546   0.008765   0.003379         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    162/499      4.32G   0.009545    0.00876   0.003376         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    162/499      4.32G   0.009545    0.00876   0.003376         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    162/499      4.32G   0.009539   0.008766   0.003396         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    162/499      4.32G   0.009539   0.008766   0.003396         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    162/499      4.32G   0.009532    0.00877   0.003395         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    162/499      4.32G   0.009532    0.00877   0.003395         75        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
    162/499      4.32G   0.009525   0.008771   0.003411         74        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
    162/499      4.32G   0.009525   0.008771   0.003411         74        640:  98%|#########7| 164/168 [00:30<00:00,  5.27it/s]
    162/499      4.32G   0.009526   0.008767   0.003411         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    162/499      4.32G   0.009526   0.008767   0.003411         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    162/499      4.32G   0.009526   0.008763   0.003407         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    162/499      4.32G   0.009526   0.008763   0.003407         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    162/499      4.32G    0.00952   0.008776   0.003401         86        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    162/499      4.32G    0.00952   0.008776   0.003401         86        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    162/499      4.32G   0.009517   0.008772   0.003401         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    162/499      4.32G   0.009517   0.008772   0.003401         35        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    162/499      4.32G   0.009517   0.008772   0.003401         35        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.871      0.903      0.898      0.776

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    163/499      4.32G   0.008788   0.009307   0.004853         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
    163/499      4.32G   0.008788   0.009307   0.004853         72        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    163/499      4.32G   0.008871   0.008742   0.004494         66        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    163/499      4.32G   0.008871   0.008742   0.004494         66        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    163/499      4.32G   0.008718   0.008668   0.003938         70        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    163/499      4.32G   0.008718   0.008668   0.003938         70        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    163/499      4.32G   0.008683    0.00943   0.003143         87        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    163/499      4.32G   0.008683    0.00943   0.003143         87        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    163/499      4.32G   0.008799   0.008926    0.00312         61        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    163/499      4.32G   0.008799   0.008926    0.00312         61        640:   3%|2         | 5/168 [00:00<00:31,  5.17it/s]
    163/499      4.32G   0.008824   0.008937   0.003024         71        640:   3%|2         | 5/168 [00:01<00:31,  5.17it/s]
    163/499      4.32G   0.008824   0.008937   0.003024         71        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    163/499      4.32G   0.008869   0.008591   0.003355         61        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    163/499      4.32G   0.008869   0.008591   0.003355         61        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    163/499      4.32G    0.00896   0.008542   0.003324         55        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    163/499      4.32G    0.00896   0.008542   0.003324         55        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    163/499      4.32G   0.008991   0.008704   0.003317         69        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    163/499      4.32G   0.008991   0.008704   0.003317         69        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    163/499      4.32G   0.008937   0.008795   0.003371         71        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    163/499      4.32G   0.008937   0.008795   0.003371         71        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    163/499      4.32G   0.008795   0.008679    0.00349         68        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    163/499      4.32G   0.008795   0.008679    0.00349         68        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    163/499      4.32G   0.008825   0.008817   0.003505         89        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    163/499      4.32G   0.008825   0.008817   0.003505         89        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    163/499      4.32G   0.008955   0.008658   0.003778         51        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    163/499      4.32G   0.008955   0.008658   0.003778         51        640:   8%|7         | 13/168 [00:02<00:29,  5.27it/s]
    163/499      4.32G   0.008975   0.008537   0.003768         65        640:   8%|7         | 13/168 [00:02<00:29,  5.27it/s]
    163/499      4.32G   0.008975   0.008537   0.003768         65        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    163/499      4.32G   0.008898   0.008544   0.003772         68        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    163/499      4.32G   0.008898   0.008544   0.003772         68        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    163/499      4.32G   0.008785   0.008385   0.003884         64        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    163/499      4.32G   0.008785   0.008385   0.003884         64        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    163/499      4.32G   0.008716    0.00824   0.003867         63        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    163/499      4.32G   0.008716    0.00824   0.003867         63        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    163/499      4.32G   0.008793   0.008286   0.003777         59        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    163/499      4.32G   0.008793   0.008286   0.003777         59        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    163/499      4.32G    0.00887   0.008417   0.003635         81        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    163/499      4.32G    0.00887   0.008417   0.003635         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    163/499      4.32G   0.008892   0.008465   0.003603         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    163/499      4.32G   0.008892   0.008465   0.003603         73        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    163/499      4.32G   0.008976   0.008608   0.003639         77        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    163/499      4.32G   0.008976   0.008608   0.003639         77        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    163/499      4.32G   0.008906   0.008461   0.003674         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    163/499      4.32G   0.008906   0.008461   0.003674         57        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    163/499      4.32G   0.008868   0.008447   0.003605         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    163/499      4.32G   0.008868   0.008447   0.003605         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
    163/499      4.32G   0.008896   0.008444   0.003543         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
    163/499      4.32G   0.008896   0.008444   0.003543         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    163/499      4.32G   0.008903   0.008451   0.003567         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    163/499      4.32G   0.008903   0.008451   0.003567         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.27it/s]
    163/499      4.32G   0.008968   0.008478   0.003837         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.27it/s]
    163/499      4.32G   0.008968   0.008478   0.003837         60        640:  15%|#5        | 26/168 [00:04<00:26,  5.36it/s]
    163/499      4.32G   0.008991   0.008458   0.003885         69        640:  15%|#5        | 26/168 [00:05<00:26,  5.36it/s]
    163/499      4.32G   0.008991   0.008458   0.003885         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.41it/s]
    163/499      4.32G   0.009054   0.008502    0.00392         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.41it/s]
    163/499      4.32G   0.009054   0.008502    0.00392         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    163/499      4.32G   0.009083   0.008556   0.003854         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    163/499      4.32G   0.009083   0.008556   0.003854         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    163/499      4.32G   0.009098   0.008562   0.003832         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    163/499      4.32G   0.009098   0.008562   0.003832         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    163/499      4.32G   0.009067   0.008553   0.003875         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    163/499      4.32G   0.009067   0.008553   0.003875         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    163/499      4.32G    0.00901   0.008486    0.00392         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    163/499      4.32G    0.00901   0.008486    0.00392         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
    163/499      4.32G   0.009015   0.008509   0.003915         84        640:  19%|#9        | 32/168 [00:06<00:25,  5.34it/s]
    163/499      4.32G   0.009015   0.008509   0.003915         84        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    163/499      4.32G   0.008973    0.00853   0.003916         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    163/499      4.32G   0.008973    0.00853   0.003916         79        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    163/499      4.32G   0.009041   0.008612   0.003928         78        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    163/499      4.32G   0.009041   0.008612   0.003928         78        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    163/499      4.32G   0.009026   0.008663   0.003891         81        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    163/499      4.32G   0.009026   0.008663   0.003891         81        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
    163/499      4.32G   0.009014   0.008664   0.003824         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
    163/499      4.32G   0.009014   0.008664   0.003824         73        640:  22%|##2       | 37/168 [00:06<00:25,  5.22it/s]
    163/499      4.32G   0.008973   0.008645   0.003791         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    163/499      4.32G   0.008973   0.008645   0.003791         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    163/499      4.32G   0.009031   0.008594   0.003708         50        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    163/499      4.32G   0.009031   0.008594   0.003708         50        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    163/499      4.32G    0.00904   0.008546   0.003693         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    163/499      4.32G    0.00904   0.008546   0.003693         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    163/499      4.32G   0.009048   0.008572    0.00366         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    163/499      4.32G   0.009048   0.008572    0.00366         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    163/499      4.32G   0.009032   0.008545   0.003693         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    163/499      4.32G   0.009032   0.008545   0.003693         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    163/499      4.32G   0.009077   0.008595   0.003665         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    163/499      4.32G   0.009077   0.008595   0.003665         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    163/499      4.32G   0.009087   0.008613    0.00372         69        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    163/499      4.32G   0.009087   0.008613    0.00372         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    163/499      4.32G    0.00909   0.008611   0.003695         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    163/499      4.32G    0.00909   0.008611   0.003695         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    163/499      4.32G   0.009078   0.008632   0.003642         76        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    163/499      4.32G   0.009078   0.008632   0.003642         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    163/499      4.32G   0.009132   0.008638   0.003597         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    163/499      4.32G   0.009132   0.008638   0.003597         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.35it/s]
    163/499      4.32G   0.009155   0.008683   0.003571         76        640:  28%|##7       | 47/168 [00:09<00:22,  5.35it/s]
    163/499      4.32G   0.009155   0.008683   0.003571         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    163/499      4.32G   0.009145   0.008712   0.003552         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    163/499      4.32G   0.009145   0.008712   0.003552         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.29it/s]
    163/499      4.32G   0.009175   0.008709   0.003507         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.29it/s]
    163/499      4.32G   0.009175   0.008709   0.003507         65        640:  30%|##9       | 50/168 [00:09<00:21,  5.36it/s]
    163/499      4.32G   0.009181   0.008692   0.003691         64        640:  30%|##9       | 50/168 [00:09<00:21,  5.36it/s]
    163/499      4.32G   0.009181   0.008692   0.003691         64        640:  30%|###       | 51/168 [00:09<00:21,  5.44it/s]
    163/499      4.32G   0.009205   0.008677   0.003697         65        640:  30%|###       | 51/168 [00:09<00:21,  5.44it/s]
    163/499      4.32G   0.009205   0.008677   0.003697         65        640:  31%|###       | 52/168 [00:09<00:21,  5.29it/s]
    163/499      4.32G   0.009186   0.008656   0.003682         75        640:  31%|###       | 52/168 [00:09<00:21,  5.29it/s]
    163/499      4.32G   0.009186   0.008656   0.003682         75        640:  32%|###1      | 53/168 [00:09<00:21,  5.38it/s]
    163/499      4.32G   0.009158    0.00862    0.00366         55        640:  32%|###1      | 53/168 [00:10<00:21,  5.38it/s]
    163/499      4.32G   0.009158    0.00862    0.00366         55        640:  32%|###2      | 54/168 [00:10<00:21,  5.43it/s]
    163/499      4.32G   0.009182   0.008613   0.003717         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.43it/s]
    163/499      4.32G   0.009182   0.008613   0.003717         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.30it/s]
    163/499      4.32G     0.0092   0.008628   0.003683         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.30it/s]
    163/499      4.32G     0.0092   0.008628   0.003683         57        640:  33%|###3      | 56/168 [00:10<00:20,  5.39it/s]
    163/499      4.32G   0.009209   0.008653   0.003677         87        640:  33%|###3      | 56/168 [00:10<00:20,  5.39it/s]
    163/499      4.32G   0.009209   0.008653   0.003677         87        640:  34%|###3      | 57/168 [00:10<00:20,  5.46it/s]
    163/499      4.32G   0.009206   0.008657    0.00364         75        640:  34%|###3      | 57/168 [00:10<00:20,  5.46it/s]
    163/499      4.32G   0.009206   0.008657    0.00364         75        640:  35%|###4      | 58/168 [00:10<00:20,  5.26it/s]
    163/499      4.32G   0.009234   0.008693   0.003659         76        640:  35%|###4      | 58/168 [00:11<00:20,  5.26it/s]
    163/499      4.32G   0.009234   0.008693   0.003659         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    163/499      4.32G   0.009228   0.008664   0.003702         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.34it/s]
    163/499      4.32G   0.009228   0.008664   0.003702         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.40it/s]
    163/499      4.32G   0.009226   0.008661   0.003686         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.40it/s]
    163/499      4.32G   0.009226   0.008661   0.003686         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    163/499      4.32G    0.00921   0.008677    0.00373         83        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    163/499      4.32G    0.00921   0.008677    0.00373         83        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
    163/499      4.32G   0.009213    0.00867   0.003745         68        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
    163/499      4.32G   0.009213    0.00867   0.003745         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.42it/s]
    163/499      4.32G   0.009202   0.008676   0.003746         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.42it/s]
    163/499      4.32G   0.009202   0.008676   0.003746         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.27it/s]
    163/499      4.32G   0.009212   0.008687   0.003728         79        640:  38%|###8      | 64/168 [00:12<00:19,  5.27it/s]
    163/499      4.32G   0.009212   0.008687   0.003728         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    163/499      4.32G   0.009209   0.008657   0.003743         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    163/499      4.32G   0.009209   0.008657   0.003743         70        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    163/499      4.32G   0.009216    0.00867   0.003733         77        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    163/499      4.32G   0.009216    0.00867   0.003733         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.27it/s]
    163/499      4.32G   0.009207   0.008645   0.003776         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.27it/s]
    163/499      4.32G   0.009207   0.008645   0.003776         61        640:  40%|####      | 68/168 [00:12<00:18,  5.36it/s]
    163/499      4.32G   0.009188   0.008627   0.003737         51        640:  40%|####      | 68/168 [00:12<00:18,  5.36it/s]
    163/499      4.32G   0.009188   0.008627   0.003737         51        640:  41%|####1     | 69/168 [00:12<00:18,  5.36it/s]
    163/499      4.32G   0.009182   0.008632   0.003736         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    163/499      4.32G   0.009182   0.008632   0.003736         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    163/499      4.32G   0.009199   0.008627    0.00378         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    163/499      4.32G   0.009199   0.008627    0.00378         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    163/499      4.32G   0.009182   0.008615    0.00378         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    163/499      4.32G   0.009182   0.008615    0.00378         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    163/499      4.32G   0.009183    0.00864    0.00378         83        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    163/499      4.32G   0.009183    0.00864    0.00378         83        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    163/499      4.32G   0.009171   0.008624   0.003771         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    163/499      4.32G   0.009171   0.008624   0.003771         67        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    163/499      4.32G   0.009165   0.008629   0.003768         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    163/499      4.32G   0.009165   0.008629   0.003768         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    163/499      4.32G   0.009162   0.008612   0.003766         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    163/499      4.32G   0.009162   0.008612   0.003766         57        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    163/499      4.32G   0.009175   0.008583   0.003764         49        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    163/499      4.32G   0.009175   0.008583   0.003764         49        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    163/499      4.32G   0.009189   0.008576   0.003763         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    163/499      4.32G   0.009189   0.008576   0.003763         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
    163/499      4.32G   0.009176   0.008571   0.003744         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
    163/499      4.32G   0.009176   0.008571   0.003744         66        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
    163/499      4.32G   0.009165   0.008578   0.003763         71        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
    163/499      4.32G   0.009165   0.008578   0.003763         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    163/499      4.32G   0.009162   0.008597   0.003744         85        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    163/499      4.32G   0.009162   0.008597   0.003744         85        640:  48%|####8     | 81/168 [00:15<00:16,  5.40it/s]
    163/499      4.32G   0.009161   0.008594   0.003745         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.40it/s]
    163/499      4.32G   0.009161   0.008594   0.003745         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    163/499      4.32G   0.009154   0.008584   0.003712         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    163/499      4.32G   0.009154   0.008584   0.003712         72        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    163/499      4.32G   0.009146   0.008585   0.003686         68        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    163/499      4.32G   0.009146   0.008585   0.003686         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    163/499      4.32G   0.009151   0.008583   0.003669         64        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    163/499      4.32G   0.009151   0.008583   0.003669         64        640:  51%|#####     | 85/168 [00:15<00:15,  5.24it/s]
    163/499      4.32G   0.009176   0.008604   0.003663         70        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    163/499      4.32G   0.009176   0.008604   0.003663         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    163/499      4.32G   0.009176   0.008611   0.003648         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    163/499      4.32G   0.009176   0.008611   0.003648         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    163/499      4.32G   0.009181   0.008623   0.003698         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    163/499      4.32G   0.009181   0.008623   0.003698         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    163/499      4.32G   0.009191   0.008624   0.003691         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    163/499      4.32G   0.009191   0.008624   0.003691         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    163/499      4.32G   0.009199   0.008627   0.003673         78        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    163/499      4.32G   0.009199   0.008627   0.003673         78        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
    163/499      4.32G   0.009209   0.008613   0.003655         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    163/499      4.32G   0.009209   0.008613   0.003655         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    163/499      4.32G   0.009206   0.008612   0.003642         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    163/499      4.32G   0.009206   0.008612   0.003642         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    163/499      4.32G   0.009202   0.008614   0.003613         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    163/499      4.32G   0.009202   0.008614   0.003613         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    163/499      4.32G   0.009192   0.008593   0.003596         51        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    163/499      4.32G   0.009192   0.008593   0.003596         51        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    163/499      4.32G    0.00918   0.008569   0.003578         58        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    163/499      4.32G    0.00918   0.008569   0.003578         58        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    163/499      4.32G   0.009181   0.008572   0.003585         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    163/499      4.32G   0.009181   0.008572   0.003585         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    163/499      4.32G   0.009196   0.008589   0.003587         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    163/499      4.32G   0.009196   0.008589   0.003587         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    163/499      4.32G   0.009185    0.00859   0.003554         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    163/499      4.32G   0.009185    0.00859   0.003554         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
    163/499      4.32G    0.00917   0.008572   0.003531         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
    163/499      4.32G    0.00917   0.008572   0.003531         63        640:  59%|#####8    | 99/168 [00:18<00:12,  5.41it/s]
    163/499      4.32G   0.009167   0.008553   0.003536         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.41it/s]
    163/499      4.32G   0.009167   0.008553   0.003536         65        640:  60%|#####9    | 100/168 [00:18<00:12,  5.27it/s]
    163/499      4.32G   0.009165   0.008571   0.003538         87        640:  60%|#####9    | 100/168 [00:19<00:12,  5.27it/s]
    163/499      4.32G   0.009165   0.008571   0.003538         87        640:  60%|######    | 101/168 [00:19<00:12,  5.35it/s]
    163/499      4.32G    0.00915   0.008571   0.003524         80        640:  60%|######    | 101/168 [00:19<00:12,  5.35it/s]
    163/499      4.32G    0.00915   0.008571   0.003524         80        640:  61%|######    | 102/168 [00:19<00:12,  5.42it/s]
    163/499      4.32G   0.009145   0.008577   0.003517         58        640:  61%|######    | 102/168 [00:19<00:12,  5.42it/s]
    163/499      4.32G   0.009145   0.008577   0.003517         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    163/499      4.32G   0.009136   0.008568   0.003517         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    163/499      4.32G   0.009136   0.008568   0.003517         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    163/499      4.32G   0.009146    0.00858   0.003516         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    163/499      4.32G   0.009146    0.00858   0.003516         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    163/499      4.32G    0.00914   0.008565   0.003505         61        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    163/499      4.32G    0.00914   0.008565   0.003505         61        640:  63%|######3   | 106/168 [00:19<00:11,  5.24it/s]
    163/499      4.32G   0.009137   0.008565   0.003515         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    163/499      4.32G   0.009137   0.008565   0.003515         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    163/499      4.32G   0.009146   0.008577   0.003512         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    163/499      4.32G   0.009146   0.008577   0.003512         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.43it/s]
    163/499      4.32G   0.009152   0.008603   0.003511         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.43it/s]
    163/499      4.32G   0.009152   0.008603   0.003511         82        640:  65%|######4   | 109/168 [00:20<00:11,  5.29it/s]
    163/499      4.32G   0.009153   0.008603    0.00353         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.29it/s]
    163/499      4.32G   0.009153   0.008603    0.00353         72        640:  65%|######5   | 110/168 [00:20<00:10,  5.39it/s]
    163/499      4.32G   0.009153   0.008586   0.003529         52        640:  65%|######5   | 110/168 [00:20<00:10,  5.39it/s]
    163/499      4.32G   0.009153   0.008586   0.003529         52        640:  66%|######6   | 111/168 [00:20<00:10,  5.44it/s]
    163/499      4.32G   0.009147   0.008582   0.003518         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.44it/s]
    163/499      4.32G   0.009147   0.008582   0.003518         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.29it/s]
    163/499      4.32G   0.009148   0.008576   0.003525         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.29it/s]
    163/499      4.32G   0.009148   0.008576   0.003525         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.35it/s]
    163/499      4.32G   0.009136   0.008579   0.003552         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.35it/s]
    163/499      4.32G   0.009136   0.008579   0.003552         75        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    163/499      4.32G   0.009162   0.008577   0.003548         64        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    163/499      4.32G   0.009162   0.008577   0.003548         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.28it/s]
    163/499      4.32G   0.009165   0.008581   0.003544         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.28it/s]
    163/499      4.32G   0.009165   0.008581   0.003544         72        640:  69%|######9   | 116/168 [00:21<00:09,  5.37it/s]
    163/499      4.32G   0.009152   0.008588   0.003559         76        640:  69%|######9   | 116/168 [00:21<00:09,  5.37it/s]
    163/499      4.32G   0.009152   0.008588   0.003559         76        640:  70%|######9   | 117/168 [00:21<00:09,  5.43it/s]
    163/499      4.32G   0.009139   0.008588   0.003554         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.43it/s]
    163/499      4.32G   0.009139   0.008588   0.003554         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.25it/s]
    163/499      4.32G   0.009132   0.008585    0.00356         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.25it/s]
    163/499      4.32G   0.009132   0.008585    0.00356         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    163/499      4.32G   0.009127   0.008585   0.003532         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    163/499      4.32G   0.009127   0.008585   0.003532         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.42it/s]
    163/499      4.32G   0.009135   0.008572   0.003526         50        640:  71%|#######1  | 120/168 [00:22<00:08,  5.42it/s]
    163/499      4.32G   0.009135   0.008572   0.003526         50        640:  72%|#######2  | 121/168 [00:22<00:08,  5.27it/s]
    163/499      4.32G   0.009134   0.008564    0.00351         57        640:  72%|#######2  | 121/168 [00:22<00:08,  5.27it/s]
    163/499      4.32G   0.009134   0.008564    0.00351         57        640:  73%|#######2  | 122/168 [00:22<00:08,  5.34it/s]
    163/499      4.32G   0.009134   0.008558    0.00353         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    163/499      4.32G   0.009134   0.008558    0.00353         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    163/499      4.32G   0.009136   0.008576   0.003528         86        640:  73%|#######3  | 123/168 [00:23<00:08,  5.40it/s]
    163/499      4.32G   0.009136   0.008576   0.003528         86        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    163/499      4.32G   0.009129   0.008558   0.003501         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    163/499      4.32G   0.009129   0.008558   0.003501         57        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    163/499      4.32G   0.009126   0.008546   0.003513         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    163/499      4.32G   0.009126   0.008546   0.003513         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    163/499      4.32G   0.009127   0.008533   0.003497         49        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    163/499      4.32G   0.009127   0.008533   0.003497         49        640:  76%|#######5  | 127/168 [00:23<00:07,  5.24it/s]
    163/499      4.32G   0.009117   0.008532   0.003502         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    163/499      4.32G   0.009117   0.008532   0.003502         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    163/499      4.32G   0.009128   0.008538   0.003531         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    163/499      4.32G   0.009128   0.008538   0.003531         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    163/499      4.32G   0.009133    0.00853   0.003518         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    163/499      4.32G   0.009133    0.00853   0.003518         51        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    163/499      4.32G   0.009134   0.008528   0.003511         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.26it/s]
    163/499      4.32G   0.009134   0.008528   0.003511         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.35it/s]
    163/499      4.32G   0.009141   0.008537   0.003494         74        640:  78%|#######7  | 131/168 [00:24<00:06,  5.35it/s]
    163/499      4.32G   0.009141   0.008537   0.003494         74        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    163/499      4.32G   0.009147   0.008544   0.003489         83        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    163/499      4.32G   0.009147   0.008544   0.003489         83        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
    163/499      4.32G   0.009148   0.008533    0.00351         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.10it/s]
    163/499      4.32G   0.009148   0.008533    0.00351         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    163/499      4.32G   0.009166   0.008543   0.003502         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    163/499      4.32G   0.009166   0.008543   0.003502         60        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    163/499      4.32G   0.009179    0.00854     0.0035         62        640:  80%|########  | 135/168 [00:25<00:06,  5.28it/s]
    163/499      4.32G   0.009179    0.00854     0.0035         62        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    163/499      4.32G   0.009181   0.008525   0.003487         50        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    163/499      4.32G   0.009181   0.008525   0.003487         50        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    163/499      4.32G   0.009179    0.00851   0.003502         62        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    163/499      4.32G   0.009179    0.00851   0.003502         62        640:  82%|########2 | 138/168 [00:25<00:05,  5.36it/s]
    163/499      4.32G   0.009193   0.008523   0.003498         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    163/499      4.32G   0.009193   0.008523   0.003498         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    163/499      4.32G   0.009196   0.008523   0.003504         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    163/499      4.32G   0.009196   0.008523   0.003504         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    163/499      4.32G   0.009193   0.008515   0.003488         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    163/499      4.32G   0.009193   0.008515   0.003488         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    163/499      4.32G   0.009193   0.008513   0.003486         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    163/499      4.32G   0.009193   0.008513   0.003486         70        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    163/499      4.32G   0.009195   0.008532   0.003491         80        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    163/499      4.32G   0.009195   0.008532   0.003491         80        640:  85%|########5 | 143/168 [00:26<00:04,  5.33it/s]
    163/499      4.32G     0.0092   0.008527   0.003485         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    163/499      4.32G     0.0092   0.008527   0.003485         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    163/499      4.32G   0.009198   0.008527   0.003487         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    163/499      4.32G   0.009198   0.008527   0.003487         57        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    163/499      4.32G   0.009197   0.008535   0.003476         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    163/499      4.32G   0.009197   0.008535   0.003476         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.36it/s]
    163/499      4.32G   0.009196    0.00854   0.003476         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.36it/s]
    163/499      4.32G   0.009196    0.00854   0.003476         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.43it/s]
    163/499      4.32G   0.009198   0.008535   0.003477         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.43it/s]
    163/499      4.32G   0.009198   0.008535   0.003477         65        640:  88%|########8 | 148/168 [00:27<00:03,  5.29it/s]
    163/499      4.32G   0.009192   0.008532   0.003476         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.29it/s]
    163/499      4.32G   0.009192   0.008532   0.003476         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.37it/s]
    163/499      4.32G     0.0092   0.008532   0.003481         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.37it/s]
    163/499      4.32G     0.0092   0.008532   0.003481         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.43it/s]
    163/499      4.32G   0.009202   0.008538   0.003466         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.43it/s]
    163/499      4.32G   0.009202   0.008538   0.003466         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    163/499      4.32G   0.009202   0.008545   0.003473         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    163/499      4.32G   0.009202   0.008545   0.003473         76        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    163/499      4.32G   0.009208   0.008558   0.003481         77        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    163/499      4.32G   0.009208   0.008558   0.003481         77        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    163/499      4.32G   0.009211   0.008576   0.003476         77        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    163/499      4.32G   0.009211   0.008576   0.003476         77        640:  92%|#########1| 154/168 [00:28<00:02,  5.28it/s]
    163/499      4.32G   0.009227   0.008576   0.003489         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.28it/s]
    163/499      4.32G   0.009227   0.008576   0.003489         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.38it/s]
    163/499      4.32G   0.009237    0.00858   0.003498         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.38it/s]
    163/499      4.32G   0.009237    0.00858   0.003498         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    163/499      4.32G   0.009241   0.008582   0.003484         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    163/499      4.32G   0.009241   0.008582   0.003484         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    163/499      4.32G   0.009239   0.008585   0.003491         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    163/499      4.32G   0.009239   0.008585   0.003491         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.35it/s]
    163/499      4.32G    0.00924   0.008598   0.003508         80        640:  94%|#########4| 158/168 [00:29<00:01,  5.35it/s]
    163/499      4.32G    0.00924   0.008598   0.003508         80        640:  95%|#########4| 159/168 [00:29<00:01,  5.44it/s]
    163/499      4.32G   0.009241   0.008601    0.00351         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.44it/s]
    163/499      4.32G   0.009241   0.008601    0.00351         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.28it/s]
    163/499      4.32G    0.00924   0.008601   0.003499         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.28it/s]
    163/499      4.32G    0.00924   0.008601   0.003499         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.36it/s]
    163/499      4.32G   0.009232   0.008593    0.00352         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.36it/s]
    163/499      4.32G   0.009232   0.008593    0.00352         62        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    163/499      4.32G   0.009222   0.008588   0.003533         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    163/499      4.32G   0.009222   0.008588   0.003533         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.28it/s]
    163/499      4.32G   0.009227   0.008592   0.003532         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.28it/s]
    163/499      4.32G   0.009227   0.008592   0.003532         65        640:  98%|#########7| 164/168 [00:30<00:00,  5.35it/s]
    163/499      4.32G   0.009236    0.00859   0.003521         54        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
    163/499      4.32G   0.009236    0.00859   0.003521         54        640:  98%|#########8| 165/168 [00:31<00:00,  5.43it/s]
    163/499      4.32G   0.009238   0.008605   0.003519         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.43it/s]
    163/499      4.32G   0.009238   0.008605   0.003519         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.29it/s]
    163/499      4.32G   0.009236   0.008597   0.003516         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.29it/s]
    163/499      4.32G   0.009236   0.008597   0.003516         54        640:  99%|#########9| 167/168 [00:31<00:00,  5.36it/s]
    163/499      4.32G   0.009235   0.008592   0.003514         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.36it/s]
    163/499      4.32G   0.009235   0.008592   0.003514         30        640: 100%|##########| 168/168 [00:31<00:00,  5.52it/s]
    163/499      4.32G   0.009235   0.008592   0.003514         30        640: 100%|##########| 168/168 [00:31<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263       0.84      0.918       0.91      0.779

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    164/499      4.32G   0.009116   0.008176   0.003483         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
    164/499      4.32G   0.009116   0.008176   0.003483         61        640:   1%|          | 1/168 [00:00<00:35,  4.76it/s]
    164/499      4.32G    0.00957   0.008788   0.003433         73        640:   1%|          | 1/168 [00:00<00:35,  4.76it/s]
    164/499      4.32G    0.00957   0.008788   0.003433         73        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
    164/499      4.32G   0.009654   0.008877    0.00271         57        640:   1%|1         | 2/168 [00:00<00:32,  5.15it/s]
    164/499      4.32G   0.009654   0.008877    0.00271         57        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
    164/499      4.32G    0.01018   0.009047   0.003301         70        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
    164/499      4.32G    0.01018   0.009047   0.003301         70        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    164/499      4.32G   0.009961   0.009269   0.003055         86        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    164/499      4.32G   0.009961   0.009269   0.003055         86        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    164/499      4.32G   0.009924   0.009024   0.002828         47        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    164/499      4.32G   0.009924   0.009024   0.002828         47        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    164/499      4.32G   0.009706   0.008721   0.003283         72        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    164/499      4.32G   0.009706   0.008721   0.003283         72        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    164/499      4.32G   0.009627   0.008798   0.003251         76        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    164/499      4.32G   0.009627   0.008798   0.003251         76        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    164/499      4.32G    0.00966   0.009061   0.003107         74        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    164/499      4.32G    0.00966   0.009061   0.003107         74        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    164/499      4.32G   0.009938   0.009021   0.003077         65        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    164/499      4.32G   0.009938   0.009021   0.003077         65        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    164/499      4.32G     0.0099   0.008938    0.00297         71        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    164/499      4.32G     0.0099   0.008938    0.00297         71        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    164/499      4.32G   0.009833   0.008854    0.00288         61        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    164/499      4.32G   0.009833   0.008854    0.00288         61        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    164/499      4.32G   0.009784   0.008708   0.002892         55        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    164/499      4.32G   0.009784   0.008708   0.002892         55        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    164/499      4.32G   0.009768    0.00874   0.002931         65        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    164/499      4.32G   0.009768    0.00874   0.002931         65        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
    164/499      4.32G   0.009824   0.008607   0.002889         58        640:   8%|8         | 14/168 [00:02<00:28,  5.31it/s]
    164/499      4.32G   0.009824   0.008607   0.002889         58        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    164/499      4.32G   0.009712   0.008561   0.003018         62        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    164/499      4.32G   0.009712   0.008561   0.003018         62        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    164/499      4.32G   0.009771   0.008531   0.003113         63        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    164/499      4.32G   0.009771   0.008531   0.003113         63        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    164/499      4.32G   0.009797   0.008625   0.003191         82        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    164/499      4.32G   0.009797   0.008625   0.003191         82        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    164/499      4.32G   0.009731   0.008729   0.003155         79        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    164/499      4.32G   0.009731   0.008729   0.003155         79        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    164/499      4.32G   0.009791   0.008791   0.003343         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    164/499      4.32G   0.009791   0.008791   0.003343         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.34it/s]
    164/499      4.32G   0.009741   0.008768   0.003451         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.34it/s]
    164/499      4.32G   0.009741   0.008768   0.003451         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.39it/s]
    164/499      4.32G   0.009706   0.008703    0.00353         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.39it/s]
    164/499      4.32G   0.009706   0.008703    0.00353         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
    164/499      4.32G   0.009629   0.008661   0.003615         72        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
    164/499      4.32G   0.009629   0.008661   0.003615         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    164/499      4.32G     0.0096   0.008584   0.003561         53        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    164/499      4.32G     0.0096   0.008584   0.003561         53        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    164/499      4.32G   0.009541    0.00855   0.003695         75        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    164/499      4.32G   0.009541    0.00855   0.003695         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    164/499      4.32G   0.009575   0.008634   0.003753         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    164/499      4.32G   0.009575   0.008634   0.003753         69        640:  15%|#5        | 26/168 [00:04<00:26,  5.33it/s]
    164/499      4.32G   0.009576   0.008625    0.00397         60        640:  15%|#5        | 26/168 [00:05<00:26,  5.33it/s]
    164/499      4.32G   0.009576   0.008625    0.00397         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    164/499      4.32G   0.009527     0.0086    0.00397         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    164/499      4.32G   0.009527     0.0086    0.00397         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.27it/s]
    164/499      4.32G   0.009538     0.0086   0.003915         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.27it/s]
    164/499      4.32G   0.009538     0.0086   0.003915         66        640:  17%|#7        | 29/168 [00:05<00:25,  5.35it/s]
    164/499      4.32G   0.009572   0.008632   0.003825         62        640:  17%|#7        | 29/168 [00:05<00:25,  5.35it/s]
    164/499      4.32G   0.009572   0.008632   0.003825         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.41it/s]
    164/499      4.32G   0.009586   0.008726   0.003892         91        640:  18%|#7        | 30/168 [00:05<00:25,  5.41it/s]
    164/499      4.32G   0.009586   0.008726   0.003892         91        640:  18%|#8        | 31/168 [00:05<00:26,  5.27it/s]
    164/499      4.32G   0.009577   0.008728   0.003889         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.27it/s]
    164/499      4.32G   0.009577   0.008728   0.003889         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    164/499      4.32G   0.009621   0.008697   0.003874         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    164/499      4.32G   0.009621   0.008697   0.003874         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    164/499      4.32G    0.00965   0.008665   0.003913         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    164/499      4.32G    0.00965   0.008665   0.003913         61        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    164/499      4.32G   0.009629   0.008631   0.003891         76        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    164/499      4.32G   0.009629   0.008631   0.003891         76        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
    164/499      4.32G   0.009601   0.008646   0.003864         73        640:  21%|##        | 35/168 [00:06<00:24,  5.32it/s]
    164/499      4.32G   0.009601   0.008646   0.003864         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
    164/499      4.32G   0.009599   0.008713   0.003801         68        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
    164/499      4.32G   0.009599   0.008713   0.003801         68        640:  22%|##2       | 37/168 [00:06<00:24,  5.26it/s]
    164/499      4.32G    0.00961   0.008705    0.00376         70        640:  22%|##2       | 37/168 [00:07<00:24,  5.26it/s]
    164/499      4.32G    0.00961   0.008705    0.00376         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
    164/499      4.32G   0.009595   0.008661   0.003784         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.35it/s]
    164/499      4.32G   0.009595   0.008661   0.003784         58        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    164/499      4.32G   0.009587   0.008654   0.003741         70        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    164/499      4.32G   0.009587   0.008654   0.003741         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    164/499      4.32G   0.009542    0.00863   0.003705         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    164/499      4.32G   0.009542    0.00863   0.003705         61        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    164/499      4.32G   0.009502   0.008614   0.003718         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    164/499      4.32G   0.009502   0.008614   0.003718         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    164/499      4.32G   0.009507    0.00865   0.003686         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    164/499      4.32G   0.009507    0.00865   0.003686         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    164/499      4.32G   0.009516   0.008651   0.003781         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    164/499      4.32G   0.009516   0.008651   0.003781         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    164/499      4.32G   0.009512   0.008731   0.003808         85        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    164/499      4.32G   0.009512   0.008731   0.003808         85        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    164/499      4.32G   0.009506   0.008731   0.003803         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    164/499      4.32G   0.009506   0.008731   0.003803         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    164/499      4.32G   0.009519   0.008748   0.003864         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    164/499      4.32G   0.009519   0.008748   0.003864         65        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    164/499      4.32G   0.009476   0.008728    0.00386         66        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    164/499      4.32G   0.009476   0.008728    0.00386         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    164/499      4.32G   0.009476   0.008719    0.00382         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    164/499      4.32G   0.009476   0.008719    0.00382         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    164/499      4.32G    0.00948    0.00869   0.003864         62        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    164/499      4.32G    0.00948    0.00869   0.003864         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    164/499      4.32G   0.009454   0.008664   0.003861         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    164/499      4.32G   0.009454   0.008664   0.003861         70        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    164/499      4.32G   0.009436   0.008665   0.003846         76        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    164/499      4.32G   0.009436   0.008665   0.003846         76        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    164/499      4.32G   0.009455   0.008676   0.003807         65        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    164/499      4.32G   0.009455   0.008676   0.003807         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    164/499      4.32G    0.00945   0.008667   0.003778         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    164/499      4.32G    0.00945   0.008667   0.003778         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    164/499      4.32G   0.009434   0.008619    0.00376         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    164/499      4.32G   0.009434   0.008619    0.00376         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    164/499      4.32G   0.009445   0.008588   0.003749         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    164/499      4.32G   0.009445   0.008588   0.003749         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    164/499      4.32G    0.00946   0.008576    0.00371         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    164/499      4.32G    0.00946   0.008576    0.00371         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    164/499      4.32G   0.009444   0.008555   0.003672         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    164/499      4.32G   0.009444   0.008555   0.003672         56        640:  35%|###4      | 58/168 [00:10<00:21,  5.15it/s]
    164/499      4.32G    0.00944   0.008552   0.003683         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    164/499      4.32G    0.00944   0.008552   0.003683         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    164/499      4.32G   0.009407   0.008529   0.003704         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    164/499      4.32G   0.009407   0.008529   0.003704         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    164/499      4.32G   0.009439   0.008519   0.003747         51        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    164/499      4.32G   0.009439   0.008519   0.003747         51        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    164/499      4.32G   0.009437   0.008522   0.003775         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    164/499      4.32G   0.009437   0.008522   0.003775         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    164/499      4.32G   0.009426   0.008493   0.003803         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    164/499      4.32G   0.009426   0.008493   0.003803         58        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    164/499      4.32G   0.009438    0.00848    0.00383         75        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    164/499      4.32G   0.009438    0.00848    0.00383         75        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    164/499      4.32G   0.009419   0.008479   0.003829         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    164/499      4.32G   0.009419   0.008479   0.003829         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    164/499      4.32G   0.009401   0.008479   0.003868         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    164/499      4.32G   0.009401   0.008479   0.003868         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    164/499      4.32G   0.009412   0.008506   0.003886         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    164/499      4.32G   0.009412   0.008506   0.003886         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    164/499      4.32G   0.009412   0.008514   0.003861         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    164/499      4.32G   0.009412   0.008514   0.003861         60        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    164/499      4.32G   0.009416   0.008516   0.003881         76        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    164/499      4.32G   0.009416   0.008516   0.003881         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    164/499      4.32G   0.009392   0.008492   0.003901         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    164/499      4.32G   0.009392   0.008492   0.003901         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    164/499      4.32G    0.00943   0.008491   0.003873         53        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    164/499      4.32G    0.00943   0.008491   0.003873         53        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    164/499      4.32G   0.009415   0.008445   0.003873         53        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    164/499      4.32G   0.009415   0.008445   0.003873         53        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    164/499      4.32G   0.009424   0.008447   0.003874         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    164/499      4.32G   0.009424   0.008447   0.003874         76        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    164/499      4.32G   0.009472   0.008478   0.003897         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    164/499      4.32G   0.009472   0.008478   0.003897         67        640:  44%|####4     | 74/168 [00:13<00:17,  5.30it/s]
    164/499      4.32G   0.009492   0.008513   0.003894         86        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    164/499      4.32G   0.009492   0.008513   0.003894         86        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    164/499      4.32G   0.009485   0.008509   0.003967         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    164/499      4.32G   0.009485   0.008509   0.003967         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    164/499      4.32G   0.009466   0.008497   0.003945         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    164/499      4.32G   0.009466   0.008497   0.003945         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    164/499      4.32G   0.009441    0.00848   0.003935         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    164/499      4.32G   0.009441    0.00848   0.003935         58        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    164/499      4.32G   0.009451    0.00849   0.003911         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    164/499      4.32G   0.009451    0.00849   0.003911         68        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    164/499      4.32G   0.009473   0.008501   0.003896         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    164/499      4.32G   0.009473   0.008501   0.003896         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    164/499      4.32G   0.009473   0.008477   0.003879         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    164/499      4.32G   0.009473   0.008477   0.003879         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    164/499      4.32G   0.009517   0.008471   0.003857         55        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    164/499      4.32G   0.009517   0.008471   0.003857         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    164/499      4.32G   0.009534   0.008471   0.003881         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    164/499      4.32G   0.009534   0.008471   0.003881         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    164/499      4.32G   0.009554   0.008504   0.003859         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    164/499      4.32G   0.009554   0.008504   0.003859         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    164/499      4.32G   0.009539   0.008483   0.003818         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    164/499      4.32G   0.009539   0.008483   0.003818         58        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    164/499      4.32G   0.009554   0.008468   0.003835         57        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    164/499      4.32G   0.009554   0.008468   0.003835         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    164/499      4.32G   0.009559   0.008461   0.003824         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    164/499      4.32G   0.009559   0.008461   0.003824         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    164/499      4.32G   0.009549   0.008471   0.003811         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    164/499      4.32G   0.009549   0.008471   0.003811         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    164/499      4.32G   0.009548   0.008469    0.00382         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    164/499      4.32G   0.009548   0.008469    0.00382         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    164/499      4.32G   0.009552   0.008482   0.003818         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    164/499      4.32G   0.009552   0.008482   0.003818         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    164/499      4.32G   0.009563   0.008499   0.003825         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    164/499      4.32G   0.009563   0.008499   0.003825         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    164/499      4.32G   0.009539   0.008463   0.003832         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    164/499      4.32G   0.009539   0.008463   0.003832         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    164/499      4.32G   0.009536   0.008464   0.003834         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    164/499      4.32G   0.009536   0.008464   0.003834         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    164/499      4.32G    0.00953   0.008458   0.003812         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    164/499      4.32G    0.00953   0.008458   0.003812         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    164/499      4.32G   0.009517   0.008465   0.003814         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    164/499      4.32G   0.009517   0.008465   0.003814         82        640:  57%|#####6    | 95/168 [00:17<00:13,  5.28it/s]
    164/499      4.32G   0.009512   0.008483   0.003806         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    164/499      4.32G   0.009512   0.008483   0.003806         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    164/499      4.32G   0.009513   0.008488   0.003794         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    164/499      4.32G   0.009513   0.008488   0.003794         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    164/499      4.32G   0.009507   0.008486   0.003796         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    164/499      4.32G   0.009507   0.008486   0.003796         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    164/499      4.32G   0.009489   0.008484   0.003806         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    164/499      4.32G   0.009489   0.008484   0.003806         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    164/499      4.32G   0.009485   0.008466   0.003828         56        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    164/499      4.32G   0.009485   0.008466   0.003828         56        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    164/499      4.32G   0.009487   0.008474   0.003816         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    164/499      4.32G   0.009487   0.008474   0.003816         69        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    164/499      4.32G   0.009503   0.008456   0.003849         59        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    164/499      4.32G   0.009503   0.008456   0.003849         59        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    164/499      4.32G   0.009488   0.008459   0.003826         75        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    164/499      4.32G   0.009488   0.008459   0.003826         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    164/499      4.32G   0.009494   0.008453   0.003814         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    164/499      4.32G   0.009494   0.008453   0.003814         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    164/499      4.32G   0.009486   0.008439   0.003824         59        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    164/499      4.32G   0.009486   0.008439   0.003824         59        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    164/499      4.32G    0.00949   0.008448   0.003815         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    164/499      4.32G    0.00949   0.008448   0.003815         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    164/499      4.32G   0.009496    0.00846   0.003831         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    164/499      4.32G   0.009496    0.00846   0.003831         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    164/499      4.32G   0.009477   0.008435   0.003851         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    164/499      4.32G   0.009477   0.008435   0.003851         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    164/499      4.32G   0.009473    0.00843   0.003853         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    164/499      4.32G   0.009473    0.00843   0.003853         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    164/499      4.32G   0.009475   0.008441   0.003839         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    164/499      4.32G   0.009475   0.008441   0.003839         68        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    164/499      4.32G   0.009472   0.008437   0.003839         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    164/499      4.32G   0.009472   0.008437   0.003839         66        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    164/499      4.32G   0.009463   0.008431   0.003822         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    164/499      4.32G   0.009463   0.008431   0.003822         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    164/499      4.32G   0.009477   0.008425   0.003824         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.25it/s]
    164/499      4.32G   0.009477   0.008425   0.003824         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    164/499      4.32G   0.009482   0.008449   0.003821         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    164/499      4.32G   0.009482   0.008449   0.003821         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    164/499      4.32G    0.00947   0.008443   0.003831         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    164/499      4.32G    0.00947   0.008443   0.003831         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    164/499      4.32G   0.009463   0.008438   0.003833         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    164/499      4.32G   0.009463   0.008438   0.003833         68        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    164/499      4.32G   0.009459   0.008429    0.00383         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    164/499      4.32G   0.009459   0.008429    0.00383         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    164/499      4.32G   0.009453   0.008424   0.003803         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    164/499      4.32G   0.009453   0.008424   0.003803         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    164/499      4.32G   0.009447    0.00843   0.003784         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    164/499      4.32G   0.009447    0.00843   0.003784         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    164/499      4.32G   0.009452   0.008435   0.003797         65        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    164/499      4.32G   0.009452   0.008435   0.003797         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    164/499      4.32G    0.00945   0.008455   0.003813         74        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    164/499      4.32G    0.00945   0.008455   0.003813         74        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    164/499      4.32G    0.00945   0.008472   0.003796         69        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    164/499      4.32G    0.00945   0.008472   0.003796         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    164/499      4.32G   0.009456   0.008495    0.00379         90        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    164/499      4.32G   0.009456   0.008495    0.00379         90        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    164/499      4.32G   0.009448   0.008506   0.003784         81        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    164/499      4.32G   0.009448   0.008506   0.003784         81        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    164/499      4.32G   0.009446   0.008525   0.003781         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    164/499      4.32G   0.009446   0.008525   0.003781         82        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    164/499      4.32G   0.009442   0.008527   0.003783         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    164/499      4.32G   0.009442   0.008527   0.003783         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    164/499      4.32G    0.00943   0.008535   0.003773         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    164/499      4.32G    0.00943   0.008535   0.003773         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    164/499      4.32G   0.009429    0.00853   0.003767         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    164/499      4.32G   0.009429    0.00853   0.003767         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    164/499      4.32G   0.009426   0.008539    0.00376         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    164/499      4.32G   0.009426   0.008539    0.00376         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    164/499      4.32G   0.009431   0.008535   0.003756         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    164/499      4.32G   0.009431   0.008535   0.003756         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    164/499      4.32G   0.009426   0.008526   0.003763         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    164/499      4.32G   0.009426   0.008526   0.003763         73        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
    164/499      4.32G   0.009428   0.008537   0.003752         72        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
    164/499      4.32G   0.009428   0.008537   0.003752         72        640:  79%|#######8  | 132/168 [00:24<00:06,  5.29it/s]
    164/499      4.32G   0.009434   0.008544   0.003731         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    164/499      4.32G   0.009434   0.008544   0.003731         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    164/499      4.32G   0.009429   0.008548   0.003737         85        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    164/499      4.32G   0.009429   0.008548   0.003737         85        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    164/499      4.32G   0.009426   0.008543   0.003732         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    164/499      4.32G   0.009426   0.008543   0.003732         65        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    164/499      4.32G   0.009414   0.008534   0.003751         67        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    164/499      4.32G   0.009414   0.008534   0.003751         67        640:  81%|########  | 136/168 [00:25<00:06,  5.15it/s]
    164/499      4.32G   0.009418   0.008527    0.00375         58        640:  81%|########  | 136/168 [00:25<00:06,  5.15it/s]
    164/499      4.32G   0.009418   0.008527    0.00375         58        640:  82%|########1 | 137/168 [00:25<00:05,  5.24it/s]
    164/499      4.32G   0.009415   0.008509    0.00375         56        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    164/499      4.32G   0.009415   0.008509    0.00375         56        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    164/499      4.32G   0.009411   0.008499   0.003754         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    164/499      4.32G   0.009411   0.008499   0.003754         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    164/499      4.32G   0.009411   0.008508   0.003763         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    164/499      4.32G   0.009411   0.008508   0.003763         82        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    164/499      4.32G   0.009408   0.008522   0.003747         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    164/499      4.32G   0.009408   0.008522   0.003747         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    164/499      4.32G   0.009413   0.008521   0.003727         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    164/499      4.32G   0.009413   0.008521   0.003727         70        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    164/499      4.32G   0.009427    0.00853   0.003713         72        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    164/499      4.32G   0.009427    0.00853   0.003713         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    164/499      4.32G   0.009431    0.00854   0.003713         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    164/499      4.32G   0.009431    0.00854   0.003713         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    164/499      4.32G   0.009441   0.008536   0.003734         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    164/499      4.32G   0.009441   0.008536   0.003734         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    164/499      4.32G   0.009445   0.008541   0.003722         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    164/499      4.32G   0.009445   0.008541   0.003722         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    164/499      4.32G   0.009443   0.008537   0.003725         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    164/499      4.32G   0.009443   0.008537   0.003725         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    164/499      4.32G   0.009444   0.008535   0.003708         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    164/499      4.32G   0.009444   0.008535   0.003708         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    164/499      4.32G   0.009448   0.008548     0.0037         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    164/499      4.32G   0.009448   0.008548     0.0037         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    164/499      4.32G   0.009441   0.008557   0.003689         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    164/499      4.32G   0.009441   0.008557   0.003689         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    164/499      4.32G   0.009437   0.008576   0.003684         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    164/499      4.32G   0.009437   0.008576   0.003684         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    164/499      4.32G   0.009428   0.008562    0.00368         51        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    164/499      4.32G   0.009428   0.008562    0.00368         51        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    164/499      4.32G   0.009417   0.008561   0.003671         70        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    164/499      4.32G   0.009417   0.008561   0.003671         70        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
    164/499      4.32G   0.009416   0.008552   0.003698         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    164/499      4.32G   0.009416   0.008552   0.003698         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    164/499      4.32G   0.009405   0.008541     0.0037         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    164/499      4.32G   0.009405   0.008541     0.0037         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    164/499      4.32G   0.009397   0.008535   0.003694         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    164/499      4.32G   0.009397   0.008535   0.003694         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    164/499      4.32G   0.009394   0.008534   0.003696         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    164/499      4.32G   0.009394   0.008534   0.003696         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    164/499      4.32G   0.009396   0.008532   0.003693         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    164/499      4.32G   0.009396   0.008532   0.003693         71        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
    164/499      4.32G   0.009399   0.008525   0.003691         59        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
    164/499      4.32G   0.009399   0.008525   0.003691         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    164/499      4.32G   0.009397   0.008521   0.003692         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    164/499      4.32G   0.009397   0.008521   0.003692         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    164/499      4.32G   0.009385   0.008508   0.003689         49        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    164/499      4.32G   0.009385   0.008508   0.003689         49        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    164/499      4.32G   0.009382    0.00852   0.003679         82        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    164/499      4.32G   0.009382    0.00852   0.003679         82        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    164/499      4.32G   0.009377   0.008514   0.003672         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.30it/s]
    164/499      4.32G   0.009377   0.008514   0.003672         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
    164/499      4.32G   0.009385    0.00852   0.003659         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    164/499      4.32G   0.009385    0.00852   0.003659         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    164/499      4.32G    0.00938   0.008515   0.003652         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    164/499      4.32G    0.00938   0.008515   0.003652         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    164/499      4.32G   0.009372    0.00851   0.003647         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    164/499      4.32G   0.009372    0.00851   0.003647         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    164/499      4.32G   0.009377   0.008512   0.003633         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    164/499      4.32G   0.009377   0.008512   0.003633         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    164/499      4.32G   0.009369   0.008522   0.003648         34        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    164/499      4.32G   0.009369   0.008522   0.003648         34        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    164/499      4.32G   0.009369   0.008522   0.003648         34        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.844      0.921      0.907      0.774

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    165/499      4.32G   0.008932   0.008222  0.0007938         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
    165/499      4.32G   0.008932   0.008222  0.0007938         64        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    165/499      4.32G   0.008646   0.007818   0.002127         66        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    165/499      4.32G   0.008646   0.007818   0.002127         66        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    165/499      4.32G   0.008198   0.007367   0.002395         61        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    165/499      4.32G   0.008198   0.007367   0.002395         61        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    165/499      4.32G   0.008424   0.007611   0.002183         60        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    165/499      4.32G   0.008424   0.007611   0.002183         60        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    165/499      4.32G   0.008876   0.008228   0.002146         73        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    165/499      4.32G   0.008876   0.008228   0.002146         73        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    165/499      4.32G   0.009097   0.008669   0.001879         80        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    165/499      4.32G   0.009097   0.008669   0.001879         80        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    165/499      4.32G   0.009055   0.008524   0.002045         63        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    165/499      4.32G   0.009055   0.008524   0.002045         63        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    165/499      4.32G   0.009023    0.00884   0.002266         83        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    165/499      4.32G   0.009023    0.00884   0.002266         83        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    165/499      4.32G   0.009176   0.009113   0.002119         70        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    165/499      4.32G   0.009176   0.009113   0.002119         70        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    165/499      4.32G   0.009269   0.009025   0.002215         52        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    165/499      4.32G   0.009269   0.009025   0.002215         52        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    165/499      4.32G   0.009268   0.009086   0.002447         78        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    165/499      4.32G   0.009268   0.009086   0.002447         78        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    165/499      4.32G   0.009237    0.00913   0.002585         79        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    165/499      4.32G   0.009237    0.00913   0.002585         79        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    165/499      4.32G   0.009247   0.008942   0.002622         58        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    165/499      4.32G   0.009247   0.008942   0.002622         58        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    165/499      4.32G   0.009194   0.008958   0.002736         58        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    165/499      4.32G   0.009194   0.008958   0.002736         58        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    165/499      4.32G   0.009199   0.008959   0.002668         67        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    165/499      4.32G   0.009199   0.008959   0.002668         67        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    165/499      4.32G   0.009139   0.008849   0.002589         54        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    165/499      4.32G   0.009139   0.008849   0.002589         54        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    165/499      4.32G   0.009096   0.008949   0.002634         83        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    165/499      4.32G   0.009096   0.008949   0.002634         83        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    165/499      4.32G   0.009108   0.008921   0.002601         78        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    165/499      4.32G   0.009108   0.008921   0.002601         78        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    165/499      4.32G   0.009044   0.008862   0.002691         60        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    165/499      4.32G   0.009044   0.008862   0.002691         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    165/499      4.32G   0.009027   0.008893    0.00271         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    165/499      4.32G   0.009027   0.008893    0.00271         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    165/499      4.32G    0.00901   0.009038    0.00276         80        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    165/499      4.32G    0.00901   0.009038    0.00276         80        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    165/499      4.32G   0.008985   0.008998   0.002749         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    165/499      4.32G   0.008985   0.008998   0.002749         68        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    165/499      4.32G   0.009021   0.008913   0.002828         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    165/499      4.32G   0.009021   0.008913   0.002828         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    165/499      4.32G   0.009046   0.008974   0.002856         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    165/499      4.32G   0.009046   0.008974   0.002856         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    165/499      4.32G   0.008989   0.008896   0.002855         55        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    165/499      4.32G   0.008989   0.008896   0.002855         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    165/499      4.32G   0.008992   0.008999   0.002867         96        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    165/499      4.32G   0.008992   0.008999   0.002867         96        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    165/499      4.32G   0.008941   0.008962   0.002862         78        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    165/499      4.32G   0.008941   0.008962   0.002862         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    165/499      4.32G   0.008948   0.008931   0.002827         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    165/499      4.32G   0.008948   0.008931   0.002827         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    165/499      4.32G   0.009005   0.008892   0.002847         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    165/499      4.32G   0.009005   0.008892   0.002847         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    165/499      4.32G   0.008983   0.008823   0.002836         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    165/499      4.32G   0.008983   0.008823   0.002836         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    165/499      4.32G   0.008997   0.008843   0.002857         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    165/499      4.32G   0.008997   0.008843   0.002857         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    165/499      4.32G   0.008976   0.008813   0.002846         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    165/499      4.32G   0.008976   0.008813   0.002846         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    165/499      4.32G   0.009011    0.00888   0.002839         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    165/499      4.32G   0.009011    0.00888   0.002839         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    165/499      4.32G   0.009031   0.008851   0.002809         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    165/499      4.32G   0.009031   0.008851   0.002809         64        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    165/499      4.32G   0.009007   0.008892   0.002777         87        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    165/499      4.32G   0.009007   0.008892   0.002777         87        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    165/499      4.32G   0.008992   0.008867   0.002752         55        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    165/499      4.32G   0.008992   0.008867   0.002752         55        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    165/499      4.32G   0.008998   0.008919   0.002737         87        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    165/499      4.32G   0.008998   0.008919   0.002737         87        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    165/499      4.32G   0.008977   0.008922   0.002717         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    165/499      4.32G   0.008977   0.008922   0.002717         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    165/499      4.32G   0.008989   0.008951   0.002675         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    165/499      4.32G   0.008989   0.008951   0.002675         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    165/499      4.32G   0.009001   0.008933   0.002653         54        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    165/499      4.32G   0.009001   0.008933   0.002653         54        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    165/499      4.32G   0.008989    0.00896   0.002667         85        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    165/499      4.32G   0.008989    0.00896   0.002667         85        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    165/499      4.32G   0.008981   0.009002   0.002695         84        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    165/499      4.32G   0.008981   0.009002   0.002695         84        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    165/499      4.32G   0.008995   0.009026   0.002722         79        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    165/499      4.32G   0.008995   0.009026   0.002722         79        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    165/499      4.32G   0.009014   0.008971   0.002699         42        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    165/499      4.32G   0.009014   0.008971   0.002699         42        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    165/499      4.32G   0.009014   0.008923   0.002709         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    165/499      4.32G   0.009014   0.008923   0.002709         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    165/499      4.32G   0.009027    0.00889   0.002759         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    165/499      4.32G   0.009027    0.00889   0.002759         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.27it/s]
    165/499      4.32G   0.009028   0.008905   0.002834         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.27it/s]
    165/499      4.32G   0.009028   0.008905   0.002834         73        640:  28%|##7       | 47/168 [00:08<00:22,  5.35it/s]
    165/499      4.32G   0.009009   0.008851   0.002893         67        640:  28%|##7       | 47/168 [00:09<00:22,  5.35it/s]
    165/499      4.32G   0.009009   0.008851   0.002893         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    165/499      4.32G   0.009009   0.008855   0.002862         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    165/499      4.32G   0.009009   0.008855   0.002862         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    165/499      4.32G   0.009034   0.008897   0.002907         81        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    165/499      4.32G   0.009034   0.008897   0.002907         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    165/499      4.32G   0.009015   0.008878   0.002898         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    165/499      4.32G   0.009015   0.008878   0.002898         69        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    165/499      4.32G   0.009003   0.008858   0.002872         63        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    165/499      4.32G   0.009003   0.008858   0.002872         63        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    165/499      4.32G      0.009   0.008862    0.00287         80        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    165/499      4.32G      0.009   0.008862    0.00287         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    165/499      4.32G   0.008997   0.008834    0.00288         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    165/499      4.32G   0.008997   0.008834    0.00288         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    165/499      4.32G   0.009007   0.008812   0.002897         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    165/499      4.32G   0.009007   0.008812   0.002897         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    165/499      4.32G   0.009042   0.008807   0.002901         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    165/499      4.32G   0.009042   0.008807   0.002901         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    165/499      4.32G    0.00906   0.008776   0.002908         62        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    165/499      4.32G    0.00906   0.008776   0.002908         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    165/499      4.32G   0.009048    0.00873   0.002905         52        640:  34%|###3      | 57/168 [00:10<00:20,  5.30it/s]
    165/499      4.32G   0.009048    0.00873   0.002905         52        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
    165/499      4.32G    0.00906   0.008742   0.002928         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    165/499      4.32G    0.00906   0.008742   0.002928         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    165/499      4.32G   0.009099   0.008752   0.002917         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    165/499      4.32G   0.009099   0.008752   0.002917         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    165/499      4.32G   0.009103   0.008765   0.002916         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    165/499      4.32G   0.009103   0.008765   0.002916         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    165/499      4.32G    0.00912   0.008745   0.002945         80        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    165/499      4.32G    0.00912   0.008745   0.002945         80        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    165/499      4.32G   0.009111   0.008726   0.002944         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    165/499      4.32G   0.009111   0.008726   0.002944         57        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
    165/499      4.32G   0.009125   0.008743   0.002916         75        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    165/499      4.32G   0.009125   0.008743   0.002916         75        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    165/499      4.32G   0.009134   0.008755   0.002897         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    165/499      4.32G   0.009134   0.008755   0.002897         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    165/499      4.32G   0.009151   0.008751   0.002905         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    165/499      4.32G   0.009151   0.008751   0.002905         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    165/499      4.32G   0.009144   0.008748   0.002929         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    165/499      4.32G   0.009144   0.008748   0.002929         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    165/499      4.32G   0.009131   0.008755   0.002925         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    165/499      4.32G   0.009131   0.008755   0.002925         72        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    165/499      4.32G   0.009132    0.00877    0.00292         75        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    165/499      4.32G   0.009132    0.00877    0.00292         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    165/499      4.32G   0.009157   0.008763    0.00291         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    165/499      4.32G   0.009157   0.008763    0.00291         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    165/499      4.32G   0.009168   0.008779    0.00293         84        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    165/499      4.32G   0.009168   0.008779    0.00293         84        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    165/499      4.32G   0.009167   0.008758   0.002978         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    165/499      4.32G   0.009167   0.008758   0.002978         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    165/499      4.32G   0.009171   0.008775   0.002955         74        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    165/499      4.32G   0.009171   0.008775   0.002955         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    165/499      4.32G   0.009155   0.008777   0.002943         71        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
    165/499      4.32G   0.009155   0.008777   0.002943         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    165/499      4.32G   0.009159   0.008767   0.002925         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    165/499      4.32G   0.009159   0.008767   0.002925         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    165/499      4.32G    0.00914   0.008742   0.002942         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    165/499      4.32G    0.00914   0.008742   0.002942         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    165/499      4.32G   0.009134   0.008753   0.002977         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    165/499      4.32G   0.009134   0.008753   0.002977         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    165/499      4.32G   0.009162   0.008761   0.003007         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    165/499      4.32G   0.009162   0.008761   0.003007         67        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
    165/499      4.32G   0.009168   0.008779   0.003012         77        640:  46%|####6     | 78/168 [00:14<00:16,  5.40it/s]
    165/499      4.32G   0.009168   0.008779   0.003012         77        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
    165/499      4.32G   0.009171   0.008776   0.002994         64        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
    165/499      4.32G   0.009171   0.008776   0.002994         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    165/499      4.32G   0.009176   0.008774   0.002978         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    165/499      4.32G   0.009176   0.008774   0.002978         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    165/499      4.32G   0.009186   0.008774   0.002974         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    165/499      4.32G   0.009186   0.008774   0.002974         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    165/499      4.32G   0.009178   0.008769   0.002961         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    165/499      4.32G   0.009178   0.008769   0.002961         64        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    165/499      4.32G   0.009174   0.008764    0.00294         74        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    165/499      4.32G   0.009174   0.008764    0.00294         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.40it/s]
    165/499      4.32G   0.009168   0.008766   0.002914         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.40it/s]
    165/499      4.32G   0.009168   0.008766   0.002914         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    165/499      4.32G   0.009158   0.008764   0.002933         81        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    165/499      4.32G   0.009158   0.008764   0.002933         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    165/499      4.32G   0.009158   0.008762   0.002945         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    165/499      4.32G   0.009158   0.008762   0.002945         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    165/499      4.32G   0.009165   0.008781   0.002933         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    165/499      4.32G   0.009165   0.008781   0.002933         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    165/499      4.32G   0.009157    0.00876   0.002932         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    165/499      4.32G   0.009157    0.00876   0.002932         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    165/499      4.32G   0.009158   0.008775   0.002971         73        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    165/499      4.32G   0.009158   0.008775   0.002971         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    165/499      4.32G   0.009177   0.008769   0.002999         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    165/499      4.32G   0.009177   0.008769   0.002999         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    165/499      4.32G   0.009177    0.00877      0.003         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    165/499      4.32G   0.009177    0.00877      0.003         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    165/499      4.32G   0.009181   0.008758   0.002974         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    165/499      4.32G   0.009181   0.008758   0.002974         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    165/499      4.32G   0.009177   0.008757   0.002983         62        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    165/499      4.32G   0.009177   0.008757   0.002983         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    165/499      4.32G   0.009192   0.008745   0.003009         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    165/499      4.32G   0.009192   0.008745   0.003009         55        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    165/499      4.32G     0.0092   0.008746   0.003022         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    165/499      4.32G     0.0092   0.008746   0.003022         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    165/499      4.32G   0.009221   0.008743   0.003025         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    165/499      4.32G   0.009221   0.008743   0.003025         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    165/499      4.32G   0.009234   0.008755   0.003014         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    165/499      4.32G   0.009234   0.008755   0.003014         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    165/499      4.32G   0.009247   0.008769   0.003026         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    165/499      4.32G   0.009247   0.008769   0.003026         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    165/499      4.32G    0.00925   0.008781   0.003009         73        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    165/499      4.32G    0.00925   0.008781   0.003009         73        640:  60%|#####9    | 100/168 [00:18<00:12,  5.25it/s]
    165/499      4.32G   0.009267   0.008769   0.003024         59        640:  60%|#####9    | 100/168 [00:19<00:12,  5.25it/s]
    165/499      4.32G   0.009267   0.008769   0.003024         59        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    165/499      4.32G   0.009252   0.008752   0.003054         66        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    165/499      4.32G   0.009252   0.008752   0.003054         66        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    165/499      4.32G   0.009247   0.008731   0.003052         57        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    165/499      4.32G   0.009247   0.008731   0.003052         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    165/499      4.32G   0.009239   0.008733   0.003049         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    165/499      4.32G   0.009239   0.008733   0.003049         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    165/499      4.32G   0.009236   0.008733   0.003039         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    165/499      4.32G   0.009236   0.008733   0.003039         76        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    165/499      4.32G    0.00923    0.00873   0.003047         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    165/499      4.32G    0.00923    0.00873   0.003047         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    165/499      4.32G   0.009239   0.008749   0.003037         71        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    165/499      4.32G   0.009239   0.008749   0.003037         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    165/499      4.32G   0.009228    0.00875   0.003028         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    165/499      4.32G   0.009228    0.00875   0.003028         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    165/499      4.32G   0.009236    0.00875   0.003033         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    165/499      4.32G   0.009236    0.00875   0.003033         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    165/499      4.32G   0.009239   0.008743   0.003018         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    165/499      4.32G   0.009239   0.008743   0.003018         72        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    165/499      4.32G   0.009243   0.008727   0.003017         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    165/499      4.32G   0.009243   0.008727   0.003017         69        640:  66%|######6   | 111/168 [00:20<00:10,  5.35it/s]
    165/499      4.32G   0.009237   0.008734   0.002997         80        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    165/499      4.32G   0.009237   0.008734   0.002997         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    165/499      4.32G   0.009234    0.00876   0.002996         83        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    165/499      4.32G   0.009234    0.00876   0.002996         83        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    165/499      4.32G   0.009221   0.008756   0.002993         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    165/499      4.32G   0.009221   0.008756   0.002993         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    165/499      4.32G    0.00925   0.008764   0.003041         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    165/499      4.32G    0.00925   0.008764   0.003041         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    165/499      4.32G   0.009278   0.008766   0.003064         58        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    165/499      4.32G   0.009278   0.008766   0.003064         58        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
    165/499      4.32G   0.009287   0.008752   0.003055         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    165/499      4.32G   0.009287   0.008752   0.003055         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    165/499      4.32G   0.009282   0.008734   0.003064         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    165/499      4.32G   0.009282   0.008734   0.003064         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    165/499      4.32G   0.009289   0.008751   0.003071         82        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    165/499      4.32G   0.009289   0.008751   0.003071         82        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    165/499      4.32G   0.009278   0.008732   0.003084         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    165/499      4.32G   0.009278   0.008732   0.003084         58        640:  71%|#######1  | 120/168 [00:22<00:08,  5.40it/s]
    165/499      4.32G   0.009273   0.008734   0.003078         81        640:  71%|#######1  | 120/168 [00:22<00:08,  5.40it/s]
    165/499      4.32G   0.009273   0.008734   0.003078         81        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    165/499      4.32G   0.009268   0.008731   0.003075         66        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    165/499      4.32G   0.009268   0.008731   0.003075         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    165/499      4.32G   0.009275   0.008723   0.003089         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    165/499      4.32G   0.009275   0.008723   0.003089         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    165/499      4.32G   0.009276   0.008732   0.003091         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    165/499      4.32G   0.009276   0.008732   0.003091         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    165/499      4.32G   0.009281    0.00872   0.003082         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    165/499      4.32G   0.009281    0.00872   0.003082         53        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    165/499      4.32G   0.009285   0.008707   0.003112         52        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    165/499      4.32G   0.009285   0.008707   0.003112         52        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    165/499      4.32G   0.009277   0.008693   0.003095         68        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    165/499      4.32G   0.009277   0.008693   0.003095         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    165/499      4.32G   0.009285   0.008694   0.003118         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    165/499      4.32G   0.009285   0.008694   0.003118         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
    165/499      4.32G   0.009287   0.008692   0.003121         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.34it/s]
    165/499      4.32G   0.009287   0.008692   0.003121         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.41it/s]
    165/499      4.32G   0.009288   0.008695   0.003103         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.41it/s]
    165/499      4.32G   0.009288   0.008695   0.003103         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    165/499      4.32G   0.009283   0.008688   0.003105         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    165/499      4.32G   0.009283   0.008688   0.003105         73        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    165/499      4.32G   0.009289   0.008686   0.003097         54        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    165/499      4.32G   0.009289   0.008686   0.003097         54        640:  79%|#######8  | 132/168 [00:24<00:06,  5.33it/s]
    165/499      4.32G   0.009287   0.008672   0.003115         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    165/499      4.32G   0.009287   0.008672   0.003115         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    165/499      4.32G   0.009291   0.008675   0.003104         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    165/499      4.32G   0.009291   0.008675   0.003104         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    165/499      4.32G   0.009281   0.008674   0.003094         81        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    165/499      4.32G   0.009281   0.008674   0.003094         81        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    165/499      4.32G   0.009281   0.008672   0.003096         71        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    165/499      4.32G   0.009281   0.008672   0.003096         71        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
    165/499      4.32G    0.00928   0.008664   0.003093         48        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
    165/499      4.32G    0.00928   0.008664   0.003093         48        640:  82%|########1 | 137/168 [00:25<00:05,  5.27it/s]
    165/499      4.32G   0.009277   0.008655   0.003081         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    165/499      4.32G   0.009277   0.008655   0.003081         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    165/499      4.32G   0.009266   0.008649   0.003101         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    165/499      4.32G   0.009266   0.008649   0.003101         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    165/499      4.32G   0.009252   0.008641   0.003106         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    165/499      4.32G   0.009252   0.008641   0.003106         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    165/499      4.32G   0.009246   0.008646   0.003108         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    165/499      4.32G   0.009246   0.008646   0.003108         79        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    165/499      4.32G    0.00925    0.00867   0.003107         89        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    165/499      4.32G    0.00925    0.00867   0.003107         89        640:  85%|########4 | 142/168 [00:26<00:05,  5.20it/s]
    165/499      4.32G   0.009255   0.008675   0.003107         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    165/499      4.32G   0.009255   0.008675   0.003107         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    165/499      4.32G   0.009259   0.008687   0.003101         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    165/499      4.32G   0.009259   0.008687   0.003101         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    165/499      4.32G   0.009262   0.008695    0.00309         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    165/499      4.32G   0.009262   0.008695    0.00309         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    165/499      4.32G   0.009265     0.0087   0.003092         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    165/499      4.32G   0.009265     0.0087   0.003092         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    165/499      4.32G   0.009264    0.00869   0.003094         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    165/499      4.32G   0.009264    0.00869   0.003094         58        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    165/499      4.32G   0.009265   0.008699   0.003092         77        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    165/499      4.32G   0.009265   0.008699   0.003092         77        640:  88%|########8 | 148/168 [00:27<00:03,  5.21it/s]
    165/499      4.32G   0.009267   0.008691   0.003094         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    165/499      4.32G   0.009267   0.008691   0.003094         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    165/499      4.32G   0.009269   0.008686   0.003103         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    165/499      4.32G   0.009269   0.008686   0.003103         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    165/499      4.32G   0.009265   0.008671   0.003102         55        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    165/499      4.32G   0.009265   0.008671   0.003102         55        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    165/499      4.32G   0.009278   0.008673   0.003116         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    165/499      4.32G   0.009278   0.008673   0.003116         74        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    165/499      4.32G    0.00929    0.00867   0.003127         62        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    165/499      4.32G    0.00929    0.00867   0.003127         62        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
    165/499      4.32G   0.009285   0.008675    0.00312         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    165/499      4.32G   0.009285   0.008675    0.00312         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    165/499      4.32G   0.009279   0.008673   0.003127         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    165/499      4.32G   0.009279   0.008673   0.003127         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    165/499      4.32G   0.009272    0.00867   0.003143         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    165/499      4.32G   0.009272    0.00867   0.003143         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    165/499      4.32G   0.009268   0.008674   0.003151         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    165/499      4.32G   0.009268   0.008674   0.003151         77        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    165/499      4.32G   0.009273   0.008672   0.003144         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    165/499      4.32G   0.009273   0.008672   0.003144         55        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    165/499      4.32G   0.009264   0.008662   0.003137         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    165/499      4.32G   0.009264   0.008662   0.003137         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    165/499      4.32G   0.009252   0.008659   0.003168         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    165/499      4.32G   0.009252   0.008659   0.003168         79        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    165/499      4.32G   0.009256   0.008662   0.003167         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    165/499      4.32G   0.009256   0.008662   0.003167         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    165/499      4.32G    0.00926   0.008659   0.003165         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    165/499      4.32G    0.00926   0.008659   0.003165         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    165/499      4.32G   0.009257   0.008649   0.003179         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    165/499      4.32G   0.009257   0.008649   0.003179         71        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    165/499      4.32G   0.009267   0.008648   0.003179         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    165/499      4.32G   0.009267   0.008648   0.003179         58        640:  98%|#########7| 164/168 [00:30<00:00,  5.35it/s]
    165/499      4.32G   0.009275   0.008641   0.003179         47        640:  98%|#########7| 164/168 [00:31<00:00,  5.35it/s]
    165/499      4.32G   0.009275   0.008641   0.003179         47        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    165/499      4.32G    0.00927   0.008632   0.003179         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    165/499      4.32G    0.00927   0.008632   0.003179         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    165/499      4.32G   0.009267    0.00863   0.003184         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    165/499      4.32G   0.009267    0.00863   0.003184         64        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    165/499      4.32G   0.009271   0.008639   0.003178         38        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    165/499      4.32G   0.009271   0.008639   0.003178         38        640: 100%|##########| 168/168 [00:31<00:00,  5.51it/s]
    165/499      4.32G   0.009271   0.008639   0.003178         38        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.837      0.876      0.907      0.776

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    166/499      4.32G   0.009565   0.008586   0.007308         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
    166/499      4.32G   0.009565   0.008586   0.007308         65        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    166/499      4.32G   0.009331   0.007563   0.005505         61        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    166/499      4.32G   0.009331   0.007563   0.005505         61        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    166/499      4.32G   0.009079   0.007783   0.004435         83        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    166/499      4.32G   0.009079   0.007783   0.004435         83        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    166/499      4.32G   0.009225   0.007595   0.004977         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    166/499      4.32G   0.009225   0.007595   0.004977         64        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    166/499      4.32G   0.009091   0.007499   0.004911         63        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    166/499      4.32G   0.009091   0.007499   0.004911         63        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    166/499      4.32G   0.009167   0.007781   0.004816         87        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    166/499      4.32G   0.009167   0.007781   0.004816         87        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    166/499      4.32G   0.009315   0.008113   0.004734         79        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    166/499      4.32G   0.009315   0.008113   0.004734         79        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    166/499      4.32G   0.009401   0.008563   0.004468         84        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    166/499      4.32G   0.009401   0.008563   0.004468         84        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
    166/499      4.32G   0.009475   0.008667   0.004586         68        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
    166/499      4.32G   0.009475   0.008667   0.004586         68        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    166/499      4.32G   0.009555   0.008675   0.004425         64        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    166/499      4.32G   0.009555   0.008675   0.004425         64        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    166/499      4.32G    0.00959   0.008813   0.004317         71        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    166/499      4.32G    0.00959   0.008813   0.004317         71        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    166/499      4.32G   0.009538   0.008904   0.004189         86        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    166/499      4.32G   0.009538   0.008904   0.004189         86        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    166/499      4.32G    0.00948   0.008913    0.00399         75        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    166/499      4.32G    0.00948   0.008913    0.00399         75        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    166/499      4.32G   0.009479   0.008841   0.003907         68        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    166/499      4.32G   0.009479   0.008841   0.003907         68        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    166/499      4.32G   0.009465   0.008785   0.003674         57        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    166/499      4.32G   0.009465   0.008785   0.003674         57        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    166/499      4.32G   0.009463   0.008766   0.003733         63        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    166/499      4.32G   0.009463   0.008766   0.003733         63        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    166/499      4.32G   0.009521   0.008723   0.003681         57        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    166/499      4.32G   0.009521   0.008723   0.003681         57        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    166/499      4.32G   0.009546   0.008731   0.003667         78        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    166/499      4.32G   0.009546   0.008731   0.003667         78        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    166/499      4.32G   0.009557     0.0088   0.003613         76        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    166/499      4.32G   0.009557     0.0088   0.003613         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    166/499      4.32G   0.009582   0.008811   0.003626         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    166/499      4.32G   0.009582   0.008811   0.003626         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    166/499      4.32G   0.009509   0.008805   0.003676         83        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    166/499      4.32G   0.009509   0.008805   0.003676         83        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    166/499      4.32G   0.009461   0.008873   0.003735         89        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    166/499      4.32G   0.009461   0.008873   0.003735         89        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    166/499      4.32G   0.009413   0.008967   0.003652         74        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    166/499      4.32G   0.009413   0.008967   0.003652         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    166/499      4.32G   0.009426    0.00897   0.003644         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    166/499      4.32G   0.009426    0.00897   0.003644         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    166/499      4.32G   0.009439   0.008997   0.003533         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    166/499      4.32G   0.009439   0.008997   0.003533         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    166/499      4.32G   0.009457   0.008994   0.003619         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    166/499      4.32G   0.009457   0.008994   0.003619         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    166/499      4.32G   0.009462   0.008939   0.003542         57        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    166/499      4.32G   0.009462   0.008939   0.003542         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    166/499      4.32G   0.009487   0.008882   0.003555         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    166/499      4.32G   0.009487   0.008882   0.003555         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
    166/499      4.32G   0.009505   0.008928   0.003523         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.13it/s]
    166/499      4.32G   0.009505   0.008928   0.003523         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    166/499      4.32G   0.009477   0.008849     0.0035         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    166/499      4.32G   0.009477   0.008849     0.0035         68        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    166/499      4.32G   0.009484   0.008927   0.003467         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    166/499      4.32G   0.009484   0.008927   0.003467         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    166/499      4.32G   0.009472   0.008915   0.003427         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    166/499      4.32G   0.009472   0.008915   0.003427         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    166/499      4.32G   0.009491   0.008918   0.003434         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    166/499      4.32G   0.009491   0.008918   0.003434         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    166/499      4.32G   0.009464   0.008894    0.00349         84        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    166/499      4.32G   0.009464   0.008894    0.00349         84        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    166/499      4.32G   0.009442   0.008929   0.003463         78        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    166/499      4.32G   0.009442   0.008929   0.003463         78        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    166/499      4.32G    0.00943   0.008914   0.003475         61        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    166/499      4.32G    0.00943   0.008914   0.003475         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    166/499      4.32G   0.009389   0.008893   0.003496         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    166/499      4.32G   0.009389   0.008893   0.003496         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    166/499      4.32G   0.009382   0.008832   0.003539         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    166/499      4.32G   0.009382   0.008832   0.003539         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    166/499      4.32G   0.009378   0.008789   0.003489         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    166/499      4.32G   0.009378   0.008789   0.003489         68        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    166/499      4.32G   0.009391   0.008805   0.003579         65        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    166/499      4.32G   0.009391   0.008805   0.003579         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    166/499      4.32G   0.009406   0.008813   0.003602         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    166/499      4.32G   0.009406   0.008813   0.003602         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    166/499      4.32G   0.009414   0.008833   0.003626         75        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    166/499      4.32G   0.009414   0.008833   0.003626         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    166/499      4.32G   0.009394   0.008872   0.003662         78        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    166/499      4.32G   0.009394   0.008872   0.003662         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    166/499      4.32G   0.009441   0.008907   0.003624         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    166/499      4.32G   0.009441   0.008907   0.003624         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    166/499      4.32G   0.009436   0.008884   0.003603         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    166/499      4.32G   0.009436   0.008884   0.003603         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    166/499      4.32G   0.009412    0.00884   0.003603         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    166/499      4.32G   0.009412    0.00884   0.003603         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    166/499      4.32G   0.009405   0.008862   0.003559         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    166/499      4.32G   0.009405   0.008862   0.003559         79        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    166/499      4.32G   0.009393   0.008896   0.003521         79        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    166/499      4.32G   0.009393   0.008896   0.003521         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    166/499      4.32G   0.009421   0.008932   0.003495         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    166/499      4.32G   0.009421   0.008932   0.003495         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    166/499      4.32G   0.009457   0.008897   0.003553         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    166/499      4.32G   0.009457   0.008897   0.003553         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    166/499      4.32G   0.009455   0.008902   0.003654         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    166/499      4.32G   0.009455   0.008902   0.003654         65        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    166/499      4.32G   0.009462   0.008914   0.003603         71        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    166/499      4.32G   0.009462   0.008914   0.003603         71        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    166/499      4.32G   0.009451   0.008931   0.003584         77        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    166/499      4.32G   0.009451   0.008931   0.003584         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    166/499      4.32G   0.009456   0.008937    0.00358         60        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    166/499      4.32G   0.009456   0.008937    0.00358         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    166/499      4.32G    0.00944   0.008941   0.003593         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    166/499      4.32G    0.00944   0.008941   0.003593         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    166/499      4.32G   0.009428   0.008922   0.003547         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    166/499      4.32G   0.009428   0.008922   0.003547         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    166/499      4.32G   0.009416   0.008907   0.003562         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    166/499      4.32G   0.009416   0.008907   0.003562         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    166/499      4.32G   0.009398     0.0089   0.003572         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    166/499      4.32G   0.009398     0.0089   0.003572         69        640:  35%|###4      | 58/168 [00:10<00:21,  5.17it/s]
    166/499      4.32G   0.009399   0.008913   0.003574         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    166/499      4.32G   0.009399   0.008913   0.003574         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    166/499      4.32G   0.009412   0.008911    0.00357         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    166/499      4.32G   0.009412   0.008911    0.00357         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    166/499      4.32G   0.009421   0.008896   0.003636         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    166/499      4.32G   0.009421   0.008896   0.003636         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    166/499      4.32G   0.009439   0.008941   0.003638         89        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    166/499      4.32G   0.009439   0.008941   0.003638         89        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    166/499      4.32G   0.009427   0.008927   0.003609         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    166/499      4.32G   0.009427   0.008927   0.003609         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    166/499      4.32G   0.009433   0.008912   0.003614         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    166/499      4.32G   0.009433   0.008912   0.003614         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    166/499      4.32G   0.009477   0.008915   0.003589         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    166/499      4.32G   0.009477   0.008915   0.003589         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    166/499      4.32G   0.009469   0.008867   0.003715         52        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    166/499      4.32G   0.009469   0.008867   0.003715         52        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    166/499      4.32G   0.009463    0.00884   0.003681         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    166/499      4.32G   0.009463    0.00884   0.003681         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    166/499      4.32G   0.009454   0.008841   0.003687         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    166/499      4.32G   0.009454   0.008841   0.003687         73        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    166/499      4.32G    0.00944   0.008845   0.003692         70        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    166/499      4.32G    0.00944   0.008845   0.003692         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    166/499      4.32G   0.009459   0.008883   0.003661         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    166/499      4.32G   0.009459   0.008883   0.003661         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    166/499      4.32G   0.009468   0.008877   0.003637         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    166/499      4.32G   0.009468   0.008877   0.003637         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    166/499      4.32G   0.009457   0.008855   0.003612         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    166/499      4.32G   0.009457   0.008855   0.003612         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    166/499      4.32G   0.009476   0.008844   0.003625         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.26it/s]
    166/499      4.32G   0.009476   0.008844   0.003625         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.11it/s]
    166/499      4.32G   0.009472   0.008862   0.003592         75        640:  43%|####3     | 73/168 [00:14<00:18,  5.11it/s]
    166/499      4.32G   0.009472   0.008862   0.003592         75        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    166/499      4.32G   0.009491   0.008847   0.003635         66        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    166/499      4.32G   0.009491   0.008847   0.003635         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    166/499      4.32G   0.009462   0.008836   0.003639         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    166/499      4.32G   0.009462   0.008836   0.003639         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    166/499      4.32G   0.009474   0.008821   0.003651         49        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    166/499      4.32G   0.009474   0.008821   0.003651         49        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    166/499      4.32G   0.009441   0.008792   0.003668         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    166/499      4.32G   0.009441   0.008792   0.003668         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    166/499      4.32G   0.009433   0.008775   0.003664         59        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    166/499      4.32G   0.009433   0.008775   0.003664         59        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    166/499      4.32G    0.00943   0.008774    0.00365         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    166/499      4.32G    0.00943   0.008774    0.00365         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    166/499      4.32G   0.009412    0.00874   0.003654         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    166/499      4.32G   0.009412    0.00874   0.003654         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    166/499      4.32G   0.009409    0.00874   0.003636         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    166/499      4.32G   0.009409    0.00874   0.003636         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    166/499      4.32G   0.009408   0.008735   0.003617         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    166/499      4.32G   0.009408   0.008735   0.003617         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    166/499      4.32G   0.009412   0.008717   0.003588         56        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    166/499      4.32G   0.009412   0.008717   0.003588         56        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    166/499      4.32G   0.009408   0.008694   0.003591         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    166/499      4.32G   0.009408   0.008694   0.003591         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    166/499      4.32G   0.009407    0.00869    0.00359         75        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    166/499      4.32G   0.009407    0.00869    0.00359         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    166/499      4.32G   0.009417   0.008673   0.003608         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    166/499      4.32G   0.009417   0.008673   0.003608         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    166/499      4.32G   0.009425   0.008687   0.003592         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    166/499      4.32G   0.009425   0.008687   0.003592         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    166/499      4.32G   0.009409   0.008665   0.003617         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    166/499      4.32G   0.009409   0.008665   0.003617         57        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    166/499      4.32G   0.009397   0.008653   0.003602         60        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    166/499      4.32G   0.009397   0.008653   0.003602         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    166/499      4.32G   0.009411   0.008681   0.003609         89        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    166/499      4.32G   0.009411   0.008681   0.003609         89        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
    166/499      4.32G   0.009439   0.008692   0.003603         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
    166/499      4.32G   0.009439   0.008692   0.003603         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    166/499      4.32G   0.009432   0.008708   0.003572         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    166/499      4.32G   0.009432   0.008708   0.003572         84        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    166/499      4.32G   0.009421   0.008704   0.003582         59        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    166/499      4.32G   0.009421   0.008704   0.003582         59        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    166/499      4.32G   0.009429   0.008706   0.003575         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
    166/499      4.32G   0.009429   0.008706   0.003575         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    166/499      4.32G   0.009437   0.008682   0.003572         52        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    166/499      4.32G   0.009437   0.008682   0.003572         52        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    166/499      4.32G   0.009458   0.008672   0.003596         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    166/499      4.32G   0.009458   0.008672   0.003596         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    166/499      4.32G   0.009465   0.008687   0.003578         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    166/499      4.32G   0.009465   0.008687   0.003578         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    166/499      4.32G   0.009467   0.008711    0.00355         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    166/499      4.32G   0.009467   0.008711    0.00355         78        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    166/499      4.32G    0.00946   0.008718    0.00356         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    166/499      4.32G    0.00946   0.008718    0.00356         74        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    166/499      4.32G   0.009461   0.008727    0.00357         84        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
    166/499      4.32G   0.009461   0.008727    0.00357         84        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    166/499      4.32G   0.009459    0.00873   0.003568         68        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    166/499      4.32G   0.009459    0.00873   0.003568         68        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    166/499      4.32G   0.009481   0.008725   0.003555         64        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    166/499      4.32G   0.009481   0.008725   0.003555         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    166/499      4.32G   0.009472   0.008711   0.003551         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    166/499      4.32G   0.009472   0.008711   0.003551         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    166/499      4.32G   0.009456   0.008688   0.003533         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    166/499      4.32G   0.009456   0.008688   0.003533         54        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    166/499      4.32G   0.009444   0.008678   0.003522         57        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    166/499      4.32G   0.009444   0.008678   0.003522         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    166/499      4.32G   0.009449   0.008675   0.003515         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    166/499      4.32G   0.009449   0.008675   0.003515         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    166/499      4.32G   0.009451   0.008707    0.00349         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    166/499      4.32G   0.009451   0.008707    0.00349         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    166/499      4.32G   0.009438   0.008706   0.003505         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    166/499      4.32G   0.009438   0.008706   0.003505         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    166/499      4.32G   0.009446   0.008717    0.00349         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    166/499      4.32G   0.009446   0.008717    0.00349         79        640:  65%|######5   | 110/168 [00:20<00:10,  5.34it/s]
    166/499      4.32G    0.00946   0.008705   0.003487         65        640:  65%|######5   | 110/168 [00:21<00:10,  5.34it/s]
    166/499      4.32G    0.00946   0.008705   0.003487         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.41it/s]
    166/499      4.32G   0.009481   0.008712   0.003495         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.41it/s]
    166/499      4.32G   0.009481   0.008712   0.003495         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    166/499      4.32G   0.009481   0.008699   0.003498         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    166/499      4.32G   0.009481   0.008699   0.003498         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    166/499      4.32G   0.009471    0.00871   0.003491         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    166/499      4.32G   0.009471    0.00871   0.003491         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    166/499      4.32G   0.009471   0.008708   0.003463         61        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    166/499      4.32G   0.009471   0.008708   0.003463         61        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    166/499      4.32G   0.009472   0.008724   0.003459         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    166/499      4.32G   0.009472   0.008724   0.003459         73        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
    166/499      4.32G   0.009472   0.008746    0.00346         83        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    166/499      4.32G   0.009472   0.008746    0.00346         83        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    166/499      4.32G   0.009476   0.008741   0.003454         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    166/499      4.32G   0.009476   0.008741   0.003454         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    166/499      4.32G    0.00949   0.008735   0.003466         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    166/499      4.32G    0.00949   0.008735   0.003466         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    166/499      4.32G   0.009485   0.008736   0.003457         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    166/499      4.32G   0.009485   0.008736   0.003457         71        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    166/499      4.32G   0.009483   0.008752   0.003445         76        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    166/499      4.32G   0.009483   0.008752   0.003445         76        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
    166/499      4.32G   0.009477   0.008763   0.003426         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    166/499      4.32G   0.009477   0.008763   0.003426         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    166/499      4.32G   0.009477   0.008752   0.003407         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    166/499      4.32G   0.009477   0.008752   0.003407         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    166/499      4.32G    0.00948   0.008751   0.003409         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    166/499      4.32G    0.00948   0.008751   0.003409         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    166/499      4.32G   0.009472   0.008757   0.003402         85        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    166/499      4.32G   0.009472   0.008757   0.003402         85        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    166/499      4.32G   0.009474   0.008785   0.003413         83        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    166/499      4.32G   0.009474   0.008785   0.003413         83        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    166/499      4.32G   0.009459   0.008798    0.00341         82        640:  75%|#######5  | 126/168 [00:24<00:07,  5.39it/s]
    166/499      4.32G   0.009459   0.008798    0.00341         82        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    166/499      4.32G   0.009459    0.00879   0.003417         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    166/499      4.32G   0.009459    0.00879   0.003417         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    166/499      4.32G   0.009463    0.00879   0.003438         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    166/499      4.32G   0.009463    0.00879   0.003438         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    166/499      4.32G   0.009469   0.008802   0.003428         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    166/499      4.32G   0.009469   0.008802   0.003428         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    166/499      4.32G    0.00947   0.008813   0.003417         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    166/499      4.32G    0.00947   0.008813   0.003417         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    166/499      4.32G   0.009464   0.008809   0.003409         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    166/499      4.32G   0.009464   0.008809   0.003409         68        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    166/499      4.32G   0.009462   0.008803   0.003391         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    166/499      4.32G   0.009462   0.008803   0.003391         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    166/499      4.32G   0.009463   0.008785   0.003395         55        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    166/499      4.32G   0.009463   0.008785   0.003395         55        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    166/499      4.32G   0.009454   0.008781   0.003397         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    166/499      4.32G   0.009454   0.008781   0.003397         61        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    166/499      4.32G   0.009469   0.008779   0.003413         63        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    166/499      4.32G   0.009469   0.008779   0.003413         63        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    166/499      4.32G   0.009455   0.008775   0.003405         66        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    166/499      4.32G   0.009455   0.008775   0.003405         66        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    166/499      4.32G   0.009452   0.008783    0.00339         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
    166/499      4.32G   0.009452   0.008783    0.00339         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    166/499      4.32G   0.009447   0.008788   0.003388         86        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    166/499      4.32G   0.009447   0.008788   0.003388         86        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    166/499      4.32G   0.009448   0.008787   0.003397         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    166/499      4.32G   0.009448   0.008787   0.003397         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    166/499      4.32G   0.009447   0.008779   0.003394         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    166/499      4.32G   0.009447   0.008779   0.003394         71        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    166/499      4.32G    0.00944   0.008778   0.003394         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    166/499      4.32G    0.00944   0.008778   0.003394         78        640:  85%|########4 | 142/168 [00:26<00:04,  5.25it/s]
    166/499      4.32G   0.009428   0.008784   0.003406         74        640:  85%|########4 | 142/168 [00:27<00:04,  5.25it/s]
    166/499      4.32G   0.009428   0.008784   0.003406         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    166/499      4.32G   0.009428   0.008789   0.003395         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    166/499      4.32G   0.009428   0.008789   0.003395         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    166/499      4.32G   0.009427   0.008793   0.003381         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    166/499      4.32G   0.009427   0.008793   0.003381         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.25it/s]
    166/499      4.32G    0.00942   0.008794   0.003388         79        640:  86%|########6 | 145/168 [00:27<00:04,  5.25it/s]
    166/499      4.32G    0.00942   0.008794   0.003388         79        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
    166/499      4.32G    0.00942     0.0088   0.003383         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.34it/s]
    166/499      4.32G    0.00942     0.0088   0.003383         61        640:  88%|########7 | 147/168 [00:27<00:03,  5.39it/s]
    166/499      4.32G   0.009419   0.008796   0.003391         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.39it/s]
    166/499      4.32G   0.009419   0.008796   0.003391         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    166/499      4.32G   0.009409   0.008782   0.003379         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    166/499      4.32G   0.009409   0.008782   0.003379         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    166/499      4.32G   0.009402   0.008778   0.003386         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    166/499      4.32G   0.009402   0.008778   0.003386         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    166/499      4.32G   0.009399   0.008779   0.003385         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    166/499      4.32G   0.009399   0.008779   0.003385         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    166/499      4.32G    0.00939   0.008753    0.00339         48        640:  90%|########9 | 151/168 [00:28<00:03,  5.24it/s]
    166/499      4.32G    0.00939   0.008753    0.00339         48        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    166/499      4.32G   0.009375   0.008744   0.003389         62        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    166/499      4.32G   0.009375   0.008744   0.003389         62        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
    166/499      4.32G   0.009363   0.008733    0.00337         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    166/499      4.32G   0.009363   0.008733    0.00337         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    166/499      4.32G   0.009366   0.008746   0.003378         82        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    166/499      4.32G   0.009366   0.008746   0.003378         82        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    166/499      4.32G   0.009362   0.008735   0.003378         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    166/499      4.32G   0.009362   0.008735   0.003378         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    166/499      4.32G    0.00936   0.008743   0.003372         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    166/499      4.32G    0.00936   0.008743   0.003372         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    166/499      4.32G   0.009354   0.008745   0.003363         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    166/499      4.32G   0.009354   0.008745   0.003363         67        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
    166/499      4.32G   0.009355    0.00874   0.003349         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    166/499      4.32G   0.009355    0.00874   0.003349         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    166/499      4.32G   0.009357    0.00873   0.003352         58        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    166/499      4.32G   0.009357    0.00873   0.003352         58        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    166/499      4.32G   0.009361   0.008724   0.003359         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    166/499      4.32G   0.009361   0.008724   0.003359         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    166/499      4.32G    0.00935   0.008718   0.003366         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    166/499      4.32G    0.00935   0.008718   0.003366         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    166/499      4.32G    0.00935   0.008725    0.00337         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    166/499      4.32G    0.00935   0.008725    0.00337         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.12it/s]
    166/499      4.32G   0.009339   0.008715   0.003371         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
    166/499      4.32G   0.009339   0.008715   0.003371         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    166/499      4.32G   0.009341   0.008725   0.003376         84        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    166/499      4.32G   0.009341   0.008725   0.003376         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    166/499      4.32G   0.009343   0.008705   0.003364         50        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    166/499      4.32G   0.009343   0.008705   0.003364         50        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    166/499      4.32G   0.009348   0.008703   0.003368         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    166/499      4.32G   0.009348   0.008703   0.003368         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    166/499      4.32G   0.009348   0.008718    0.00338         45        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    166/499      4.32G   0.009348   0.008718    0.00338         45        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
    166/499      4.32G   0.009348   0.008718    0.00338         45        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.836      0.876      0.907      0.777

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    167/499      4.32G   0.009906   0.005779   0.004006         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
    167/499      4.32G   0.009906   0.005779   0.004006         59        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    167/499      4.32G   0.009833   0.006778     0.0026         59        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    167/499      4.32G   0.009833   0.006778     0.0026         59        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    167/499      4.32G    0.01034   0.007853   0.002007         62        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    167/499      4.32G    0.01034   0.007853   0.002007         62        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    167/499      4.32G    0.01032   0.008379   0.002159         73        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    167/499      4.32G    0.01032   0.008379   0.002159         73        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    167/499      4.32G    0.01016   0.008378   0.002484         75        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    167/499      4.32G    0.01016   0.008378   0.002484         75        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    167/499      4.32G    0.01005   0.008715   0.002786         80        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    167/499      4.32G    0.01005   0.008715   0.002786         80        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    167/499      4.32G   0.009748   0.008581   0.002682         67        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    167/499      4.32G   0.009748   0.008581   0.002682         67        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    167/499      4.32G   0.009731   0.008451   0.002643         64        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    167/499      4.32G   0.009731   0.008451   0.002643         64        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    167/499      4.32G   0.009635   0.008593   0.002647         72        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    167/499      4.32G   0.009635   0.008593   0.002647         72        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
    167/499      4.32G    0.00964   0.008765   0.002538         77        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
    167/499      4.32G    0.00964   0.008765   0.002538         77        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    167/499      4.32G   0.009861   0.008713   0.002761         59        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    167/499      4.32G   0.009861   0.008713   0.002761         59        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    167/499      4.32G   0.009834   0.008724   0.002728         69        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    167/499      4.32G   0.009834   0.008724   0.002728         69        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    167/499      4.32G   0.009846   0.008805   0.002786         67        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    167/499      4.32G   0.009846   0.008805   0.002786         67        640:   8%|7         | 13/168 [00:02<00:29,  5.26it/s]
    167/499      4.32G   0.009763   0.008803   0.002859         80        640:   8%|7         | 13/168 [00:02<00:29,  5.26it/s]
    167/499      4.32G   0.009763   0.008803   0.002859         80        640:   8%|8         | 14/168 [00:02<00:28,  5.35it/s]
    167/499      4.32G   0.009756   0.008711   0.002975         60        640:   8%|8         | 14/168 [00:02<00:28,  5.35it/s]
    167/499      4.32G   0.009756   0.008711   0.002975         60        640:   9%|8         | 15/168 [00:02<00:28,  5.41it/s]
    167/499      4.32G   0.009722   0.008622   0.002997         64        640:   9%|8         | 15/168 [00:03<00:28,  5.41it/s]
    167/499      4.32G   0.009722   0.008622   0.002997         64        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    167/499      4.32G   0.009709   0.008521   0.002934         59        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    167/499      4.32G   0.009709   0.008521   0.002934         59        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    167/499      4.32G   0.009669   0.008574   0.003176         61        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    167/499      4.32G   0.009669   0.008574   0.003176         61        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    167/499      4.32G    0.00958   0.008476   0.003136         55        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    167/499      4.32G    0.00958   0.008476   0.003136         55        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    167/499      4.32G   0.009573    0.00848   0.003121         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    167/499      4.32G   0.009573    0.00848   0.003121         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    167/499      4.32G   0.009585   0.008535   0.003149         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    167/499      4.32G   0.009585   0.008535   0.003149         71        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    167/499      4.32G   0.009489   0.008497   0.003067         60        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    167/499      4.32G   0.009489   0.008497   0.003067         60        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
    167/499      4.32G    0.00944    0.00837   0.003151         63        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
    167/499      4.32G    0.00944    0.00837   0.003151         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    167/499      4.32G   0.009376   0.008334   0.003158         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    167/499      4.32G   0.009376   0.008334   0.003158         55        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    167/499      4.32G   0.009382   0.008332   0.003124         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    167/499      4.32G   0.009382   0.008332   0.003124         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    167/499      4.32G   0.009454   0.008287    0.00309         51        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    167/499      4.32G   0.009454   0.008287    0.00309         51        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    167/499      4.32G   0.009422    0.00832   0.003082         83        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    167/499      4.32G   0.009422    0.00832   0.003082         83        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    167/499      4.32G   0.009408   0.008267   0.003029         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    167/499      4.32G   0.009408   0.008267   0.003029         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    167/499      4.32G   0.009452   0.008378   0.003031         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    167/499      4.32G   0.009452   0.008378   0.003031         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    167/499      4.32G    0.00945   0.008445   0.003028         90        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    167/499      4.32G    0.00945   0.008445   0.003028         90        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    167/499      4.32G   0.009406    0.00841   0.002998         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    167/499      4.32G   0.009406    0.00841   0.002998         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    167/499      4.32G   0.009371   0.008447    0.00296         84        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    167/499      4.32G   0.009371   0.008447    0.00296         84        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    167/499      4.32G   0.009382   0.008486    0.00288         82        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    167/499      4.32G   0.009382   0.008486    0.00288         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    167/499      4.32G   0.009341   0.008454   0.002938         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    167/499      4.32G   0.009341   0.008454   0.002938         68        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    167/499      4.32G   0.009384   0.008432   0.002919         62        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    167/499      4.32G   0.009384   0.008432   0.002919         62        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    167/499      4.32G   0.009389   0.008433    0.00294         65        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    167/499      4.32G   0.009389   0.008433    0.00294         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    167/499      4.32G   0.009402   0.008522   0.002905         80        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    167/499      4.32G   0.009402   0.008522   0.002905         80        640:  22%|##2       | 37/168 [00:06<00:25,  5.20it/s]
    167/499      4.32G   0.009413   0.008508   0.002945         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    167/499      4.32G   0.009413   0.008508   0.002945         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    167/499      4.32G   0.009412   0.008499   0.002904         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    167/499      4.32G   0.009412   0.008499   0.002904         59        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    167/499      4.32G   0.009406   0.008555   0.002938         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    167/499      4.32G   0.009406   0.008555   0.002938         84        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    167/499      4.32G   0.009388   0.008561   0.002921         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    167/499      4.32G   0.009388   0.008561   0.002921         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    167/499      4.32G   0.009405   0.008527   0.002898         62        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    167/499      4.32G   0.009405   0.008527   0.002898         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    167/499      4.32G   0.009392   0.008513    0.00294         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    167/499      4.32G   0.009392   0.008513    0.00294         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    167/499      4.32G   0.009387   0.008483   0.002938         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    167/499      4.32G   0.009387   0.008483   0.002938         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    167/499      4.32G   0.009374   0.008503   0.002942         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    167/499      4.32G   0.009374   0.008503   0.002942         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    167/499      4.32G   0.009371   0.008479   0.002947         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    167/499      4.32G   0.009371   0.008479   0.002947         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    167/499      4.32G   0.009373   0.008486   0.002912         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    167/499      4.32G   0.009373   0.008486   0.002912         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
    167/499      4.32G   0.009373   0.008474   0.002905         75        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
    167/499      4.32G   0.009373   0.008474   0.002905         75        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    167/499      4.32G   0.009362   0.008494   0.002922         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    167/499      4.32G   0.009362   0.008494   0.002922         76        640:  29%|##9       | 49/168 [00:09<00:22,  5.28it/s]
    167/499      4.32G   0.009357    0.00854   0.002932         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.28it/s]
    167/499      4.32G   0.009357    0.00854   0.002932         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    167/499      4.32G   0.009364    0.00855   0.002931         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.35it/s]
    167/499      4.32G   0.009364    0.00855   0.002931         66        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    167/499      4.32G   0.009351   0.008547   0.002978         75        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    167/499      4.32G   0.009351   0.008547   0.002978         75        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    167/499      4.32G   0.009344   0.008541   0.002958         73        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    167/499      4.32G   0.009344   0.008541   0.002958         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    167/499      4.32G    0.00935   0.008522   0.002952         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    167/499      4.32G    0.00935   0.008522   0.002952         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    167/499      4.32G   0.009339   0.008555   0.002919         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    167/499      4.32G   0.009339   0.008555   0.002919         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    167/499      4.32G   0.009352   0.008631   0.002893         80        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    167/499      4.32G   0.009352   0.008631   0.002893         80        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
    167/499      4.32G   0.009344   0.008602   0.002908         68        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
    167/499      4.32G   0.009344   0.008602   0.002908         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.41it/s]
    167/499      4.32G   0.009363   0.008613   0.002889         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.41it/s]
    167/499      4.32G   0.009363   0.008613   0.002889         72        640:  35%|###4      | 58/168 [00:10<00:20,  5.26it/s]
    167/499      4.32G   0.009364   0.008599   0.002864         59        640:  35%|###4      | 58/168 [00:11<00:20,  5.26it/s]
    167/499      4.32G   0.009364   0.008599   0.002864         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.35it/s]
    167/499      4.32G   0.009364   0.008606    0.00283         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.35it/s]
    167/499      4.32G   0.009364   0.008606    0.00283         64        640:  36%|###5      | 60/168 [00:11<00:19,  5.41it/s]
    167/499      4.32G   0.009338    0.00858   0.002837         64        640:  36%|###5      | 60/168 [00:11<00:19,  5.41it/s]
    167/499      4.32G   0.009338    0.00858   0.002837         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    167/499      4.32G   0.009339   0.008573   0.002822         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    167/499      4.32G   0.009339   0.008573   0.002822         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    167/499      4.32G   0.009326   0.008606   0.002875         87        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    167/499      4.32G   0.009326   0.008606   0.002875         87        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    167/499      4.32G   0.009306   0.008572   0.002883         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    167/499      4.32G   0.009306   0.008572   0.002883         64        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    167/499      4.32G   0.009288   0.008576   0.002908         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    167/499      4.32G   0.009288   0.008576   0.002908         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    167/499      4.32G   0.009297   0.008541   0.002894         54        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    167/499      4.32G   0.009297   0.008541   0.002894         54        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    167/499      4.32G   0.009288   0.008532   0.002892         67        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    167/499      4.32G   0.009288   0.008532   0.002892         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    167/499      4.32G   0.009279   0.008539   0.002875         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    167/499      4.32G   0.009279   0.008539   0.002875         66        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    167/499      4.32G   0.009286   0.008522   0.002894         65        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    167/499      4.32G   0.009286   0.008522   0.002894         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    167/499      4.32G    0.00931   0.008557   0.002912         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    167/499      4.32G    0.00931   0.008557   0.002912         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    167/499      4.32G   0.009305   0.008562   0.002889         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    167/499      4.32G   0.009305   0.008562   0.002889         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    167/499      4.32G   0.009293   0.008569   0.002859         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    167/499      4.32G   0.009293   0.008569   0.002859         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    167/499      4.32G   0.009301   0.008556   0.002888         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    167/499      4.32G   0.009301   0.008556   0.002888         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    167/499      4.32G   0.009309   0.008577   0.002884         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    167/499      4.32G   0.009309   0.008577   0.002884         75        640:  44%|####4     | 74/168 [00:13<00:17,  5.31it/s]
    167/499      4.32G   0.009298   0.008566    0.00289         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    167/499      4.32G   0.009298   0.008566    0.00289         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    167/499      4.32G   0.009295   0.008593   0.002881         85        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    167/499      4.32G   0.009295   0.008593   0.002881         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    167/499      4.32G   0.009298   0.008627   0.002905         83        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    167/499      4.32G   0.009298   0.008627   0.002905         83        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    167/499      4.32G   0.009314   0.008636   0.002965         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    167/499      4.32G   0.009314   0.008636   0.002965         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    167/499      4.32G     0.0093   0.008634   0.002992         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    167/499      4.32G     0.0093   0.008634   0.002992         71        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
    167/499      4.32G   0.009304   0.008628   0.002988         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    167/499      4.32G   0.009304   0.008628   0.002988         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    167/499      4.32G   0.009313   0.008663   0.003028         83        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    167/499      4.32G   0.009313   0.008663   0.003028         83        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    167/499      4.32G   0.009311   0.008658   0.003017         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    167/499      4.32G   0.009311   0.008658   0.003017         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    167/499      4.32G   0.009301    0.00866   0.003052         79        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    167/499      4.32G   0.009301    0.00866   0.003052         79        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    167/499      4.32G   0.009313    0.00866   0.003073         55        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    167/499      4.32G   0.009313    0.00866   0.003073         55        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    167/499      4.32G   0.009316   0.008645   0.003109         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    167/499      4.32G   0.009316   0.008645   0.003109         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    167/499      4.32G    0.00929   0.008638   0.003143         65        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    167/499      4.32G    0.00929   0.008638   0.003143         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    167/499      4.32G   0.009284   0.008635   0.003137         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    167/499      4.32G   0.009284   0.008635   0.003137         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    167/499      4.32G   0.009295   0.008642   0.003152         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    167/499      4.32G   0.009295   0.008642   0.003152         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    167/499      4.32G   0.009322   0.008668    0.00315         83        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    167/499      4.32G   0.009322   0.008668    0.00315         83        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    167/499      4.32G    0.00931    0.00868    0.00316         77        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    167/499      4.32G    0.00931    0.00868    0.00316         77        640:  54%|#####3    | 90/168 [00:16<00:14,  5.39it/s]
    167/499      4.32G    0.00933   0.008682   0.003137         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    167/499      4.32G    0.00933   0.008682   0.003137         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    167/499      4.32G   0.009344   0.008687   0.003123         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    167/499      4.32G   0.009344   0.008687   0.003123         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    167/499      4.32G   0.009335   0.008671   0.003097         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    167/499      4.32G   0.009335   0.008671   0.003097         57        640:  55%|#####5    | 93/168 [00:17<00:13,  5.41it/s]
    167/499      4.32G   0.009332   0.008688     0.0031         86        640:  55%|#####5    | 93/168 [00:17<00:13,  5.41it/s]
    167/499      4.32G   0.009332   0.008688     0.0031         86        640:  56%|#####5    | 94/168 [00:17<00:14,  5.28it/s]
    167/499      4.32G   0.009322   0.008687   0.003096         61        640:  56%|#####5    | 94/168 [00:17<00:14,  5.28it/s]
    167/499      4.32G   0.009322   0.008687   0.003096         61        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    167/499      4.32G   0.009332   0.008686   0.003097         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    167/499      4.32G   0.009332   0.008686   0.003097         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    167/499      4.32G   0.009323   0.008684   0.003072         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    167/499      4.32G   0.009323   0.008684   0.003072         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    167/499      4.32G   0.009356   0.008656   0.003074         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    167/499      4.32G   0.009356   0.008656   0.003074         56        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    167/499      4.32G   0.009356   0.008663   0.003056         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    167/499      4.32G   0.009356   0.008663   0.003056         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    167/499      4.32G   0.009354   0.008655   0.003074         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    167/499      4.32G   0.009354   0.008655   0.003074         67        640:  60%|#####9    | 100/168 [00:18<00:13,  5.22it/s]
    167/499      4.32G   0.009349   0.008642    0.00307         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    167/499      4.32G   0.009349   0.008642    0.00307         61        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    167/499      4.32G   0.009349   0.008672   0.003051         77        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    167/499      4.32G   0.009349   0.008672   0.003051         77        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
    167/499      4.32G   0.009354   0.008692   0.003073         86        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
    167/499      4.32G   0.009354   0.008692   0.003073         86        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    167/499      4.32G   0.009352   0.008685   0.003104         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    167/499      4.32G   0.009352   0.008685   0.003104         65        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    167/499      4.32G   0.009372   0.008702   0.003107         63        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    167/499      4.32G   0.009372   0.008702   0.003107         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    167/499      4.32G   0.009361   0.008672   0.003114         55        640:  62%|######2   | 105/168 [00:20<00:11,  5.40it/s]
    167/499      4.32G   0.009361   0.008672   0.003114         55        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    167/499      4.32G   0.009359   0.008672   0.003118         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    167/499      4.32G   0.009359   0.008672   0.003118         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
    167/499      4.32G   0.009369   0.008689    0.00311         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
    167/499      4.32G   0.009369   0.008689    0.00311         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    167/499      4.32G   0.009384   0.008692   0.003123         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    167/499      4.32G   0.009384   0.008692   0.003123         75        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    167/499      4.32G    0.00939   0.008703   0.003105         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    167/499      4.32G    0.00939   0.008703   0.003105         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    167/499      4.32G   0.009401   0.008706   0.003094         63        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    167/499      4.32G   0.009401   0.008706   0.003094         63        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    167/499      4.32G   0.009392   0.008698   0.003094         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    167/499      4.32G   0.009392   0.008698   0.003094         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    167/499      4.32G    0.00938   0.008695   0.003102         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    167/499      4.32G    0.00938   0.008695   0.003102         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    167/499      4.32G    0.00938   0.008697   0.003084         78        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    167/499      4.32G    0.00938   0.008697   0.003084         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    167/499      4.32G   0.009372   0.008688   0.003095         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    167/499      4.32G   0.009372   0.008688   0.003095         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    167/499      4.32G   0.009375   0.008697   0.003091         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    167/499      4.32G   0.009375   0.008697   0.003091         78        640:  69%|######9   | 116/168 [00:21<00:09,  5.25it/s]
    167/499      4.32G   0.009379   0.008722   0.003082         80        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    167/499      4.32G   0.009379   0.008722   0.003082         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    167/499      4.32G   0.009375   0.008719    0.00307         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    167/499      4.32G   0.009375   0.008719    0.00307         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    167/499      4.32G   0.009365   0.008718   0.003073         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    167/499      4.32G   0.009365   0.008718   0.003073         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    167/499      4.32G    0.00936   0.008731    0.00306         89        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    167/499      4.32G    0.00936   0.008731    0.00306         89        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    167/499      4.32G   0.009353   0.008729    0.00306         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    167/499      4.32G   0.009353   0.008729    0.00306         70        640:  72%|#######2  | 121/168 [00:22<00:08,  5.22it/s]
    167/499      4.32G   0.009357   0.008747   0.003065         68        640:  72%|#######2  | 121/168 [00:23<00:08,  5.22it/s]
    167/499      4.32G   0.009357   0.008747   0.003065         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    167/499      4.32G   0.009356   0.008753   0.003054         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    167/499      4.32G   0.009356   0.008753   0.003054         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    167/499      4.32G   0.009353   0.008757   0.003041         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    167/499      4.32G   0.009353   0.008757   0.003041         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    167/499      4.32G   0.009353   0.008751   0.003039         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    167/499      4.32G   0.009353   0.008751   0.003039         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    167/499      4.32G   0.009342   0.008735   0.003061         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    167/499      4.32G   0.009342   0.008735   0.003061         59        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
    167/499      4.32G   0.009341   0.008737   0.003074         63        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
    167/499      4.32G   0.009341   0.008737   0.003074         63        640:  76%|#######5  | 127/168 [00:23<00:07,  5.19it/s]
    167/499      4.32G   0.009335   0.008744   0.003074         74        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    167/499      4.32G   0.009335   0.008744   0.003074         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    167/499      4.32G   0.009331   0.008731   0.003079         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    167/499      4.32G   0.009331   0.008731   0.003079         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    167/499      4.32G   0.009331   0.008733   0.003081         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    167/499      4.32G   0.009331   0.008733   0.003081         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    167/499      4.32G   0.009326    0.00872   0.003102         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    167/499      4.32G   0.009326    0.00872   0.003102         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    167/499      4.32G   0.009319   0.008717   0.003092         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    167/499      4.32G   0.009319   0.008717   0.003092         73        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    167/499      4.32G   0.009322   0.008705   0.003085         57        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    167/499      4.32G   0.009322   0.008705   0.003085         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    167/499      4.32G   0.009315   0.008698    0.00308         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    167/499      4.32G   0.009315   0.008698    0.00308         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    167/499      4.32G   0.009318     0.0087     0.0031         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    167/499      4.32G   0.009318     0.0087     0.0031         70        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    167/499      4.32G   0.009319   0.008693   0.003094         64        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    167/499      4.32G   0.009319   0.008693   0.003094         64        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    167/499      4.32G   0.009321   0.008705   0.003105         91        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    167/499      4.32G   0.009321   0.008705   0.003105         91        640:  82%|########1 | 137/168 [00:25<00:05,  5.27it/s]
    167/499      4.32G   0.009311    0.00868   0.003116         55        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    167/499      4.32G   0.009311    0.00868   0.003116         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    167/499      4.32G   0.009293   0.008655   0.003129         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    167/499      4.32G   0.009293   0.008655   0.003129         53        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    167/499      4.32G    0.00929   0.008664   0.003128         85        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    167/499      4.32G    0.00929   0.008664   0.003128         85        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    167/499      4.32G   0.009293   0.008671   0.003129         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    167/499      4.32G   0.009293   0.008671   0.003129         71        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    167/499      4.32G   0.009289   0.008663   0.003144         60        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    167/499      4.32G   0.009289   0.008663   0.003144         60        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    167/499      4.32G   0.009277   0.008656   0.003165         70        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    167/499      4.32G   0.009277   0.008656   0.003165         70        640:  85%|########5 | 143/168 [00:26<00:04,  5.34it/s]
    167/499      4.32G    0.00927   0.008646   0.003172         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.34it/s]
    167/499      4.32G    0.00927   0.008646   0.003172         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    167/499      4.32G   0.009272   0.008646   0.003176         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    167/499      4.32G   0.009272   0.008646   0.003176         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    167/499      4.32G   0.009272   0.008653   0.003175         86        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    167/499      4.32G   0.009272   0.008653   0.003175         86        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    167/499      4.32G   0.009273   0.008659   0.003183         79        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    167/499      4.32G   0.009273   0.008659   0.003183         79        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    167/499      4.32G   0.009271   0.008658   0.003182         78        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    167/499      4.32G   0.009271   0.008658   0.003182         78        640:  88%|########8 | 148/168 [00:27<00:03,  5.21it/s]
    167/499      4.32G   0.009272   0.008649   0.003169         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    167/499      4.32G   0.009272   0.008649   0.003169         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    167/499      4.32G   0.009275   0.008651   0.003175         88        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    167/499      4.32G   0.009275   0.008651   0.003175         88        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    167/499      4.32G   0.009265   0.008664   0.003167         91        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    167/499      4.32G   0.009265   0.008664   0.003167         91        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    167/499      4.32G   0.009268   0.008667   0.003163         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    167/499      4.32G   0.009268   0.008667   0.003163         69        640:  90%|######### | 152/168 [00:28<00:02,  5.33it/s]
    167/499      4.32G   0.009263   0.008672   0.003151         74        640:  90%|######### | 152/168 [00:28<00:02,  5.33it/s]
    167/499      4.32G   0.009263   0.008672   0.003151         74        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    167/499      4.32G   0.009254   0.008659   0.003138         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
    167/499      4.32G   0.009254   0.008659   0.003138         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    167/499      4.32G   0.009256    0.00866   0.003137         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    167/499      4.32G   0.009256    0.00866   0.003137         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.36it/s]
    167/499      4.32G   0.009258   0.008677   0.003139         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.36it/s]
    167/499      4.32G   0.009258   0.008677   0.003139         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    167/499      4.32G   0.009248   0.008672    0.00313         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    167/499      4.32G   0.009248   0.008672    0.00313         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.27it/s]
    167/499      4.32G   0.009238   0.008652   0.003136         59        640:  93%|#########3| 157/168 [00:29<00:02,  5.27it/s]
    167/499      4.32G   0.009238   0.008652   0.003136         59        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    167/499      4.32G   0.009233   0.008651   0.003144         75        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    167/499      4.32G   0.009233   0.008651   0.003144         75        640:  95%|#########4| 159/168 [00:29<00:01,  5.40it/s]
    167/499      4.32G   0.009227   0.008644   0.003145         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.40it/s]
    167/499      4.32G   0.009227   0.008644   0.003145         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    167/499      4.32G   0.009229   0.008642    0.00314         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    167/499      4.32G   0.009229   0.008642    0.00314         61        640:  96%|#########5| 161/168 [00:30<00:01,  5.35it/s]
    167/499      4.32G   0.009237   0.008649   0.003143         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.35it/s]
    167/499      4.32G   0.009237   0.008649   0.003143         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    167/499      4.32G   0.009237   0.008644   0.003136         56        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    167/499      4.32G   0.009237   0.008644   0.003136         56        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    167/499      4.32G   0.009237   0.008638   0.003128         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    167/499      4.32G   0.009237   0.008638   0.003128         65        640:  98%|#########7| 164/168 [00:30<00:00,  5.30it/s]
    167/499      4.32G   0.009237   0.008638   0.003122         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    167/499      4.32G   0.009237   0.008638   0.003122         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    167/499      4.32G    0.00923    0.00863   0.003135         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    167/499      4.32G    0.00923    0.00863   0.003135         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    167/499      4.32G    0.00923   0.008646   0.003129         79        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    167/499      4.32G    0.00923   0.008646   0.003129         79        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    167/499      4.32G   0.009222   0.008648   0.003119         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    167/499      4.32G   0.009222   0.008648   0.003119         30        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
    167/499      4.32G   0.009222   0.008648   0.003119         30        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.39it/s]
                   all        132        263      0.832      0.898       0.89      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    168/499      4.32G   0.008396    0.00671   0.006051         60        640:   0%|          | 0/168 [00:00<?, ?it/s]
    168/499      4.32G   0.008396    0.00671   0.006051         60        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
    168/499      4.32G   0.009396    0.00743   0.005024         67        640:   1%|          | 1/168 [00:00<00:34,  4.87it/s]
    168/499      4.32G   0.009396    0.00743   0.005024         67        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    168/499      4.32G    0.00966   0.008154   0.004565         81        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    168/499      4.32G    0.00966   0.008154   0.004565         81        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    168/499      4.32G    0.00984   0.008068   0.004806         64        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    168/499      4.32G    0.00984   0.008068   0.004806         64        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    168/499      4.32G   0.009478   0.008043   0.004534         80        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    168/499      4.32G   0.009478   0.008043   0.004534         80        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    168/499      4.32G   0.009195   0.007933   0.004383         66        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    168/499      4.32G   0.009195   0.007933   0.004383         66        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    168/499      4.32G   0.009028   0.007895   0.004066         67        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    168/499      4.32G   0.009028   0.007895   0.004066         67        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    168/499      4.32G   0.008957   0.007794   0.003761         61        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    168/499      4.32G   0.008957   0.007794   0.003761         61        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    168/499      4.32G   0.008957   0.008062    0.00351         77        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    168/499      4.32G   0.008957   0.008062    0.00351         77        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    168/499      4.32G   0.008927    0.00805   0.003461         67        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    168/499      4.32G   0.008927    0.00805   0.003461         67        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    168/499      4.32G   0.009202   0.008177   0.003857         71        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    168/499      4.32G   0.009202   0.008177   0.003857         71        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    168/499      4.32G   0.009071   0.008176   0.003596         60        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    168/499      4.32G   0.009071   0.008176   0.003596         60        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    168/499      4.32G    0.00906   0.008244   0.003603         76        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    168/499      4.32G    0.00906   0.008244   0.003603         76        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    168/499      4.32G   0.009223    0.00826   0.003688         66        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    168/499      4.32G   0.009223    0.00826   0.003688         66        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    168/499      4.32G   0.009199   0.008243   0.003524         71        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    168/499      4.32G   0.009199   0.008243   0.003524         71        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
    168/499      4.32G   0.009159   0.008285   0.003427         76        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
    168/499      4.32G   0.009159   0.008285   0.003427         76        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    168/499      4.32G   0.009184   0.008345   0.003357         69        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    168/499      4.32G   0.009184   0.008345   0.003357         69        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    168/499      4.32G   0.009149   0.008399   0.003185         64        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    168/499      4.32G   0.009149   0.008399   0.003185         64        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    168/499      4.32G   0.009177   0.008374   0.003118         65        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    168/499      4.32G   0.009177   0.008374   0.003118         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    168/499      4.32G    0.00917   0.008316   0.003027         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    168/499      4.32G    0.00917   0.008316   0.003027         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
    168/499      4.32G   0.009114   0.008305   0.003019         78        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
    168/499      4.32G   0.009114   0.008305   0.003019         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.39it/s]
    168/499      4.32G   0.009074   0.008348    0.00312         89        640:  12%|#2        | 21/168 [00:04<00:27,  5.39it/s]
    168/499      4.32G   0.009074   0.008348    0.00312         89        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
    168/499      4.32G   0.009064   0.008364   0.003076         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.25it/s]
    168/499      4.32G   0.009064   0.008364   0.003076         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    168/499      4.32G   0.009061    0.00833   0.003035         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    168/499      4.32G   0.009061    0.00833   0.003035         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    168/499      4.32G   0.009023   0.008236   0.002942         58        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    168/499      4.32G   0.009023   0.008236   0.002942         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    168/499      4.32G   0.008991   0.008216   0.002964         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.25it/s]
    168/499      4.32G   0.008991   0.008216   0.002964         58        640:  15%|#5        | 26/168 [00:04<00:26,  5.33it/s]
    168/499      4.32G   0.008985   0.008201   0.002999         64        640:  15%|#5        | 26/168 [00:05<00:26,  5.33it/s]
    168/499      4.32G   0.008985   0.008201   0.002999         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    168/499      4.32G   0.008952   0.008236   0.002993         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    168/499      4.32G   0.008952   0.008236   0.002993         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.26it/s]
    168/499      4.32G   0.009019   0.008249    0.00298         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.26it/s]
    168/499      4.32G   0.009019   0.008249    0.00298         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    168/499      4.32G   0.009013    0.00828   0.002931         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    168/499      4.32G   0.009013    0.00828   0.002931         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    168/499      4.32G   0.009031   0.008288   0.002863         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    168/499      4.32G   0.009031   0.008288   0.002863         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    168/499      4.32G   0.009034   0.008354   0.003027         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    168/499      4.32G   0.009034   0.008354   0.003027         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    168/499      4.32G   0.009032    0.00837   0.002982         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    168/499      4.32G   0.009032    0.00837   0.002982         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    168/499      4.32G   0.009031   0.008364   0.002966         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    168/499      4.32G   0.009031   0.008364   0.002966         70        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    168/499      4.32G   0.009023   0.008385   0.002987         73        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    168/499      4.32G   0.009023   0.008385   0.002987         73        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    168/499      4.32G   0.009018   0.008415   0.003001         73        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    168/499      4.32G   0.009018   0.008415   0.003001         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    168/499      4.32G   0.009007   0.008397   0.002996         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    168/499      4.32G   0.009007   0.008397   0.002996         56        640:  22%|##2       | 37/168 [00:06<00:25,  5.20it/s]
    168/499      4.32G   0.009029   0.008442   0.002952         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    168/499      4.32G   0.009029   0.008442   0.002952         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    168/499      4.32G   0.009063   0.008484   0.002922         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    168/499      4.32G   0.009063   0.008484   0.002922         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    168/499      4.32G   0.009032   0.008478   0.002969         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    168/499      4.32G   0.009032   0.008478   0.002969         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    168/499      4.32G   0.009035   0.008507   0.002972         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    168/499      4.32G   0.009035   0.008507   0.002972         63        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
    168/499      4.32G   0.009058   0.008543   0.002977         80        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
    168/499      4.32G   0.009058   0.008543   0.002977         80        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    168/499      4.32G   0.009083   0.008584    0.00305         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    168/499      4.32G   0.009083   0.008584    0.00305         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    168/499      4.32G   0.009079   0.008584   0.003038         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.14it/s]
    168/499      4.32G   0.009079   0.008584   0.003038         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    168/499      4.32G   0.009088   0.008611   0.003099         86        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    168/499      4.32G   0.009088   0.008611   0.003099         86        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    168/499      4.32G   0.009072   0.008629   0.003092         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    168/499      4.32G   0.009072   0.008629   0.003092         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    168/499      4.32G   0.009091   0.008606   0.003041         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    168/499      4.32G   0.009091   0.008606   0.003041         61        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
    168/499      4.32G    0.00911   0.008608   0.003115         72        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
    168/499      4.32G    0.00911   0.008608   0.003115         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    168/499      4.32G   0.009097   0.008652   0.003155         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    168/499      4.32G   0.009097   0.008652   0.003155         79        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    168/499      4.32G    0.00911   0.008632   0.003206         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    168/499      4.32G    0.00911   0.008632   0.003206         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    168/499      4.32G   0.009082    0.00862   0.003189         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    168/499      4.32G   0.009082    0.00862   0.003189         64        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    168/499      4.32G    0.00906   0.008636   0.003171         74        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    168/499      4.32G    0.00906   0.008636   0.003171         74        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    168/499      4.32G   0.009076   0.008658   0.003229         63        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    168/499      4.32G   0.009076   0.008658   0.003229         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    168/499      4.32G   0.009098   0.008639   0.003225         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    168/499      4.32G   0.009098   0.008639   0.003225         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    168/499      4.32G   0.009082   0.008664    0.00323         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    168/499      4.32G   0.009082   0.008664    0.00323         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    168/499      4.32G   0.009093   0.008693   0.003242         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    168/499      4.32G   0.009093   0.008693   0.003242         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    168/499      4.32G   0.009064   0.008704   0.003343         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    168/499      4.32G   0.009064   0.008704   0.003343         79        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
    168/499      4.32G   0.009072   0.008746   0.003352         85        640:  34%|###3      | 57/168 [00:10<00:20,  5.39it/s]
    168/499      4.32G   0.009072   0.008746   0.003352         85        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
    168/499      4.32G   0.009057   0.008764   0.003359         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    168/499      4.32G   0.009057   0.008764   0.003359         81        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    168/499      4.32G   0.009077   0.008818   0.003367         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    168/499      4.32G   0.009077   0.008818   0.003367         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    168/499      4.32G   0.009076   0.008874   0.003333         87        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    168/499      4.32G   0.009076   0.008874   0.003333         87        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    168/499      4.32G    0.00905   0.008835   0.003344         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    168/499      4.32G    0.00905   0.008835   0.003344         56        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    168/499      4.32G   0.009042   0.008839    0.00331         71        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    168/499      4.32G   0.009042   0.008839    0.00331         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
    168/499      4.32G   0.009028   0.008845   0.003298         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
    168/499      4.32G   0.009028   0.008845   0.003298         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
    168/499      4.32G   0.009041   0.008843   0.003265         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
    168/499      4.32G   0.009041   0.008843   0.003265         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    168/499      4.32G   0.009025   0.008839   0.003262         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    168/499      4.32G   0.009025   0.008839   0.003262         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    168/499      4.32G   0.009041    0.00881   0.003294         48        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    168/499      4.32G   0.009041    0.00881   0.003294         48        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    168/499      4.32G   0.009018   0.008808   0.003293         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    168/499      4.32G   0.009018   0.008808   0.003293         73        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    168/499      4.32G   0.009018   0.008804   0.003315         77        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    168/499      4.32G   0.009018   0.008804   0.003315         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    168/499      4.32G   0.008983   0.008761   0.003356         48        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    168/499      4.32G   0.008983   0.008761   0.003356         48        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    168/499      4.32G   0.008998   0.008755   0.003354         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    168/499      4.32G   0.008998   0.008755   0.003354         57        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    168/499      4.32G   0.009004   0.008745   0.003376         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    168/499      4.32G   0.009004   0.008745   0.003376         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.42it/s]
    168/499      4.32G   0.008991   0.008752   0.003425         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.42it/s]
    168/499      4.32G   0.008991   0.008752   0.003425         77        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    168/499      4.32G   0.008995   0.008751   0.003417         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    168/499      4.32G   0.008995   0.008751   0.003417         74        640:  44%|####4     | 74/168 [00:13<00:17,  5.32it/s]
    168/499      4.32G   0.008999   0.008708   0.003423         56        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    168/499      4.32G   0.008999   0.008708   0.003423         56        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    168/499      4.32G   0.008997   0.008726   0.003455         84        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    168/499      4.32G   0.008997   0.008726   0.003455         84        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    168/499      4.32G   0.008986   0.008722   0.003442         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    168/499      4.32G   0.008986   0.008722   0.003442         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    168/499      4.32G   0.008997   0.008735   0.003437         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    168/499      4.32G   0.008997   0.008735   0.003437         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    168/499      4.32G   0.008987   0.008726   0.003417         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    168/499      4.32G   0.008987   0.008726   0.003417         70        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
    168/499      4.32G   0.008968   0.008718   0.003424         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    168/499      4.32G   0.008968   0.008718   0.003424         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    168/499      4.32G   0.008989   0.008757   0.003412         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    168/499      4.32G   0.008989   0.008757   0.003412         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    168/499      4.32G   0.008988   0.008752    0.00341         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    168/499      4.32G   0.008988   0.008752    0.00341         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    168/499      4.32G   0.008985   0.008771   0.003403         82        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    168/499      4.32G   0.008985   0.008771   0.003403         82        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    168/499      4.32G   0.008991   0.008811   0.003444         98        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    168/499      4.32G   0.008991   0.008811   0.003444         98        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    168/499      4.32G   0.008984   0.008802   0.003446         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    168/499      4.32G   0.008984   0.008802   0.003446         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    168/499      4.32G   0.008973   0.008804   0.003428         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    168/499      4.32G   0.008973   0.008804   0.003428         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    168/499      4.32G   0.008993   0.008808   0.003414         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    168/499      4.32G   0.008993   0.008808   0.003414         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    168/499      4.32G   0.008986     0.0088   0.003425         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    168/499      4.32G   0.008986     0.0088   0.003425         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    168/499      4.32G   0.008993   0.008791   0.003436         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    168/499      4.32G   0.008993   0.008791   0.003436         59        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    168/499      4.32G   0.009007   0.008766   0.003462         55        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    168/499      4.32G   0.009007   0.008766   0.003462         55        640:  54%|#####3    | 90/168 [00:16<00:14,  5.34it/s]
    168/499      4.32G   0.008994   0.008745   0.003462         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    168/499      4.32G   0.008994   0.008745   0.003462         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    168/499      4.32G   0.009001   0.008736   0.003484         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    168/499      4.32G   0.009001   0.008736   0.003484         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    168/499      4.32G    0.00901   0.008738   0.003483         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    168/499      4.32G    0.00901   0.008738   0.003483         67        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    168/499      4.32G   0.009007   0.008729   0.003478         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    168/499      4.32G   0.009007   0.008729   0.003478         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.07it/s]
    168/499      4.32G   0.009018   0.008737   0.003492         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.07it/s]
    168/499      4.32G   0.009018   0.008737   0.003492         65        640:  57%|#####6    | 95/168 [00:17<00:14,  5.19it/s]
    168/499      4.32G   0.009013   0.008726   0.003479         76        640:  57%|#####6    | 95/168 [00:18<00:14,  5.19it/s]
    168/499      4.32G   0.009013   0.008726   0.003479         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    168/499      4.32G   0.009002   0.008729   0.003487         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    168/499      4.32G   0.009002   0.008729   0.003487         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    168/499      4.32G   0.009011   0.008722   0.003471         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    168/499      4.32G   0.009011   0.008722   0.003471         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    168/499      4.32G   0.009001    0.00873   0.003451         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    168/499      4.32G   0.009001    0.00873   0.003451         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    168/499      4.32G   0.009005   0.008733   0.003426         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    168/499      4.32G   0.009005   0.008733   0.003426         75        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
    168/499      4.32G   0.009022    0.00874   0.003441         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    168/499      4.32G   0.009022    0.00874   0.003441         65        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    168/499      4.32G   0.009037   0.008759   0.003431         76        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    168/499      4.32G   0.009037   0.008759   0.003431         76        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    168/499      4.32G   0.009047   0.008774   0.003431         80        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    168/499      4.32G   0.009047   0.008774   0.003431         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    168/499      4.32G   0.009041   0.008765   0.003427         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    168/499      4.32G   0.009041   0.008765   0.003427         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    168/499      4.32G   0.009043   0.008764   0.003451         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    168/499      4.32G   0.009043   0.008764   0.003451         61        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
    168/499      4.32G   0.009057   0.008762   0.003459         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    168/499      4.32G   0.009057   0.008762   0.003459         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    168/499      4.32G   0.009052   0.008754    0.00344         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    168/499      4.32G   0.009052   0.008754    0.00344         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    168/499      4.32G   0.009054   0.008734   0.003458         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    168/499      4.32G   0.009054   0.008734   0.003458         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    168/499      4.32G   0.009061   0.008736   0.003437         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    168/499      4.32G   0.009061   0.008736   0.003437         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    168/499      4.32G   0.009066   0.008735    0.00342         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    168/499      4.32G   0.009066   0.008735    0.00342         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    168/499      4.32G   0.009072   0.008722   0.003428         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    168/499      4.32G   0.009072   0.008722   0.003428         66        640:  66%|######6   | 111/168 [00:20<00:10,  5.39it/s]
    168/499      4.32G   0.009064   0.008706   0.003431         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    168/499      4.32G   0.009064   0.008706   0.003431         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    168/499      4.32G   0.009066   0.008683   0.003424         49        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    168/499      4.32G   0.009066   0.008683   0.003424         49        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    168/499      4.32G   0.009053   0.008676   0.003452         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    168/499      4.32G   0.009053   0.008676   0.003452         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    168/499      4.32G   0.009073   0.008689   0.003446         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    168/499      4.32G   0.009073   0.008689   0.003446         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    168/499      4.32G   0.009076    0.00872   0.003441         94        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    168/499      4.32G   0.009076    0.00872   0.003441         94        640:  69%|######9   | 116/168 [00:21<00:09,  5.35it/s]
    168/499      4.32G   0.009078   0.008724   0.003448         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.35it/s]
    168/499      4.32G   0.009078   0.008724   0.003448         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    168/499      4.32G   0.009078   0.008723   0.003455         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    168/499      4.32G   0.009078   0.008723   0.003455         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    168/499      4.32G   0.009086   0.008723   0.003478         76        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    168/499      4.32G   0.009086   0.008723   0.003478         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    168/499      4.32G   0.009089   0.008716   0.003492         55        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    168/499      4.32G   0.009089   0.008716   0.003492         55        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    168/499      4.32G   0.009084   0.008693   0.003515         57        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    168/499      4.32G   0.009084   0.008693   0.003515         57        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
    168/499      4.32G   0.009092   0.008718   0.003539         70        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
    168/499      4.32G   0.009092   0.008718   0.003539         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    168/499      4.32G   0.009096   0.008697   0.003522         54        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    168/499      4.32G   0.009096   0.008697   0.003522         54        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    168/499      4.32G   0.009102   0.008719   0.003514         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    168/499      4.32G   0.009102   0.008719   0.003514         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    168/499      4.32G     0.0091   0.008729   0.003491         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    168/499      4.32G     0.0091   0.008729   0.003491         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    168/499      4.32G   0.009105   0.008716   0.003491         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    168/499      4.32G   0.009105   0.008716   0.003491         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    168/499      4.32G   0.009109   0.008725   0.003485         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.38it/s]
    168/499      4.32G   0.009109   0.008725   0.003485         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    168/499      4.32G   0.009103   0.008723   0.003491         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    168/499      4.32G   0.009103   0.008723   0.003491         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    168/499      4.32G   0.009102   0.008708   0.003494         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    168/499      4.32G   0.009102   0.008708   0.003494         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    168/499      4.32G   0.009102   0.008705   0.003511         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    168/499      4.32G   0.009102   0.008705   0.003511         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    168/499      4.32G   0.009099   0.008712   0.003528         83        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    168/499      4.32G   0.009099   0.008712   0.003528         83        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    168/499      4.32G   0.009101   0.008704   0.003518         57        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    168/499      4.32G   0.009101   0.008704   0.003518         57        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    168/499      4.32G   0.009094   0.008696    0.00351         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    168/499      4.32G   0.009094   0.008696    0.00351         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    168/499      4.32G   0.009086   0.008703   0.003512         91        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    168/499      4.32G   0.009086   0.008703   0.003512         91        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    168/499      4.32G   0.009079   0.008715   0.003517         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    168/499      4.32G   0.009079   0.008715   0.003517         79        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    168/499      4.32G   0.009079   0.008722   0.003517         77        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    168/499      4.32G   0.009079   0.008722   0.003517         77        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    168/499      4.32G   0.009072   0.008722   0.003511         73        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    168/499      4.32G   0.009072   0.008722   0.003511         73        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    168/499      4.32G   0.009065   0.008724   0.003518         84        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    168/499      4.32G   0.009065   0.008724   0.003518         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    168/499      4.32G   0.009064   0.008711   0.003521         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    168/499      4.32G   0.009064   0.008711   0.003521         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    168/499      4.32G   0.009062   0.008707    0.00352         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    168/499      4.32G   0.009062   0.008707    0.00352         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    168/499      4.32G   0.009074     0.0087   0.003515         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    168/499      4.32G   0.009074     0.0087   0.003515         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    168/499      4.32G   0.009065   0.008698   0.003552         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    168/499      4.32G   0.009065   0.008698   0.003552         73        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
    168/499      4.32G   0.009064   0.008695   0.003564         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    168/499      4.32G   0.009064   0.008695   0.003564         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    168/499      4.32G   0.009056   0.008682   0.003569         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    168/499      4.32G   0.009056   0.008682   0.003569         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    168/499      4.32G   0.009054   0.008689   0.003576         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    168/499      4.32G   0.009054   0.008689   0.003576         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    168/499      4.32G   0.009065   0.008678   0.003562         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    168/499      4.32G   0.009065   0.008678   0.003562         55        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    168/499      4.32G   0.009066   0.008688   0.003556         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    168/499      4.32G   0.009066   0.008688   0.003556         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    168/499      4.32G    0.00906   0.008699   0.003553         79        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    168/499      4.32G    0.00906   0.008699   0.003553         79        640:  88%|########8 | 148/168 [00:27<00:03,  5.20it/s]
    168/499      4.32G   0.009059   0.008708   0.003567         85        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    168/499      4.32G   0.009059   0.008708   0.003567         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    168/499      4.32G   0.009063   0.008712   0.003571         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    168/499      4.32G   0.009063   0.008712   0.003571         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    168/499      4.32G   0.009063   0.008711   0.003553         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    168/499      4.32G   0.009063   0.008711   0.003553         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    168/499      4.32G   0.009068   0.008715   0.003559         71        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    168/499      4.32G   0.009068   0.008715   0.003559         71        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    168/499      4.32G   0.009072   0.008715   0.003557         79        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    168/499      4.32G   0.009072   0.008715   0.003557         79        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
    168/499      4.32G   0.009075   0.008715   0.003568         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    168/499      4.32G   0.009075   0.008715   0.003568         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    168/499      4.32G   0.009075   0.008713   0.003564         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    168/499      4.32G   0.009075   0.008713   0.003564         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    168/499      4.32G   0.009072   0.008714   0.003566         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    168/499      4.32G   0.009072   0.008714   0.003566         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    168/499      4.32G   0.009077   0.008715   0.003562         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    168/499      4.32G   0.009077   0.008715   0.003562         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    168/499      4.32G   0.009087   0.008719   0.003561         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    168/499      4.32G   0.009087   0.008719   0.003561         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.33it/s]
    168/499      4.32G   0.009086   0.008722   0.003582         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.33it/s]
    168/499      4.32G   0.009086   0.008722   0.003582         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    168/499      4.32G   0.009094   0.008715   0.003586         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    168/499      4.32G   0.009094   0.008715   0.003586         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    168/499      4.32G   0.009093   0.008706   0.003596         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    168/499      4.32G   0.009093   0.008706   0.003596         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    168/499      4.32G   0.009097   0.008711   0.003594         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    168/499      4.32G   0.009097   0.008711   0.003594         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    168/499      4.32G   0.009096   0.008715   0.003593         81        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    168/499      4.32G   0.009096   0.008715   0.003593         81        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
    168/499      4.32G   0.009087   0.008709   0.003587         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
    168/499      4.32G   0.009087   0.008709   0.003587         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    168/499      4.32G   0.009082   0.008701   0.003579         54        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    168/499      4.32G   0.009082   0.008701   0.003579         54        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    168/499      4.32G   0.009084   0.008688   0.003568         54        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    168/499      4.32G   0.009084   0.008688   0.003568         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    168/499      4.32G   0.009084   0.008689   0.003573         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    168/499      4.32G   0.009084   0.008689   0.003573         74        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    168/499      4.32G   0.009087   0.008683   0.003566         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    168/499      4.32G   0.009087   0.008683   0.003566         33        640: 100%|##########| 168/168 [00:31<00:00,  5.51it/s]
    168/499      4.32G   0.009087   0.008683   0.003566         33        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.849      0.854       0.89      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    169/499      4.32G   0.008968   0.007581  0.0008621         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
    169/499      4.32G   0.008968   0.007581  0.0008621         72        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    169/499      4.32G   0.009251   0.008229   0.002202         65        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    169/499      4.32G   0.009251   0.008229   0.002202         65        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    169/499      4.32G   0.009294   0.008426   0.002361         79        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    169/499      4.32G   0.009294   0.008426   0.002361         79        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    169/499      4.32G   0.009286   0.008834   0.002179         78        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    169/499      4.32G   0.009286   0.008834   0.002179         78        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    169/499      4.32G   0.009265   0.008782   0.002413         69        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    169/499      4.32G   0.009265   0.008782   0.002413         69        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    169/499      4.32G    0.00915   0.008593   0.002988         71        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    169/499      4.32G    0.00915   0.008593   0.002988         71        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    169/499      4.32G   0.009025   0.008499   0.002741         67        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    169/499      4.32G   0.009025   0.008499   0.002741         67        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    169/499      4.32G   0.009033   0.008264   0.002652         62        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    169/499      4.32G   0.009033   0.008264   0.002652         62        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    169/499      4.32G   0.009005   0.008465   0.002638         74        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    169/499      4.32G   0.009005   0.008465   0.002638         74        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    169/499      4.32G    0.00914   0.008407    0.00281         56        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    169/499      4.32G    0.00914   0.008407    0.00281         56        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    169/499      4.32G   0.009278   0.008464   0.002867         56        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    169/499      4.32G   0.009278   0.008464   0.002867         56        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    169/499      4.32G   0.009255    0.00849   0.002812         70        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    169/499      4.32G   0.009255    0.00849   0.002812         70        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    169/499      4.32G   0.009334   0.008493   0.002833         63        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    169/499      4.32G   0.009334   0.008493   0.002833         63        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    169/499      4.32G   0.009373   0.008793   0.002776         94        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    169/499      4.32G   0.009373   0.008793   0.002776         94        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    169/499      4.32G   0.009345   0.008784   0.002888         63        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    169/499      4.32G   0.009345   0.008784   0.002888         63        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
    169/499      4.32G   0.009327   0.008806   0.002881         72        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
    169/499      4.32G   0.009327   0.008806   0.002881         72        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    169/499      4.32G   0.009242   0.008839   0.002953         85        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    169/499      4.32G   0.009242   0.008839   0.002953         85        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    169/499      4.32G   0.009273   0.008825   0.003054         69        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    169/499      4.32G   0.009273   0.008825   0.003054         69        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    169/499      4.32G   0.009274   0.008894   0.003014         77        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    169/499      4.32G   0.009274   0.008894   0.003014         77        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
    169/499      4.32G   0.009261   0.008908   0.003017         74        640:  11%|#1        | 19/168 [00:03<00:29,  5.12it/s]
    169/499      4.32G   0.009261   0.008908   0.003017         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    169/499      4.32G   0.009228   0.008818   0.002959         56        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    169/499      4.32G   0.009228   0.008818   0.002959         56        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
    169/499      4.32G   0.009202   0.008708   0.003001         54        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
    169/499      4.32G   0.009202   0.008708   0.003001         54        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    169/499      4.32G   0.009236   0.008699    0.00302         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    169/499      4.32G   0.009236   0.008699    0.00302         67        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    169/499      4.32G   0.009257    0.00877   0.002954         81        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    169/499      4.32G   0.009257    0.00877   0.002954         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    169/499      4.32G   0.009262   0.008712   0.002921         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    169/499      4.32G   0.009262   0.008712   0.002921         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    169/499      4.32G   0.009256   0.008689    0.00295         55        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    169/499      4.32G   0.009256   0.008689    0.00295         55        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    169/499      4.32G   0.009334   0.008773   0.002932         75        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    169/499      4.32G   0.009334   0.008773   0.002932         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    169/499      4.32G   0.009295   0.008721   0.002858         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    169/499      4.32G   0.009295   0.008721   0.002858         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    169/499      4.32G   0.009328   0.008744    0.00281         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    169/499      4.32G   0.009328   0.008744    0.00281         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    169/499      4.32G   0.009376   0.008729   0.002782         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    169/499      4.32G   0.009376   0.008729   0.002782         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    169/499      4.32G   0.009373   0.008661   0.002783         54        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    169/499      4.32G   0.009373   0.008661   0.002783         54        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
    169/499      4.32G   0.009344   0.008627   0.002788         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
    169/499      4.32G   0.009344   0.008627   0.002788         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    169/499      4.32G   0.009359    0.00865   0.002838         80        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    169/499      4.32G   0.009359    0.00865   0.002838         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    169/499      4.32G   0.009363   0.008614   0.002916         63        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    169/499      4.32G   0.009363   0.008614   0.002916         63        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
    169/499      4.32G   0.009365   0.008652   0.002892         79        640:  20%|##        | 34/168 [00:06<00:25,  5.26it/s]
    169/499      4.32G   0.009365   0.008652   0.002892         79        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
    169/499      4.32G   0.009354   0.008671   0.002905         76        640:  21%|##        | 35/168 [00:06<00:24,  5.35it/s]
    169/499      4.32G   0.009354   0.008671   0.002905         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.41it/s]
    169/499      4.32G   0.009337   0.008631   0.002946         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.41it/s]
    169/499      4.32G   0.009337   0.008631   0.002946         66        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    169/499      4.32G   0.009326   0.008636   0.002935         79        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    169/499      4.32G   0.009326   0.008636   0.002935         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    169/499      4.32G   0.009306   0.008592   0.002983         54        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    169/499      4.32G   0.009306   0.008592   0.002983         54        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    169/499      4.32G   0.009297   0.008594   0.002984         65        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    169/499      4.32G   0.009297   0.008594   0.002984         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    169/499      4.32G   0.009321   0.008584   0.002946         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    169/499      4.32G   0.009321   0.008584   0.002946         61        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    169/499      4.32G   0.009325   0.008608   0.003002         78        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    169/499      4.32G   0.009325   0.008608   0.003002         78        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    169/499      4.32G   0.009335   0.008571   0.003122         60        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    169/499      4.32G   0.009335   0.008571   0.003122         60        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    169/499      4.32G   0.009326     0.0086   0.003102         85        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    169/499      4.32G   0.009326     0.0086   0.003102         85        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    169/499      4.32G   0.009324   0.008552   0.003111         57        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    169/499      4.32G   0.009324   0.008552   0.003111         57        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    169/499      4.32G     0.0093   0.008591    0.00309         76        640:  27%|##6       | 45/168 [00:08<00:22,  5.40it/s]
    169/499      4.32G     0.0093   0.008591    0.00309         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    169/499      4.32G   0.009288    0.00856    0.00305         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    169/499      4.32G   0.009288    0.00856    0.00305         53        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    169/499      4.32G    0.00928   0.008575   0.003032         71        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    169/499      4.32G    0.00928   0.008575   0.003032         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    169/499      4.32G   0.009269    0.00856   0.003063         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    169/499      4.32G   0.009269    0.00856   0.003063         78        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    169/499      4.32G   0.009263   0.008527   0.003084         78        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    169/499      4.32G   0.009263   0.008527   0.003084         78        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    169/499      4.32G   0.009274   0.008564   0.003051         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    169/499      4.32G   0.009274   0.008564   0.003051         69        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    169/499      4.32G   0.009271   0.008544   0.003099         77        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    169/499      4.32G   0.009271   0.008544   0.003099         77        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    169/499      4.32G   0.009282   0.008511   0.003059         63        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    169/499      4.32G   0.009282   0.008511   0.003059         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    169/499      4.32G   0.009265   0.008523   0.003049         63        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    169/499      4.32G   0.009265   0.008523   0.003049         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    169/499      4.32G   0.009275   0.008567   0.003056         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    169/499      4.32G   0.009275   0.008567   0.003056         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    169/499      4.32G   0.009311   0.008579   0.003043         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    169/499      4.32G   0.009311   0.008579   0.003043         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    169/499      4.32G   0.009318    0.00854   0.003097         55        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    169/499      4.32G   0.009318    0.00854   0.003097         55        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    169/499      4.32G   0.009383   0.008512    0.00306         58        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    169/499      4.32G   0.009383   0.008512    0.00306         58        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
    169/499      4.32G   0.009393   0.008526   0.003092         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    169/499      4.32G   0.009393   0.008526   0.003092         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    169/499      4.32G   0.009369   0.008505   0.003043         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    169/499      4.32G   0.009369   0.008505   0.003043         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    169/499      4.32G   0.009365   0.008524   0.003021         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    169/499      4.32G   0.009365   0.008524   0.003021         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    169/499      4.32G   0.009335   0.008485   0.002993         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    169/499      4.32G   0.009335   0.008485   0.002993         57        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    169/499      4.32G   0.009355    0.00852    0.00296         75        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    169/499      4.32G   0.009355    0.00852    0.00296         75        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
    169/499      4.32G   0.009349   0.008492   0.002953         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
    169/499      4.32G   0.009349   0.008492   0.002953         59        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    169/499      4.32G   0.009334   0.008474   0.002967         62        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    169/499      4.32G   0.009334   0.008474   0.002967         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    169/499      4.32G   0.009367   0.008469    0.00301         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    169/499      4.32G   0.009367   0.008469    0.00301         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    169/499      4.32G   0.009344   0.008462    0.00301         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    169/499      4.32G   0.009344   0.008462    0.00301         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    169/499      4.32G   0.009324   0.008453   0.002986         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    169/499      4.32G   0.009324   0.008453   0.002986         64        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    169/499      4.32G   0.009321   0.008453   0.003004         59        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    169/499      4.32G   0.009321   0.008453   0.003004         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    169/499      4.32G   0.009326   0.008437   0.002969         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    169/499      4.32G   0.009326   0.008437   0.002969         61        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    169/499      4.32G   0.009314   0.008433   0.002994         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.24it/s]
    169/499      4.32G   0.009314   0.008433   0.002994         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    169/499      4.32G   0.009307   0.008455   0.003001         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.31it/s]
    169/499      4.32G   0.009307   0.008455   0.003001         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    169/499      4.32G   0.009312   0.008445   0.003019         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    169/499      4.32G   0.009312   0.008445   0.003019         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    169/499      4.32G   0.009302    0.00847   0.003022         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    169/499      4.32G   0.009302    0.00847   0.003022         75        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    169/499      4.32G    0.00931   0.008482   0.002994         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    169/499      4.32G    0.00931   0.008482   0.002994         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    169/499      4.32G   0.009325    0.00848   0.002967         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    169/499      4.32G   0.009325    0.00848   0.002967         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    169/499      4.32G   0.009315   0.008485   0.002978         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    169/499      4.32G   0.009315   0.008485   0.002978         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    169/499      4.32G   0.009295   0.008466   0.003026         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    169/499      4.32G   0.009295   0.008466   0.003026         59        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    169/499      4.32G   0.009286   0.008469   0.003006         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    169/499      4.32G   0.009286   0.008469   0.003006         71        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    169/499      4.32G   0.009273   0.008458   0.003006         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    169/499      4.32G   0.009273   0.008458   0.003006         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    169/499      4.32G   0.009262   0.008452   0.002985         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    169/499      4.32G   0.009262   0.008452   0.002985         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    169/499      4.32G   0.009255   0.008465   0.002961         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.30it/s]
    169/499      4.32G   0.009255   0.008465   0.002961         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    169/499      4.32G   0.009243    0.00842   0.002974         46        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    169/499      4.32G   0.009243    0.00842   0.002974         46        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    169/499      4.32G    0.00924   0.008435   0.002965         83        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    169/499      4.32G    0.00924   0.008435   0.002965         83        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    169/499      4.32G   0.009245   0.008426   0.002957         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    169/499      4.32G   0.009245   0.008426   0.002957         70        640:  51%|#####     | 85/168 [00:16<00:16,  5.19it/s]
    169/499      4.32G   0.009254   0.008454   0.002944         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.19it/s]
    169/499      4.32G   0.009254   0.008454   0.002944         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    169/499      4.32G   0.009277   0.008473    0.00295         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    169/499      4.32G   0.009277   0.008473    0.00295         80        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    169/499      4.32G   0.009264   0.008443   0.002988         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    169/499      4.32G   0.009264   0.008443   0.002988         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    169/499      4.32G   0.009259   0.008439   0.002979         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    169/499      4.32G   0.009259   0.008439   0.002979         71        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    169/499      4.32G   0.009266   0.008426   0.003024         64        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    169/499      4.32G   0.009266   0.008426   0.003024         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    169/499      4.32G   0.009249   0.008425    0.00303         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    169/499      4.32G   0.009249   0.008425    0.00303         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    169/499      4.32G   0.009249   0.008451   0.003017         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    169/499      4.32G   0.009249   0.008451   0.003017         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    169/499      4.32G   0.009253   0.008481   0.003013         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    169/499      4.32G   0.009253   0.008481   0.003013         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    169/499      4.32G   0.009266   0.008522   0.003046         87        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    169/499      4.32G   0.009266   0.008522   0.003046         87        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    169/499      4.32G   0.009259   0.008531   0.003029         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    169/499      4.32G   0.009259   0.008531   0.003029         66        640:  57%|#####6    | 95/168 [00:17<00:13,  5.23it/s]
    169/499      4.32G   0.009257   0.008511   0.003013         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    169/499      4.32G   0.009257   0.008511   0.003013         54        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    169/499      4.32G   0.009252   0.008488    0.00301         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    169/499      4.32G   0.009252   0.008488    0.00301         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    169/499      4.32G   0.009246   0.008488    0.00303         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    169/499      4.32G   0.009246   0.008488    0.00303         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    169/499      4.32G   0.009249   0.008486   0.003029         56        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    169/499      4.32G   0.009249   0.008486   0.003029         56        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    169/499      4.32G   0.009237   0.008458   0.003043         56        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    169/499      4.32G   0.009237   0.008458   0.003043         56        640:  60%|#####9    | 100/168 [00:18<00:13,  5.22it/s]
    169/499      4.32G   0.009234   0.008474   0.003036         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    169/499      4.32G   0.009234   0.008474   0.003036         69        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    169/499      4.32G   0.009244   0.008468   0.003026         56        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    169/499      4.32G   0.009244   0.008468   0.003026         56        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    169/499      4.32G   0.009238   0.008478   0.003062         72        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    169/499      4.32G   0.009238   0.008478   0.003062         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    169/499      4.32G   0.009227   0.008483   0.003062         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    169/499      4.32G   0.009227   0.008483   0.003062         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    169/499      4.32G   0.009225   0.008465   0.003056         54        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    169/499      4.32G   0.009225   0.008465   0.003056         54        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    169/499      4.32G   0.009235   0.008469   0.003055         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
    169/499      4.32G   0.009235   0.008469   0.003055         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    169/499      4.32G   0.009238   0.008466   0.003065         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    169/499      4.32G   0.009238   0.008466   0.003065         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    169/499      4.32G   0.009229   0.008467   0.003074         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    169/499      4.32G   0.009229   0.008467   0.003074         81        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    169/499      4.32G   0.009221   0.008479   0.003069         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    169/499      4.32G   0.009221   0.008479   0.003069         80        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    169/499      4.32G   0.009224   0.008503   0.003075         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    169/499      4.32G   0.009224   0.008503   0.003075         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    169/499      4.32G   0.009222   0.008519   0.003074         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    169/499      4.32G   0.009222   0.008519   0.003074         76        640:  66%|######6   | 111/168 [00:20<00:10,  5.40it/s]
    169/499      4.32G   0.009227   0.008513   0.003068         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.40it/s]
    169/499      4.32G   0.009227   0.008513   0.003068         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    169/499      4.32G   0.009234   0.008501   0.003073         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    169/499      4.32G   0.009234   0.008501   0.003073         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    169/499      4.32G    0.00923   0.008494   0.003053         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    169/499      4.32G    0.00923   0.008494   0.003053         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    169/499      4.32G   0.009237   0.008496    0.00304         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    169/499      4.32G   0.009237   0.008496    0.00304         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    169/499      4.32G   0.009223   0.008479   0.003071         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    169/499      4.32G   0.009223   0.008479   0.003071         62        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
    169/499      4.32G   0.009218   0.008488   0.003046         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    169/499      4.32G   0.009218   0.008488   0.003046         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    169/499      4.32G     0.0092   0.008488   0.003037         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    169/499      4.32G     0.0092   0.008488   0.003037         64        640:  70%|#######   | 118/168 [00:22<00:10,  4.96it/s]
    169/499      4.32G    0.00919    0.00849   0.003021         71        640:  70%|#######   | 118/168 [00:22<00:10,  4.96it/s]
    169/499      4.32G    0.00919    0.00849   0.003021         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.12it/s]
    169/499      4.32G   0.009184   0.008481   0.003042         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.12it/s]
    169/499      4.32G   0.009184   0.008481   0.003042         76        640:  71%|#######1  | 120/168 [00:22<00:09,  5.24it/s]
    169/499      4.32G   0.009195   0.008484   0.003071         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.24it/s]
    169/499      4.32G   0.009195   0.008484   0.003071         64        640:  72%|#######2  | 121/168 [00:22<00:09,  5.14it/s]
    169/499      4.32G     0.0092   0.008483   0.003077         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    169/499      4.32G     0.0092   0.008483   0.003077         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    169/499      4.32G   0.009199   0.008471   0.003085         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    169/499      4.32G   0.009199   0.008471   0.003085         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    169/499      4.32G   0.009189   0.008477   0.003093         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    169/499      4.32G   0.009189   0.008477   0.003093         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    169/499      4.32G    0.00919   0.008494   0.003106         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    169/499      4.32G    0.00919   0.008494   0.003106         80        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    169/499      4.32G   0.009187   0.008488   0.003095         64        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    169/499      4.32G   0.009187   0.008488   0.003095         64        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    169/499      4.32G   0.009197   0.008485   0.003097         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.38it/s]
    169/499      4.32G   0.009197   0.008485   0.003097         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    169/499      4.32G   0.009189   0.008488    0.00309         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    169/499      4.32G   0.009189   0.008488    0.00309         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    169/499      4.32G   0.009193   0.008473   0.003094         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    169/499      4.32G   0.009193   0.008473   0.003094         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    169/499      4.32G   0.009184   0.008473   0.003101         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    169/499      4.32G   0.009184   0.008473   0.003101         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    169/499      4.32G   0.009175    0.00848   0.003106         83        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    169/499      4.32G   0.009175    0.00848   0.003106         83        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    169/499      4.32G   0.009191   0.008495   0.003103         70        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    169/499      4.32G   0.009191   0.008495   0.003103         70        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
    169/499      4.32G   0.009184   0.008488   0.003097         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    169/499      4.32G   0.009184   0.008488   0.003097         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    169/499      4.32G   0.009184   0.008493   0.003091         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.16it/s]
    169/499      4.32G   0.009184   0.008493   0.003091         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    169/499      4.32G   0.009184   0.008522   0.003105         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    169/499      4.32G   0.009184   0.008522   0.003105         82        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    169/499      4.32G   0.009183   0.008505   0.003086         58        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    169/499      4.32G   0.009183   0.008505   0.003086         58        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    169/499      4.32G   0.009182   0.008494   0.003078         64        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    169/499      4.32G   0.009182   0.008494   0.003078         64        640:  82%|########1 | 137/168 [00:25<00:05,  5.27it/s]
    169/499      4.32G   0.009177   0.008488   0.003064         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    169/499      4.32G   0.009177   0.008488   0.003064         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    169/499      4.32G   0.009173   0.008481   0.003062         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    169/499      4.32G   0.009173   0.008481   0.003062         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    169/499      4.32G   0.009192   0.008465   0.003088         54        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    169/499      4.32G   0.009192   0.008465   0.003088         54        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    169/499      4.32G   0.009195   0.008494   0.003084         86        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    169/499      4.32G   0.009195   0.008494   0.003084         86        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    169/499      4.32G   0.009215   0.008504   0.003077         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    169/499      4.32G   0.009215   0.008504   0.003077         62        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
    169/499      4.32G   0.009214     0.0085   0.003089         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    169/499      4.32G   0.009214     0.0085   0.003089         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    169/499      4.32G   0.009225   0.008512    0.00307         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    169/499      4.32G   0.009225   0.008512    0.00307         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    169/499      4.32G   0.009223   0.008511   0.003082         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    169/499      4.32G   0.009223   0.008511   0.003082         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    169/499      4.32G    0.00923   0.008521   0.003071         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    169/499      4.32G    0.00923   0.008521   0.003071         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    169/499      4.32G    0.00924    0.00853   0.003075         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    169/499      4.32G    0.00924    0.00853   0.003075         81        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    169/499      4.32G   0.009235    0.00854   0.003065         79        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    169/499      4.32G   0.009235    0.00854   0.003065         79        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    169/499      4.32G   0.009239   0.008535   0.003086         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    169/499      4.32G   0.009239   0.008535   0.003086         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    169/499      4.32G   0.009252    0.00852   0.003082         54        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    169/499      4.32G   0.009252    0.00852   0.003082         54        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    169/499      4.32G   0.009259   0.008539   0.003093         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    169/499      4.32G   0.009259   0.008539   0.003093         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    169/499      4.32G   0.009253    0.00853   0.003093         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    169/499      4.32G   0.009253    0.00853   0.003093         61        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    169/499      4.32G   0.009252   0.008534   0.003102         74        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    169/499      4.32G   0.009252   0.008534   0.003102         74        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
    169/499      4.32G   0.009242   0.008522   0.003135         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    169/499      4.32G   0.009242   0.008522   0.003135         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    169/499      4.32G   0.009249   0.008524   0.003128         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    169/499      4.32G   0.009249   0.008524   0.003128         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    169/499      4.32G    0.00925   0.008516   0.003132         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    169/499      4.32G    0.00925   0.008516   0.003132         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
    169/499      4.32G    0.00925   0.008525   0.003132         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.40it/s]
    169/499      4.32G    0.00925   0.008525   0.003132         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.27it/s]
    169/499      4.32G   0.009241   0.008525   0.003136         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.27it/s]
    169/499      4.32G   0.009241   0.008525   0.003136         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.35it/s]
    169/499      4.32G   0.009243    0.00852   0.003147         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.35it/s]
    169/499      4.32G   0.009243    0.00852   0.003147         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    169/499      4.32G   0.009238   0.008505   0.003167         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    169/499      4.32G   0.009238   0.008505   0.003167         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    169/499      4.32G   0.009245   0.008516   0.003169         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    169/499      4.32G   0.009245   0.008516   0.003169         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.35it/s]
    169/499      4.32G   0.009243   0.008521   0.003164         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.35it/s]
    169/499      4.32G   0.009243   0.008521   0.003164         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    169/499      4.32G   0.009246   0.008527   0.003177         82        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    169/499      4.32G   0.009246   0.008527   0.003177         82        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    169/499      4.32G   0.009255   0.008518   0.003159         49        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
    169/499      4.32G   0.009255   0.008518   0.003159         49        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    169/499      4.32G   0.009254   0.008517   0.003163         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    169/499      4.32G   0.009254   0.008517   0.003163         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    169/499      4.32G   0.009251   0.008513   0.003179         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    169/499      4.32G   0.009251   0.008513   0.003179         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    169/499      4.32G   0.009249   0.008516   0.003172         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    169/499      4.32G   0.009249   0.008516   0.003172         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    169/499      4.32G   0.009244   0.008522   0.003157         37        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    169/499      4.32G   0.009244   0.008522   0.003157         37        640: 100%|##########| 168/168 [00:31<00:00,  5.51it/s]
    169/499      4.32G   0.009244   0.008522   0.003157         37        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.839      0.891      0.894      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    170/499      4.32G   0.009908    0.01067   0.003331         94        640:   0%|          | 0/168 [00:00<?, ?it/s]
    170/499      4.32G   0.009908    0.01067   0.003331         94        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    170/499      4.32G   0.009165   0.009149   0.003417         61        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    170/499      4.32G   0.009165   0.009149   0.003417         61        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    170/499      4.32G   0.009372   0.008903   0.003791         56        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    170/499      4.32G   0.009372   0.008903   0.003791         56        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    170/499      4.32G   0.009155   0.008118   0.003737         57        640:   2%|1         | 3/168 [00:00<00:30,  5.42it/s]
    170/499      4.32G   0.009155   0.008118   0.003737         57        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    170/499      4.32G    0.00914   0.007992   0.003228         71        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    170/499      4.32G    0.00914   0.007992   0.003228         71        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    170/499      4.32G   0.009236   0.008127    0.00309         67        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    170/499      4.32G   0.009236   0.008127    0.00309         67        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    170/499      4.32G   0.009246   0.007998    0.00311         52        640:   4%|3         | 6/168 [00:01<00:29,  5.41it/s]
    170/499      4.32G   0.009246   0.007998    0.00311         52        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    170/499      4.32G   0.009475   0.008359   0.003178         71        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    170/499      4.32G   0.009475   0.008359   0.003178         71        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    170/499      4.32G   0.009432   0.008263   0.003068         65        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    170/499      4.32G   0.009432   0.008263   0.003068         65        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    170/499      4.32G   0.009351   0.008134   0.003434         51        640:   5%|5         | 9/168 [00:01<00:29,  5.41it/s]
    170/499      4.32G   0.009351   0.008134   0.003434         51        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    170/499      4.32G   0.009284   0.008127   0.003308         72        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    170/499      4.32G   0.009284   0.008127   0.003308         72        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    170/499      4.32G   0.009284   0.008162   0.003208         59        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    170/499      4.32G   0.009284   0.008162   0.003208         59        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    170/499      4.32G    0.00927   0.008288   0.003135         71        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    170/499      4.32G    0.00927   0.008288   0.003135         71        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    170/499      4.32G     0.0093   0.008324   0.003226         63        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    170/499      4.32G     0.0093   0.008324   0.003226         63        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    170/499      4.32G   0.009344   0.008429   0.003247         73        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    170/499      4.32G   0.009344   0.008429   0.003247         73        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
    170/499      4.32G   0.009542   0.008312   0.003213         54        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
    170/499      4.32G   0.009542   0.008312   0.003213         54        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    170/499      4.32G   0.009579   0.008454   0.003303         70        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    170/499      4.32G   0.009579   0.008454   0.003303         70        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    170/499      4.32G   0.009826   0.008709   0.003334         83        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    170/499      4.32G   0.009826   0.008709   0.003334         83        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    170/499      4.32G   0.009825   0.008805   0.003282         85        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    170/499      4.32G   0.009825   0.008805   0.003282         85        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    170/499      4.32G   0.009766   0.008986   0.003295         83        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    170/499      4.32G   0.009766   0.008986   0.003295         83        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    170/499      4.32G   0.009771   0.009037   0.003266         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    170/499      4.32G   0.009771   0.009037   0.003266         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    170/499      4.32G   0.009778   0.009053   0.003202         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    170/499      4.32G   0.009778   0.009053   0.003202         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    170/499      4.32G   0.009727   0.009104   0.003205         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    170/499      4.32G   0.009727   0.009104   0.003205         80        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    170/499      4.32G   0.009669   0.009059   0.003237         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    170/499      4.32G   0.009669   0.009059   0.003237         75        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    170/499      4.32G    0.00964   0.009046    0.00342         74        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    170/499      4.32G    0.00964   0.009046    0.00342         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    170/499      4.32G   0.009683   0.009052   0.003345         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    170/499      4.32G   0.009683   0.009052   0.003345         64        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
    170/499      4.32G   0.009681   0.009029   0.003268         68        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
    170/499      4.32G   0.009681   0.009029   0.003268         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    170/499      4.32G   0.009638   0.009014   0.003273         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    170/499      4.32G   0.009638   0.009014   0.003273         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    170/499      4.32G   0.009635   0.009062   0.003237         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    170/499      4.32G   0.009635   0.009062   0.003237         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    170/499      4.32G   0.009617   0.009038   0.003376         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    170/499      4.32G   0.009617   0.009038   0.003376         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    170/499      4.32G   0.009609   0.009033   0.003404         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    170/499      4.32G   0.009609   0.009033   0.003404         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    170/499      4.32G   0.009586   0.008996   0.003413         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    170/499      4.32G   0.009586   0.008996   0.003413         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    170/499      4.32G   0.009566   0.008953   0.003448         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    170/499      4.32G   0.009566   0.008953   0.003448         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    170/499      4.32G   0.009545   0.008928    0.00339         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    170/499      4.32G   0.009545   0.008928    0.00339         69        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    170/499      4.32G   0.009571   0.008944   0.003357         75        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    170/499      4.32G   0.009571   0.008944   0.003357         75        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    170/499      4.32G   0.009571   0.008964   0.003323         74        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    170/499      4.32G   0.009571   0.008964   0.003323         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    170/499      4.32G   0.009561   0.008929   0.003333         62        640:  21%|##1       | 36/168 [00:07<00:24,  5.38it/s]
    170/499      4.32G   0.009561   0.008929   0.003333         62        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    170/499      4.32G   0.009539   0.008965   0.003369         73        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    170/499      4.32G   0.009539   0.008965   0.003369         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.36it/s]
    170/499      4.32G   0.009547   0.008916   0.003505         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.36it/s]
    170/499      4.32G   0.009547   0.008916   0.003505         60        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    170/499      4.32G   0.009548   0.008862   0.003485         62        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    170/499      4.32G   0.009548   0.008862   0.003485         62        640:  24%|##3       | 40/168 [00:07<00:24,  5.28it/s]
    170/499      4.32G   0.009537   0.008856   0.003526         74        640:  24%|##3       | 40/168 [00:07<00:24,  5.28it/s]
    170/499      4.32G   0.009537   0.008856   0.003526         74        640:  24%|##4       | 41/168 [00:07<00:23,  5.37it/s]
    170/499      4.32G   0.009521    0.00887    0.00346         68        640:  24%|##4       | 41/168 [00:07<00:23,  5.37it/s]
    170/499      4.32G   0.009521    0.00887    0.00346         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    170/499      4.32G   0.009505   0.008852   0.003461         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    170/499      4.32G   0.009505   0.008852   0.003461         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    170/499      4.32G   0.009473   0.008845   0.003475         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    170/499      4.32G   0.009473   0.008845   0.003475         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    170/499      4.32G   0.009539   0.008836    0.00343         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    170/499      4.32G   0.009539   0.008836    0.00343         60        640:  27%|##6       | 45/168 [00:08<00:22,  5.42it/s]
    170/499      4.32G   0.009527   0.008832   0.003435         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.42it/s]
    170/499      4.32G   0.009527   0.008832   0.003435         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.28it/s]
    170/499      4.32G   0.009526   0.008829   0.003386         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.28it/s]
    170/499      4.32G   0.009526   0.008829   0.003386         61        640:  28%|##7       | 47/168 [00:08<00:22,  5.35it/s]
    170/499      4.32G   0.009537   0.008805   0.003412         65        640:  28%|##7       | 47/168 [00:09<00:22,  5.35it/s]
    170/499      4.32G   0.009537   0.008805   0.003412         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.43it/s]
    170/499      4.32G    0.00956   0.008836   0.003387         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.43it/s]
    170/499      4.32G    0.00956   0.008836   0.003387         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    170/499      4.32G   0.009538   0.008764   0.003362         43        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    170/499      4.32G   0.009538   0.008764   0.003362         43        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
    170/499      4.32G   0.009523   0.008747   0.003416         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
    170/499      4.32G   0.009523   0.008747   0.003416         68        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    170/499      4.32G   0.009548   0.008776   0.003433         67        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    170/499      4.32G   0.009548   0.008776   0.003433         67        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    170/499      4.32G   0.009569   0.008746   0.003476         62        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    170/499      4.32G   0.009569   0.008746   0.003476         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    170/499      4.32G   0.009546   0.008744   0.003476         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    170/499      4.32G   0.009546   0.008744   0.003476         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    170/499      4.32G   0.009547   0.008735   0.003485         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    170/499      4.32G   0.009547   0.008735   0.003485         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.31it/s]
    170/499      4.32G   0.009555   0.008728   0.003466         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.31it/s]
    170/499      4.32G   0.009555   0.008728   0.003466         67        640:  33%|###3      | 56/168 [00:10<00:20,  5.40it/s]
    170/499      4.32G   0.009538   0.008732   0.003444         71        640:  33%|###3      | 56/168 [00:10<00:20,  5.40it/s]
    170/499      4.32G   0.009538   0.008732   0.003444         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.42it/s]
    170/499      4.32G   0.009544   0.008727   0.003444         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.42it/s]
    170/499      4.32G   0.009544   0.008727   0.003444         66        640:  35%|###4      | 58/168 [00:10<00:20,  5.25it/s]
    170/499      4.32G   0.009528   0.008681   0.003469         61        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
    170/499      4.32G   0.009528   0.008681   0.003469         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    170/499      4.32G   0.009507   0.008669   0.003466         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    170/499      4.32G   0.009507   0.008669   0.003466         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    170/499      4.32G   0.009505   0.008648   0.003495         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    170/499      4.32G   0.009505   0.008648   0.003495         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    170/499      4.32G   0.009498   0.008626    0.00347         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    170/499      4.32G   0.009498   0.008626    0.00347         55        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    170/499      4.32G   0.009506   0.008641   0.003474         76        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    170/499      4.32G   0.009506   0.008641   0.003474         76        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    170/499      4.32G   0.009524   0.008626   0.003496         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    170/499      4.32G   0.009524   0.008626   0.003496         62        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    170/499      4.32G   0.009531   0.008594   0.003542         57        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    170/499      4.32G   0.009531   0.008594   0.003542         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    170/499      4.32G   0.009516   0.008584   0.003532         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    170/499      4.32G   0.009516   0.008584   0.003532         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    170/499      4.32G   0.009528   0.008658   0.003493         94        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    170/499      4.32G   0.009528   0.008658   0.003493         94        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    170/499      4.32G   0.009526   0.008679   0.003476         84        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    170/499      4.32G   0.009526   0.008679   0.003476         84        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    170/499      4.32G   0.009515   0.008683   0.003493         77        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    170/499      4.32G   0.009515   0.008683   0.003493         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    170/499      4.32G   0.009526   0.008681   0.003481         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    170/499      4.32G   0.009526   0.008681   0.003481         67        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    170/499      4.32G   0.009534   0.008682   0.003501         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    170/499      4.32G   0.009534   0.008682   0.003501         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    170/499      4.32G   0.009526   0.008676    0.00347         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    170/499      4.32G   0.009526   0.008676    0.00347         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    170/499      4.32G   0.009526   0.008661   0.003441         58        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    170/499      4.32G   0.009526   0.008661   0.003441         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    170/499      4.32G   0.009514   0.008676    0.00342         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    170/499      4.32G   0.009514   0.008676    0.00342         69        640:  44%|####4     | 74/168 [00:13<00:17,  5.27it/s]
    170/499      4.32G   0.009502   0.008699   0.003422         83        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    170/499      4.32G   0.009502   0.008699   0.003422         83        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    170/499      4.32G   0.009494   0.008682   0.003439         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    170/499      4.32G   0.009494   0.008682   0.003439         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    170/499      4.32G   0.009483   0.008668   0.003432         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    170/499      4.32G   0.009483   0.008668   0.003432         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    170/499      4.32G   0.009475   0.008659   0.003484         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    170/499      4.32G   0.009475   0.008659   0.003484         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    170/499      4.32G   0.009479   0.008677   0.003483         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    170/499      4.32G   0.009479   0.008677   0.003483         75        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    170/499      4.32G    0.00946   0.008665   0.003479         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    170/499      4.32G    0.00946   0.008665   0.003479         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    170/499      4.32G    0.00947   0.008677   0.003483         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    170/499      4.32G    0.00947   0.008677   0.003483         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.41it/s]
    170/499      4.32G   0.009459   0.008661   0.003467         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.41it/s]
    170/499      4.32G   0.009459   0.008661   0.003467         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.29it/s]
    170/499      4.32G   0.009462   0.008686   0.003465         83        640:  49%|####8     | 82/168 [00:15<00:16,  5.29it/s]
    170/499      4.32G   0.009462   0.008686   0.003465         83        640:  49%|####9     | 83/168 [00:15<00:15,  5.36it/s]
    170/499      4.32G   0.009458   0.008683   0.003479         79        640:  49%|####9     | 83/168 [00:15<00:15,  5.36it/s]
    170/499      4.32G   0.009458   0.008683   0.003479         79        640:  50%|#####     | 84/168 [00:15<00:15,  5.41it/s]
    170/499      4.32G   0.009463    0.00869   0.003459         81        640:  50%|#####     | 84/168 [00:16<00:15,  5.41it/s]
    170/499      4.32G   0.009463    0.00869   0.003459         81        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
    170/499      4.32G   0.009437   0.008658   0.003475         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.26it/s]
    170/499      4.32G   0.009437   0.008658   0.003475         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    170/499      4.32G    0.00943   0.008664   0.003487         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    170/499      4.32G    0.00943   0.008664   0.003487         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    170/499      4.32G   0.009431   0.008642   0.003524         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    170/499      4.32G   0.009431   0.008642   0.003524         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.26it/s]
    170/499      4.32G   0.009425   0.008618   0.003564         48        640:  52%|#####2    | 88/168 [00:16<00:15,  5.26it/s]
    170/499      4.32G   0.009425   0.008618   0.003564         48        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
    170/499      4.32G   0.009431   0.008651    0.00356         82        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
    170/499      4.32G   0.009431   0.008651    0.00356         82        640:  54%|#####3    | 90/168 [00:16<00:14,  5.39it/s]
    170/499      4.32G   0.009433   0.008658   0.003551         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    170/499      4.32G   0.009433   0.008658   0.003551         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    170/499      4.32G   0.009436   0.008656    0.00354         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    170/499      4.32G   0.009436   0.008656    0.00354         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    170/499      4.32G   0.009432   0.008664   0.003526         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    170/499      4.32G   0.009432   0.008664   0.003526         69        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    170/499      4.32G   0.009449   0.008689    0.00355         68        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    170/499      4.32G   0.009449   0.008689    0.00355         68        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    170/499      4.32G   0.009452   0.008688   0.003536         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    170/499      4.32G   0.009452   0.008688   0.003536         66        640:  57%|#####6    | 95/168 [00:17<00:13,  5.31it/s]
    170/499      4.32G   0.009459   0.008674   0.003536         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    170/499      4.32G   0.009459   0.008674   0.003536         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    170/499      4.32G   0.009455   0.008664   0.003532         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    170/499      4.32G   0.009455   0.008664   0.003532         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    170/499      4.32G   0.009462   0.008667   0.003515         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    170/499      4.32G   0.009462   0.008667   0.003515         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    170/499      4.32G   0.009458   0.008672   0.003531         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    170/499      4.32G   0.009458   0.008672   0.003531         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    170/499      4.32G    0.00945   0.008667   0.003559         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    170/499      4.32G    0.00945   0.008667   0.003559         67        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    170/499      4.32G   0.009451   0.008645   0.003562         54        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    170/499      4.32G   0.009451   0.008645   0.003562         54        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    170/499      4.32G   0.009445   0.008643    0.00358         77        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    170/499      4.32G   0.009445   0.008643    0.00358         77        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    170/499      4.32G   0.009439   0.008629   0.003595         58        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    170/499      4.32G   0.009439   0.008629   0.003595         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    170/499      4.32G   0.009425   0.008619   0.003589         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    170/499      4.32G   0.009425   0.008619   0.003589         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    170/499      4.32G   0.009434   0.008638   0.003584         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    170/499      4.32G   0.009434   0.008638   0.003584         65        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    170/499      4.32G   0.009434   0.008642   0.003577         62        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    170/499      4.32G   0.009434   0.008642   0.003577         62        640:  63%|######3   | 106/168 [00:19<00:11,  5.25it/s]
    170/499      4.32G    0.00943   0.008652   0.003578         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    170/499      4.32G    0.00943   0.008652   0.003578         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
    170/499      4.32G   0.009431   0.008635   0.003555         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
    170/499      4.32G   0.009431   0.008635   0.003555         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    170/499      4.32G   0.009418   0.008641    0.00357         86        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    170/499      4.32G   0.009418   0.008641    0.00357         86        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    170/499      4.32G    0.00942   0.008641   0.003549         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    170/499      4.32G    0.00942   0.008641   0.003549         52        640:  65%|######5   | 110/168 [00:20<00:10,  5.35it/s]
    170/499      4.32G   0.009419   0.008654   0.003544         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.35it/s]
    170/499      4.32G   0.009419   0.008654   0.003544         77        640:  66%|######6   | 111/168 [00:20<00:10,  5.39it/s]
    170/499      4.32G   0.009416    0.00867   0.003554         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    170/499      4.32G   0.009416    0.00867   0.003554         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    170/499      4.32G   0.009421   0.008658   0.003531         50        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    170/499      4.32G   0.009421   0.008658   0.003531         50        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    170/499      4.32G   0.009414   0.008656   0.003516         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    170/499      4.32G   0.009414   0.008656   0.003516         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    170/499      4.32G   0.009415   0.008663     0.0035         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    170/499      4.32G   0.009415   0.008663     0.0035         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    170/499      4.32G    0.00941   0.008654   0.003486         54        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    170/499      4.32G    0.00941   0.008654   0.003486         54        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
    170/499      4.32G   0.009412   0.008648   0.003473         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    170/499      4.32G   0.009412   0.008648   0.003473         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    170/499      4.32G   0.009428   0.008652   0.003495         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    170/499      4.32G   0.009428   0.008652   0.003495         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    170/499      4.32G    0.00942   0.008653   0.003504         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    170/499      4.32G    0.00942   0.008653   0.003504         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    170/499      4.32G   0.009414   0.008667   0.003489         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    170/499      4.32G   0.009414   0.008667   0.003489         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    170/499      4.32G   0.009411   0.008652   0.003499         55        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    170/499      4.32G   0.009411   0.008652   0.003499         55        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
    170/499      4.32G   0.009404   0.008649    0.00349         65        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
    170/499      4.32G   0.009404   0.008649    0.00349         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    170/499      4.32G   0.009404   0.008644   0.003487         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    170/499      4.32G   0.009404   0.008644   0.003487         73        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    170/499      4.32G   0.009402   0.008636   0.003484         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    170/499      4.32G   0.009402   0.008636   0.003484         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    170/499      4.32G   0.009398   0.008654   0.003474         86        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    170/499      4.32G   0.009398   0.008654   0.003474         86        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    170/499      4.32G   0.009399   0.008648   0.003492         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    170/499      4.32G   0.009399   0.008648   0.003492         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    170/499      4.32G   0.009393   0.008649   0.003486         73        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    170/499      4.32G   0.009393   0.008649   0.003486         73        640:  76%|#######5  | 127/168 [00:23<00:07,  5.25it/s]
    170/499      4.32G   0.009394   0.008651   0.003486         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.25it/s]
    170/499      4.32G   0.009394   0.008651   0.003486         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
    170/499      4.32G    0.00939   0.008656   0.003475         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.35it/s]
    170/499      4.32G    0.00939   0.008656   0.003475         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    170/499      4.32G   0.009395    0.00865   0.003457         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    170/499      4.32G   0.009395    0.00865   0.003457         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    170/499      4.32G   0.009402   0.008663   0.003477         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    170/499      4.32G   0.009402   0.008663   0.003477         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    170/499      4.32G   0.009404   0.008683   0.003476         87        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    170/499      4.32G   0.009404   0.008683   0.003476         87        640:  79%|#######8  | 132/168 [00:24<00:06,  5.41it/s]
    170/499      4.32G   0.009393   0.008677   0.003469         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.41it/s]
    170/499      4.32G   0.009393   0.008677   0.003469         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    170/499      4.32G   0.009392   0.008676   0.003467         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    170/499      4.32G   0.009392   0.008676   0.003467         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    170/499      4.32G   0.009379   0.008667   0.003482         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    170/499      4.32G   0.009379   0.008667   0.003482         67        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    170/499      4.32G   0.009372   0.008646   0.003505         43        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    170/499      4.32G   0.009372   0.008646   0.003505         43        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    170/499      4.32G   0.009374   0.008652   0.003498         71        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    170/499      4.32G   0.009374   0.008652   0.003498         71        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    170/499      4.32G    0.00937   0.008653   0.003505         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
    170/499      4.32G    0.00937   0.008653   0.003505         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    170/499      4.32G   0.009362   0.008644   0.003514         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    170/499      4.32G   0.009362   0.008644   0.003514         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    170/499      4.32G   0.009351   0.008652   0.003497         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    170/499      4.32G   0.009351   0.008652   0.003497         70        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
    170/499      4.32G   0.009347    0.00866   0.003493         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.35it/s]
    170/499      4.32G   0.009347    0.00866   0.003493         83        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    170/499      4.32G    0.00935   0.008659   0.003472         65        640:  84%|########3 | 141/168 [00:26<00:04,  5.41it/s]
    170/499      4.32G    0.00935   0.008659   0.003472         65        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    170/499      4.32G   0.009339   0.008654   0.003471         75        640:  85%|########4 | 142/168 [00:26<00:04,  5.27it/s]
    170/499      4.32G   0.009339   0.008654   0.003471         75        640:  85%|########5 | 143/168 [00:26<00:04,  5.36it/s]
    170/499      4.32G   0.009341   0.008653   0.003467         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.36it/s]
    170/499      4.32G   0.009341   0.008653   0.003467         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    170/499      4.32G   0.009334   0.008652   0.003461         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.40it/s]
    170/499      4.32G   0.009334   0.008652   0.003461         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    170/499      4.32G   0.009335   0.008653   0.003453         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    170/499      4.32G   0.009335   0.008653   0.003453         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    170/499      4.32G   0.009332   0.008669   0.003442         88        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    170/499      4.32G   0.009332   0.008669   0.003442         88        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    170/499      4.32G   0.009323   0.008669   0.003459         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    170/499      4.32G   0.009323   0.008669   0.003459         74        640:  88%|########8 | 148/168 [00:27<00:03,  5.23it/s]
    170/499      4.32G    0.00932   0.008683   0.003446         83        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    170/499      4.32G    0.00932   0.008683   0.003446         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    170/499      4.32G   0.009308   0.008694   0.003445         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    170/499      4.32G   0.009308   0.008694   0.003445         84        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    170/499      4.32G   0.009314   0.008693   0.003444         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    170/499      4.32G   0.009314   0.008693   0.003444         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
    170/499      4.32G   0.009329   0.008693    0.00344         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
    170/499      4.32G   0.009329   0.008693    0.00344         73        640:  90%|######### | 152/168 [00:28<00:03,  5.23it/s]
    170/499      4.32G   0.009325     0.0087   0.003424         61        640:  90%|######### | 152/168 [00:28<00:03,  5.23it/s]
    170/499      4.32G   0.009325     0.0087   0.003424         61        640:  91%|#########1| 153/168 [00:28<00:02,  5.25it/s]
    170/499      4.32G   0.009324   0.008703    0.00342         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.25it/s]
    170/499      4.32G   0.009324   0.008703    0.00342         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    170/499      4.32G   0.009328   0.008685   0.003424         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    170/499      4.32G   0.009328   0.008685   0.003424         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
    170/499      4.32G   0.009327   0.008687   0.003419         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.21it/s]
    170/499      4.32G   0.009327   0.008687   0.003419         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    170/499      4.32G   0.009344   0.008688   0.003427         55        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    170/499      4.32G   0.009344   0.008688   0.003427         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.11it/s]
    170/499      4.32G   0.009338   0.008672   0.003419         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.11it/s]
    170/499      4.32G   0.009338   0.008672   0.003419         60        640:  94%|#########4| 158/168 [00:29<00:01,  5.22it/s]
    170/499      4.32G   0.009333   0.008672   0.003421         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.22it/s]
    170/499      4.32G   0.009333   0.008672   0.003421         70        640:  95%|#########4| 159/168 [00:29<00:01,  5.32it/s]
    170/499      4.32G   0.009325   0.008667   0.003418         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    170/499      4.32G   0.009325   0.008667   0.003418         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    170/499      4.32G   0.009319   0.008661    0.00342         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.16it/s]
    170/499      4.32G   0.009319   0.008661    0.00342         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    170/499      4.32G   0.009324    0.00866   0.003412         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    170/499      4.32G   0.009324    0.00866   0.003412         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
    170/499      4.32G   0.009325   0.008655   0.003418         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
    170/499      4.32G   0.009325   0.008655   0.003418         59        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
    170/499      4.32G   0.009334   0.008669   0.003419         74        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
    170/499      4.32G   0.009334   0.008669   0.003419         74        640:  98%|#########7| 164/168 [00:30<00:00,  5.30it/s]
    170/499      4.32G   0.009324   0.008664   0.003426         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    170/499      4.32G   0.009324   0.008664   0.003426         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    170/499      4.32G   0.009318   0.008659   0.003422         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    170/499      4.32G   0.009318   0.008659   0.003422         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    170/499      4.32G   0.009312   0.008661   0.003431         82        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    170/499      4.32G   0.009312   0.008661   0.003431         82        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    170/499      4.32G    0.00929   0.008641   0.003411         21        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    170/499      4.32G    0.00929   0.008641   0.003411         21        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    170/499      4.32G    0.00929   0.008641   0.003411         21        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.864      0.876      0.895      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    171/499      4.32G   0.008062   0.009805   0.003054         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    171/499      4.32G   0.008062   0.009805   0.003054         76        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    171/499      4.32G   0.009289   0.008935    0.00325         64        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    171/499      4.32G   0.009289   0.008935    0.00325         64        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    171/499      4.32G    0.00936   0.008147   0.003334         60        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    171/499      4.32G    0.00936   0.008147   0.003334         60        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    171/499      4.32G   0.009367   0.008495   0.003205         76        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    171/499      4.32G   0.009367   0.008495   0.003205         76        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    171/499      4.32G   0.009126   0.008405   0.003725         73        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    171/499      4.32G   0.009126   0.008405   0.003725         73        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    171/499      4.32G   0.008969   0.008688   0.003783         83        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    171/499      4.32G   0.008969   0.008688   0.003783         83        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    171/499      4.32G   0.008927   0.008561   0.004357         62        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    171/499      4.32G   0.008927   0.008561   0.004357         62        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    171/499      4.32G   0.008995   0.008557   0.004113         73        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    171/499      4.32G   0.008995   0.008557   0.004113         73        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    171/499      4.32G   0.009059   0.008612   0.003785         76        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    171/499      4.32G   0.009059   0.008612   0.003785         76        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    171/499      4.32G   0.009076   0.008571   0.003842         67        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    171/499      4.32G   0.009076   0.008571   0.003842         67        640:   6%|5         | 10/168 [00:01<00:30,  5.24it/s]
    171/499      4.32G   0.009191    0.00839   0.003573         51        640:   6%|5         | 10/168 [00:02<00:30,  5.24it/s]
    171/499      4.32G   0.009191    0.00839   0.003573         51        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    171/499      4.32G   0.009259   0.008482   0.003739         67        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    171/499      4.32G   0.009259   0.008482   0.003739         67        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    171/499      4.32G   0.009237   0.008575   0.003546         71        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    171/499      4.32G   0.009237   0.008575   0.003546         71        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    171/499      4.32G   0.009158   0.008585   0.003503         61        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    171/499      4.32G   0.009158   0.008585   0.003503         61        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    171/499      4.32G   0.009121   0.008519   0.003416         56        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    171/499      4.32G   0.009121   0.008519   0.003416         56        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    171/499      4.32G   0.009212   0.008574   0.003488         69        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    171/499      4.32G   0.009212   0.008574   0.003488         69        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
    171/499      4.32G   0.009191   0.008486   0.003526         61        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
    171/499      4.32G   0.009191   0.008486   0.003526         61        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    171/499      4.32G   0.009136    0.00841   0.003421         59        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    171/499      4.32G   0.009136    0.00841   0.003421         59        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    171/499      4.32G   0.009061   0.008308   0.003344         60        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    171/499      4.32G   0.009061   0.008308   0.003344         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    171/499      4.32G   0.009214    0.00837   0.003447         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    171/499      4.32G   0.009214    0.00837   0.003447         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    171/499      4.32G    0.00917    0.00838   0.003522         76        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    171/499      4.32G    0.00917    0.00838   0.003522         76        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    171/499      4.32G   0.009206   0.008324   0.003505         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    171/499      4.32G   0.009206   0.008324   0.003505         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    171/499      4.32G   0.009154   0.008238   0.003504         61        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    171/499      4.32G   0.009154   0.008238   0.003504         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    171/499      4.32G   0.009122   0.008207   0.003559         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    171/499      4.32G   0.009122   0.008207   0.003559         63        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    171/499      4.32G   0.009132   0.008297   0.003589         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    171/499      4.32G   0.009132   0.008297   0.003589         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    171/499      4.32G   0.009117   0.008252   0.003565         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    171/499      4.32G   0.009117   0.008252   0.003565         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    171/499      4.32G    0.00919   0.008367   0.003643         86        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    171/499      4.32G    0.00919   0.008367   0.003643         86        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    171/499      4.32G   0.009153   0.008351   0.003785         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    171/499      4.32G   0.009153   0.008351   0.003785         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    171/499      4.32G   0.009102   0.008451   0.003717         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    171/499      4.32G   0.009102   0.008451   0.003717         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    171/499      4.32G   0.009106   0.008384   0.003682         55        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    171/499      4.32G   0.009106   0.008384   0.003682         55        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    171/499      4.32G   0.009073   0.008482    0.00364         85        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    171/499      4.32G   0.009073   0.008482    0.00364         85        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    171/499      4.32G   0.009074   0.008476   0.003652         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    171/499      4.32G   0.009074   0.008476   0.003652         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    171/499      4.32G   0.009059   0.008443   0.003617         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    171/499      4.32G   0.009059   0.008443   0.003617         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    171/499      4.32G   0.009017   0.008446   0.003609         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    171/499      4.32G   0.009017   0.008446   0.003609         77        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
    171/499      4.32G   0.009017   0.008411   0.003579         63        640:  20%|##        | 34/168 [00:06<00:26,  5.15it/s]
    171/499      4.32G   0.009017   0.008411   0.003579         63        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
    171/499      4.32G    0.00897   0.008409   0.003531         71        640:  21%|##        | 35/168 [00:06<00:25,  5.23it/s]
    171/499      4.32G    0.00897   0.008409   0.003531         71        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    171/499      4.32G   0.008982   0.008434    0.00351         73        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    171/499      4.32G   0.008982   0.008434    0.00351         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    171/499      4.32G   0.008936   0.008366   0.003536         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    171/499      4.32G   0.008936   0.008366   0.003536         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    171/499      4.32G   0.008912   0.008352   0.003546         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    171/499      4.32G   0.008912   0.008352   0.003546         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    171/499      4.32G   0.008916   0.008375   0.003528         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    171/499      4.32G   0.008916   0.008375   0.003528         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    171/499      4.32G   0.008935   0.008403   0.003505         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    171/499      4.32G   0.008935   0.008403   0.003505         73        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    171/499      4.32G   0.008955   0.008474    0.00344         84        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    171/499      4.32G   0.008955   0.008474    0.00344         84        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
    171/499      4.32G   0.008965   0.008457   0.003398         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    171/499      4.32G   0.008965   0.008457   0.003398         66        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    171/499      4.32G   0.008991   0.008458   0.003411         62        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    171/499      4.32G   0.008991   0.008458   0.003411         62        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    171/499      4.32G    0.00898   0.008479   0.003356         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    171/499      4.32G    0.00898   0.008479   0.003356         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    171/499      4.32G   0.008969   0.008482   0.003367         81        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    171/499      4.32G   0.008969   0.008482   0.003367         81        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    171/499      4.32G   0.008949   0.008447   0.003333         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    171/499      4.32G   0.008949   0.008447   0.003333         59        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    171/499      4.32G    0.00895    0.00841   0.003309         55        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    171/499      4.32G    0.00895    0.00841   0.003309         55        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    171/499      4.32G    0.00894   0.008447   0.003306         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    171/499      4.32G    0.00894   0.008447   0.003306         74        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    171/499      4.32G   0.008994   0.008491   0.003286         75        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    171/499      4.32G   0.008994   0.008491   0.003286         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    171/499      4.32G   0.008986    0.00853   0.003286         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    171/499      4.32G   0.008986    0.00853   0.003286         77        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    171/499      4.32G   0.008998    0.00853    0.00329         67        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    171/499      4.32G   0.008998    0.00853    0.00329         67        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    171/499      4.32G   0.009022   0.008511   0.003262         67        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    171/499      4.32G   0.009022   0.008511   0.003262         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    171/499      4.32G   0.009018   0.008507   0.003277         65        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    171/499      4.32G   0.009018   0.008507   0.003277         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    171/499      4.32G   0.009001   0.008515   0.003292         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    171/499      4.32G   0.009001   0.008515   0.003292         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    171/499      4.32G   0.008997   0.008508   0.003299         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    171/499      4.32G   0.008997   0.008508   0.003299         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    171/499      4.32G   0.008998   0.008529   0.003282         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    171/499      4.32G   0.008998   0.008529   0.003282         78        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    171/499      4.32G   0.008973   0.008533   0.003315         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    171/499      4.32G   0.008973   0.008533   0.003315         76        640:  35%|###4      | 58/168 [00:10<00:20,  5.25it/s]
    171/499      4.32G    0.00896   0.008526   0.003303         71        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
    171/499      4.32G    0.00896   0.008526   0.003303         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
    171/499      4.32G   0.008965   0.008508   0.003325         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
    171/499      4.32G   0.008965   0.008508   0.003325         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    171/499      4.32G   0.008968   0.008489   0.003348         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    171/499      4.32G   0.008968   0.008489   0.003348         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    171/499      4.32G   0.008956   0.008486   0.003313         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    171/499      4.32G   0.008956   0.008486   0.003313         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    171/499      4.32G   0.008953   0.008496   0.003379         71        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    171/499      4.32G   0.008953   0.008496   0.003379         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
    171/499      4.32G   0.008935   0.008499    0.00334         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
    171/499      4.32G   0.008935   0.008499    0.00334         59        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    171/499      4.32G   0.008932   0.008472   0.003369         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    171/499      4.32G   0.008932   0.008472   0.003369         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    171/499      4.32G   0.008943   0.008467   0.003402         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    171/499      4.32G   0.008943   0.008467   0.003402         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    171/499      4.32G   0.008932   0.008441   0.003377         56        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    171/499      4.32G   0.008932   0.008441   0.003377         56        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    171/499      4.32G   0.008929   0.008432   0.003342         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    171/499      4.32G   0.008929   0.008432   0.003342         65        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    171/499      4.32G   0.008918   0.008435   0.003316         78        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    171/499      4.32G   0.008918   0.008435   0.003316         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    171/499      4.32G   0.008909   0.008414   0.003318         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    171/499      4.32G   0.008909   0.008414   0.003318         57        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    171/499      4.32G   0.008894   0.008376   0.003329         56        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    171/499      4.32G   0.008894   0.008376   0.003329         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    171/499      4.32G   0.008903   0.008372   0.003312         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    171/499      4.32G   0.008903   0.008372   0.003312         74        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    171/499      4.32G   0.008885   0.008359   0.003352         59        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    171/499      4.32G   0.008885   0.008359   0.003352         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    171/499      4.32G    0.00888   0.008379   0.003337         82        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    171/499      4.32G    0.00888   0.008379   0.003337         82        640:  44%|####4     | 74/168 [00:13<00:17,  5.28it/s]
    171/499      4.32G   0.008874   0.008408    0.00332         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    171/499      4.32G   0.008874   0.008408    0.00332         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    171/499      4.32G   0.008879   0.008437   0.003304         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    171/499      4.32G   0.008879   0.008437   0.003304         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    171/499      4.32G   0.008875   0.008438   0.003311         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    171/499      4.32G   0.008875   0.008438   0.003311         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    171/499      4.32G   0.008885   0.008458   0.003303         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    171/499      4.32G   0.008885   0.008458   0.003303         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    171/499      4.32G   0.008883   0.008446   0.003319         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    171/499      4.32G   0.008883   0.008446   0.003319         65        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
    171/499      4.32G   0.008879   0.008445   0.003323         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    171/499      4.32G   0.008879   0.008445   0.003323         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    171/499      4.32G   0.008869   0.008458   0.003327         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    171/499      4.32G   0.008869   0.008458   0.003327         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    171/499      4.32G   0.008866   0.008483    0.00332         82        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    171/499      4.32G   0.008866   0.008483    0.00332         82        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    171/499      4.32G   0.008851    0.00849   0.003336         87        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    171/499      4.32G   0.008851    0.00849   0.003336         87        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    171/499      4.32G   0.008851   0.008486   0.003351         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    171/499      4.32G   0.008851   0.008486   0.003351         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    171/499      4.32G   0.008849   0.008496   0.003437         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    171/499      4.32G   0.008849   0.008496   0.003437         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    171/499      4.32G   0.008843   0.008478   0.003443         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    171/499      4.32G   0.008843   0.008478   0.003443         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    171/499      4.32G   0.008842   0.008469   0.003463         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    171/499      4.32G   0.008842   0.008469   0.003463         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    171/499      4.32G   0.008835   0.008466   0.003456         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    171/499      4.32G   0.008835   0.008466   0.003456         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    171/499      4.32G   0.008851   0.008453   0.003444         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    171/499      4.32G   0.008851   0.008453   0.003444         60        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    171/499      4.32G    0.00884   0.008473   0.003432         80        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    171/499      4.32G    0.00884   0.008473   0.003432         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
    171/499      4.32G   0.008845    0.00849   0.003433         86        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
    171/499      4.32G   0.008845    0.00849   0.003433         86        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    171/499      4.32G    0.00885   0.008508   0.003419         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    171/499      4.32G    0.00885   0.008508   0.003419         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    171/499      4.32G   0.008843   0.008505   0.003406         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    171/499      4.32G   0.008843   0.008505   0.003406         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    171/499      4.32G    0.00884   0.008505   0.003446         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    171/499      4.32G    0.00884   0.008505   0.003446         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    171/499      4.32G    0.00884    0.00853   0.003463         74        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    171/499      4.32G    0.00884    0.00853   0.003463         74        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
    171/499      4.32G   0.008853   0.008516    0.00348         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    171/499      4.32G   0.008853   0.008516    0.00348         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    171/499      4.32G   0.008837   0.008505   0.003461         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    171/499      4.32G   0.008837   0.008505   0.003461         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    171/499      4.32G   0.008842   0.008512   0.003458         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    171/499      4.32G   0.008842   0.008512   0.003458         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    171/499      4.32G   0.008861   0.008508   0.003446         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    171/499      4.32G   0.008861   0.008508   0.003446         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    171/499      4.32G   0.008861   0.008515   0.003465         86        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    171/499      4.32G   0.008861   0.008515   0.003465         86        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    171/499      4.32G   0.008862   0.008506   0.003481         69        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
    171/499      4.32G   0.008862   0.008506   0.003481         69        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    171/499      4.32G   0.008861   0.008509   0.003469         73        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    171/499      4.32G   0.008861   0.008509   0.003469         73        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    171/499      4.32G   0.008861   0.008502   0.003486         73        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    171/499      4.32G   0.008861   0.008502   0.003486         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    171/499      4.32G   0.008867   0.008495   0.003483         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    171/499      4.32G   0.008867   0.008495   0.003483         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    171/499      4.32G   0.008867    0.00849   0.003508         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    171/499      4.32G   0.008867    0.00849   0.003508         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
    171/499      4.32G   0.008879   0.008492   0.003539         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
    171/499      4.32G   0.008879   0.008492   0.003539         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    171/499      4.32G   0.008895   0.008492    0.00356         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    171/499      4.32G   0.008895   0.008492    0.00356         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    171/499      4.32G    0.00888   0.008473   0.003558         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    171/499      4.32G    0.00888   0.008473   0.003558         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    171/499      4.32G   0.008874   0.008477   0.003564         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    171/499      4.32G   0.008874   0.008477   0.003564         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    171/499      4.32G   0.008877   0.008486   0.003559         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    171/499      4.32G   0.008877   0.008486   0.003559         70        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    171/499      4.32G   0.008867   0.008466   0.003557         56        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    171/499      4.32G   0.008867   0.008466   0.003557         56        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    171/499      4.32G   0.008864   0.008464   0.003579         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    171/499      4.32G   0.008864   0.008464   0.003579         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    171/499      4.32G   0.008876   0.008472   0.003573         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    171/499      4.32G   0.008876   0.008472   0.003573         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    171/499      4.32G   0.008882   0.008479   0.003567         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    171/499      4.32G   0.008882   0.008479   0.003567         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    171/499      4.32G   0.008867   0.008451   0.003563         54        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    171/499      4.32G   0.008867   0.008451   0.003563         54        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    171/499      4.32G   0.008882   0.008435    0.00358         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    171/499      4.32G   0.008882   0.008435    0.00358         57        640:  69%|######9   | 116/168 [00:21<00:09,  5.27it/s]
    171/499      4.32G   0.008877   0.008412   0.003583         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    171/499      4.32G   0.008877   0.008412   0.003583         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    171/499      4.32G   0.008871     0.0084   0.003557         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    171/499      4.32G   0.008871     0.0084   0.003557         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    171/499      4.32G   0.008875   0.008392   0.003552         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    171/499      4.32G   0.008875   0.008392   0.003552         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    171/499      4.32G   0.008858   0.008373   0.003533         52        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    171/499      4.32G   0.008858   0.008373   0.003533         52        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    171/499      4.32G   0.008859   0.008385   0.003531         74        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    171/499      4.32G   0.008859   0.008385   0.003531         74        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    171/499      4.32G   0.008851   0.008379   0.003519         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    171/499      4.32G   0.008851   0.008379   0.003519         63        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    171/499      4.32G    0.00884   0.008367   0.003528         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    171/499      4.32G    0.00884   0.008367   0.003528         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    171/499      4.32G   0.008829   0.008381   0.003529         87        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    171/499      4.32G   0.008829   0.008381   0.003529         87        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    171/499      4.32G   0.008825   0.008391   0.003521         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    171/499      4.32G   0.008825   0.008391   0.003521         79        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    171/499      4.32G   0.008822    0.00838   0.003511         64        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    171/499      4.32G   0.008822    0.00838   0.003511         64        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    171/499      4.32G   0.008811   0.008385   0.003503         76        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    171/499      4.32G   0.008811   0.008385   0.003503         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    171/499      4.32G   0.008804   0.008381   0.003511         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    171/499      4.32G   0.008804   0.008381   0.003511         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    171/499      4.32G   0.008811    0.00838   0.003509         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    171/499      4.32G   0.008811    0.00838   0.003509         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    171/499      4.32G   0.008804   0.008369   0.003516         44        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    171/499      4.32G   0.008804   0.008369   0.003516         44        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    171/499      4.32G   0.008811   0.008364   0.003511         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    171/499      4.32G   0.008811   0.008364   0.003511         62        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    171/499      4.32G   0.008823   0.008406   0.003521         89        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    171/499      4.32G   0.008823   0.008406   0.003521         89        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    171/499      4.32G   0.008842   0.008431   0.003542         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    171/499      4.32G   0.008842   0.008431   0.003542         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    171/499      4.32G   0.008845   0.008429   0.003536         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    171/499      4.32G   0.008845   0.008429   0.003536         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    171/499      4.32G   0.008844   0.008441   0.003535         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    171/499      4.32G   0.008844   0.008441   0.003535         75        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    171/499      4.32G   0.008842   0.008438   0.003541         80        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    171/499      4.32G   0.008842   0.008438   0.003541         80        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    171/499      4.32G   0.008847   0.008431   0.003528         55        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    171/499      4.32G   0.008847   0.008431   0.003528         55        640:  82%|########1 | 137/168 [00:25<00:05,  5.26it/s]
    171/499      4.32G   0.008828   0.008409   0.003548         58        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    171/499      4.32G   0.008828   0.008409   0.003548         58        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    171/499      4.32G   0.008828   0.008405   0.003533         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    171/499      4.32G   0.008828   0.008405   0.003533         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    171/499      4.32G   0.008839   0.008407    0.00351         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    171/499      4.32G   0.008839   0.008407    0.00351         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    171/499      4.32G    0.00884   0.008411   0.003505         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    171/499      4.32G    0.00884   0.008411   0.003505         83        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    171/499      4.32G   0.008844   0.008413   0.003528         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    171/499      4.32G   0.008844   0.008413   0.003528         69        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    171/499      4.32G   0.008843   0.008415   0.003526         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
    171/499      4.32G   0.008843   0.008415   0.003526         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    171/499      4.32G   0.008841   0.008442   0.003535         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    171/499      4.32G   0.008841   0.008442   0.003535         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    171/499      4.32G   0.008844   0.008454   0.003532         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    171/499      4.32G   0.008844   0.008454   0.003532         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    171/499      4.32G   0.008842   0.008459   0.003528         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    171/499      4.32G   0.008842   0.008459   0.003528         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    171/499      4.32G   0.008852   0.008468   0.003525         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    171/499      4.32G   0.008852   0.008468   0.003525         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    171/499      4.32G   0.008855   0.008473   0.003511         76        640:  88%|########7 | 147/168 [00:28<00:03,  5.37it/s]
    171/499      4.32G   0.008855   0.008473   0.003511         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    171/499      4.32G   0.008847   0.008459   0.003504         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    171/499      4.32G   0.008847   0.008459   0.003504         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    171/499      4.32G   0.008855   0.008453     0.0035         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    171/499      4.32G   0.008855   0.008453     0.0035         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    171/499      4.32G   0.008856   0.008458   0.003494         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    171/499      4.32G   0.008856   0.008458   0.003494         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    171/499      4.32G   0.008856   0.008454   0.003481         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    171/499      4.32G   0.008856   0.008454   0.003481         60        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    171/499      4.32G   0.008853   0.008454   0.003478         65        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    171/499      4.32G   0.008853   0.008454   0.003478         65        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    171/499      4.32G   0.008861   0.008457   0.003482         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    171/499      4.32G   0.008861   0.008457   0.003482         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    171/499      4.32G   0.008872   0.008457   0.003465         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    171/499      4.32G   0.008872   0.008457   0.003465         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    171/499      4.32G   0.008865   0.008456   0.003485         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    171/499      4.32G   0.008865   0.008456   0.003485         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    171/499      4.32G    0.00886   0.008464     0.0035         82        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    171/499      4.32G    0.00886   0.008464     0.0035         82        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    171/499      4.32G   0.008861   0.008469   0.003494         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    171/499      4.32G   0.008861   0.008469   0.003494         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
    171/499      4.32G   0.008878   0.008464   0.003491         47        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    171/499      4.32G   0.008878   0.008464   0.003491         47        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    171/499      4.32G   0.008889   0.008476   0.003528         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    171/499      4.32G   0.008889   0.008476   0.003528         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    171/499      4.32G   0.008891   0.008479    0.00353         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    171/499      4.32G   0.008891   0.008479    0.00353         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    171/499      4.32G   0.008889   0.008484    0.00353         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    171/499      4.32G   0.008889   0.008484    0.00353         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    171/499      4.32G   0.008891   0.008474   0.003527         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    171/499      4.32G   0.008891   0.008474   0.003527         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
    171/499      4.32G   0.008889   0.008469   0.003524         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    171/499      4.32G   0.008889   0.008469   0.003524         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    171/499      4.32G    0.00888   0.008463   0.003528         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    171/499      4.32G    0.00888   0.008463   0.003528         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    171/499      4.32G   0.008877    0.00846   0.003521         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    171/499      4.32G   0.008877    0.00846   0.003521         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    171/499      4.32G   0.008871   0.008464   0.003526         79        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    171/499      4.32G   0.008871   0.008464   0.003526         79        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    171/499      4.32G    0.00887   0.008482   0.003517         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    171/499      4.32G    0.00887   0.008482   0.003517         31        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    171/499      4.32G    0.00887   0.008482   0.003517         31        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.821       0.92      0.893       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    172/499      4.32G   0.007776   0.008277    0.00363         85        640:   0%|          | 0/168 [00:00<?, ?it/s]
    172/499      4.32G   0.007776   0.008277    0.00363         85        640:   1%|          | 1/168 [00:00<00:35,  4.76it/s]
    172/499      4.32G   0.008997   0.007695   0.003115         56        640:   1%|          | 1/168 [00:00<00:35,  4.76it/s]
    172/499      4.32G   0.008997   0.007695   0.003115         56        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    172/499      4.32G   0.008878   0.007223   0.004058         55        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    172/499      4.32G   0.008878   0.007223   0.004058         55        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    172/499      4.32G   0.008816   0.007463   0.004531         65        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    172/499      4.32G   0.008816   0.007463   0.004531         65        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    172/499      4.32G   0.008757   0.008106    0.00396         72        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    172/499      4.32G   0.008757   0.008106    0.00396         72        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    172/499      4.32G   0.008717   0.008183   0.003913         66        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    172/499      4.32G   0.008717   0.008183   0.003913         66        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    172/499      4.32G   0.008843   0.008033   0.003889         63        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    172/499      4.32G   0.008843   0.008033   0.003889         63        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    172/499      4.32G   0.008803   0.007974   0.003897         59        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    172/499      4.32G   0.008803   0.007974   0.003897         59        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    172/499      4.32G   0.008694   0.008242   0.003757         76        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    172/499      4.32G   0.008694   0.008242   0.003757         76        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    172/499      4.32G   0.008794   0.008373   0.003791         69        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    172/499      4.32G   0.008794   0.008373   0.003791         69        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    172/499      4.32G    0.00871   0.008431   0.003805         83        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    172/499      4.32G    0.00871   0.008431   0.003805         83        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    172/499      4.32G   0.008929   0.008496   0.003768         69        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    172/499      4.32G   0.008929   0.008496   0.003768         69        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    172/499      4.32G   0.008857   0.008484    0.00379         66        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    172/499      4.32G   0.008857   0.008484    0.00379         66        640:   8%|7         | 13/168 [00:02<00:29,  5.26it/s]
    172/499      4.32G   0.008815   0.008407   0.004069         70        640:   8%|7         | 13/168 [00:02<00:29,  5.26it/s]
    172/499      4.32G   0.008815   0.008407   0.004069         70        640:   8%|8         | 14/168 [00:02<00:28,  5.35it/s]
    172/499      4.32G   0.008865   0.008363   0.003983         55        640:   8%|8         | 14/168 [00:02<00:28,  5.35it/s]
    172/499      4.32G   0.008865   0.008363   0.003983         55        640:   9%|8         | 15/168 [00:02<00:28,  5.41it/s]
    172/499      4.32G   0.008823   0.008326    0.00388         63        640:   9%|8         | 15/168 [00:03<00:28,  5.41it/s]
    172/499      4.32G   0.008823   0.008326    0.00388         63        640:  10%|9         | 16/168 [00:03<00:28,  5.27it/s]
    172/499      4.32G   0.008852   0.008387   0.003906         83        640:  10%|9         | 16/168 [00:03<00:28,  5.27it/s]
    172/499      4.32G   0.008852   0.008387   0.003906         83        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    172/499      4.32G   0.008834   0.008304   0.003783         69        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    172/499      4.32G   0.008834   0.008304   0.003783         69        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    172/499      4.32G   0.008841   0.008305   0.003663         65        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    172/499      4.32G   0.008841   0.008305   0.003663         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    172/499      4.32G   0.008897   0.008255    0.00373         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    172/499      4.32G   0.008897   0.008255    0.00373         58        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    172/499      4.32G   0.008879    0.00821    0.00372         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    172/499      4.32G   0.008879    0.00821    0.00372         64        640:  12%|#2        | 21/168 [00:03<00:27,  5.40it/s]
    172/499      4.32G   0.008891   0.008178    0.00393         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.40it/s]
    172/499      4.32G   0.008891   0.008178    0.00393         76        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
    172/499      4.32G   0.008878   0.008151   0.003929         68        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
    172/499      4.32G   0.008878   0.008151   0.003929         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
    172/499      4.32G   0.008851   0.008128   0.003823         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.35it/s]
    172/499      4.32G   0.008851   0.008128   0.003823         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.41it/s]
    172/499      4.32G   0.008844   0.008076    0.00374         61        640:  14%|#4        | 24/168 [00:04<00:26,  5.41it/s]
    172/499      4.32G   0.008844   0.008076    0.00374         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.28it/s]
    172/499      4.32G    0.00882   0.008087   0.003647         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.28it/s]
    172/499      4.32G    0.00882   0.008087   0.003647         60        640:  15%|#5        | 26/168 [00:04<00:26,  5.36it/s]
    172/499      4.32G   0.008834   0.008051   0.003664         56        640:  15%|#5        | 26/168 [00:05<00:26,  5.36it/s]
    172/499      4.32G   0.008834   0.008051   0.003664         56        640:  16%|#6        | 27/168 [00:05<00:25,  5.43it/s]
    172/499      4.32G   0.008808   0.008135   0.003626         67        640:  16%|#6        | 27/168 [00:05<00:25,  5.43it/s]
    172/499      4.32G   0.008808   0.008135   0.003626         67        640:  17%|#6        | 28/168 [00:05<00:26,  5.28it/s]
    172/499      4.32G    0.00882   0.008237   0.003563         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.28it/s]
    172/499      4.32G    0.00882   0.008237   0.003563         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    172/499      4.32G   0.008802   0.008254   0.003658         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    172/499      4.32G   0.008802   0.008254   0.003658         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    172/499      4.32G   0.008868   0.008302   0.003604         80        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    172/499      4.32G   0.008868   0.008302   0.003604         80        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
    172/499      4.32G   0.008848    0.00834   0.003624         80        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
    172/499      4.32G   0.008848    0.00834   0.003624         80        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    172/499      4.32G   0.008869   0.008353   0.003726         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    172/499      4.32G   0.008869   0.008353   0.003726         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    172/499      4.32G   0.008886   0.008401   0.003732         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    172/499      4.32G   0.008886   0.008401   0.003732         68        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    172/499      4.32G   0.008897   0.008431   0.003665         74        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    172/499      4.32G   0.008897   0.008431   0.003665         74        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    172/499      4.32G   0.008906   0.008451   0.003704         76        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    172/499      4.32G   0.008906   0.008451   0.003704         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    172/499      4.32G   0.008921   0.008426   0.003755         75        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    172/499      4.32G   0.008921   0.008426   0.003755         75        640:  22%|##2       | 37/168 [00:06<00:25,  5.23it/s]
    172/499      4.32G   0.008934   0.008456   0.003803         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    172/499      4.32G   0.008934   0.008456   0.003803         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    172/499      4.32G   0.008895   0.008417   0.003801         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    172/499      4.32G   0.008895   0.008417   0.003801         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    172/499      4.32G   0.008893   0.008393   0.003798         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    172/499      4.32G   0.008893   0.008393   0.003798         58        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    172/499      4.32G   0.008927   0.008406   0.003773         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    172/499      4.32G   0.008927   0.008406   0.003773         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    172/499      4.32G   0.008937     0.0084   0.003814         63        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    172/499      4.32G   0.008937     0.0084   0.003814         63        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    172/499      4.32G   0.008931   0.008433   0.003779         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    172/499      4.32G   0.008931   0.008433   0.003779         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    172/499      4.32G    0.00898   0.008432   0.003725         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    172/499      4.32G    0.00898   0.008432   0.003725         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    172/499      4.32G    0.00898   0.008436   0.003672         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    172/499      4.32G    0.00898   0.008436   0.003672         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    172/499      4.32G   0.008987   0.008434   0.003651         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    172/499      4.32G   0.008987   0.008434   0.003651         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    172/499      4.32G    0.00901   0.008493   0.003633         90        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    172/499      4.32G    0.00901   0.008493   0.003633         90        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    172/499      4.32G   0.008998   0.008507   0.003588         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    172/499      4.32G   0.008998   0.008507   0.003588         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    172/499      4.32G   0.008987    0.00846   0.003593         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    172/499      4.32G   0.008987    0.00846   0.003593         56        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    172/499      4.32G   0.009017    0.00842   0.003581         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    172/499      4.32G   0.009017    0.00842   0.003581         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    172/499      4.32G   0.009014   0.008419   0.003607         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    172/499      4.32G   0.009014   0.008419   0.003607         69        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
    172/499      4.32G   0.009057   0.008468   0.003576         78        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
    172/499      4.32G   0.009057   0.008468   0.003576         78        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
    172/499      4.32G   0.009057   0.008476   0.003523         72        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
    172/499      4.32G   0.009057   0.008476   0.003523         72        640:  32%|###1      | 53/168 [00:09<00:21,  5.34it/s]
    172/499      4.32G    0.00907   0.008469   0.003511         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.34it/s]
    172/499      4.32G    0.00907   0.008469   0.003511         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.40it/s]
    172/499      4.32G   0.009058   0.008469    0.00352         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.40it/s]
    172/499      4.32G   0.009058   0.008469    0.00352         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    172/499      4.32G   0.009058   0.008455   0.003459         49        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    172/499      4.32G   0.009058   0.008455   0.003459         49        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    172/499      4.32G   0.009091   0.008466   0.003482         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    172/499      4.32G   0.009091   0.008466   0.003482         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    172/499      4.32G   0.009104   0.008479   0.003461         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    172/499      4.32G   0.009104   0.008479   0.003461         62        640:  35%|###4      | 58/168 [00:10<00:20,  5.25it/s]
    172/499      4.32G   0.009105   0.008462   0.003479         65        640:  35%|###4      | 58/168 [00:11<00:20,  5.25it/s]
    172/499      4.32G   0.009105   0.008462   0.003479         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
    172/499      4.32G   0.009102   0.008466   0.003428         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
    172/499      4.32G   0.009102   0.008466   0.003428         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    172/499      4.32G     0.0091   0.008481   0.003424         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    172/499      4.32G     0.0091   0.008481   0.003424         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    172/499      4.32G   0.009089   0.008501   0.003411         87        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    172/499      4.32G   0.009089   0.008501   0.003411         87        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    172/499      4.32G   0.009079   0.008498   0.003394         71        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    172/499      4.32G   0.009079   0.008498   0.003394         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    172/499      4.32G   0.009082   0.008499   0.003413         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    172/499      4.32G   0.009082   0.008499   0.003413         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    172/499      4.32G   0.009084   0.008511   0.003411         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    172/499      4.32G   0.009084   0.008511   0.003411         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    172/499      4.32G   0.009112   0.008519   0.003393         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    172/499      4.32G   0.009112   0.008519   0.003393         62        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    172/499      4.32G   0.009098   0.008534   0.003392         72        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    172/499      4.32G   0.009098   0.008534   0.003392         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
    172/499      4.32G   0.009085   0.008527   0.003369         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
    172/499      4.32G   0.009085   0.008527   0.003369         60        640:  40%|####      | 68/168 [00:12<00:18,  5.34it/s]
    172/499      4.32G   0.009106   0.008564   0.003362         82        640:  40%|####      | 68/168 [00:12<00:18,  5.34it/s]
    172/499      4.32G   0.009106   0.008564   0.003362         82        640:  41%|####1     | 69/168 [00:12<00:18,  5.40it/s]
    172/499      4.32G   0.009119   0.008588   0.003358         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    172/499      4.32G   0.009119   0.008588   0.003358         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.26it/s]
    172/499      4.32G   0.009135   0.008574   0.003331         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.26it/s]
    172/499      4.32G   0.009135   0.008574   0.003331         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    172/499      4.32G   0.009141   0.008572    0.00335         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    172/499      4.32G   0.009141   0.008572    0.00335         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    172/499      4.32G   0.009157   0.008565   0.003314         58        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    172/499      4.32G   0.009157   0.008565   0.003314         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
    172/499      4.32G    0.00917   0.008528   0.003333         44        640:  43%|####3     | 73/168 [00:13<00:18,  5.26it/s]
    172/499      4.32G    0.00917   0.008528   0.003333         44        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    172/499      4.32G   0.009165   0.008535   0.003324         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    172/499      4.32G   0.009165   0.008535   0.003324         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    172/499      4.32G   0.009158   0.008535   0.003311         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    172/499      4.32G   0.009158   0.008535   0.003311         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    172/499      4.32G   0.009157   0.008517   0.003322         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    172/499      4.32G   0.009157   0.008517   0.003322         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    172/499      4.32G   0.009153   0.008512    0.00331         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    172/499      4.32G   0.009153   0.008512    0.00331         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    172/499      4.32G   0.009178   0.008509   0.003338         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    172/499      4.32G   0.009178   0.008509   0.003338         65        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    172/499      4.32G   0.009189   0.008496   0.003349         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    172/499      4.32G   0.009189   0.008496   0.003349         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    172/499      4.32G   0.009193   0.008513   0.003332         82        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    172/499      4.32G   0.009193   0.008513   0.003332         82        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    172/499      4.32G   0.009181   0.008504    0.00336         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    172/499      4.32G   0.009181   0.008504    0.00336         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    172/499      4.32G    0.00917   0.008503   0.003402         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    172/499      4.32G    0.00917   0.008503   0.003402         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    172/499      4.32G   0.009172   0.008503   0.003425         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    172/499      4.32G   0.009172   0.008503   0.003425         61        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
    172/499      4.32G   0.009165   0.008507   0.003435         77        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    172/499      4.32G   0.009165   0.008507   0.003435         77        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    172/499      4.32G   0.009147   0.008493   0.003432         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    172/499      4.32G   0.009147   0.008493   0.003432         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    172/499      4.32G   0.009153   0.008495   0.003435         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    172/499      4.32G   0.009153   0.008495   0.003435         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    172/499      4.32G    0.00914   0.008495   0.003425         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    172/499      4.32G    0.00914   0.008495   0.003425         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    172/499      4.32G    0.00913   0.008475   0.003417         48        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    172/499      4.32G    0.00913   0.008475   0.003417         48        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    172/499      4.32G   0.009135   0.008465   0.003411         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    172/499      4.32G   0.009135   0.008465   0.003411         70        640:  54%|#####3    | 90/168 [00:16<00:14,  5.34it/s]
    172/499      4.32G   0.009137   0.008473   0.003408         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    172/499      4.32G   0.009137   0.008473   0.003408         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    172/499      4.32G   0.009135   0.008485   0.003453         83        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    172/499      4.32G   0.009135   0.008485   0.003453         83        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    172/499      4.32G   0.009133   0.008478   0.003425         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    172/499      4.32G   0.009133   0.008478   0.003425         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    172/499      4.32G   0.009158   0.008507   0.003428         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    172/499      4.32G   0.009158   0.008507   0.003428         74        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    172/499      4.32G    0.00915   0.008503   0.003415         67        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    172/499      4.32G    0.00915   0.008503   0.003415         67        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
    172/499      4.32G   0.009157   0.008492   0.003418         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    172/499      4.32G   0.009157   0.008492   0.003418         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    172/499      4.32G   0.009168   0.008507   0.003425         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    172/499      4.32G   0.009168   0.008507   0.003425         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    172/499      4.32G   0.009167   0.008504   0.003404         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    172/499      4.32G   0.009167   0.008504   0.003404         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    172/499      4.32G   0.009154   0.008498   0.003405         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    172/499      4.32G   0.009154   0.008498   0.003405         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    172/499      4.32G   0.009158     0.0085   0.003383         60        640:  59%|#####8    | 99/168 [00:18<00:12,  5.38it/s]
    172/499      4.32G   0.009158     0.0085   0.003383         60        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    172/499      4.32G   0.009148    0.00849   0.003373         57        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
    172/499      4.32G   0.009148    0.00849   0.003373         57        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    172/499      4.32G   0.009143   0.008483   0.003373         64        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    172/499      4.32G   0.009143   0.008483   0.003373         64        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    172/499      4.32G   0.009136   0.008476   0.003357         69        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    172/499      4.32G   0.009136   0.008476   0.003357         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    172/499      4.32G   0.009136   0.008476   0.003353         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    172/499      4.32G   0.009136   0.008476   0.003353         61        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    172/499      4.32G   0.009141   0.008482   0.003392         68        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    172/499      4.32G   0.009141   0.008482   0.003392         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    172/499      4.32G   0.009128   0.008468   0.003434         61        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    172/499      4.32G   0.009128   0.008468   0.003434         61        640:  63%|######3   | 106/168 [00:19<00:11,  5.24it/s]
    172/499      4.32G   0.009151   0.008484   0.003422         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    172/499      4.32G   0.009151   0.008484   0.003422         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    172/499      4.32G   0.009138   0.008466   0.003403         55        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    172/499      4.32G   0.009138   0.008466   0.003403         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.40it/s]
    172/499      4.32G   0.009125   0.008446   0.003415         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.40it/s]
    172/499      4.32G   0.009125   0.008446   0.003415         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    172/499      4.32G   0.009135   0.008449    0.00341         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.25it/s]
    172/499      4.32G   0.009135   0.008449    0.00341         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    172/499      4.32G   0.009132   0.008446   0.003398         68        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    172/499      4.32G   0.009132   0.008446   0.003398         68        640:  66%|######6   | 111/168 [00:20<00:10,  5.39it/s]
    172/499      4.32G   0.009129   0.008451   0.003422         78        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    172/499      4.32G   0.009129   0.008451   0.003422         78        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
    172/499      4.32G   0.009134   0.008448   0.003418         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
    172/499      4.32G   0.009134   0.008448   0.003418         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.35it/s]
    172/499      4.32G   0.009133   0.008427   0.003461         54        640:  67%|######7   | 113/168 [00:21<00:10,  5.35it/s]
    172/499      4.32G   0.009133   0.008427   0.003461         54        640:  68%|######7   | 114/168 [00:21<00:09,  5.41it/s]
    172/499      4.32G   0.009133   0.008426   0.003442         66        640:  68%|######7   | 114/168 [00:21<00:09,  5.41it/s]
    172/499      4.32G   0.009133   0.008426   0.003442         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    172/499      4.32G   0.009125   0.008439   0.003426         79        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    172/499      4.32G   0.009125   0.008439   0.003426         79        640:  69%|######9   | 116/168 [00:21<00:09,  5.36it/s]
    172/499      4.32G   0.009132    0.00843   0.003448         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.36it/s]
    172/499      4.32G   0.009132    0.00843   0.003448         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.42it/s]
    172/499      4.32G   0.009119   0.008419   0.003428         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.42it/s]
    172/499      4.32G   0.009119   0.008419   0.003428         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
    172/499      4.32G    0.00913   0.008406   0.003429         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
    172/499      4.32G    0.00913   0.008406   0.003429         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    172/499      4.32G   0.009131   0.008431   0.003409         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.35it/s]
    172/499      4.32G   0.009131   0.008431   0.003409         67        640:  71%|#######1  | 120/168 [00:22<00:08,  5.43it/s]
    172/499      4.32G   0.009136   0.008437   0.003409         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.43it/s]
    172/499      4.32G   0.009136   0.008437   0.003409         75        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
    172/499      4.32G   0.009133   0.008427   0.003394         67        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
    172/499      4.32G   0.009133   0.008427   0.003394         67        640:  73%|#######2  | 122/168 [00:22<00:08,  5.29it/s]
    172/499      4.32G   0.009133   0.008429   0.003398         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    172/499      4.32G   0.009133   0.008429   0.003398         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    172/499      4.32G   0.009129   0.008423   0.003397         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    172/499      4.32G   0.009129   0.008423   0.003397         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    172/499      4.32G   0.009114   0.008414   0.003417         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    172/499      4.32G   0.009114   0.008414   0.003417         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    172/499      4.32G   0.009104   0.008409   0.003409         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    172/499      4.32G   0.009104   0.008409   0.003409         67        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    172/499      4.32G   0.009106   0.008418   0.003398         72        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    172/499      4.32G   0.009106   0.008418   0.003398         72        640:  76%|#######5  | 127/168 [00:23<00:07,  5.24it/s]
    172/499      4.32G   0.009096   0.008406   0.003389         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    172/499      4.32G   0.009096   0.008406   0.003389         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    172/499      4.32G    0.00911   0.008429   0.003379         85        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    172/499      4.32G    0.00911   0.008429   0.003379         85        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    172/499      4.32G   0.009112    0.00844   0.003394         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    172/499      4.32G   0.009112    0.00844   0.003394         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
    172/499      4.32G   0.009115   0.008443   0.003384         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.18it/s]
    172/499      4.32G   0.009115   0.008443   0.003384         64        640:  78%|#######7  | 131/168 [00:24<00:07,  5.22it/s]
    172/499      4.32G    0.00913   0.008442    0.00338         58        640:  78%|#######7  | 131/168 [00:24<00:07,  5.22it/s]
    172/499      4.32G    0.00913   0.008442    0.00338         58        640:  79%|#######8  | 132/168 [00:24<00:06,  5.30it/s]
    172/499      4.32G   0.009129   0.008433   0.003371         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.30it/s]
    172/499      4.32G   0.009129   0.008433   0.003371         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    172/499      4.32G   0.009134   0.008425   0.003369         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    172/499      4.32G   0.009134   0.008425   0.003369         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    172/499      4.32G   0.009129   0.008434    0.00336         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    172/499      4.32G   0.009129   0.008434    0.00336         79        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    172/499      4.32G   0.009127   0.008432   0.003373         77        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    172/499      4.32G   0.009127   0.008432   0.003373         77        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    172/499      4.32G   0.009119   0.008427   0.003379         72        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    172/499      4.32G   0.009119   0.008427   0.003379         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    172/499      4.32G   0.009126   0.008435   0.003385         84        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    172/499      4.32G   0.009126   0.008435   0.003385         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    172/499      4.32G   0.009122   0.008435   0.003372         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    172/499      4.32G   0.009122   0.008435   0.003372         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    172/499      4.32G   0.009113   0.008434   0.003378         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    172/499      4.32G   0.009113   0.008434   0.003378         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    172/499      4.32G   0.009114   0.008427   0.003378         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    172/499      4.32G   0.009114   0.008427   0.003378         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    172/499      4.32G   0.009114    0.00842   0.003395         55        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    172/499      4.32G   0.009114    0.00842   0.003395         55        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    172/499      4.32G   0.009112   0.008412   0.003376         57        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    172/499      4.32G   0.009112   0.008412   0.003376         57        640:  85%|########5 | 143/168 [00:26<00:04,  5.25it/s]
    172/499      4.32G   0.009109   0.008403   0.003372         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    172/499      4.32G   0.009109   0.008403   0.003372         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    172/499      4.32G   0.009115   0.008384   0.003367         47        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    172/499      4.32G   0.009115   0.008384   0.003367         47        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    172/499      4.32G   0.009116   0.008393   0.003355         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    172/499      4.32G   0.009116   0.008393   0.003355         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    172/499      4.32G   0.009115   0.008378   0.003362         48        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    172/499      4.32G   0.009115   0.008378   0.003362         48        640:  88%|########7 | 147/168 [00:27<00:03,  5.32it/s]
    172/499      4.32G   0.009115   0.008383   0.003363         83        640:  88%|########7 | 147/168 [00:27<00:03,  5.32it/s]
    172/499      4.32G   0.009115   0.008383   0.003363         83        640:  88%|########8 | 148/168 [00:27<00:03,  5.20it/s]
    172/499      4.32G   0.009102   0.008365   0.003358         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    172/499      4.32G   0.009102   0.008365   0.003358         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    172/499      4.32G   0.009096   0.008359   0.003351         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    172/499      4.32G   0.009096   0.008359   0.003351         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    172/499      4.32G   0.009094   0.008358   0.003357         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    172/499      4.32G   0.009094   0.008358   0.003357         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    172/499      4.32G   0.009082   0.008358   0.003342         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    172/499      4.32G   0.009082   0.008358   0.003342         72        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    172/499      4.32G   0.009074    0.00835   0.003335         65        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    172/499      4.32G   0.009074    0.00835   0.003335         65        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    172/499      4.32G   0.009071   0.008348   0.003352         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    172/499      4.32G   0.009071   0.008348   0.003352         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    172/499      4.32G   0.009067   0.008341   0.003339         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    172/499      4.32G   0.009067   0.008341   0.003339         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    172/499      4.32G    0.00906   0.008331   0.003345         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    172/499      4.32G    0.00906   0.008331   0.003345         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    172/499      4.32G   0.009054   0.008312   0.003344         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    172/499      4.32G   0.009054   0.008312   0.003344         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    172/499      4.32G   0.009054   0.008308   0.003359         53        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    172/499      4.32G   0.009054   0.008308   0.003359         53        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
    172/499      4.32G   0.009056   0.008303   0.003348         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
    172/499      4.32G   0.009056   0.008303   0.003348         70        640:  95%|#########4| 159/168 [00:29<00:01,  5.38it/s]
    172/499      4.32G   0.009067   0.008304   0.003344         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    172/499      4.32G   0.009067   0.008304   0.003344         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    172/499      4.32G   0.009061    0.00831   0.003362         82        640:  95%|#########5| 160/168 [00:30<00:01,  5.26it/s]
    172/499      4.32G   0.009061    0.00831   0.003362         82        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    172/499      4.32G   0.009055   0.008304    0.00335         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    172/499      4.32G   0.009055   0.008304    0.00335         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    172/499      4.32G   0.009057   0.008308   0.003349         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    172/499      4.32G   0.009057   0.008308   0.003349         67        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    172/499      4.32G   0.009059   0.008305   0.003334         60        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    172/499      4.32G   0.009059   0.008305   0.003334         60        640:  98%|#########7| 164/168 [00:30<00:00,  5.33it/s]
    172/499      4.32G   0.009062   0.008309   0.003326         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    172/499      4.32G   0.009062   0.008309   0.003326         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    172/499      4.32G    0.00906   0.008306   0.003322         59        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    172/499      4.32G    0.00906   0.008306   0.003322         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
    172/499      4.32G   0.009059   0.008298   0.003325         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.26it/s]
    172/499      4.32G   0.009059   0.008298   0.003325         67        640:  99%|#########9| 167/168 [00:31<00:00,  5.35it/s]
    172/499      4.32G   0.009054   0.008294   0.003307         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.35it/s]
    172/499      4.32G   0.009054   0.008294   0.003307         27        640: 100%|##########| 168/168 [00:31<00:00,  5.51it/s]
    172/499      4.32G   0.009054   0.008294   0.003307         27        640: 100%|##########| 168/168 [00:31<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.855      0.853      0.896      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    173/499      4.32G   0.009619   0.008356    0.00386         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
    173/499      4.32G   0.009619   0.008356    0.00386         72        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    173/499      4.32G   0.009566   0.009463   0.003248         73        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    173/499      4.32G   0.009566   0.009463   0.003248         73        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    173/499      4.32G   0.009715   0.008828   0.003083         67        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    173/499      4.32G   0.009715   0.008828   0.003083         67        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    173/499      4.32G   0.009595   0.009062   0.002763         78        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    173/499      4.32G   0.009595   0.009062   0.002763         78        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    173/499      4.32G    0.00971   0.009124   0.002853         71        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    173/499      4.32G    0.00971   0.009124   0.002853         71        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    173/499      4.32G   0.009665   0.008786   0.002853         66        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    173/499      4.32G   0.009665   0.008786   0.002853         66        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    173/499      4.32G   0.009725   0.008999   0.003154         81        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    173/499      4.32G   0.009725   0.008999   0.003154         81        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    173/499      4.32G   0.009637   0.008702   0.002916         57        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    173/499      4.32G   0.009637   0.008702   0.002916         57        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    173/499      4.32G   0.009671   0.008583   0.002921         56        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    173/499      4.32G   0.009671   0.008583   0.002921         56        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    173/499      4.32G    0.00953   0.008571   0.002875         76        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    173/499      4.32G    0.00953   0.008571   0.002875         76        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    173/499      4.32G   0.009584   0.008509   0.003174         55        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    173/499      4.32G   0.009584   0.008509   0.003174         55        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    173/499      4.32G   0.009454   0.008389   0.003095         63        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    173/499      4.32G   0.009454   0.008389   0.003095         63        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    173/499      4.32G   0.009447   0.008409   0.002984         69        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    173/499      4.32G   0.009447   0.008409   0.002984         69        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    173/499      4.32G   0.009508   0.008313   0.002839         61        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    173/499      4.32G   0.009508   0.008313   0.002839         61        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    173/499      4.32G    0.00951    0.00834   0.002854         71        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    173/499      4.32G    0.00951    0.00834   0.002854         71        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    173/499      4.32G   0.009463   0.008431   0.003007         78        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    173/499      4.32G   0.009463   0.008431   0.003007         78        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    173/499      4.32G   0.009412   0.008335   0.002959         58        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    173/499      4.32G   0.009412   0.008335   0.002959         58        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    173/499      4.32G   0.009361   0.008379   0.002915         77        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    173/499      4.32G   0.009361   0.008379   0.002915         77        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    173/499      4.32G   0.009401   0.008435   0.002932         78        640:  11%|#         | 18/168 [00:03<00:27,  5.36it/s]
    173/499      4.32G   0.009401   0.008435   0.002932         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    173/499      4.32G   0.009373   0.008396   0.002906         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    173/499      4.32G   0.009373   0.008396   0.002906         67        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    173/499      4.32G    0.00931    0.00839   0.002906         80        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    173/499      4.32G    0.00931    0.00839   0.002906         80        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    173/499      4.32G   0.009297    0.00848   0.002866         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    173/499      4.32G   0.009297    0.00848   0.002866         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    173/499      4.32G   0.009225    0.00846   0.002849         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    173/499      4.32G   0.009225    0.00846   0.002849         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    173/499      4.32G   0.009237   0.008394   0.002908         52        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    173/499      4.32G   0.009237   0.008394   0.002908         52        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    173/499      4.32G   0.009308   0.008417   0.002876         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    173/499      4.32G   0.009308   0.008417   0.002876         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    173/499      4.32G   0.009294   0.008449   0.002889         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    173/499      4.32G   0.009294   0.008449   0.002889         77        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    173/499      4.32G   0.009302   0.008472    0.00288         68        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    173/499      4.32G   0.009302   0.008472    0.00288         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    173/499      4.32G   0.009326   0.008519   0.002965         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    173/499      4.32G   0.009326   0.008519   0.002965         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    173/499      4.32G   0.009372   0.008555   0.002985         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    173/499      4.32G   0.009372   0.008555   0.002985         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    173/499      4.32G   0.009393   0.008573   0.003007         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    173/499      4.32G   0.009393   0.008573   0.003007         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    173/499      4.32G   0.009409   0.008536   0.003119         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    173/499      4.32G   0.009409   0.008536   0.003119         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
    173/499      4.32G   0.009412   0.008594   0.003086         78        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
    173/499      4.32G   0.009412   0.008594   0.003086         78        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
    173/499      4.32G   0.009447   0.008585    0.00307         71        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
    173/499      4.32G   0.009447   0.008585    0.00307         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    173/499      4.32G    0.00944   0.008616   0.003038         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    173/499      4.32G    0.00944   0.008616   0.003038         73        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    173/499      4.32G   0.009463    0.00864   0.002989         67        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    173/499      4.32G   0.009463    0.00864   0.002989         67        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    173/499      4.32G   0.009475   0.008623   0.003012         71        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    173/499      4.32G   0.009475   0.008623   0.003012         71        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    173/499      4.32G   0.009459   0.008618   0.003017         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
    173/499      4.32G   0.009459   0.008618   0.003017         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    173/499      4.32G   0.009429   0.008594   0.003023         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    173/499      4.32G   0.009429   0.008594   0.003023         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    173/499      4.32G   0.009384   0.008557    0.00311         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    173/499      4.32G   0.009384   0.008557    0.00311         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    173/499      4.32G   0.009365   0.008544   0.003087         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    173/499      4.32G   0.009365   0.008544   0.003087         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    173/499      4.32G   0.009367   0.008605   0.003087         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    173/499      4.32G   0.009367   0.008605   0.003087         80        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    173/499      4.32G   0.009399   0.008646   0.003151         62        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    173/499      4.32G   0.009399   0.008646   0.003151         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    173/499      4.32G   0.009402   0.008619    0.00312         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    173/499      4.32G   0.009402   0.008619    0.00312         74        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    173/499      4.32G   0.009416    0.00865    0.00316         73        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    173/499      4.32G   0.009416    0.00865    0.00316         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    173/499      4.32G   0.009418   0.008654   0.003173         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    173/499      4.32G   0.009418   0.008654   0.003173         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    173/499      4.32G   0.009425   0.008678   0.003122         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    173/499      4.32G   0.009425   0.008678   0.003122         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    173/499      4.32G   0.009469   0.008715   0.003148         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    173/499      4.32G   0.009469   0.008715   0.003148         76        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    173/499      4.32G   0.009438    0.00872    0.00315         84        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    173/499      4.32G   0.009438    0.00872    0.00315         84        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    173/499      4.32G   0.009425   0.008709   0.003148         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    173/499      4.32G   0.009425   0.008709   0.003148         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    173/499      4.32G   0.009413   0.008682   0.003131         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    173/499      4.32G   0.009413   0.008682   0.003131         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    173/499      4.32G   0.009417   0.008706    0.00317         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    173/499      4.32G   0.009417   0.008706    0.00317         72        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    173/499      4.32G   0.009421   0.008682   0.003142         57        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    173/499      4.32G   0.009421   0.008682   0.003142         57        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    173/499      4.32G   0.009406   0.008716   0.003115         89        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    173/499      4.32G   0.009406   0.008716   0.003115         89        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    173/499      4.32G   0.009417   0.008698   0.003108         54        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    173/499      4.32G   0.009417   0.008698   0.003108         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    173/499      4.32G   0.009405   0.008699   0.003111         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    173/499      4.32G   0.009405   0.008699   0.003111         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    173/499      4.32G   0.009415    0.00871   0.003108         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    173/499      4.32G   0.009415    0.00871   0.003108         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    173/499      4.32G   0.009414   0.008714   0.003103         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    173/499      4.32G   0.009414   0.008714   0.003103         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    173/499      4.32G   0.009393   0.008716   0.003132         71        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    173/499      4.32G   0.009393   0.008716   0.003132         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    173/499      4.32G   0.009398   0.008719   0.003122         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    173/499      4.32G   0.009398   0.008719   0.003122         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    173/499      4.32G   0.009388   0.008691   0.003098         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    173/499      4.32G   0.009388   0.008691   0.003098         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    173/499      4.32G   0.009386   0.008686   0.003075         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    173/499      4.32G   0.009386   0.008686   0.003075         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    173/499      4.32G    0.00939   0.008665   0.003076         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    173/499      4.32G    0.00939   0.008665   0.003076         63        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    173/499      4.32G   0.009393   0.008652   0.003122         64        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    173/499      4.32G   0.009393   0.008652   0.003122         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
    173/499      4.32G   0.009371   0.008628   0.003188         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
    173/499      4.32G   0.009371   0.008628   0.003188         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    173/499      4.32G   0.009367   0.008661   0.003196         85        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    173/499      4.32G   0.009367   0.008661   0.003196         85        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    173/499      4.32G   0.009362   0.008639   0.003222         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    173/499      4.32G   0.009362   0.008639   0.003222         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    173/499      4.32G   0.009358   0.008622   0.003193         51        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    173/499      4.32G   0.009358   0.008622   0.003193         51        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
    173/499      4.32G   0.009384   0.008653   0.003177         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.26it/s]
    173/499      4.32G   0.009384   0.008653   0.003177         72        640:  40%|####      | 68/168 [00:12<00:18,  5.35it/s]
    173/499      4.32G   0.009384   0.008637    0.00322         58        640:  40%|####      | 68/168 [00:13<00:18,  5.35it/s]
    173/499      4.32G   0.009384   0.008637    0.00322         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    173/499      4.32G   0.009405   0.008614   0.003239         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    173/499      4.32G   0.009405   0.008614   0.003239         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
    173/499      4.32G   0.009382   0.008638   0.003216         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.27it/s]
    173/499      4.32G   0.009382   0.008638   0.003216         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.35it/s]
    173/499      4.32G   0.009375   0.008611   0.003204         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.35it/s]
    173/499      4.32G   0.009375   0.008611   0.003204         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    173/499      4.32G   0.009367   0.008611   0.003199         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    173/499      4.32G   0.009367   0.008611   0.003199         64        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    173/499      4.32G   0.009355   0.008626   0.003212         89        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
    173/499      4.32G   0.009355   0.008626   0.003212         89        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    173/499      4.32G   0.009356   0.008618   0.003233         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    173/499      4.32G   0.009356   0.008618   0.003233         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    173/499      4.32G   0.009356   0.008601   0.003215         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    173/499      4.32G   0.009356   0.008601   0.003215         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    173/499      4.32G   0.009352   0.008586   0.003215         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    173/499      4.32G   0.009352   0.008586   0.003215         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    173/499      4.32G   0.009362     0.0086   0.003216         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    173/499      4.32G   0.009362     0.0086   0.003216         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    173/499      4.32G   0.009377   0.008602   0.003222         55        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    173/499      4.32G   0.009377   0.008602   0.003222         55        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
    173/499      4.32G    0.00938    0.00858   0.003216         55        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    173/499      4.32G    0.00938    0.00858   0.003216         55        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    173/499      4.32G    0.00936   0.008556   0.003198         55        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    173/499      4.32G    0.00936   0.008556   0.003198         55        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    173/499      4.32G   0.009349   0.008574   0.003224         94        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    173/499      4.32G   0.009349   0.008574   0.003224         94        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    173/499      4.32G   0.009346    0.00856    0.00325         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    173/499      4.32G   0.009346    0.00856    0.00325         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    173/499      4.32G   0.009326   0.008556   0.003248         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    173/499      4.32G   0.009326   0.008556   0.003248         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    173/499      4.32G   0.009329   0.008571   0.003229         79        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    173/499      4.32G   0.009329   0.008571   0.003229         79        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    173/499      4.32G   0.009334    0.00857   0.003216         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    173/499      4.32G   0.009334    0.00857   0.003216         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    173/499      4.32G   0.009321   0.008552   0.003214         56        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    173/499      4.32G   0.009321   0.008552   0.003214         56        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    173/499      4.32G   0.009327   0.008534   0.003195         53        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    173/499      4.32G   0.009327   0.008534   0.003195         53        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    173/499      4.32G   0.009331   0.008524   0.003195         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    173/499      4.32G   0.009331   0.008524   0.003195         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    173/499      4.32G   0.009334   0.008547   0.003177         72        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    173/499      4.32G   0.009334   0.008547   0.003177         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    173/499      4.32G   0.009361   0.008533   0.003183         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    173/499      4.32G   0.009361   0.008533   0.003183         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    173/499      4.32G   0.009349   0.008512    0.00318         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    173/499      4.32G   0.009349   0.008512    0.00318         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    173/499      4.32G   0.009326   0.008501   0.003197         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    173/499      4.32G   0.009326   0.008501   0.003197         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
    173/499      4.32G   0.009307   0.008475   0.003232         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
    173/499      4.32G   0.009307   0.008475   0.003232         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
    173/499      4.32G   0.009312   0.008491   0.003208         78        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    173/499      4.32G   0.009312   0.008491   0.003208         78        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    173/499      4.32G   0.009308   0.008504   0.003226         72        640:  57%|#####6    | 95/168 [00:18<00:14,  5.21it/s]
    173/499      4.32G   0.009308   0.008504   0.003226         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    173/499      4.32G     0.0093   0.008499   0.003236         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    173/499      4.32G     0.0093   0.008499   0.003236         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    173/499      4.32G   0.009289   0.008493   0.003216         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    173/499      4.32G   0.009289   0.008493   0.003216         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    173/499      4.32G    0.00929   0.008502   0.003213         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    173/499      4.32G    0.00929   0.008502   0.003213         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    173/499      4.32G   0.009299   0.008511   0.003195         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    173/499      4.32G   0.009299   0.008511   0.003195         59        640:  60%|#####9    | 100/168 [00:18<00:13,  5.16it/s]
    173/499      4.32G   0.009279   0.008495   0.003217         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    173/499      4.32G   0.009279   0.008495   0.003217         66        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    173/499      4.32G   0.009274   0.008513   0.003209         71        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    173/499      4.32G   0.009274   0.008513   0.003209         71        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    173/499      4.32G   0.009273   0.008513   0.003232         74        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    173/499      4.32G   0.009273   0.008513   0.003232         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    173/499      4.32G   0.009283   0.008517    0.00322         56        640:  61%|######1   | 103/168 [00:19<00:12,  5.11it/s]
    173/499      4.32G   0.009283   0.008517    0.00322         56        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
    173/499      4.32G   0.009299   0.008519   0.003246         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
    173/499      4.32G   0.009299   0.008519   0.003246         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
    173/499      4.32G    0.00928   0.008496    0.00326         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    173/499      4.32G    0.00928   0.008496    0.00326         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    173/499      4.32G   0.009271   0.008479   0.003276         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    173/499      4.32G   0.009271   0.008479   0.003276         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    173/499      4.32G   0.009263   0.008488   0.003286         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    173/499      4.32G   0.009263   0.008488   0.003286         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    173/499      4.32G   0.009264   0.008479   0.003293         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    173/499      4.32G   0.009264   0.008479   0.003293         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    173/499      4.32G   0.009257   0.008477   0.003286         79        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    173/499      4.32G   0.009257   0.008477   0.003286         79        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    173/499      4.32G   0.009264   0.008466   0.003324         53        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    173/499      4.32G   0.009264   0.008466   0.003324         53        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    173/499      4.32G    0.00927   0.008455   0.003316         62        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    173/499      4.32G    0.00927   0.008455   0.003316         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    173/499      4.32G   0.009258   0.008459   0.003316         83        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    173/499      4.32G   0.009258   0.008459   0.003316         83        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    173/499      4.32G   0.009255   0.008468    0.00333         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    173/499      4.32G   0.009255   0.008468    0.00333         79        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    173/499      4.32G   0.009253   0.008473   0.003356         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    173/499      4.32G   0.009253   0.008473   0.003356         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    173/499      4.32G   0.009246   0.008474   0.003372         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    173/499      4.32G   0.009246   0.008474   0.003372         73        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
    173/499      4.32G   0.009245   0.008474   0.003374         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    173/499      4.32G   0.009245   0.008474   0.003374         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    173/499      4.32G    0.00926   0.008475   0.003415         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    173/499      4.32G    0.00926   0.008475   0.003415         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    173/499      4.32G   0.009257   0.008468   0.003394         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    173/499      4.32G   0.009257   0.008468   0.003394         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    173/499      4.32G   0.009253   0.008465   0.003419         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    173/499      4.32G   0.009253   0.008465   0.003419         58        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    173/499      4.32G   0.009265   0.008458    0.00344         51        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    173/499      4.32G   0.009265   0.008458    0.00344         51        640:  72%|#######2  | 121/168 [00:22<00:08,  5.23it/s]
    173/499      4.32G   0.009262   0.008451   0.003432         72        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
    173/499      4.32G   0.009262   0.008451   0.003432         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    173/499      4.32G   0.009257   0.008459   0.003419         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    173/499      4.32G   0.009257   0.008459   0.003419         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    173/499      4.32G   0.009271   0.008471   0.003402         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    173/499      4.32G   0.009271   0.008471   0.003402         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    173/499      4.32G   0.009266   0.008478   0.003414         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    173/499      4.32G   0.009266   0.008478   0.003414         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    173/499      4.32G   0.009265   0.008479   0.003391         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    173/499      4.32G   0.009265   0.008479   0.003391         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    173/499      4.32G   0.009261   0.008467   0.003437         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    173/499      4.32G   0.009261   0.008467   0.003437         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    173/499      4.32G    0.00926   0.008479   0.003447         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    173/499      4.32G    0.00926   0.008479   0.003447         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    173/499      4.32G   0.009257   0.008466   0.003445         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    173/499      4.32G   0.009257   0.008466   0.003445         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    173/499      4.32G    0.00926   0.008466   0.003455         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    173/499      4.32G    0.00926   0.008466   0.003455         51        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    173/499      4.32G   0.009274   0.008473   0.003455         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    173/499      4.32G   0.009274   0.008473   0.003455         72        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    173/499      4.32G   0.009283   0.008482   0.003483         78        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
    173/499      4.32G   0.009283   0.008482   0.003483         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    173/499      4.32G    0.00928   0.008473   0.003477         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    173/499      4.32G    0.00928   0.008473   0.003477         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    173/499      4.32G   0.009278   0.008476   0.003502         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    173/499      4.32G   0.009278   0.008476   0.003502         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    173/499      4.32G   0.009284   0.008473   0.003507         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    173/499      4.32G   0.009284   0.008473   0.003507         68        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    173/499      4.32G     0.0093   0.008475   0.003536         65        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    173/499      4.32G     0.0093   0.008475   0.003536         65        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
    173/499      4.32G   0.009307   0.008473   0.003533         64        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
    173/499      4.32G   0.009307   0.008473   0.003533         64        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    173/499      4.32G   0.009309   0.008496   0.003569         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    173/499      4.32G   0.009309   0.008496   0.003569         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    173/499      4.32G   0.009317   0.008501   0.003584         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.34it/s]
    173/499      4.32G   0.009317   0.008501   0.003584         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    173/499      4.32G   0.009318   0.008509   0.003578         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    173/499      4.32G   0.009318   0.008509   0.003578         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    173/499      4.32G   0.009315   0.008517   0.003576         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    173/499      4.32G   0.009315   0.008517   0.003576         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    173/499      4.32G   0.009312   0.008505   0.003552         52        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    173/499      4.32G   0.009312   0.008505   0.003552         52        640:  85%|########4 | 142/168 [00:26<00:05,  5.17it/s]
    173/499      4.32G   0.009318   0.008522   0.003537         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    173/499      4.32G   0.009318   0.008522   0.003537         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    173/499      4.32G   0.009322   0.008527   0.003534         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    173/499      4.32G   0.009322   0.008527   0.003534         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    173/499      4.32G   0.009325   0.008515    0.00352         49        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    173/499      4.32G   0.009325   0.008515    0.00352         49        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    173/499      4.32G   0.009329   0.008513   0.003516         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    173/499      4.32G   0.009329   0.008513   0.003516         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    173/499      4.32G   0.009333   0.008495   0.003532         54        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    173/499      4.32G   0.009333   0.008495   0.003532         54        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    173/499      4.32G   0.009342   0.008496   0.003525         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    173/499      4.32G   0.009342   0.008496   0.003525         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    173/499      4.32G   0.009344   0.008502    0.00353         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    173/499      4.32G   0.009344   0.008502    0.00353         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    173/499      4.32G    0.00934   0.008491   0.003517         53        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    173/499      4.32G    0.00934   0.008491   0.003517         53        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    173/499      4.32G   0.009342   0.008483   0.003503         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    173/499      4.32G   0.009342   0.008483   0.003503         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    173/499      4.32G   0.009349   0.008481   0.003491         56        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    173/499      4.32G   0.009349   0.008481   0.003491         56        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    173/499      4.32G   0.009352   0.008495   0.003492         78        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    173/499      4.32G   0.009352   0.008495   0.003492         78        640:  91%|#########1| 153/168 [00:28<00:02,  5.30it/s]
    173/499      4.32G    0.00935   0.008495   0.003482         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    173/499      4.32G    0.00935   0.008495   0.003482         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    173/499      4.32G   0.009339   0.008494   0.003478         62        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    173/499      4.32G   0.009339   0.008494   0.003478         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    173/499      4.32G   0.009341   0.008494   0.003468         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    173/499      4.32G   0.009341   0.008494   0.003468         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    173/499      4.32G   0.009337   0.008505   0.003476         94        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    173/499      4.32G   0.009337   0.008505   0.003476         94        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    173/499      4.32G    0.00933   0.008512   0.003464         71        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    173/499      4.32G    0.00933   0.008512   0.003464         71        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
    173/499      4.32G    0.00933   0.008514   0.003467         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    173/499      4.32G    0.00933   0.008514   0.003467         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    173/499      4.32G   0.009333   0.008524   0.003468         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    173/499      4.32G   0.009333   0.008524   0.003468         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    173/499      4.32G   0.009342   0.008514   0.003458         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    173/499      4.32G   0.009342   0.008514   0.003458         54        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    173/499      4.32G   0.009347   0.008528   0.003454         80        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    173/499      4.32G   0.009347   0.008528   0.003454         80        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    173/499      4.32G   0.009344   0.008534   0.003458         87        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    173/499      4.32G   0.009344   0.008534   0.003458         87        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
    173/499      4.32G   0.009337   0.008536   0.003441         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
    173/499      4.32G   0.009337   0.008536   0.003441         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    173/499      4.32G   0.009331   0.008529   0.003436         58        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    173/499      4.32G   0.009331   0.008529   0.003436         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    173/499      4.32G   0.009327   0.008529   0.003432         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    173/499      4.32G   0.009327   0.008529   0.003432         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    173/499      4.32G   0.009341    0.00854   0.003437         85        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    173/499      4.32G   0.009341    0.00854   0.003437         85        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    173/499      4.32G   0.009335   0.008548   0.003431         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    173/499      4.32G   0.009335   0.008548   0.003431         35        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    173/499      4.32G   0.009335   0.008548   0.003431         35        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.852      0.896      0.902      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    174/499      4.32G   0.006757   0.006693   0.004039         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
    174/499      4.32G   0.006757   0.006693   0.004039         65        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    174/499      4.32G   0.008367   0.009024   0.004008         78        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    174/499      4.32G   0.008367   0.009024   0.004008         78        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
    174/499      4.32G   0.008649   0.008639   0.003884         56        640:   1%|1         | 2/168 [00:00<00:31,  5.33it/s]
    174/499      4.32G   0.008649   0.008639   0.003884         56        640:   2%|1         | 3/168 [00:00<00:30,  5.45it/s]
    174/499      4.32G   0.009453    0.00865    0.00399         56        640:   2%|1         | 3/168 [00:00<00:30,  5.45it/s]
    174/499      4.32G   0.009453    0.00865    0.00399         56        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    174/499      4.32G    0.00964   0.009036   0.003879         85        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    174/499      4.32G    0.00964   0.009036   0.003879         85        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    174/499      4.32G   0.009621   0.008929   0.003762         67        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    174/499      4.32G   0.009621   0.008929   0.003762         67        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    174/499      4.32G   0.009503   0.008958   0.003666         78        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    174/499      4.32G   0.009503   0.008958   0.003666         78        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    174/499      4.32G   0.009611   0.008774   0.003774         61        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    174/499      4.32G   0.009611   0.008774   0.003774         61        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    174/499      4.32G   0.009526   0.008775   0.003665         72        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    174/499      4.32G   0.009526   0.008775   0.003665         72        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    174/499      4.32G   0.009641   0.008774   0.003906         75        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    174/499      4.32G   0.009641   0.008774   0.003906         75        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    174/499      4.32G   0.009658   0.008618   0.003904         68        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    174/499      4.32G   0.009658   0.008618   0.003904         68        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    174/499      4.32G   0.009662   0.008705   0.003745         68        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    174/499      4.32G   0.009662   0.008705   0.003745         68        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    174/499      4.32G   0.009621   0.008863   0.003658         77        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    174/499      4.32G   0.009621   0.008863   0.003658         77        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    174/499      4.32G   0.009508   0.008899    0.00356         80        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    174/499      4.32G   0.009508   0.008899    0.00356         80        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    174/499      4.32G   0.009468   0.008912   0.003553         76        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    174/499      4.32G   0.009468   0.008912   0.003553         76        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    174/499      4.32G   0.009415   0.008875   0.003433         64        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    174/499      4.32G   0.009415   0.008875   0.003433         64        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    174/499      4.32G   0.009448   0.008793     0.0034         62        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    174/499      4.32G   0.009448   0.008793     0.0034         62        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    174/499      4.32G   0.009416   0.008764   0.003714         72        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    174/499      4.32G   0.009416   0.008764   0.003714         72        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    174/499      4.32G   0.009436   0.008837   0.003891         76        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    174/499      4.32G   0.009436   0.008837   0.003891         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    174/499      4.32G   0.009412   0.008868   0.003797         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    174/499      4.32G   0.009412   0.008868   0.003797         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    174/499      4.32G   0.009521   0.008841   0.003734         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    174/499      4.32G   0.009521   0.008841   0.003734         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    174/499      4.32G   0.009486   0.008834   0.003688         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    174/499      4.32G   0.009486   0.008834   0.003688         73        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    174/499      4.32G   0.009459   0.008846   0.003656         74        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    174/499      4.32G   0.009459   0.008846   0.003656         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    174/499      4.32G   0.009422   0.008798   0.003628         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    174/499      4.32G   0.009422   0.008798   0.003628         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    174/499      4.32G   0.009435    0.00878   0.003801         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    174/499      4.32G   0.009435    0.00878   0.003801         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    174/499      4.32G   0.009433   0.008806   0.003818         82        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    174/499      4.32G   0.009433   0.008806   0.003818         82        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    174/499      4.32G   0.009425   0.008826   0.003737         76        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    174/499      4.32G   0.009425   0.008826   0.003737         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    174/499      4.32G   0.009395   0.008772   0.003631         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    174/499      4.32G   0.009395   0.008772   0.003631         56        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    174/499      4.32G   0.009393   0.008777   0.003611         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    174/499      4.32G   0.009393   0.008777   0.003611         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    174/499      4.32G    0.00935   0.008755   0.003527         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    174/499      4.32G    0.00935   0.008755   0.003527         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    174/499      4.32G   0.009357   0.008749   0.003595         78        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    174/499      4.32G   0.009357   0.008749   0.003595         78        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    174/499      4.32G   0.009336   0.008755   0.003578         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    174/499      4.32G   0.009336   0.008755   0.003578         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    174/499      4.32G   0.009359   0.008748   0.003507         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    174/499      4.32G   0.009359   0.008748   0.003507         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    174/499      4.32G   0.009382   0.008724   0.003595         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    174/499      4.32G   0.009382   0.008724   0.003595         59        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    174/499      4.32G   0.009488   0.008711   0.003696         58        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    174/499      4.32G   0.009488   0.008711   0.003696         58        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    174/499      4.32G   0.009491    0.00875   0.003783         76        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    174/499      4.32G   0.009491    0.00875   0.003783         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    174/499      4.32G   0.009524   0.008746    0.00374         64        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    174/499      4.32G   0.009524   0.008746    0.00374         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    174/499      4.32G   0.009485   0.008737   0.003686         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    174/499      4.32G   0.009485   0.008737   0.003686         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    174/499      4.32G   0.009446   0.008717   0.003624         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    174/499      4.32G   0.009446   0.008717   0.003624         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    174/499      4.32G   0.009452   0.008725   0.003618         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    174/499      4.32G   0.009452   0.008725   0.003618         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    174/499      4.32G   0.009422   0.008723   0.003592         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    174/499      4.32G   0.009422   0.008723   0.003592         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    174/499      4.32G   0.009408    0.00871    0.00354         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.29it/s]
    174/499      4.32G   0.009408    0.00871    0.00354         59        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    174/499      4.32G   0.009438   0.008671   0.003525         66        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    174/499      4.32G   0.009438   0.008671   0.003525         66        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    174/499      4.32G   0.009396   0.008652   0.003456         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    174/499      4.32G   0.009396   0.008652   0.003456         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    174/499      4.32G   0.009355   0.008673   0.003412         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    174/499      4.32G   0.009355   0.008673   0.003412         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    174/499      4.32G   0.009344   0.008707   0.003419         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    174/499      4.32G   0.009344   0.008707   0.003419         82        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    174/499      4.32G   0.009371   0.008674   0.003383         54        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    174/499      4.32G   0.009371   0.008674   0.003383         54        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
    174/499      4.32G    0.00934   0.008681   0.003363         69        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    174/499      4.32G    0.00934   0.008681   0.003363         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    174/499      4.32G   0.009326   0.008686   0.003351         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    174/499      4.32G   0.009326   0.008686   0.003351         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    174/499      4.32G   0.009292   0.008684   0.003352         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    174/499      4.32G   0.009292   0.008684   0.003352         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    174/499      4.32G   0.009298   0.008675   0.003435         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    174/499      4.32G   0.009298   0.008675   0.003435         71        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    174/499      4.32G   0.009315   0.008663   0.003447         62        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    174/499      4.32G   0.009315   0.008663   0.003447         62        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    174/499      4.32G   0.009288   0.008677   0.003436         76        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    174/499      4.32G   0.009288   0.008677   0.003436         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    174/499      4.32G   0.009285   0.008649   0.003433         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.27it/s]
    174/499      4.32G   0.009285   0.008649   0.003433         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    174/499      4.32G   0.009272   0.008678   0.003468         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    174/499      4.32G   0.009272   0.008678   0.003468         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    174/499      4.32G   0.009251   0.008651   0.003451         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    174/499      4.32G   0.009251   0.008651   0.003451         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    174/499      4.32G   0.009265   0.008644    0.00346         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    174/499      4.32G   0.009265   0.008644    0.00346         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    174/499      4.32G   0.009243   0.008593    0.00349         47        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    174/499      4.32G   0.009243   0.008593    0.00349         47        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    174/499      4.32G   0.009217    0.00857    0.00349         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    174/499      4.32G   0.009217    0.00857    0.00349         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    174/499      4.32G   0.009201    0.00856   0.003517         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    174/499      4.32G   0.009201    0.00856   0.003517         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    174/499      4.32G   0.009203   0.008525   0.003511         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.36it/s]
    174/499      4.32G   0.009203   0.008525   0.003511         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    174/499      4.32G   0.009223   0.008546    0.00349         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    174/499      4.32G   0.009223   0.008546    0.00349         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    174/499      4.32G   0.009251   0.008559   0.003508         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    174/499      4.32G   0.009251   0.008559   0.003508         68        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    174/499      4.32G   0.009239   0.008544    0.00349         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    174/499      4.32G   0.009239   0.008544    0.00349         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    174/499      4.32G   0.009255   0.008585   0.003459         78        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    174/499      4.32G   0.009255   0.008585   0.003459         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    174/499      4.32G   0.009252   0.008574   0.003455         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    174/499      4.32G   0.009252   0.008574   0.003455         65        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    174/499      4.32G   0.009259    0.00861   0.003452         70        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    174/499      4.32G   0.009259    0.00861   0.003452         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    174/499      4.32G   0.009239   0.008585   0.003457         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    174/499      4.32G   0.009239   0.008585   0.003457         62        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    174/499      4.32G   0.009237   0.008585   0.003457         61        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    174/499      4.32G   0.009237   0.008585   0.003457         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    174/499      4.32G    0.00923   0.008609   0.003447         90        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    174/499      4.32G    0.00923   0.008609   0.003447         90        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    174/499      4.32G   0.009217   0.008631   0.003431         86        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    174/499      4.32G   0.009217   0.008631   0.003431         86        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    174/499      4.32G   0.009205   0.008629   0.003415         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    174/499      4.32G   0.009205   0.008629   0.003415         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    174/499      4.32G   0.009202   0.008605   0.003396         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    174/499      4.32G   0.009202   0.008605   0.003396         64        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    174/499      4.32G   0.009175   0.008596   0.003418         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    174/499      4.32G   0.009175   0.008596   0.003418         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    174/499      4.32G   0.009156   0.008564   0.003487         57        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    174/499      4.32G   0.009156   0.008564   0.003487         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    174/499      4.32G   0.009144   0.008568   0.003494         80        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    174/499      4.32G   0.009144   0.008568   0.003494         80        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    174/499      4.32G   0.009164   0.008559   0.003465         56        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    174/499      4.32G   0.009164   0.008559   0.003465         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    174/499      4.32G   0.009185   0.008553   0.003449         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    174/499      4.32G   0.009185   0.008553   0.003449         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    174/499      4.32G   0.009189   0.008521   0.003457         53        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    174/499      4.32G   0.009189   0.008521   0.003457         53        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
    174/499      4.32G   0.009179   0.008541   0.003449         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    174/499      4.32G   0.009179   0.008541   0.003449         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    174/499      4.32G   0.009171   0.008538   0.003414         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    174/499      4.32G   0.009171   0.008538   0.003414         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    174/499      4.32G   0.009164   0.008534   0.003417         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    174/499      4.32G   0.009164   0.008534   0.003417         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    174/499      4.32G   0.009169   0.008539   0.003391         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    174/499      4.32G   0.009169   0.008539   0.003391         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    174/499      4.32G   0.009177   0.008554   0.003379         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    174/499      4.32G   0.009177   0.008554   0.003379         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    174/499      4.32G   0.009162   0.008538   0.003389         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    174/499      4.32G   0.009162   0.008538   0.003389         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    174/499      4.32G    0.00915   0.008547   0.003416         74        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    174/499      4.32G    0.00915   0.008547   0.003416         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    174/499      4.32G   0.009158    0.00856   0.003437         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    174/499      4.32G   0.009158    0.00856   0.003437         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    174/499      4.32G   0.009169    0.00856   0.003412         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    174/499      4.32G   0.009169    0.00856   0.003412         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    174/499      4.32G   0.009167   0.008564   0.003426         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    174/499      4.32G   0.009167   0.008564   0.003426         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    174/499      4.32G   0.009159   0.008591   0.003416         85        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    174/499      4.32G   0.009159   0.008591   0.003416         85        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    174/499      4.32G    0.00916   0.008582   0.003391         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    174/499      4.32G    0.00916   0.008582   0.003391         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
    174/499      4.32G   0.009145   0.008561   0.003374         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
    174/499      4.32G   0.009145   0.008561   0.003374         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    174/499      4.32G   0.009132   0.008555   0.003382         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    174/499      4.32G   0.009132   0.008555   0.003382         77        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    174/499      4.32G   0.009114   0.008541   0.003395         63        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    174/499      4.32G   0.009114   0.008541   0.003395         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    174/499      4.32G   0.009109   0.008532   0.003384         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    174/499      4.32G   0.009109   0.008532   0.003384         69        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    174/499      4.32G   0.009111   0.008539   0.003412         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    174/499      4.32G   0.009111   0.008539   0.003412         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    174/499      4.32G   0.009118   0.008543   0.003446         85        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    174/499      4.32G   0.009118   0.008543   0.003446         85        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    174/499      4.32G   0.009147   0.008529   0.003425         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    174/499      4.32G   0.009147   0.008529   0.003425         60        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    174/499      4.32G    0.00914   0.008528   0.003427         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    174/499      4.32G    0.00914   0.008528   0.003427         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    174/499      4.32G   0.009137    0.00853   0.003422         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    174/499      4.32G   0.009137    0.00853   0.003422         68        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    174/499      4.32G   0.009141   0.008516    0.00342         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    174/499      4.32G   0.009141   0.008516    0.00342         55        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    174/499      4.32G   0.009124   0.008494   0.003412         64        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    174/499      4.32G   0.009124   0.008494   0.003412         64        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    174/499      4.32G    0.00913   0.008484   0.003397         59        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    174/499      4.32G    0.00913   0.008484   0.003397         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    174/499      4.32G    0.00913    0.00849   0.003415         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    174/499      4.32G    0.00913    0.00849   0.003415         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    174/499      4.32G   0.009123   0.008472   0.003388         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    174/499      4.32G   0.009123   0.008472   0.003388         57        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    174/499      4.32G   0.009118   0.008457   0.003375         50        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
    174/499      4.32G   0.009118   0.008457   0.003375         50        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    174/499      4.32G   0.009116    0.00848   0.003363         84        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    174/499      4.32G   0.009116    0.00848   0.003363         84        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    174/499      4.32G   0.009121   0.008479   0.003398         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    174/499      4.32G   0.009121   0.008479   0.003398         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    174/499      4.32G   0.009097   0.008457   0.003394         58        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    174/499      4.32G   0.009097   0.008457   0.003394         58        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    174/499      4.32G   0.009106   0.008458   0.003411         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    174/499      4.32G   0.009106   0.008458   0.003411         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    174/499      4.32G   0.009113    0.00846   0.003398         67        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    174/499      4.32G   0.009113    0.00846   0.003398         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    174/499      4.32G   0.009118   0.008457   0.003373         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    174/499      4.32G   0.009118   0.008457   0.003373         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    174/499      4.32G   0.009108   0.008447    0.00338         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    174/499      4.32G   0.009108   0.008447    0.00338         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    174/499      4.32G   0.009096   0.008436   0.003382         50        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    174/499      4.32G   0.009096   0.008436   0.003382         50        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    174/499      4.32G   0.009097   0.008436   0.003392         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    174/499      4.32G   0.009097   0.008436   0.003392         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    174/499      4.32G   0.009086   0.008432   0.003387         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    174/499      4.32G   0.009086   0.008432   0.003387         75        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
    174/499      4.32G   0.009083   0.008476   0.003372         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    174/499      4.32G   0.009083   0.008476   0.003372         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    174/499      4.32G   0.009087   0.008495    0.00337         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    174/499      4.32G   0.009087   0.008495    0.00337         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    174/499      4.32G   0.009091   0.008501   0.003381         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    174/499      4.32G   0.009091   0.008501   0.003381         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    174/499      4.32G   0.009093   0.008502   0.003391         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    174/499      4.32G   0.009093   0.008502   0.003391         63        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    174/499      4.32G   0.009089   0.008501   0.003372         74        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    174/499      4.32G   0.009089   0.008501   0.003372         74        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    174/499      4.32G   0.009085   0.008502   0.003366         58        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    174/499      4.32G   0.009085   0.008502   0.003366         58        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    174/499      4.32G    0.00908   0.008501   0.003345         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    174/499      4.32G    0.00908   0.008501   0.003345         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    174/499      4.32G   0.009071   0.008501   0.003331         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    174/499      4.32G   0.009071   0.008501   0.003331         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    174/499      4.32G    0.00908   0.008505   0.003343         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    174/499      4.32G    0.00908   0.008505   0.003343         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    174/499      4.32G    0.00909   0.008519   0.003334         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    174/499      4.32G    0.00909   0.008519   0.003334         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    174/499      4.32G   0.009087     0.0085    0.00335         66        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    174/499      4.32G   0.009087     0.0085    0.00335         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    174/499      4.32G   0.009085   0.008497   0.003347         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    174/499      4.32G   0.009085   0.008497   0.003347         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    174/499      4.32G   0.009089   0.008507   0.003342         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    174/499      4.32G   0.009089   0.008507   0.003342         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    174/499      4.32G   0.009092   0.008507   0.003332         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    174/499      4.32G   0.009092   0.008507   0.003332         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    174/499      4.32G   0.009087   0.008505   0.003319         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    174/499      4.32G   0.009087   0.008505   0.003319         70        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    174/499      4.32G   0.009096   0.008507   0.003326         63        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    174/499      4.32G   0.009096   0.008507   0.003326         63        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    174/499      4.32G   0.009082   0.008482   0.003351         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    174/499      4.32G   0.009082   0.008482   0.003351         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    174/499      4.32G   0.009074   0.008482    0.00334         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    174/499      4.32G   0.009074   0.008482    0.00334         60        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    174/499      4.32G   0.009064   0.008461   0.003324         48        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    174/499      4.32G   0.009064   0.008461   0.003324         48        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    174/499      4.32G   0.009071   0.008455   0.003325         51        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    174/499      4.32G   0.009071   0.008455   0.003325         51        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    174/499      4.32G    0.00907   0.008456   0.003333         78        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    174/499      4.32G    0.00907   0.008456   0.003333         78        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
    174/499      4.32G   0.009074   0.008462   0.003316         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    174/499      4.32G   0.009074   0.008462   0.003316         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    174/499      4.32G   0.009064   0.008463   0.003322         88        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    174/499      4.32G   0.009064   0.008463   0.003322         88        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    174/499      4.32G   0.009065   0.008465   0.003305         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    174/499      4.32G   0.009065   0.008465   0.003305         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    174/499      4.32G   0.009066   0.008452   0.003326         55        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    174/499      4.32G   0.009066   0.008452   0.003326         55        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    174/499      4.32G   0.009068   0.008455   0.003329         71        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    174/499      4.32G   0.009068   0.008455   0.003329         71        640:  85%|########4 | 142/168 [00:26<00:05,  5.13it/s]
    174/499      4.32G   0.009081   0.008453   0.003338         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    174/499      4.32G   0.009081   0.008453   0.003338         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    174/499      4.32G   0.009077   0.008443   0.003332         47        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    174/499      4.32G   0.009077   0.008443   0.003332         47        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    174/499      4.32G   0.009086   0.008455   0.003324         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    174/499      4.32G   0.009086   0.008455   0.003324         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    174/499      4.32G   0.009086   0.008451   0.003325         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    174/499      4.32G   0.009086   0.008451   0.003325         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    174/499      4.32G   0.009106   0.008461   0.003347         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    174/499      4.32G   0.009106   0.008461   0.003347         61        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    174/499      4.32G   0.009098   0.008461   0.003335         68        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    174/499      4.32G   0.009098   0.008461   0.003335         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    174/499      4.32G   0.009118   0.008456   0.003412         52        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    174/499      4.32G   0.009118   0.008456   0.003412         52        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    174/499      4.32G   0.009115    0.00845   0.003413         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    174/499      4.32G   0.009115    0.00845   0.003413         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    174/499      4.32G   0.009118   0.008445   0.003412         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    174/499      4.32G   0.009118   0.008445   0.003412         60        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    174/499      4.32G   0.009117   0.008435   0.003423         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    174/499      4.32G   0.009117   0.008435   0.003423         63        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    174/499      4.32G   0.009115   0.008437   0.003433         72        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    174/499      4.32G   0.009115   0.008437   0.003433         72        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    174/499      4.32G    0.00911    0.00843   0.003431         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    174/499      4.32G    0.00911    0.00843   0.003431         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    174/499      4.32G   0.009107   0.008421   0.003418         53        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    174/499      4.32G   0.009107   0.008421   0.003418         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    174/499      4.32G   0.009117   0.008435   0.003411         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    174/499      4.32G   0.009117   0.008435   0.003411         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    174/499      4.32G   0.009123   0.008447   0.003419         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    174/499      4.32G   0.009123   0.008447   0.003419         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    174/499      4.32G   0.009125   0.008458   0.003415         79        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    174/499      4.32G   0.009125   0.008458   0.003415         79        640:  94%|#########4| 158/168 [00:29<00:01,  5.25it/s]
    174/499      4.32G   0.009123   0.008463   0.003416         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    174/499      4.32G   0.009123   0.008463   0.003416         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    174/499      4.32G   0.009134   0.008473   0.003437         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    174/499      4.32G   0.009134   0.008473   0.003437         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    174/499      4.32G   0.009131   0.008478    0.00346         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    174/499      4.32G   0.009131   0.008478    0.00346         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    174/499      4.32G   0.009131   0.008478   0.003453         60        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    174/499      4.32G   0.009131   0.008478   0.003453         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    174/499      4.32G    0.00912    0.00848    0.00344         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    174/499      4.32G    0.00912    0.00848    0.00344         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
    174/499      4.32G    0.00912   0.008494   0.003437         76        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    174/499      4.32G    0.00912   0.008494   0.003437         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.13it/s]
    174/499      4.32G   0.009116   0.008488    0.00343         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.13it/s]
    174/499      4.32G   0.009116   0.008488    0.00343         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    174/499      4.32G   0.009114   0.008491   0.003443         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.24it/s]
    174/499      4.32G   0.009114   0.008491   0.003443         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    174/499      4.32G   0.009131   0.008495   0.003436         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    174/499      4.32G   0.009131   0.008495   0.003436         64        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    174/499      4.32G   0.009118   0.008482   0.003425         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    174/499      4.32G   0.009118   0.008482   0.003425         24        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
    174/499      4.32G   0.009118   0.008482   0.003425         24        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.853      0.856      0.895      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    175/499      4.32G   0.007057   0.008866   0.001218         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
    175/499      4.32G   0.007057   0.008866   0.001218         69        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    175/499      4.32G   0.007642   0.008482    0.00214         65        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    175/499      4.32G   0.007642   0.008482    0.00214         65        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    175/499      4.32G    0.00797   0.009439   0.002472         91        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    175/499      4.32G    0.00797   0.009439   0.002472         91        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    175/499      4.32G   0.008352   0.008635   0.003807         55        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    175/499      4.32G   0.008352   0.008635   0.003807         55        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    175/499      4.32G   0.008581   0.008723   0.003396         73        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    175/499      4.32G   0.008581   0.008723   0.003396         73        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    175/499      4.32G   0.008442   0.008617   0.003746         73        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    175/499      4.32G   0.008442   0.008617   0.003746         73        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    175/499      4.32G   0.008553   0.008214    0.00362         58        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    175/499      4.32G   0.008553   0.008214    0.00362         58        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    175/499      4.32G    0.00852   0.008275   0.003327         69        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    175/499      4.32G    0.00852   0.008275   0.003327         69        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    175/499      4.32G   0.008671   0.008358   0.003598         73        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    175/499      4.32G   0.008671   0.008358   0.003598         73        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    175/499      4.32G   0.008826   0.008555   0.003867         81        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    175/499      4.32G   0.008826   0.008555   0.003867         81        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    175/499      4.32G   0.008766   0.008333    0.00393         66        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    175/499      4.32G   0.008766   0.008333    0.00393         66        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    175/499      4.32G   0.008732   0.008318   0.003904         66        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    175/499      4.32G   0.008732   0.008318   0.003904         66        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    175/499      4.32G   0.008804   0.008566   0.004047         84        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    175/499      4.32G   0.008804   0.008566   0.004047         84        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    175/499      4.32G   0.008808   0.008437   0.003938         46        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    175/499      4.32G   0.008808   0.008437   0.003938         46        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    175/499      4.32G   0.008905   0.008364   0.003829         57        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    175/499      4.32G   0.008905   0.008364   0.003829         57        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    175/499      4.32G   0.008934   0.008272   0.003765         59        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    175/499      4.32G   0.008934   0.008272   0.003765         59        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    175/499      4.32G   0.008928   0.008174   0.003616         55        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    175/499      4.32G   0.008928   0.008174   0.003616         55        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    175/499      4.32G    0.00892   0.008169   0.003731         69        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    175/499      4.32G    0.00892   0.008169   0.003731         69        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    175/499      4.32G   0.008942   0.008295   0.003668         82        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    175/499      4.32G   0.008942   0.008295   0.003668         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    175/499      4.32G   0.008941    0.00843   0.003678         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    175/499      4.32G   0.008941    0.00843   0.003678         82        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    175/499      4.32G   0.009024   0.008432   0.003679         63        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    175/499      4.32G   0.009024   0.008432   0.003679         63        640:  12%|#2        | 21/168 [00:03<00:27,  5.26it/s]
    175/499      4.32G   0.009078   0.008454    0.00364         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    175/499      4.32G   0.009078   0.008454    0.00364         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    175/499      4.32G   0.009104   0.008468   0.003771         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    175/499      4.32G   0.009104   0.008468   0.003771         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.18it/s]
    175/499      4.32G   0.009107   0.008467    0.00398         55        640:  14%|#3        | 23/168 [00:04<00:27,  5.18it/s]
    175/499      4.32G   0.009107   0.008467    0.00398         55        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    175/499      4.32G   0.009125   0.008466   0.004031         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.28it/s]
    175/499      4.32G   0.009125   0.008466   0.004031         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    175/499      4.32G   0.009067   0.008456   0.004027         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    175/499      4.32G   0.009067   0.008456   0.004027         68        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    175/499      4.32G   0.008997   0.008472   0.003982         79        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    175/499      4.32G   0.008997   0.008472   0.003982         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    175/499      4.32G   0.008999   0.008475   0.003928         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    175/499      4.32G   0.008999   0.008475   0.003928         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    175/499      4.32G   0.008948   0.008414     0.0039         55        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    175/499      4.32G   0.008948   0.008414     0.0039         55        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    175/499      4.32G   0.008936   0.008413   0.003847         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    175/499      4.32G   0.008936   0.008413   0.003847         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    175/499      4.32G   0.008972    0.00837   0.003881         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    175/499      4.32G   0.008972    0.00837   0.003881         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
    175/499      4.32G   0.008969   0.008427    0.00388         81        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
    175/499      4.32G   0.008969   0.008427    0.00388         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    175/499      4.32G   0.008995   0.008454    0.00385         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    175/499      4.32G   0.008995   0.008454    0.00385         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    175/499      4.32G   0.008984   0.008448   0.003796         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.31it/s]
    175/499      4.32G   0.008984   0.008448   0.003796         71        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    175/499      4.32G   0.008975    0.00848   0.003753         78        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    175/499      4.32G   0.008975    0.00848   0.003753         78        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    175/499      4.32G   0.008981   0.008497   0.003787         82        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    175/499      4.32G   0.008981   0.008497   0.003787         82        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    175/499      4.32G   0.008996   0.008486   0.003718         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    175/499      4.32G   0.008996   0.008486   0.003718         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    175/499      4.32G   0.008993   0.008455   0.003686         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    175/499      4.32G   0.008993   0.008455   0.003686         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    175/499      4.32G   0.009004   0.008434    0.00363         53        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    175/499      4.32G   0.009004   0.008434    0.00363         53        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    175/499      4.32G   0.009073   0.008468    0.00366         76        640:  23%|##3       | 39/168 [00:07<00:23,  5.39it/s]
    175/499      4.32G   0.009073   0.008468    0.00366         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
    175/499      4.32G   0.009074   0.008472   0.003632         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.26it/s]
    175/499      4.32G   0.009074   0.008472   0.003632         80        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    175/499      4.32G   0.009089   0.008417   0.003603         52        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    175/499      4.32G   0.009089   0.008417   0.003603         52        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
    175/499      4.32G   0.009095   0.008415   0.003579         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    175/499      4.32G   0.009095   0.008415   0.003579         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    175/499      4.32G   0.009077   0.008414   0.003523         70        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    175/499      4.32G   0.009077   0.008414   0.003523         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    175/499      4.32G    0.00908   0.008396    0.00345         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    175/499      4.32G    0.00908   0.008396    0.00345         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    175/499      4.32G   0.009044   0.008392   0.003442         73        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    175/499      4.32G   0.009044   0.008392   0.003442         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    175/499      4.32G   0.009061   0.008387   0.003418         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    175/499      4.32G   0.009061   0.008387   0.003418         65        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
    175/499      4.32G   0.009064   0.008398   0.003372         70        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
    175/499      4.32G   0.009064   0.008398   0.003372         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    175/499      4.32G   0.009024   0.008394   0.003344         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    175/499      4.32G   0.009024   0.008394   0.003344         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    175/499      4.32G   0.008995   0.008373   0.003309         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    175/499      4.32G   0.008995   0.008373   0.003309         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    175/499      4.32G    0.00899   0.008378    0.00334         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    175/499      4.32G    0.00899   0.008378    0.00334         76        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    175/499      4.32G   0.008989   0.008406   0.003306         76        640:  30%|###       | 51/168 [00:09<00:21,  5.39it/s]
    175/499      4.32G   0.008989   0.008406   0.003306         76        640:  31%|###       | 52/168 [00:09<00:22,  5.24it/s]
    175/499      4.32G   0.008966   0.008425   0.003314         73        640:  31%|###       | 52/168 [00:10<00:22,  5.24it/s]
    175/499      4.32G   0.008966   0.008425   0.003314         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    175/499      4.32G   0.008972   0.008451   0.003364         82        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    175/499      4.32G   0.008972   0.008451   0.003364         82        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    175/499      4.32G   0.008975   0.008448   0.003354         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    175/499      4.32G   0.008975   0.008448   0.003354         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    175/499      4.32G   0.008985   0.008478   0.003346         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    175/499      4.32G   0.008985   0.008478   0.003346         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
    175/499      4.32G   0.008961   0.008491   0.003321         61        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
    175/499      4.32G   0.008961   0.008491   0.003321         61        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    175/499      4.32G   0.008969   0.008487   0.003369         66        640:  34%|###3      | 57/168 [00:11<00:20,  5.38it/s]
    175/499      4.32G   0.008969   0.008487   0.003369         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    175/499      4.32G   0.008947   0.008472   0.003373         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    175/499      4.32G   0.008947   0.008472   0.003373         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    175/499      4.32G   0.008938   0.008434   0.003378         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    175/499      4.32G   0.008938   0.008434   0.003378         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    175/499      4.32G   0.008931   0.008417   0.003336         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    175/499      4.32G   0.008931   0.008417   0.003336         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    175/499      4.32G   0.008942   0.008408   0.003368         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    175/499      4.32G   0.008942   0.008408   0.003368         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    175/499      4.32G   0.008948   0.008397   0.003369         77        640:  37%|###6      | 62/168 [00:11<00:20,  5.24it/s]
    175/499      4.32G   0.008948   0.008397   0.003369         77        640:  38%|###7      | 63/168 [00:11<00:19,  5.30it/s]
    175/499      4.32G   0.008955   0.008373   0.003333         48        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    175/499      4.32G   0.008955   0.008373   0.003333         48        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    175/499      4.32G   0.008935    0.00833   0.003297         51        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    175/499      4.32G   0.008935    0.00833   0.003297         51        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    175/499      4.32G   0.008951   0.008327   0.003273         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    175/499      4.32G   0.008951   0.008327   0.003273         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    175/499      4.32G   0.008977   0.008319   0.003276         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    175/499      4.32G   0.008977   0.008319   0.003276         60        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    175/499      4.32G   0.008957   0.008301   0.003258         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    175/499      4.32G   0.008957   0.008301   0.003258         62        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
    175/499      4.32G   0.008976   0.008294   0.003224         59        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
    175/499      4.32G   0.008976   0.008294   0.003224         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    175/499      4.32G   0.008965   0.008299   0.003237         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    175/499      4.32G   0.008965   0.008299   0.003237         80        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    175/499      4.32G    0.00893   0.008265   0.003301         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    175/499      4.32G    0.00893   0.008265   0.003301         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    175/499      4.32G   0.008958   0.008257     0.0033         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    175/499      4.32G   0.008958   0.008257     0.0033         56        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    175/499      4.32G    0.00896   0.008262   0.003277         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    175/499      4.32G    0.00896   0.008262   0.003277         64        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    175/499      4.32G   0.008967    0.00829   0.003293         79        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
    175/499      4.32G   0.008967    0.00829   0.003293         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    175/499      4.32G   0.008961   0.008307   0.003305         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    175/499      4.32G   0.008961   0.008307   0.003305         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    175/499      4.32G   0.008971   0.008298   0.003279         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    175/499      4.32G   0.008971   0.008298   0.003279         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    175/499      4.32G   0.008983   0.008303   0.003277         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    175/499      4.32G   0.008983   0.008303   0.003277         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    175/499      4.32G   0.008975   0.008298   0.003298         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    175/499      4.32G   0.008975   0.008298   0.003298         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    175/499      4.32G   0.008995    0.00828    0.00333         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    175/499      4.32G   0.008995    0.00828    0.00333         61        640:  47%|####7     | 79/168 [00:14<00:17,  5.18it/s]
    175/499      4.32G   0.009015    0.00831   0.003312         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    175/499      4.32G   0.009015    0.00831   0.003312         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    175/499      4.32G   0.009005   0.008312    0.00333         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    175/499      4.32G   0.009005   0.008312    0.00333         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    175/499      4.32G   0.008997    0.00832   0.003355         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    175/499      4.32G   0.008997    0.00832   0.003355         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    175/499      4.32G    0.00899   0.008316   0.003348         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    175/499      4.32G    0.00899   0.008316   0.003348         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    175/499      4.32G   0.008994   0.008316   0.003356         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    175/499      4.32G   0.008994   0.008316   0.003356         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    175/499      4.32G   0.008986   0.008303   0.003338         50        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    175/499      4.32G   0.008986   0.008303   0.003338         50        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    175/499      4.32G    0.00897   0.008328   0.003332         80        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    175/499      4.32G    0.00897   0.008328   0.003332         80        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    175/499      4.32G   0.008985   0.008336   0.003346         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    175/499      4.32G   0.008985   0.008336   0.003346         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    175/499      4.32G   0.008989   0.008331   0.003356         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    175/499      4.32G   0.008989   0.008331   0.003356         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    175/499      4.32G   0.009008   0.008343   0.003346         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    175/499      4.32G   0.009008   0.008343   0.003346         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    175/499      4.32G   0.009004   0.008343    0.00333         68        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    175/499      4.32G   0.009004   0.008343    0.00333         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    175/499      4.32G   0.008995   0.008345   0.003322         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.29it/s]
    175/499      4.32G   0.008995   0.008345   0.003322         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
    175/499      4.32G   0.008985    0.00835   0.003349         78        640:  54%|#####4    | 91/168 [00:17<00:14,  5.14it/s]
    175/499      4.32G   0.008985    0.00835   0.003349         78        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    175/499      4.32G   0.008986   0.008341   0.003357         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    175/499      4.32G   0.008986   0.008341   0.003357         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    175/499      4.32G   0.008979    0.00833    0.00337         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    175/499      4.32G   0.008979    0.00833    0.00337         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    175/499      4.32G    0.00897    0.00832   0.003336         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    175/499      4.32G    0.00897    0.00832   0.003336         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    175/499      4.32G   0.008968   0.008309   0.003317         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    175/499      4.32G   0.008968   0.008309   0.003317         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    175/499      4.32G   0.008976   0.008304   0.003318         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    175/499      4.32G   0.008976   0.008304   0.003318         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    175/499      4.32G   0.008978   0.008316   0.003338         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    175/499      4.32G   0.008978   0.008316   0.003338         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    175/499      4.32G   0.008975    0.00834   0.003337         84        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    175/499      4.32G   0.008975    0.00834   0.003337         84        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    175/499      4.32G   0.008984   0.008352   0.003321         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    175/499      4.32G   0.008984   0.008352   0.003321         69        640:  60%|#####9    | 100/168 [00:18<00:13,  5.17it/s]
    175/499      4.32G   0.008974   0.008358   0.003303         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    175/499      4.32G   0.008974   0.008358   0.003303         79        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    175/499      4.32G   0.008962   0.008376   0.003321         81        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    175/499      4.32G   0.008962   0.008376   0.003321         81        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    175/499      4.32G   0.008959   0.008382    0.00331         82        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    175/499      4.32G   0.008959   0.008382    0.00331         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    175/499      4.32G   0.008957   0.008389     0.0033         82        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    175/499      4.32G   0.008957   0.008389     0.0033         82        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    175/499      4.32G    0.00896   0.008403   0.003285         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    175/499      4.32G    0.00896   0.008403   0.003285         71        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
    175/499      4.32G   0.008963   0.008408   0.003309         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    175/499      4.32G   0.008963   0.008408   0.003309         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    175/499      4.32G   0.008974   0.008399   0.003314         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    175/499      4.32G   0.008974   0.008399   0.003314         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    175/499      4.32G   0.008959   0.008385   0.003311         53        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    175/499      4.32G   0.008959   0.008385   0.003311         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    175/499      4.32G   0.008969   0.008364   0.003312         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    175/499      4.32G   0.008969   0.008364   0.003312         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    175/499      4.32G   0.008972    0.00836   0.003291         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    175/499      4.32G   0.008972    0.00836   0.003291         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
    175/499      4.32G   0.008972   0.008378   0.003299         89        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    175/499      4.32G   0.008972   0.008378   0.003299         89        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    175/499      4.32G   0.008978   0.008369   0.003287         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    175/499      4.32G   0.008978   0.008369   0.003287         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    175/499      4.32G   0.008978   0.008356   0.003355         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    175/499      4.32G   0.008978   0.008356   0.003355         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    175/499      4.32G   0.008979   0.008357   0.003346         70        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    175/499      4.32G   0.008979   0.008357   0.003346         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    175/499      4.32G   0.008965   0.008348    0.00335         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    175/499      4.32G   0.008965   0.008348    0.00335         64        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    175/499      4.32G   0.008961   0.008341   0.003367         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    175/499      4.32G   0.008961   0.008341   0.003367         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    175/499      4.32G   0.008968   0.008344   0.003354         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    175/499      4.32G   0.008968   0.008344   0.003354         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    175/499      4.32G    0.00897   0.008352   0.003336         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    175/499      4.32G    0.00897   0.008352   0.003336         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    175/499      4.32G   0.008969   0.008357   0.003328         78        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    175/499      4.32G   0.008969   0.008357   0.003328         78        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    175/499      4.32G   0.008974   0.008354   0.003342         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    175/499      4.32G   0.008974   0.008354   0.003342         69        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    175/499      4.32G   0.008977   0.008387   0.003342         83        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    175/499      4.32G   0.008977   0.008387   0.003342         83        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
    175/499      4.32G    0.00898   0.008406   0.003346         83        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    175/499      4.32G    0.00898   0.008406   0.003346         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    175/499      4.32G   0.008993   0.008404   0.003358         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    175/499      4.32G   0.008993   0.008404   0.003358         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    175/499      4.32G   0.008983   0.008413   0.003374         84        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    175/499      4.32G   0.008983   0.008413   0.003374         84        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    175/499      4.32G   0.008985   0.008414   0.003361         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    175/499      4.32G   0.008985   0.008414   0.003361         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    175/499      4.32G   0.008987   0.008431   0.003351         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    175/499      4.32G   0.008987   0.008431   0.003351         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.29it/s]
    175/499      4.32G   0.008969    0.00843   0.003334         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    175/499      4.32G   0.008969    0.00843   0.003334         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    175/499      4.32G   0.008974   0.008421   0.003324         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    175/499      4.32G   0.008974   0.008421   0.003324         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    175/499      4.32G   0.008966   0.008416   0.003324         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    175/499      4.32G   0.008966   0.008416   0.003324         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    175/499      4.32G   0.008967   0.008416   0.003333         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    175/499      4.32G   0.008967   0.008416   0.003333         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    175/499      4.32G   0.008964   0.008413    0.00332         55        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    175/499      4.32G   0.008964   0.008413    0.00332         55        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    175/499      4.32G    0.00896   0.008409   0.003314         64        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
    175/499      4.32G    0.00896   0.008409   0.003314         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    175/499      4.32G   0.008963   0.008408   0.003341         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    175/499      4.32G   0.008963   0.008408   0.003341         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    175/499      4.32G   0.008972   0.008417   0.003351         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    175/499      4.32G   0.008972   0.008417   0.003351         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    175/499      4.32G    0.00897   0.008415   0.003336         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    175/499      4.32G    0.00897   0.008415   0.003336         69        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
    175/499      4.32G    0.00898   0.008413   0.003332         62        640:  80%|########  | 135/168 [00:25<00:06,  5.39it/s]
    175/499      4.32G    0.00898   0.008413   0.003332         62        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    175/499      4.32G   0.008997   0.008427   0.003328         72        640:  81%|########  | 136/168 [00:26<00:06,  5.25it/s]
    175/499      4.32G   0.008997   0.008427   0.003328         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    175/499      4.32G   0.008996    0.00842   0.003345         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    175/499      4.32G   0.008996    0.00842   0.003345         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    175/499      4.32G   0.008994    0.00841   0.003348         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    175/499      4.32G   0.008994    0.00841   0.003348         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    175/499      4.32G   0.008997   0.008419    0.00334         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    175/499      4.32G   0.008997   0.008419    0.00334         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    175/499      4.32G   0.008985   0.008407   0.003343         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    175/499      4.32G   0.008985   0.008407   0.003343         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    175/499      4.32G   0.008994   0.008414   0.003351         66        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    175/499      4.32G   0.008994   0.008414   0.003351         66        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    175/499      4.32G   0.008989   0.008427   0.003371         79        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    175/499      4.32G   0.008989   0.008427   0.003371         79        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    175/499      4.32G    0.00899   0.008422   0.003359         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    175/499      4.32G    0.00899   0.008422   0.003359         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    175/499      4.32G   0.009004   0.008429    0.00337         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    175/499      4.32G   0.009004   0.008429    0.00337         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    175/499      4.32G   0.009001   0.008429   0.003364         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    175/499      4.32G   0.009001   0.008429   0.003364         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    175/499      4.32G   0.008993   0.008419   0.003369         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    175/499      4.32G   0.008993   0.008419   0.003369         71        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    175/499      4.32G   0.008985   0.008414   0.003358         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    175/499      4.32G   0.008985   0.008414   0.003358         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    175/499      4.32G   0.008993   0.008394   0.003365         54        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    175/499      4.32G   0.008993   0.008394   0.003365         54        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    175/499      4.32G   0.008995   0.008399   0.003362         75        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    175/499      4.32G   0.008995   0.008399   0.003362         75        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    175/499      4.32G   0.008986   0.008385   0.003349         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    175/499      4.32G   0.008986   0.008385   0.003349         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    175/499      4.32G   0.008997   0.008379   0.003337         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    175/499      4.32G   0.008997   0.008379   0.003337         68        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    175/499      4.32G   0.008993   0.008372   0.003327         59        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    175/499      4.32G   0.008993   0.008372   0.003327         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    175/499      4.32G   0.009005   0.008368   0.003311         55        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    175/499      4.32G   0.009005   0.008368   0.003311         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    175/499      4.32G   0.009002   0.008355   0.003316         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    175/499      4.32G   0.009002   0.008355   0.003316         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    175/499      4.32G   0.009009   0.008342   0.003329         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    175/499      4.32G   0.009009   0.008342   0.003329         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    175/499      4.32G   0.009005   0.008338   0.003347         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    175/499      4.32G   0.009005   0.008338   0.003347         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    175/499      4.32G   0.008993   0.008336   0.003353         83        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    175/499      4.32G   0.008993   0.008336   0.003353         83        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
    175/499      4.32G   0.008987   0.008332   0.003362         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
    175/499      4.32G   0.008987   0.008332   0.003362         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    175/499      4.32G   0.008998   0.008328   0.003372         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    175/499      4.32G   0.008998   0.008328   0.003372         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    175/499      4.32G   0.009001   0.008322   0.003378         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    175/499      4.32G   0.009001   0.008322   0.003378         62        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    175/499      4.32G   0.008998   0.008317   0.003371         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    175/499      4.32G   0.008998   0.008317   0.003371         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    175/499      4.32G   0.008991   0.008325   0.003373         85        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    175/499      4.32G   0.008991   0.008325   0.003373         85        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
    175/499      4.32G   0.008987   0.008327   0.003376         79        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
    175/499      4.32G   0.008987   0.008327   0.003376         79        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    175/499      4.32G   0.008982   0.008324   0.003396         52        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    175/499      4.32G   0.008982   0.008324   0.003396         52        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    175/499      4.32G   0.008989   0.008343   0.003389         87        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    175/499      4.32G   0.008989   0.008343   0.003389         87        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    175/499      4.32G   0.008999   0.008353   0.003409         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    175/499      4.32G   0.008999   0.008353   0.003409         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    175/499      4.32G   0.008997    0.00836   0.003413         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    175/499      4.32G   0.008997    0.00836   0.003413         33        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    175/499      4.32G   0.008997    0.00836   0.003413         33        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.845      0.854      0.895       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    176/499      4.32G   0.008762   0.008806    0.00516         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
    176/499      4.32G   0.008762   0.008806    0.00516         63        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    176/499      4.32G   0.008734   0.008049   0.004818         60        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    176/499      4.32G   0.008734   0.008049   0.004818         60        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    176/499      4.32G   0.009125   0.008917   0.004054         86        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    176/499      4.32G   0.009125   0.008917   0.004054         86        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    176/499      4.32G   0.009031   0.008891   0.003776         62        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    176/499      4.32G   0.009031   0.008891   0.003776         62        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    176/499      4.32G    0.00883   0.008673   0.003985         72        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    176/499      4.32G    0.00883   0.008673   0.003985         72        640:   3%|2         | 5/168 [00:00<00:31,  5.20it/s]
    176/499      4.32G   0.008572   0.008333   0.003706         61        640:   3%|2         | 5/168 [00:01<00:31,  5.20it/s]
    176/499      4.32G   0.008572   0.008333   0.003706         61        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    176/499      4.32G    0.00869   0.008348   0.003346         65        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    176/499      4.32G    0.00869   0.008348   0.003346         65        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    176/499      4.32G   0.008657   0.008299   0.003278         81        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    176/499      4.32G   0.008657   0.008299   0.003278         81        640:   5%|4         | 8/168 [00:01<00:31,  5.11it/s]
    176/499      4.32G   0.008597   0.008171   0.003576         64        640:   5%|4         | 8/168 [00:01<00:31,  5.11it/s]
    176/499      4.32G   0.008597   0.008171   0.003576         64        640:   5%|5         | 9/168 [00:01<00:30,  5.22it/s]
    176/499      4.32G   0.008681   0.008171    0.00335         62        640:   5%|5         | 9/168 [00:01<00:30,  5.22it/s]
    176/499      4.32G   0.008681   0.008171    0.00335         62        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
    176/499      4.32G   0.008697   0.008205   0.003273         72        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
    176/499      4.32G   0.008697   0.008205   0.003273         72        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    176/499      4.32G   0.008687   0.008311   0.003348         77        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    176/499      4.32G   0.008687   0.008311   0.003348         77        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    176/499      4.32G   0.008627   0.008229   0.003228         72        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    176/499      4.32G   0.008627   0.008229   0.003228         72        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    176/499      4.32G   0.008604   0.008517   0.003201         99        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    176/499      4.32G   0.008604   0.008517   0.003201         99        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    176/499      4.32G    0.00865   0.008404   0.003329         61        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    176/499      4.32G    0.00865   0.008404   0.003329         61        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    176/499      4.32G   0.008552   0.008395    0.00345         80        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    176/499      4.32G   0.008552   0.008395    0.00345         80        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    176/499      4.32G   0.008622   0.008343   0.003528         64        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    176/499      4.32G   0.008622   0.008343   0.003528         64        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    176/499      4.32G   0.008615   0.008353   0.003444         72        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    176/499      4.32G   0.008615   0.008353   0.003444         72        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    176/499      4.32G   0.008606   0.008286   0.003463         65        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    176/499      4.32G   0.008606   0.008286   0.003463         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    176/499      4.32G   0.008563   0.008205   0.003589         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    176/499      4.32G   0.008563   0.008205   0.003589         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    176/499      4.32G   0.008586   0.008261   0.003552         76        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    176/499      4.32G   0.008586   0.008261   0.003552         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    176/499      4.32G   0.008677   0.008191   0.003503         54        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    176/499      4.32G   0.008677   0.008191   0.003503         54        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    176/499      4.32G    0.00866   0.008209    0.00352         79        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    176/499      4.32G    0.00866   0.008209    0.00352         79        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    176/499      4.32G   0.008674   0.008165   0.003588         51        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    176/499      4.32G   0.008674   0.008165   0.003588         51        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    176/499      4.32G   0.008714   0.008158   0.003584         58        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    176/499      4.32G   0.008714   0.008158   0.003584         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    176/499      4.32G   0.008714   0.008306   0.003582         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    176/499      4.32G   0.008714   0.008306   0.003582         81        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    176/499      4.32G   0.008763   0.008422     0.0036         76        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    176/499      4.32G   0.008763   0.008422     0.0036         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    176/499      4.32G   0.008762   0.008451   0.003561         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    176/499      4.32G   0.008762   0.008451   0.003561         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    176/499      4.32G    0.00884   0.008415   0.003526         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    176/499      4.32G    0.00884   0.008415   0.003526         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    176/499      4.32G   0.008798   0.008392   0.003488         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    176/499      4.32G   0.008798   0.008392   0.003488         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    176/499      4.32G   0.008779   0.008369   0.003432         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    176/499      4.32G   0.008779   0.008369   0.003432         58        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    176/499      4.32G   0.008757   0.008422   0.003408         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    176/499      4.32G   0.008757   0.008422   0.003408         83        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    176/499      4.32G   0.008746   0.008386   0.003431         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    176/499      4.32G   0.008746   0.008386   0.003431         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    176/499      4.32G   0.008814   0.008348   0.003544         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    176/499      4.32G   0.008814   0.008348   0.003544         60        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    176/499      4.32G   0.008822   0.008327   0.003492         63        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    176/499      4.32G   0.008822   0.008327   0.003492         63        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    176/499      4.32G   0.008807   0.008336   0.003464         76        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    176/499      4.32G   0.008807   0.008336   0.003464         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    176/499      4.32G   0.008793   0.008322   0.003512         74        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    176/499      4.32G   0.008793   0.008322   0.003512         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    176/499      4.32G   0.008802   0.008319   0.003558         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    176/499      4.32G   0.008802   0.008319   0.003558         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    176/499      4.32G   0.008851   0.008317   0.003579         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.23it/s]
    176/499      4.32G   0.008851   0.008317   0.003579         68        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    176/499      4.32G   0.008832   0.008397    0.00355         81        640:  23%|##3       | 39/168 [00:07<00:24,  5.27it/s]
    176/499      4.32G   0.008832   0.008397    0.00355         81        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
    176/499      4.32G    0.00883   0.008449   0.003538         85        640:  24%|##3       | 40/168 [00:07<00:24,  5.13it/s]
    176/499      4.32G    0.00883   0.008449   0.003538         85        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    176/499      4.32G   0.008829   0.008502   0.003557         97        640:  24%|##4       | 41/168 [00:08<00:24,  5.24it/s]
    176/499      4.32G   0.008829   0.008502   0.003557         97        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    176/499      4.32G   0.008849   0.008522   0.003605         77        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    176/499      4.32G   0.008849   0.008522   0.003605         77        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    176/499      4.32G   0.008877   0.008568   0.003607         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    176/499      4.32G   0.008877   0.008568   0.003607         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    176/499      4.32G   0.008859   0.008528   0.003641         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    176/499      4.32G   0.008859   0.008528   0.003641         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    176/499      4.32G   0.008858   0.008515   0.003617         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    176/499      4.32G   0.008858   0.008515   0.003617         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    176/499      4.32G   0.008866    0.00852   0.003645         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    176/499      4.32G   0.008866    0.00852   0.003645         66        640:  28%|##7       | 47/168 [00:08<00:23,  5.22it/s]
    176/499      4.32G   0.008857   0.008545   0.003674         88        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    176/499      4.32G   0.008857   0.008545   0.003674         88        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    176/499      4.32G   0.008857   0.008564   0.003665         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    176/499      4.32G   0.008857   0.008564   0.003665         76        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    176/499      4.32G   0.008863   0.008598   0.003642         80        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    176/499      4.32G   0.008863   0.008598   0.003642         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    176/499      4.32G   0.008869   0.008575   0.003626         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    176/499      4.32G   0.008869   0.008575   0.003626         68        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    176/499      4.32G   0.008865   0.008595   0.003575         70        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    176/499      4.32G   0.008865   0.008595   0.003575         70        640:  31%|###       | 52/168 [00:09<00:22,  5.11it/s]
    176/499      4.32G   0.008872   0.008576   0.003548         66        640:  31%|###       | 52/168 [00:10<00:22,  5.11it/s]
    176/499      4.32G   0.008872   0.008576   0.003548         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    176/499      4.32G   0.008888   0.008582    0.00356         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    176/499      4.32G   0.008888   0.008582    0.00356         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    176/499      4.32G    0.00888   0.008565   0.003541         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    176/499      4.32G    0.00888   0.008565   0.003541         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    176/499      4.32G   0.008933   0.008553   0.003552         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    176/499      4.32G   0.008933   0.008553   0.003552         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    176/499      4.32G   0.008943   0.008596   0.003551         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    176/499      4.32G   0.008943   0.008596   0.003551         76        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    176/499      4.32G   0.008922   0.008587   0.003541         70        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    176/499      4.32G   0.008922   0.008587   0.003541         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    176/499      4.32G   0.008903   0.008555   0.003539         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    176/499      4.32G   0.008903   0.008555   0.003539         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    176/499      4.32G   0.008887   0.008553   0.003537         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    176/499      4.32G   0.008887   0.008553   0.003537         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    176/499      4.32G   0.008901   0.008544   0.003562         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    176/499      4.32G   0.008901   0.008544   0.003562         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    176/499      4.32G   0.008886   0.008584   0.003583         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    176/499      4.32G   0.008886   0.008584   0.003583         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    176/499      4.32G   0.008872   0.008573   0.003589         73        640:  37%|###6      | 62/168 [00:12<00:20,  5.29it/s]
    176/499      4.32G   0.008872   0.008573   0.003589         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    176/499      4.32G   0.008877   0.008582   0.003574         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    176/499      4.32G   0.008877   0.008582   0.003574         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    176/499      4.32G   0.008871   0.008592   0.003606         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    176/499      4.32G   0.008871   0.008592   0.003606         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    176/499      4.32G   0.008855   0.008572   0.003591         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    176/499      4.32G   0.008855   0.008572   0.003591         63        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    176/499      4.32G   0.008842   0.008554   0.003579         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    176/499      4.32G   0.008842   0.008554   0.003579         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    176/499      4.32G   0.008827    0.00856   0.003555         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    176/499      4.32G   0.008827    0.00856   0.003555         72        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
    176/499      4.32G   0.008809   0.008554   0.003539         80        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
    176/499      4.32G   0.008809   0.008554   0.003539         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    176/499      4.32G   0.008801    0.00856   0.003523         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    176/499      4.32G   0.008801    0.00856   0.003523         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    176/499      4.32G   0.008809   0.008552   0.003523         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    176/499      4.32G   0.008809   0.008552   0.003523         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    176/499      4.32G   0.008808   0.008551   0.003506         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    176/499      4.32G   0.008808   0.008551   0.003506         69        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    176/499      4.32G   0.008842   0.008562   0.003478         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    176/499      4.32G   0.008842   0.008562   0.003478         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.15it/s]
    176/499      4.32G    0.00886   0.008584   0.003476         76        640:  43%|####3     | 73/168 [00:14<00:18,  5.15it/s]
    176/499      4.32G    0.00886   0.008584   0.003476         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    176/499      4.32G   0.008847   0.008574   0.003463         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    176/499      4.32G   0.008847   0.008574   0.003463         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    176/499      4.32G   0.008837   0.008574   0.003467         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.24it/s]
    176/499      4.32G   0.008837   0.008574   0.003467         76        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
    176/499      4.32G   0.008837   0.008573   0.003438         57        640:  45%|####5     | 76/168 [00:14<00:18,  5.10it/s]
    176/499      4.32G   0.008837   0.008573   0.003438         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    176/499      4.32G   0.008834   0.008554   0.003403         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    176/499      4.32G   0.008834   0.008554   0.003403         56        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
    176/499      4.32G   0.008827   0.008542   0.003428         58        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
    176/499      4.32G   0.008827   0.008542   0.003428         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    176/499      4.32G   0.008829   0.008562   0.003413         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    176/499      4.32G   0.008829   0.008562   0.003413         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.20it/s]
    176/499      4.32G   0.008841   0.008583   0.003409         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.20it/s]
    176/499      4.32G   0.008841   0.008583   0.003409         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    176/499      4.32G   0.008846   0.008585   0.003401         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    176/499      4.32G   0.008846   0.008585   0.003401         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    176/499      4.32G   0.008848   0.008566    0.00339         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    176/499      4.32G   0.008848   0.008566    0.00339         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
    176/499      4.32G   0.008867   0.008564   0.003384         66        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
    176/499      4.32G   0.008867   0.008564   0.003384         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    176/499      4.32G   0.008859   0.008562   0.003359         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    176/499      4.32G   0.008859   0.008562   0.003359         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    176/499      4.32G   0.008873   0.008557   0.003334         60        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    176/499      4.32G   0.008873   0.008557   0.003334         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    176/499      4.32G   0.008885   0.008565   0.003313         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    176/499      4.32G   0.008885   0.008565   0.003313         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    176/499      4.32G   0.008877   0.008568   0.003348         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    176/499      4.32G   0.008877   0.008568   0.003348         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    176/499      4.32G    0.00889   0.008548   0.003368         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    176/499      4.32G    0.00889   0.008548   0.003368         59        640:  53%|#####2    | 89/168 [00:16<00:15,  5.27it/s]
    176/499      4.32G   0.008884   0.008535   0.003355         71        640:  53%|#####2    | 89/168 [00:17<00:15,  5.27it/s]
    176/499      4.32G   0.008884   0.008535   0.003355         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    176/499      4.32G   0.008881   0.008535   0.003344         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    176/499      4.32G   0.008881   0.008535   0.003344         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    176/499      4.32G   0.008876   0.008543   0.003342         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    176/499      4.32G   0.008876   0.008543   0.003342         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    176/499      4.32G   0.008881    0.00854    0.00333         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    176/499      4.32G   0.008881    0.00854    0.00333         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    176/499      4.32G   0.008904   0.008557   0.003337         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    176/499      4.32G   0.008904   0.008557   0.003337         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.14it/s]
    176/499      4.32G   0.008888   0.008557   0.003356         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.14it/s]
    176/499      4.32G   0.008888   0.008557   0.003356         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    176/499      4.32G   0.008888   0.008535   0.003359         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    176/499      4.32G   0.008888   0.008535   0.003359         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    176/499      4.32G   0.008899   0.008549   0.003367         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.28it/s]
    176/499      4.32G   0.008899   0.008549   0.003367         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
    176/499      4.32G   0.008906   0.008542    0.00336         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
    176/499      4.32G   0.008906   0.008542    0.00336         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    176/499      4.32G   0.008898   0.008555    0.00337         83        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    176/499      4.32G   0.008898   0.008555    0.00337         83        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    176/499      4.32G   0.008899   0.008574   0.003374         76        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    176/499      4.32G   0.008899   0.008574   0.003374         76        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    176/499      4.32G   0.008893   0.008566   0.003386         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.16it/s]
    176/499      4.32G   0.008893   0.008566   0.003386         67        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    176/499      4.32G   0.008901   0.008576   0.003371         69        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    176/499      4.32G   0.008901   0.008576   0.003371         69        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    176/499      4.32G   0.008898   0.008572   0.003346         60        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    176/499      4.32G   0.008898   0.008572   0.003346         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    176/499      4.32G   0.008895   0.008578   0.003364         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    176/499      4.32G   0.008895   0.008578   0.003364         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    176/499      4.32G   0.008893   0.008575   0.003367         71        640:  62%|######1   | 104/168 [00:20<00:12,  5.25it/s]
    176/499      4.32G   0.008893   0.008575   0.003367         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    176/499      4.32G   0.008891   0.008571   0.003343         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    176/499      4.32G   0.008891   0.008571   0.003343         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    176/499      4.32G   0.008894   0.008573   0.003346         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    176/499      4.32G   0.008894   0.008573   0.003346         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    176/499      4.32G   0.008894   0.008606   0.003342         84        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    176/499      4.32G   0.008894   0.008606   0.003342         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    176/499      4.32G   0.008899   0.008602   0.003345         65        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    176/499      4.32G   0.008899   0.008602   0.003345         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    176/499      4.32G   0.008891   0.008586   0.003338         66        640:  65%|######4   | 109/168 [00:21<00:11,  5.18it/s]
    176/499      4.32G   0.008891   0.008586   0.003338         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    176/499      4.32G   0.008887   0.008602   0.003327         83        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    176/499      4.32G   0.008887   0.008602   0.003327         83        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    176/499      4.32G   0.008882   0.008584   0.003345         56        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    176/499      4.32G   0.008882   0.008584   0.003345         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    176/499      4.32G    0.00888   0.008576   0.003331         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    176/499      4.32G    0.00888   0.008576   0.003331         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    176/499      4.32G   0.008869   0.008565   0.003313         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    176/499      4.32G   0.008869   0.008565   0.003313         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    176/499      4.32G   0.008867   0.008548   0.003354         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    176/499      4.32G   0.008867   0.008548   0.003354         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.14it/s]
    176/499      4.32G   0.008863   0.008539   0.003357         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    176/499      4.32G   0.008863   0.008539   0.003357         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    176/499      4.32G   0.008859   0.008527   0.003366         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    176/499      4.32G   0.008859   0.008527   0.003366         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    176/499      4.32G    0.00886   0.008516    0.00336         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    176/499      4.32G    0.00886   0.008516    0.00336         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    176/499      4.32G    0.00884   0.008505   0.003364         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    176/499      4.32G    0.00884   0.008505   0.003364         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    176/499      4.32G   0.008835   0.008499   0.003358         82        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    176/499      4.32G   0.008835   0.008499   0.003358         82        640:  71%|#######1  | 120/168 [00:22<00:09,  5.28it/s]
    176/499      4.32G   0.008843   0.008498   0.003349         67        640:  71%|#######1  | 120/168 [00:23<00:09,  5.28it/s]
    176/499      4.32G   0.008843   0.008498   0.003349         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.10it/s]
    176/499      4.32G   0.008838   0.008504   0.003329         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.10it/s]
    176/499      4.32G   0.008838   0.008504   0.003329         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.19it/s]
    176/499      4.32G   0.008834   0.008518   0.003326         90        640:  73%|#######2  | 122/168 [00:23<00:08,  5.19it/s]
    176/499      4.32G   0.008834   0.008518   0.003326         90        640:  73%|#######3  | 123/168 [00:23<00:08,  5.22it/s]
    176/499      4.32G   0.008834   0.008518   0.003328         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.22it/s]
    176/499      4.32G   0.008834   0.008518   0.003328         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.01it/s]
    176/499      4.32G   0.008832   0.008528   0.003321         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.01it/s]
    176/499      4.32G   0.008832   0.008528   0.003321         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.12it/s]
    176/499      4.32G    0.00884   0.008536   0.003313         70        640:  74%|#######4  | 125/168 [00:24<00:08,  5.12it/s]
    176/499      4.32G    0.00884   0.008536   0.003313         70        640:  75%|#######5  | 126/168 [00:24<00:08,  5.20it/s]
    176/499      4.32G   0.008842   0.008534   0.003293         71        640:  75%|#######5  | 126/168 [00:24<00:08,  5.20it/s]
    176/499      4.32G   0.008842   0.008534   0.003293         71        640:  76%|#######5  | 127/168 [00:24<00:08,  5.07it/s]
    176/499      4.32G   0.008851   0.008531   0.003303         72        640:  76%|#######5  | 127/168 [00:24<00:08,  5.07it/s]
    176/499      4.32G   0.008851   0.008531   0.003303         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.18it/s]
    176/499      4.32G   0.008847   0.008527   0.003312         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.18it/s]
    176/499      4.32G   0.008847   0.008527   0.003312         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.23it/s]
    176/499      4.32G   0.008862   0.008518   0.003301         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.23it/s]
    176/499      4.32G   0.008862   0.008518   0.003301         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.12it/s]
    176/499      4.32G   0.008846   0.008508   0.003323         77        640:  77%|#######7  | 130/168 [00:25<00:07,  5.12it/s]
    176/499      4.32G   0.008846   0.008508   0.003323         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    176/499      4.32G   0.008846   0.008503   0.003333         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    176/499      4.32G   0.008846   0.008503   0.003333         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    176/499      4.32G   0.008844   0.008497   0.003338         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.21it/s]
    176/499      4.32G   0.008844   0.008497   0.003338         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    176/499      4.32G   0.008841   0.008496   0.003326         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    176/499      4.32G   0.008841   0.008496   0.003326         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
    176/499      4.32G   0.008837   0.008496   0.003317         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.21it/s]
    176/499      4.32G   0.008837   0.008496   0.003317         70        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    176/499      4.32G   0.008848   0.008492   0.003312         68        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
    176/499      4.32G   0.008848   0.008492   0.003312         68        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
    176/499      4.32G   0.008849   0.008491   0.003308         69        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
    176/499      4.32G   0.008849   0.008491   0.003308         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    176/499      4.32G   0.008847   0.008481   0.003293         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    176/499      4.32G   0.008847   0.008481   0.003293         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    176/499      4.32G   0.008852   0.008494   0.003291         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    176/499      4.32G   0.008852   0.008494   0.003291         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    176/499      4.32G   0.008846   0.008495   0.003293         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    176/499      4.32G   0.008846   0.008495   0.003293         78        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    176/499      4.32G   0.008843   0.008497   0.003284         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    176/499      4.32G   0.008843   0.008497   0.003284         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    176/499      4.32G   0.008845   0.008482   0.003278         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    176/499      4.32G   0.008845   0.008482   0.003278         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    176/499      4.32G   0.008844   0.008475   0.003262         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    176/499      4.32G   0.008844   0.008475   0.003262         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    176/499      4.32G   0.008843   0.008485   0.003271         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    176/499      4.32G   0.008843   0.008485   0.003271         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    176/499      4.32G   0.008857   0.008491   0.003266         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    176/499      4.32G   0.008857   0.008491   0.003266         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
    176/499      4.32G   0.008863   0.008497   0.003261         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.12it/s]
    176/499      4.32G   0.008863   0.008497   0.003261         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.16it/s]
    176/499      4.32G   0.008861   0.008489    0.00328         66        640:  87%|########6 | 146/168 [00:28<00:04,  5.16it/s]
    176/499      4.32G   0.008861   0.008489    0.00328         66        640:  88%|########7 | 147/168 [00:28<00:04,  5.22it/s]
    176/499      4.32G   0.008853   0.008475   0.003279         66        640:  88%|########7 | 147/168 [00:28<00:04,  5.22it/s]
    176/499      4.32G   0.008853   0.008475   0.003279         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    176/499      4.32G    0.00885   0.008473   0.003289         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.09it/s]
    176/499      4.32G    0.00885   0.008473   0.003289         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    176/499      4.32G   0.008847   0.008484   0.003288         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    176/499      4.32G   0.008847   0.008484   0.003288         83        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    176/499      4.32G   0.008846   0.008461   0.003279         48        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    176/499      4.32G   0.008846   0.008461   0.003279         48        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    176/499      4.32G   0.008853   0.008466    0.00327         57        640:  90%|########9 | 151/168 [00:29<00:03,  5.18it/s]
    176/499      4.32G   0.008853   0.008466    0.00327         57        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    176/499      4.32G   0.008852   0.008451   0.003269         54        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    176/499      4.32G   0.008852   0.008451   0.003269         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    176/499      4.32G   0.008847   0.008444   0.003255         52        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    176/499      4.32G   0.008847   0.008444   0.003255         52        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    176/499      4.32G   0.008859   0.008439   0.003239         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    176/499      4.32G   0.008859   0.008439   0.003239         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    176/499      4.32G    0.00886   0.008429   0.003237         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    176/499      4.32G    0.00886   0.008429   0.003237         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    176/499      4.32G   0.008879   0.008437   0.003227         68        640:  93%|#########2| 156/168 [00:30<00:02,  5.29it/s]
    176/499      4.32G   0.008879   0.008437   0.003227         68        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    176/499      4.32G   0.008882   0.008423   0.003209         57        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    176/499      4.32G   0.008882   0.008423   0.003209         57        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    176/499      4.32G   0.008883   0.008421   0.003202         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    176/499      4.32G   0.008883   0.008421   0.003202         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    176/499      4.32G   0.008875   0.008414   0.003194         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    176/499      4.32G   0.008875   0.008414   0.003194         57        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    176/499      4.32G    0.00888   0.008419   0.003191         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    176/499      4.32G    0.00888   0.008419   0.003191         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
    176/499      4.32G   0.008882   0.008415     0.0032         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
    176/499      4.32G   0.008882   0.008415     0.0032         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    176/499      4.32G   0.008882   0.008412   0.003215         66        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    176/499      4.32G   0.008882   0.008412   0.003215         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    176/499      4.32G   0.008875   0.008414   0.003221         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.13it/s]
    176/499      4.32G   0.008875   0.008414   0.003221         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    176/499      4.32G   0.008881   0.008413   0.003227         58        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    176/499      4.32G   0.008881   0.008413   0.003227         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    176/499      4.32G   0.008875   0.008408   0.003226         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    176/499      4.32G   0.008875   0.008408   0.003226         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    176/499      4.32G   0.008876   0.008413   0.003259         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    176/499      4.32G   0.008876   0.008413   0.003259         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.20it/s]
    176/499      4.32G   0.008877   0.008406   0.003248         29        640:  99%|#########9| 167/168 [00:32<00:00,  5.20it/s]
    176/499      4.32G   0.008877   0.008406   0.003248         29        640: 100%|##########| 168/168 [00:32<00:00,  5.40it/s]
    176/499      4.32G   0.008877   0.008406   0.003248         29        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.834      0.854      0.885      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    177/499      4.32G   0.008752   0.007873   0.001833         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
    177/499      4.32G   0.008752   0.007873   0.001833         64        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
    177/499      4.32G   0.009381   0.008183   0.001981         66        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
    177/499      4.32G   0.009381   0.008183   0.001981         66        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    177/499      4.32G   0.009396   0.008067   0.002172         63        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    177/499      4.32G   0.009396   0.008067   0.002172         63        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    177/499      4.32G   0.009465   0.007869    0.00169         54        640:   2%|1         | 3/168 [00:00<00:31,  5.31it/s]
    177/499      4.32G   0.009465   0.007869    0.00169         54        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    177/499      4.32G   0.009627   0.007751   0.001961         59        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    177/499      4.32G   0.009627   0.007751   0.001961         59        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    177/499      4.32G   0.009423   0.008086   0.001823         76        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    177/499      4.32G   0.009423   0.008086   0.001823         76        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    177/499      4.32G   0.009439   0.007949   0.002027         53        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    177/499      4.32G   0.009439   0.007949   0.002027         53        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    177/499      4.32G     0.0094   0.008091   0.002186         70        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    177/499      4.32G     0.0094   0.008091   0.002186         70        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
    177/499      4.32G   0.009519   0.008238   0.002419         66        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
    177/499      4.32G   0.009519   0.008238   0.002419         66        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    177/499      4.32G   0.009416    0.00839     0.0025         81        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    177/499      4.32G   0.009416    0.00839     0.0025         81        640:   6%|5         | 10/168 [00:01<00:31,  5.07it/s]
    177/499      4.32G   0.009458   0.008464   0.002393         69        640:   6%|5         | 10/168 [00:02<00:31,  5.07it/s]
    177/499      4.32G   0.009458   0.008464   0.002393         69        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    177/499      4.32G   0.009544    0.00837    0.00237         68        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    177/499      4.32G   0.009544    0.00837    0.00237         68        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    177/499      4.32G   0.009522   0.008522   0.002327         83        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    177/499      4.32G   0.009522   0.008522   0.002327         83        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    177/499      4.32G    0.00958   0.008683    0.00256         81        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    177/499      4.32G    0.00958   0.008683    0.00256         81        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    177/499      4.32G    0.00958   0.008738   0.002562         59        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    177/499      4.32G    0.00958   0.008738   0.002562         59        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
    177/499      4.32G   0.009469    0.00863   0.002561         65        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
    177/499      4.32G   0.009469    0.00863   0.002561         65        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    177/499      4.32G    0.00955   0.008591   0.002703         65        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    177/499      4.32G    0.00955   0.008591   0.002703         65        640:  10%|#         | 17/168 [00:03<00:29,  5.21it/s]
    177/499      4.32G    0.00946   0.008502   0.002731         60        640:  10%|#         | 17/168 [00:03<00:29,  5.21it/s]
    177/499      4.32G    0.00946   0.008502   0.002731         60        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
    177/499      4.32G   0.009389   0.008446   0.002839         58        640:  11%|#         | 18/168 [00:03<00:28,  5.24it/s]
    177/499      4.32G   0.009389   0.008446   0.002839         58        640:  11%|#1        | 19/168 [00:03<00:29,  5.14it/s]
    177/499      4.32G   0.009438   0.008526   0.002914         79        640:  11%|#1        | 19/168 [00:03<00:29,  5.14it/s]
    177/499      4.32G   0.009438   0.008526   0.002914         79        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
    177/499      4.32G   0.009341   0.008406   0.002974         55        640:  12%|#1        | 20/168 [00:04<00:28,  5.21it/s]
    177/499      4.32G   0.009341   0.008406   0.002974         55        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    177/499      4.32G   0.009366   0.008475   0.003086         72        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    177/499      4.32G   0.009366   0.008475   0.003086         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    177/499      4.32G   0.009393   0.008496   0.003161         72        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    177/499      4.32G   0.009393   0.008496   0.003161         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    177/499      4.32G   0.009399   0.008476   0.003166         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    177/499      4.32G   0.009399   0.008476   0.003166         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    177/499      4.32G   0.009406   0.008545    0.00322         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    177/499      4.32G   0.009406   0.008545    0.00322         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.14it/s]
    177/499      4.32G   0.009357   0.008509   0.003183         63        640:  15%|#4        | 25/168 [00:05<00:27,  5.14it/s]
    177/499      4.32G   0.009357   0.008509   0.003183         63        640:  15%|#5        | 26/168 [00:05<00:27,  5.16it/s]
    177/499      4.32G   0.009329   0.008505   0.003137         69        640:  15%|#5        | 26/168 [00:05<00:27,  5.16it/s]
    177/499      4.32G   0.009329   0.008505   0.003137         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    177/499      4.32G   0.009298   0.008529   0.003062         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    177/499      4.32G   0.009298   0.008529   0.003062         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    177/499      4.32G   0.009341   0.008546   0.003062         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    177/499      4.32G   0.009341   0.008546   0.003062         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    177/499      4.32G   0.009327    0.00856   0.002988         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    177/499      4.32G   0.009327    0.00856   0.002988         71        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    177/499      4.32G   0.009316   0.008585   0.002963         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.26it/s]
    177/499      4.32G   0.009316   0.008585   0.002963         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
    177/499      4.32G    0.00926   0.008534    0.00298         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
    177/499      4.32G    0.00926   0.008534    0.00298         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
    177/499      4.32G   0.009192   0.008548   0.002922         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.23it/s]
    177/499      4.32G   0.009192   0.008548   0.002922         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    177/499      4.32G   0.009197   0.008558   0.002936         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    177/499      4.32G   0.009197   0.008558   0.002936         74        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    177/499      4.32G   0.009179   0.008542   0.002919         67        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    177/499      4.32G   0.009179   0.008542   0.002919         67        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    177/499      4.32G   0.009186    0.00852   0.002893         61        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    177/499      4.32G   0.009186    0.00852   0.002893         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    177/499      4.32G   0.009167    0.00859   0.002848         88        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    177/499      4.32G   0.009167    0.00859   0.002848         88        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    177/499      4.32G   0.009182     0.0086   0.002794         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    177/499      4.32G   0.009182     0.0086   0.002794         76        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    177/499      4.32G   0.009189   0.008575   0.002779         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    177/499      4.32G   0.009189   0.008575   0.002779         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    177/499      4.32G     0.0092   0.008551   0.002854         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    177/499      4.32G     0.0092   0.008551   0.002854         63        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    177/499      4.32G   0.009174    0.00854   0.002834         73        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    177/499      4.32G   0.009174    0.00854   0.002834         73        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    177/499      4.32G   0.009162   0.008566   0.002791         81        640:  24%|##4       | 41/168 [00:08<00:24,  5.21it/s]
    177/499      4.32G   0.009162   0.008566   0.002791         81        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
    177/499      4.32G   0.009151   0.008607   0.002777         78        640:  25%|##5       | 42/168 [00:08<00:23,  5.28it/s]
    177/499      4.32G   0.009151   0.008607   0.002777         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    177/499      4.32G   0.009154    0.00859   0.002777         67        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    177/499      4.32G   0.009154    0.00859   0.002777         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    177/499      4.32G    0.00914   0.008569   0.002786         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    177/499      4.32G    0.00914   0.008569   0.002786         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    177/499      4.32G   0.009139   0.008547   0.002755         55        640:  27%|##6       | 45/168 [00:08<00:23,  5.29it/s]
    177/499      4.32G   0.009139   0.008547   0.002755         55        640:  27%|##7       | 46/168 [00:08<00:23,  5.12it/s]
    177/499      4.32G   0.009144   0.008588    0.00278         90        640:  27%|##7       | 46/168 [00:09<00:23,  5.12it/s]
    177/499      4.32G   0.009144   0.008588    0.00278         90        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    177/499      4.32G   0.009126   0.008562   0.002896         52        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    177/499      4.32G   0.009126   0.008562   0.002896         52        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    177/499      4.32G   0.009153   0.008577   0.002939         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    177/499      4.32G   0.009153   0.008577   0.002939         56        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    177/499      4.32G   0.009142   0.008624   0.002962         87        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    177/499      4.32G   0.009142   0.008624   0.002962         87        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    177/499      4.32G   0.009161   0.008589   0.002975         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    177/499      4.32G   0.009161   0.008589   0.002975         55        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    177/499      4.32G   0.009123   0.008535   0.003072         69        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    177/499      4.32G   0.009123   0.008535   0.003072         69        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    177/499      4.32G   0.009152   0.008526   0.003138         66        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    177/499      4.32G   0.009152   0.008526   0.003138         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    177/499      4.32G   0.009126   0.008502   0.003106         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    177/499      4.32G   0.009126   0.008502   0.003106         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    177/499      4.32G   0.009128   0.008508   0.003081         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.28it/s]
    177/499      4.32G   0.009128   0.008508   0.003081         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    177/499      4.32G   0.009127   0.008455   0.003093         50        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    177/499      4.32G   0.009127   0.008455   0.003093         50        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    177/499      4.32G   0.009118   0.008502   0.003078         80        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    177/499      4.32G   0.009118   0.008502   0.003078         80        640:  34%|###3      | 57/168 [00:10<00:20,  5.31it/s]
    177/499      4.32G   0.009119   0.008541   0.003089         76        640:  34%|###3      | 57/168 [00:11<00:20,  5.31it/s]
    177/499      4.32G   0.009119   0.008541   0.003089         76        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    177/499      4.32G   0.009127   0.008546    0.00307         71        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    177/499      4.32G   0.009127   0.008546    0.00307         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    177/499      4.32G   0.009149   0.008611   0.003051         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    177/499      4.32G   0.009149   0.008611   0.003051         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    177/499      4.32G   0.009127   0.008594    0.00304         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    177/499      4.32G   0.009127   0.008594    0.00304         77        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    177/499      4.32G    0.00912   0.008597   0.003036         87        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    177/499      4.32G    0.00912   0.008597   0.003036         87        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
    177/499      4.32G   0.009138     0.0086   0.003032         68        640:  37%|###6      | 62/168 [00:12<00:20,  5.20it/s]
    177/499      4.32G   0.009138     0.0086   0.003032         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
    177/499      4.32G    0.00914   0.008607   0.003077         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
    177/499      4.32G    0.00914   0.008607   0.003077         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    177/499      4.32G   0.009136   0.008614   0.003042         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    177/499      4.32G   0.009136   0.008614   0.003042         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    177/499      4.32G   0.009164   0.008631   0.003038         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    177/499      4.32G   0.009164   0.008631   0.003038         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    177/499      4.32G   0.009164   0.008605    0.00307         52        640:  39%|###9      | 66/168 [00:12<00:19,  5.29it/s]
    177/499      4.32G   0.009164   0.008605    0.00307         52        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    177/499      4.32G   0.009162     0.0086   0.003108         71        640:  40%|###9      | 67/168 [00:13<00:19,  5.18it/s]
    177/499      4.32G   0.009162     0.0086   0.003108         71        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    177/499      4.32G    0.00915   0.008588   0.003111         60        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    177/499      4.32G    0.00915   0.008588   0.003111         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    177/499      4.32G   0.009142   0.008577   0.003096         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    177/499      4.32G   0.009142   0.008577   0.003096         67        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    177/499      4.32G   0.009126   0.008542   0.003081         58        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    177/499      4.32G   0.009126   0.008542   0.003081         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    177/499      4.32G   0.009129   0.008533   0.003108         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    177/499      4.32G   0.009129   0.008533   0.003108         70        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    177/499      4.32G   0.009116   0.008496   0.003097         66        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    177/499      4.32G   0.009116   0.008496   0.003097         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    177/499      4.32G     0.0091   0.008489   0.003126         80        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    177/499      4.32G     0.0091   0.008489   0.003126         80        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    177/499      4.32G   0.009107   0.008504   0.003161         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    177/499      4.32G   0.009107   0.008504   0.003161         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    177/499      4.32G   0.009132   0.008532    0.00315         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    177/499      4.32G   0.009132   0.008532    0.00315         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    177/499      4.32G   0.009119   0.008564   0.003151         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    177/499      4.32G   0.009119   0.008564   0.003151         85        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    177/499      4.32G   0.009159   0.008561   0.003156         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    177/499      4.32G   0.009159   0.008561   0.003156         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    177/499      4.32G   0.009144   0.008558   0.003148         76        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    177/499      4.32G   0.009144   0.008558   0.003148         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    177/499      4.32G    0.00913   0.008551   0.003157         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    177/499      4.32G    0.00913   0.008551   0.003157         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    177/499      4.32G   0.009122   0.008552   0.003143         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    177/499      4.32G   0.009122   0.008552   0.003143         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    177/499      4.32G   0.009118   0.008543   0.003174         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    177/499      4.32G   0.009118   0.008543   0.003174         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
    177/499      4.32G   0.009102   0.008553   0.003177         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
    177/499      4.32G   0.009102   0.008553   0.003177         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.17it/s]
    177/499      4.32G   0.009096   0.008524     0.0032         67        640:  49%|####9     | 83/168 [00:16<00:16,  5.17it/s]
    177/499      4.32G   0.009096   0.008524     0.0032         67        640:  50%|#####     | 84/168 [00:16<00:16,  5.23it/s]
    177/499      4.32G    0.00908    0.00853    0.00322         75        640:  50%|#####     | 84/168 [00:16<00:16,  5.23it/s]
    177/499      4.32G    0.00908    0.00853    0.00322         75        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
    177/499      4.32G   0.009099   0.008515    0.00323         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.12it/s]
    177/499      4.32G   0.009099   0.008515    0.00323         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    177/499      4.32G   0.009098   0.008525   0.003213         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.20it/s]
    177/499      4.32G   0.009098   0.008525   0.003213         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    177/499      4.32G   0.009106    0.00853   0.003215         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.27it/s]
    177/499      4.32G   0.009106    0.00853   0.003215         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    177/499      4.32G   0.009092   0.008518   0.003212         65        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
    177/499      4.32G   0.009092   0.008518   0.003212         65        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    177/499      4.32G   0.009102    0.00852   0.003222         63        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    177/499      4.32G   0.009102    0.00852   0.003222         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    177/499      4.32G   0.009095   0.008523   0.003226         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    177/499      4.32G   0.009095   0.008523   0.003226         79        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    177/499      4.32G   0.009095   0.008561   0.003207         95        640:  54%|#####4    | 91/168 [00:17<00:15,  5.13it/s]
    177/499      4.32G   0.009095   0.008561   0.003207         95        640:  55%|#####4    | 92/168 [00:17<00:14,  5.15it/s]
    177/499      4.32G   0.009106   0.008557   0.003206         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.15it/s]
    177/499      4.32G   0.009106   0.008557   0.003206         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.24it/s]
    177/499      4.32G   0.009102   0.008554    0.00324         66        640:  55%|#####5    | 93/168 [00:18<00:14,  5.24it/s]
    177/499      4.32G   0.009102   0.008554    0.00324         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    177/499      4.32G   0.009102    0.00857   0.003228         76        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    177/499      4.32G   0.009102    0.00857   0.003228         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    177/499      4.32G   0.009103   0.008591   0.003247         77        640:  57%|#####6    | 95/168 [00:18<00:13,  5.23it/s]
    177/499      4.32G   0.009103   0.008591   0.003247         77        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    177/499      4.32G   0.009074    0.00858   0.003249         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    177/499      4.32G   0.009074    0.00858   0.003249         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    177/499      4.32G   0.009085   0.008563   0.003252         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    177/499      4.32G   0.009085   0.008563   0.003252         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    177/499      4.32G   0.009077    0.00855   0.003227         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    177/499      4.32G   0.009077    0.00855   0.003227         62        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    177/499      4.32G   0.009073   0.008543   0.003217         71        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
    177/499      4.32G   0.009073   0.008543   0.003217         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    177/499      4.32G   0.009075   0.008542     0.0032         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    177/499      4.32G   0.009075   0.008542     0.0032         79        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    177/499      4.32G   0.009083   0.008561   0.003176         72        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    177/499      4.32G   0.009083   0.008561   0.003176         72        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    177/499      4.32G   0.009072   0.008545   0.003166         58        640:  61%|######    | 102/168 [00:19<00:12,  5.30it/s]
    177/499      4.32G   0.009072   0.008545   0.003166         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    177/499      4.32G   0.009067   0.008558   0.003189         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    177/499      4.32G   0.009067   0.008558   0.003189         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    177/499      4.32G   0.009066   0.008564   0.003206         62        640:  62%|######1   | 104/168 [00:20<00:12,  5.24it/s]
    177/499      4.32G   0.009066   0.008564   0.003206         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    177/499      4.32G   0.009058   0.008567   0.003236         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    177/499      4.32G   0.009058   0.008567   0.003236         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    177/499      4.32G   0.009056   0.008564   0.003239         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    177/499      4.32G   0.009056   0.008564   0.003239         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    177/499      4.32G   0.009059   0.008548   0.003247         48        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    177/499      4.32G   0.009059   0.008548   0.003247         48        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    177/499      4.32G   0.009072    0.00858   0.003248         85        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    177/499      4.32G   0.009072    0.00858   0.003248         85        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    177/499      4.32G   0.009078   0.008576   0.003255         63        640:  65%|######4   | 109/168 [00:21<00:11,  5.21it/s]
    177/499      4.32G   0.009078   0.008576   0.003255         63        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    177/499      4.32G   0.009073   0.008573   0.003276         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    177/499      4.32G   0.009073   0.008573   0.003276         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    177/499      4.32G   0.009076   0.008567   0.003287         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    177/499      4.32G   0.009076   0.008567   0.003287         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    177/499      4.32G   0.009077   0.008567   0.003259         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    177/499      4.32G   0.009077   0.008567   0.003259         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    177/499      4.32G   0.009077   0.008563   0.003237         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    177/499      4.32G   0.009077   0.008563   0.003237         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    177/499      4.32G   0.009068   0.008554   0.003236         62        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
    177/499      4.32G   0.009068   0.008554   0.003236         62        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    177/499      4.32G   0.009062   0.008545   0.003235         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    177/499      4.32G   0.009062   0.008545   0.003235         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    177/499      4.32G   0.009064    0.00854   0.003234         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    177/499      4.32G   0.009064    0.00854   0.003234         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    177/499      4.32G   0.009053   0.008525    0.00325         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    177/499      4.32G   0.009053   0.008525    0.00325         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    177/499      4.32G   0.009057   0.008524   0.003248         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    177/499      4.32G   0.009057   0.008524   0.003248         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    177/499      4.32G   0.009054   0.008524   0.003242         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    177/499      4.32G   0.009054   0.008524   0.003242         74        640:  71%|#######1  | 120/168 [00:22<00:09,  5.15it/s]
    177/499      4.32G   0.009042   0.008511   0.003221         58        640:  71%|#######1  | 120/168 [00:23<00:09,  5.15it/s]
    177/499      4.32G   0.009042   0.008511   0.003221         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.06it/s]
    177/499      4.32G   0.009034   0.008497   0.003235         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.06it/s]
    177/499      4.32G   0.009034   0.008497   0.003235         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.18it/s]
    177/499      4.32G   0.009036     0.0085   0.003224         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.18it/s]
    177/499      4.32G   0.009036     0.0085   0.003224         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
    177/499      4.32G   0.009038   0.008511   0.003221         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
    177/499      4.32G   0.009038   0.008511   0.003221         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.13it/s]
    177/499      4.32G   0.009028     0.0085   0.003222         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.13it/s]
    177/499      4.32G   0.009028     0.0085   0.003222         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    177/499      4.32G   0.009029    0.00849   0.003236         69        640:  74%|#######4  | 125/168 [00:24<00:08,  5.19it/s]
    177/499      4.32G   0.009029    0.00849   0.003236         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    177/499      4.32G   0.009027   0.008507   0.003237         81        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    177/499      4.32G   0.009027   0.008507   0.003237         81        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    177/499      4.32G   0.009018   0.008505   0.003235         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    177/499      4.32G   0.009018   0.008505   0.003235         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    177/499      4.32G   0.009016   0.008492   0.003232         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    177/499      4.32G   0.009016   0.008492   0.003232         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    177/499      4.32G   0.009009    0.00849    0.00324         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    177/499      4.32G   0.009009    0.00849    0.00324         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.12it/s]
    177/499      4.32G   0.009011   0.008497    0.00327         76        640:  77%|#######7  | 130/168 [00:25<00:07,  5.12it/s]
    177/499      4.32G   0.009011   0.008497    0.00327         76        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    177/499      4.32G   0.009011   0.008482   0.003264         58        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    177/499      4.32G   0.009011   0.008482   0.003264         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    177/499      4.32G   0.009015   0.008467   0.003268         62        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    177/499      4.32G   0.009015   0.008467   0.003268         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.06it/s]
    177/499      4.32G   0.009008    0.00846   0.003271         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.06it/s]
    177/499      4.32G   0.009008    0.00846   0.003271         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
    177/499      4.32G   0.009009   0.008461   0.003279         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
    177/499      4.32G   0.009009   0.008461   0.003279         62        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
    177/499      4.32G   0.009008    0.00846   0.003294         77        640:  80%|########  | 135/168 [00:26<00:06,  5.25it/s]
    177/499      4.32G   0.009008    0.00846   0.003294         77        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
    177/499      4.32G    0.00901   0.008468   0.003288         68        640:  81%|########  | 136/168 [00:26<00:06,  5.13it/s]
    177/499      4.32G    0.00901   0.008468   0.003288         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    177/499      4.32G   0.009009   0.008457   0.003266         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    177/499      4.32G   0.009009   0.008457   0.003266         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    177/499      4.32G   0.009015   0.008478   0.003273         84        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    177/499      4.32G   0.009015   0.008478   0.003273         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    177/499      4.32G   0.009018   0.008488   0.003285         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    177/499      4.32G   0.009018   0.008488   0.003285         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    177/499      4.32G   0.009017   0.008486   0.003302         82        640:  83%|########3 | 140/168 [00:27<00:05,  5.21it/s]
    177/499      4.32G   0.009017   0.008486   0.003302         82        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
    177/499      4.32G   0.009015   0.008479   0.003313         69        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
    177/499      4.32G   0.009015   0.008479   0.003313         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    177/499      4.32G   0.009017    0.00849   0.003311         84        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    177/499      4.32G   0.009017    0.00849   0.003311         84        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    177/499      4.32G   0.009015   0.008486   0.003294         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    177/499      4.32G   0.009015   0.008486   0.003294         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    177/499      4.32G   0.009018   0.008484   0.003303         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    177/499      4.32G   0.009018   0.008484   0.003303         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    177/499      4.32G   0.009034   0.008486   0.003322         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    177/499      4.32G   0.009034   0.008486   0.003322         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    177/499      4.32G   0.009028   0.008475   0.003351         63        640:  87%|########6 | 146/168 [00:28<00:04,  5.24it/s]
    177/499      4.32G   0.009028   0.008475   0.003351         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    177/499      4.32G   0.009029   0.008462   0.003364         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    177/499      4.32G   0.009029   0.008462   0.003364         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    177/499      4.32G   0.009036   0.008465    0.00336         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    177/499      4.32G   0.009036   0.008465    0.00336         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    177/499      4.32G   0.009046   0.008467   0.003355         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    177/499      4.32G   0.009046   0.008467   0.003355         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    177/499      4.32G   0.009047   0.008458   0.003342         49        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    177/499      4.32G   0.009047   0.008458   0.003342         49        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    177/499      4.32G   0.009055   0.008464   0.003327         77        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
    177/499      4.32G   0.009055   0.008464   0.003327         77        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    177/499      4.32G   0.009064    0.00847   0.003321         74        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    177/499      4.32G   0.009064    0.00847   0.003321         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
    177/499      4.32G   0.009069   0.008483   0.003308         78        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
    177/499      4.32G   0.009069   0.008483   0.003308         78        640:  92%|#########1| 154/168 [00:29<00:02,  5.10it/s]
    177/499      4.32G   0.009069   0.008476   0.003338         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.10it/s]
    177/499      4.32G   0.009069   0.008476   0.003338         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    177/499      4.32G   0.009071    0.00848   0.003358         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    177/499      4.32G   0.009071    0.00848   0.003358         71        640:  93%|#########2| 156/168 [00:29<00:02,  5.24it/s]
    177/499      4.32G   0.009073   0.008485   0.003365         65        640:  93%|#########2| 156/168 [00:30<00:02,  5.24it/s]
    177/499      4.32G   0.009073   0.008485   0.003365         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.11it/s]
    177/499      4.32G   0.009075   0.008477   0.003389         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.11it/s]
    177/499      4.32G   0.009075   0.008477   0.003389         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    177/499      4.32G   0.009076    0.00847   0.003379         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.19it/s]
    177/499      4.32G   0.009076    0.00847   0.003379         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    177/499      4.32G   0.009076   0.008472   0.003362         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    177/499      4.32G   0.009076   0.008472   0.003362         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    177/499      4.32G   0.009082   0.008488   0.003363         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    177/499      4.32G   0.009082   0.008488   0.003363         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
    177/499      4.32G   0.009078   0.008493   0.003359         77        640:  96%|#########5| 161/168 [00:31<00:01,  5.22it/s]
    177/499      4.32G   0.009078   0.008493   0.003359         77        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    177/499      4.32G   0.009071    0.00849   0.003352         75        640:  96%|#########6| 162/168 [00:31<00:01,  5.31it/s]
    177/499      4.32G   0.009071    0.00849   0.003352         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    177/499      4.32G   0.009075   0.008496   0.003358         81        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    177/499      4.32G   0.009075   0.008496   0.003358         81        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
    177/499      4.32G   0.009078   0.008504   0.003344         76        640:  98%|#########7| 164/168 [00:31<00:00,  5.23it/s]
    177/499      4.32G   0.009078   0.008504   0.003344         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    177/499      4.32G   0.009089   0.008505   0.003341         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    177/499      4.32G   0.009089   0.008505   0.003341         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    177/499      4.32G    0.00909   0.008501   0.003342         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    177/499      4.32G    0.00909   0.008501   0.003342         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    177/499      4.32G    0.00909   0.008502   0.003339         37        640:  99%|#########9| 167/168 [00:32<00:00,  5.26it/s]
    177/499      4.32G    0.00909   0.008502   0.003339         37        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
    177/499      4.32G    0.00909   0.008502   0.003339         37        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.43it/s]
                   all        132        263      0.839      0.855      0.885      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    178/499      4.32G   0.008444   0.006564     0.0026         57        640:   0%|          | 0/168 [00:00<?, ?it/s]
    178/499      4.32G   0.008444   0.006564     0.0026         57        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    178/499      4.32G   0.008277   0.007072   0.003846         66        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    178/499      4.32G   0.008277   0.007072   0.003846         66        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    178/499      4.32G   0.008213   0.007947   0.003743         79        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    178/499      4.32G   0.008213   0.007947   0.003743         79        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    178/499      4.32G   0.008879   0.008326   0.003284         71        640:   2%|1         | 3/168 [00:00<00:30,  5.34it/s]
    178/499      4.32G   0.008879   0.008326   0.003284         71        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    178/499      4.32G   0.008738    0.00827   0.003255         59        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    178/499      4.32G   0.008738    0.00827   0.003255         59        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
    178/499      4.32G   0.008698   0.008591   0.002851         89        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
    178/499      4.32G   0.008698   0.008591   0.002851         89        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    178/499      4.32G   0.008556   0.008501   0.003071         64        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    178/499      4.32G   0.008556   0.008501   0.003071         64        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    178/499      4.32G   0.008756   0.008539   0.003038         61        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    178/499      4.32G   0.008756   0.008539   0.003038         61        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    178/499      4.32G   0.008765   0.008516    0.00289         82        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    178/499      4.32G   0.008765   0.008516    0.00289         82        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    178/499      4.32G    0.00878   0.008478   0.002804         56        640:   5%|5         | 9/168 [00:01<00:30,  5.27it/s]
    178/499      4.32G    0.00878   0.008478   0.002804         56        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    178/499      4.32G   0.008798   0.008524   0.003083         74        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    178/499      4.32G   0.008798   0.008524   0.003083         74        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    178/499      4.32G    0.00879   0.008471   0.003036         57        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    178/499      4.32G    0.00879   0.008471   0.003036         57        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    178/499      4.32G   0.008757   0.008427   0.003145         65        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    178/499      4.32G   0.008757   0.008427   0.003145         65        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    178/499      4.32G   0.008722    0.00841    0.00324         75        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    178/499      4.32G   0.008722    0.00841    0.00324         75        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    178/499      4.32G   0.008658   0.008394    0.00328         67        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    178/499      4.32G   0.008658   0.008394    0.00328         67        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    178/499      4.32G   0.008823   0.008417   0.003542         71        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    178/499      4.32G   0.008823   0.008417   0.003542         71        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    178/499      4.32G   0.008885   0.008428   0.003393         63        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    178/499      4.32G   0.008885   0.008428   0.003393         63        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    178/499      4.32G   0.008893    0.00842   0.003478         74        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    178/499      4.32G   0.008893    0.00842   0.003478         74        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    178/499      4.32G   0.008919   0.008376   0.003532         65        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    178/499      4.32G   0.008919   0.008376   0.003532         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    178/499      4.32G   0.008866   0.008364   0.003573         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    178/499      4.32G   0.008866   0.008364   0.003573         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    178/499      4.32G   0.008912   0.008419   0.003565         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    178/499      4.32G   0.008912   0.008419   0.003565         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    178/499      4.32G   0.008966   0.008501   0.003692         82        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    178/499      4.32G   0.008966   0.008501   0.003692         82        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    178/499      4.32G   0.008938   0.008423   0.003607         70        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    178/499      4.32G   0.008938   0.008423   0.003607         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    178/499      4.32G   0.008887    0.00845   0.003471         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    178/499      4.32G   0.008887    0.00845   0.003471         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    178/499      4.32G   0.008891   0.008404   0.003475         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    178/499      4.32G   0.008891   0.008404   0.003475         59        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    178/499      4.32G   0.008866   0.008371   0.003541         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    178/499      4.32G   0.008866   0.008371   0.003541         69        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    178/499      4.32G   0.008864    0.00841   0.003438         83        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    178/499      4.32G   0.008864    0.00841   0.003438         83        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    178/499      4.32G   0.008851   0.008379   0.003327         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    178/499      4.32G   0.008851   0.008379   0.003327         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    178/499      4.32G   0.008836   0.008323   0.003297         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    178/499      4.32G   0.008836   0.008323   0.003297         62        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    178/499      4.32G   0.008839    0.00832   0.003193         55        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    178/499      4.32G   0.008839    0.00832   0.003193         55        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    178/499      4.32G   0.008825   0.008277   0.003257         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    178/499      4.32G   0.008825   0.008277   0.003257         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
    178/499      4.32G   0.008799   0.008352   0.003241         93        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
    178/499      4.32G   0.008799   0.008352   0.003241         93        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    178/499      4.32G   0.008836   0.008371   0.003243         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    178/499      4.32G   0.008836   0.008371   0.003243         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    178/499      4.32G   0.008796   0.008404   0.003285         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    178/499      4.32G   0.008796   0.008404   0.003285         76        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    178/499      4.32G   0.008824   0.008437   0.003315         70        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    178/499      4.32G   0.008824   0.008437   0.003315         70        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    178/499      4.32G   0.008832   0.008469   0.003312         72        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    178/499      4.32G   0.008832   0.008469   0.003312         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    178/499      4.32G   0.008787   0.008462    0.00331         57        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    178/499      4.32G   0.008787   0.008462    0.00331         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    178/499      4.32G   0.008805   0.008451   0.003341         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    178/499      4.32G   0.008805   0.008451   0.003341         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    178/499      4.32G   0.008771   0.008458    0.00343         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    178/499      4.32G   0.008771   0.008458    0.00343         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    178/499      4.32G   0.008744   0.008423   0.003478         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    178/499      4.32G   0.008744   0.008423   0.003478         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    178/499      4.32G   0.008722   0.008371   0.003425         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    178/499      4.32G   0.008722   0.008371   0.003425         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    178/499      4.32G   0.008739   0.008359   0.003438         68        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    178/499      4.32G   0.008739   0.008359   0.003438         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    178/499      4.32G   0.008721    0.00838   0.003447         76        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    178/499      4.32G   0.008721    0.00838   0.003447         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    178/499      4.32G   0.008712   0.008374   0.003502         80        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    178/499      4.32G   0.008712   0.008374   0.003502         80        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    178/499      4.32G   0.008756   0.008377   0.003478         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    178/499      4.32G   0.008756   0.008377   0.003478         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    178/499      4.32G    0.00873   0.008327    0.00344         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    178/499      4.32G    0.00873   0.008327    0.00344         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    178/499      4.32G   0.008702   0.008268   0.003497         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    178/499      4.32G   0.008702   0.008268   0.003497         58        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    178/499      4.32G   0.008702   0.008278   0.003477         76        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    178/499      4.32G   0.008702   0.008278   0.003477         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    178/499      4.32G   0.008726   0.008322   0.003472         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    178/499      4.32G   0.008726   0.008322   0.003472         66        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    178/499      4.32G   0.008698   0.008328   0.003427         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    178/499      4.32G   0.008698   0.008328   0.003427         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    178/499      4.32G   0.008699   0.008346   0.003458         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    178/499      4.32G   0.008699   0.008346   0.003458         79        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    178/499      4.32G   0.008697   0.008365    0.00344         81        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    178/499      4.32G   0.008697   0.008365    0.00344         81        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    178/499      4.32G   0.008712   0.008389    0.00346         88        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    178/499      4.32G   0.008712   0.008389    0.00346         88        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    178/499      4.32G    0.00869   0.008361   0.003437         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    178/499      4.32G    0.00869   0.008361   0.003437         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    178/499      4.32G   0.008722   0.008356   0.003442         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    178/499      4.32G   0.008722   0.008356   0.003442         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    178/499      4.32G   0.008703   0.008339   0.003419         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    178/499      4.32G   0.008703   0.008339   0.003419         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    178/499      4.32G   0.008694   0.008331   0.003416         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    178/499      4.32G   0.008694   0.008331   0.003416         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    178/499      4.32G   0.008719    0.00831    0.00338         62        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    178/499      4.32G   0.008719    0.00831    0.00338         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    178/499      4.32G   0.008752    0.00833   0.003424         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    178/499      4.32G   0.008752    0.00833   0.003424         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    178/499      4.32G   0.008762   0.008325   0.003422         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    178/499      4.32G   0.008762   0.008325   0.003422         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    178/499      4.32G   0.008759   0.008322   0.003463         79        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    178/499      4.32G   0.008759   0.008322   0.003463         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    178/499      4.32G   0.008785   0.008356    0.00344         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    178/499      4.32G   0.008785   0.008356    0.00344         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    178/499      4.32G   0.008822   0.008361   0.003405         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    178/499      4.32G   0.008822   0.008361   0.003405         58        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
    178/499      4.32G    0.00883   0.008367   0.003426         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
    178/499      4.32G    0.00883   0.008367   0.003426         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
    178/499      4.32G   0.008834   0.008381   0.003397         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
    178/499      4.32G   0.008834   0.008381   0.003397         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    178/499      4.32G   0.008821   0.008366   0.003452         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.29it/s]
    178/499      4.32G   0.008821   0.008366   0.003452         79        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    178/499      4.32G   0.008817   0.008382   0.003418         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    178/499      4.32G   0.008817   0.008382   0.003418         77        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    178/499      4.32G   0.008803   0.008377    0.00338         55        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    178/499      4.32G   0.008803   0.008377    0.00338         55        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    178/499      4.32G    0.00879   0.008364   0.003352         70        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    178/499      4.32G    0.00879   0.008364   0.003352         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    178/499      4.32G   0.008786   0.008361   0.003337         57        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    178/499      4.32G   0.008786   0.008361   0.003337         57        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    178/499      4.32G   0.008795   0.008343   0.003304         48        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    178/499      4.32G   0.008795   0.008343   0.003304         48        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    178/499      4.32G   0.008818   0.008344     0.0033         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    178/499      4.32G   0.008818   0.008344     0.0033         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    178/499      4.32G   0.008822   0.008346   0.003303         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    178/499      4.32G   0.008822   0.008346   0.003303         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    178/499      4.32G   0.008848   0.008356    0.00329         61        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    178/499      4.32G   0.008848   0.008356    0.00329         61        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    178/499      4.32G   0.008865   0.008389   0.003274         83        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    178/499      4.32G   0.008865   0.008389   0.003274         83        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    178/499      4.32G    0.00886   0.008385   0.003293         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    178/499      4.32G    0.00886   0.008385   0.003293         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    178/499      4.32G   0.008896   0.008391   0.003343         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    178/499      4.32G   0.008896   0.008391   0.003343         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    178/499      4.32G   0.008886   0.008362   0.003335         56        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    178/499      4.32G   0.008886   0.008362   0.003335         56        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    178/499      4.32G   0.008866   0.008344   0.003317         59        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    178/499      4.32G   0.008866   0.008344   0.003317         59        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    178/499      4.32G   0.008867   0.008339   0.003294         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    178/499      4.32G   0.008867   0.008339   0.003294         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    178/499      4.32G   0.008892   0.008406   0.003305         82        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    178/499      4.32G   0.008892   0.008406   0.003305         82        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    178/499      4.32G   0.008914   0.008422   0.003298         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    178/499      4.32G   0.008914   0.008422   0.003298         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    178/499      4.32G   0.008917   0.008399   0.003291         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    178/499      4.32G   0.008917   0.008399   0.003291         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    178/499      4.32G   0.008919   0.008401   0.003305         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    178/499      4.32G   0.008919   0.008401   0.003305         76        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    178/499      4.32G   0.008911   0.008389   0.003288         54        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    178/499      4.32G   0.008911   0.008389   0.003288         54        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    178/499      4.32G   0.008904   0.008393   0.003306         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    178/499      4.32G   0.008904   0.008393   0.003306         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    178/499      4.32G   0.008916   0.008428    0.00329         91        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    178/499      4.32G   0.008916   0.008428    0.00329         91        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    178/499      4.32G   0.008914   0.008422   0.003284         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    178/499      4.32G   0.008914   0.008422   0.003284         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    178/499      4.32G   0.008911   0.008435   0.003302         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    178/499      4.32G   0.008911   0.008435   0.003302         75        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    178/499      4.32G   0.008906   0.008403   0.003305         58        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    178/499      4.32G   0.008906   0.008403   0.003305         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    178/499      4.32G   0.008904   0.008407   0.003299         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    178/499      4.32G   0.008904   0.008407   0.003299         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    178/499      4.32G   0.008906   0.008403   0.003298         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.15it/s]
    178/499      4.32G   0.008906   0.008403   0.003298         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    178/499      4.32G   0.008901   0.008397     0.0033         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.25it/s]
    178/499      4.32G   0.008901   0.008397     0.0033         73        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    178/499      4.32G   0.008925    0.00843   0.003274         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    178/499      4.32G   0.008925    0.00843   0.003274         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    178/499      4.32G   0.008936   0.008408   0.003316         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    178/499      4.32G   0.008936   0.008408   0.003316         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    178/499      4.32G   0.008938   0.008397   0.003318         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    178/499      4.32G   0.008938   0.008397   0.003318         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    178/499      4.32G   0.008935   0.008412   0.003327         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    178/499      4.32G   0.008935   0.008412   0.003327         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    178/499      4.32G    0.00894   0.008443   0.003333         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    178/499      4.32G    0.00894   0.008443   0.003333         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    178/499      4.32G   0.008945   0.008451    0.00333         93        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    178/499      4.32G   0.008945   0.008451    0.00333         93        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    178/499      4.32G   0.008947   0.008457   0.003323         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    178/499      4.32G   0.008947   0.008457   0.003323         69        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
    178/499      4.32G   0.008947   0.008486   0.003313         90        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    178/499      4.32G   0.008947   0.008486   0.003313         90        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    178/499      4.32G   0.008944   0.008489   0.003379         75        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    178/499      4.32G   0.008944   0.008489   0.003379         75        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    178/499      4.32G    0.00895   0.008486   0.003377         72        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    178/499      4.32G    0.00895   0.008486   0.003377         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.08it/s]
    178/499      4.32G   0.008946   0.008488   0.003356         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.08it/s]
    178/499      4.32G   0.008946   0.008488   0.003356         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.18it/s]
    178/499      4.32G   0.008943   0.008499   0.003368         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.18it/s]
    178/499      4.32G   0.008943   0.008499   0.003368         70        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
    178/499      4.32G   0.008949   0.008498   0.003357         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    178/499      4.32G   0.008949   0.008498   0.003357         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    178/499      4.32G   0.008954   0.008509   0.003342         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    178/499      4.32G   0.008954   0.008509   0.003342         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    178/499      4.32G   0.008934   0.008492   0.003368         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    178/499      4.32G   0.008934   0.008492   0.003368         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    178/499      4.32G   0.008937   0.008484   0.003364         52        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    178/499      4.32G   0.008937   0.008484   0.003364         52        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    178/499      4.32G   0.008945   0.008491   0.003379         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    178/499      4.32G   0.008945   0.008491   0.003379         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.32it/s]
    178/499      4.32G   0.008933   0.008476   0.003389         54        640:  65%|######5   | 110/168 [00:21<00:10,  5.32it/s]
    178/499      4.32G   0.008933   0.008476   0.003389         54        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    178/499      4.32G   0.008935   0.008479   0.003395         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    178/499      4.32G   0.008935   0.008479   0.003395         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    178/499      4.32G   0.008929    0.00847   0.003374         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    178/499      4.32G   0.008929    0.00847   0.003374         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    178/499      4.32G   0.008935   0.008476   0.003363         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    178/499      4.32G   0.008935   0.008476   0.003363         63        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    178/499      4.32G   0.008934   0.008475   0.003356         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    178/499      4.32G   0.008934   0.008475   0.003356         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    178/499      4.32G   0.008928   0.008468    0.00334         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
    178/499      4.32G   0.008928   0.008468    0.00334         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    178/499      4.32G   0.008938   0.008487   0.003324         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    178/499      4.32G   0.008938   0.008487   0.003324         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    178/499      4.32G   0.008944   0.008494   0.003327         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    178/499      4.32G   0.008944   0.008494   0.003327         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    178/499      4.32G   0.008936   0.008486   0.003347         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    178/499      4.32G   0.008936   0.008486   0.003347         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    178/499      4.32G   0.008941   0.008481   0.003328         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    178/499      4.32G   0.008941   0.008481   0.003328         66        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    178/499      4.32G   0.008952   0.008485   0.003334         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    178/499      4.32G   0.008952   0.008485   0.003334         70        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    178/499      4.32G   0.008955   0.008501   0.003311         75        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    178/499      4.32G   0.008955   0.008501   0.003311         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    178/499      4.32G   0.008952   0.008519   0.003318         82        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    178/499      4.32G   0.008952   0.008519   0.003318         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
    178/499      4.32G   0.008964   0.008532   0.003325         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.29it/s]
    178/499      4.32G   0.008964   0.008532   0.003325         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    178/499      4.32G   0.008977   0.008541   0.003357         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    178/499      4.32G   0.008977   0.008541   0.003357         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
    178/499      4.32G    0.00897   0.008545   0.003367         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.29it/s]
    178/499      4.32G    0.00897   0.008545   0.003367         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    178/499      4.32G   0.008976   0.008542    0.00337         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    178/499      4.32G   0.008976   0.008542    0.00337         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    178/499      4.32G   0.008981   0.008543   0.003375         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    178/499      4.32G   0.008981   0.008543   0.003375         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    178/499      4.32G   0.008981    0.00854   0.003376         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    178/499      4.32G   0.008981    0.00854   0.003376         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    178/499      4.32G   0.008993   0.008535   0.003369         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    178/499      4.32G   0.008993   0.008535   0.003369         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    178/499      4.32G   0.008994   0.008521    0.00339         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    178/499      4.32G   0.008994   0.008521    0.00339         56        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    178/499      4.32G   0.009002   0.008513    0.00339         66        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    178/499      4.32G   0.009002   0.008513    0.00339         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    178/499      4.32G   0.009016   0.008509   0.003392         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    178/499      4.32G   0.009016   0.008509   0.003392         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    178/499      4.32G   0.009017   0.008487   0.003376         52        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    178/499      4.32G   0.009017   0.008487   0.003376         52        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    178/499      4.32G   0.009016   0.008508    0.00337         90        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    178/499      4.32G   0.009016   0.008508    0.00337         90        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    178/499      4.32G   0.009009   0.008519   0.003379         79        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    178/499      4.32G   0.009009   0.008519   0.003379         79        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    178/499      4.32G   0.009009   0.008522   0.003369         65        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    178/499      4.32G   0.009009   0.008522   0.003369         65        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    178/499      4.32G   0.009008    0.00851   0.003362         48        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    178/499      4.32G   0.009008    0.00851   0.003362         48        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    178/499      4.32G   0.009009   0.008518   0.003347         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    178/499      4.32G   0.009009   0.008518   0.003347         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
    178/499      4.32G    0.00902   0.008512    0.00333         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.11it/s]
    178/499      4.32G    0.00902   0.008512    0.00333         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    178/499      4.32G   0.009008   0.008508   0.003346         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    178/499      4.32G   0.009008   0.008508   0.003346         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.29it/s]
    178/499      4.32G   0.009012   0.008519   0.003365         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.29it/s]
    178/499      4.32G   0.009012   0.008519   0.003365         75        640:  85%|########4 | 142/168 [00:26<00:05,  5.14it/s]
    178/499      4.32G   0.009006   0.008514   0.003368         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    178/499      4.32G   0.009006   0.008514   0.003368         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    178/499      4.32G   0.009009   0.008504   0.003389         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    178/499      4.32G   0.009009   0.008504   0.003389         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    178/499      4.32G   0.009004   0.008502   0.003377         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.28it/s]
    178/499      4.32G   0.009004   0.008502   0.003377         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.09it/s]
    178/499      4.32G   0.008993     0.0085    0.00337         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.09it/s]
    178/499      4.32G   0.008993     0.0085    0.00337         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
    178/499      4.32G   0.008989   0.008504   0.003369         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.22it/s]
    178/499      4.32G   0.008989   0.008504   0.003369         81        640:  88%|########7 | 147/168 [00:27<00:03,  5.29it/s]
    178/499      4.32G   0.008995   0.008504   0.003354         50        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    178/499      4.32G   0.008995   0.008504   0.003354         50        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    178/499      4.32G   0.008991   0.008503   0.003351         60        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    178/499      4.32G   0.008991   0.008503   0.003351         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    178/499      4.32G   0.008996   0.008498   0.003355         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    178/499      4.32G   0.008996   0.008498   0.003355         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    178/499      4.32G   0.008998   0.008506   0.003364         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    178/499      4.32G   0.008998   0.008506   0.003364         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    178/499      4.32G   0.009008   0.008506   0.003375         75        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    178/499      4.32G   0.009008   0.008506   0.003375         75        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
    178/499      4.32G   0.009013   0.008507   0.003363         71        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    178/499      4.32G   0.009013   0.008507   0.003363         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    178/499      4.32G   0.009013   0.008506   0.003367         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    178/499      4.32G   0.009013   0.008506   0.003367         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    178/499      4.32G   0.009003   0.008497   0.003359         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    178/499      4.32G   0.009003   0.008497   0.003359         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    178/499      4.32G   0.009019   0.008485   0.003365         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    178/499      4.32G   0.009019   0.008485   0.003365         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    178/499      4.32G   0.009022   0.008479   0.003369         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    178/499      4.32G   0.009022   0.008479   0.003369         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    178/499      4.32G   0.009029   0.008487   0.003401         72        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
    178/499      4.32G   0.009029   0.008487   0.003401         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    178/499      4.32G   0.009037   0.008495    0.00341         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    178/499      4.32G   0.009037   0.008495    0.00341         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    178/499      4.32G   0.009029   0.008488   0.003416         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    178/499      4.32G   0.009029   0.008488   0.003416         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    178/499      4.32G   0.009023   0.008486   0.003419         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    178/499      4.32G   0.009023   0.008486   0.003419         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    178/499      4.32G   0.009022   0.008491   0.003411         75        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    178/499      4.32G   0.009022   0.008491   0.003411         75        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    178/499      4.32G   0.009012   0.008477   0.003416         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    178/499      4.32G   0.009012   0.008477   0.003416         67        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    178/499      4.32G   0.009015   0.008469   0.003412         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    178/499      4.32G   0.009015   0.008469   0.003412         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    178/499      4.32G   0.009014    0.00847   0.003411         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    178/499      4.32G   0.009014    0.00847   0.003411         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    178/499      4.32G   0.009018   0.008479   0.003406         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    178/499      4.32G   0.009018   0.008479   0.003406         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    178/499      4.32G   0.009017   0.008473   0.003409         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    178/499      4.32G   0.009017   0.008473   0.003409         60        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    178/499      4.32G   0.009013   0.008483   0.003397         44        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    178/499      4.32G   0.009013   0.008483   0.003397         44        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    178/499      4.32G   0.009013   0.008483   0.003397         44        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.827      0.893      0.889      0.771

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    179/499      4.32G   0.008659   0.007377   0.003526         60        640:   0%|          | 0/168 [00:00<?, ?it/s]
    179/499      4.32G   0.008659   0.007377   0.003526         60        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    179/499      4.32G   0.009203   0.007967    0.00265         63        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    179/499      4.32G   0.009203   0.007967    0.00265         63        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    179/499      4.32G    0.00931   0.008092   0.003032         61        640:   1%|1         | 2/168 [00:00<00:31,  5.31it/s]
    179/499      4.32G    0.00931   0.008092   0.003032         61        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    179/499      4.32G    0.00959   0.008085   0.002999         72        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    179/499      4.32G    0.00959   0.008085   0.002999         72        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    179/499      4.32G   0.009286   0.007874   0.002844         69        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    179/499      4.32G   0.009286   0.007874   0.002844         69        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    179/499      4.32G   0.009252   0.007902   0.002826         59        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    179/499      4.32G   0.009252   0.007902   0.002826         59        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    179/499      4.32G   0.009297   0.008237   0.002913         74        640:   4%|3         | 6/168 [00:01<00:30,  5.30it/s]
    179/499      4.32G   0.009297   0.008237   0.002913         74        640:   4%|4         | 7/168 [00:01<00:31,  5.06it/s]
    179/499      4.32G    0.00906   0.008298   0.002977         68        640:   4%|4         | 7/168 [00:01<00:31,  5.06it/s]
    179/499      4.32G    0.00906   0.008298   0.002977         68        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
    179/499      4.32G   0.009133   0.008495   0.002997         63        640:   5%|4         | 8/168 [00:01<00:30,  5.18it/s]
    179/499      4.32G   0.009133   0.008495   0.002997         63        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
    179/499      4.32G    0.00913   0.008351   0.002819         42        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
    179/499      4.32G    0.00913   0.008351   0.002819         42        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    179/499      4.32G   0.009015   0.008205   0.002874         54        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    179/499      4.32G   0.009015   0.008205   0.002874         54        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    179/499      4.32G   0.008882   0.008239   0.002938         70        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    179/499      4.32G   0.008882   0.008239   0.002938         70        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
    179/499      4.32G   0.008832   0.008386   0.002841         79        640:   7%|7         | 12/168 [00:02<00:29,  5.22it/s]
    179/499      4.32G   0.008832   0.008386   0.002841         79        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    179/499      4.32G   0.008966   0.008492   0.002818         79        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    179/499      4.32G   0.008966   0.008492   0.002818         79        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    179/499      4.32G   0.008978   0.008317   0.002962         57        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    179/499      4.32G   0.008978   0.008317   0.002962         57        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    179/499      4.32G   0.008915   0.008188   0.003019         65        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    179/499      4.32G   0.008915   0.008188   0.003019         65        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    179/499      4.32G   0.008969   0.008228   0.002896         62        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    179/499      4.32G   0.008969   0.008228   0.002896         62        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    179/499      4.32G   0.009016   0.008255   0.002794         76        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    179/499      4.32G   0.009016   0.008255   0.002794         76        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    179/499      4.32G   0.008972   0.008287   0.002874         77        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    179/499      4.32G   0.008972   0.008287   0.002874         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    179/499      4.32G   0.008948   0.008308   0.002911         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    179/499      4.32G   0.008948   0.008308   0.002911         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    179/499      4.32G   0.008973   0.008234   0.002911         55        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    179/499      4.32G   0.008973   0.008234   0.002911         55        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    179/499      4.32G   0.008996   0.008382    0.00291         83        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    179/499      4.32G   0.008996   0.008382    0.00291         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    179/499      4.32G   0.008987   0.008501   0.002921         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    179/499      4.32G   0.008987   0.008501   0.002921         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    179/499      4.32G   0.009029   0.008512   0.002982         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    179/499      4.32G   0.009029   0.008512   0.002982         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    179/499      4.32G   0.008993   0.008395   0.003104         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    179/499      4.32G   0.008993   0.008395   0.003104         61        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    179/499      4.32G   0.008992   0.008445    0.00308         85        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    179/499      4.32G   0.008992   0.008445    0.00308         85        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    179/499      4.32G   0.008927   0.008493   0.003158         74        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    179/499      4.32G   0.008927   0.008493   0.003158         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    179/499      4.32G   0.008939   0.008529   0.003132         88        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    179/499      4.32G   0.008939   0.008529   0.003132         88        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    179/499      4.32G   0.008967   0.008497   0.003238         57        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    179/499      4.32G   0.008967   0.008497   0.003238         57        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    179/499      4.32G   0.008923   0.008505   0.003224         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    179/499      4.32G   0.008923   0.008505   0.003224         75        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    179/499      4.32G   0.008944   0.008539   0.003181         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.33it/s]
    179/499      4.32G   0.008944   0.008539   0.003181         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    179/499      4.32G   0.009006   0.008611   0.003198         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    179/499      4.32G   0.009006   0.008611   0.003198         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    179/499      4.32G   0.008969   0.008605   0.003245         82        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    179/499      4.32G   0.008969   0.008605   0.003245         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    179/499      4.32G   0.008933   0.008559   0.003215         55        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    179/499      4.32G   0.008933   0.008559   0.003215         55        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    179/499      4.32G   0.008958   0.008526   0.003224         62        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    179/499      4.32G   0.008958   0.008526   0.003224         62        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    179/499      4.32G   0.008944   0.008509   0.003241         60        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    179/499      4.32G   0.008944   0.008509   0.003241         60        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    179/499      4.32G   0.008906   0.008528   0.003244         68        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    179/499      4.32G   0.008906   0.008528   0.003244         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    179/499      4.32G   0.008912   0.008521   0.003241         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    179/499      4.32G   0.008912   0.008521   0.003241         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    179/499      4.32G   0.008898   0.008524   0.003224         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    179/499      4.32G   0.008898   0.008524   0.003224         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    179/499      4.32G   0.008899   0.008523   0.003223         83        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    179/499      4.32G   0.008899   0.008523   0.003223         83        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    179/499      4.32G   0.008938   0.008555   0.003195         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    179/499      4.32G   0.008938   0.008555   0.003195         77        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    179/499      4.32G   0.008929   0.008532   0.003178         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    179/499      4.32G   0.008929   0.008532   0.003178         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    179/499      4.32G   0.008954    0.00851   0.003144         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    179/499      4.32G   0.008954    0.00851   0.003144         58        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    179/499      4.32G   0.008939   0.008514   0.003084         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    179/499      4.32G   0.008939   0.008514   0.003084         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    179/499      4.32G   0.008933    0.00852   0.003069         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    179/499      4.32G   0.008933    0.00852   0.003069         70        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    179/499      4.32G   0.008944   0.008518   0.003131         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    179/499      4.32G   0.008944   0.008518   0.003131         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    179/499      4.32G   0.008948   0.008526   0.003085         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    179/499      4.32G   0.008948   0.008526   0.003085         70        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    179/499      4.32G   0.008986   0.008534   0.003104         59        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    179/499      4.32G   0.008986   0.008534   0.003104         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    179/499      4.32G   0.008975   0.008539   0.003098         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    179/499      4.32G   0.008975   0.008539   0.003098         76        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    179/499      4.32G   0.008953   0.008558   0.003106         84        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    179/499      4.32G   0.008953   0.008558   0.003106         84        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    179/499      4.32G   0.008944   0.008564   0.003067         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    179/499      4.32G   0.008944   0.008564   0.003067         77        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    179/499      4.32G   0.008926    0.00855   0.003053         70        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    179/499      4.32G   0.008926    0.00855   0.003053         70        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    179/499      4.32G    0.00892   0.008554   0.003087         80        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    179/499      4.32G    0.00892   0.008554   0.003087         80        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    179/499      4.32G   0.008912   0.008567   0.003051         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    179/499      4.32G   0.008912   0.008567   0.003051         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    179/499      4.32G   0.008935   0.008591   0.003037         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    179/499      4.32G   0.008935   0.008591   0.003037         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    179/499      4.32G   0.008951   0.008602   0.003005         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    179/499      4.32G   0.008951   0.008602   0.003005         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    179/499      4.32G   0.008945   0.008624    0.00303         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    179/499      4.32G   0.008945   0.008624    0.00303         79        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    179/499      4.32G   0.008955   0.008644   0.002989         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    179/499      4.32G   0.008955   0.008644   0.002989         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    179/499      4.32G   0.008957   0.008656   0.003026         80        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    179/499      4.32G   0.008957   0.008656   0.003026         80        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    179/499      4.32G    0.00895   0.008651   0.003022         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    179/499      4.32G    0.00895   0.008651   0.003022         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    179/499      4.32G   0.008912   0.008637   0.003067         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    179/499      4.32G   0.008912   0.008637   0.003067         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    179/499      4.32G   0.008926   0.008636   0.003033         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    179/499      4.32G   0.008926   0.008636   0.003033         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    179/499      4.32G   0.008922   0.008641   0.003047         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    179/499      4.32G   0.008922   0.008641   0.003047         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
    179/499      4.32G    0.00892   0.008628   0.003064         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    179/499      4.32G    0.00892   0.008628   0.003064         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    179/499      4.32G   0.008913   0.008611   0.003205         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    179/499      4.32G   0.008913   0.008611   0.003205         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    179/499      4.32G   0.008884   0.008587   0.003174         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    179/499      4.32G   0.008884   0.008587   0.003174         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    179/499      4.32G    0.00888   0.008586   0.003194         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    179/499      4.32G    0.00888   0.008586   0.003194         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    179/499      4.32G   0.008868   0.008587   0.003259         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    179/499      4.32G   0.008868   0.008587   0.003259         68        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    179/499      4.32G   0.008867   0.008556   0.003276         65        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    179/499      4.32G   0.008867   0.008556   0.003276         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    179/499      4.32G   0.008844   0.008545   0.003266         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    179/499      4.32G   0.008844   0.008545   0.003266         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    179/499      4.32G   0.008831   0.008555   0.003258         82        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    179/499      4.32G   0.008831   0.008555   0.003258         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    179/499      4.32G   0.008847   0.008582   0.003264         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    179/499      4.32G   0.008847   0.008582   0.003264         76        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    179/499      4.32G   0.008848   0.008587   0.003278         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    179/499      4.32G   0.008848   0.008587   0.003278         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    179/499      4.32G   0.008842     0.0086   0.003254         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    179/499      4.32G   0.008842     0.0086   0.003254         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    179/499      4.32G    0.00889   0.008594    0.00323         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    179/499      4.32G    0.00889   0.008594    0.00323         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    179/499      4.32G     0.0089     0.0086   0.003203         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    179/499      4.32G     0.0089     0.0086   0.003203         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    179/499      4.32G   0.008902   0.008609   0.003202         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    179/499      4.32G   0.008902   0.008609   0.003202         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    179/499      4.32G   0.008925    0.00864   0.003204         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    179/499      4.32G   0.008925    0.00864   0.003204         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    179/499      4.32G   0.008912   0.008659   0.003209         74        640:  46%|####6     | 78/168 [00:15<00:16,  5.37it/s]
    179/499      4.32G   0.008912   0.008659   0.003209         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    179/499      4.32G   0.008921   0.008662   0.003219         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    179/499      4.32G   0.008921   0.008662   0.003219         64        640:  48%|####7     | 80/168 [00:15<00:17,  5.14it/s]
    179/499      4.32G   0.008918   0.008657   0.003221         64        640:  48%|####7     | 80/168 [00:15<00:17,  5.14it/s]
    179/499      4.32G   0.008918   0.008657   0.003221         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.23it/s]
    179/499      4.32G   0.008918   0.008651   0.003221         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.23it/s]
    179/499      4.32G   0.008918   0.008651   0.003221         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    179/499      4.32G   0.008913   0.008652   0.003223         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    179/499      4.32G   0.008913   0.008652   0.003223         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    179/499      4.32G   0.008893   0.008646   0.003214         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.24it/s]
    179/499      4.32G   0.008893   0.008646   0.003214         84        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    179/499      4.32G   0.008892   0.008644   0.003223         74        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    179/499      4.32G   0.008892   0.008644   0.003223         74        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    179/499      4.32G    0.00888   0.008649   0.003239         83        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    179/499      4.32G    0.00888   0.008649   0.003239         83        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    179/499      4.32G   0.008896   0.008646   0.003232         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    179/499      4.32G   0.008896   0.008646   0.003232         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    179/499      4.32G   0.008888    0.00864   0.003242         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    179/499      4.32G   0.008888    0.00864   0.003242         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    179/499      4.32G   0.008875   0.008625   0.003231         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    179/499      4.32G   0.008875   0.008625   0.003231         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    179/499      4.32G   0.008877   0.008614   0.003244         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    179/499      4.32G   0.008877   0.008614   0.003244         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    179/499      4.32G    0.00888   0.008615   0.003264         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    179/499      4.32G    0.00888   0.008615   0.003264         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    179/499      4.32G    0.00887   0.008616   0.003265         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    179/499      4.32G    0.00887   0.008616   0.003265         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    179/499      4.32G   0.008873   0.008616   0.003248         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    179/499      4.32G   0.008873   0.008616   0.003248         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    179/499      4.32G   0.008857   0.008593   0.003224         64        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    179/499      4.32G   0.008857   0.008593   0.003224         64        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    179/499      4.32G   0.008868   0.008609   0.003224         75        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    179/499      4.32G   0.008868   0.008609   0.003224         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    179/499      4.32G    0.00887   0.008587   0.003232         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    179/499      4.32G    0.00887   0.008587   0.003232         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    179/499      4.32G   0.008847   0.008553   0.003223         51        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    179/499      4.32G   0.008847   0.008553   0.003223         51        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    179/499      4.32G   0.008838   0.008551   0.003218         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    179/499      4.32G   0.008838   0.008551   0.003218         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    179/499      4.32G   0.008838   0.008556   0.003207         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    179/499      4.32G   0.008838   0.008556   0.003207         76        640:  59%|#####8    | 99/168 [00:18<00:13,  5.31it/s]
    179/499      4.32G    0.00884   0.008585   0.003208         89        640:  59%|#####8    | 99/168 [00:19<00:13,  5.31it/s]
    179/499      4.32G    0.00884   0.008585   0.003208         89        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    179/499      4.32G   0.008849   0.008574   0.003199         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    179/499      4.32G   0.008849   0.008574   0.003199         63        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    179/499      4.32G   0.008836   0.008552   0.003183         52        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    179/499      4.32G   0.008836   0.008552   0.003183         52        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    179/499      4.32G   0.008832   0.008551   0.003184         74        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    179/499      4.32G   0.008832   0.008551   0.003184         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    179/499      4.32G   0.008823    0.00854   0.003172         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    179/499      4.32G   0.008823    0.00854   0.003172         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    179/499      4.32G    0.00883   0.008543   0.003193         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    179/499      4.32G    0.00883   0.008543   0.003193         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
    179/499      4.32G   0.008831   0.008529   0.003205         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    179/499      4.32G   0.008831   0.008529   0.003205         60        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    179/499      4.32G   0.008817   0.008536   0.003193         79        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    179/499      4.32G   0.008817   0.008536   0.003193         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    179/499      4.32G   0.008805   0.008536   0.003202         88        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    179/499      4.32G   0.008805   0.008536   0.003202         88        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    179/499      4.32G   0.008813   0.008551   0.003241         86        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    179/499      4.32G   0.008813   0.008551   0.003241         86        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    179/499      4.32G   0.008813   0.008553   0.003239         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    179/499      4.32G   0.008813   0.008553   0.003239         73        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    179/499      4.32G   0.008806   0.008555   0.003249         65        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    179/499      4.32G   0.008806   0.008555   0.003249         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    179/499      4.32G   0.008803   0.008558   0.003271         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    179/499      4.32G   0.008803   0.008558   0.003271         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    179/499      4.32G   0.008803   0.008544   0.003303         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    179/499      4.32G   0.008803   0.008544   0.003303         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    179/499      4.32G   0.008804    0.00854   0.003319         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    179/499      4.32G   0.008804    0.00854   0.003319         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    179/499      4.32G    0.00881   0.008539   0.003338         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    179/499      4.32G    0.00881   0.008539   0.003338         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    179/499      4.32G   0.008807   0.008537   0.003322         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
    179/499      4.32G   0.008807   0.008537   0.003322         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    179/499      4.32G   0.008818   0.008545   0.003321         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    179/499      4.32G   0.008818   0.008545   0.003321         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    179/499      4.32G   0.008823   0.008538   0.003301         45        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    179/499      4.32G   0.008823   0.008538   0.003301         45        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    179/499      4.32G   0.008811   0.008539   0.003301         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    179/499      4.32G   0.008811   0.008539   0.003301         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    179/499      4.32G   0.008804   0.008535   0.003322         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    179/499      4.32G   0.008804   0.008535   0.003322         59        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    179/499      4.32G   0.008794   0.008513   0.003323         53        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
    179/499      4.32G   0.008794   0.008513   0.003323         53        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    179/499      4.32G   0.008802   0.008519   0.003316         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    179/499      4.32G   0.008802   0.008519   0.003316         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    179/499      4.32G   0.008796   0.008501   0.003316         53        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    179/499      4.32G   0.008796   0.008501   0.003316         53        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    179/499      4.32G   0.008788   0.008498   0.003305         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    179/499      4.32G   0.008788   0.008498   0.003305         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    179/499      4.32G   0.008786   0.008497   0.003299         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    179/499      4.32G   0.008786   0.008497   0.003299         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    179/499      4.32G   0.008787   0.008511   0.003295         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    179/499      4.32G   0.008787   0.008511   0.003295         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    179/499      4.32G    0.00879   0.008516   0.003315         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.38it/s]
    179/499      4.32G    0.00879   0.008516   0.003315         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    179/499      4.32G   0.008793   0.008532   0.003319         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    179/499      4.32G   0.008793   0.008532   0.003319         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    179/499      4.32G   0.008798   0.008533   0.003332         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    179/499      4.32G   0.008798   0.008533   0.003332         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    179/499      4.32G   0.008797   0.008521   0.003317         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    179/499      4.32G   0.008797   0.008521   0.003317         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    179/499      4.32G     0.0088   0.008525   0.003295         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    179/499      4.32G     0.0088   0.008525   0.003295         61        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    179/499      4.32G   0.008807   0.008521   0.003284         61        640:  78%|#######7  | 131/168 [00:25<00:06,  5.32it/s]
    179/499      4.32G   0.008807   0.008521   0.003284         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    179/499      4.32G   0.008806   0.008539   0.003295         81        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    179/499      4.32G   0.008806   0.008539   0.003295         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    179/499      4.32G   0.008797   0.008534   0.003307         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    179/499      4.32G   0.008797   0.008534   0.003307         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    179/499      4.32G   0.008791   0.008523   0.003319         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    179/499      4.32G   0.008791   0.008523   0.003319         57        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    179/499      4.32G   0.008802   0.008521   0.003299         66        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    179/499      4.32G   0.008802   0.008521   0.003299         66        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    179/499      4.32G   0.008806   0.008531   0.003292         73        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    179/499      4.32G   0.008806   0.008531   0.003292         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    179/499      4.32G   0.008804   0.008541   0.003286         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    179/499      4.32G   0.008804   0.008541   0.003286         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    179/499      4.32G     0.0088   0.008537   0.003275         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    179/499      4.32G     0.0088   0.008537   0.003275         53        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    179/499      4.32G   0.008805   0.008535   0.003291         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    179/499      4.32G   0.008805   0.008535   0.003291         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    179/499      4.32G     0.0088   0.008533   0.003278         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    179/499      4.32G     0.0088   0.008533   0.003278         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    179/499      4.32G   0.008811   0.008514   0.003278         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    179/499      4.32G   0.008811   0.008514   0.003278         63        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    179/499      4.32G   0.008815    0.00852   0.003265         62        640:  85%|########4 | 142/168 [00:27<00:04,  5.26it/s]
    179/499      4.32G   0.008815    0.00852   0.003265         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    179/499      4.32G   0.008815   0.008519   0.003257         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    179/499      4.32G   0.008815   0.008519   0.003257         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    179/499      4.32G   0.008816   0.008525   0.003267         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    179/499      4.32G   0.008816   0.008525   0.003267         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    179/499      4.32G   0.008817   0.008526   0.003259         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    179/499      4.32G   0.008817   0.008526   0.003259         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    179/499      4.32G   0.008815   0.008514   0.003273         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    179/499      4.32G   0.008815   0.008514   0.003273         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.27it/s]
    179/499      4.32G   0.008812   0.008528   0.003283         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.27it/s]
    179/499      4.32G   0.008812   0.008528   0.003283         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    179/499      4.32G   0.008815   0.008529   0.003271         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    179/499      4.32G   0.008815   0.008529   0.003271         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    179/499      4.32G   0.008816   0.008526   0.003297         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    179/499      4.32G   0.008816   0.008526   0.003297         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    179/499      4.32G   0.008819   0.008524   0.003292         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    179/499      4.32G   0.008819   0.008524   0.003292         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    179/499      4.32G   0.008819   0.008517   0.003288         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    179/499      4.32G   0.008819   0.008517   0.003288         65        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    179/499      4.32G   0.008821   0.008534   0.003273         71        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    179/499      4.32G   0.008821   0.008534   0.003273         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    179/499      4.32G   0.008825   0.008533   0.003275         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    179/499      4.32G   0.008825   0.008533   0.003275         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    179/499      4.32G    0.00883   0.008537    0.00327         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    179/499      4.32G    0.00883   0.008537    0.00327         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    179/499      4.32G   0.008836   0.008553   0.003265         90        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    179/499      4.32G   0.008836   0.008553   0.003265         90        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    179/499      4.32G    0.00884   0.008555    0.00326         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    179/499      4.32G    0.00884   0.008555    0.00326         58        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    179/499      4.32G   0.008841   0.008544   0.003265         58        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    179/499      4.32G   0.008841   0.008544   0.003265         58        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    179/499      4.32G   0.008848   0.008545   0.003249         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    179/499      4.32G   0.008848   0.008545   0.003249         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    179/499      4.32G   0.008844   0.008542   0.003244         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    179/499      4.32G   0.008844   0.008542   0.003244         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    179/499      4.32G   0.008849   0.008535   0.003256         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    179/499      4.32G   0.008849   0.008535   0.003256         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    179/499      4.32G   0.008854   0.008528   0.003271         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    179/499      4.32G   0.008854   0.008528   0.003271         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    179/499      4.32G   0.008851    0.00853   0.003264         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    179/499      4.32G   0.008851    0.00853   0.003264         72        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
    179/499      4.32G   0.008851   0.008526   0.003259         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
    179/499      4.32G   0.008851   0.008526   0.003259         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    179/499      4.32G   0.008866   0.008544   0.003259         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    179/499      4.32G   0.008866   0.008544   0.003259         78        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    179/499      4.32G   0.008871   0.008537   0.003257         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    179/499      4.32G   0.008871   0.008537   0.003257         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    179/499      4.32G   0.008877   0.008535   0.003254         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    179/499      4.32G   0.008877   0.008535   0.003254         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    179/499      4.32G   0.008872   0.008522   0.003235         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    179/499      4.32G   0.008872   0.008522   0.003235         26        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    179/499      4.32G   0.008872   0.008522   0.003235         26        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.848      0.884      0.887      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    180/499      4.32G    0.01006   0.008622   0.003313         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
    180/499      4.32G    0.01006   0.008622   0.003313         61        640:   1%|          | 1/168 [00:00<00:33,  5.02it/s]
    180/499      4.32G    0.01001   0.009431   0.003216         75        640:   1%|          | 1/168 [00:00<00:33,  5.02it/s]
    180/499      4.32G    0.01001   0.009431   0.003216         75        640:   1%|1         | 2/168 [00:00<00:31,  5.35it/s]
    180/499      4.32G   0.009827   0.009256   0.002571         65        640:   1%|1         | 2/168 [00:00<00:31,  5.35it/s]
    180/499      4.32G   0.009827   0.009256   0.002571         65        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
    180/499      4.32G   0.009519   0.008709    0.00229         56        640:   2%|1         | 3/168 [00:00<00:30,  5.43it/s]
    180/499      4.32G   0.009519   0.008709    0.00229         56        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    180/499      4.32G   0.009175   0.008018   0.002293         48        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    180/499      4.32G   0.009175   0.008018   0.002293         48        640:   3%|2         | 5/168 [00:00<00:30,  5.34it/s]
    180/499      4.32G   0.008889   0.008031   0.002563         76        640:   3%|2         | 5/168 [00:01<00:30,  5.34it/s]
    180/499      4.32G   0.008889   0.008031   0.002563         76        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    180/499      4.32G   0.008921   0.007781   0.002559         57        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    180/499      4.32G   0.008921   0.007781   0.002559         57        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    180/499      4.32G   0.008918   0.008022   0.002431         79        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    180/499      4.32G   0.008918   0.008022   0.002431         79        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    180/499      4.32G   0.008731   0.007951   0.002193         72        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    180/499      4.32G   0.008731   0.007951   0.002193         72        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    180/499      4.32G   0.008829   0.008165   0.002514         71        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    180/499      4.32G   0.008829   0.008165   0.002514         71        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    180/499      4.32G   0.008877   0.008219   0.002353         69        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    180/499      4.32G   0.008877   0.008219   0.002353         69        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    180/499      4.32G   0.009037   0.008418    0.00236         79        640:   7%|6         | 11/168 [00:02<00:29,  5.35it/s]
    180/499      4.32G   0.009037   0.008418    0.00236         79        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
    180/499      4.32G   0.009025   0.008427   0.002441         62        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
    180/499      4.32G   0.009025   0.008427   0.002441         62        640:   8%|7         | 13/168 [00:02<00:29,  5.27it/s]
    180/499      4.32G   0.009028   0.008547   0.002418         99        640:   8%|7         | 13/168 [00:02<00:29,  5.27it/s]
    180/499      4.32G   0.009028   0.008547   0.002418         99        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    180/499      4.32G   0.009067   0.008463   0.002394         58        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    180/499      4.32G   0.009067   0.008463   0.002394         58        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    180/499      4.32G   0.009069    0.00841   0.002397         57        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    180/499      4.32G   0.009069    0.00841   0.002397         57        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    180/499      4.32G   0.009078   0.008447   0.002406         69        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    180/499      4.32G   0.009078   0.008447   0.002406         69        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    180/499      4.32G   0.009108    0.00835   0.002758         62        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    180/499      4.32G   0.009108    0.00835   0.002758         62        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    180/499      4.32G   0.009002   0.008216   0.002713         50        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    180/499      4.32G   0.009002   0.008216   0.002713         50        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    180/499      4.32G    0.00899   0.008296   0.002726         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    180/499      4.32G    0.00899   0.008296   0.002726         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    180/499      4.32G   0.008984   0.008339   0.002641         75        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    180/499      4.32G   0.008984   0.008339   0.002641         75        640:  12%|#2        | 21/168 [00:03<00:27,  5.29it/s]
    180/499      4.32G   0.008964   0.008353   0.002681         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    180/499      4.32G   0.008964   0.008353   0.002681         67        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    180/499      4.32G   0.008947   0.008333   0.002779         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    180/499      4.32G   0.008947   0.008333   0.002779         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    180/499      4.32G   0.008985   0.008408   0.002829         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    180/499      4.32G   0.008985   0.008408   0.002829         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    180/499      4.32G   0.008985   0.008363   0.002935         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    180/499      4.32G   0.008985   0.008363   0.002935         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    180/499      4.32G   0.009007   0.008437   0.002921         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    180/499      4.32G   0.009007   0.008437   0.002921         78        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    180/499      4.32G   0.009001   0.008471   0.002912         68        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    180/499      4.32G   0.009001   0.008471   0.002912         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    180/499      4.32G   0.009041   0.008549   0.002911         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    180/499      4.32G   0.009041   0.008549   0.002911         79        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    180/499      4.32G   0.009109   0.008524    0.00282         48        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    180/499      4.32G   0.009109   0.008524    0.00282         48        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    180/499      4.32G   0.009086   0.008476   0.002824         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    180/499      4.32G   0.009086   0.008476   0.002824         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    180/499      4.32G   0.009094   0.008503   0.002786         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    180/499      4.32G   0.009094   0.008503   0.002786         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    180/499      4.32G   0.009077   0.008434   0.002747         54        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    180/499      4.32G   0.009077   0.008434   0.002747         54        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    180/499      4.32G   0.009146   0.008381   0.002806         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    180/499      4.32G   0.009146   0.008381   0.002806         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    180/499      4.32G   0.009114   0.008369   0.002886         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    180/499      4.32G   0.009114   0.008369   0.002886         65        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    180/499      4.32G   0.009084   0.008397   0.002873         73        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    180/499      4.32G   0.009084   0.008397   0.002873         73        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    180/499      4.32G   0.009069   0.008386   0.002843         62        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    180/499      4.32G   0.009069   0.008386   0.002843         62        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    180/499      4.32G   0.009055   0.008418   0.002822         85        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    180/499      4.32G   0.009055   0.008418   0.002822         85        640:  22%|##2       | 37/168 [00:06<00:25,  5.23it/s]
    180/499      4.32G   0.009067   0.008395   0.002831         64        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    180/499      4.32G   0.009067   0.008395   0.002831         64        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    180/499      4.32G   0.009082   0.008391    0.00285         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    180/499      4.32G   0.009082   0.008391    0.00285         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    180/499      4.32G   0.009076   0.008398   0.002865         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    180/499      4.32G   0.009076   0.008398   0.002865         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    180/499      4.32G     0.0091   0.008442   0.002876         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    180/499      4.32G     0.0091   0.008442   0.002876         72        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    180/499      4.32G   0.009071    0.00848   0.002863         80        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    180/499      4.32G   0.009071    0.00848   0.002863         80        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    180/499      4.32G   0.009073   0.008464   0.002877         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    180/499      4.32G   0.009073   0.008464   0.002877         65        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    180/499      4.32G   0.009069   0.008488   0.002861         70        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    180/499      4.32G   0.009069   0.008488   0.002861         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    180/499      4.32G   0.009031   0.008474   0.002911         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    180/499      4.32G   0.009031   0.008474   0.002911         76        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
    180/499      4.32G   0.009022   0.008475   0.002917         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
    180/499      4.32G   0.009022   0.008475   0.002917         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    180/499      4.32G   0.008998   0.008478   0.002883         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    180/499      4.32G   0.008998   0.008478   0.002883         72        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
    180/499      4.32G   0.008981   0.008456   0.002917         62        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
    180/499      4.32G   0.008981   0.008456   0.002917         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    180/499      4.32G   0.008956   0.008455   0.002941         64        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    180/499      4.32G   0.008956   0.008455   0.002941         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
    180/499      4.32G   0.008942   0.008489   0.002913         77        640:  29%|##9       | 49/168 [00:09<00:22,  5.25it/s]
    180/499      4.32G   0.008942   0.008489   0.002913         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    180/499      4.32G   0.008934   0.008474   0.003008         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    180/499      4.32G   0.008934   0.008474   0.003008         67        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    180/499      4.32G   0.008915   0.008478   0.002998         69        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    180/499      4.32G   0.008915   0.008478   0.002998         69        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
    180/499      4.32G   0.008908   0.008482   0.003009         70        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
    180/499      4.32G   0.008908   0.008482   0.003009         70        640:  32%|###1      | 53/168 [00:09<00:21,  5.34it/s]
    180/499      4.32G   0.008907   0.008496   0.003005         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.34it/s]
    180/499      4.32G   0.008907   0.008496   0.003005         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.41it/s]
    180/499      4.32G   0.008879   0.008463    0.00301         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.41it/s]
    180/499      4.32G   0.008879   0.008463    0.00301         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    180/499      4.32G   0.008865   0.008448   0.003052         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    180/499      4.32G   0.008865   0.008448   0.003052         54        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    180/499      4.32G   0.008847   0.008423   0.003062         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    180/499      4.32G   0.008847   0.008423   0.003062         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    180/499      4.32G   0.008858   0.008455   0.003051         80        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    180/499      4.32G   0.008858   0.008455   0.003051         80        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
    180/499      4.32G   0.008856   0.008462   0.003049         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    180/499      4.32G   0.008856   0.008462   0.003049         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    180/499      4.32G   0.008831    0.00846   0.003035         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    180/499      4.32G   0.008831    0.00846   0.003035         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    180/499      4.32G   0.008832   0.008434   0.003027         60        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    180/499      4.32G   0.008832   0.008434   0.003027         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    180/499      4.32G   0.008838   0.008447   0.003006         84        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    180/499      4.32G   0.008838   0.008447   0.003006         84        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    180/499      4.32G   0.008836   0.008444   0.002996         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    180/499      4.32G   0.008836   0.008444   0.002996         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
    180/499      4.32G   0.008856   0.008468   0.002995         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    180/499      4.32G   0.008856   0.008468   0.002995         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    180/499      4.32G   0.008856   0.008503   0.003006         92        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    180/499      4.32G   0.008856   0.008503   0.003006         92        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    180/499      4.32G    0.00886   0.008496   0.003016         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    180/499      4.32G    0.00886   0.008496   0.003016         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    180/499      4.32G   0.008869    0.00849   0.003033         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    180/499      4.32G   0.008869    0.00849   0.003033         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    180/499      4.32G   0.008864   0.008488   0.003023         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    180/499      4.32G   0.008864   0.008488   0.003023         72        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    180/499      4.32G   0.008857   0.008488   0.003051         73        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    180/499      4.32G   0.008857   0.008488   0.003051         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    180/499      4.32G    0.00891   0.008471   0.003063         48        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    180/499      4.32G    0.00891   0.008471   0.003063         48        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    180/499      4.32G   0.008914   0.008479   0.003063         83        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    180/499      4.32G   0.008914   0.008479   0.003063         83        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    180/499      4.32G   0.008907   0.008468   0.003064         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    180/499      4.32G   0.008907   0.008468   0.003064         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    180/499      4.32G    0.00891   0.008451   0.003073         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    180/499      4.32G    0.00891   0.008451   0.003073         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.15it/s]
    180/499      4.32G   0.008926    0.00845   0.003036         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.15it/s]
    180/499      4.32G   0.008926    0.00845   0.003036         60        640:  44%|####4     | 74/168 [00:13<00:17,  5.25it/s]
    180/499      4.32G   0.008915   0.008437   0.003019         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    180/499      4.32G   0.008915   0.008437   0.003019         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    180/499      4.32G   0.008901   0.008437   0.002996         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    180/499      4.32G   0.008901   0.008437   0.002996         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    180/499      4.32G   0.008893    0.00842   0.002975         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    180/499      4.32G   0.008893    0.00842   0.002975         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    180/499      4.32G   0.008906   0.008444   0.002961         81        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    180/499      4.32G   0.008906   0.008444   0.002961         81        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    180/499      4.32G   0.008934   0.008466   0.002951         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    180/499      4.32G   0.008934   0.008466   0.002951         73        640:  47%|####7     | 79/168 [00:14<00:17,  5.19it/s]
    180/499      4.32G    0.00894   0.008484   0.002956         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    180/499      4.32G    0.00894   0.008484   0.002956         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    180/499      4.32G    0.00894   0.008489    0.00296         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    180/499      4.32G    0.00894   0.008489    0.00296         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    180/499      4.32G   0.008928   0.008459   0.002949         54        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    180/499      4.32G   0.008928   0.008459   0.002949         54        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    180/499      4.32G   0.008917   0.008418    0.00295         51        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    180/499      4.32G   0.008917   0.008418    0.00295         51        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    180/499      4.32G   0.008924   0.008432   0.002958         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    180/499      4.32G   0.008924   0.008432   0.002958         77        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    180/499      4.32G   0.008922   0.008443   0.003001         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    180/499      4.32G   0.008922   0.008443   0.003001         58        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    180/499      4.32G   0.008923   0.008459   0.003001         92        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    180/499      4.32G   0.008923   0.008459   0.003001         92        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    180/499      4.32G    0.00891   0.008467   0.003008         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    180/499      4.32G    0.00891   0.008467   0.003008         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    180/499      4.32G   0.008917   0.008478   0.003024         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    180/499      4.32G   0.008917   0.008478   0.003024         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    180/499      4.32G   0.008931   0.008481    0.00302         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    180/499      4.32G   0.008931   0.008481    0.00302         61        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    180/499      4.32G   0.008924   0.008476   0.003033         71        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    180/499      4.32G   0.008924   0.008476   0.003033         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    180/499      4.32G   0.008925   0.008489   0.003049         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    180/499      4.32G   0.008925   0.008489   0.003049         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    180/499      4.32G   0.008924   0.008496   0.003067         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    180/499      4.32G   0.008924   0.008496   0.003067         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    180/499      4.32G   0.008928   0.008524   0.003049         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    180/499      4.32G   0.008928   0.008524   0.003049         84        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    180/499      4.32G   0.008908   0.008511   0.003034         62        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    180/499      4.32G   0.008908   0.008511   0.003034         62        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    180/499      4.32G   0.008933   0.008531   0.003069         75        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    180/499      4.32G   0.008933   0.008531   0.003069         75        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
    180/499      4.32G   0.008937   0.008526   0.003059         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    180/499      4.32G   0.008937   0.008526   0.003059         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    180/499      4.32G   0.008942   0.008526   0.003052         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    180/499      4.32G   0.008942   0.008526   0.003052         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    180/499      4.32G   0.008941   0.008534   0.003058         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    180/499      4.32G   0.008941   0.008534   0.003058         75        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    180/499      4.32G   0.008961   0.008529   0.003045         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    180/499      4.32G   0.008961   0.008529   0.003045         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    180/499      4.32G   0.008958    0.00852   0.003042         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    180/499      4.32G   0.008958    0.00852   0.003042         72        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
    180/499      4.32G   0.008947   0.008524   0.003061         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    180/499      4.32G   0.008947   0.008524   0.003061         67        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    180/499      4.32G   0.008938   0.008511   0.003072         66        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    180/499      4.32G   0.008938   0.008511   0.003072         66        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    180/499      4.32G   0.008937   0.008517   0.003055         70        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    180/499      4.32G   0.008937   0.008517   0.003055         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    180/499      4.32G    0.00894   0.008517   0.003062         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    180/499      4.32G    0.00894   0.008517   0.003062         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    180/499      4.32G   0.008926   0.008525   0.003075         93        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    180/499      4.32G   0.008926   0.008525   0.003075         93        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
    180/499      4.32G   0.008916   0.008526   0.003079         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
    180/499      4.32G   0.008916   0.008526   0.003079         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    180/499      4.32G   0.008907   0.008511   0.003098         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    180/499      4.32G   0.008907   0.008511   0.003098         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    180/499      4.32G   0.008907   0.008526   0.003082         84        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    180/499      4.32G   0.008907   0.008526   0.003082         84        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    180/499      4.32G   0.008901   0.008506   0.003071         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    180/499      4.32G   0.008901   0.008506   0.003071         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    180/499      4.32G   0.008908   0.008486   0.003094         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    180/499      4.32G   0.008908   0.008486   0.003094         59        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    180/499      4.32G   0.008905   0.008477   0.003101         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    180/499      4.32G   0.008905   0.008477   0.003101         65        640:  66%|######6   | 111/168 [00:20<00:10,  5.36it/s]
    180/499      4.32G   0.008902   0.008478   0.003084         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    180/499      4.32G   0.008902   0.008478   0.003084         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    180/499      4.32G   0.008906   0.008465   0.003076         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    180/499      4.32G   0.008906   0.008465   0.003076         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    180/499      4.32G   0.008899    0.00846   0.003085         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    180/499      4.32G   0.008899    0.00846   0.003085         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    180/499      4.32G   0.008909   0.008473   0.003074         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    180/499      4.32G   0.008909   0.008473   0.003074         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    180/499      4.32G   0.008906   0.008469   0.003062         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    180/499      4.32G   0.008906   0.008469   0.003062         74        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    180/499      4.32G   0.008916   0.008486   0.003058         88        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    180/499      4.32G   0.008916   0.008486   0.003058         88        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    180/499      4.32G   0.008901   0.008464   0.003051         57        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    180/499      4.32G   0.008901   0.008464   0.003051         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    180/499      4.32G    0.00891   0.008488   0.003052         89        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    180/499      4.32G    0.00891   0.008488   0.003052         89        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    180/499      4.32G   0.008913   0.008496    0.00304         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    180/499      4.32G   0.008913   0.008496    0.00304         72        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    180/499      4.32G   0.008913   0.008516   0.003082         99        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    180/499      4.32G   0.008913   0.008516   0.003082         99        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
    180/499      4.32G   0.008911   0.008509   0.003147         60        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    180/499      4.32G   0.008911   0.008509   0.003147         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    180/499      4.32G     0.0089   0.008496   0.003134         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    180/499      4.32G     0.0089   0.008496   0.003134         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    180/499      4.32G   0.008905    0.00851   0.003128         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    180/499      4.32G   0.008905    0.00851   0.003128         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    180/499      4.32G   0.008901   0.008511   0.003103         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    180/499      4.32G   0.008901   0.008511   0.003103         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    180/499      4.32G   0.008903   0.008502   0.003116         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    180/499      4.32G   0.008903   0.008502   0.003116         63        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    180/499      4.32G   0.008906   0.008498   0.003105         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    180/499      4.32G   0.008906   0.008498   0.003105         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    180/499      4.32G   0.008899   0.008499   0.003101         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    180/499      4.32G   0.008899   0.008499   0.003101         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    180/499      4.32G    0.00889    0.00848   0.003116         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    180/499      4.32G    0.00889    0.00848   0.003116         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    180/499      4.32G   0.008892   0.008492   0.003123         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    180/499      4.32G   0.008892   0.008492   0.003123         80        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    180/499      4.32G    0.00888   0.008477   0.003125         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    180/499      4.32G    0.00888   0.008477   0.003125         58        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    180/499      4.32G   0.008896   0.008483   0.003121         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    180/499      4.32G   0.008896   0.008483   0.003121         67        640:  79%|#######8  | 132/168 [00:24<00:06,  5.37it/s]
    180/499      4.32G     0.0089   0.008472    0.00311         50        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    180/499      4.32G     0.0089   0.008472    0.00311         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    180/499      4.32G   0.008908   0.008484   0.003094         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    180/499      4.32G   0.008908   0.008484   0.003094         81        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    180/499      4.32G   0.008915   0.008478   0.003079         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    180/499      4.32G   0.008915   0.008478   0.003079         66        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    180/499      4.32G   0.008931   0.008481    0.00308         60        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    180/499      4.32G   0.008931   0.008481    0.00308         60        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    180/499      4.32G   0.008935   0.008479   0.003095         58        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    180/499      4.32G   0.008935   0.008479   0.003095         58        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    180/499      4.32G    0.00892   0.008479   0.003107         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    180/499      4.32G    0.00892   0.008479   0.003107         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    180/499      4.32G   0.008909   0.008474   0.003119         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    180/499      4.32G   0.008909   0.008474   0.003119         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    180/499      4.32G   0.008898   0.008466   0.003105         56        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    180/499      4.32G   0.008898   0.008466   0.003105         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    180/499      4.32G   0.008913   0.008467    0.00309         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    180/499      4.32G   0.008913   0.008467    0.00309         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    180/499      4.32G    0.00891   0.008465   0.003087         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    180/499      4.32G    0.00891   0.008465   0.003087         73        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
    180/499      4.32G   0.008902   0.008472     0.0031         88        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    180/499      4.32G   0.008902   0.008472     0.0031         88        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    180/499      4.32G   0.008895   0.008477   0.003091         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    180/499      4.32G   0.008895   0.008477   0.003091         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    180/499      4.32G   0.008901   0.008485   0.003108         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    180/499      4.32G   0.008901   0.008485   0.003108         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    180/499      4.32G   0.008907   0.008503   0.003104         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    180/499      4.32G   0.008907   0.008503   0.003104         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    180/499      4.32G   0.008906   0.008501   0.003102         64        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    180/499      4.32G   0.008906   0.008501   0.003102         64        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    180/499      4.32G    0.00891   0.008485   0.003112         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    180/499      4.32G    0.00891   0.008485   0.003112         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    180/499      4.32G     0.0089   0.008492   0.003106         92        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    180/499      4.32G     0.0089   0.008492   0.003106         92        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    180/499      4.32G   0.008895   0.008488   0.003116         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    180/499      4.32G   0.008895   0.008488   0.003116         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    180/499      4.32G    0.00889   0.008489   0.003128         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    180/499      4.32G    0.00889   0.008489   0.003128         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    180/499      4.32G   0.008884   0.008498   0.003114         83        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    180/499      4.32G   0.008884   0.008498   0.003114         83        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    180/499      4.32G   0.008873   0.008497   0.003113         58        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    180/499      4.32G   0.008873   0.008497   0.003113         58        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
    180/499      4.32G   0.008877   0.008507   0.003129         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    180/499      4.32G   0.008877   0.008507   0.003129         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    180/499      4.32G   0.008878   0.008498    0.00314         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    180/499      4.32G   0.008878   0.008498    0.00314         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    180/499      4.32G   0.008869    0.00849   0.003141         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    180/499      4.32G   0.008869    0.00849   0.003141         54        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    180/499      4.32G    0.00887   0.008493   0.003155         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    180/499      4.32G    0.00887   0.008493   0.003155         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
    180/499      4.32G   0.008878    0.00851   0.003162         78        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
    180/499      4.32G   0.008878    0.00851   0.003162         78        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    180/499      4.32G   0.008881   0.008517   0.003155         81        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    180/499      4.32G   0.008881   0.008517   0.003155         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    180/499      4.32G   0.008885   0.008511   0.003143         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    180/499      4.32G   0.008885   0.008511   0.003143         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    180/499      4.32G   0.008889   0.008513    0.00314         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    180/499      4.32G   0.008889   0.008513    0.00314         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
    180/499      4.32G   0.008897   0.008512   0.003135         61        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
    180/499      4.32G   0.008897   0.008512   0.003135         61        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    180/499      4.32G   0.008904   0.008524   0.003144         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    180/499      4.32G   0.008904   0.008524   0.003144         73        640:  97%|#########7| 163/168 [00:30<00:00,  5.16it/s]
    180/499      4.32G   0.008903   0.008529   0.003148         84        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    180/499      4.32G   0.008903   0.008529   0.003148         84        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    180/499      4.32G   0.008903   0.008523   0.003133         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    180/499      4.32G   0.008903   0.008523   0.003133         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    180/499      4.32G   0.008902   0.008529   0.003125         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    180/499      4.32G   0.008902   0.008529   0.003125         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    180/499      4.32G   0.008899   0.008543   0.003118         83        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    180/499      4.32G   0.008899   0.008543   0.003118         83        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    180/499      4.32G   0.008894   0.008536   0.003112         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    180/499      4.32G   0.008894   0.008536   0.003112         31        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
    180/499      4.32G   0.008894   0.008536   0.003112         31        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.811      0.896      0.887      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    181/499      4.32G    0.01117   0.008969   0.003592         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
    181/499      4.32G    0.01117   0.008969   0.003592         67        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    181/499      4.32G   0.009769   0.009023   0.002261         66        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    181/499      4.32G   0.009769   0.009023   0.002261         66        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    181/499      4.32G   0.009452   0.008743   0.002687         60        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    181/499      4.32G   0.009452   0.008743   0.002687         60        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    181/499      4.32G   0.009851   0.008693   0.004173         71        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    181/499      4.32G   0.009851   0.008693   0.004173         71        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    181/499      4.32G   0.009703    0.00849   0.003815         76        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    181/499      4.32G   0.009703    0.00849   0.003815         76        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    181/499      4.32G   0.009883   0.008572   0.004811         67        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    181/499      4.32G   0.009883   0.008572   0.004811         67        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    181/499      4.32G   0.009652   0.008427   0.004924         75        640:   4%|3         | 6/168 [00:01<00:29,  5.40it/s]
    181/499      4.32G   0.009652   0.008427   0.004924         75        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    181/499      4.32G   0.009503   0.008518   0.004495         75        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    181/499      4.32G   0.009503   0.008518   0.004495         75        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    181/499      4.32G   0.009614   0.008396    0.00461         64        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    181/499      4.32G   0.009614   0.008396    0.00461         64        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    181/499      4.32G   0.009418   0.008304   0.004641         69        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    181/499      4.32G   0.009418   0.008304   0.004641         69        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    181/499      4.32G   0.009315   0.008332   0.004543         74        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    181/499      4.32G   0.009315   0.008332   0.004543         74        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    181/499      4.32G   0.009147   0.008205   0.004657         63        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    181/499      4.32G   0.009147   0.008205   0.004657         63        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    181/499      4.32G   0.009128   0.008204   0.004685         80        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    181/499      4.32G   0.009128   0.008204   0.004685         80        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    181/499      4.32G   0.009116   0.008249   0.004615         63        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    181/499      4.32G   0.009116   0.008249   0.004615         63        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    181/499      4.32G   0.009031   0.008417    0.00453         85        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    181/499      4.32G   0.009031   0.008417    0.00453         85        640:   9%|8         | 15/168 [00:02<00:29,  5.21it/s]
    181/499      4.32G   0.009016   0.008406   0.004504         59        640:   9%|8         | 15/168 [00:03<00:29,  5.21it/s]
    181/499      4.32G   0.009016   0.008406   0.004504         59        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
    181/499      4.32G   0.009034   0.008698   0.004334         94        640:  10%|9         | 16/168 [00:03<00:29,  5.11it/s]
    181/499      4.32G   0.009034   0.008698   0.004334         94        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    181/499      4.32G   0.008961   0.008642   0.004452         68        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    181/499      4.32G   0.008961   0.008642   0.004452         68        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    181/499      4.32G   0.008892   0.008569   0.004316         75        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    181/499      4.32G   0.008892   0.008569   0.004316         75        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    181/499      4.32G   0.008849   0.008532   0.004168         64        640:  11%|#1        | 19/168 [00:03<00:29,  5.13it/s]
    181/499      4.32G   0.008849   0.008532   0.004168         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    181/499      4.32G    0.00884   0.008604   0.004162         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    181/499      4.32G    0.00884   0.008604   0.004162         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    181/499      4.32G   0.008789   0.008549   0.004167         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    181/499      4.32G   0.008789   0.008549   0.004167         76        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    181/499      4.32G   0.008832   0.008505   0.004153         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    181/499      4.32G   0.008832   0.008505   0.004153         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    181/499      4.32G   0.008871   0.008557   0.004231         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    181/499      4.32G   0.008871   0.008557   0.004231         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    181/499      4.32G   0.008823   0.008569   0.004145         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    181/499      4.32G   0.008823   0.008569   0.004145         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    181/499      4.32G   0.008827    0.00861   0.004136         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    181/499      4.32G   0.008827    0.00861   0.004136         69        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    181/499      4.32G   0.008846   0.008612   0.004173         75        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    181/499      4.32G   0.008846   0.008612   0.004173         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    181/499      4.32G   0.008831   0.008577    0.00416         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    181/499      4.32G   0.008831   0.008577    0.00416         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    181/499      4.32G   0.008836   0.008531    0.00407         61        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    181/499      4.32G   0.008836   0.008531    0.00407         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    181/499      4.32G   0.008876   0.008537   0.004016         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    181/499      4.32G   0.008876   0.008537   0.004016         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    181/499      4.32G   0.008896   0.008526   0.004037         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    181/499      4.32G   0.008896   0.008526   0.004037         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    181/499      4.32G   0.008856   0.008474    0.00397         54        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    181/499      4.32G   0.008856   0.008474    0.00397         54        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    181/499      4.32G   0.008867   0.008462   0.003862         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    181/499      4.32G   0.008867   0.008462   0.003862         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    181/499      4.32G     0.0089   0.008553   0.003779         85        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    181/499      4.32G     0.0089   0.008553   0.003779         85        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    181/499      4.32G   0.008877   0.008525   0.003702         58        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    181/499      4.32G   0.008877   0.008525   0.003702         58        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    181/499      4.32G   0.008832   0.008465   0.003677         63        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    181/499      4.32G   0.008832   0.008465   0.003677         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
    181/499      4.32G   0.008807   0.008434   0.003714         69        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
    181/499      4.32G   0.008807   0.008434   0.003714         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    181/499      4.32G   0.008781   0.008501   0.003738         94        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    181/499      4.32G   0.008781   0.008501   0.003738         94        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    181/499      4.32G   0.008806   0.008487   0.003684         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    181/499      4.32G   0.008806   0.008487   0.003684         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    181/499      4.32G   0.008795   0.008447   0.003662         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    181/499      4.32G   0.008795   0.008447   0.003662         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    181/499      4.32G   0.008772   0.008434   0.003664         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    181/499      4.32G   0.008772   0.008434   0.003664         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    181/499      4.32G    0.00877   0.008417   0.003691         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    181/499      4.32G    0.00877   0.008417   0.003691         67        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    181/499      4.32G   0.008757    0.00844   0.003693         79        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    181/499      4.32G   0.008757    0.00844   0.003693         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    181/499      4.32G   0.008732   0.008434   0.003696         81        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    181/499      4.32G   0.008732   0.008434   0.003696         81        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    181/499      4.32G   0.008733   0.008413    0.00366         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    181/499      4.32G   0.008733   0.008413    0.00366         60        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    181/499      4.32G   0.008761   0.008384   0.003622         56        640:  27%|##6       | 45/168 [00:08<00:22,  5.38it/s]
    181/499      4.32G   0.008761   0.008384   0.003622         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.26it/s]
    181/499      4.32G   0.008784   0.008381   0.003567         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.26it/s]
    181/499      4.32G   0.008784   0.008381   0.003567         66        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
    181/499      4.32G   0.008766   0.008391    0.00357         74        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
    181/499      4.32G   0.008766   0.008391    0.00357         74        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    181/499      4.32G   0.008739   0.008369   0.003562         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    181/499      4.32G   0.008739   0.008369   0.003562         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    181/499      4.32G   0.008741   0.008335   0.003544         47        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    181/499      4.32G   0.008741   0.008335   0.003544         47        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    181/499      4.32G   0.008729   0.008346   0.003542         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.32it/s]
    181/499      4.32G   0.008729   0.008346   0.003542         68        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    181/499      4.32G   0.008727   0.008325    0.00354         69        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    181/499      4.32G   0.008727   0.008325    0.00354         69        640:  31%|###       | 52/168 [00:09<00:22,  5.26it/s]
    181/499      4.32G   0.008712   0.008309   0.003568         71        640:  31%|###       | 52/168 [00:10<00:22,  5.26it/s]
    181/499      4.32G   0.008712   0.008309   0.003568         71        640:  32%|###1      | 53/168 [00:10<00:21,  5.35it/s]
    181/499      4.32G   0.008704   0.008324   0.003567         87        640:  32%|###1      | 53/168 [00:10<00:21,  5.35it/s]
    181/499      4.32G   0.008704   0.008324   0.003567         87        640:  32%|###2      | 54/168 [00:10<00:21,  5.40it/s]
    181/499      4.32G   0.008698   0.008358   0.003569         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.40it/s]
    181/499      4.32G   0.008698   0.008358   0.003569         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    181/499      4.32G   0.008714    0.00837    0.00356         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    181/499      4.32G   0.008714    0.00837    0.00356         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    181/499      4.32G    0.00872   0.008394    0.00355         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    181/499      4.32G    0.00872   0.008394    0.00355         78        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
    181/499      4.32G   0.008717   0.008409   0.003524         85        640:  34%|###3      | 57/168 [00:10<00:20,  5.40it/s]
    181/499      4.32G   0.008717   0.008409   0.003524         85        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
    181/499      4.32G   0.008698   0.008421   0.003503         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    181/499      4.32G   0.008698   0.008421   0.003503         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    181/499      4.32G   0.008676   0.008397   0.003543         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    181/499      4.32G   0.008676   0.008397   0.003543         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.40it/s]
    181/499      4.32G   0.008685   0.008384   0.003507         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.40it/s]
    181/499      4.32G   0.008685   0.008384   0.003507         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    181/499      4.32G   0.008697   0.008347   0.003512         53        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    181/499      4.32G   0.008697   0.008347   0.003512         53        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
    181/499      4.32G   0.008673   0.008329   0.003538         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
    181/499      4.32G   0.008673   0.008329   0.003538         66        640:  38%|###7      | 63/168 [00:11<00:19,  5.40it/s]
    181/499      4.32G   0.008657   0.008303   0.003516         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.40it/s]
    181/499      4.32G   0.008657   0.008303   0.003516         64        640:  38%|###8      | 64/168 [00:12<00:19,  5.27it/s]
    181/499      4.32G   0.008666     0.0083   0.003511         55        640:  38%|###8      | 64/168 [00:12<00:19,  5.27it/s]
    181/499      4.32G   0.008666     0.0083   0.003511         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    181/499      4.32G   0.008689   0.008309   0.003498         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    181/499      4.32G   0.008689   0.008309   0.003498         63        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    181/499      4.32G   0.008686   0.008318   0.003467         78        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    181/499      4.32G   0.008686   0.008318   0.003467         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    181/499      4.32G   0.008665   0.008311   0.003495         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    181/499      4.32G   0.008665   0.008311   0.003495         68        640:  40%|####      | 68/168 [00:12<00:18,  5.34it/s]
    181/499      4.32G   0.008645   0.008292   0.003507         61        640:  40%|####      | 68/168 [00:13<00:18,  5.34it/s]
    181/499      4.32G   0.008645   0.008292   0.003507         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    181/499      4.32G   0.008635   0.008307   0.003497         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    181/499      4.32G   0.008635   0.008307   0.003497         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    181/499      4.32G   0.008647    0.00832   0.003471         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    181/499      4.32G   0.008647    0.00832   0.003471         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    181/499      4.32G   0.008645   0.008359   0.003505         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    181/499      4.32G   0.008645   0.008359   0.003505         82        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    181/499      4.32G   0.008641   0.008335   0.003485         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    181/499      4.32G   0.008641   0.008335   0.003485         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    181/499      4.32G   0.008662   0.008335   0.003447         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    181/499      4.32G   0.008662   0.008335   0.003447         65        640:  44%|####4     | 74/168 [00:13<00:17,  5.30it/s]
    181/499      4.32G   0.008653    0.00831   0.003438         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    181/499      4.32G   0.008653    0.00831   0.003438         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    181/499      4.32G   0.008688   0.008318   0.003461         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    181/499      4.32G   0.008688   0.008318   0.003461         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    181/499      4.32G   0.008688   0.008342   0.003441         85        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    181/499      4.32G   0.008688   0.008342   0.003441         85        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    181/499      4.32G   0.008676   0.008328   0.003426         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    181/499      4.32G   0.008676   0.008328   0.003426         61        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    181/499      4.32G   0.008681   0.008335   0.003429         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    181/499      4.32G   0.008681   0.008335   0.003429         73        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    181/499      4.32G   0.008672   0.008313    0.00341         58        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    181/499      4.32G   0.008672   0.008313    0.00341         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    181/499      4.32G   0.008678   0.008305   0.003408         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    181/499      4.32G   0.008678   0.008305   0.003408         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    181/499      4.32G   0.008674   0.008313   0.003383         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    181/499      4.32G   0.008674   0.008313   0.003383         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    181/499      4.32G   0.008668   0.008325   0.003375         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    181/499      4.32G   0.008668   0.008325   0.003375         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    181/499      4.32G   0.008662   0.008308    0.00339         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    181/499      4.32G   0.008662   0.008308    0.00339         69        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    181/499      4.32G   0.008663   0.008298   0.003387         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    181/499      4.32G   0.008663   0.008298   0.003387         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    181/499      4.32G   0.008656   0.008277    0.00336         47        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    181/499      4.32G   0.008656   0.008277    0.00336         47        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    181/499      4.32G   0.008662   0.008281   0.003371         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    181/499      4.32G   0.008662   0.008281   0.003371         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    181/499      4.32G   0.008666   0.008284   0.003359         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    181/499      4.32G   0.008666   0.008284   0.003359         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    181/499      4.32G   0.008671   0.008272   0.003365         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    181/499      4.32G   0.008671   0.008272   0.003365         56        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    181/499      4.32G   0.008688   0.008297   0.003358         79        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    181/499      4.32G   0.008688   0.008297   0.003358         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    181/499      4.32G   0.008684    0.00831   0.003332         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    181/499      4.32G   0.008684    0.00831   0.003332         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    181/499      4.32G   0.008686   0.008298    0.00333         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    181/499      4.32G   0.008686   0.008298    0.00333         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
    181/499      4.32G   0.008688   0.008289   0.003318         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.35it/s]
    181/499      4.32G   0.008688   0.008289   0.003318         60        640:  55%|#####5    | 93/168 [00:17<00:13,  5.42it/s]
    181/499      4.32G    0.00868   0.008297   0.003296         63        640:  55%|#####5    | 93/168 [00:17<00:13,  5.42it/s]
    181/499      4.32G    0.00868   0.008297   0.003296         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    181/499      4.32G    0.00869   0.008295   0.003296         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    181/499      4.32G    0.00869   0.008295   0.003296         72        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    181/499      4.32G   0.008693   0.008286   0.003313         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    181/499      4.32G   0.008693   0.008286   0.003313         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    181/499      4.32G   0.008687   0.008269   0.003289         43        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    181/499      4.32G   0.008687   0.008269   0.003289         43        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    181/499      4.32G   0.008685   0.008287   0.003271         80        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    181/499      4.32G   0.008685   0.008287   0.003271         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    181/499      4.32G     0.0087   0.008294   0.003256         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    181/499      4.32G     0.0087   0.008294   0.003256         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    181/499      4.32G    0.00869   0.008276   0.003256         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    181/499      4.32G    0.00869   0.008276   0.003256         72        640:  60%|#####9    | 100/168 [00:18<00:13,  5.22it/s]
    181/499      4.32G   0.008677   0.008275   0.003279         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    181/499      4.32G   0.008677   0.008275   0.003279         72        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    181/499      4.32G   0.008693   0.008304   0.003269         84        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    181/499      4.32G   0.008693   0.008304   0.003269         84        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
    181/499      4.32G   0.008694   0.008297   0.003269         68        640:  61%|######    | 102/168 [00:19<00:12,  5.38it/s]
    181/499      4.32G   0.008694   0.008297   0.003269         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    181/499      4.32G   0.008684   0.008293   0.003246         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    181/499      4.32G   0.008684   0.008293   0.003246         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    181/499      4.32G   0.008701     0.0083   0.003249         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    181/499      4.32G   0.008701     0.0083   0.003249         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
    181/499      4.32G   0.008711   0.008308   0.003242         77        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    181/499      4.32G   0.008711   0.008308   0.003242         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    181/499      4.32G   0.008716   0.008312   0.003242         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    181/499      4.32G   0.008716   0.008312   0.003242         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    181/499      4.32G   0.008714   0.008315    0.00323         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    181/499      4.32G   0.008714   0.008315    0.00323         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    181/499      4.32G   0.008707   0.008292   0.003224         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    181/499      4.32G   0.008707   0.008292   0.003224         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    181/499      4.32G   0.008706   0.008302   0.003234         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.26it/s]
    181/499      4.32G   0.008706   0.008302   0.003234         77        640:  65%|######5   | 110/168 [00:20<00:10,  5.35it/s]
    181/499      4.32G     0.0087   0.008299   0.003234         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.35it/s]
    181/499      4.32G     0.0087   0.008299   0.003234         71        640:  66%|######6   | 111/168 [00:20<00:10,  5.35it/s]
    181/499      4.32G   0.008713   0.008313    0.00322         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    181/499      4.32G   0.008713   0.008313    0.00322         70        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    181/499      4.32G   0.008743   0.008328   0.003224         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    181/499      4.32G   0.008743   0.008328   0.003224         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    181/499      4.32G   0.008737   0.008326   0.003217         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    181/499      4.32G   0.008737   0.008326   0.003217         73        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    181/499      4.32G   0.008728   0.008296   0.003203         52        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    181/499      4.32G   0.008728   0.008296   0.003203         52        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    181/499      4.32G   0.008727   0.008296   0.003191         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    181/499      4.32G   0.008727   0.008296   0.003191         69        640:  69%|######9   | 116/168 [00:21<00:09,  5.28it/s]
    181/499      4.32G   0.008726   0.008298   0.003174         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    181/499      4.32G   0.008726   0.008298   0.003174         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    181/499      4.32G   0.008722   0.008308   0.003197         83        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    181/499      4.32G   0.008722   0.008308   0.003197         83        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    181/499      4.32G   0.008724   0.008312   0.003179         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    181/499      4.32G   0.008724   0.008312   0.003179         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    181/499      4.32G   0.008729   0.008325   0.003178         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    181/499      4.32G   0.008729   0.008325   0.003178         63        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    181/499      4.32G   0.008715   0.008304   0.003193         57        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    181/499      4.32G   0.008715   0.008304   0.003193         57        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
    181/499      4.32G   0.008726   0.008311   0.003189         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    181/499      4.32G   0.008726   0.008311   0.003189         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    181/499      4.32G   0.008719    0.00832   0.003196         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    181/499      4.32G   0.008719    0.00832   0.003196         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    181/499      4.32G   0.008723   0.008311   0.003184         51        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    181/499      4.32G   0.008723   0.008311   0.003184         51        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    181/499      4.32G   0.008724   0.008321   0.003184         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    181/499      4.32G   0.008724   0.008321   0.003184         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    181/499      4.32G   0.008738   0.008318   0.003174         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    181/499      4.32G   0.008738   0.008318   0.003174         59        640:  75%|#######5  | 126/168 [00:23<00:07,  5.30it/s]
    181/499      4.32G   0.008736   0.008315   0.003166         64        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    181/499      4.32G   0.008736   0.008315   0.003166         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    181/499      4.32G    0.00873   0.008305   0.003157         53        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    181/499      4.32G    0.00873   0.008305   0.003157         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    181/499      4.32G    0.00874    0.00832   0.003156         74        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    181/499      4.32G    0.00874    0.00832   0.003156         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    181/499      4.32G   0.008739    0.00832   0.003166         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    181/499      4.32G   0.008739    0.00832   0.003166         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
    181/499      4.32G   0.008739   0.008313   0.003175         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
    181/499      4.32G   0.008739   0.008313   0.003175         59        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
    181/499      4.32G    0.00874   0.008312   0.003188         58        640:  78%|#######7  | 131/168 [00:24<00:07,  5.23it/s]
    181/499      4.32G    0.00874   0.008312   0.003188         58        640:  79%|#######8  | 132/168 [00:24<00:06,  5.31it/s]
    181/499      4.32G   0.008751   0.008319   0.003184         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    181/499      4.32G   0.008751   0.008319   0.003184         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    181/499      4.32G   0.008751   0.008322   0.003197         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.18it/s]
    181/499      4.32G   0.008751   0.008322   0.003197         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    181/499      4.32G   0.008745   0.008327    0.00318         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    181/499      4.32G   0.008745   0.008327    0.00318         74        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    181/499      4.32G   0.008749   0.008334   0.003169         68        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    181/499      4.32G   0.008749   0.008334   0.003169         68        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
    181/499      4.32G   0.008762   0.008337   0.003169         56        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
    181/499      4.32G   0.008762   0.008337   0.003169         56        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    181/499      4.32G   0.008748   0.008341   0.003182         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    181/499      4.32G   0.008748   0.008341   0.003182         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    181/499      4.32G   0.008742   0.008344   0.003195         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    181/499      4.32G   0.008742   0.008344   0.003195         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    181/499      4.32G   0.008751   0.008352   0.003188         86        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    181/499      4.32G   0.008751   0.008352   0.003188         86        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    181/499      4.32G    0.00876   0.008354    0.00319         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    181/499      4.32G    0.00876   0.008354    0.00319         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    181/499      4.32G   0.008752   0.008361   0.003182         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    181/499      4.32G   0.008752   0.008361   0.003182         73        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    181/499      4.32G   0.008752   0.008379   0.003168         88        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    181/499      4.32G   0.008752   0.008379   0.003168         88        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    181/499      4.32G   0.008748   0.008384   0.003167         83        640:  85%|########5 | 143/168 [00:27<00:04,  5.28it/s]
    181/499      4.32G   0.008748   0.008384   0.003167         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    181/499      4.32G    0.00876   0.008393   0.003146         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    181/499      4.32G    0.00876   0.008393   0.003146         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    181/499      4.32G   0.008752   0.008401   0.003146         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    181/499      4.32G   0.008752   0.008401   0.003146         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    181/499      4.32G   0.008752   0.008401    0.00315         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    181/499      4.32G   0.008752   0.008401    0.00315         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    181/499      4.32G   0.008755   0.008404   0.003179         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    181/499      4.32G   0.008755   0.008404   0.003179         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    181/499      4.32G   0.008757   0.008395   0.003172         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    181/499      4.32G   0.008757   0.008395   0.003172         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    181/499      4.32G   0.008758    0.00841    0.00317         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    181/499      4.32G   0.008758    0.00841    0.00317         83        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    181/499      4.32G   0.008763   0.008425   0.003177         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    181/499      4.32G   0.008763   0.008425   0.003177         82        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    181/499      4.32G   0.008759   0.008415   0.003167         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    181/499      4.32G   0.008759   0.008415   0.003167         65        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    181/499      4.32G   0.008758   0.008413   0.003175         72        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    181/499      4.32G   0.008758   0.008413   0.003175         72        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    181/499      4.32G   0.008762   0.008421   0.003162         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    181/499      4.32G   0.008762   0.008421   0.003162         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    181/499      4.32G   0.008762   0.008417   0.003152         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    181/499      4.32G   0.008762   0.008417   0.003152         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    181/499      4.32G   0.008761   0.008418    0.00315         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    181/499      4.32G   0.008761   0.008418    0.00315         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    181/499      4.32G   0.008762   0.008411   0.003139         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    181/499      4.32G   0.008762   0.008411   0.003139         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    181/499      4.32G   0.008761   0.008407   0.003131         64        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    181/499      4.32G   0.008761   0.008407   0.003131         64        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    181/499      4.32G   0.008784     0.0084   0.003145         56        640:  94%|#########4| 158/168 [00:30<00:01,  5.34it/s]
    181/499      4.32G   0.008784     0.0084   0.003145         56        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    181/499      4.32G   0.008783   0.008395    0.00316         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    181/499      4.32G   0.008783   0.008395    0.00316         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
    181/499      4.32G   0.008775   0.008389   0.003161         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
    181/499      4.32G   0.008775   0.008389   0.003161         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    181/499      4.32G    0.00878   0.008394   0.003168         83        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    181/499      4.32G    0.00878   0.008394   0.003168         83        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    181/499      4.32G   0.008763   0.008379   0.003166         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    181/499      4.32G   0.008763   0.008379   0.003166         60        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    181/499      4.32G   0.008775   0.008383   0.003179         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
    181/499      4.32G   0.008775   0.008383   0.003179         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    181/499      4.32G   0.008793   0.008386   0.003187         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    181/499      4.32G   0.008793   0.008386   0.003187         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    181/499      4.32G   0.008789   0.008385   0.003182         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    181/499      4.32G   0.008789   0.008385   0.003182         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    181/499      4.32G   0.008788   0.008376   0.003166         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    181/499      4.32G   0.008788   0.008376   0.003166         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    181/499      4.32G   0.008777   0.008369   0.003176         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    181/499      4.32G   0.008777   0.008369   0.003176         25        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    181/499      4.32G   0.008777   0.008369   0.003176         25        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.40it/s]
                   all        132        263      0.829      0.868      0.874      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    182/499      4.32G    0.01051   0.009447   0.002113         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
    182/499      4.32G    0.01051   0.009447   0.002113         73        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    182/499      4.32G   0.009366   0.009093   0.002165         66        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    182/499      4.32G   0.009366   0.009093   0.002165         66        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    182/499      4.32G   0.009129   0.009062   0.002758         89        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    182/499      4.32G   0.009129   0.009062   0.002758         89        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    182/499      4.32G   0.009288   0.009073   0.002264         70        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    182/499      4.32G   0.009288   0.009073   0.002264         70        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    182/499      4.32G   0.009112   0.008761   0.002121         70        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    182/499      4.32G   0.009112   0.008761   0.002121         70        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    182/499      4.32G    0.00898   0.008785   0.002144         74        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    182/499      4.32G    0.00898   0.008785   0.002144         74        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    182/499      4.32G    0.00895   0.008619   0.002142         64        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    182/499      4.32G    0.00895   0.008619   0.002142         64        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    182/499      4.32G     0.0089   0.008281   0.002551         67        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    182/499      4.32G     0.0089   0.008281   0.002551         67        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    182/499      4.32G   0.008911   0.008421    0.00253         70        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    182/499      4.32G   0.008911   0.008421    0.00253         70        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    182/499      4.32G   0.008935   0.008256   0.002306         56        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    182/499      4.32G   0.008935   0.008256   0.002306         56        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    182/499      4.32G   0.008809   0.008307   0.002507         79        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    182/499      4.32G   0.008809   0.008307   0.002507         79        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    182/499      4.32G   0.008754   0.008379   0.002608         87        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    182/499      4.32G   0.008754   0.008379   0.002608         87        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
    182/499      4.32G   0.008664   0.008436    0.00256         73        640:   7%|7         | 12/168 [00:02<00:29,  5.38it/s]
    182/499      4.32G   0.008664   0.008436    0.00256         73        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    182/499      4.32G   0.008654   0.008426   0.002565         65        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    182/499      4.32G   0.008654   0.008426   0.002565         65        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    182/499      4.32G   0.008658   0.008554   0.002532         79        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    182/499      4.32G   0.008658   0.008554   0.002532         79        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    182/499      4.32G   0.008736   0.008644   0.002742         74        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    182/499      4.32G   0.008736   0.008644   0.002742         74        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    182/499      4.32G    0.00875   0.008754   0.002685         76        640:  10%|9         | 16/168 [00:03<00:28,  5.25it/s]
    182/499      4.32G    0.00875   0.008754   0.002685         76        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    182/499      4.32G   0.008726   0.008774   0.002717         74        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    182/499      4.32G   0.008726   0.008774   0.002717         74        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    182/499      4.32G    0.00869   0.008774   0.002748         69        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    182/499      4.32G    0.00869   0.008774   0.002748         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    182/499      4.32G   0.008715    0.00874   0.002779         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    182/499      4.32G   0.008715    0.00874   0.002779         57        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    182/499      4.32G   0.008764   0.008804   0.002796         78        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    182/499      4.32G   0.008764   0.008804   0.002796         78        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    182/499      4.32G   0.008741   0.008763   0.002771         78        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    182/499      4.32G   0.008741   0.008763   0.002771         78        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    182/499      4.32G   0.008667   0.008642    0.00274         56        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    182/499      4.32G   0.008667   0.008642    0.00274         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    182/499      4.32G   0.008664   0.008616   0.002738         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    182/499      4.32G   0.008664   0.008616   0.002738         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    182/499      4.32G   0.008713   0.008554   0.002848         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    182/499      4.32G   0.008713   0.008554   0.002848         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    182/499      4.32G   0.008699   0.008551   0.002862         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    182/499      4.32G   0.008699   0.008551   0.002862         67        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    182/499      4.32G   0.008696   0.008517   0.002903         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    182/499      4.32G   0.008696   0.008517   0.002903         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    182/499      4.32G   0.008698   0.008456   0.002925         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    182/499      4.32G   0.008698   0.008456   0.002925         57        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    182/499      4.32G   0.008717   0.008423   0.002932         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    182/499      4.32G   0.008717   0.008423   0.002932         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    182/499      4.32G   0.008701   0.008349   0.002874         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    182/499      4.32G   0.008701   0.008349   0.002874         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    182/499      4.32G   0.008676   0.008323   0.002929         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    182/499      4.32G   0.008676   0.008323   0.002929         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    182/499      4.32G    0.00864   0.008313   0.002991         85        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    182/499      4.32G    0.00864   0.008313   0.002991         85        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    182/499      4.32G   0.008645   0.008305   0.003002         77        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    182/499      4.32G   0.008645   0.008305   0.003002         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    182/499      4.32G   0.008655   0.008387   0.003015         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    182/499      4.32G   0.008655   0.008387   0.003015         77        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    182/499      4.32G   0.008669    0.00841   0.002978         68        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    182/499      4.32G   0.008669    0.00841   0.002978         68        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    182/499      4.32G   0.008655   0.008403   0.002991         65        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    182/499      4.32G   0.008655   0.008403   0.002991         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    182/499      4.32G   0.008637   0.008441   0.002998         71        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    182/499      4.32G   0.008637   0.008441   0.002998         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    182/499      4.32G   0.008582   0.008473   0.003036         85        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    182/499      4.32G   0.008582   0.008473   0.003036         85        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    182/499      4.32G     0.0086   0.008475   0.003018         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    182/499      4.32G     0.0086   0.008475   0.003018         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
    182/499      4.32G   0.008608   0.008505   0.003017         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.24it/s]
    182/499      4.32G   0.008608   0.008505   0.003017         76        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
    182/499      4.32G   0.008558    0.00849   0.003003         80        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
    182/499      4.32G   0.008558    0.00849   0.003003         80        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    182/499      4.32G   0.008545   0.008433   0.002951         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.21it/s]
    182/499      4.32G   0.008545   0.008433   0.002951         57        640:  25%|##5       | 42/168 [00:07<00:23,  5.27it/s]
    182/499      4.32G   0.008582   0.008417   0.002926         58        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    182/499      4.32G   0.008582   0.008417   0.002926         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    182/499      4.32G   0.008569    0.00843   0.002878         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    182/499      4.32G   0.008569    0.00843   0.002878         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    182/499      4.32G   0.008567   0.008438   0.002835         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    182/499      4.32G   0.008567   0.008438   0.002835         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    182/499      4.32G   0.008532   0.008436   0.002874         73        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    182/499      4.32G   0.008532   0.008436   0.002874         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    182/499      4.32G   0.008532   0.008403   0.002966         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    182/499      4.32G   0.008532   0.008403   0.002966         63        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    182/499      4.32G    0.00852   0.008352   0.002976         52        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    182/499      4.32G    0.00852   0.008352   0.002976         52        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    182/499      4.32G   0.008536   0.008348   0.002945         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    182/499      4.32G   0.008536   0.008348   0.002945         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    182/499      4.32G   0.008513   0.008351   0.002915         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    182/499      4.32G   0.008513   0.008351   0.002915         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    182/499      4.32G   0.008482   0.008322   0.002927         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    182/499      4.32G   0.008482   0.008322   0.002927         69        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    182/499      4.32G     0.0085   0.008306   0.002911         71        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    182/499      4.32G     0.0085   0.008306   0.002911         71        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    182/499      4.32G   0.008485   0.008315   0.002966         68        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    182/499      4.32G   0.008485   0.008315   0.002966         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    182/499      4.32G   0.008492    0.00832   0.002959         77        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    182/499      4.32G   0.008492    0.00832   0.002959         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    182/499      4.32G   0.008475   0.008288   0.002953         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    182/499      4.32G   0.008475   0.008288   0.002953         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
    182/499      4.32G   0.008477   0.008274   0.002917         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
    182/499      4.32G   0.008477   0.008274   0.002917         68        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    182/499      4.32G   0.008482   0.008289   0.002949         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    182/499      4.32G   0.008482   0.008289   0.002949         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    182/499      4.32G   0.008507   0.008332   0.002931         85        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    182/499      4.32G   0.008507   0.008332   0.002931         85        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    182/499      4.32G    0.00852   0.008318   0.002909         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    182/499      4.32G    0.00852   0.008318   0.002909         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    182/499      4.32G   0.008515   0.008313   0.002923         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    182/499      4.32G   0.008515   0.008313   0.002923         75        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    182/499      4.32G   0.008517   0.008296    0.00294         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    182/499      4.32G   0.008517   0.008296    0.00294         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    182/499      4.32G   0.008519   0.008265   0.002933         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    182/499      4.32G   0.008519   0.008265   0.002933         60        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    182/499      4.32G   0.008505   0.008262    0.00292         80        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    182/499      4.32G   0.008505   0.008262    0.00292         80        640:  38%|###7      | 63/168 [00:11<00:19,  5.39it/s]
    182/499      4.32G   0.008506    0.00828   0.002928         79        640:  38%|###7      | 63/168 [00:12<00:19,  5.39it/s]
    182/499      4.32G   0.008506    0.00828   0.002928         79        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    182/499      4.32G   0.008505   0.008291   0.002894         68        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    182/499      4.32G   0.008505   0.008291   0.002894         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    182/499      4.32G   0.008508   0.008292   0.002971         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    182/499      4.32G   0.008508   0.008292   0.002971         65        640:  39%|###9      | 66/168 [00:12<00:18,  5.41it/s]
    182/499      4.32G   0.008513   0.008293   0.002983         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.41it/s]
    182/499      4.32G   0.008513   0.008293   0.002983         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    182/499      4.32G   0.008514   0.008277    0.00299         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    182/499      4.32G   0.008514   0.008277    0.00299         65        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
    182/499      4.32G   0.008512    0.00827   0.003026         63        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
    182/499      4.32G   0.008512    0.00827   0.003026         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    182/499      4.32G    0.00853   0.008267   0.003005         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    182/499      4.32G    0.00853   0.008267   0.003005         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    182/499      4.32G   0.008529   0.008243   0.003018         49        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    182/499      4.32G   0.008529   0.008243   0.003018         49        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    182/499      4.32G   0.008542   0.008245   0.003032         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    182/499      4.32G   0.008542   0.008245   0.003032         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    182/499      4.32G   0.008516   0.008224   0.003051         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    182/499      4.32G   0.008516   0.008224   0.003051         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    182/499      4.32G   0.008524   0.008226   0.003078         86        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
    182/499      4.32G   0.008524   0.008226   0.003078         86        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    182/499      4.32G   0.008519   0.008224   0.003081         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    182/499      4.32G   0.008519   0.008224   0.003081         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    182/499      4.32G    0.00851   0.008244   0.003117         84        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    182/499      4.32G    0.00851   0.008244   0.003117         84        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    182/499      4.32G   0.008514   0.008243   0.003143         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    182/499      4.32G   0.008514   0.008243   0.003143         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    182/499      4.32G   0.008515    0.00825   0.003159         75        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    182/499      4.32G   0.008515    0.00825   0.003159         75        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    182/499      4.32G   0.008537    0.00825   0.003123         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    182/499      4.32G   0.008537    0.00825   0.003123         64        640:  47%|####7     | 79/168 [00:14<00:16,  5.24it/s]
    182/499      4.32G   0.008531   0.008234   0.003126         59        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    182/499      4.32G   0.008531   0.008234   0.003126         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    182/499      4.32G   0.008526   0.008227   0.003129         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    182/499      4.32G   0.008526   0.008227   0.003129         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    182/499      4.32G   0.008542   0.008236    0.00315         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    182/499      4.32G   0.008542   0.008236    0.00315         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    182/499      4.32G   0.008554   0.008275   0.003136         80        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    182/499      4.32G   0.008554   0.008275   0.003136         80        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    182/499      4.32G   0.008565   0.008262   0.003151         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    182/499      4.32G   0.008565   0.008262   0.003151         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
    182/499      4.32G   0.008573   0.008262   0.003157         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    182/499      4.32G   0.008573   0.008262   0.003157         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    182/499      4.32G   0.008556   0.008242   0.003147         57        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    182/499      4.32G   0.008556   0.008242   0.003147         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    182/499      4.32G   0.008546   0.008233    0.00314         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    182/499      4.32G   0.008546   0.008233    0.00314         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    182/499      4.32G   0.008545   0.008209   0.003154         49        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    182/499      4.32G   0.008545   0.008209   0.003154         49        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    182/499      4.32G   0.008536   0.008193   0.003189         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    182/499      4.32G   0.008536   0.008193   0.003189         61        640:  53%|#####2    | 89/168 [00:16<00:15,  5.20it/s]
    182/499      4.32G   0.008557   0.008196    0.00319         72        640:  53%|#####2    | 89/168 [00:17<00:15,  5.20it/s]
    182/499      4.32G   0.008557   0.008196    0.00319         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
    182/499      4.32G    0.00856   0.008211   0.003183         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.26it/s]
    182/499      4.32G    0.00856   0.008211   0.003183         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    182/499      4.32G    0.00857   0.008204   0.003184         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    182/499      4.32G    0.00857   0.008204   0.003184         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    182/499      4.32G   0.008564   0.008193   0.003172         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    182/499      4.32G   0.008564   0.008193   0.003172         62        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    182/499      4.32G   0.008556   0.008181   0.003182         66        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    182/499      4.32G   0.008556   0.008181   0.003182         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    182/499      4.32G   0.008571   0.008183   0.003196         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    182/499      4.32G   0.008571   0.008183   0.003196         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    182/499      4.32G   0.008562   0.008192   0.003204         83        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    182/499      4.32G   0.008562   0.008192   0.003204         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    182/499      4.32G   0.008571   0.008219   0.003189         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    182/499      4.32G   0.008571   0.008219   0.003189         83        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    182/499      4.32G    0.00856   0.008212   0.003185         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    182/499      4.32G    0.00856   0.008212   0.003185         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    182/499      4.32G   0.008561   0.008218   0.003183         76        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    182/499      4.32G   0.008561   0.008218   0.003183         76        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    182/499      4.32G   0.008549   0.008207   0.003159         55        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    182/499      4.32G   0.008549   0.008207   0.003159         55        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
    182/499      4.32G   0.008571   0.008206   0.003144         53        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    182/499      4.32G   0.008571   0.008206   0.003144         53        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    182/499      4.32G   0.008577   0.008202   0.003156         55        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    182/499      4.32G   0.008577   0.008202   0.003156         55        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    182/499      4.32G   0.008565    0.00819   0.003155         64        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    182/499      4.32G   0.008565    0.00819   0.003155         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    182/499      4.32G   0.008571   0.008203   0.003157         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    182/499      4.32G   0.008571   0.008203   0.003157         67        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    182/499      4.32G   0.008571   0.008205   0.003182         56        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    182/499      4.32G   0.008571   0.008205   0.003182         56        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
    182/499      4.32G   0.008566   0.008205   0.003164         77        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
    182/499      4.32G   0.008566   0.008205   0.003164         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    182/499      4.32G   0.008582   0.008197   0.003159         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    182/499      4.32G   0.008582   0.008197   0.003159         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    182/499      4.32G   0.008592   0.008215   0.003154         81        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    182/499      4.32G   0.008592   0.008215   0.003154         81        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    182/499      4.32G   0.008582   0.008221   0.003168         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.38it/s]
    182/499      4.32G   0.008582   0.008221   0.003168         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    182/499      4.32G   0.008588   0.008231   0.003167         83        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    182/499      4.32G   0.008588   0.008231   0.003167         83        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    182/499      4.32G   0.008597   0.008239   0.003154         66        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    182/499      4.32G   0.008597   0.008239   0.003154         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    182/499      4.32G   0.008605    0.00824   0.003161         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    182/499      4.32G   0.008605    0.00824   0.003161         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    182/499      4.32G    0.00861   0.008246   0.003197         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    182/499      4.32G    0.00861   0.008246   0.003197         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    182/499      4.32G   0.008612   0.008236   0.003235         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    182/499      4.32G   0.008612   0.008236   0.003235         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    182/499      4.32G   0.008615   0.008235   0.003214         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    182/499      4.32G   0.008615   0.008235   0.003214         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    182/499      4.32G   0.008611   0.008238   0.003193         71        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    182/499      4.32G   0.008611   0.008238   0.003193         71        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    182/499      4.32G   0.008612   0.008245   0.003193         81        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    182/499      4.32G   0.008612   0.008245   0.003193         81        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    182/499      4.32G   0.008609   0.008231   0.003186         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    182/499      4.32G   0.008609   0.008231   0.003186         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    182/499      4.32G   0.008608   0.008236   0.003188         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    182/499      4.32G   0.008608   0.008236   0.003188         80        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    182/499      4.32G   0.008598   0.008228   0.003171         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    182/499      4.32G   0.008598   0.008228   0.003171         74        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    182/499      4.32G   0.008603   0.008226   0.003184         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    182/499      4.32G   0.008603   0.008226   0.003184         77        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    182/499      4.32G   0.008604   0.008223   0.003236         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    182/499      4.32G   0.008604   0.008223   0.003236         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    182/499      4.32G   0.008605   0.008225   0.003213         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    182/499      4.32G   0.008605   0.008225   0.003213         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    182/499      4.32G     0.0086   0.008223   0.003243         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    182/499      4.32G     0.0086   0.008223   0.003243         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    182/499      4.32G   0.008598   0.008225   0.003237         84        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    182/499      4.32G   0.008598   0.008225   0.003237         84        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    182/499      4.32G   0.008592   0.008222   0.003245         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    182/499      4.32G   0.008592   0.008222   0.003245         63        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    182/499      4.32G   0.008591    0.00822   0.003262         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    182/499      4.32G   0.008591    0.00822   0.003262         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    182/499      4.32G    0.00859   0.008218   0.003264         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    182/499      4.32G    0.00859   0.008218   0.003264         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    182/499      4.32G   0.008589   0.008234   0.003251         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    182/499      4.32G   0.008589   0.008234   0.003251         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    182/499      4.32G   0.008589   0.008238   0.003262         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    182/499      4.32G   0.008589   0.008238   0.003262         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.09it/s]
    182/499      4.32G   0.008595   0.008255   0.003258         83        640:  77%|#######7  | 130/168 [00:24<00:07,  5.09it/s]
    182/499      4.32G   0.008595   0.008255   0.003258         83        640:  78%|#######7  | 131/168 [00:24<00:07,  5.20it/s]
    182/499      4.32G   0.008584   0.008253   0.003257         83        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    182/499      4.32G   0.008584   0.008253   0.003257         83        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    182/499      4.32G   0.008584   0.008246   0.003241         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    182/499      4.32G   0.008584   0.008246   0.003241         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    182/499      4.32G   0.008589   0.008233   0.003249         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    182/499      4.32G   0.008589   0.008233   0.003249         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    182/499      4.32G   0.008587   0.008257   0.003246         87        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    182/499      4.32G   0.008587   0.008257   0.003246         87        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    182/499      4.32G   0.008582   0.008251    0.00326         75        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    182/499      4.32G   0.008582   0.008251    0.00326         75        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    182/499      4.32G   0.008585   0.008244   0.003254         64        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    182/499      4.32G   0.008585   0.008244   0.003254         64        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    182/499      4.32G   0.008589   0.008251   0.003248         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    182/499      4.32G   0.008589   0.008251   0.003248         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    182/499      4.32G   0.008592   0.008248    0.00326         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    182/499      4.32G   0.008592   0.008248    0.00326         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    182/499      4.32G   0.008596   0.008253   0.003254         74        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    182/499      4.32G   0.008596   0.008253   0.003254         74        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    182/499      4.32G   0.008592   0.008253   0.003248         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    182/499      4.32G   0.008592   0.008253   0.003248         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    182/499      4.32G    0.00859   0.008258   0.003247         80        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    182/499      4.32G    0.00859   0.008258   0.003247         80        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
    182/499      4.32G   0.008596   0.008264   0.003245         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    182/499      4.32G   0.008596   0.008264   0.003245         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    182/499      4.32G    0.00859   0.008248   0.003245         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    182/499      4.32G    0.00859   0.008248   0.003245         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    182/499      4.32G   0.008584   0.008246   0.003249         77        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    182/499      4.32G   0.008584   0.008246   0.003249         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    182/499      4.32G   0.008589   0.008253   0.003238         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    182/499      4.32G   0.008589   0.008253   0.003238         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    182/499      4.32G   0.008591   0.008248   0.003251         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    182/499      4.32G   0.008591   0.008248   0.003251         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    182/499      4.32G   0.008594   0.008258   0.003247         81        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    182/499      4.32G   0.008594   0.008258   0.003247         81        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    182/499      4.32G    0.00859    0.00826   0.003232         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    182/499      4.32G    0.00859    0.00826   0.003232         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    182/499      4.32G   0.008601   0.008276   0.003225         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    182/499      4.32G   0.008601   0.008276   0.003225         79        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    182/499      4.32G   0.008591   0.008268   0.003231         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    182/499      4.32G   0.008591   0.008268   0.003231         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    182/499      4.32G   0.008588   0.008264   0.003272         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    182/499      4.32G   0.008588   0.008264   0.003272         61        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    182/499      4.32G   0.008591   0.008262   0.003268         79        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    182/499      4.32G   0.008591   0.008262   0.003268         79        640:  91%|#########1| 153/168 [00:28<00:02,  5.38it/s]
    182/499      4.32G   0.008595   0.008258   0.003264         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.38it/s]
    182/499      4.32G   0.008595   0.008258   0.003264         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    182/499      4.32G   0.008598    0.00825   0.003252         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    182/499      4.32G   0.008598    0.00825   0.003252         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    182/499      4.32G   0.008613   0.008248   0.003271         52        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    182/499      4.32G   0.008613   0.008248   0.003271         52        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    182/499      4.32G   0.008608   0.008251    0.00327         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    182/499      4.32G   0.008608   0.008251    0.00327         77        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    182/499      4.32G   0.008605    0.00825   0.003275         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    182/499      4.32G   0.008605    0.00825   0.003275         66        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    182/499      4.32G     0.0086   0.008257   0.003295         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    182/499      4.32G     0.0086   0.008257   0.003295         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    182/499      4.32G   0.008593   0.008247   0.003318         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    182/499      4.32G   0.008593   0.008247   0.003318         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    182/499      4.32G   0.008595   0.008255   0.003309         81        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    182/499      4.32G   0.008595   0.008255   0.003309         81        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    182/499      4.32G   0.008598   0.008259   0.003316         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    182/499      4.32G   0.008598   0.008259   0.003316         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    182/499      4.32G   0.008602   0.008262   0.003314         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    182/499      4.32G   0.008602   0.008262   0.003314         78        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    182/499      4.32G   0.008601   0.008256   0.003307         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
    182/499      4.32G   0.008601   0.008256   0.003307         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    182/499      4.32G   0.008605   0.008265   0.003298         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    182/499      4.32G   0.008605   0.008265   0.003298         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    182/499      4.32G   0.008601   0.008253   0.003304         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    182/499      4.32G   0.008601   0.008253   0.003304         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    182/499      4.32G   0.008606   0.008244   0.003311         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    182/499      4.32G   0.008606   0.008244   0.003311         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    182/499      4.32G   0.008613   0.008256   0.003309         29        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    182/499      4.32G   0.008613   0.008256   0.003309         29        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    182/499      4.32G   0.008613   0.008256   0.003309         29        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.829      0.873      0.881      0.767

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    183/499      4.32G   0.006628   0.006545   0.003093         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
    183/499      4.32G   0.006628   0.006545   0.003093         63        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    183/499      4.32G   0.007302   0.008346   0.002445         74        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    183/499      4.32G   0.007302   0.008346   0.002445         74        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    183/499      4.32G     0.0079   0.008687   0.002413         71        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    183/499      4.32G     0.0079   0.008687   0.002413         71        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    183/499      4.32G   0.008049   0.008814   0.002517         68        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    183/499      4.32G   0.008049   0.008814   0.002517         68        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    183/499      4.32G   0.008106   0.008951   0.003182         72        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    183/499      4.32G   0.008106   0.008951   0.003182         72        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    183/499      4.32G   0.008288   0.009028   0.003066         71        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    183/499      4.32G   0.008288   0.009028   0.003066         71        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    183/499      4.32G   0.008322   0.009096   0.002892         84        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    183/499      4.32G   0.008322   0.009096   0.002892         84        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    183/499      4.32G   0.008326    0.00907   0.002877         91        640:   4%|4         | 7/168 [00:01<00:30,  5.23it/s]
    183/499      4.32G   0.008326    0.00907   0.002877         91        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    183/499      4.32G   0.008253   0.008784    0.00323         56        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    183/499      4.32G   0.008253   0.008784    0.00323         56        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    183/499      4.32G   0.008351   0.008874   0.003078         80        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    183/499      4.32G   0.008351   0.008874   0.003078         80        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
    183/499      4.32G    0.00845   0.008835   0.003113         72        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
    183/499      4.32G    0.00845   0.008835   0.003113         72        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    183/499      4.32G   0.008402   0.008775   0.002981         77        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    183/499      4.32G   0.008402   0.008775   0.002981         77        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
    183/499      4.32G   0.008395   0.008749   0.003293         68        640:   7%|7         | 12/168 [00:02<00:29,  5.25it/s]
    183/499      4.32G   0.008395   0.008749   0.003293         68        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    183/499      4.32G   0.008332   0.008732   0.003206         69        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    183/499      4.32G   0.008332   0.008732   0.003206         69        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    183/499      4.32G   0.008326   0.008592   0.003085         59        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    183/499      4.32G   0.008326   0.008592   0.003085         59        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    183/499      4.32G   0.008263   0.008463   0.003059         61        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    183/499      4.32G   0.008263   0.008463   0.003059         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    183/499      4.32G   0.008243   0.008452   0.003174         60        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    183/499      4.32G   0.008243   0.008452   0.003174         60        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    183/499      4.32G   0.008202   0.008406   0.003264         71        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    183/499      4.32G   0.008202   0.008406   0.003264         71        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    183/499      4.32G   0.008219   0.008294    0.00325         52        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    183/499      4.32G   0.008219   0.008294    0.00325         52        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    183/499      4.32G   0.008172   0.008211   0.003181         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    183/499      4.32G   0.008172   0.008211   0.003181         57        640:  12%|#1        | 20/168 [00:03<00:27,  5.34it/s]
    183/499      4.32G   0.008237   0.008159   0.003489         51        640:  12%|#1        | 20/168 [00:03<00:27,  5.34it/s]
    183/499      4.32G   0.008237   0.008159   0.003489         51        640:  12%|#2        | 21/168 [00:03<00:27,  5.40it/s]
    183/499      4.32G   0.008224    0.00812   0.003427         55        640:  12%|#2        | 21/168 [00:04<00:27,  5.40it/s]
    183/499      4.32G   0.008224    0.00812   0.003427         55        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
    183/499      4.32G   0.008269   0.008223   0.003428         76        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
    183/499      4.32G   0.008269   0.008223   0.003428         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    183/499      4.32G   0.008234   0.008228   0.003373         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    183/499      4.32G   0.008234   0.008228   0.003373         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    183/499      4.32G   0.008269   0.008272   0.003411         78        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    183/499      4.32G   0.008269   0.008272   0.003411         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    183/499      4.32G   0.008295   0.008183   0.003424         52        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    183/499      4.32G   0.008295   0.008183   0.003424         52        640:  15%|#5        | 26/168 [00:04<00:26,  5.34it/s]
    183/499      4.32G   0.008276   0.008124   0.003481         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.34it/s]
    183/499      4.32G   0.008276   0.008124   0.003481         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    183/499      4.32G    0.00826   0.008131   0.003466         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    183/499      4.32G    0.00826   0.008131   0.003466         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    183/499      4.32G   0.008298   0.008149   0.003455         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    183/499      4.32G   0.008298   0.008149   0.003455         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    183/499      4.32G     0.0083   0.008193   0.003461         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    183/499      4.32G     0.0083   0.008193   0.003461         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    183/499      4.32G   0.008381   0.008192   0.003469         60        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    183/499      4.32G   0.008381   0.008192   0.003469         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.25it/s]
    183/499      4.32G     0.0084   0.008227   0.003493         74        640:  18%|#8        | 31/168 [00:06<00:26,  5.25it/s]
    183/499      4.32G     0.0084   0.008227   0.003493         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    183/499      4.32G     0.0084   0.008232   0.003484         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    183/499      4.32G     0.0084   0.008232   0.003484         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    183/499      4.32G   0.008435   0.008171   0.003459         45        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    183/499      4.32G   0.008435   0.008171   0.003459         45        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    183/499      4.32G   0.008498   0.008129   0.003405         55        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    183/499      4.32G   0.008498   0.008129   0.003405         55        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    183/499      4.32G   0.008508   0.008097   0.003394         57        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    183/499      4.32G   0.008508   0.008097   0.003394         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.41it/s]
    183/499      4.32G    0.00851   0.008074    0.00344         60        640:  21%|##1       | 36/168 [00:06<00:24,  5.41it/s]
    183/499      4.32G    0.00851   0.008074    0.00344         60        640:  22%|##2       | 37/168 [00:06<00:25,  5.22it/s]
    183/499      4.32G   0.008563   0.008087   0.003356         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    183/499      4.32G   0.008563   0.008087   0.003356         59        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    183/499      4.32G   0.008561   0.008083   0.003349         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    183/499      4.32G   0.008561   0.008083   0.003349         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    183/499      4.32G   0.008572   0.008086   0.003352         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    183/499      4.32G   0.008572   0.008086   0.003352         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    183/499      4.32G   0.008574   0.008077   0.003318         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    183/499      4.32G   0.008574   0.008077   0.003318         64        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    183/499      4.32G   0.008608   0.008133   0.003261         83        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    183/499      4.32G   0.008608   0.008133   0.003261         83        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    183/499      4.32G   0.008574   0.008133   0.003293         81        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    183/499      4.32G   0.008574   0.008133   0.003293         81        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    183/499      4.32G   0.008565   0.008108   0.003284         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    183/499      4.32G   0.008565   0.008108   0.003284         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    183/499      4.32G   0.008583   0.008087   0.003295         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    183/499      4.32G   0.008583   0.008087   0.003295         71        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    183/499      4.32G   0.008642   0.008136   0.003284         59        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    183/499      4.32G   0.008642   0.008136   0.003284         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    183/499      4.32G   0.008679   0.008171   0.003342         73        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    183/499      4.32G   0.008679   0.008171   0.003342         73        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    183/499      4.32G   0.008706   0.008186   0.003328         60        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    183/499      4.32G   0.008706   0.008186   0.003328         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    183/499      4.32G   0.008679   0.008149   0.003326         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    183/499      4.32G   0.008679   0.008149   0.003326         56        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    183/499      4.32G   0.008675   0.008152   0.003286         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    183/499      4.32G   0.008675   0.008152   0.003286         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    183/499      4.32G   0.008689   0.008173   0.003253         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    183/499      4.32G   0.008689   0.008173   0.003253         71        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    183/499      4.32G   0.008707   0.008225   0.003225         82        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    183/499      4.32G   0.008707   0.008225   0.003225         82        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    183/499      4.32G   0.008708   0.008204   0.003216         52        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    183/499      4.32G   0.008708   0.008204   0.003216         52        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    183/499      4.32G   0.008693   0.008173    0.00318         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    183/499      4.32G   0.008693   0.008173    0.00318         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    183/499      4.32G   0.008715   0.008175   0.003174         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    183/499      4.32G   0.008715   0.008175   0.003174         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    183/499      4.32G   0.008702   0.008151   0.003166         56        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    183/499      4.32G   0.008702   0.008151   0.003166         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    183/499      4.32G   0.008703   0.008164   0.003188         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    183/499      4.32G   0.008703   0.008164   0.003188         71        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    183/499      4.32G   0.008753   0.008227   0.003207         74        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    183/499      4.32G   0.008753   0.008227   0.003207         74        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
    183/499      4.32G   0.008744   0.008224   0.003195         58        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    183/499      4.32G   0.008744   0.008224   0.003195         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    183/499      4.32G   0.008742   0.008233   0.003199         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    183/499      4.32G   0.008742   0.008233   0.003199         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    183/499      4.32G   0.008747   0.008224   0.003196         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    183/499      4.32G   0.008747   0.008224   0.003196         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    183/499      4.32G   0.008776   0.008233   0.003179         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    183/499      4.32G   0.008776   0.008233   0.003179         62        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    183/499      4.32G   0.008782   0.008257   0.003165         76        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    183/499      4.32G   0.008782   0.008257   0.003165         76        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
    183/499      4.32G   0.008781   0.008294   0.003162         83        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
    183/499      4.32G   0.008781   0.008294   0.003162         83        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    183/499      4.32G   0.008763   0.008282   0.003154         72        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    183/499      4.32G   0.008763   0.008282   0.003154         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    183/499      4.32G   0.008765   0.008294   0.003138         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    183/499      4.32G   0.008765   0.008294   0.003138         71        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    183/499      4.32G   0.008762   0.008293   0.003161         68        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    183/499      4.32G   0.008762   0.008293   0.003161         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    183/499      4.32G   0.008747   0.008284   0.003187         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    183/499      4.32G   0.008747   0.008284   0.003187         65        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    183/499      4.32G   0.008769    0.00831   0.003203         66        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    183/499      4.32G   0.008769    0.00831   0.003203         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    183/499      4.32G   0.008763   0.008315   0.003174         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    183/499      4.32G   0.008763   0.008315   0.003174         83        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    183/499      4.32G   0.008762   0.008307   0.003213         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    183/499      4.32G   0.008762   0.008307   0.003213         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    183/499      4.32G   0.008762   0.008319   0.003203         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    183/499      4.32G   0.008762   0.008319   0.003203         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    183/499      4.32G   0.008761   0.008322    0.00321         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    183/499      4.32G   0.008761   0.008322    0.00321         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    183/499      4.32G   0.008753   0.008338   0.003219         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    183/499      4.32G   0.008753   0.008338   0.003219         74        640:  44%|####4     | 74/168 [00:13<00:17,  5.33it/s]
    183/499      4.32G   0.008741   0.008316   0.003196         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    183/499      4.32G   0.008741   0.008316   0.003196         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    183/499      4.32G   0.008772   0.008305   0.003182         52        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    183/499      4.32G   0.008772   0.008305   0.003182         52        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    183/499      4.32G   0.008756   0.008269   0.003201         52        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    183/499      4.32G   0.008756   0.008269   0.003201         52        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    183/499      4.32G   0.008767   0.008259   0.003259         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    183/499      4.32G   0.008767   0.008259   0.003259         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    183/499      4.32G   0.008774   0.008281   0.003236         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    183/499      4.32G   0.008774   0.008281   0.003236         70        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    183/499      4.32G   0.008772    0.00829   0.003228         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    183/499      4.32G   0.008772    0.00829   0.003228         65        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    183/499      4.32G   0.008767   0.008281    0.00325         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    183/499      4.32G   0.008767   0.008281    0.00325         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    183/499      4.32G    0.00875   0.008262   0.003241         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    183/499      4.32G    0.00875   0.008262   0.003241         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    183/499      4.32G   0.008738   0.008247   0.003246         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    183/499      4.32G   0.008738   0.008247   0.003246         66        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    183/499      4.32G   0.008727   0.008257   0.003268         70        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    183/499      4.32G   0.008727   0.008257   0.003268         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    183/499      4.32G   0.008736   0.008267   0.003253         65        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
    183/499      4.32G   0.008736   0.008267   0.003253         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    183/499      4.32G   0.008724    0.00827   0.003246         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    183/499      4.32G   0.008724    0.00827   0.003246         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    183/499      4.32G   0.008727   0.008298   0.003251         90        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    183/499      4.32G   0.008727   0.008298   0.003251         90        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    183/499      4.32G   0.008738   0.008313   0.003247         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    183/499      4.32G   0.008738   0.008313   0.003247         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    183/499      4.32G   0.008736    0.00831   0.003244         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    183/499      4.32G   0.008736    0.00831   0.003244         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    183/499      4.32G   0.008761   0.008327   0.003226         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    183/499      4.32G   0.008761   0.008327   0.003226         67        640:  54%|#####3    | 90/168 [00:16<00:14,  5.37it/s]
    183/499      4.32G   0.008748   0.008314   0.003234         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    183/499      4.32G   0.008748   0.008314   0.003234         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    183/499      4.32G   0.008739   0.008321   0.003236         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    183/499      4.32G   0.008739   0.008321   0.003236         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.16it/s]
    183/499      4.32G    0.00875    0.00834   0.003225         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.16it/s]
    183/499      4.32G    0.00875    0.00834   0.003225         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    183/499      4.32G    0.00875   0.008351    0.00322         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.27it/s]
    183/499      4.32G    0.00875   0.008351    0.00322         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    183/499      4.32G   0.008751   0.008351   0.003189         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    183/499      4.32G   0.008751   0.008351   0.003189         63        640:  57%|#####6    | 95/168 [00:17<00:13,  5.22it/s]
    183/499      4.32G   0.008745   0.008373   0.003192         83        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    183/499      4.32G   0.008745   0.008373   0.003192         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    183/499      4.32G    0.00875   0.008383    0.00318         92        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    183/499      4.32G    0.00875   0.008383    0.00318         92        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    183/499      4.32G   0.008742   0.008382   0.003211         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    183/499      4.32G   0.008742   0.008382   0.003211         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    183/499      4.32G   0.008745    0.00839   0.003226         87        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    183/499      4.32G   0.008745    0.00839   0.003226         87        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    183/499      4.32G   0.008738   0.008394   0.003224         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    183/499      4.32G   0.008738   0.008394   0.003224         68        640:  60%|#####9    | 100/168 [00:18<00:13,  5.20it/s]
    183/499      4.32G   0.008764   0.008394   0.003279         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    183/499      4.32G   0.008764   0.008394   0.003279         65        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    183/499      4.32G   0.008773   0.008391   0.003271         61        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    183/499      4.32G   0.008773   0.008391   0.003271         61        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    183/499      4.32G    0.00876   0.008376   0.003262         63        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    183/499      4.32G    0.00876   0.008376   0.003262         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    183/499      4.32G   0.008746   0.008351   0.003277         72        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    183/499      4.32G   0.008746   0.008351   0.003277         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    183/499      4.32G   0.008738   0.008358   0.003264         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    183/499      4.32G   0.008738   0.008358   0.003264         80        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
    183/499      4.32G   0.008741   0.008365   0.003282         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    183/499      4.32G   0.008741   0.008365   0.003282         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    183/499      4.32G   0.008728   0.008371   0.003263         79        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    183/499      4.32G   0.008728   0.008371   0.003263         79        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    183/499      4.32G   0.008729   0.008359   0.003268         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    183/499      4.32G   0.008729   0.008359   0.003268         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    183/499      4.32G   0.008736   0.008353    0.00325         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    183/499      4.32G   0.008736   0.008353    0.00325         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    183/499      4.32G   0.008748   0.008363   0.003241         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    183/499      4.32G   0.008748   0.008363   0.003241         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    183/499      4.32G   0.008747   0.008383   0.003253         85        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    183/499      4.32G   0.008747   0.008383   0.003253         85        640:  66%|######6   | 111/168 [00:20<00:10,  5.39it/s]
    183/499      4.32G   0.008736   0.008372   0.003244         52        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    183/499      4.32G   0.008736   0.008372   0.003244         52        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    183/499      4.32G   0.008742    0.00837   0.003231         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    183/499      4.32G   0.008742    0.00837   0.003231         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
    183/499      4.32G   0.008741   0.008361   0.003257         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.34it/s]
    183/499      4.32G   0.008741   0.008361   0.003257         62        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    183/499      4.32G   0.008732   0.008378   0.003238         76        640:  68%|######7   | 114/168 [00:21<00:09,  5.40it/s]
    183/499      4.32G   0.008732   0.008378   0.003238         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    183/499      4.32G   0.008736   0.008374   0.003233         63        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    183/499      4.32G   0.008736   0.008374   0.003233         63        640:  69%|######9   | 116/168 [00:21<00:09,  5.34it/s]
    183/499      4.32G   0.008731   0.008366   0.003228         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.34it/s]
    183/499      4.32G   0.008731   0.008366   0.003228         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.41it/s]
    183/499      4.32G   0.008725    0.00835   0.003218         52        640:  70%|######9   | 117/168 [00:22<00:09,  5.41it/s]
    183/499      4.32G   0.008725    0.00835   0.003218         52        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    183/499      4.32G   0.008718   0.008364   0.003217         86        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    183/499      4.32G   0.008718   0.008364   0.003217         86        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
    183/499      4.32G   0.008703   0.008357   0.003202         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.34it/s]
    183/499      4.32G   0.008703   0.008357   0.003202         61        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    183/499      4.32G   0.008712   0.008362   0.003204         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    183/499      4.32G   0.008712   0.008362   0.003204         75        640:  72%|#######2  | 121/168 [00:22<00:09,  5.12it/s]
    183/499      4.32G   0.008712   0.008368   0.003189         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    183/499      4.32G   0.008712   0.008368   0.003189         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    183/499      4.32G   0.008711   0.008367   0.003179         66        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    183/499      4.32G   0.008711   0.008367   0.003179         66        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    183/499      4.32G   0.008705   0.008354   0.003166         55        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    183/499      4.32G   0.008705   0.008354   0.003166         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    183/499      4.32G   0.008702   0.008352   0.003162         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    183/499      4.32G   0.008702   0.008352   0.003162         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    183/499      4.32G   0.008704   0.008355   0.003166         81        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    183/499      4.32G   0.008704   0.008355   0.003166         81        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    183/499      4.32G   0.008698   0.008366   0.003145         87        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    183/499      4.32G   0.008698   0.008366   0.003145         87        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    183/499      4.32G   0.008708   0.008372   0.003154         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    183/499      4.32G   0.008708   0.008372   0.003154         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    183/499      4.32G   0.008713   0.008378   0.003159         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    183/499      4.32G   0.008713   0.008378   0.003159         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    183/499      4.32G   0.008714   0.008384   0.003157         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    183/499      4.32G   0.008714   0.008384   0.003157         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    183/499      4.32G   0.008699   0.008367   0.003172         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.25it/s]
    183/499      4.32G   0.008699   0.008367   0.003172         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    183/499      4.32G   0.008696   0.008361   0.003169         68        640:  78%|#######7  | 131/168 [00:24<00:06,  5.33it/s]
    183/499      4.32G   0.008696   0.008361   0.003169         68        640:  79%|#######8  | 132/168 [00:24<00:06,  5.40it/s]
    183/499      4.32G   0.008699   0.008368   0.003192         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.40it/s]
    183/499      4.32G   0.008699   0.008368   0.003192         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
    183/499      4.32G   0.008697   0.008356     0.0032         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.25it/s]
    183/499      4.32G   0.008697   0.008356     0.0032         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.34it/s]
    183/499      4.32G   0.008695   0.008348   0.003198         66        640:  80%|#######9  | 134/168 [00:25<00:06,  5.34it/s]
    183/499      4.32G   0.008695   0.008348   0.003198         66        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    183/499      4.32G   0.008691   0.008355   0.003194         76        640:  80%|########  | 135/168 [00:25<00:06,  5.41it/s]
    183/499      4.32G   0.008691   0.008355   0.003194         76        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    183/499      4.32G   0.008699   0.008344   0.003185         57        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    183/499      4.32G   0.008699   0.008344   0.003185         57        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
    183/499      4.32G   0.008696   0.008342   0.003177         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
    183/499      4.32G   0.008696   0.008342   0.003177         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    183/499      4.32G   0.008711   0.008345    0.00319         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    183/499      4.32G   0.008711   0.008345    0.00319         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    183/499      4.32G   0.008703   0.008345    0.00319         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    183/499      4.32G   0.008703   0.008345    0.00319         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    183/499      4.32G   0.008698   0.008339   0.003195         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    183/499      4.32G   0.008698   0.008339   0.003195         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    183/499      4.32G     0.0087   0.008335   0.003213         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    183/499      4.32G     0.0087   0.008335   0.003213         65        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
    183/499      4.32G   0.008716   0.008361    0.00321         76        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
    183/499      4.32G   0.008716   0.008361    0.00321         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    183/499      4.32G   0.008707   0.008352   0.003205         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    183/499      4.32G   0.008707   0.008352   0.003205         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    183/499      4.32G   0.008708   0.008353   0.003198         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    183/499      4.32G   0.008708   0.008353   0.003198         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    183/499      4.32G   0.008733   0.008333   0.003226         41        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    183/499      4.32G   0.008733   0.008333   0.003226         41        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    183/499      4.32G   0.008734   0.008334    0.00323         82        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    183/499      4.32G   0.008734   0.008334    0.00323         82        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    183/499      4.32G    0.00874    0.00833    0.00322         64        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    183/499      4.32G    0.00874    0.00833    0.00322         64        640:  88%|########8 | 148/168 [00:27<00:03,  5.23it/s]
    183/499      4.32G   0.008731   0.008321   0.003214         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    183/499      4.32G   0.008731   0.008321   0.003214         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    183/499      4.32G   0.008721   0.008318    0.00322         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    183/499      4.32G   0.008721   0.008318    0.00322         74        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    183/499      4.32G   0.008719   0.008312   0.003221         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    183/499      4.32G   0.008719   0.008312   0.003221         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    183/499      4.32G   0.008717   0.008317   0.003222         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    183/499      4.32G   0.008717   0.008317   0.003222         80        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    183/499      4.32G   0.008714   0.008321   0.003232         72        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    183/499      4.32G   0.008714   0.008321   0.003232         72        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
    183/499      4.32G   0.008713   0.008326   0.003239         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    183/499      4.32G   0.008713   0.008326   0.003239         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    183/499      4.32G   0.008711   0.008322    0.00323         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    183/499      4.32G   0.008711   0.008322    0.00323         54        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    183/499      4.32G   0.008716   0.008343   0.003244         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    183/499      4.32G   0.008716   0.008343   0.003244         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    183/499      4.32G   0.008718   0.008343   0.003263         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    183/499      4.32G   0.008718   0.008343   0.003263         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    183/499      4.32G   0.008711   0.008352   0.003268         79        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    183/499      4.32G   0.008711   0.008352   0.003268         79        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    183/499      4.32G   0.008713   0.008359   0.003266         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    183/499      4.32G   0.008713   0.008359   0.003266         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    183/499      4.32G    0.00872   0.008354   0.003256         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    183/499      4.32G    0.00872   0.008354   0.003256         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
    183/499      4.32G   0.008721   0.008352   0.003269         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.24it/s]
    183/499      4.32G   0.008721   0.008352   0.003269         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    183/499      4.32G   0.008722   0.008351   0.003269         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.30it/s]
    183/499      4.32G   0.008722   0.008351   0.003269         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    183/499      4.32G   0.008722   0.008343    0.00328         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    183/499      4.32G   0.008722   0.008343    0.00328         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
    183/499      4.32G    0.00873   0.008349   0.003276         66        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
    183/499      4.32G    0.00873   0.008349   0.003276         66        640:  98%|#########7| 164/168 [00:30<00:00,  5.33it/s]
    183/499      4.32G    0.00873   0.008353   0.003272         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    183/499      4.32G    0.00873   0.008353   0.003272         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    183/499      4.32G   0.008734   0.008359   0.003263         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    183/499      4.32G   0.008734   0.008359   0.003263         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    183/499      4.32G   0.008735   0.008367   0.003275         68        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    183/499      4.32G   0.008735   0.008367   0.003275         68        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    183/499      4.32G   0.008738   0.008358   0.003278         28        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    183/499      4.32G   0.008738   0.008358   0.003278         28        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
    183/499      4.32G   0.008738   0.008358   0.003278         28        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.816      0.869      0.893      0.782

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    184/499      4.32G   0.007691   0.007976     0.0042         74        640:   0%|          | 0/168 [00:00<?, ?it/s]
    184/499      4.32G   0.007691   0.007976     0.0042         74        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    184/499      4.32G   0.007835   0.008772   0.003406         73        640:   1%|          | 1/168 [00:00<00:35,  4.77it/s]
    184/499      4.32G   0.007835   0.008772   0.003406         73        640:   1%|1         | 2/168 [00:00<00:32,  5.08it/s]
    184/499      4.32G   0.008643   0.009618   0.003688         79        640:   1%|1         | 2/168 [00:00<00:32,  5.08it/s]
    184/499      4.32G   0.008643   0.009618   0.003688         79        640:   2%|1         | 3/168 [00:00<00:31,  5.25it/s]
    184/499      4.32G   0.008952    0.01016   0.003976         87        640:   2%|1         | 3/168 [00:00<00:31,  5.25it/s]
    184/499      4.32G   0.008952    0.01016   0.003976         87        640:   2%|2         | 4/168 [00:00<00:32,  5.04it/s]
    184/499      4.32G   0.008942   0.009806   0.003964         74        640:   2%|2         | 4/168 [00:00<00:32,  5.04it/s]
    184/499      4.32G   0.008942   0.009806   0.003964         74        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
    184/499      4.32G   0.008991    0.00939   0.004666         62        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
    184/499      4.32G   0.008991    0.00939   0.004666         62        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    184/499      4.32G   0.008982   0.009237   0.004248         74        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    184/499      4.32G   0.008982   0.009237   0.004248         74        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    184/499      4.32G   0.009143   0.009245   0.003734         65        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    184/499      4.32G   0.009143   0.009245   0.003734         65        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    184/499      4.32G   0.009137   0.008931   0.003545         54        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    184/499      4.32G   0.009137   0.008931   0.003545         54        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    184/499      4.32G   0.009206   0.008854   0.003336         59        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    184/499      4.32G   0.009206   0.008854   0.003336         59        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    184/499      4.32G   0.009021   0.008736   0.003197         60        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    184/499      4.32G   0.009021   0.008736   0.003197         60        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    184/499      4.32G   0.008889   0.008596   0.003152         65        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    184/499      4.32G   0.008889   0.008596   0.003152         65        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    184/499      4.32G   0.008957   0.008747   0.003044         75        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    184/499      4.32G   0.008957   0.008747   0.003044         75        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    184/499      4.32G   0.008927   0.008809   0.003047         78        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    184/499      4.32G   0.008927   0.008809   0.003047         78        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    184/499      4.32G   0.008955    0.00883   0.003195         68        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    184/499      4.32G   0.008955    0.00883   0.003195         68        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
    184/499      4.32G   0.008843   0.008816   0.003353         74        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
    184/499      4.32G   0.008843   0.008816   0.003353         74        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    184/499      4.32G   0.008913   0.008831   0.003388         71        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    184/499      4.32G   0.008913   0.008831   0.003388         71        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    184/499      4.32G   0.008994   0.008779   0.003409         55        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    184/499      4.32G   0.008994   0.008779   0.003409         55        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    184/499      4.32G   0.009011   0.008853   0.003294         78        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    184/499      4.32G   0.009011   0.008853   0.003294         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    184/499      4.32G   0.009011   0.008776   0.003168         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    184/499      4.32G   0.009011   0.008776   0.003168         57        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    184/499      4.32G   0.008964   0.008777    0.00308         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    184/499      4.32G   0.008964   0.008777    0.00308         68        640:  12%|#2        | 21/168 [00:03<00:27,  5.30it/s]
    184/499      4.32G   0.008981    0.00875   0.003006         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    184/499      4.32G   0.008981    0.00875   0.003006         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    184/499      4.32G   0.008969   0.008751   0.003106         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    184/499      4.32G   0.008969   0.008751   0.003106         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    184/499      4.32G   0.008985   0.008785   0.003066         74        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    184/499      4.32G   0.008985   0.008785   0.003066         74        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
    184/499      4.32G   0.009023    0.00876   0.002958         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.26it/s]
    184/499      4.32G   0.009023    0.00876   0.002958         62        640:  15%|#4        | 25/168 [00:04<00:28,  5.08it/s]
    184/499      4.32G   0.009002   0.008752   0.002893         76        640:  15%|#4        | 25/168 [00:04<00:28,  5.08it/s]
    184/499      4.32G   0.009002   0.008752   0.002893         76        640:  15%|#5        | 26/168 [00:04<00:27,  5.18it/s]
    184/499      4.32G   0.008968   0.008762   0.002857         70        640:  15%|#5        | 26/168 [00:05<00:27,  5.18it/s]
    184/499      4.32G   0.008968   0.008762   0.002857         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    184/499      4.32G   0.008949   0.008713   0.002757         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    184/499      4.32G   0.008949   0.008713   0.002757         59        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    184/499      4.32G   0.008957     0.0087   0.002755         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    184/499      4.32G   0.008957     0.0087   0.002755         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    184/499      4.32G    0.00893   0.008717   0.002744         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    184/499      4.32G    0.00893   0.008717   0.002744         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    184/499      4.32G    0.00895   0.008711   0.002767         77        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    184/499      4.32G    0.00895   0.008711   0.002767         77        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    184/499      4.32G   0.008925    0.00866   0.002818         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    184/499      4.32G   0.008925    0.00866   0.002818         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    184/499      4.32G   0.008893   0.008685   0.002794         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    184/499      4.32G   0.008893   0.008685   0.002794         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    184/499      4.32G   0.008857   0.008698   0.002772         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    184/499      4.32G   0.008857   0.008698   0.002772         70        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    184/499      4.32G   0.008846   0.008648   0.002744         57        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    184/499      4.32G   0.008846   0.008648   0.002744         57        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    184/499      4.32G   0.008802   0.008651    0.00278         66        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    184/499      4.32G   0.008802   0.008651    0.00278         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    184/499      4.32G    0.00879   0.008595   0.002759         62        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    184/499      4.32G    0.00879   0.008595   0.002759         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    184/499      4.32G   0.008793   0.008632   0.002836         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    184/499      4.32G   0.008793   0.008632   0.002836         68        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    184/499      4.32G   0.008786   0.008627   0.002826         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    184/499      4.32G   0.008786   0.008627   0.002826         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    184/499      4.32G   0.008772   0.008596   0.002835         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    184/499      4.32G   0.008772   0.008596   0.002835         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    184/499      4.32G   0.008766   0.008604    0.00286         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    184/499      4.32G   0.008766   0.008604    0.00286         73        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    184/499      4.32G    0.00873   0.008522   0.002934         45        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    184/499      4.32G    0.00873   0.008522   0.002934         45        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    184/499      4.32G   0.008718   0.008555   0.002939         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    184/499      4.32G   0.008718   0.008555   0.002939         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    184/499      4.32G   0.008711   0.008538   0.003019         73        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    184/499      4.32G   0.008711   0.008538   0.003019         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    184/499      4.32G   0.008713    0.00855   0.003004         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    184/499      4.32G   0.008713    0.00855   0.003004         77        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    184/499      4.32G   0.008726     0.0086   0.002976         76        640:  27%|##6       | 45/168 [00:08<00:23,  5.35it/s]
    184/499      4.32G   0.008726     0.0086   0.002976         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    184/499      4.32G   0.008712   0.008596   0.002974         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    184/499      4.32G   0.008712   0.008596   0.002974         75        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    184/499      4.32G   0.008719   0.008629    0.00297         88        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    184/499      4.32G   0.008719   0.008629    0.00297         88        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    184/499      4.32G   0.008732   0.008649   0.002997         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    184/499      4.32G   0.008732   0.008649   0.002997         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    184/499      4.32G   0.008742   0.008631   0.003004         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    184/499      4.32G   0.008742   0.008631   0.003004         57        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    184/499      4.32G   0.008746   0.008614   0.002972         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    184/499      4.32G   0.008746   0.008614   0.002972         60        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
    184/499      4.32G   0.008775   0.008607   0.002985         69        640:  30%|###       | 51/168 [00:09<00:21,  5.37it/s]
    184/499      4.32G   0.008775   0.008607   0.002985         69        640:  31%|###       | 52/168 [00:09<00:22,  5.23it/s]
    184/499      4.32G   0.008792   0.008609   0.002961         69        640:  31%|###       | 52/168 [00:10<00:22,  5.23it/s]
    184/499      4.32G   0.008792   0.008609   0.002961         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    184/499      4.32G   0.008805   0.008594   0.002995         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    184/499      4.32G   0.008805   0.008594   0.002995         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    184/499      4.32G   0.008775   0.008571   0.003011         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    184/499      4.32G   0.008775   0.008571   0.003011         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    184/499      4.32G   0.008758   0.008593   0.003014         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    184/499      4.32G   0.008758   0.008593   0.003014         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    184/499      4.32G   0.008744   0.008581   0.003032         82        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    184/499      4.32G   0.008744   0.008581   0.003032         82        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    184/499      4.32G   0.008782   0.008582   0.003043         67        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    184/499      4.32G   0.008782   0.008582   0.003043         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    184/499      4.32G   0.008757    0.00855   0.003032         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    184/499      4.32G   0.008757    0.00855   0.003032         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    184/499      4.32G   0.008746   0.008545   0.003023         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    184/499      4.32G   0.008746   0.008545   0.003023         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    184/499      4.32G   0.008756   0.008522   0.003007         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    184/499      4.32G   0.008756   0.008522   0.003007         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    184/499      4.32G    0.00875   0.008494   0.002992         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    184/499      4.32G    0.00875   0.008494   0.002992         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    184/499      4.32G   0.008753   0.008474   0.002989         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    184/499      4.32G   0.008753   0.008474   0.002989         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
    184/499      4.32G   0.008737    0.00847   0.003051         83        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    184/499      4.32G   0.008737    0.00847   0.003051         83        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    184/499      4.32G   0.008726   0.008491   0.003045         86        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    184/499      4.32G   0.008726   0.008491   0.003045         86        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    184/499      4.32G   0.008713    0.00848   0.003039         76        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    184/499      4.32G   0.008713    0.00848   0.003039         76        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    184/499      4.32G   0.008726   0.008509    0.00302         66        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    184/499      4.32G   0.008726   0.008509    0.00302         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    184/499      4.32G   0.008735   0.008496   0.003005         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    184/499      4.32G   0.008735   0.008496   0.003005         69        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    184/499      4.32G   0.008741   0.008489   0.002991         67        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    184/499      4.32G   0.008741   0.008489   0.002991         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    184/499      4.32G   0.008727   0.008471   0.003012         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    184/499      4.32G   0.008727   0.008471   0.003012         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    184/499      4.32G   0.008733   0.008475   0.003051         77        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    184/499      4.32G   0.008733   0.008475   0.003051         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    184/499      4.32G    0.00871   0.008466   0.003057         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    184/499      4.32G    0.00871   0.008466   0.003057         76        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    184/499      4.32G   0.008727   0.008446   0.003056         58        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    184/499      4.32G   0.008727   0.008446   0.003056         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    184/499      4.32G   0.008734   0.008459   0.003046         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    184/499      4.32G   0.008734   0.008459   0.003046         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    184/499      4.32G   0.008735   0.008433   0.003045         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    184/499      4.32G   0.008735   0.008433   0.003045         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    184/499      4.32G    0.00878   0.008481   0.003108         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    184/499      4.32G    0.00878   0.008481   0.003108         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    184/499      4.32G   0.008775    0.00848   0.003072         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.24it/s]
    184/499      4.32G   0.008775    0.00848   0.003072         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    184/499      4.32G   0.008747   0.008466   0.003086         73        640:  46%|####5     | 77/168 [00:14<00:17,  5.32it/s]
    184/499      4.32G   0.008747   0.008466   0.003086         73        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    184/499      4.32G   0.008736   0.008442   0.003093         63        640:  46%|####6     | 78/168 [00:15<00:16,  5.38it/s]
    184/499      4.32G   0.008736   0.008442   0.003093         63        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
    184/499      4.32G   0.008725   0.008441   0.003071         75        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
    184/499      4.32G   0.008725   0.008441   0.003071         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    184/499      4.32G   0.008721   0.008436   0.003049         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    184/499      4.32G   0.008721   0.008436   0.003049         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    184/499      4.32G   0.008747   0.008429   0.003039         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    184/499      4.32G   0.008747   0.008429   0.003039         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    184/499      4.32G    0.00874   0.008421   0.003028         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    184/499      4.32G    0.00874   0.008421   0.003028         58        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    184/499      4.32G   0.008724   0.008396   0.003001         53        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    184/499      4.32G   0.008724   0.008396   0.003001         53        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    184/499      4.32G   0.008712   0.008407   0.002994         79        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    184/499      4.32G   0.008712   0.008407   0.002994         79        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    184/499      4.32G   0.008722   0.008412   0.002993         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    184/499      4.32G   0.008722   0.008412   0.002993         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    184/499      4.32G   0.008715   0.008424   0.002976         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    184/499      4.32G   0.008715   0.008424   0.002976         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    184/499      4.32G   0.008701   0.008437   0.002963         93        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    184/499      4.32G   0.008701   0.008437   0.002963         93        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    184/499      4.32G   0.008713   0.008415    0.00294         55        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    184/499      4.32G   0.008713   0.008415    0.00294         55        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    184/499      4.32G   0.008719   0.008425   0.002929         78        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    184/499      4.32G   0.008719   0.008425   0.002929         78        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    184/499      4.32G     0.0087   0.008408   0.002928         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    184/499      4.32G     0.0087   0.008408   0.002928         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    184/499      4.32G   0.008726   0.008401   0.002927         63        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    184/499      4.32G   0.008726   0.008401   0.002927         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    184/499      4.32G   0.008751   0.008391   0.002929         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    184/499      4.32G   0.008751   0.008391   0.002929         60        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    184/499      4.32G   0.008746   0.008393   0.002904         72        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    184/499      4.32G   0.008746   0.008393   0.002904         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    184/499      4.32G   0.008741   0.008393   0.002909         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
    184/499      4.32G   0.008741   0.008393   0.002909         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    184/499      4.32G   0.008738   0.008373   0.002903         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    184/499      4.32G   0.008738   0.008373   0.002903         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    184/499      4.32G   0.008729    0.00837   0.002915         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    184/499      4.32G   0.008729    0.00837   0.002915         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    184/499      4.32G   0.008735   0.008372   0.002899         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    184/499      4.32G   0.008735   0.008372   0.002899         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    184/499      4.32G   0.008743   0.008383   0.002904         86        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    184/499      4.32G   0.008743   0.008383   0.002904         86        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    184/499      4.32G   0.008744   0.008363   0.002901         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    184/499      4.32G   0.008744   0.008363   0.002901         67        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
    184/499      4.32G   0.008727   0.008365   0.002893         81        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    184/499      4.32G   0.008727   0.008365   0.002893         81        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    184/499      4.32G   0.008723   0.008354   0.002886         56        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    184/499      4.32G   0.008723   0.008354   0.002886         56        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    184/499      4.32G   0.008715   0.008332   0.002886         67        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    184/499      4.32G   0.008715   0.008332   0.002886         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    184/499      4.32G   0.008716    0.00832    0.00294         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    184/499      4.32G   0.008716    0.00832    0.00294         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    184/499      4.32G   0.008726   0.008318   0.002931         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.25it/s]
    184/499      4.32G   0.008726   0.008318   0.002931         58        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
    184/499      4.32G    0.00871   0.008301    0.00293         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    184/499      4.32G    0.00871   0.008301    0.00293         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    184/499      4.32G   0.008712   0.008292   0.002926         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    184/499      4.32G   0.008712   0.008292   0.002926         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.16it/s]
    184/499      4.32G   0.008706   0.008296   0.002923         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.16it/s]
    184/499      4.32G   0.008706   0.008296   0.002923         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    184/499      4.32G   0.008703   0.008301   0.002911         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    184/499      4.32G   0.008703   0.008301   0.002911         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
    184/499      4.32G   0.008704   0.008314   0.002913         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.14it/s]
    184/499      4.32G   0.008704   0.008314   0.002913         74        640:  65%|######5   | 110/168 [00:20<00:11,  5.23it/s]
    184/499      4.32G   0.008697   0.008311    0.00292         74        640:  65%|######5   | 110/168 [00:21<00:11,  5.23it/s]
    184/499      4.32G   0.008697   0.008311    0.00292         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    184/499      4.32G   0.008701   0.008312   0.002913         52        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    184/499      4.32G   0.008701   0.008312   0.002913         52        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    184/499      4.32G   0.008692   0.008317   0.002901         78        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    184/499      4.32G   0.008692   0.008317   0.002901         78        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    184/499      4.32G   0.008684   0.008324   0.002913         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.28it/s]
    184/499      4.32G   0.008684   0.008324   0.002913         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    184/499      4.32G   0.008684    0.00833   0.002899         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    184/499      4.32G   0.008684    0.00833   0.002899         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    184/499      4.32G   0.008682   0.008326   0.002894         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
    184/499      4.32G   0.008682   0.008326   0.002894         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    184/499      4.32G   0.008697   0.008311   0.002902         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.28it/s]
    184/499      4.32G   0.008697   0.008311   0.002902         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    184/499      4.32G   0.008697    0.00832   0.002908         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    184/499      4.32G   0.008697    0.00832   0.002908         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    184/499      4.32G   0.008697   0.008324   0.002894         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    184/499      4.32G   0.008697   0.008324   0.002894         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    184/499      4.32G   0.008695   0.008333   0.002929         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    184/499      4.32G   0.008695   0.008333   0.002929         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    184/499      4.32G   0.008691   0.008339   0.002917         85        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    184/499      4.32G   0.008691   0.008339   0.002917         85        640:  72%|#######2  | 121/168 [00:22<00:09,  5.22it/s]
    184/499      4.32G   0.008694   0.008347   0.002931         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
    184/499      4.32G   0.008694   0.008347   0.002931         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    184/499      4.32G   0.008678   0.008345   0.002945         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    184/499      4.32G   0.008678   0.008345   0.002945         83        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    184/499      4.32G   0.008679   0.008348   0.002964         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    184/499      4.32G   0.008679   0.008348   0.002964         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    184/499      4.32G   0.008674   0.008343    0.00298         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    184/499      4.32G   0.008674   0.008343    0.00298         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    184/499      4.32G   0.008681   0.008338   0.002967         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    184/499      4.32G   0.008681   0.008338   0.002967         58        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    184/499      4.32G   0.008672   0.008345   0.002964         76        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    184/499      4.32G   0.008672   0.008345   0.002964         76        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    184/499      4.32G   0.008665   0.008347   0.002947         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    184/499      4.32G   0.008665   0.008347   0.002947         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    184/499      4.32G   0.008655   0.008345   0.002946         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    184/499      4.32G   0.008655   0.008345   0.002946         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    184/499      4.32G   0.008653   0.008349   0.002943         81        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    184/499      4.32G   0.008653   0.008349   0.002943         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    184/499      4.32G   0.008649    0.00834   0.002944         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    184/499      4.32G   0.008649    0.00834   0.002944         61        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    184/499      4.32G   0.008649    0.00833   0.002953         64        640:  78%|#######7  | 131/168 [00:25<00:06,  5.32it/s]
    184/499      4.32G   0.008649    0.00833   0.002953         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    184/499      4.32G   0.008653    0.00832    0.00294         57        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    184/499      4.32G   0.008653    0.00832    0.00294         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    184/499      4.32G   0.008649   0.008318   0.002941         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    184/499      4.32G   0.008649   0.008318   0.002941         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    184/499      4.32G   0.008641   0.008319    0.00295         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    184/499      4.32G   0.008641   0.008319    0.00295         74        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    184/499      4.32G   0.008638   0.008304   0.002946         60        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    184/499      4.32G   0.008638   0.008304   0.002946         60        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    184/499      4.32G   0.008635   0.008301   0.002958         80        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    184/499      4.32G   0.008635   0.008301   0.002958         80        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
    184/499      4.32G   0.008631    0.00831   0.002952         93        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    184/499      4.32G   0.008631    0.00831   0.002952         93        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    184/499      4.32G   0.008631   0.008317   0.002947         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    184/499      4.32G   0.008631   0.008317   0.002947         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    184/499      4.32G   0.008623   0.008298   0.002929         51        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    184/499      4.32G   0.008623   0.008298   0.002929         51        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    184/499      4.32G   0.008619   0.008291   0.002925         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    184/499      4.32G   0.008619   0.008291   0.002925         61        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    184/499      4.32G   0.008624   0.008306   0.002955         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    184/499      4.32G   0.008624   0.008306   0.002955         72        640:  85%|########4 | 142/168 [00:26<00:05,  5.18it/s]
    184/499      4.32G   0.008625   0.008304   0.002956         59        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    184/499      4.32G   0.008625   0.008304   0.002956         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    184/499      4.32G   0.008627   0.008314   0.002945         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    184/499      4.32G   0.008627   0.008314   0.002945         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    184/499      4.32G   0.008631   0.008314    0.00293         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    184/499      4.32G   0.008631   0.008314    0.00293         70        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    184/499      4.32G   0.008625   0.008315    0.00293         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    184/499      4.32G   0.008625   0.008315    0.00293         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    184/499      4.32G    0.00862   0.008315   0.002927         79        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    184/499      4.32G    0.00862   0.008315   0.002927         79        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    184/499      4.32G   0.008621   0.008308   0.002925         56        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
    184/499      4.32G   0.008621   0.008308   0.002925         56        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    184/499      4.32G   0.008615     0.0083   0.002917         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    184/499      4.32G   0.008615     0.0083   0.002917         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    184/499      4.32G   0.008616     0.0083   0.002904         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    184/499      4.32G   0.008616     0.0083   0.002904         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    184/499      4.32G   0.008614   0.008307   0.002893         89        640:  89%|########9 | 150/168 [00:28<00:03,  5.36it/s]
    184/499      4.32G   0.008614   0.008307   0.002893         89        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    184/499      4.32G   0.008612   0.008314   0.002896         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    184/499      4.32G   0.008612   0.008314   0.002896         65        640:  90%|######### | 152/168 [00:28<00:03,  5.28it/s]
    184/499      4.32G   0.008618   0.008325   0.002895         74        640:  90%|######### | 152/168 [00:29<00:03,  5.28it/s]
    184/499      4.32G   0.008618   0.008325   0.002895         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    184/499      4.32G   0.008618   0.008327   0.002905         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    184/499      4.32G   0.008618   0.008327   0.002905         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    184/499      4.32G   0.008622   0.008324   0.002901         56        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    184/499      4.32G   0.008622   0.008324   0.002901         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    184/499      4.32G   0.008619   0.008315   0.002894         53        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    184/499      4.32G   0.008619   0.008315   0.002894         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    184/499      4.32G   0.008625   0.008325   0.002886         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.33it/s]
    184/499      4.32G   0.008625   0.008325   0.002886         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    184/499      4.32G   0.008625   0.008323   0.002878         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    184/499      4.32G   0.008625   0.008323   0.002878         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    184/499      4.32G   0.008619   0.008316   0.002874         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    184/499      4.32G   0.008619   0.008316   0.002874         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    184/499      4.32G   0.008617   0.008321   0.002868         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    184/499      4.32G   0.008617   0.008321   0.002868         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    184/499      4.32G   0.008619    0.00832   0.002864         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    184/499      4.32G   0.008619    0.00832   0.002864         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    184/499      4.32G   0.008615   0.008323   0.002864         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    184/499      4.32G   0.008615   0.008323   0.002864         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    184/499      4.32G   0.008611   0.008335   0.002853         78        640:  96%|#########6| 162/168 [00:30<00:01,  5.33it/s]
    184/499      4.32G   0.008611   0.008335   0.002853         78        640:  97%|#########7| 163/168 [00:30<00:00,  5.20it/s]
    184/499      4.32G   0.008605   0.008327    0.00285         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    184/499      4.32G   0.008605   0.008327    0.00285         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    184/499      4.32G   0.008607   0.008334   0.002846         82        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    184/499      4.32G   0.008607   0.008334   0.002846         82        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    184/499      4.32G     0.0086   0.008328   0.002855         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    184/499      4.32G     0.0086   0.008328   0.002855         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    184/499      4.32G   0.008592   0.008323   0.002864         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    184/499      4.32G   0.008592   0.008323   0.002864         75        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    184/499      4.32G   0.008584   0.008314   0.002864         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    184/499      4.32G   0.008584   0.008314   0.002864         24        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    184/499      4.32G   0.008584   0.008314   0.002864         24        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.43it/s]
                   all        132        263      0.815      0.871      0.886      0.772

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    185/499      4.32G   0.008439    0.01082   0.002134         79        640:   0%|          | 0/168 [00:00<?, ?it/s]
    185/499      4.32G   0.008439    0.01082   0.002134         79        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    185/499      4.32G   0.007867   0.009416   0.003364         68        640:   1%|          | 1/168 [00:00<00:33,  5.00it/s]
    185/499      4.32G   0.007867   0.009416   0.003364         68        640:   1%|1         | 2/168 [00:00<00:32,  5.19it/s]
    185/499      4.32G   0.007733   0.009206   0.002703         75        640:   1%|1         | 2/168 [00:00<00:32,  5.19it/s]
    185/499      4.32G   0.007733   0.009206   0.002703         75        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    185/499      4.32G    0.00778   0.008488   0.002693         62        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    185/499      4.32G    0.00778   0.008488   0.002693         62        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    185/499      4.32G   0.007713   0.008398    0.00266         65        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    185/499      4.32G   0.007713   0.008398    0.00266         65        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    185/499      4.32G   0.008018   0.008752   0.002624         71        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    185/499      4.32G   0.008018   0.008752   0.002624         71        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    185/499      4.32G   0.008083   0.008851   0.002675         66        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    185/499      4.32G   0.008083   0.008851   0.002675         66        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    185/499      4.32G    0.00822   0.008737   0.002687         59        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    185/499      4.32G    0.00822   0.008737   0.002687         59        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    185/499      4.32G   0.008178   0.008629   0.002932         76        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    185/499      4.32G   0.008178   0.008629   0.002932         76        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    185/499      4.32G   0.008086    0.00852   0.003192         71        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    185/499      4.32G   0.008086    0.00852   0.003192         71        640:   6%|5         | 10/168 [00:01<00:30,  5.22it/s]
    185/499      4.32G   0.008166   0.008479   0.003244         71        640:   6%|5         | 10/168 [00:02<00:30,  5.22it/s]
    185/499      4.32G   0.008166   0.008479   0.003244         71        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    185/499      4.32G   0.008104   0.008451   0.003071         59        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    185/499      4.32G   0.008104   0.008451   0.003071         59        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    185/499      4.32G   0.008159   0.008551   0.003053         72        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    185/499      4.32G   0.008159   0.008551   0.003053         72        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    185/499      4.32G   0.008161   0.008453   0.003068         67        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    185/499      4.32G   0.008161   0.008453   0.003068         67        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    185/499      4.32G   0.008316   0.008464   0.003176         64        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    185/499      4.32G   0.008316   0.008464   0.003176         64        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    185/499      4.32G   0.008295   0.008518   0.003312         77        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    185/499      4.32G   0.008295   0.008518   0.003312         77        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    185/499      4.32G   0.008268   0.008464   0.003352         78        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    185/499      4.32G   0.008268   0.008464   0.003352         78        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    185/499      4.32G   0.008407   0.008539   0.003219         69        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    185/499      4.32G   0.008407   0.008539   0.003219         69        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    185/499      4.32G   0.008356   0.008432   0.003184         57        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    185/499      4.32G   0.008356   0.008432   0.003184         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    185/499      4.32G   0.008402   0.008466   0.003266         75        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    185/499      4.32G   0.008402   0.008466   0.003266         75        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    185/499      4.32G   0.008362   0.008441   0.003179         61        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    185/499      4.32G   0.008362   0.008441   0.003179         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    185/499      4.32G   0.008362   0.008464   0.003228         78        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    185/499      4.32G   0.008362   0.008464   0.003228         78        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    185/499      4.32G   0.008375   0.008508    0.00317         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    185/499      4.32G   0.008375   0.008508    0.00317         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    185/499      4.32G   0.008337   0.008423   0.003305         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    185/499      4.32G   0.008337   0.008423   0.003305         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    185/499      4.32G   0.008326    0.00842   0.003287         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    185/499      4.32G   0.008326    0.00842   0.003287         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    185/499      4.32G   0.008406    0.00848   0.003355         87        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    185/499      4.32G   0.008406    0.00848   0.003355         87        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    185/499      4.32G   0.008354   0.008428   0.003436         69        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    185/499      4.32G   0.008354   0.008428   0.003436         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    185/499      4.32G   0.008338   0.008398   0.003391         84        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    185/499      4.32G   0.008338   0.008398   0.003391         84        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    185/499      4.32G   0.008296   0.008342    0.00337         69        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    185/499      4.32G   0.008296   0.008342    0.00337         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    185/499      4.32G   0.008285   0.008338   0.003346         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    185/499      4.32G   0.008285   0.008338   0.003346         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    185/499      4.32G   0.008276   0.008356   0.003492         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    185/499      4.32G   0.008276   0.008356   0.003492         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    185/499      4.32G   0.008257   0.008363   0.003483         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    185/499      4.32G   0.008257   0.008363   0.003483         83        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    185/499      4.32G   0.008233   0.008355   0.003526         82        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    185/499      4.32G   0.008233   0.008355   0.003526         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    185/499      4.32G   0.008247   0.008323   0.003515         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    185/499      4.32G   0.008247   0.008323   0.003515         61        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    185/499      4.32G   0.008277   0.008304   0.003459         60        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    185/499      4.32G   0.008277   0.008304   0.003459         60        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    185/499      4.32G   0.008299    0.00833   0.003398         78        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    185/499      4.32G   0.008299    0.00833   0.003398         78        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    185/499      4.32G   0.008309   0.008336   0.003386         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    185/499      4.32G   0.008309   0.008336   0.003386         63        640:  22%|##2       | 37/168 [00:06<00:25,  5.21it/s]
    185/499      4.32G    0.00831    0.00834   0.003373         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    185/499      4.32G    0.00831    0.00834   0.003373         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    185/499      4.32G    0.00833   0.008322   0.003489         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.32it/s]
    185/499      4.32G    0.00833   0.008322   0.003489         71        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    185/499      4.32G   0.008359   0.008333    0.00346         77        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    185/499      4.32G   0.008359   0.008333    0.00346         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    185/499      4.32G   0.008405   0.008354   0.003455         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    185/499      4.32G   0.008405   0.008354   0.003455         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    185/499      4.32G   0.008449   0.008421   0.003408         73        640:  24%|##4       | 41/168 [00:07<00:23,  5.32it/s]
    185/499      4.32G   0.008449   0.008421   0.003408         73        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    185/499      4.32G   0.008436   0.008418   0.003381         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    185/499      4.32G   0.008436   0.008418   0.003381         72        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    185/499      4.32G   0.008465   0.008434   0.003377         65        640:  26%|##5       | 43/168 [00:08<00:23,  5.22it/s]
    185/499      4.32G   0.008465   0.008434   0.003377         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    185/499      4.32G   0.008461   0.008428   0.003339         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    185/499      4.32G   0.008461   0.008428   0.003339         58        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    185/499      4.32G    0.00849   0.008429   0.003351         68        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    185/499      4.32G    0.00849   0.008429   0.003351         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
    185/499      4.32G   0.008508   0.008454   0.003316         74        640:  27%|##7       | 46/168 [00:08<00:23,  5.24it/s]
    185/499      4.32G   0.008508   0.008454   0.003316         74        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    185/499      4.32G   0.008531   0.008441   0.003347         59        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    185/499      4.32G   0.008531   0.008441   0.003347         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    185/499      4.32G   0.008544   0.008469   0.003308         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    185/499      4.32G   0.008544   0.008469   0.003308         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    185/499      4.32G   0.008562   0.008469   0.003291         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.24it/s]
    185/499      4.32G   0.008562   0.008469   0.003291         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    185/499      4.32G   0.008566   0.008472    0.00328         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    185/499      4.32G   0.008566   0.008472    0.00328         63        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    185/499      4.32G   0.008574   0.008485   0.003285         74        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    185/499      4.32G   0.008574   0.008485   0.003285         74        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    185/499      4.32G   0.008571   0.008506   0.003298         91        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    185/499      4.32G   0.008571   0.008506   0.003298         91        640:  32%|###1      | 53/168 [00:09<00:21,  5.31it/s]
    185/499      4.32G   0.008585   0.008532   0.003289         76        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    185/499      4.32G   0.008585   0.008532   0.003289         76        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    185/499      4.32G   0.008602    0.00852   0.003293         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    185/499      4.32G   0.008602    0.00852   0.003293         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    185/499      4.32G   0.008613   0.008507   0.003352         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    185/499      4.32G   0.008613   0.008507   0.003352         70        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
    185/499      4.32G   0.008582   0.008467   0.003319         58        640:  33%|###3      | 56/168 [00:10<00:20,  5.35it/s]
    185/499      4.32G   0.008582   0.008467   0.003319         58        640:  34%|###3      | 57/168 [00:10<00:20,  5.43it/s]
    185/499      4.32G   0.008576   0.008463   0.003284         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.43it/s]
    185/499      4.32G   0.008576   0.008463   0.003284         64        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
    185/499      4.32G   0.008564    0.00842   0.003258         56        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    185/499      4.32G   0.008564    0.00842   0.003258         56        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    185/499      4.32G   0.008546   0.008404   0.003322         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    185/499      4.32G   0.008546   0.008404   0.003322         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    185/499      4.32G   0.008547   0.008422   0.003308         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    185/499      4.32G   0.008547   0.008422   0.003308         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    185/499      4.32G   0.008576   0.008441   0.003262         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    185/499      4.32G   0.008576   0.008441   0.003262         75        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    185/499      4.32G   0.008553   0.008438   0.003234         57        640:  37%|###6      | 62/168 [00:11<00:19,  5.32it/s]
    185/499      4.32G   0.008553   0.008438   0.003234         57        640:  38%|###7      | 63/168 [00:11<00:19,  5.40it/s]
    185/499      4.32G   0.008565   0.008462   0.003218         79        640:  38%|###7      | 63/168 [00:12<00:19,  5.40it/s]
    185/499      4.32G   0.008565   0.008462   0.003218         79        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
    185/499      4.32G   0.008587   0.008447   0.003183         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.26it/s]
    185/499      4.32G   0.008587   0.008447   0.003183         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    185/499      4.32G   0.008577   0.008402   0.003184         46        640:  39%|###8      | 65/168 [00:12<00:19,  5.34it/s]
    185/499      4.32G   0.008577   0.008402   0.003184         46        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    185/499      4.32G   0.008582   0.008415   0.003178         71        640:  39%|###9      | 66/168 [00:12<00:18,  5.40it/s]
    185/499      4.32G   0.008582   0.008415   0.003178         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    185/499      4.32G   0.008588   0.008426    0.00318         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    185/499      4.32G   0.008588   0.008426    0.00318         65        640:  40%|####      | 68/168 [00:12<00:19,  5.17it/s]
    185/499      4.32G   0.008592   0.008427   0.003157         72        640:  40%|####      | 68/168 [00:13<00:19,  5.17it/s]
    185/499      4.32G   0.008592   0.008427   0.003157         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    185/499      4.32G   0.008581   0.008454   0.003145         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    185/499      4.32G   0.008581   0.008454   0.003145         81        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    185/499      4.32G    0.00859   0.008442   0.003154         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    185/499      4.32G    0.00859   0.008442   0.003154         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    185/499      4.32G   0.008592    0.00845   0.003156         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    185/499      4.32G   0.008592    0.00845   0.003156         78        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    185/499      4.32G   0.008591   0.008447   0.003152         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    185/499      4.32G   0.008591   0.008447   0.003152         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    185/499      4.32G   0.008592   0.008455   0.003163         76        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    185/499      4.32G   0.008592   0.008455   0.003163         76        640:  44%|####4     | 74/168 [00:13<00:17,  5.28it/s]
    185/499      4.32G   0.008596   0.008455   0.003134         58        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    185/499      4.32G   0.008596   0.008455   0.003134         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    185/499      4.32G   0.008583   0.008434   0.003167         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    185/499      4.32G   0.008583   0.008434   0.003167         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    185/499      4.32G     0.0086   0.008453   0.003158         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    185/499      4.32G     0.0086   0.008453   0.003158         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    185/499      4.32G     0.0086    0.00843   0.003132         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    185/499      4.32G     0.0086    0.00843   0.003132         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    185/499      4.32G     0.0086   0.008426   0.003154         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    185/499      4.32G     0.0086   0.008426   0.003154         66        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    185/499      4.32G   0.008616   0.008447   0.003161         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    185/499      4.32G   0.008616   0.008447   0.003161         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    185/499      4.32G    0.00863   0.008463   0.003176         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    185/499      4.32G    0.00863   0.008463   0.003176         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    185/499      4.32G   0.008644   0.008474   0.003179         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    185/499      4.32G   0.008644   0.008474   0.003179         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    185/499      4.32G   0.008651   0.008476   0.003161         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    185/499      4.32G   0.008651   0.008476   0.003161         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    185/499      4.32G   0.008674   0.008467   0.003202         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    185/499      4.32G   0.008674   0.008467   0.003202         67        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
    185/499      4.32G   0.008669   0.008436   0.003225         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    185/499      4.32G   0.008669   0.008436   0.003225         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    185/499      4.32G   0.008678   0.008414   0.003232         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.19it/s]
    185/499      4.32G   0.008678   0.008414   0.003232         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    185/499      4.32G   0.008671   0.008395   0.003227         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    185/499      4.32G   0.008671   0.008395   0.003227         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    185/499      4.32G   0.008683   0.008404   0.003223         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    185/499      4.32G   0.008683   0.008404   0.003223         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    185/499      4.32G   0.008683   0.008382   0.003266         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    185/499      4.32G   0.008683   0.008382   0.003266         61        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    185/499      4.32G   0.008674   0.008399   0.003256         82        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    185/499      4.32G   0.008674   0.008399   0.003256         82        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
    185/499      4.32G   0.008669   0.008428   0.003259         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    185/499      4.32G   0.008669   0.008428   0.003259         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    185/499      4.32G   0.008665   0.008438   0.003248         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    185/499      4.32G   0.008665   0.008438   0.003248         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    185/499      4.32G   0.008675   0.008461   0.003252         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.34it/s]
    185/499      4.32G   0.008675   0.008461   0.003252         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.41it/s]
    185/499      4.32G    0.00866   0.008455   0.003259         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.41it/s]
    185/499      4.32G    0.00866   0.008455   0.003259         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    185/499      4.32G   0.008672   0.008472   0.003327         84        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    185/499      4.32G   0.008672   0.008472   0.003327         84        640:  57%|#####6    | 95/168 [00:17<00:13,  5.27it/s]
    185/499      4.32G   0.008663   0.008468   0.003334         81        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    185/499      4.32G   0.008663   0.008468   0.003334         81        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    185/499      4.32G   0.008656   0.008457   0.003315         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    185/499      4.32G   0.008656   0.008457   0.003315         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    185/499      4.32G   0.008654   0.008456   0.003311         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    185/499      4.32G   0.008654   0.008456   0.003311         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    185/499      4.32G   0.008642   0.008425   0.003304         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    185/499      4.32G   0.008642   0.008425   0.003304         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    185/499      4.32G   0.008632   0.008415   0.003303         78        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    185/499      4.32G   0.008632   0.008415   0.003303         78        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    185/499      4.32G   0.008628   0.008401   0.003299         60        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
    185/499      4.32G   0.008628   0.008401   0.003299         60        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    185/499      4.32G   0.008631   0.008414   0.003284         73        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    185/499      4.32G   0.008631   0.008414   0.003284         73        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    185/499      4.32G   0.008636    0.00841   0.003284         61        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    185/499      4.32G   0.008636    0.00841   0.003284         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    185/499      4.32G   0.008636   0.008413   0.003268         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.24it/s]
    185/499      4.32G   0.008636   0.008413   0.003268         65        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
    185/499      4.32G   0.008627   0.008385   0.003265         53        640:  62%|######1   | 104/168 [00:19<00:11,  5.35it/s]
    185/499      4.32G   0.008627   0.008385   0.003265         53        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    185/499      4.32G   0.008637   0.008375    0.00328         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.40it/s]
    185/499      4.32G   0.008637   0.008375    0.00328         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.27it/s]
    185/499      4.32G   0.008657   0.008371   0.003276         72        640:  63%|######3   | 106/168 [00:20<00:11,  5.27it/s]
    185/499      4.32G   0.008657   0.008371   0.003276         72        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    185/499      4.32G   0.008666   0.008373   0.003269         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    185/499      4.32G   0.008666   0.008373   0.003269         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    185/499      4.32G   0.008657    0.00837   0.003265         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.41it/s]
    185/499      4.32G   0.008657    0.00837   0.003265         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    185/499      4.32G   0.008657   0.008395   0.003276         89        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    185/499      4.32G   0.008657   0.008395   0.003276         89        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    185/499      4.32G   0.008661   0.008416   0.003263         68        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    185/499      4.32G   0.008661   0.008416   0.003263         68        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    185/499      4.32G   0.008655   0.008428    0.00326         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    185/499      4.32G   0.008655   0.008428    0.00326         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
    185/499      4.32G   0.008645   0.008413   0.003268         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.26it/s]
    185/499      4.32G   0.008645   0.008413   0.003268         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    185/499      4.32G   0.008666   0.008404   0.003273         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    185/499      4.32G   0.008666   0.008404   0.003273         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    185/499      4.32G   0.008677   0.008397   0.003275         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    185/499      4.32G   0.008677   0.008397   0.003275         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    185/499      4.32G   0.008665   0.008391   0.003293         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    185/499      4.32G   0.008665   0.008391   0.003293         72        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
    185/499      4.32G   0.008665   0.008392   0.003289         65        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    185/499      4.32G   0.008665   0.008392   0.003289         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    185/499      4.32G   0.008658   0.008391   0.003272         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    185/499      4.32G   0.008658   0.008391   0.003272         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    185/499      4.32G   0.008657   0.008391   0.003279         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    185/499      4.32G   0.008657   0.008391   0.003279         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    185/499      4.32G   0.008651   0.008387    0.00326         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    185/499      4.32G   0.008651   0.008387    0.00326         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    185/499      4.32G   0.008651   0.008386   0.003245         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    185/499      4.32G   0.008651   0.008386   0.003245         75        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
    185/499      4.32G   0.008655   0.008385   0.003236         68        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
    185/499      4.32G   0.008655   0.008385   0.003236         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    185/499      4.32G   0.008654   0.008365   0.003231         53        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    185/499      4.32G   0.008654   0.008365   0.003231         53        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    185/499      4.32G   0.008658    0.00836   0.003234         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    185/499      4.32G   0.008658    0.00836   0.003234         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    185/499      4.32G   0.008674   0.008377   0.003228         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    185/499      4.32G   0.008674   0.008377   0.003228         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    185/499      4.32G   0.008672   0.008353    0.00321         46        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    185/499      4.32G   0.008672   0.008353    0.00321         46        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    185/499      4.32G   0.008674   0.008347   0.003192         62        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    185/499      4.32G   0.008674   0.008347   0.003192         62        640:  76%|#######5  | 127/168 [00:23<00:07,  5.23it/s]
    185/499      4.32G   0.008677   0.008348   0.003192         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    185/499      4.32G   0.008677   0.008348   0.003192         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    185/499      4.32G   0.008681   0.008334   0.003173         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    185/499      4.32G   0.008681   0.008334   0.003173         53        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    185/499      4.32G   0.008679   0.008342   0.003172         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    185/499      4.32G   0.008679   0.008342   0.003172         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    185/499      4.32G   0.008675   0.008351   0.003149         80        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    185/499      4.32G   0.008675   0.008351   0.003149         80        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    185/499      4.32G   0.008673    0.00835   0.003134         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    185/499      4.32G   0.008673    0.00835   0.003134         75        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
    185/499      4.32G   0.008674   0.008337   0.003137         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    185/499      4.32G   0.008674   0.008337   0.003137         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    185/499      4.32G   0.008674    0.00834   0.003142         79        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    185/499      4.32G   0.008674    0.00834   0.003142         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    185/499      4.32G   0.008679   0.008336   0.003149         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    185/499      4.32G   0.008679   0.008336   0.003149         64        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    185/499      4.32G   0.008681   0.008351   0.003151         82        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    185/499      4.32G   0.008681   0.008351   0.003151         82        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    185/499      4.32G   0.008675   0.008358   0.003159         75        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    185/499      4.32G   0.008675   0.008358   0.003159         75        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    185/499      4.32G   0.008667   0.008351   0.003153         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    185/499      4.32G   0.008667   0.008351   0.003153         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    185/499      4.32G   0.008669   0.008349   0.003153         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.40it/s]
    185/499      4.32G   0.008669   0.008349   0.003153         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    185/499      4.32G   0.008668   0.008335   0.003142         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    185/499      4.32G   0.008668   0.008335   0.003142         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    185/499      4.32G   0.008677   0.008343   0.003136         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    185/499      4.32G   0.008677   0.008343   0.003136         76        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    185/499      4.32G   0.008671   0.008347   0.003127         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    185/499      4.32G   0.008671   0.008347   0.003127         72        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
    185/499      4.32G   0.008678   0.008344   0.003159         70        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
    185/499      4.32G   0.008678   0.008344   0.003159         70        640:  85%|########5 | 143/168 [00:26<00:04,  5.33it/s]
    185/499      4.32G   0.008672   0.008352    0.00318         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    185/499      4.32G   0.008672   0.008352    0.00318         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    185/499      4.32G   0.008675   0.008354   0.003192         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    185/499      4.32G   0.008675   0.008354   0.003192         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    185/499      4.32G   0.008673   0.008338   0.003197         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    185/499      4.32G   0.008673   0.008338   0.003197         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    185/499      4.32G   0.008668   0.008341   0.003189         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    185/499      4.32G   0.008668   0.008341   0.003189         69        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    185/499      4.32G   0.008678   0.008341   0.003184         61        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    185/499      4.32G   0.008678   0.008341   0.003184         61        640:  88%|########8 | 148/168 [00:27<00:03,  5.22it/s]
    185/499      4.32G   0.008701   0.008338   0.003207         54        640:  88%|########8 | 148/168 [00:28<00:03,  5.22it/s]
    185/499      4.32G   0.008701   0.008338   0.003207         54        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    185/499      4.32G   0.008709   0.008329   0.003206         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    185/499      4.32G   0.008709   0.008329   0.003206         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    185/499      4.32G   0.008717   0.008336   0.003211         89        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    185/499      4.32G   0.008717   0.008336   0.003211         89        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
    185/499      4.32G   0.008716   0.008329   0.003225         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.27it/s]
    185/499      4.32G   0.008716   0.008329   0.003225         62        640:  90%|######### | 152/168 [00:28<00:02,  5.36it/s]
    185/499      4.32G   0.008714   0.008337   0.003242         78        640:  90%|######### | 152/168 [00:28<00:02,  5.36it/s]
    185/499      4.32G   0.008714   0.008337   0.003242         78        640:  91%|#########1| 153/168 [00:28<00:02,  5.42it/s]
    185/499      4.32G   0.008717   0.008348   0.003233         82        640:  91%|#########1| 153/168 [00:29<00:02,  5.42it/s]
    185/499      4.32G   0.008717   0.008348   0.003233         82        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    185/499      4.32G   0.008707   0.008334   0.003228         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.25it/s]
    185/499      4.32G   0.008707   0.008334   0.003228         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    185/499      4.32G     0.0087   0.008313   0.003221         57        640:  92%|#########2| 155/168 [00:29<00:02,  5.33it/s]
    185/499      4.32G     0.0087   0.008313   0.003221         57        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    185/499      4.32G   0.008689   0.008319   0.003217         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    185/499      4.32G   0.008689   0.008319   0.003217         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    185/499      4.32G    0.00869   0.008321   0.003212         74        640:  93%|#########3| 157/168 [00:29<00:02,  5.25it/s]
    185/499      4.32G    0.00869   0.008321   0.003212         74        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    185/499      4.32G   0.008686   0.008322   0.003201         72        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    185/499      4.32G   0.008686   0.008322   0.003201         72        640:  95%|#########4| 159/168 [00:29<00:01,  5.38it/s]
    185/499      4.32G   0.008676   0.008329   0.003204         75        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    185/499      4.32G   0.008676   0.008329   0.003204         75        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    185/499      4.32G   0.008674   0.008322   0.003216         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    185/499      4.32G   0.008674   0.008322   0.003216         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    185/499      4.32G   0.008687   0.008324   0.003229         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    185/499      4.32G   0.008687   0.008324   0.003229         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    185/499      4.32G   0.008687   0.008329   0.003218         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    185/499      4.32G   0.008687   0.008329   0.003218         69        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    185/499      4.32G   0.008695   0.008339   0.003229         89        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    185/499      4.32G   0.008695   0.008339   0.003229         89        640:  98%|#########7| 164/168 [00:30<00:00,  5.30it/s]
    185/499      4.32G   0.008691   0.008338   0.003244         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    185/499      4.32G   0.008691   0.008338   0.003244         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    185/499      4.32G   0.008715   0.008325   0.003249         48        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    185/499      4.32G   0.008715   0.008325   0.003249         48        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    185/499      4.32G   0.008722   0.008328   0.003263         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    185/499      4.32G   0.008722   0.008328   0.003263         81        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    185/499      4.32G   0.008738    0.00833   0.003269         40        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    185/499      4.32G   0.008738    0.00833   0.003269         40        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    185/499      4.32G   0.008738    0.00833   0.003269         40        640: 100%|##########| 168/168 [00:31<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.814      0.871      0.889      0.781

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    186/499      4.32G   0.007839   0.009846   0.002198         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    186/499      4.32G   0.007839   0.009846   0.002198         76        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    186/499      4.32G   0.008547   0.008427   0.002483         67        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    186/499      4.32G   0.008547   0.008427   0.002483         67        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    186/499      4.32G   0.009283   0.008033   0.003121         57        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    186/499      4.32G   0.009283   0.008033   0.003121         57        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    186/499      4.32G   0.009328   0.008287    0.00411         59        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    186/499      4.32G   0.009328   0.008287    0.00411         59        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    186/499      4.32G   0.009523   0.008242   0.004234         70        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    186/499      4.32G   0.009523   0.008242   0.004234         70        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    186/499      4.32G   0.009339   0.008577   0.004371         81        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    186/499      4.32G   0.009339   0.008577   0.004371         81        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
    186/499      4.32G   0.009214   0.008585   0.004216         78        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
    186/499      4.32G   0.009214   0.008585   0.004216         78        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    186/499      4.32G   0.009186   0.008578   0.004105         82        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    186/499      4.32G   0.009186   0.008578   0.004105         82        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    186/499      4.32G   0.009161   0.008449   0.004034         59        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    186/499      4.32G   0.009161   0.008449   0.004034         59        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    186/499      4.32G    0.00928   0.008436   0.003714         77        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    186/499      4.32G    0.00928   0.008436   0.003714         77        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    186/499      4.32G   0.009194   0.008432   0.003473         56        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    186/499      4.32G   0.009194   0.008432   0.003473         56        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    186/499      4.32G   0.009084   0.008225   0.003417         62        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    186/499      4.32G   0.009084   0.008225   0.003417         62        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    186/499      4.32G   0.008957   0.008293   0.003389         68        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    186/499      4.32G   0.008957   0.008293   0.003389         68        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    186/499      4.32G   0.008862   0.008111   0.003451         60        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    186/499      4.32G   0.008862   0.008111   0.003451         60        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    186/499      4.32G   0.008852   0.008218   0.003507         83        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    186/499      4.32G   0.008852   0.008218   0.003507         83        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    186/499      4.32G   0.008809    0.00817   0.003446         65        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    186/499      4.32G   0.008809    0.00817   0.003446         65        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    186/499      4.32G     0.0087   0.008069   0.003376         56        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    186/499      4.32G     0.0087   0.008069   0.003376         56        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    186/499      4.32G   0.008682   0.008139   0.003251         62        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    186/499      4.32G   0.008682   0.008139   0.003251         62        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    186/499      4.32G   0.008634   0.008063   0.003177         65        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    186/499      4.32G   0.008634   0.008063   0.003177         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    186/499      4.32G   0.008594   0.008109   0.003301         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    186/499      4.32G   0.008594   0.008109   0.003301         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.34it/s]
    186/499      4.32G    0.00855   0.008119   0.003353         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.34it/s]
    186/499      4.32G    0.00855   0.008119   0.003353         62        640:  12%|#2        | 21/168 [00:03<00:27,  5.40it/s]
    186/499      4.32G   0.008548   0.008105    0.00345         76        640:  12%|#2        | 21/168 [00:04<00:27,  5.40it/s]
    186/499      4.32G   0.008548   0.008105    0.00345         76        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    186/499      4.32G   0.008556    0.00807   0.003446         59        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    186/499      4.32G   0.008556    0.00807   0.003446         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    186/499      4.32G   0.008538   0.008093   0.003463         80        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    186/499      4.32G   0.008538   0.008093   0.003463         80        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    186/499      4.32G   0.008513   0.008086   0.003421         80        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    186/499      4.32G   0.008513   0.008086   0.003421         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    186/499      4.32G   0.008544   0.008172   0.003464         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    186/499      4.32G   0.008544   0.008172   0.003464         75        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    186/499      4.32G   0.008515   0.008122   0.003459         63        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    186/499      4.32G   0.008515   0.008122   0.003459         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    186/499      4.32G   0.008546   0.008151   0.003417         76        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    186/499      4.32G   0.008546   0.008151   0.003417         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    186/499      4.32G   0.008543   0.008116    0.00332         49        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    186/499      4.32G   0.008543   0.008116    0.00332         49        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    186/499      4.32G   0.008569   0.008177   0.003257         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    186/499      4.32G   0.008569   0.008177   0.003257         79        640:  18%|#7        | 30/168 [00:05<00:26,  5.27it/s]
    186/499      4.32G   0.008547   0.008171   0.003221         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.27it/s]
    186/499      4.32G   0.008547   0.008171   0.003221         76        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    186/499      4.32G   0.008566   0.008272   0.003205         78        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    186/499      4.32G   0.008566   0.008272   0.003205         78        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
    186/499      4.32G   0.008548   0.008286   0.003223         65        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
    186/499      4.32G   0.008548   0.008286   0.003223         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    186/499      4.32G   0.008562   0.008339   0.003237         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    186/499      4.32G   0.008562   0.008339   0.003237         73        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    186/499      4.32G   0.008543   0.008337   0.003258         74        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    186/499      4.32G   0.008543   0.008337   0.003258         74        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    186/499      4.32G   0.008503   0.008338   0.003261         73        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    186/499      4.32G   0.008503   0.008338   0.003261         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    186/499      4.32G   0.008511   0.008346   0.003279         82        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    186/499      4.32G   0.008511   0.008346   0.003279         82        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    186/499      4.32G   0.008507   0.008324   0.003225         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    186/499      4.32G   0.008507   0.008324   0.003225         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    186/499      4.32G   0.008528   0.008318   0.003238         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    186/499      4.32G   0.008528   0.008318   0.003238         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    186/499      4.32G   0.008517   0.008343   0.003241         75        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    186/499      4.32G   0.008517   0.008343   0.003241         75        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    186/499      4.32G   0.008539   0.008336   0.003265         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    186/499      4.32G   0.008539   0.008336   0.003265         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    186/499      4.32G   0.008546   0.008356    0.00326         86        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    186/499      4.32G   0.008546   0.008356    0.00326         86        640:  25%|##5       | 42/168 [00:07<00:23,  5.34it/s]
    186/499      4.32G   0.008516   0.008311   0.003259         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.34it/s]
    186/499      4.32G   0.008516   0.008311   0.003259         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    186/499      4.32G   0.008538   0.008368   0.003227         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    186/499      4.32G   0.008538   0.008368   0.003227         73        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    186/499      4.32G   0.008542   0.008368   0.003178         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    186/499      4.32G   0.008542   0.008368   0.003178         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    186/499      4.32G   0.008517   0.008342   0.003162         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    186/499      4.32G   0.008517   0.008342   0.003162         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    186/499      4.32G   0.008501   0.008367   0.003153         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    186/499      4.32G   0.008501   0.008367   0.003153         79        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
    186/499      4.32G   0.008476   0.008381   0.003194         88        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
    186/499      4.32G   0.008476   0.008381   0.003194         88        640:  29%|##8       | 48/168 [00:09<00:22,  5.24it/s]
    186/499      4.32G    0.00858    0.00838   0.003334         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.24it/s]
    186/499      4.32G    0.00858    0.00838   0.003334         58        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    186/499      4.32G   0.008568   0.008378     0.0033         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    186/499      4.32G   0.008568   0.008378     0.0033         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    186/499      4.32G   0.008551   0.008432   0.003288         88        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    186/499      4.32G   0.008551   0.008432   0.003288         88        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    186/499      4.32G   0.008568   0.008482   0.003279         74        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    186/499      4.32G   0.008568   0.008482   0.003279         74        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    186/499      4.32G   0.008539   0.008445   0.003282         58        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    186/499      4.32G   0.008539   0.008445   0.003282         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    186/499      4.32G   0.008533   0.008417   0.003295         56        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    186/499      4.32G   0.008533   0.008417   0.003295         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    186/499      4.32G   0.008506   0.008376   0.003278         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    186/499      4.32G   0.008506   0.008376   0.003278         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    186/499      4.32G   0.008493   0.008394   0.003262         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    186/499      4.32G   0.008493   0.008394   0.003262         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    186/499      4.32G   0.008487    0.00839   0.003247         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    186/499      4.32G   0.008487    0.00839   0.003247         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    186/499      4.32G   0.008462   0.008419   0.003209         80        640:  34%|###3      | 57/168 [00:11<00:20,  5.37it/s]
    186/499      4.32G   0.008462   0.008419   0.003209         80        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    186/499      4.32G    0.00848   0.008422   0.003224         64        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    186/499      4.32G    0.00848   0.008422   0.003224         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    186/499      4.32G   0.008473   0.008426   0.003222         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    186/499      4.32G   0.008473   0.008426   0.003222         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    186/499      4.32G   0.008476   0.008401   0.003197         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    186/499      4.32G   0.008476   0.008401   0.003197         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    186/499      4.32G   0.008481   0.008446   0.003179         81        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    186/499      4.32G   0.008481   0.008446   0.003179         81        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    186/499      4.32G   0.008471   0.008419    0.00321         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    186/499      4.32G   0.008471   0.008419    0.00321         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
    186/499      4.32G   0.008467    0.00842   0.003195         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    186/499      4.32G   0.008467    0.00842   0.003195         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    186/499      4.32G   0.008438   0.008376   0.003215         58        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    186/499      4.32G   0.008438   0.008376   0.003215         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    186/499      4.32G   0.008421    0.00835   0.003234         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    186/499      4.32G   0.008421    0.00835   0.003234         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    186/499      4.32G   0.008425   0.008322   0.003251         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    186/499      4.32G   0.008425   0.008322   0.003251         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    186/499      4.32G   0.008408   0.008279   0.003251         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    186/499      4.32G   0.008408   0.008279   0.003251         53        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
    186/499      4.32G   0.008407   0.008239   0.003244         59        640:  40%|####      | 68/168 [00:13<00:19,  5.26it/s]
    186/499      4.32G   0.008407   0.008239   0.003244         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    186/499      4.32G   0.008394   0.008218   0.003226         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    186/499      4.32G   0.008394   0.008218   0.003226         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    186/499      4.32G   0.008395   0.008252   0.003196         72        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    186/499      4.32G   0.008395   0.008252   0.003196         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    186/499      4.32G   0.008392   0.008235   0.003198         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    186/499      4.32G   0.008392   0.008235   0.003198         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    186/499      4.32G    0.00839    0.00826   0.003191         85        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    186/499      4.32G    0.00839    0.00826   0.003191         85        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    186/499      4.32G   0.008393   0.008277   0.003179         73        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    186/499      4.32G   0.008393   0.008277   0.003179         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    186/499      4.32G   0.008417   0.008331    0.00316         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    186/499      4.32G   0.008417   0.008331    0.00316         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    186/499      4.32G   0.008406   0.008297   0.003142         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    186/499      4.32G   0.008406   0.008297   0.003142         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    186/499      4.32G    0.00841   0.008296   0.003109         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    186/499      4.32G    0.00841   0.008296   0.003109         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    186/499      4.32G   0.008391   0.008279   0.003119         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    186/499      4.32G   0.008391   0.008279   0.003119         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    186/499      4.32G   0.008376   0.008261   0.003122         57        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    186/499      4.32G   0.008376   0.008261   0.003122         57        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    186/499      4.32G   0.008401   0.008253   0.003121         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    186/499      4.32G   0.008401   0.008253   0.003121         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    186/499      4.32G   0.008397   0.008224   0.003143         51        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    186/499      4.32G   0.008397   0.008224   0.003143         51        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    186/499      4.32G   0.008388   0.008213   0.003168         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    186/499      4.32G   0.008388   0.008213   0.003168         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    186/499      4.32G   0.008393   0.008202   0.003155         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    186/499      4.32G   0.008393   0.008202   0.003155         58        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    186/499      4.32G   0.008408   0.008199   0.003194         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    186/499      4.32G   0.008408   0.008199   0.003194         67        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    186/499      4.32G   0.008443   0.008193   0.003188         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    186/499      4.32G   0.008443   0.008193   0.003188         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    186/499      4.32G   0.008449   0.008192   0.003176         65        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    186/499      4.32G   0.008449   0.008192   0.003176         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    186/499      4.32G   0.008464   0.008225   0.003183         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    186/499      4.32G   0.008464   0.008225   0.003183         79        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    186/499      4.32G   0.008457   0.008225   0.003182         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    186/499      4.32G   0.008457   0.008225   0.003182         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    186/499      4.32G   0.008456   0.008204   0.003181         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    186/499      4.32G   0.008456   0.008204   0.003181         58        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    186/499      4.32G   0.008453   0.008216   0.003171         82        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    186/499      4.32G   0.008453   0.008216   0.003171         82        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    186/499      4.32G   0.008432   0.008193   0.003175         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    186/499      4.32G   0.008432   0.008193   0.003175         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    186/499      4.32G   0.008431   0.008193   0.003165         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    186/499      4.32G   0.008431   0.008193   0.003165         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    186/499      4.32G   0.008433   0.008184   0.003154         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    186/499      4.32G   0.008433   0.008184   0.003154         56        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    186/499      4.32G   0.008428   0.008196   0.003151         82        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    186/499      4.32G   0.008428   0.008196   0.003151         82        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    186/499      4.32G   0.008418    0.00818   0.003146         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    186/499      4.32G   0.008418    0.00818   0.003146         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    186/499      4.32G   0.008426   0.008182   0.003152         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    186/499      4.32G   0.008426   0.008182   0.003152         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    186/499      4.32G    0.00842   0.008164     0.0032         53        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    186/499      4.32G    0.00842   0.008164     0.0032         53        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    186/499      4.32G   0.008426   0.008151   0.003205         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.12it/s]
    186/499      4.32G   0.008426   0.008151   0.003205         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    186/499      4.32G   0.008437   0.008152   0.003189         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    186/499      4.32G   0.008437   0.008152   0.003189         62        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    186/499      4.32G   0.008439   0.008155   0.003165         73        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    186/499      4.32G   0.008439   0.008155   0.003165         73        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
    186/499      4.32G   0.008441   0.008155   0.003139         56        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    186/499      4.32G   0.008441   0.008155   0.003139         56        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    186/499      4.32G    0.00844   0.008166   0.003126         73        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    186/499      4.32G    0.00844   0.008166   0.003126         73        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    186/499      4.32G   0.008435   0.008159   0.003121         60        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    186/499      4.32G   0.008435   0.008159   0.003121         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    186/499      4.32G   0.008446   0.008152   0.003092         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    186/499      4.32G   0.008446   0.008152   0.003092         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    186/499      4.32G   0.008458   0.008154   0.003094         72        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    186/499      4.32G   0.008458   0.008154   0.003094         72        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
    186/499      4.32G   0.008445   0.008159   0.003098         87        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
    186/499      4.32G   0.008445   0.008159   0.003098         87        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    186/499      4.32G   0.008445   0.008138   0.003111         53        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    186/499      4.32G   0.008445   0.008138   0.003111         53        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    186/499      4.32G   0.008447   0.008126   0.003099         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    186/499      4.32G   0.008447   0.008126   0.003099         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    186/499      4.32G   0.008445   0.008121   0.003104         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    186/499      4.32G   0.008445   0.008121   0.003104         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    186/499      4.32G   0.008439   0.008112   0.003114         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    186/499      4.32G   0.008439   0.008112   0.003114         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    186/499      4.32G   0.008431   0.008108   0.003106         54        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
    186/499      4.32G   0.008431   0.008108   0.003106         54        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    186/499      4.32G   0.008428   0.008117   0.003123         87        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    186/499      4.32G   0.008428   0.008117   0.003123         87        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    186/499      4.32G   0.008441   0.008122   0.003127         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    186/499      4.32G   0.008441   0.008122   0.003127         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    186/499      4.32G   0.008446    0.00814   0.003152         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    186/499      4.32G   0.008446    0.00814   0.003152         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    186/499      4.32G   0.008444   0.008122    0.00315         48        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    186/499      4.32G   0.008444   0.008122    0.00315         48        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    186/499      4.32G   0.008452   0.008126   0.003136         72        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
    186/499      4.32G   0.008452   0.008126   0.003136         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
    186/499      4.32G   0.008466   0.008121    0.00314         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
    186/499      4.32G   0.008466   0.008121    0.00314         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    186/499      4.32G   0.008464   0.008121   0.003123         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    186/499      4.32G   0.008464   0.008121   0.003123         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    186/499      4.32G   0.008458   0.008116   0.003098         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    186/499      4.32G   0.008458   0.008116   0.003098         66        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    186/499      4.32G   0.008451   0.008121   0.003098         81        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    186/499      4.32G   0.008451   0.008121   0.003098         81        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    186/499      4.32G   0.008445   0.008114   0.003112         63        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    186/499      4.32G   0.008445   0.008114   0.003112         63        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
    186/499      4.32G    0.00845    0.00811   0.003119         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
    186/499      4.32G    0.00845    0.00811   0.003119         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    186/499      4.32G   0.008461   0.008133   0.003113         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    186/499      4.32G   0.008461   0.008133   0.003113         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    186/499      4.32G   0.008471   0.008152   0.003122         86        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    186/499      4.32G   0.008471   0.008152   0.003122         86        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    186/499      4.32G   0.008478   0.008155   0.003107         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    186/499      4.32G   0.008478   0.008155   0.003107         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    186/499      4.32G    0.00848   0.008144    0.00312         56        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    186/499      4.32G    0.00848   0.008144    0.00312         56        640:  75%|#######5  | 126/168 [00:23<00:07,  5.29it/s]
    186/499      4.32G   0.008479    0.00814   0.003133         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    186/499      4.32G   0.008479    0.00814   0.003133         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    186/499      4.32G   0.008469   0.008146   0.003139         88        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    186/499      4.32G   0.008469   0.008146   0.003139         88        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    186/499      4.32G   0.008471   0.008138   0.003149         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    186/499      4.32G   0.008471   0.008138   0.003149         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    186/499      4.32G   0.008476   0.008131   0.003155         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    186/499      4.32G   0.008476   0.008131   0.003155         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    186/499      4.32G   0.008485   0.008139    0.00315         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    186/499      4.32G   0.008485   0.008139    0.00315         76        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    186/499      4.32G   0.008492   0.008152   0.003161         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    186/499      4.32G   0.008492   0.008152   0.003161         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    186/499      4.32G     0.0085   0.008148   0.003153         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    186/499      4.32G     0.0085   0.008148   0.003153         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    186/499      4.32G   0.008505   0.008149   0.003172         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    186/499      4.32G   0.008505   0.008149   0.003172         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    186/499      4.32G   0.008513   0.008156   0.003187         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    186/499      4.32G   0.008513   0.008156   0.003187         75        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    186/499      4.32G   0.008523   0.008152   0.003231         59        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    186/499      4.32G   0.008523   0.008152   0.003231         59        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    186/499      4.32G   0.008522   0.008162    0.00322         73        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    186/499      4.32G   0.008522   0.008162    0.00322         73        640:  82%|########1 | 137/168 [00:25<00:05,  5.26it/s]
    186/499      4.32G   0.008526   0.008175   0.003213         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    186/499      4.32G   0.008526   0.008175   0.003213         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    186/499      4.32G   0.008519    0.00816   0.003191         45        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    186/499      4.32G   0.008519    0.00816   0.003191         45        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    186/499      4.32G   0.008523   0.008153     0.0032         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    186/499      4.32G   0.008523   0.008153     0.0032         55        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    186/499      4.32G   0.008516   0.008146   0.003185         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.27it/s]
    186/499      4.32G   0.008516   0.008146   0.003185         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    186/499      4.32G   0.008512   0.008124    0.00317         51        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    186/499      4.32G   0.008512   0.008124    0.00317         51        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
    186/499      4.32G   0.008514   0.008125   0.003166         68        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
    186/499      4.32G   0.008514   0.008125   0.003166         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    186/499      4.32G   0.008519   0.008118   0.003161         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.29it/s]
    186/499      4.32G   0.008519   0.008118   0.003161         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    186/499      4.32G   0.008528   0.008135    0.00317         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    186/499      4.32G   0.008528   0.008135    0.00317         83        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    186/499      4.32G   0.008531   0.008143   0.003155         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    186/499      4.32G   0.008531   0.008143   0.003155         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    186/499      4.32G   0.008538   0.008149    0.00315         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    186/499      4.32G   0.008538   0.008149    0.00315         69        640:  88%|########7 | 147/168 [00:27<00:03,  5.28it/s]
    186/499      4.32G   0.008541   0.008142   0.003138         57        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    186/499      4.32G   0.008541   0.008142   0.003138         57        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    186/499      4.32G   0.008534   0.008139   0.003154         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    186/499      4.32G   0.008534   0.008139   0.003154         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    186/499      4.32G   0.008557   0.008146   0.003178         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    186/499      4.32G   0.008557   0.008146   0.003178         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    186/499      4.32G   0.008567    0.00815   0.003224         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    186/499      4.32G   0.008567    0.00815   0.003224         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    186/499      4.32G    0.00858    0.00817    0.00321         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    186/499      4.32G    0.00858    0.00817    0.00321         78        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    186/499      4.32G    0.00858   0.008165   0.003221         67        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    186/499      4.32G    0.00858   0.008165   0.003221         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    186/499      4.32G   0.008588   0.008162   0.003215         60        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    186/499      4.32G   0.008588   0.008162   0.003215         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    186/499      4.32G   0.008601   0.008176   0.003208         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    186/499      4.32G   0.008601   0.008176   0.003208         65        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    186/499      4.32G   0.008591   0.008164     0.0032         62        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    186/499      4.32G   0.008591   0.008164     0.0032         62        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    186/499      4.32G   0.008588   0.008181   0.003205         81        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    186/499      4.32G   0.008588   0.008181   0.003205         81        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    186/499      4.32G   0.008591   0.008182   0.003192         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    186/499      4.32G   0.008591   0.008182   0.003192         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    186/499      4.32G   0.008592   0.008188   0.003199         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    186/499      4.32G   0.008592   0.008188   0.003199         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    186/499      4.32G   0.008584   0.008186   0.003201         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    186/499      4.32G   0.008584   0.008186   0.003201         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    186/499      4.32G   0.008586   0.008185   0.003202         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    186/499      4.32G   0.008586   0.008185   0.003202         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    186/499      4.32G   0.008593   0.008196   0.003196         81        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    186/499      4.32G   0.008593   0.008196   0.003196         81        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
    186/499      4.32G   0.008596   0.008199   0.003188         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
    186/499      4.32G   0.008596   0.008199   0.003188         76        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    186/499      4.32G   0.008604   0.008208   0.003185         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
    186/499      4.32G   0.008604   0.008208   0.003185         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    186/499      4.32G   0.008599   0.008201   0.003182         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    186/499      4.32G   0.008599   0.008201   0.003182         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    186/499      4.32G   0.008596   0.008203   0.003192         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    186/499      4.32G   0.008596   0.008203   0.003192         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    186/499      4.32G   0.008598   0.008211   0.003188         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    186/499      4.32G   0.008598   0.008211   0.003188         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    186/499      4.32G   0.008606   0.008223   0.003174         26        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    186/499      4.32G   0.008606   0.008223   0.003174         26        640: 100%|##########| 168/168 [00:31<00:00,  5.38it/s]
    186/499      4.32G   0.008606   0.008223   0.003174         26        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.44it/s]
                   all        132        263      0.784      0.876      0.865      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    187/499      4.32G   0.008269   0.007051   0.002433         54        640:   0%|          | 0/168 [00:00<?, ?it/s]
    187/499      4.32G   0.008269   0.007051   0.002433         54        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    187/499      4.32G   0.008356   0.006292   0.003909         55        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    187/499      4.32G   0.008356   0.006292   0.003909         55        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    187/499      4.32G   0.009158   0.007389   0.004329         70        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    187/499      4.32G   0.009158   0.007389   0.004329         70        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    187/499      4.32G    0.01026   0.007392   0.004545         60        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    187/499      4.32G    0.01026   0.007392   0.004545         60        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    187/499      4.32G    0.01003   0.007473    0.00431         73        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    187/499      4.32G    0.01003   0.007473    0.00431         73        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    187/499      4.32G   0.009597   0.007168   0.004158         61        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    187/499      4.32G   0.009597   0.007168   0.004158         61        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    187/499      4.32G   0.009449   0.007429   0.003742         83        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    187/499      4.32G   0.009449   0.007429   0.003742         83        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    187/499      4.32G   0.009282   0.007514    0.00389         70        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    187/499      4.32G   0.009282   0.007514    0.00389         70        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    187/499      4.32G   0.009235   0.007631   0.003715         83        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    187/499      4.32G   0.009235   0.007631   0.003715         83        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    187/499      4.32G   0.009224   0.007753   0.003685         62        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    187/499      4.32G   0.009224   0.007753   0.003685         62        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    187/499      4.32G   0.009263   0.007929   0.003806         85        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    187/499      4.32G   0.009263   0.007929   0.003806         85        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    187/499      4.32G   0.009262   0.007979   0.003889         68        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    187/499      4.32G   0.009262   0.007979   0.003889         68        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    187/499      4.32G   0.009331   0.008102   0.003992         89        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    187/499      4.32G   0.009331   0.008102   0.003992         89        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    187/499      4.32G   0.009342   0.008241   0.003954         84        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    187/499      4.32G   0.009342   0.008241   0.003954         84        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    187/499      4.32G   0.009272   0.008107      0.004         65        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    187/499      4.32G   0.009272   0.008107      0.004         65        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
    187/499      4.32G   0.009284   0.008072   0.003923         66        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
    187/499      4.32G   0.009284   0.008072   0.003923         66        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    187/499      4.32G   0.009323    0.00815   0.004031         73        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    187/499      4.32G   0.009323    0.00815   0.004031         73        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    187/499      4.32G   0.009224    0.00811   0.004029         70        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    187/499      4.32G   0.009224    0.00811   0.004029         70        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    187/499      4.32G   0.009282    0.00813   0.003961         64        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    187/499      4.32G   0.009282    0.00813   0.003961         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    187/499      4.32G   0.009297   0.008177   0.003943         80        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    187/499      4.32G   0.009297   0.008177   0.003943         80        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    187/499      4.32G   0.009256   0.008145   0.003962         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    187/499      4.32G   0.009256   0.008145   0.003962         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    187/499      4.32G   0.009307   0.008207   0.004046         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    187/499      4.32G   0.009307   0.008207   0.004046         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    187/499      4.32G   0.009318   0.008288   0.003943         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    187/499      4.32G   0.009318   0.008288   0.003943         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    187/499      4.32G   0.009318   0.008267   0.003907         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    187/499      4.32G   0.009318   0.008267   0.003907         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    187/499      4.32G   0.009282   0.008251   0.003843         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    187/499      4.32G   0.009282   0.008251   0.003843         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    187/499      4.32G    0.00926   0.008265   0.003827         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    187/499      4.32G    0.00926   0.008265   0.003827         76        640:  15%|#5        | 26/168 [00:04<00:27,  5.22it/s]
    187/499      4.32G   0.009269   0.008275   0.003821         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.22it/s]
    187/499      4.32G   0.009269   0.008275   0.003821         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    187/499      4.32G   0.009301   0.008215   0.003857         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    187/499      4.32G   0.009301   0.008215   0.003857         58        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    187/499      4.32G   0.009273   0.008209   0.003845         59        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    187/499      4.32G   0.009273   0.008209   0.003845         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    187/499      4.32G   0.009268   0.008166   0.004002         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    187/499      4.32G   0.009268   0.008166   0.004002         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    187/499      4.32G   0.009247   0.008104   0.003975         50        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    187/499      4.32G   0.009247   0.008104   0.003975         50        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
    187/499      4.32G   0.009229   0.008126   0.004058         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
    187/499      4.32G   0.009229   0.008126   0.004058         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    187/499      4.32G   0.009258   0.008131   0.004083         74        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    187/499      4.32G   0.009258   0.008131   0.004083         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    187/499      4.32G   0.009199    0.00811   0.003988         57        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    187/499      4.32G   0.009199    0.00811   0.003988         57        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    187/499      4.32G   0.009172   0.008141   0.003987         75        640:  20%|##        | 34/168 [00:06<00:26,  5.13it/s]
    187/499      4.32G   0.009172   0.008141   0.003987         75        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    187/499      4.32G   0.009199   0.008194    0.00396         79        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    187/499      4.32G   0.009199   0.008194    0.00396         79        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    187/499      4.32G   0.009176   0.008204   0.003971         76        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    187/499      4.32G   0.009176   0.008204   0.003971         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    187/499      4.32G   0.009168   0.008223   0.003944         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    187/499      4.32G   0.009168   0.008223   0.003944         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    187/499      4.32G   0.009131   0.008227   0.003931         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    187/499      4.32G   0.009131   0.008227   0.003931         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    187/499      4.32G   0.009142   0.008267    0.00394         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    187/499      4.32G   0.009142   0.008267    0.00394         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    187/499      4.32G   0.009129   0.008277   0.003995         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    187/499      4.32G   0.009129   0.008277   0.003995         76        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    187/499      4.32G   0.009104   0.008255   0.004012         65        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    187/499      4.32G   0.009104   0.008255   0.004012         65        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    187/499      4.32G   0.009106   0.008233   0.003988         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    187/499      4.32G   0.009106   0.008233   0.003988         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    187/499      4.32G   0.009128   0.008276   0.003993         76        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    187/499      4.32G   0.009128   0.008276   0.003993         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    187/499      4.32G   0.009121   0.008249   0.003947         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    187/499      4.32G   0.009121   0.008249   0.003947         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    187/499      4.32G   0.009101   0.008329   0.003956        100        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    187/499      4.32G   0.009101   0.008329   0.003956        100        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    187/499      4.32G   0.009097   0.008358   0.003974         77        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    187/499      4.32G   0.009097   0.008358   0.003974         77        640:  28%|##7       | 47/168 [00:08<00:23,  5.26it/s]
    187/499      4.32G   0.009091   0.008323   0.003992         53        640:  28%|##7       | 47/168 [00:09<00:23,  5.26it/s]
    187/499      4.32G   0.009091   0.008323   0.003992         53        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    187/499      4.32G   0.009076   0.008335   0.003955         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    187/499      4.32G   0.009076   0.008335   0.003955         71        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    187/499      4.32G   0.009099    0.00829   0.003979         60        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    187/499      4.32G   0.009099    0.00829   0.003979         60        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    187/499      4.32G   0.009083   0.008309   0.003935         76        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    187/499      4.32G   0.009083   0.008309   0.003935         76        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    187/499      4.32G   0.009077   0.008295   0.003953         63        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    187/499      4.32G   0.009077   0.008295   0.003953         63        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
    187/499      4.32G   0.009056   0.008273   0.003914         68        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    187/499      4.32G   0.009056   0.008273   0.003914         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    187/499      4.32G   0.009073   0.008275   0.003919         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    187/499      4.32G   0.009073   0.008275   0.003919         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    187/499      4.32G   0.009068   0.008282   0.003928         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    187/499      4.32G   0.009068   0.008282   0.003928         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    187/499      4.32G    0.00905   0.008298   0.003955         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.16it/s]
    187/499      4.32G    0.00905   0.008298   0.003955         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    187/499      4.32G   0.009046   0.008276   0.003962         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    187/499      4.32G   0.009046   0.008276   0.003962         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    187/499      4.32G   0.009066   0.008275   0.004004         56        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    187/499      4.32G   0.009066   0.008275   0.004004         56        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    187/499      4.32G   0.009096   0.008302   0.004054         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    187/499      4.32G   0.009096   0.008302   0.004054         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    187/499      4.32G   0.009101   0.008296   0.004073         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.21it/s]
    187/499      4.32G   0.009101   0.008296   0.004073         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    187/499      4.32G    0.00911   0.008324   0.004083         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    187/499      4.32G    0.00911   0.008324   0.004083         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    187/499      4.32G   0.009114   0.008347   0.004073         81        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    187/499      4.32G   0.009114   0.008347   0.004073         81        640:  37%|###6      | 62/168 [00:11<00:20,  5.17it/s]
    187/499      4.32G   0.009128   0.008376   0.004049         79        640:  37%|###6      | 62/168 [00:11<00:20,  5.17it/s]
    187/499      4.32G   0.009128   0.008376   0.004049         79        640:  38%|###7      | 63/168 [00:11<00:19,  5.26it/s]
    187/499      4.32G   0.009118   0.008391   0.004033         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.26it/s]
    187/499      4.32G   0.009118   0.008391   0.004033         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    187/499      4.32G   0.009113   0.008402   0.004054         83        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    187/499      4.32G   0.009113   0.008402   0.004054         83        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    187/499      4.32G   0.009111   0.008365   0.004043         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    187/499      4.32G   0.009111   0.008365   0.004043         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    187/499      4.32G   0.009087   0.008382   0.004039         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    187/499      4.32G   0.009087   0.008382   0.004039         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    187/499      4.32G   0.009073   0.008361   0.004009         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    187/499      4.32G   0.009073   0.008361   0.004009         64        640:  40%|####      | 68/168 [00:12<00:18,  5.31it/s]
    187/499      4.32G   0.009081   0.008341   0.003985         54        640:  40%|####      | 68/168 [00:13<00:18,  5.31it/s]
    187/499      4.32G   0.009081   0.008341   0.003985         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    187/499      4.32G   0.009087   0.008354   0.003967         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    187/499      4.32G   0.009087   0.008354   0.003967         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    187/499      4.32G   0.009109   0.008356   0.003956         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    187/499      4.32G   0.009109   0.008356   0.003956         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    187/499      4.32G   0.009093   0.008395   0.003941         81        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    187/499      4.32G   0.009093   0.008395   0.003941         81        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    187/499      4.32G   0.009084   0.008409   0.003933         83        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    187/499      4.32G   0.009084   0.008409   0.003933         83        640:  43%|####3     | 73/168 [00:13<00:18,  5.13it/s]
    187/499      4.32G   0.009099   0.008437   0.003933         84        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    187/499      4.32G   0.009099   0.008437   0.003933         84        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    187/499      4.32G   0.009074   0.008422   0.003907         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    187/499      4.32G   0.009074   0.008422   0.003907         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    187/499      4.32G   0.009084   0.008432   0.003889         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    187/499      4.32G   0.009084   0.008432   0.003889         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    187/499      4.32G   0.009113   0.008422    0.00392         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    187/499      4.32G   0.009113   0.008422    0.00392         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    187/499      4.32G   0.009127   0.008426    0.00391         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    187/499      4.32G   0.009127   0.008426    0.00391         66        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    187/499      4.32G   0.009102   0.008398   0.003914         73        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    187/499      4.32G   0.009102   0.008398   0.003914         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    187/499      4.32G   0.009083   0.008399   0.003912         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    187/499      4.32G   0.009083   0.008399   0.003912         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    187/499      4.32G     0.0091   0.008394   0.003912         57        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    187/499      4.32G     0.0091   0.008394   0.003912         57        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    187/499      4.32G   0.009075   0.008357   0.003903         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    187/499      4.32G   0.009075   0.008357   0.003903         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    187/499      4.32G   0.009072   0.008343   0.003922         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    187/499      4.32G   0.009072   0.008343   0.003922         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    187/499      4.32G   0.009051   0.008339   0.003906         85        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    187/499      4.32G   0.009051   0.008339   0.003906         85        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    187/499      4.32G   0.009052    0.00836   0.003881         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    187/499      4.32G   0.009052    0.00836   0.003881         78        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    187/499      4.32G   0.009045   0.008363   0.003868         72        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    187/499      4.32G   0.009045   0.008363   0.003868         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    187/499      4.32G   0.009034   0.008354    0.00386         60        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    187/499      4.32G   0.009034   0.008354    0.00386         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    187/499      4.32G   0.009028   0.008336   0.003866         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    187/499      4.32G   0.009028   0.008336   0.003866         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    187/499      4.32G   0.009028    0.00831   0.003841         49        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    187/499      4.32G   0.009028    0.00831   0.003841         49        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    187/499      4.32G   0.009024   0.008298    0.00381         66        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    187/499      4.32G   0.009024   0.008298    0.00381         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    187/499      4.32G   0.009012   0.008293   0.003799         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    187/499      4.32G   0.009012   0.008293   0.003799         66        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    187/499      4.32G   0.009042   0.008289   0.003772         48        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    187/499      4.32G   0.009042   0.008289   0.003772         48        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    187/499      4.32G   0.009034   0.008296   0.003747         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    187/499      4.32G   0.009034   0.008296   0.003747         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    187/499      4.32G   0.009008   0.008279   0.003711         47        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    187/499      4.32G   0.009008   0.008279   0.003711         47        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    187/499      4.32G    0.00901   0.008291   0.003699         80        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    187/499      4.32G    0.00901   0.008291   0.003699         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    187/499      4.32G   0.009003   0.008309   0.003686         78        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    187/499      4.32G   0.009003   0.008309   0.003686         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    187/499      4.32G   0.008996   0.008316   0.003683         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    187/499      4.32G   0.008996   0.008316   0.003683         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    187/499      4.32G   0.009008   0.008303   0.003679         50        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    187/499      4.32G   0.009008   0.008303   0.003679         50        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    187/499      4.32G    0.00901   0.008311   0.003696         79        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    187/499      4.32G    0.00901   0.008311   0.003696         79        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    187/499      4.32G   0.009001   0.008328   0.003716         79        640:  59%|#####8    | 99/168 [00:19<00:12,  5.34it/s]
    187/499      4.32G   0.009001   0.008328   0.003716         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    187/499      4.32G   0.008998    0.00832   0.003699         59        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    187/499      4.32G   0.008998    0.00832   0.003699         59        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    187/499      4.32G    0.00899   0.008327   0.003688         67        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    187/499      4.32G    0.00899   0.008327   0.003688         67        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    187/499      4.32G   0.008988    0.00832   0.003678         66        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    187/499      4.32G   0.008988    0.00832   0.003678         66        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    187/499      4.32G   0.008969   0.008303   0.003656         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    187/499      4.32G   0.008969   0.008303   0.003656         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    187/499      4.32G   0.008961   0.008292   0.003645         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    187/499      4.32G   0.008961   0.008292   0.003645         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.25it/s]
    187/499      4.32G   0.008952   0.008289   0.003623         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.25it/s]
    187/499      4.32G   0.008952   0.008289   0.003623         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    187/499      4.32G    0.00894   0.008284   0.003616         64        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    187/499      4.32G    0.00894   0.008284   0.003616         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    187/499      4.32G   0.008932   0.008276    0.00359         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    187/499      4.32G   0.008932   0.008276    0.00359         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    187/499      4.32G   0.008938   0.008283   0.003561         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    187/499      4.32G   0.008938   0.008283   0.003561         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    187/499      4.32G   0.008928   0.008288   0.003572         78        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    187/499      4.32G   0.008928   0.008288   0.003572         78        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    187/499      4.32G   0.008933   0.008294   0.003574         67        640:  65%|######5   | 110/168 [00:21<00:10,  5.30it/s]
    187/499      4.32G   0.008933   0.008294   0.003574         67        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
    187/499      4.32G   0.008919   0.008303   0.003577         90        640:  66%|######6   | 111/168 [00:21<00:10,  5.27it/s]
    187/499      4.32G   0.008919   0.008303   0.003577         90        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    187/499      4.32G   0.008908    0.00832   0.003572         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    187/499      4.32G   0.008908    0.00832   0.003572         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    187/499      4.32G   0.008915    0.00834   0.003573         88        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    187/499      4.32G   0.008915    0.00834   0.003573         88        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    187/499      4.32G    0.00891   0.008337   0.003561         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    187/499      4.32G    0.00891   0.008337   0.003561         68        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    187/499      4.32G   0.008909   0.008331   0.003581         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    187/499      4.32G   0.008909   0.008331   0.003581         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    187/499      4.32G   0.008908   0.008336   0.003582         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    187/499      4.32G   0.008908   0.008336   0.003582         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    187/499      4.32G   0.008899   0.008335   0.003581         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    187/499      4.32G   0.008899   0.008335   0.003581         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    187/499      4.32G    0.00889   0.008324   0.003588         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    187/499      4.32G    0.00889   0.008324   0.003588         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    187/499      4.32G   0.008876   0.008314   0.003577         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.31it/s]
    187/499      4.32G   0.008876   0.008314   0.003577         59        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    187/499      4.32G    0.00887   0.008309    0.00359         63        640:  71%|#######1  | 120/168 [00:23<00:08,  5.37it/s]
    187/499      4.32G    0.00887   0.008309    0.00359         63        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
    187/499      4.32G   0.008866   0.008322   0.003609         84        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
    187/499      4.32G   0.008866   0.008322   0.003609         84        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    187/499      4.32G   0.008872   0.008324   0.003598         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    187/499      4.32G   0.008872   0.008324   0.003598         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    187/499      4.32G   0.008879   0.008305   0.003612         47        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    187/499      4.32G   0.008879   0.008305   0.003612         47        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    187/499      4.32G   0.008882   0.008311   0.003606         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    187/499      4.32G   0.008882   0.008311   0.003606         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    187/499      4.32G   0.008878   0.008307   0.003621         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    187/499      4.32G   0.008878   0.008307   0.003621         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    187/499      4.32G   0.008875   0.008313    0.00361         71        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    187/499      4.32G   0.008875   0.008313    0.00361         71        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    187/499      4.32G   0.008879   0.008306   0.003613         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    187/499      4.32G   0.008879   0.008306   0.003613         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    187/499      4.32G   0.008883   0.008318   0.003597         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    187/499      4.32G   0.008883   0.008318   0.003597         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    187/499      4.32G   0.008879   0.008325   0.003599         84        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    187/499      4.32G   0.008879   0.008325   0.003599         84        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    187/499      4.32G   0.008878   0.008334   0.003584         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    187/499      4.32G   0.008878   0.008334   0.003584         78        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    187/499      4.32G   0.008879   0.008345   0.003565         75        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
    187/499      4.32G   0.008879   0.008345   0.003565         75        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    187/499      4.32G   0.008877   0.008339   0.003548         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.37it/s]
    187/499      4.32G   0.008877   0.008339   0.003548         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    187/499      4.32G   0.008862   0.008334   0.003558         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    187/499      4.32G   0.008862   0.008334   0.003558         77        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    187/499      4.32G    0.00887   0.008334   0.003569         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    187/499      4.32G    0.00887   0.008334   0.003569         73        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    187/499      4.32G   0.008859   0.008322   0.003565         55        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    187/499      4.32G   0.008859   0.008322   0.003565         55        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    187/499      4.32G   0.008854   0.008314   0.003575         73        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
    187/499      4.32G   0.008854   0.008314   0.003575         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    187/499      4.32G   0.008847   0.008311   0.003586         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    187/499      4.32G   0.008847   0.008311   0.003586         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    187/499      4.32G   0.008839   0.008319   0.003571         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.36it/s]
    187/499      4.32G   0.008839   0.008319   0.003571         79        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    187/499      4.32G   0.008836   0.008326   0.003555         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    187/499      4.32G   0.008836   0.008326   0.003555         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    187/499      4.32G   0.008831    0.00832   0.003548         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    187/499      4.32G   0.008831    0.00832   0.003548         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    187/499      4.32G   0.008832   0.008329   0.003531         72        640:  84%|########3 | 141/168 [00:27<00:05,  5.36it/s]
    187/499      4.32G   0.008832   0.008329   0.003531         72        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    187/499      4.32G   0.008835   0.008321    0.00353         56        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    187/499      4.32G   0.008835   0.008321    0.00353         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    187/499      4.32G   0.008828   0.008305   0.003525         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.31it/s]
    187/499      4.32G   0.008828   0.008305   0.003525         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    187/499      4.32G   0.008821   0.008306   0.003525         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    187/499      4.32G   0.008821   0.008306   0.003525         80        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    187/499      4.32G   0.008815   0.008317    0.00352         86        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    187/499      4.32G   0.008815   0.008317    0.00352         86        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    187/499      4.32G   0.008807   0.008311   0.003516         56        640:  87%|########6 | 146/168 [00:27<00:04,  5.31it/s]
    187/499      4.32G   0.008807   0.008311   0.003516         56        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    187/499      4.32G   0.008811   0.008313   0.003516         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
    187/499      4.32G   0.008811   0.008313   0.003516         62        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    187/499      4.32G   0.008826   0.008335   0.003518         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    187/499      4.32G   0.008826   0.008335   0.003518         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    187/499      4.32G   0.008831   0.008339   0.003499         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    187/499      4.32G   0.008831   0.008339   0.003499         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    187/499      4.32G   0.008824   0.008347   0.003497         85        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    187/499      4.32G   0.008824   0.008347   0.003497         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    187/499      4.32G   0.008827   0.008339   0.003477         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    187/499      4.32G   0.008827   0.008339   0.003477         66        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    187/499      4.32G    0.00883   0.008346   0.003482         77        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
    187/499      4.32G    0.00883   0.008346   0.003482         77        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    187/499      4.32G   0.008831   0.008332   0.003476         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    187/499      4.32G   0.008831   0.008332   0.003476         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    187/499      4.32G   0.008848   0.008343    0.00346         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    187/499      4.32G   0.008848   0.008343    0.00346         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    187/499      4.32G   0.008841   0.008342    0.00346         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    187/499      4.32G   0.008841   0.008342    0.00346         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    187/499      4.32G   0.008843   0.008346   0.003459         72        640:  93%|#########2| 156/168 [00:29<00:02,  5.39it/s]
    187/499      4.32G   0.008843   0.008346   0.003459         72        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    187/499      4.32G   0.008842   0.008347   0.003449         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
    187/499      4.32G   0.008842   0.008347   0.003449         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    187/499      4.32G   0.008841    0.00835   0.003458         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    187/499      4.32G   0.008841    0.00835   0.003458         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    187/499      4.32G   0.008837   0.008356   0.003451         77        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    187/499      4.32G   0.008837   0.008356   0.003451         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    187/499      4.32G   0.008835   0.008356    0.00344         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    187/499      4.32G   0.008835   0.008356    0.00344         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    187/499      4.32G   0.008829   0.008351    0.00346         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    187/499      4.32G   0.008829   0.008351    0.00346         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    187/499      4.32G   0.008831   0.008363   0.003453         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    187/499      4.32G   0.008831   0.008363   0.003453         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    187/499      4.32G   0.008829   0.008349    0.00346         53        640:  97%|#########7| 163/168 [00:31<00:00,  5.25it/s]
    187/499      4.32G   0.008829   0.008349    0.00346         53        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    187/499      4.32G   0.008836   0.008343   0.003452         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    187/499      4.32G   0.008836   0.008343   0.003452         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    187/499      4.32G   0.008833   0.008348   0.003444         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.38it/s]
    187/499      4.32G   0.008833   0.008348   0.003444         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    187/499      4.32G   0.008831   0.008345   0.003436         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    187/499      4.32G   0.008831   0.008345   0.003436         70        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    187/499      4.32G   0.008831   0.008368   0.003417         32        640:  99%|#########9| 167/168 [00:31<00:00,  5.31it/s]
    187/499      4.32G   0.008831   0.008368   0.003417         32        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    187/499      4.32G   0.008831   0.008368   0.003417         32        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.786      0.887      0.868      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    188/499      4.32G   0.009355   0.008524   0.002339         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
    188/499      4.32G   0.009355   0.008524   0.002339         73        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    188/499      4.32G   0.009356   0.008633   0.003362         65        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    188/499      4.32G   0.009356   0.008633   0.003362         65        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    188/499      4.32G   0.009497   0.008256   0.003658         59        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    188/499      4.32G   0.009497   0.008256   0.003658         59        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    188/499      4.32G   0.009408   0.008047   0.003163         67        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    188/499      4.32G   0.009408   0.008047   0.003163         67        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    188/499      4.32G   0.009148   0.008154   0.003539         86        640:   2%|2         | 4/168 [00:00<00:31,  5.14it/s]
    188/499      4.32G   0.009148   0.008154   0.003539         86        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    188/499      4.32G   0.009234   0.008215   0.003292         62        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    188/499      4.32G   0.009234   0.008215   0.003292         62        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    188/499      4.32G   0.009101   0.008414   0.003086         77        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    188/499      4.32G   0.009101   0.008414   0.003086         77        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    188/499      4.32G   0.008885   0.008337   0.003052         79        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    188/499      4.32G   0.008885   0.008337   0.003052         79        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    188/499      4.32G   0.008995   0.008318    0.00317         70        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    188/499      4.32G   0.008995   0.008318    0.00317         70        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    188/499      4.32G   0.008895   0.008346   0.003106         80        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    188/499      4.32G   0.008895   0.008346   0.003106         80        640:   6%|5         | 10/168 [00:01<00:30,  5.11it/s]
    188/499      4.32G   0.008865   0.008334   0.003244         74        640:   6%|5         | 10/168 [00:02<00:30,  5.11it/s]
    188/499      4.32G   0.008865   0.008334   0.003244         74        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    188/499      4.32G   0.008833   0.008108   0.003424         57        640:   7%|6         | 11/168 [00:02<00:30,  5.21it/s]
    188/499      4.32G   0.008833   0.008108   0.003424         57        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    188/499      4.32G   0.008757   0.008256   0.003486         80        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    188/499      4.32G   0.008757   0.008256   0.003486         80        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
    188/499      4.32G    0.00888   0.008522   0.003528         71        640:   8%|7         | 13/168 [00:02<00:30,  5.11it/s]
    188/499      4.32G    0.00888   0.008522   0.003528         71        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    188/499      4.32G   0.008952   0.008747   0.003781         86        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    188/499      4.32G   0.008952   0.008747   0.003781         86        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    188/499      4.32G   0.008959   0.008732   0.003754         76        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    188/499      4.32G   0.008959   0.008732   0.003754         76        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    188/499      4.32G   0.008985   0.008814   0.003694         74        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    188/499      4.32G   0.008985   0.008814   0.003694         74        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    188/499      4.32G   0.008958   0.008838   0.003679         85        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    188/499      4.32G   0.008958   0.008838   0.003679         85        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    188/499      4.32G   0.009037   0.008781   0.003689         53        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    188/499      4.32G   0.009037   0.008781   0.003689         53        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    188/499      4.32G   0.009102   0.008737   0.003658         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    188/499      4.32G   0.009102   0.008737   0.003658         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    188/499      4.32G   0.009054   0.008701   0.003628         60        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
    188/499      4.32G   0.009054   0.008701   0.003628         60        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    188/499      4.32G   0.009056   0.008619   0.003647         60        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    188/499      4.32G   0.009056   0.008619   0.003647         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    188/499      4.32G    0.00906   0.008565   0.003613         60        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    188/499      4.32G    0.00906   0.008565   0.003613         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    188/499      4.32G   0.009183   0.008546   0.003596         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    188/499      4.32G   0.009183   0.008546   0.003596         56        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    188/499      4.32G   0.009106   0.008504   0.003499         62        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    188/499      4.32G   0.009106   0.008504   0.003499         62        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    188/499      4.32G   0.009118   0.008517   0.003461         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    188/499      4.32G   0.009118   0.008517   0.003461         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    188/499      4.32G   0.009073   0.008539   0.003477         79        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    188/499      4.32G   0.009073   0.008539   0.003477         79        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    188/499      4.32G   0.009045   0.008543   0.003516         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    188/499      4.32G   0.009045   0.008543   0.003516         74        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    188/499      4.32G   0.009024   0.008496   0.003509         58        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    188/499      4.32G   0.009024   0.008496   0.003509         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    188/499      4.32G   0.009021   0.008473   0.003472         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    188/499      4.32G   0.009021   0.008473   0.003472         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    188/499      4.32G   0.009061   0.008457    0.00344         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    188/499      4.32G   0.009061   0.008457    0.00344         65        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    188/499      4.32G   0.009037   0.008442    0.00336         56        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    188/499      4.32G   0.009037   0.008442    0.00336         56        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    188/499      4.32G   0.009052   0.008475   0.003345         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    188/499      4.32G   0.009052   0.008475   0.003345         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    188/499      4.32G   0.009048   0.008427    0.00333         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    188/499      4.32G   0.009048   0.008427    0.00333         70        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    188/499      4.32G   0.009084   0.008458   0.003336         85        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    188/499      4.32G   0.009084   0.008458   0.003336         85        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    188/499      4.32G    0.00907    0.00843   0.003315         68        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    188/499      4.32G    0.00907    0.00843   0.003315         68        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    188/499      4.32G   0.009048   0.008391   0.003244         57        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
    188/499      4.32G   0.009048   0.008391   0.003244         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    188/499      4.32G   0.009046   0.008395   0.003249         76        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    188/499      4.32G   0.009046   0.008395   0.003249         76        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    188/499      4.32G   0.009025   0.008426   0.003279         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    188/499      4.32G   0.009025   0.008426   0.003279         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    188/499      4.32G      0.009   0.008434   0.003265         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    188/499      4.32G      0.009   0.008434   0.003265         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    188/499      4.32G   0.008993   0.008442   0.003249         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    188/499      4.32G   0.008993   0.008442   0.003249         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    188/499      4.32G    0.00899   0.008415   0.003379         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    188/499      4.32G    0.00899   0.008415   0.003379         56        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    188/499      4.32G   0.008955   0.008424   0.003379         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    188/499      4.32G   0.008955   0.008424   0.003379         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
    188/499      4.32G   0.008942   0.008444    0.00345         81        640:  26%|##5       | 43/168 [00:08<00:24,  5.21it/s]
    188/499      4.32G   0.008942   0.008444    0.00345         81        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    188/499      4.32G   0.008947   0.008432   0.003459         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    188/499      4.32G   0.008947   0.008432   0.003459         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    188/499      4.32G   0.008958   0.008412   0.003436         45        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    188/499      4.32G   0.008958   0.008412   0.003436         45        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    188/499      4.32G    0.00894   0.008395   0.003388         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    188/499      4.32G    0.00894   0.008395   0.003388         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
    188/499      4.32G   0.008939   0.008366   0.003397         71        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
    188/499      4.32G   0.008939   0.008366   0.003397         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    188/499      4.32G    0.00892    0.00837   0.003423         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    188/499      4.32G    0.00892    0.00837   0.003423         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    188/499      4.32G   0.008934   0.008364   0.003375         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    188/499      4.32G   0.008934   0.008364   0.003375         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    188/499      4.32G   0.008925   0.008358   0.003335         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    188/499      4.32G   0.008925   0.008358   0.003335         67        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    188/499      4.32G   0.008961    0.00842   0.003312         72        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    188/499      4.32G   0.008961    0.00842   0.003312         72        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    188/499      4.32G   0.008925   0.008425   0.003338         86        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    188/499      4.32G   0.008925   0.008425   0.003338         86        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    188/499      4.32G   0.008955   0.008419   0.003285         57        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    188/499      4.32G   0.008955   0.008419   0.003285         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    188/499      4.32G   0.008948   0.008415   0.003296         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    188/499      4.32G   0.008948   0.008415   0.003296         62        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    188/499      4.32G   0.008967   0.008414   0.003276         64        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    188/499      4.32G   0.008967   0.008414   0.003276         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    188/499      4.32G   0.008944   0.008414   0.003259         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    188/499      4.32G   0.008944   0.008414   0.003259         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    188/499      4.32G   0.008916   0.008419   0.003285         77        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    188/499      4.32G   0.008916   0.008419   0.003285         77        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    188/499      4.32G    0.00892   0.008458   0.003257         74        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    188/499      4.32G    0.00892   0.008458   0.003257         74        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    188/499      4.32G   0.008911   0.008475   0.003287         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    188/499      4.32G   0.008911   0.008475   0.003287         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    188/499      4.32G   0.008878    0.00846   0.003265         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    188/499      4.32G   0.008878    0.00846   0.003265         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    188/499      4.32G   0.008858   0.008436   0.003285         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.23it/s]
    188/499      4.32G   0.008858   0.008436   0.003285         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.30it/s]
    188/499      4.32G   0.008866   0.008413   0.003337         56        640:  37%|###6      | 62/168 [00:11<00:20,  5.30it/s]
    188/499      4.32G   0.008866   0.008413   0.003337         56        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    188/499      4.32G    0.00888   0.008382   0.003338         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    188/499      4.32G    0.00888   0.008382   0.003338         63        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    188/499      4.32G   0.008873   0.008348   0.003335         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    188/499      4.32G   0.008873   0.008348   0.003335         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    188/499      4.32G    0.00883   0.008311   0.003388         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.33it/s]
    188/499      4.32G    0.00883   0.008311   0.003388         69        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    188/499      4.32G   0.008817   0.008283   0.003372         49        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    188/499      4.32G   0.008817   0.008283   0.003372         49        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    188/499      4.32G   0.008831   0.008297   0.003341         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    188/499      4.32G   0.008831   0.008297   0.003341         68        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    188/499      4.32G    0.00884   0.008295   0.003332         63        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    188/499      4.32G    0.00884   0.008295   0.003332         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    188/499      4.32G   0.008838   0.008285   0.003329         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    188/499      4.32G   0.008838   0.008285   0.003329         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    188/499      4.32G   0.008837   0.008289   0.003354         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    188/499      4.32G   0.008837   0.008289   0.003354         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    188/499      4.32G   0.008819   0.008285   0.003359         77        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    188/499      4.32G   0.008819   0.008285   0.003359         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    188/499      4.32G   0.008818   0.008278   0.003342         72        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    188/499      4.32G   0.008818   0.008278   0.003342         72        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    188/499      4.32G   0.008816   0.008266   0.003383         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    188/499      4.32G   0.008816   0.008266   0.003383         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    188/499      4.32G    0.00879   0.008232   0.003363         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    188/499      4.32G    0.00879   0.008232   0.003363         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    188/499      4.32G   0.008779   0.008228   0.003353         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    188/499      4.32G   0.008779   0.008228   0.003353         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    188/499      4.32G   0.008778   0.008268   0.003354         82        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    188/499      4.32G   0.008778   0.008268   0.003354         82        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    188/499      4.32G    0.00879   0.008275    0.00334         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    188/499      4.32G    0.00879   0.008275    0.00334         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    188/499      4.32G   0.008789   0.008237   0.003315         46        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    188/499      4.32G   0.008789   0.008237   0.003315         46        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    188/499      4.32G   0.008758   0.008217   0.003318         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    188/499      4.32G   0.008758   0.008217   0.003318         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    188/499      4.32G   0.008742   0.008222   0.003321         73        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    188/499      4.32G   0.008742   0.008222   0.003321         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    188/499      4.32G   0.008733   0.008197   0.003304         55        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    188/499      4.32G   0.008733   0.008197   0.003304         55        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    188/499      4.32G   0.008726     0.0082    0.00335         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    188/499      4.32G   0.008726     0.0082    0.00335         77        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    188/499      4.32G   0.008743   0.008205   0.003339         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    188/499      4.32G   0.008743   0.008205   0.003339         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    188/499      4.32G   0.008741   0.008188   0.003361         66        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    188/499      4.32G   0.008741   0.008188   0.003361         66        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    188/499      4.32G   0.008718   0.008154   0.003354         52        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    188/499      4.32G   0.008718   0.008154   0.003354         52        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    188/499      4.32G   0.008726    0.00815   0.003376         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    188/499      4.32G   0.008726    0.00815   0.003376         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    188/499      4.32G   0.008724   0.008131   0.003386         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    188/499      4.32G   0.008724   0.008131   0.003386         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    188/499      4.32G   0.008729   0.008135   0.003417         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    188/499      4.32G   0.008729   0.008135   0.003417         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
    188/499      4.32G   0.008706    0.00812   0.003424         63        640:  53%|#####2    | 89/168 [00:17<00:14,  5.33it/s]
    188/499      4.32G   0.008706    0.00812   0.003424         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
    188/499      4.32G   0.008708   0.008119    0.00342         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
    188/499      4.32G   0.008708   0.008119    0.00342         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    188/499      4.32G   0.008713   0.008135   0.003418         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    188/499      4.32G   0.008713   0.008135   0.003418         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    188/499      4.32G   0.008707   0.008118    0.00343         57        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    188/499      4.32G   0.008707   0.008118    0.00343         57        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    188/499      4.32G     0.0087   0.008113   0.003429         55        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    188/499      4.32G     0.0087   0.008113   0.003429         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    188/499      4.32G   0.008717   0.008139   0.003418         80        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    188/499      4.32G   0.008717   0.008139   0.003418         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    188/499      4.32G   0.008714   0.008116   0.003404         47        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    188/499      4.32G   0.008714   0.008116   0.003404         47        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    188/499      4.32G   0.008728   0.008134   0.003426         72        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    188/499      4.32G   0.008728   0.008134   0.003426         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    188/499      4.32G   0.008719   0.008126    0.00341         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    188/499      4.32G   0.008719   0.008126    0.00341         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    188/499      4.32G   0.008711   0.008127   0.003395         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    188/499      4.32G   0.008711   0.008127   0.003395         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    188/499      4.32G   0.008699   0.008124   0.003407         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    188/499      4.32G   0.008699   0.008124   0.003407         74        640:  60%|#####9    | 100/168 [00:18<00:13,  5.19it/s]
    188/499      4.32G   0.008699   0.008134   0.003403         74        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    188/499      4.32G   0.008699   0.008134   0.003403         74        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    188/499      4.32G   0.008707   0.008134   0.003377         69        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    188/499      4.32G   0.008707   0.008134   0.003377         69        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    188/499      4.32G   0.008704   0.008139   0.003358         69        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    188/499      4.32G   0.008704   0.008139   0.003358         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    188/499      4.32G   0.008706   0.008141   0.003333         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    188/499      4.32G   0.008706   0.008141   0.003333         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    188/499      4.32G   0.008689   0.008141    0.00332         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    188/499      4.32G   0.008689   0.008141    0.00332         73        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    188/499      4.32G   0.008681   0.008133   0.003319         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
    188/499      4.32G   0.008681   0.008133   0.003319         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    188/499      4.32G    0.00867   0.008135   0.003327         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    188/499      4.32G    0.00867   0.008135   0.003327         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    188/499      4.32G   0.008674   0.008129   0.003335         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    188/499      4.32G   0.008674   0.008129   0.003335         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    188/499      4.32G   0.008673   0.008117   0.003315         56        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    188/499      4.32G   0.008673   0.008117   0.003315         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    188/499      4.32G   0.008673   0.008128   0.003307         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    188/499      4.32G   0.008673   0.008128   0.003307         67        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    188/499      4.32G   0.008674   0.008122   0.003286         58        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    188/499      4.32G   0.008674   0.008122   0.003286         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    188/499      4.32G    0.00868    0.00813   0.003295         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    188/499      4.32G    0.00868    0.00813   0.003295         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    188/499      4.32G   0.008668    0.00812   0.003303         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    188/499      4.32G   0.008668    0.00812   0.003303         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    188/499      4.32G   0.008673   0.008123   0.003298         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    188/499      4.32G   0.008673   0.008123   0.003298         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    188/499      4.32G   0.008684   0.008147   0.003315         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    188/499      4.32G   0.008684   0.008147   0.003315         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
    188/499      4.32G   0.008682   0.008143   0.003307         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
    188/499      4.32G   0.008682   0.008143   0.003307         74        640:  69%|######9   | 116/168 [00:21<00:09,  5.25it/s]
    188/499      4.32G   0.008681   0.008144   0.003321         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    188/499      4.32G   0.008681   0.008144   0.003321         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    188/499      4.32G   0.008665   0.008123   0.003316         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    188/499      4.32G   0.008665   0.008123   0.003316         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    188/499      4.32G   0.008663   0.008133   0.003297         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    188/499      4.32G   0.008663   0.008133   0.003297         71        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    188/499      4.32G   0.008665   0.008164   0.003296         84        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    188/499      4.32G   0.008665   0.008164   0.003296         84        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    188/499      4.32G   0.008667   0.008167   0.003293         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    188/499      4.32G   0.008667   0.008167   0.003293         65        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
    188/499      4.32G   0.008682   0.008163   0.003289         57        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
    188/499      4.32G   0.008682   0.008163   0.003289         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    188/499      4.32G   0.008679   0.008146   0.003288         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.33it/s]
    188/499      4.32G   0.008679   0.008146   0.003288         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
    188/499      4.32G   0.008671   0.008152   0.003269         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.41it/s]
    188/499      4.32G   0.008671   0.008152   0.003269         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    188/499      4.32G   0.008684   0.008161   0.003259         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.25it/s]
    188/499      4.32G   0.008684   0.008161   0.003259         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
    188/499      4.32G   0.008674   0.008158   0.003255         80        640:  74%|#######4  | 125/168 [00:23<00:08,  5.34it/s]
    188/499      4.32G   0.008674   0.008158   0.003255         80        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    188/499      4.32G   0.008667   0.008158   0.003266         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.39it/s]
    188/499      4.32G   0.008667   0.008158   0.003266         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    188/499      4.32G    0.00867   0.008161   0.003259         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    188/499      4.32G    0.00867   0.008161   0.003259         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    188/499      4.32G   0.008672   0.008157   0.003258         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    188/499      4.32G   0.008672   0.008157   0.003258         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    188/499      4.32G   0.008673    0.00816   0.003281         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    188/499      4.32G   0.008673    0.00816   0.003281         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    188/499      4.32G   0.008662   0.008149   0.003286         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.24it/s]
    188/499      4.32G   0.008662   0.008149   0.003286         62        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    188/499      4.32G   0.008673   0.008154    0.00329         60        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    188/499      4.32G   0.008673   0.008154    0.00329         60        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    188/499      4.32G   0.008672   0.008145   0.003284         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    188/499      4.32G   0.008672   0.008145   0.003284         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    188/499      4.32G   0.008666   0.008149   0.003279         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    188/499      4.32G   0.008666   0.008149   0.003279         80        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    188/499      4.32G   0.008672   0.008161   0.003296         84        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    188/499      4.32G   0.008672   0.008161   0.003296         84        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    188/499      4.32G   0.008661   0.008141   0.003283         55        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    188/499      4.32G   0.008661   0.008141   0.003283         55        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    188/499      4.32G   0.008653   0.008141   0.003286         66        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    188/499      4.32G   0.008653   0.008141   0.003286         66        640:  82%|########1 | 137/168 [00:25<00:05,  5.33it/s]
    188/499      4.32G   0.008645   0.008126   0.003295         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.33it/s]
    188/499      4.32G   0.008645   0.008126   0.003295         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    188/499      4.32G   0.008645   0.008131   0.003292         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    188/499      4.32G   0.008645   0.008131   0.003292         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    188/499      4.32G   0.008637   0.008133    0.00329         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.25it/s]
    188/499      4.32G   0.008637   0.008133    0.00329         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    188/499      4.32G   0.008635   0.008133   0.003291         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    188/499      4.32G   0.008635   0.008133   0.003291         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    188/499      4.32G   0.008629   0.008127   0.003301         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    188/499      4.32G   0.008629   0.008127   0.003301         70        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
    188/499      4.32G   0.008623   0.008121   0.003307         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    188/499      4.32G   0.008623   0.008121   0.003307         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    188/499      4.32G    0.00862   0.008126   0.003301         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    188/499      4.32G    0.00862   0.008126   0.003301         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    188/499      4.32G    0.00862    0.00813   0.003288         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    188/499      4.32G    0.00862    0.00813   0.003288         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    188/499      4.32G   0.008614   0.008131   0.003288         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    188/499      4.32G   0.008614   0.008131   0.003288         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    188/499      4.32G   0.008624   0.008143   0.003281         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    188/499      4.32G   0.008624   0.008143   0.003281         72        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    188/499      4.32G   0.008615   0.008144   0.003287         73        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    188/499      4.32G   0.008615   0.008144   0.003287         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    188/499      4.32G   0.008618   0.008151   0.003304         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    188/499      4.32G   0.008618   0.008151   0.003304         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    188/499      4.32G   0.008611   0.008151   0.003301         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    188/499      4.32G   0.008611   0.008151   0.003301         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    188/499      4.32G    0.00861   0.008149   0.003322         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    188/499      4.32G    0.00861   0.008149   0.003322         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    188/499      4.32G   0.008622   0.008146   0.003331         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    188/499      4.32G   0.008622   0.008146   0.003331         65        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    188/499      4.32G   0.008614   0.008133   0.003339         62        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    188/499      4.32G   0.008614   0.008133   0.003339         62        640:  91%|#########1| 153/168 [00:28<00:02,  5.37it/s]
    188/499      4.32G   0.008629   0.008132   0.003331         52        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    188/499      4.32G   0.008629   0.008132   0.003331         52        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    188/499      4.32G   0.008631   0.008135   0.003325         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    188/499      4.32G   0.008631   0.008135   0.003325         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    188/499      4.32G   0.008631   0.008127   0.003327         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.27it/s]
    188/499      4.32G   0.008631   0.008127   0.003327         59        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    188/499      4.32G   0.008636   0.008138   0.003325         84        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    188/499      4.32G   0.008636   0.008138   0.003325         84        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    188/499      4.32G    0.00863   0.008136   0.003322         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    188/499      4.32G    0.00863   0.008136   0.003322         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.29it/s]
    188/499      4.32G   0.008622   0.008132   0.003312         64        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    188/499      4.32G   0.008622   0.008132   0.003312         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    188/499      4.32G   0.008639   0.008136   0.003328         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    188/499      4.32G   0.008639   0.008136   0.003328         54        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    188/499      4.32G   0.008636   0.008125   0.003322         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    188/499      4.32G   0.008636   0.008125   0.003322         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    188/499      4.32G   0.008641   0.008123   0.003312         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    188/499      4.32G   0.008641   0.008123   0.003312         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    188/499      4.32G    0.00864   0.008134   0.003303         80        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    188/499      4.32G    0.00864   0.008134   0.003303         80        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    188/499      4.32G    0.00864   0.008153   0.003293         95        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
    188/499      4.32G    0.00864   0.008153   0.003293         95        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    188/499      4.32G   0.008641   0.008159   0.003286         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    188/499      4.32G   0.008641   0.008159   0.003286         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    188/499      4.32G   0.008631   0.008158   0.003283         88        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    188/499      4.32G   0.008631   0.008158   0.003283         88        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    188/499      4.32G    0.00863   0.008142   0.003293         53        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    188/499      4.32G    0.00863   0.008142   0.003293         53        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    188/499      4.32G   0.008646   0.008122   0.003317         16        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    188/499      4.32G   0.008646   0.008122   0.003317         16        640: 100%|##########| 168/168 [00:31<00:00,  5.41it/s]
    188/499      4.32G   0.008646   0.008122   0.003317         16        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.801       0.89      0.865      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    189/499      4.32G   0.008438   0.006802   0.001502         55        640:   0%|          | 0/168 [00:00<?, ?it/s]
    189/499      4.32G   0.008438   0.006802   0.001502         55        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    189/499      4.32G   0.009012   0.008726   0.002255         73        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    189/499      4.32G   0.009012   0.008726   0.002255         73        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    189/499      4.32G    0.00989   0.008986   0.001849         68        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    189/499      4.32G    0.00989   0.008986   0.001849         68        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
    189/499      4.32G   0.009785   0.008954   0.001968         66        640:   2%|1         | 3/168 [00:00<00:31,  5.32it/s]
    189/499      4.32G   0.009785   0.008954   0.001968         66        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    189/499      4.32G   0.009598   0.008804   0.002024         66        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    189/499      4.32G   0.009598   0.008804   0.002024         66        640:   3%|2         | 5/168 [00:00<00:30,  5.26it/s]
    189/499      4.32G   0.009325   0.008585   0.002483         62        640:   3%|2         | 5/168 [00:01<00:30,  5.26it/s]
    189/499      4.32G   0.009325   0.008585   0.002483         62        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    189/499      4.32G    0.00899   0.008462   0.002736         61        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    189/499      4.32G    0.00899   0.008462   0.002736         61        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    189/499      4.32G   0.008855   0.008285   0.003031         67        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    189/499      4.32G   0.008855   0.008285   0.003031         67        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    189/499      4.32G   0.008869   0.008139   0.003178         56        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    189/499      4.32G   0.008869   0.008139   0.003178         56        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    189/499      4.32G   0.008956   0.008165   0.003083         65        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    189/499      4.32G   0.008956   0.008165   0.003083         65        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    189/499      4.32G   0.008818   0.008208   0.002897         79        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    189/499      4.32G   0.008818   0.008208   0.002897         79        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    189/499      4.32G   0.008799   0.008333   0.003079         77        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    189/499      4.32G   0.008799   0.008333   0.003079         77        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    189/499      4.32G   0.008814   0.008324   0.002999         68        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    189/499      4.32G   0.008814   0.008324   0.002999         68        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    189/499      4.32G   0.008705   0.008193   0.003147         60        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    189/499      4.32G   0.008705   0.008193   0.003147         60        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    189/499      4.32G    0.00866   0.008191   0.003046         69        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    189/499      4.32G    0.00866   0.008191   0.003046         69        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    189/499      4.32G   0.008717    0.00801   0.003373         61        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    189/499      4.32G   0.008717    0.00801   0.003373         61        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    189/499      4.32G   0.008745   0.007955   0.003363         64        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    189/499      4.32G   0.008745   0.007955   0.003363         64        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    189/499      4.32G   0.008758   0.008019    0.00322         79        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    189/499      4.32G   0.008758   0.008019    0.00322         79        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    189/499      4.32G   0.008694   0.007973   0.003168         66        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    189/499      4.32G   0.008694   0.007973   0.003168         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    189/499      4.32G   0.008662    0.00798   0.003169         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    189/499      4.32G   0.008662    0.00798   0.003169         62        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    189/499      4.32G   0.008633   0.007935   0.003355         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    189/499      4.32G   0.008633   0.007935   0.003355         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.32it/s]
    189/499      4.32G   0.008596   0.007999    0.00335         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.32it/s]
    189/499      4.32G   0.008596   0.007999    0.00335         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    189/499      4.32G   0.008561    0.00798   0.003215         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    189/499      4.32G   0.008561    0.00798   0.003215         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    189/499      4.32G   0.008598   0.008018   0.003167         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    189/499      4.32G   0.008598   0.008018   0.003167         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    189/499      4.32G   0.008567   0.008084   0.003109         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    189/499      4.32G   0.008567   0.008084   0.003109         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    189/499      4.32G   0.008547   0.007987   0.003137         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.19it/s]
    189/499      4.32G   0.008547   0.007987   0.003137         56        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
    189/499      4.32G    0.00852   0.007979   0.003237         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
    189/499      4.32G    0.00852   0.007979   0.003237         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    189/499      4.32G   0.008533   0.008022   0.003265         78        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    189/499      4.32G   0.008533   0.008022   0.003265         78        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    189/499      4.32G   0.008541   0.008022   0.003306         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    189/499      4.32G   0.008541   0.008022   0.003306         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    189/499      4.32G   0.008588    0.00802   0.003273         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    189/499      4.32G   0.008588    0.00802   0.003273         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    189/499      4.32G   0.008572   0.008089   0.003257         98        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    189/499      4.32G   0.008572   0.008089   0.003257         98        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    189/499      4.32G   0.008526    0.00811   0.003303         73        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    189/499      4.32G   0.008526    0.00811   0.003303         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    189/499      4.32G   0.008586   0.008078   0.003247         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    189/499      4.32G   0.008586   0.008078   0.003247         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    189/499      4.32G   0.008585   0.008117   0.003223         79        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    189/499      4.32G   0.008585   0.008117   0.003223         79        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    189/499      4.32G   0.008566    0.00806   0.003248         58        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    189/499      4.32G   0.008566    0.00806   0.003248         58        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    189/499      4.32G   0.008529   0.008013   0.003225         51        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    189/499      4.32G   0.008529   0.008013   0.003225         51        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    189/499      4.32G   0.008532   0.008009   0.003262         67        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    189/499      4.32G   0.008532   0.008009   0.003262         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    189/499      4.32G    0.00856   0.008047   0.003247         80        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    189/499      4.32G    0.00856   0.008047   0.003247         80        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    189/499      4.32G   0.008574   0.008049   0.003221         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    189/499      4.32G   0.008574   0.008049   0.003221         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    189/499      4.32G    0.00858   0.008003   0.003192         49        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    189/499      4.32G    0.00858   0.008003   0.003192         49        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    189/499      4.32G   0.008604   0.008002   0.003294         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    189/499      4.32G   0.008604   0.008002   0.003294         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
    189/499      4.32G   0.008603   0.008003   0.003302         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
    189/499      4.32G   0.008603   0.008003   0.003302         70        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
    189/499      4.32G   0.008585    0.00803   0.003312         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    189/499      4.32G   0.008585    0.00803   0.003312         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    189/499      4.32G   0.008612   0.008019   0.003265         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    189/499      4.32G   0.008612   0.008019   0.003265         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    189/499      4.32G   0.008606   0.008039   0.003272         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    189/499      4.32G   0.008606   0.008039   0.003272         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    189/499      4.32G   0.008642   0.008033   0.003313         63        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    189/499      4.32G   0.008642   0.008033   0.003313         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    189/499      4.32G   0.008628   0.008059   0.003315         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    189/499      4.32G   0.008628   0.008059   0.003315         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
    189/499      4.32G   0.008656    0.00807   0.003292         66        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
    189/499      4.32G   0.008656    0.00807   0.003292         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    189/499      4.32G   0.008661   0.008073   0.003267         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    189/499      4.32G   0.008661   0.008073   0.003267         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    189/499      4.32G   0.008661   0.008051   0.003272         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    189/499      4.32G   0.008661   0.008051   0.003272         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    189/499      4.32G   0.008616   0.008008   0.003302         58        640:  30%|##9       | 50/168 [00:09<00:22,  5.28it/s]
    189/499      4.32G   0.008616   0.008008   0.003302         58        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    189/499      4.32G   0.008622   0.008001   0.003267         66        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    189/499      4.32G   0.008622   0.008001   0.003267         66        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    189/499      4.32G   0.008602   0.007983   0.003289         82        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    189/499      4.32G   0.008602   0.007983   0.003289         82        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    189/499      4.32G   0.008614   0.007971   0.003309         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    189/499      4.32G   0.008614   0.007971   0.003309         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    189/499      4.32G    0.00863   0.007952   0.003286         53        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    189/499      4.32G    0.00863   0.007952   0.003286         53        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    189/499      4.32G   0.008634   0.007945   0.003321         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    189/499      4.32G   0.008634   0.007945   0.003321         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    189/499      4.32G   0.008645   0.007957   0.003324         73        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    189/499      4.32G   0.008645   0.007957   0.003324         73        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    189/499      4.32G    0.00865   0.007975   0.003281         68        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    189/499      4.32G    0.00865   0.007975   0.003281         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    189/499      4.32G   0.008624    0.00794   0.003312         62        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    189/499      4.32G   0.008624    0.00794   0.003312         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    189/499      4.32G   0.008603   0.007904   0.003308         54        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    189/499      4.32G   0.008603   0.007904   0.003308         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    189/499      4.32G   0.008594   0.007943   0.003335         74        640:  36%|###5      | 60/168 [00:11<00:20,  5.35it/s]
    189/499      4.32G   0.008594   0.007943   0.003335         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    189/499      4.32G   0.008611   0.007977   0.003323         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    189/499      4.32G   0.008611   0.007977   0.003323         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    189/499      4.32G   0.008589   0.007964   0.003356         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.29it/s]
    189/499      4.32G   0.008589   0.007964   0.003356         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
    189/499      4.32G   0.008638   0.007986   0.003398         58        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    189/499      4.32G   0.008638   0.007986   0.003398         58        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    189/499      4.32G   0.008613   0.007961   0.003385         61        640:  38%|###8      | 64/168 [00:12<00:19,  5.20it/s]
    189/499      4.32G   0.008613   0.007961   0.003385         61        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    189/499      4.32G    0.00863    0.00796   0.003404         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    189/499      4.32G    0.00863    0.00796   0.003404         69        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    189/499      4.32G   0.008626   0.007964   0.003414         71        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    189/499      4.32G   0.008626   0.007964   0.003414         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    189/499      4.32G   0.008615   0.007954   0.003416         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    189/499      4.32G   0.008615   0.007954   0.003416         65        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    189/499      4.32G   0.008604    0.00797   0.003431         68        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    189/499      4.32G   0.008604    0.00797   0.003431         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    189/499      4.32G   0.008587   0.007948   0.003411         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    189/499      4.32G   0.008587   0.007948   0.003411         59        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    189/499      4.32G   0.008593   0.007955   0.003392         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    189/499      4.32G   0.008593   0.007955   0.003392         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    189/499      4.32G   0.008567   0.007941   0.003362         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    189/499      4.32G   0.008567   0.007941   0.003362         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    189/499      4.32G   0.008558   0.007956   0.003347         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    189/499      4.32G   0.008558   0.007956   0.003347         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    189/499      4.32G    0.00855   0.007946   0.003351         64        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    189/499      4.32G    0.00855   0.007946   0.003351         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    189/499      4.32G   0.008555   0.007925   0.003329         50        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    189/499      4.32G   0.008555   0.007925   0.003329         50        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    189/499      4.32G   0.008571   0.007943   0.003297         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    189/499      4.32G   0.008571   0.007943   0.003297         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    189/499      4.32G   0.008583   0.007946   0.003305         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    189/499      4.32G   0.008583   0.007946   0.003305         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    189/499      4.32G   0.008566   0.007922   0.003304         55        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    189/499      4.32G   0.008566   0.007922   0.003304         55        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    189/499      4.32G   0.008566   0.007935   0.003286         67        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    189/499      4.32G   0.008566   0.007935   0.003286         67        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    189/499      4.32G   0.008573   0.007956   0.003264         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    189/499      4.32G   0.008573   0.007956   0.003264         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    189/499      4.32G    0.00858   0.007957   0.003255         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    189/499      4.32G    0.00858   0.007957   0.003255         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    189/499      4.32G   0.008574   0.007957   0.003238         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    189/499      4.32G   0.008574   0.007957   0.003238         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    189/499      4.32G   0.008564   0.007956   0.003241         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    189/499      4.32G   0.008564   0.007956   0.003241         67        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    189/499      4.32G   0.008578   0.007992   0.003239         68        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    189/499      4.32G   0.008578   0.007992   0.003239         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    189/499      4.32G   0.008589   0.007975   0.003303         54        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
    189/499      4.32G   0.008589   0.007975   0.003303         54        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    189/499      4.32G   0.008584   0.007978   0.003293         71        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    189/499      4.32G   0.008584   0.007978   0.003293         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    189/499      4.32G   0.008573   0.007962   0.003257         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    189/499      4.32G   0.008573   0.007962   0.003257         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    189/499      4.32G   0.008582    0.00797   0.003259         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    189/499      4.32G   0.008582    0.00797   0.003259         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    189/499      4.32G   0.008568   0.007975   0.003252         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    189/499      4.32G   0.008568   0.007975   0.003252         63        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    189/499      4.32G   0.008571   0.007976   0.003237         60        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    189/499      4.32G   0.008571   0.007976   0.003237         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    189/499      4.32G   0.008558    0.00797   0.003276         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.39it/s]
    189/499      4.32G   0.008558    0.00797   0.003276         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    189/499      4.32G   0.008557   0.007986   0.003288         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    189/499      4.32G   0.008557   0.007986   0.003288         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    189/499      4.32G   0.008567   0.007987   0.003347         60        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    189/499      4.32G   0.008567   0.007987   0.003347         60        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    189/499      4.32G   0.008561   0.007985   0.003338         61        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    189/499      4.32G   0.008561   0.007985   0.003338         61        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    189/499      4.32G   0.008555   0.007982   0.003362         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
    189/499      4.32G   0.008555   0.007982   0.003362         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    189/499      4.32G    0.00855   0.007995   0.003395         88        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    189/499      4.32G    0.00855   0.007995   0.003395         88        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    189/499      4.32G   0.008543   0.008004   0.003377         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    189/499      4.32G   0.008543   0.008004   0.003377         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    189/499      4.32G   0.008547   0.008046   0.003365         93        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    189/499      4.32G   0.008547   0.008046   0.003365         93        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    189/499      4.32G   0.008561    0.00806   0.003358         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    189/499      4.32G   0.008561    0.00806   0.003358         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    189/499      4.32G    0.00857   0.008077   0.003358         79        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    189/499      4.32G    0.00857   0.008077   0.003358         79        640:  60%|#####9    | 100/168 [00:18<00:12,  5.26it/s]
    189/499      4.32G   0.008578   0.008065   0.003336         56        640:  60%|#####9    | 100/168 [00:19<00:12,  5.26it/s]
    189/499      4.32G   0.008578   0.008065   0.003336         56        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    189/499      4.32G   0.008582   0.008052   0.003318         55        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    189/499      4.32G   0.008582   0.008052   0.003318         55        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    189/499      4.32G   0.008585   0.008025   0.003311         50        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    189/499      4.32G   0.008585   0.008025   0.003311         50        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    189/499      4.32G     0.0086   0.008026   0.003293         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    189/499      4.32G     0.0086   0.008026   0.003293         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    189/499      4.32G     0.0086   0.008037   0.003272         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    189/499      4.32G     0.0086   0.008037   0.003272         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    189/499      4.32G   0.008598   0.008046   0.003276         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    189/499      4.32G   0.008598   0.008046   0.003276         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    189/499      4.32G   0.008606   0.008057   0.003273         73        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    189/499      4.32G   0.008606   0.008057   0.003273         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    189/499      4.32G   0.008599   0.008045   0.003286         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    189/499      4.32G   0.008599   0.008045   0.003286         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    189/499      4.32G   0.008605   0.008046   0.003263         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    189/499      4.32G   0.008605   0.008046   0.003263         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    189/499      4.32G   0.008622   0.008021   0.003286         59        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    189/499      4.32G   0.008622   0.008021   0.003286         59        640:  65%|######5   | 110/168 [00:20<00:10,  5.29it/s]
    189/499      4.32G   0.008639    0.00802   0.003294         60        640:  65%|######5   | 110/168 [00:21<00:10,  5.29it/s]
    189/499      4.32G   0.008639    0.00802   0.003294         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    189/499      4.32G   0.008635   0.008012    0.00327         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    189/499      4.32G   0.008635   0.008012    0.00327         60        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    189/499      4.32G   0.008633   0.008019   0.003269         72        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    189/499      4.32G   0.008633   0.008019   0.003269         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    189/499      4.32G    0.00863   0.008028   0.003255         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    189/499      4.32G    0.00863   0.008028   0.003255         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    189/499      4.32G   0.008627   0.008024   0.003255         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    189/499      4.32G   0.008627   0.008024   0.003255         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    189/499      4.32G   0.008622    0.00802   0.003273         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    189/499      4.32G   0.008622    0.00802   0.003273         70        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    189/499      4.32G   0.008634   0.008025   0.003268         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    189/499      4.32G   0.008634   0.008025   0.003268         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    189/499      4.32G   0.008621   0.008022   0.003245         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    189/499      4.32G   0.008621   0.008022   0.003245         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    189/499      4.32G   0.008606   0.008011   0.003239         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    189/499      4.32G   0.008606   0.008011   0.003239         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    189/499      4.32G   0.008618   0.008013   0.003224         55        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    189/499      4.32G   0.008618   0.008013   0.003224         55        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    189/499      4.32G   0.008617   0.007997   0.003223         59        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    189/499      4.32G   0.008617   0.007997   0.003223         59        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
    189/499      4.32G    0.00861   0.007993   0.003243         78        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    189/499      4.32G    0.00861   0.007993   0.003243         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    189/499      4.32G   0.008604    0.00799   0.003254         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    189/499      4.32G   0.008604    0.00799   0.003254         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    189/499      4.32G   0.008599   0.007993   0.003261         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    189/499      4.32G   0.008599   0.007993   0.003261         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    189/499      4.32G   0.008597   0.007992   0.003251         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    189/499      4.32G   0.008597   0.007992   0.003251         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    189/499      4.32G   0.008588   0.007997   0.003263         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    189/499      4.32G   0.008588   0.007997   0.003263         77        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    189/499      4.32G   0.008599   0.007999   0.003247         60        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    189/499      4.32G   0.008599   0.007999   0.003247         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    189/499      4.32G   0.008594   0.008003   0.003234         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    189/499      4.32G   0.008594   0.008003   0.003234         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    189/499      4.32G   0.008592   0.008005   0.003221         55        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    189/499      4.32G   0.008592   0.008005   0.003221         55        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    189/499      4.32G   0.008586   0.007997   0.003216         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    189/499      4.32G   0.008586   0.007997   0.003216         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    189/499      4.32G   0.008583   0.007996   0.003226         89        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    189/499      4.32G   0.008583   0.007996   0.003226         89        640:  78%|#######7  | 131/168 [00:24<00:06,  5.29it/s]
    189/499      4.32G   0.008574   0.007998   0.003223         68        640:  78%|#######7  | 131/168 [00:25<00:06,  5.29it/s]
    189/499      4.32G   0.008574   0.007998   0.003223         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    189/499      4.32G   0.008581   0.007998   0.003202         50        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    189/499      4.32G   0.008581   0.007998   0.003202         50        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    189/499      4.32G   0.008584   0.007987   0.003216         51        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    189/499      4.32G   0.008584   0.007987   0.003216         51        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    189/499      4.32G   0.008588   0.007987   0.003243         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    189/499      4.32G   0.008588   0.007987   0.003243         64        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    189/499      4.32G   0.008601   0.008007    0.00324         73        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    189/499      4.32G   0.008601   0.008007    0.00324         73        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    189/499      4.32G   0.008596   0.008002   0.003241         69        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    189/499      4.32G   0.008596   0.008002   0.003241         69        640:  82%|########1 | 137/168 [00:25<00:05,  5.26it/s]
    189/499      4.32G   0.008608   0.007998   0.003222         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    189/499      4.32G   0.008608   0.007998   0.003222         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    189/499      4.32G     0.0086   0.007998   0.003232         66        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    189/499      4.32G     0.0086   0.007998   0.003232         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    189/499      4.32G   0.008604   0.008011   0.003216         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    189/499      4.32G   0.008604   0.008011   0.003216         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    189/499      4.32G   0.008606   0.007999   0.003233         49        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    189/499      4.32G   0.008606   0.007999   0.003233         49        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    189/499      4.32G   0.008625   0.008008   0.003216         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    189/499      4.32G   0.008625   0.008008   0.003216         58        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
    189/499      4.32G   0.008628   0.007998   0.003228         52        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
    189/499      4.32G   0.008628   0.007998   0.003228         52        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    189/499      4.32G   0.008628    0.00799   0.003223         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    189/499      4.32G   0.008628    0.00799   0.003223         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    189/499      4.32G    0.00863    0.00801   0.003218         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    189/499      4.32G    0.00863    0.00801   0.003218         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    189/499      4.32G   0.008637   0.008001   0.003218         49        640:  86%|########6 | 145/168 [00:27<00:04,  5.24it/s]
    189/499      4.32G   0.008637   0.008001   0.003218         49        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
    189/499      4.32G   0.008632   0.008004   0.003217         77        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
    189/499      4.32G   0.008632   0.008004   0.003217         77        640:  88%|########7 | 147/168 [00:27<00:03,  5.41it/s]
    189/499      4.32G   0.008638   0.008012   0.003236         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.41it/s]
    189/499      4.32G   0.008638   0.008012   0.003236         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    189/499      4.32G   0.008639   0.008033   0.003226         87        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    189/499      4.32G   0.008639   0.008033   0.003226         87        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    189/499      4.32G   0.008629   0.008019   0.003208         60        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    189/499      4.32G   0.008629   0.008019   0.003208         60        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    189/499      4.32G   0.008626   0.008021   0.003202         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    189/499      4.32G   0.008626   0.008021   0.003202         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    189/499      4.32G   0.008631   0.008023    0.00321         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    189/499      4.32G   0.008631   0.008023    0.00321         61        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    189/499      4.32G   0.008638   0.008023   0.003227         76        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    189/499      4.32G   0.008638   0.008023   0.003227         76        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    189/499      4.32G   0.008655   0.008009   0.003213         54        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    189/499      4.32G   0.008655   0.008009   0.003213         54        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    189/499      4.32G   0.008649   0.007998   0.003205         48        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    189/499      4.32G   0.008649   0.007998   0.003205         48        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    189/499      4.32G   0.008658   0.008002   0.003199         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    189/499      4.32G   0.008658   0.008002   0.003199         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    189/499      4.32G    0.00867   0.008008   0.003189         53        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    189/499      4.32G    0.00867   0.008008   0.003189         53        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    189/499      4.32G   0.008671   0.008008   0.003186         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    189/499      4.32G   0.008671   0.008008   0.003186         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    189/499      4.32G   0.008673   0.008005   0.003174         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    189/499      4.32G   0.008673   0.008005   0.003174         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    189/499      4.32G   0.008662      0.008   0.003169         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    189/499      4.32G   0.008662      0.008   0.003169         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    189/499      4.32G   0.008658   0.008014   0.003165         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    189/499      4.32G   0.008658   0.008014   0.003165         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    189/499      4.32G   0.008657   0.008024   0.003156         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    189/499      4.32G   0.008657   0.008024   0.003156         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    189/499      4.32G   0.008659    0.00803    0.00315         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.31it/s]
    189/499      4.32G   0.008659    0.00803    0.00315         63        640:  97%|#########7| 163/168 [00:30<00:00,  5.19it/s]
    189/499      4.32G    0.00866   0.008051   0.003155         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.19it/s]
    189/499      4.32G    0.00866   0.008051   0.003155         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    189/499      4.32G   0.008671   0.008056   0.003164         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    189/499      4.32G   0.008671   0.008056   0.003164         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    189/499      4.32G   0.008665   0.008043   0.003166         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    189/499      4.32G   0.008665   0.008043   0.003166         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    189/499      4.32G   0.008675    0.00805   0.003163         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    189/499      4.32G   0.008675    0.00805   0.003163         57        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    189/499      4.32G   0.008677    0.00808   0.003151         48        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    189/499      4.32G   0.008677    0.00808   0.003151         48        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    189/499      4.32G   0.008677    0.00808   0.003151         48        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.798      0.869      0.865      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    190/499      4.32G   0.008744    0.01061   0.003785         91        640:   0%|          | 0/168 [00:00<?, ?it/s]
    190/499      4.32G   0.008744    0.01061   0.003785         91        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    190/499      4.32G   0.008573   0.008472   0.003384         52        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    190/499      4.32G   0.008573   0.008472   0.003384         52        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    190/499      4.32G   0.008553   0.008299   0.003096         64        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    190/499      4.32G   0.008553   0.008299   0.003096         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    190/499      4.32G   0.008669   0.007984   0.002874         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    190/499      4.32G   0.008669   0.007984   0.002874         64        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    190/499      4.32G    0.00834    0.00801   0.003217         75        640:   2%|2         | 4/168 [00:00<00:32,  5.10it/s]
    190/499      4.32G    0.00834    0.00801   0.003217         75        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    190/499      4.32G   0.008587    0.00774   0.003779         52        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    190/499      4.32G   0.008587    0.00774   0.003779         52        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    190/499      4.32G   0.008606   0.007672   0.003622         58        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    190/499      4.32G   0.008606   0.007672   0.003622         58        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    190/499      4.32G   0.008724   0.007734   0.003563         78        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    190/499      4.32G   0.008724   0.007734   0.003563         78        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    190/499      4.32G   0.008897   0.007916   0.003404         71        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    190/499      4.32G   0.008897   0.007916   0.003404         71        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    190/499      4.32G   0.008794   0.007855   0.003145         67        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    190/499      4.32G   0.008794   0.007855   0.003145         67        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    190/499      4.32G   0.008798   0.007886    0.00289         74        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    190/499      4.32G   0.008798   0.007886    0.00289         74        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    190/499      4.32G   0.008862    0.00803   0.002968         69        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    190/499      4.32G   0.008862    0.00803   0.002968         69        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    190/499      4.32G   0.008817   0.008024   0.002961         71        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    190/499      4.32G   0.008817   0.008024   0.002961         71        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    190/499      4.32G   0.008798   0.008004   0.002976         70        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    190/499      4.32G   0.008798   0.008004   0.002976         70        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    190/499      4.32G   0.008798   0.008036   0.003134         66        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    190/499      4.32G   0.008798   0.008036   0.003134         66        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    190/499      4.32G   0.008813   0.007942   0.003063         64        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    190/499      4.32G   0.008813   0.007942   0.003063         64        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    190/499      4.32G   0.008766   0.007884   0.003046         54        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    190/499      4.32G   0.008766   0.007884   0.003046         54        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    190/499      4.32G   0.008917   0.007842   0.003026         58        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    190/499      4.32G   0.008917   0.007842   0.003026         58        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    190/499      4.32G   0.008924   0.007738   0.003085         58        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    190/499      4.32G   0.008924   0.007738   0.003085         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    190/499      4.32G   0.008871   0.007735   0.003254         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    190/499      4.32G   0.008871   0.007735   0.003254         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    190/499      4.32G   0.008926   0.007898   0.003269         79        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    190/499      4.32G   0.008926   0.007898   0.003269         79        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    190/499      4.32G   0.008944   0.007909   0.003351         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    190/499      4.32G   0.008944   0.007909   0.003351         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    190/499      4.32G     0.0089   0.007884   0.003237         56        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    190/499      4.32G     0.0089   0.007884   0.003237         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    190/499      4.32G   0.008872   0.007855   0.003396         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    190/499      4.32G   0.008872   0.007855   0.003396         64        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    190/499      4.32G   0.008855   0.007925   0.003395         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    190/499      4.32G   0.008855   0.007925   0.003395         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    190/499      4.32G   0.008803    0.00797   0.003455         88        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    190/499      4.32G   0.008803    0.00797   0.003455         88        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    190/499      4.32G   0.008797   0.008065   0.003376         83        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    190/499      4.32G   0.008797   0.008065   0.003376         83        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    190/499      4.32G   0.008814   0.008138   0.003394         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    190/499      4.32G   0.008814   0.008138   0.003394         81        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    190/499      4.32G   0.008784   0.008224    0.00345         87        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    190/499      4.32G   0.008784   0.008224    0.00345         87        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    190/499      4.32G   0.008797   0.008168   0.003534         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    190/499      4.32G   0.008797   0.008168   0.003534         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    190/499      4.32G   0.008778   0.008165   0.003487         63        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    190/499      4.32G   0.008778   0.008165   0.003487         63        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    190/499      4.32G   0.008785   0.008144    0.00341         56        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    190/499      4.32G   0.008785   0.008144    0.00341         56        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    190/499      4.32G   0.008781   0.008171   0.003353         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    190/499      4.32G   0.008781   0.008171   0.003353         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    190/499      4.32G   0.008752   0.008104   0.003331         52        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    190/499      4.32G   0.008752   0.008104   0.003331         52        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    190/499      4.32G   0.008766   0.008148   0.003404         72        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    190/499      4.32G   0.008766   0.008148   0.003404         72        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    190/499      4.32G   0.008767   0.008144   0.003419         64        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    190/499      4.32G   0.008767   0.008144   0.003419         64        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    190/499      4.32G   0.008772   0.008186   0.003367         73        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    190/499      4.32G   0.008772   0.008186   0.003367         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    190/499      4.32G   0.008765   0.008147   0.003429         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.22it/s]
    190/499      4.32G   0.008765   0.008147   0.003429         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    190/499      4.32G   0.008761   0.008186   0.003376         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    190/499      4.32G   0.008761   0.008186   0.003376         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    190/499      4.32G   0.008753   0.008191   0.003358         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    190/499      4.32G   0.008753   0.008191   0.003358         70        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    190/499      4.32G   0.008798   0.008179   0.003289         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    190/499      4.32G   0.008798   0.008179   0.003289         67        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    190/499      4.32G   0.008789   0.008204   0.003232         70        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    190/499      4.32G   0.008789   0.008204   0.003232         70        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    190/499      4.32G   0.008781   0.008236   0.003266         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    190/499      4.32G   0.008781   0.008236   0.003266         67        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    190/499      4.32G   0.008772   0.008242   0.003253         67        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    190/499      4.32G   0.008772   0.008242   0.003253         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    190/499      4.32G   0.008754   0.008212    0.00319         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    190/499      4.32G   0.008754   0.008212    0.00319         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    190/499      4.32G   0.008737   0.008213   0.003153         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    190/499      4.32G   0.008737   0.008213   0.003153         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    190/499      4.32G   0.008747   0.008257   0.003173         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    190/499      4.32G   0.008747   0.008257   0.003173         76        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    190/499      4.32G   0.008747   0.008229   0.003193         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    190/499      4.32G   0.008747   0.008229   0.003193         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    190/499      4.32G   0.008779   0.008214   0.003192         50        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    190/499      4.32G   0.008779   0.008214   0.003192         50        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    190/499      4.32G   0.008775   0.008204   0.003197         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    190/499      4.32G   0.008775   0.008204   0.003197         68        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    190/499      4.32G   0.008773   0.008235   0.003281         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    190/499      4.32G   0.008773   0.008235   0.003281         72        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    190/499      4.32G   0.008769   0.008217   0.003239         69        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    190/499      4.32G   0.008769   0.008217   0.003239         69        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    190/499      4.32G    0.00876   0.008198   0.003288         69        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    190/499      4.32G    0.00876   0.008198   0.003288         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    190/499      4.32G   0.008746   0.008205   0.003277         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    190/499      4.32G   0.008746   0.008205   0.003277         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    190/499      4.32G   0.008778   0.008267   0.003332         80        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    190/499      4.32G   0.008778   0.008267   0.003332         80        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    190/499      4.32G   0.008781    0.00829   0.003287         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    190/499      4.32G   0.008781    0.00829   0.003287         71        640:  33%|###3      | 56/168 [00:10<00:20,  5.34it/s]
    190/499      4.32G    0.00881   0.008308   0.003294         78        640:  33%|###3      | 56/168 [00:10<00:20,  5.34it/s]
    190/499      4.32G    0.00881   0.008308   0.003294         78        640:  34%|###3      | 57/168 [00:10<00:21,  5.10it/s]
    190/499      4.32G   0.008823   0.008286   0.003251         54        640:  34%|###3      | 57/168 [00:11<00:21,  5.10it/s]
    190/499      4.32G   0.008823   0.008286   0.003251         54        640:  35%|###4      | 58/168 [00:11<00:21,  5.04it/s]
    190/499      4.32G   0.008838   0.008287   0.003264         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.04it/s]
    190/499      4.32G   0.008838   0.008287   0.003264         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
    190/499      4.32G   0.008828   0.008314   0.003237         71        640:  35%|###5      | 59/168 [00:11<00:20,  5.19it/s]
    190/499      4.32G   0.008828   0.008314   0.003237         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    190/499      4.32G   0.008845   0.008296   0.003206         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    190/499      4.32G   0.008845   0.008296   0.003206         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    190/499      4.32G   0.008825    0.00826   0.003181         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    190/499      4.32G   0.008825    0.00826   0.003181         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
    190/499      4.32G   0.008846   0.008289   0.003195         91        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
    190/499      4.32G   0.008846   0.008289   0.003195         91        640:  38%|###7      | 63/168 [00:11<00:19,  5.30it/s]
    190/499      4.32G    0.00883   0.008308   0.003232         87        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    190/499      4.32G    0.00883   0.008308   0.003232         87        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    190/499      4.32G   0.008849   0.008297   0.003251         65        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    190/499      4.32G   0.008849   0.008297   0.003251         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    190/499      4.32G    0.00885   0.008308   0.003263         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.22it/s]
    190/499      4.32G    0.00885   0.008308   0.003263         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    190/499      4.32G   0.008843   0.008312   0.003225         55        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    190/499      4.32G   0.008843   0.008312   0.003225         55        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    190/499      4.32G   0.008852   0.008295    0.00321         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    190/499      4.32G   0.008852   0.008295    0.00321         59        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    190/499      4.32G   0.008847   0.008286   0.003218         58        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    190/499      4.32G   0.008847   0.008286   0.003218         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    190/499      4.32G   0.008841   0.008263   0.003201         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    190/499      4.32G   0.008841   0.008263   0.003201         77        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    190/499      4.32G   0.008848   0.008289   0.003188         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    190/499      4.32G   0.008848   0.008289   0.003188         75        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    190/499      4.32G   0.008851   0.008283   0.003183         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.20it/s]
    190/499      4.32G   0.008851   0.008283   0.003183         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    190/499      4.32G   0.008871   0.008325   0.003168         78        640:  43%|####2     | 72/168 [00:13<00:18,  5.28it/s]
    190/499      4.32G   0.008871   0.008325   0.003168         78        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    190/499      4.32G   0.008898   0.008334   0.003192         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    190/499      4.32G   0.008898   0.008334   0.003192         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    190/499      4.32G   0.008905   0.008333    0.00321         64        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    190/499      4.32G   0.008905   0.008333    0.00321         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    190/499      4.32G   0.008924   0.008334   0.003219         54        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    190/499      4.32G   0.008924   0.008334   0.003219         54        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    190/499      4.32G   0.008919   0.008328   0.003184         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    190/499      4.32G   0.008919   0.008328   0.003184         66        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    190/499      4.32G   0.008925   0.008333    0.00318         55        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    190/499      4.32G   0.008925   0.008333    0.00318         55        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    190/499      4.32G    0.00892   0.008311   0.003169         65        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    190/499      4.32G    0.00892   0.008311   0.003169         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    190/499      4.32G   0.008909   0.008347   0.003169         79        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    190/499      4.32G   0.008909   0.008347   0.003169         79        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    190/499      4.32G   0.008895   0.008373    0.00317         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    190/499      4.32G   0.008895   0.008373    0.00317         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    190/499      4.32G   0.008895   0.008385   0.003165         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    190/499      4.32G   0.008895   0.008385   0.003165         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    190/499      4.32G   0.008912   0.008372   0.003146         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    190/499      4.32G   0.008912   0.008372   0.003146         59        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    190/499      4.32G   0.008912   0.008361   0.003162         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    190/499      4.32G   0.008912   0.008361   0.003162         65        640:  50%|#####     | 84/168 [00:15<00:15,  5.36it/s]
    190/499      4.32G   0.008899   0.008376   0.003137         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    190/499      4.32G   0.008899   0.008376   0.003137         70        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    190/499      4.32G   0.008898   0.008376   0.003146         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    190/499      4.32G   0.008898   0.008376   0.003146         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    190/499      4.32G   0.008891   0.008375    0.00318         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    190/499      4.32G   0.008891   0.008375    0.00318         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    190/499      4.32G   0.008914   0.008389   0.003198         84        640:  52%|#####1    | 87/168 [00:16<00:15,  5.38it/s]
    190/499      4.32G   0.008914   0.008389   0.003198         84        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    190/499      4.32G   0.008906   0.008404   0.003178         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    190/499      4.32G   0.008906   0.008404   0.003178         74        640:  53%|#####2    | 89/168 [00:16<00:14,  5.33it/s]
    190/499      4.32G   0.008929   0.008405   0.003159         58        640:  53%|#####2    | 89/168 [00:17<00:14,  5.33it/s]
    190/499      4.32G   0.008929   0.008405   0.003159         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
    190/499      4.32G   0.008927   0.008412   0.003172         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.40it/s]
    190/499      4.32G   0.008927   0.008412   0.003172         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    190/499      4.32G   0.008926   0.008428   0.003155         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.25it/s]
    190/499      4.32G   0.008926   0.008428   0.003155         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    190/499      4.32G    0.00891   0.008413   0.003195         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    190/499      4.32G    0.00891   0.008413   0.003195         59        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
    190/499      4.32G   0.008917   0.008404   0.003231         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.40it/s]
    190/499      4.32G   0.008917   0.008404   0.003231         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
    190/499      4.32G   0.008909   0.008407   0.003243         78        640:  56%|#####5    | 94/168 [00:18<00:14,  5.25it/s]
    190/499      4.32G   0.008909   0.008407   0.003243         78        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    190/499      4.32G   0.008894   0.008401   0.003235         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    190/499      4.32G   0.008894   0.008401   0.003235         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    190/499      4.32G   0.008888   0.008408   0.003232         66        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    190/499      4.32G   0.008888   0.008408   0.003232         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    190/499      4.32G   0.008873   0.008409   0.003234         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    190/499      4.32G   0.008873   0.008409   0.003234         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    190/499      4.32G   0.008868   0.008416   0.003208         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    190/499      4.32G   0.008868   0.008416   0.003208         77        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    190/499      4.32G   0.008865   0.008418   0.003224         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.39it/s]
    190/499      4.32G   0.008865   0.008418   0.003224         70        640:  60%|#####9    | 100/168 [00:18<00:12,  5.25it/s]
    190/499      4.32G   0.008876   0.008391   0.003209         53        640:  60%|#####9    | 100/168 [00:19<00:12,  5.25it/s]
    190/499      4.32G   0.008876   0.008391   0.003209         53        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    190/499      4.32G   0.008887   0.008395   0.003215         70        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    190/499      4.32G   0.008887   0.008395   0.003215         70        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    190/499      4.32G   0.008884   0.008393   0.003207         78        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    190/499      4.32G   0.008884   0.008393   0.003207         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.26it/s]
    190/499      4.32G    0.00888     0.0084   0.003224         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.26it/s]
    190/499      4.32G    0.00888     0.0084   0.003224         75        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    190/499      4.32G   0.008892   0.008403   0.003224         70        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    190/499      4.32G   0.008892   0.008403   0.003224         70        640:  62%|######2   | 105/168 [00:19<00:11,  5.27it/s]
    190/499      4.32G   0.008885   0.008397   0.003225         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    190/499      4.32G   0.008885   0.008397   0.003225         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    190/499      4.32G   0.008884     0.0084   0.003226         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    190/499      4.32G   0.008884     0.0084   0.003226         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    190/499      4.32G   0.008884   0.008412   0.003213         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    190/499      4.32G   0.008884   0.008412   0.003213         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    190/499      4.32G   0.008876    0.00841   0.003218         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    190/499      4.32G   0.008876    0.00841   0.003218         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    190/499      4.32G    0.00887   0.008409   0.003218         53        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    190/499      4.32G    0.00887   0.008409   0.003218         53        640:  65%|######5   | 110/168 [00:20<00:10,  5.33it/s]
    190/499      4.32G   0.008862   0.008421   0.003218         75        640:  65%|######5   | 110/168 [00:21<00:10,  5.33it/s]
    190/499      4.32G   0.008862   0.008421   0.003218         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    190/499      4.32G   0.008864   0.008409   0.003213         55        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    190/499      4.32G   0.008864   0.008409   0.003213         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    190/499      4.32G   0.008863   0.008391   0.003204         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    190/499      4.32G   0.008863   0.008391   0.003204         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    190/499      4.32G   0.008867   0.008389   0.003247         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    190/499      4.32G   0.008867   0.008389   0.003247         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    190/499      4.32G   0.008855    0.00838    0.00325         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    190/499      4.32G   0.008855    0.00838    0.00325         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    190/499      4.32G   0.008867   0.008365   0.003259         56        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    190/499      4.32G   0.008867   0.008365   0.003259         56        640:  69%|######9   | 116/168 [00:21<00:09,  5.33it/s]
    190/499      4.32G   0.008869   0.008381   0.003257         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
    190/499      4.32G   0.008869   0.008381   0.003257         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    190/499      4.32G   0.008867   0.008374   0.003272         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    190/499      4.32G   0.008867   0.008374   0.003272         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    190/499      4.32G   0.008865   0.008358   0.003271         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    190/499      4.32G   0.008865   0.008358   0.003271         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    190/499      4.32G   0.008871   0.008371   0.003307         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    190/499      4.32G   0.008871   0.008371   0.003307         64        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    190/499      4.32G   0.008872   0.008371   0.003296         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    190/499      4.32G   0.008872   0.008371   0.003296         65        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    190/499      4.32G   0.008878   0.008387   0.003292         90        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    190/499      4.32G   0.008878   0.008387   0.003292         90        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    190/499      4.32G   0.008884     0.0084    0.00329         86        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    190/499      4.32G   0.008884     0.0084    0.00329         86        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    190/499      4.32G   0.008885   0.008407   0.003291         80        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    190/499      4.32G   0.008885   0.008407   0.003291         80        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    190/499      4.32G   0.008887     0.0084   0.003298         58        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    190/499      4.32G   0.008887     0.0084   0.003298         58        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    190/499      4.32G   0.008872   0.008401   0.003281         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    190/499      4.32G   0.008872   0.008401   0.003281         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    190/499      4.32G   0.008865   0.008394   0.003289         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    190/499      4.32G   0.008865   0.008394   0.003289         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    190/499      4.32G   0.008883   0.008436   0.003273         86        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    190/499      4.32G   0.008883   0.008436   0.003273         86        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    190/499      4.32G   0.008882   0.008418   0.003265         54        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    190/499      4.32G   0.008882   0.008418   0.003265         54        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    190/499      4.32G   0.008902   0.008406   0.003264         42        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    190/499      4.32G   0.008902   0.008406   0.003264         42        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    190/499      4.32G   0.008893   0.008405   0.003264         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    190/499      4.32G   0.008893   0.008405   0.003264         76        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    190/499      4.32G   0.008893   0.008436   0.003265         72        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    190/499      4.32G   0.008893   0.008436   0.003265         72        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    190/499      4.32G   0.008884   0.008415   0.003263         54        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    190/499      4.32G   0.008884   0.008415   0.003263         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    190/499      4.32G   0.008901   0.008418   0.003254         48        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    190/499      4.32G   0.008901   0.008418   0.003254         48        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    190/499      4.32G   0.008895   0.008419   0.003252         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    190/499      4.32G   0.008895   0.008419   0.003252         74        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    190/499      4.32G   0.008891   0.008415   0.003259         66        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    190/499      4.32G   0.008891   0.008415   0.003259         66        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    190/499      4.32G   0.008886   0.008416   0.003255         72        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    190/499      4.32G   0.008886   0.008416   0.003255         72        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
    190/499      4.32G   0.008877   0.008404   0.003253         52        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    190/499      4.32G   0.008877   0.008404   0.003253         52        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    190/499      4.32G   0.008872   0.008403   0.003263         92        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    190/499      4.32G   0.008872   0.008403   0.003263         92        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    190/499      4.32G   0.008869   0.008408   0.003257         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    190/499      4.32G   0.008869   0.008408   0.003257         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    190/499      4.32G   0.008867   0.008403   0.003257         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    190/499      4.32G   0.008867   0.008403   0.003257         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    190/499      4.32G   0.008871   0.008409   0.003266         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    190/499      4.32G   0.008871   0.008409   0.003266         63        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
    190/499      4.32G   0.008882   0.008416   0.003259         69        640:  85%|########4 | 142/168 [00:27<00:04,  5.23it/s]
    190/499      4.32G   0.008882   0.008416   0.003259         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    190/499      4.32G   0.008874   0.008414   0.003273         69        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    190/499      4.32G   0.008874   0.008414   0.003273         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    190/499      4.32G   0.008876   0.008405   0.003274         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.39it/s]
    190/499      4.32G   0.008876   0.008405   0.003274         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    190/499      4.32G   0.008868    0.00839   0.003311         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    190/499      4.32G   0.008868    0.00839   0.003311         61        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
    190/499      4.32G   0.008853   0.008377   0.003314         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.35it/s]
    190/499      4.32G   0.008853   0.008377   0.003314         60        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
    190/499      4.32G   0.008864   0.008399   0.003301         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.40it/s]
    190/499      4.32G   0.008864   0.008399   0.003301         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.27it/s]
    190/499      4.32G   0.008854   0.008396   0.003325         81        640:  88%|########8 | 148/168 [00:28<00:03,  5.27it/s]
    190/499      4.32G   0.008854   0.008396   0.003325         81        640:  89%|########8 | 149/168 [00:28<00:03,  5.36it/s]
    190/499      4.32G    0.00885   0.008402    0.00333         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.36it/s]
    190/499      4.32G    0.00885   0.008402    0.00333         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.40it/s]
    190/499      4.32G   0.008845   0.008399   0.003322         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.40it/s]
    190/499      4.32G   0.008845   0.008399   0.003322         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
    190/499      4.32G   0.008852   0.008395   0.003314         53        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
    190/499      4.32G   0.008852   0.008395   0.003314         53        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    190/499      4.32G   0.008853   0.008394   0.003305         81        640:  90%|######### | 152/168 [00:28<00:03,  5.33it/s]
    190/499      4.32G   0.008853   0.008394   0.003305         81        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    190/499      4.32G   0.008852    0.00839   0.003286         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
    190/499      4.32G   0.008852    0.00839   0.003286         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    190/499      4.32G   0.008837    0.00839   0.003276         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    190/499      4.32G   0.008837    0.00839   0.003276         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    190/499      4.32G   0.008832   0.008396   0.003278         94        640:  92%|#########2| 155/168 [00:29<00:02,  5.34it/s]
    190/499      4.32G   0.008832   0.008396   0.003278         94        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    190/499      4.32G   0.008842     0.0084   0.003301         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.41it/s]
    190/499      4.32G   0.008842     0.0084   0.003301         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
    190/499      4.32G   0.008841   0.008397   0.003299         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.28it/s]
    190/499      4.32G   0.008841   0.008397   0.003299         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.36it/s]
    190/499      4.32G   0.008841   0.008387   0.003306         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.36it/s]
    190/499      4.32G   0.008841   0.008387   0.003306         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.41it/s]
    190/499      4.32G   0.008832   0.008379   0.003299         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.41it/s]
    190/499      4.32G   0.008832   0.008379   0.003299         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    190/499      4.32G   0.008831   0.008381    0.00331         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    190/499      4.32G   0.008831   0.008381    0.00331         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
    190/499      4.32G   0.008822    0.00837   0.003323         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.34it/s]
    190/499      4.32G   0.008822    0.00837   0.003323         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.41it/s]
    190/499      4.32G    0.00882   0.008359   0.003337         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.41it/s]
    190/499      4.32G    0.00882   0.008359   0.003337         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    190/499      4.32G   0.008813   0.008356   0.003332         79        640:  97%|#########7| 163/168 [00:31<00:00,  5.25it/s]
    190/499      4.32G   0.008813   0.008356   0.003332         79        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    190/499      4.32G   0.008802   0.008361   0.003325         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    190/499      4.32G   0.008802   0.008361   0.003325         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    190/499      4.32G   0.008804   0.008368   0.003316         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    190/499      4.32G   0.008804   0.008368   0.003316         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    190/499      4.32G   0.008804   0.008365   0.003332         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    190/499      4.32G   0.008804   0.008365   0.003332         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    190/499      4.32G    0.00879   0.008346   0.003313         22        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    190/499      4.32G    0.00879   0.008346   0.003313         22        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
    190/499      4.32G    0.00879   0.008346   0.003313         22        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.851      0.856      0.873      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    191/499      4.32G   0.008828   0.009366   0.006787         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
    191/499      4.32G   0.008828   0.009366   0.006787         61        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    191/499      4.32G   0.008974   0.008895   0.005315         72        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    191/499      4.32G   0.008974   0.008895   0.005315         72        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    191/499      4.32G    0.00925     0.0102   0.003985         82        640:   1%|1         | 2/168 [00:00<00:31,  5.27it/s]
    191/499      4.32G    0.00925     0.0102   0.003985         82        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    191/499      4.32G   0.009262   0.009734   0.003541         73        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    191/499      4.32G   0.009262   0.009734   0.003541         73        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    191/499      4.32G   0.008906   0.009203   0.003529         69        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    191/499      4.32G   0.008906   0.009203   0.003529         69        640:   3%|2         | 5/168 [00:00<00:30,  5.34it/s]
    191/499      4.32G   0.008722   0.008939   0.003846         65        640:   3%|2         | 5/168 [00:01<00:30,  5.34it/s]
    191/499      4.32G   0.008722   0.008939   0.003846         65        640:   4%|3         | 6/168 [00:01<00:29,  5.42it/s]
    191/499      4.32G   0.008828   0.009085   0.003593         78        640:   4%|3         | 6/168 [00:01<00:29,  5.42it/s]
    191/499      4.32G   0.008828   0.009085   0.003593         78        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    191/499      4.32G   0.008756   0.009365   0.003489         84        640:   4%|4         | 7/168 [00:01<00:30,  5.25it/s]
    191/499      4.32G   0.008756   0.009365   0.003489         84        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    191/499      4.32G   0.008874   0.009281   0.003297         75        640:   5%|4         | 8/168 [00:01<00:29,  5.35it/s]
    191/499      4.32G   0.008874   0.009281   0.003297         75        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    191/499      4.32G   0.008922   0.009013   0.003282         63        640:   5%|5         | 9/168 [00:01<00:29,  5.42it/s]
    191/499      4.32G   0.008922   0.009013   0.003282         63        640:   6%|5         | 10/168 [00:01<00:30,  5.26it/s]
    191/499      4.32G   0.008978   0.008935   0.003322         64        640:   6%|5         | 10/168 [00:02<00:30,  5.26it/s]
    191/499      4.32G   0.008978   0.008935   0.003322         64        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    191/499      4.32G   0.008904   0.009072   0.003344         81        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    191/499      4.32G   0.008904   0.009072   0.003344         81        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    191/499      4.32G   0.008829   0.008794   0.003274         47        640:   7%|7         | 12/168 [00:02<00:28,  5.40it/s]
    191/499      4.32G   0.008829   0.008794   0.003274         47        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    191/499      4.32G   0.008861    0.00879    0.00317         69        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    191/499      4.32G   0.008861    0.00879    0.00317         69        640:   8%|8         | 14/168 [00:02<00:28,  5.35it/s]
    191/499      4.32G   0.008844   0.008627   0.003358         61        640:   8%|8         | 14/168 [00:02<00:28,  5.35it/s]
    191/499      4.32G   0.008844   0.008627   0.003358         61        640:   9%|8         | 15/168 [00:02<00:28,  5.41it/s]
    191/499      4.32G   0.008909   0.008586   0.003351         60        640:   9%|8         | 15/168 [00:03<00:28,  5.41it/s]
    191/499      4.32G   0.008909   0.008586   0.003351         60        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    191/499      4.32G   0.008842   0.008549   0.003327         75        640:  10%|9         | 16/168 [00:03<00:28,  5.26it/s]
    191/499      4.32G   0.008842   0.008549   0.003327         75        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    191/499      4.32G   0.008817   0.008467   0.003388         71        640:  10%|#         | 17/168 [00:03<00:28,  5.34it/s]
    191/499      4.32G   0.008817   0.008467   0.003388         71        640:  11%|#         | 18/168 [00:03<00:27,  5.42it/s]
    191/499      4.32G   0.008868   0.008481   0.003319         82        640:  11%|#         | 18/168 [00:03<00:27,  5.42it/s]
    191/499      4.32G   0.008868   0.008481   0.003319         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.27it/s]
    191/499      4.32G   0.008811   0.008484   0.003318         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.27it/s]
    191/499      4.32G   0.008811   0.008484   0.003318         77        640:  12%|#1        | 20/168 [00:03<00:27,  5.36it/s]
    191/499      4.32G   0.008826   0.008509   0.003301         67        640:  12%|#1        | 20/168 [00:03<00:27,  5.36it/s]
    191/499      4.32G   0.008826   0.008509   0.003301         67        640:  12%|#2        | 21/168 [00:03<00:27,  5.41it/s]
    191/499      4.32G   0.008834   0.008508   0.003235         75        640:  12%|#2        | 21/168 [00:04<00:27,  5.41it/s]
    191/499      4.32G   0.008834   0.008508   0.003235         75        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
    191/499      4.32G   0.008774   0.008565   0.003261         78        640:  13%|#3        | 22/168 [00:04<00:27,  5.26it/s]
    191/499      4.32G   0.008774   0.008565   0.003261         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.34it/s]
    191/499      4.32G   0.008728   0.008549   0.003232         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.34it/s]
    191/499      4.32G   0.008728   0.008549   0.003232         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    191/499      4.32G   0.008698   0.008498   0.003271         72        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    191/499      4.32G   0.008698   0.008498   0.003271         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
    191/499      4.32G   0.008678    0.00848   0.003315         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.26it/s]
    191/499      4.32G   0.008678    0.00848   0.003315         66        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    191/499      4.32G   0.008683   0.008545   0.003246         74        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    191/499      4.32G   0.008683   0.008545   0.003246         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    191/499      4.32G   0.008669   0.008532   0.003272         80        640:  16%|#6        | 27/168 [00:05<00:26,  5.35it/s]
    191/499      4.32G   0.008669   0.008532   0.003272         80        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    191/499      4.32G   0.008612   0.008465   0.003217         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    191/499      4.32G   0.008612   0.008465   0.003217         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    191/499      4.32G   0.008584   0.008409     0.0032         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    191/499      4.32G   0.008584   0.008409     0.0032         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    191/499      4.32G   0.008619   0.008412   0.003258         68        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    191/499      4.32G   0.008619   0.008412   0.003258         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
    191/499      4.32G   0.008683   0.008379   0.003291         55        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
    191/499      4.32G   0.008683   0.008379   0.003291         55        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    191/499      4.32G   0.008695   0.008346   0.003256         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    191/499      4.32G   0.008695   0.008346   0.003256         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    191/499      4.32G   0.008676   0.008322   0.003222         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    191/499      4.32G   0.008676   0.008322   0.003222         67        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    191/499      4.32G   0.008675   0.008292   0.003236         58        640:  20%|##        | 34/168 [00:06<00:25,  5.22it/s]
    191/499      4.32G   0.008675   0.008292   0.003236         58        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    191/499      4.32G   0.008697   0.008293   0.003211         57        640:  21%|##        | 35/168 [00:06<00:25,  5.31it/s]
    191/499      4.32G   0.008697   0.008293   0.003211         57        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    191/499      4.32G   0.008655   0.008281   0.003238         71        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    191/499      4.32G   0.008655   0.008281   0.003238         71        640:  22%|##2       | 37/168 [00:06<00:25,  5.21it/s]
    191/499      4.32G   0.008647   0.008267   0.003299         71        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    191/499      4.32G   0.008647   0.008267   0.003299         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    191/499      4.32G     0.0086   0.008252   0.003296         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    191/499      4.32G     0.0086   0.008252   0.003296         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    191/499      4.32G   0.008591   0.008259   0.003312         82        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    191/499      4.32G   0.008591   0.008259   0.003312         82        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    191/499      4.32G   0.008627   0.008285   0.003275         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    191/499      4.32G   0.008627   0.008285   0.003275         77        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    191/499      4.32G   0.008602   0.008242   0.003364         67        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    191/499      4.32G   0.008602   0.008242   0.003364         67        640:  25%|##5       | 42/168 [00:07<00:23,  5.26it/s]
    191/499      4.32G   0.008589    0.00825   0.003315         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    191/499      4.32G   0.008589    0.00825   0.003315         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    191/499      4.32G   0.008631   0.008259    0.00329         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    191/499      4.32G   0.008631   0.008259    0.00329         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    191/499      4.32G   0.008648   0.008278   0.003254         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    191/499      4.32G   0.008648   0.008278   0.003254         74        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    191/499      4.32G   0.008621   0.008239   0.003185         53        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    191/499      4.32G   0.008621   0.008239   0.003185         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    191/499      4.32G    0.00866   0.008256   0.003178         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    191/499      4.32G    0.00866   0.008256   0.003178         64        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
    191/499      4.32G   0.008665   0.008306   0.003158         79        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    191/499      4.32G   0.008665   0.008306   0.003158         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    191/499      4.32G   0.008636    0.00827   0.003168         56        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    191/499      4.32G   0.008636    0.00827   0.003168         56        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    191/499      4.32G   0.008643   0.008286   0.003158         80        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    191/499      4.32G   0.008643   0.008286   0.003158         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    191/499      4.32G   0.008625   0.008312   0.003129         82        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    191/499      4.32G   0.008625   0.008312   0.003129         82        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    191/499      4.32G   0.008613   0.008315   0.003091         57        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    191/499      4.32G   0.008613   0.008315   0.003091         57        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
    191/499      4.32G   0.008609   0.008284   0.003055         48        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    191/499      4.32G   0.008609   0.008284   0.003055         48        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    191/499      4.32G   0.008593   0.008275   0.003114         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    191/499      4.32G   0.008593   0.008275   0.003114         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    191/499      4.32G   0.008575   0.008274    0.00308         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.34it/s]
    191/499      4.32G   0.008575   0.008274    0.00308         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    191/499      4.32G   0.008559   0.008294   0.003063         83        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    191/499      4.32G   0.008559   0.008294   0.003063         83        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    191/499      4.32G   0.008533   0.008281   0.003038         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    191/499      4.32G   0.008533   0.008281   0.003038         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    191/499      4.32G   0.008561     0.0083   0.003059         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.38it/s]
    191/499      4.32G   0.008561     0.0083   0.003059         69        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
    191/499      4.32G   0.008531   0.008287   0.003033         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    191/499      4.32G   0.008531   0.008287   0.003033         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
    191/499      4.32G   0.008552   0.008281   0.003008         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.33it/s]
    191/499      4.32G   0.008552   0.008281   0.003008         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    191/499      4.32G   0.008542   0.008284    0.00304         71        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    191/499      4.32G   0.008542   0.008284    0.00304         71        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    191/499      4.32G   0.008536   0.008257    0.00306         59        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    191/499      4.32G   0.008536   0.008257    0.00306         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    191/499      4.32G    0.00858   0.008266   0.003042         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    191/499      4.32G    0.00858   0.008266   0.003042         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
    191/499      4.32G    0.00858   0.008229    0.00308         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
    191/499      4.32G    0.00858   0.008229    0.00308         59        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    191/499      4.32G   0.008577   0.008218   0.003056         74        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    191/499      4.32G   0.008577   0.008218   0.003056         74        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    191/499      4.32G    0.00858   0.008222   0.003064         87        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    191/499      4.32G    0.00858   0.008222   0.003064         87        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    191/499      4.32G   0.008582   0.008221   0.003038         61        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    191/499      4.32G   0.008582   0.008221   0.003038         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    191/499      4.32G   0.008562   0.008238   0.003042         79        640:  40%|###9      | 67/168 [00:12<00:19,  5.25it/s]
    191/499      4.32G   0.008562   0.008238   0.003042         79        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
    191/499      4.32G   0.008564   0.008234   0.003064         62        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
    191/499      4.32G   0.008564   0.008234   0.003064         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    191/499      4.32G   0.008576   0.008227   0.003041         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.40it/s]
    191/499      4.32G   0.008576   0.008227   0.003041         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    191/499      4.32G    0.00856   0.008224   0.003052         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    191/499      4.32G    0.00856   0.008224   0.003052         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    191/499      4.32G   0.008554   0.008211   0.003042         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.33it/s]
    191/499      4.32G   0.008554   0.008211   0.003042         62        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    191/499      4.32G   0.008581   0.008225   0.003096         63        640:  43%|####2     | 72/168 [00:13<00:17,  5.40it/s]
    191/499      4.32G   0.008581   0.008225   0.003096         63        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    191/499      4.32G   0.008582   0.008235   0.003159         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    191/499      4.32G   0.008582   0.008235   0.003159         71        640:  44%|####4     | 74/168 [00:13<00:17,  5.34it/s]
    191/499      4.32G   0.008603   0.008222   0.003144         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.34it/s]
    191/499      4.32G   0.008603   0.008222   0.003144         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    191/499      4.32G   0.008602   0.008194   0.003169         54        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    191/499      4.32G   0.008602   0.008194   0.003169         54        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    191/499      4.32G   0.008598   0.008209   0.003185         87        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    191/499      4.32G   0.008598   0.008209   0.003185         87        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    191/499      4.32G   0.008594   0.008204   0.003159         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    191/499      4.32G   0.008594   0.008204   0.003159         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    191/499      4.32G   0.008592   0.008193   0.003187         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.37it/s]
    191/499      4.32G   0.008592   0.008193   0.003187         70        640:  47%|####7     | 79/168 [00:14<00:16,  5.24it/s]
    191/499      4.32G   0.008596   0.008199   0.003164         69        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    191/499      4.32G   0.008596   0.008199   0.003164         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    191/499      4.32G    0.00859   0.008205   0.003198         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.34it/s]
    191/499      4.32G    0.00859   0.008205   0.003198         80        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    191/499      4.32G   0.008584    0.00822   0.003206         73        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    191/499      4.32G   0.008584    0.00822   0.003206         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    191/499      4.32G   0.008578   0.008266   0.003182         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    191/499      4.32G   0.008578   0.008266   0.003182         84        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
    191/499      4.32G   0.008592   0.008286    0.00322         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.31it/s]
    191/499      4.32G   0.008592   0.008286    0.00322         73        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    191/499      4.32G   0.008603   0.008278   0.003189         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    191/499      4.32G   0.008603   0.008278   0.003189         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    191/499      4.32G   0.008635   0.008275   0.003171         57        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    191/499      4.32G   0.008635   0.008275   0.003171         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    191/499      4.32G   0.008632    0.00825   0.003169         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    191/499      4.32G   0.008632    0.00825   0.003169         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    191/499      4.32G   0.008649   0.008258   0.003148         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    191/499      4.32G   0.008649   0.008258   0.003148         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    191/499      4.32G   0.008661    0.00825   0.003141         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    191/499      4.32G   0.008661    0.00825   0.003141         65        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    191/499      4.32G   0.008642   0.008224   0.003153         58        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    191/499      4.32G   0.008642   0.008224   0.003153         58        640:  54%|#####3    | 90/168 [00:16<00:14,  5.34it/s]
    191/499      4.32G   0.008628   0.008206   0.003176         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    191/499      4.32G   0.008628   0.008206   0.003176         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    191/499      4.32G   0.008635   0.008228   0.003172         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    191/499      4.32G   0.008635   0.008228   0.003172         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    191/499      4.32G   0.008624   0.008215   0.003179         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    191/499      4.32G   0.008624   0.008215   0.003179         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    191/499      4.32G    0.00862   0.008227   0.003226         81        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    191/499      4.32G    0.00862   0.008227   0.003226         81        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    191/499      4.32G   0.008619   0.008218   0.003214         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    191/499      4.32G   0.008619   0.008218   0.003214         71        640:  57%|#####6    | 95/168 [00:17<00:13,  5.28it/s]
    191/499      4.32G   0.008603   0.008223   0.003199         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    191/499      4.32G   0.008603   0.008223   0.003199         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    191/499      4.32G   0.008627   0.008216   0.003192         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    191/499      4.32G   0.008627   0.008216   0.003192         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    191/499      4.32G   0.008633   0.008225   0.003245         93        640:  58%|#####7    | 97/168 [00:18<00:13,  5.22it/s]
    191/499      4.32G   0.008633   0.008225   0.003245         93        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
    191/499      4.32G   0.008649   0.008225   0.003287         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.33it/s]
    191/499      4.32G   0.008649   0.008225   0.003287         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
    191/499      4.32G   0.008651   0.008211    0.00329         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
    191/499      4.32G   0.008651   0.008211    0.00329         64        640:  60%|#####9    | 100/168 [00:18<00:12,  5.26it/s]
    191/499      4.32G   0.008667   0.008213   0.003273         69        640:  60%|#####9    | 100/168 [00:19<00:12,  5.26it/s]
    191/499      4.32G   0.008667   0.008213   0.003273         69        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    191/499      4.32G   0.008679   0.008213   0.003283         73        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    191/499      4.32G   0.008679   0.008213   0.003283         73        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    191/499      4.32G   0.008666   0.008211   0.003281         75        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    191/499      4.32G   0.008666   0.008211   0.003281         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    191/499      4.32G   0.008678   0.008197   0.003284         57        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    191/499      4.32G   0.008678   0.008197   0.003284         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    191/499      4.32G   0.008676   0.008194   0.003279         69        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    191/499      4.32G   0.008676   0.008194   0.003279         69        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    191/499      4.32G   0.008667   0.008197    0.00329         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.40it/s]
    191/499      4.32G   0.008667   0.008197    0.00329         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    191/499      4.32G   0.008671   0.008207   0.003265         59        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    191/499      4.32G   0.008671   0.008207   0.003265         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    191/499      4.32G   0.008661   0.008196   0.003264         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    191/499      4.32G   0.008661   0.008196   0.003264         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    191/499      4.32G   0.008657   0.008187   0.003283         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    191/499      4.32G   0.008657   0.008187   0.003283         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    191/499      4.32G   0.008654   0.008192   0.003281         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    191/499      4.32G   0.008654   0.008192   0.003281         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    191/499      4.32G    0.00865   0.008176   0.003288         58        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    191/499      4.32G    0.00865   0.008176   0.003288         58        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    191/499      4.32G   0.008655   0.008161   0.003291         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    191/499      4.32G   0.008655   0.008161   0.003291         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    191/499      4.32G   0.008657   0.008153    0.00329         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    191/499      4.32G   0.008657   0.008153    0.00329         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    191/499      4.32G   0.008662   0.008167    0.00327         65        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    191/499      4.32G   0.008662   0.008167    0.00327         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    191/499      4.32G   0.008667   0.008159   0.003291         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    191/499      4.32G   0.008667   0.008159   0.003291         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    191/499      4.32G   0.008668   0.008173   0.003324         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    191/499      4.32G   0.008668   0.008173   0.003324         73        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
    191/499      4.32G   0.008668   0.008182   0.003306         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    191/499      4.32G   0.008668   0.008182   0.003306         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    191/499      4.32G    0.00866   0.008204   0.003297         87        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    191/499      4.32G    0.00866   0.008204   0.003297         87        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    191/499      4.32G   0.008657   0.008211   0.003298         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.24it/s]
    191/499      4.32G   0.008657   0.008211   0.003298         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    191/499      4.32G   0.008649   0.008207   0.003298         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    191/499      4.32G   0.008649   0.008207   0.003298         79        640:  71%|#######1  | 120/168 [00:22<00:08,  5.41it/s]
    191/499      4.32G   0.008656    0.00823   0.003287         87        640:  71%|#######1  | 120/168 [00:22<00:08,  5.41it/s]
    191/499      4.32G   0.008656    0.00823   0.003287         87        640:  72%|#######2  | 121/168 [00:22<00:08,  5.27it/s]
    191/499      4.32G   0.008651   0.008235   0.003282         77        640:  72%|#######2  | 121/168 [00:23<00:08,  5.27it/s]
    191/499      4.32G   0.008651   0.008235   0.003282         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.36it/s]
    191/499      4.32G   0.008639   0.008208   0.003284         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.36it/s]
    191/499      4.32G   0.008639   0.008208   0.003284         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.43it/s]
    191/499      4.32G   0.008644   0.008225   0.003265         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.43it/s]
    191/499      4.32G   0.008644   0.008225   0.003265         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    191/499      4.32G   0.008647   0.008223   0.003243         60        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    191/499      4.32G   0.008647   0.008223   0.003243         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    191/499      4.32G   0.008663   0.008213   0.003248         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    191/499      4.32G   0.008663   0.008213   0.003248         63        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
    191/499      4.32G   0.008659   0.008207   0.003245         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.40it/s]
    191/499      4.32G   0.008659   0.008207   0.003245         74        640:  76%|#######5  | 127/168 [00:23<00:07,  5.20it/s]
    191/499      4.32G   0.008652   0.008192   0.003239         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    191/499      4.32G   0.008652   0.008192   0.003239         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    191/499      4.32G    0.00866   0.008194   0.003242         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.29it/s]
    191/499      4.32G    0.00866   0.008194   0.003242         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    191/499      4.32G   0.008656   0.008192   0.003228         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    191/499      4.32G   0.008656   0.008192   0.003228         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    191/499      4.32G   0.008652   0.008195   0.003241         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    191/499      4.32G   0.008652   0.008195   0.003241         60        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    191/499      4.32G   0.008644    0.00819   0.003219         65        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    191/499      4.32G   0.008644    0.00819   0.003219         65        640:  79%|#######8  | 132/168 [00:24<00:06,  5.36it/s]
    191/499      4.32G   0.008643   0.008181   0.003206         63        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    191/499      4.32G   0.008643   0.008181   0.003206         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    191/499      4.32G   0.008633   0.008176   0.003202         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    191/499      4.32G   0.008633   0.008176   0.003202         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    191/499      4.32G   0.008624   0.008179   0.003194         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    191/499      4.32G   0.008624   0.008179   0.003194         74        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    191/499      4.32G   0.008624   0.008155   0.003196         49        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    191/499      4.32G   0.008624   0.008155   0.003196         49        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    191/499      4.32G   0.008637   0.008141   0.003211         51        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    191/499      4.32G   0.008637   0.008141   0.003211         51        640:  82%|########1 | 137/168 [00:25<00:05,  5.34it/s]
    191/499      4.32G   0.008644   0.008134   0.003197         55        640:  82%|########1 | 137/168 [00:26<00:05,  5.34it/s]
    191/499      4.32G   0.008644   0.008134   0.003197         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    191/499      4.32G   0.008659   0.008136   0.003187         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    191/499      4.32G   0.008659   0.008136   0.003187         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    191/499      4.32G   0.008663   0.008137   0.003197         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    191/499      4.32G   0.008663   0.008137   0.003197         68        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    191/499      4.32G    0.00866   0.008151   0.003184         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.19it/s]
    191/499      4.32G    0.00866   0.008151   0.003184         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    191/499      4.32G   0.008648   0.008141   0.003188         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.28it/s]
    191/499      4.32G   0.008648   0.008141   0.003188         73        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    191/499      4.32G   0.008646   0.008151   0.003187         80        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    191/499      4.32G   0.008646   0.008151   0.003187         80        640:  85%|########5 | 143/168 [00:26<00:04,  5.26it/s]
    191/499      4.32G   0.008647   0.008176    0.00318         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    191/499      4.32G   0.008647   0.008176    0.00318         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    191/499      4.32G   0.008645   0.008172   0.003177         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    191/499      4.32G   0.008645   0.008172   0.003177         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    191/499      4.32G   0.008644   0.008175   0.003182         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    191/499      4.32G   0.008644   0.008175   0.003182         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    191/499      4.32G   0.008644   0.008168   0.003187         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    191/499      4.32G   0.008644   0.008168   0.003187         69        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    191/499      4.32G    0.00864   0.008167   0.003184         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    191/499      4.32G    0.00864   0.008167   0.003184         62        640:  88%|########8 | 148/168 [00:27<00:03,  5.23it/s]
    191/499      4.32G   0.008643   0.008168   0.003188         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.23it/s]
    191/499      4.32G   0.008643   0.008168   0.003188         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    191/499      4.32G   0.008636    0.00817   0.003192         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    191/499      4.32G   0.008636    0.00817   0.003192         84        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    191/499      4.32G   0.008631   0.008165   0.003193         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.39it/s]
    191/499      4.32G   0.008631   0.008165   0.003193         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    191/499      4.32G   0.008623    0.00816   0.003187         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    191/499      4.32G   0.008623    0.00816   0.003187         72        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    191/499      4.32G   0.008623   0.008156   0.003202         56        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    191/499      4.32G   0.008623   0.008156   0.003202         56        640:  91%|#########1| 153/168 [00:28<00:02,  5.33it/s]
    191/499      4.32G   0.008623    0.00816   0.003191         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    191/499      4.32G   0.008623    0.00816   0.003191         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    191/499      4.32G   0.008618   0.008157   0.003197         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    191/499      4.32G   0.008618   0.008157   0.003197         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    191/499      4.32G   0.008616   0.008149   0.003196         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    191/499      4.32G   0.008616   0.008149   0.003196         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    191/499      4.32G    0.00861   0.008139   0.003191         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    191/499      4.32G    0.00861   0.008139   0.003191         74        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    191/499      4.32G   0.008615   0.008137   0.003186         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    191/499      4.32G   0.008615   0.008137   0.003186         60        640:  94%|#########4| 158/168 [00:29<00:01,  5.32it/s]
    191/499      4.32G   0.008625   0.008139   0.003179         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.32it/s]
    191/499      4.32G   0.008625   0.008139   0.003179         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    191/499      4.32G   0.008628   0.008131   0.003202         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    191/499      4.32G   0.008628   0.008131   0.003202         60        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    191/499      4.32G   0.008623   0.008129   0.003206         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    191/499      4.32G   0.008623   0.008129   0.003206         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    191/499      4.32G   0.008627    0.00814   0.003201         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.25it/s]
    191/499      4.32G   0.008627    0.00814   0.003201         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    191/499      4.32G   0.008624   0.008144   0.003195         65        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    191/499      4.32G   0.008624   0.008144   0.003195         65        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    191/499      4.32G   0.008627   0.008132   0.003199         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    191/499      4.32G   0.008627   0.008132   0.003199         70        640:  98%|#########7| 164/168 [00:30<00:00,  5.34it/s]
    191/499      4.32G   0.008624   0.008126   0.003197         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
    191/499      4.32G   0.008624   0.008126   0.003197         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    191/499      4.32G   0.008644   0.008131   0.003193         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    191/499      4.32G   0.008644   0.008131   0.003193         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
    191/499      4.32G   0.008648   0.008121   0.003201         54        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
    191/499      4.32G   0.008648   0.008121   0.003201         54        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    191/499      4.32G   0.008644   0.008123   0.003191         29        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    191/499      4.32G   0.008644   0.008123   0.003191         29        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    191/499      4.32G   0.008644   0.008123   0.003191         29        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.848       0.86      0.872       0.76

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    192/499      4.32G   0.009581    0.01153   0.004394         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
    192/499      4.32G   0.009581    0.01153   0.004394         73        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
    192/499      4.32G    0.00965   0.009637   0.003448         67        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
    192/499      4.32G    0.00965   0.009637   0.003448         67        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    192/499      4.32G   0.008951   0.008831   0.002981         60        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    192/499      4.32G   0.008951   0.008831   0.002981         60        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    192/499      4.32G   0.008784    0.00887   0.002458         62        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    192/499      4.32G   0.008784    0.00887   0.002458         62        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    192/499      4.32G   0.008848   0.008788   0.002354         70        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    192/499      4.32G   0.008848   0.008788   0.002354         70        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    192/499      4.32G   0.008896   0.008638   0.003077         62        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    192/499      4.32G   0.008896   0.008638   0.003077         62        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    192/499      4.32G   0.008761   0.008408   0.003139         64        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    192/499      4.32G   0.008761   0.008408   0.003139         64        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    192/499      4.32G    0.00896   0.008426   0.002952         58        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    192/499      4.32G    0.00896   0.008426   0.002952         58        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    192/499      4.32G   0.008999   0.008479   0.003089         67        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    192/499      4.32G   0.008999   0.008479   0.003089         67        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    192/499      4.32G   0.008931   0.008766   0.002945         81        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    192/499      4.32G   0.008931   0.008766   0.002945         81        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    192/499      4.32G   0.008914   0.008562   0.002857         55        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    192/499      4.32G   0.008914   0.008562   0.002857         55        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    192/499      4.32G   0.008867   0.008455   0.002734         61        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    192/499      4.32G   0.008867   0.008455   0.002734         61        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    192/499      4.32G   0.008821   0.008385   0.002777         69        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    192/499      4.32G   0.008821   0.008385   0.002777         69        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    192/499      4.32G   0.008733   0.008223   0.003062         67        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    192/499      4.32G   0.008733   0.008223   0.003062         67        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    192/499      4.32G   0.008622   0.008187    0.00317         72        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    192/499      4.32G   0.008622   0.008187    0.00317         72        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    192/499      4.32G   0.008627   0.008152   0.003107         71        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    192/499      4.32G   0.008627   0.008152   0.003107         71        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    192/499      4.32G   0.008558   0.008091   0.003132         71        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    192/499      4.32G   0.008558   0.008091   0.003132         71        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    192/499      4.32G   0.008581   0.008115   0.003015         54        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    192/499      4.32G   0.008581   0.008115   0.003015         54        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    192/499      4.32G   0.008524   0.008176   0.003029         87        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    192/499      4.32G   0.008524   0.008176   0.003029         87        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    192/499      4.32G   0.008529   0.008125   0.003002         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    192/499      4.32G   0.008529   0.008125   0.003002         64        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    192/499      4.32G   0.008508   0.008095   0.002977         60        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    192/499      4.32G   0.008508   0.008095   0.002977         60        640:  12%|#2        | 21/168 [00:03<00:27,  5.33it/s]
    192/499      4.32G   0.008479   0.008112   0.003067         83        640:  12%|#2        | 21/168 [00:04<00:27,  5.33it/s]
    192/499      4.32G   0.008479   0.008112   0.003067         83        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    192/499      4.32G   0.008425   0.008135   0.002946         69        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    192/499      4.32G   0.008425   0.008135   0.002946         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    192/499      4.32G   0.008425   0.008165   0.002918         54        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    192/499      4.32G   0.008425   0.008165   0.002918         54        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    192/499      4.32G   0.008376   0.008161   0.002989         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    192/499      4.32G   0.008376   0.008161   0.002989         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    192/499      4.32G   0.008367   0.008179   0.003008         72        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    192/499      4.32G   0.008367   0.008179   0.003008         72        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    192/499      4.32G    0.00835   0.008165   0.003109         74        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    192/499      4.32G    0.00835   0.008165   0.003109         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    192/499      4.32G   0.008358     0.0082   0.003075         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.40it/s]
    192/499      4.32G   0.008358     0.0082   0.003075         73        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    192/499      4.32G   0.008319   0.008163   0.003134         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    192/499      4.32G   0.008319   0.008163   0.003134         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    192/499      4.32G   0.008331    0.00814   0.003188         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    192/499      4.32G   0.008331    0.00814   0.003188         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    192/499      4.32G   0.008305   0.008084   0.003222         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    192/499      4.32G   0.008305   0.008084   0.003222         58        640:  18%|#8        | 31/168 [00:05<00:25,  5.27it/s]
    192/499      4.32G   0.008328   0.008098   0.003213         69        640:  18%|#8        | 31/168 [00:06<00:25,  5.27it/s]
    192/499      4.32G   0.008328   0.008098   0.003213         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.36it/s]
    192/499      4.32G   0.008315   0.008106   0.003244         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.36it/s]
    192/499      4.32G   0.008315   0.008106   0.003244         59        640:  20%|#9        | 33/168 [00:06<00:24,  5.43it/s]
    192/499      4.32G   0.008305   0.008136   0.003291         67        640:  20%|#9        | 33/168 [00:06<00:24,  5.43it/s]
    192/499      4.32G   0.008305   0.008136   0.003291         67        640:  20%|##        | 34/168 [00:06<00:25,  5.28it/s]
    192/499      4.32G     0.0083   0.008122    0.00332         69        640:  20%|##        | 34/168 [00:06<00:25,  5.28it/s]
    192/499      4.32G     0.0083   0.008122    0.00332         69        640:  21%|##        | 35/168 [00:06<00:24,  5.37it/s]
    192/499      4.32G   0.008291     0.0081   0.003395         82        640:  21%|##        | 35/168 [00:06<00:24,  5.37it/s]
    192/499      4.32G   0.008291     0.0081   0.003395         82        640:  21%|##1       | 36/168 [00:06<00:24,  5.42it/s]
    192/499      4.32G   0.008295   0.008043   0.003378         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.42it/s]
    192/499      4.32G   0.008295   0.008043   0.003378         58        640:  22%|##2       | 37/168 [00:06<00:24,  5.27it/s]
    192/499      4.32G   0.008327   0.008075   0.003372         60        640:  22%|##2       | 37/168 [00:07<00:24,  5.27it/s]
    192/499      4.32G   0.008327   0.008075   0.003372         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
    192/499      4.32G   0.008376   0.008133   0.003331         82        640:  23%|##2       | 38/168 [00:07<00:24,  5.34it/s]
    192/499      4.32G   0.008376   0.008133   0.003331         82        640:  23%|##3       | 39/168 [00:07<00:23,  5.40it/s]
    192/499      4.32G    0.00838   0.008201    0.00332         96        640:  23%|##3       | 39/168 [00:07<00:23,  5.40it/s]
    192/499      4.32G    0.00838   0.008201    0.00332         96        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    192/499      4.32G    0.00839   0.008215   0.003337         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    192/499      4.32G    0.00839   0.008215   0.003337         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    192/499      4.32G   0.008423   0.008222   0.003327         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.31it/s]
    192/499      4.32G   0.008423   0.008222   0.003327         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.39it/s]
    192/499      4.32G   0.008406   0.008248   0.003302         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.39it/s]
    192/499      4.32G   0.008406   0.008248   0.003302         72        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    192/499      4.32G   0.008391   0.008264    0.00332         78        640:  26%|##5       | 43/168 [00:08<00:23,  5.25it/s]
    192/499      4.32G   0.008391   0.008264    0.00332         78        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    192/499      4.32G   0.008387    0.00825   0.003358         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.34it/s]
    192/499      4.32G   0.008387    0.00825   0.003358         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    192/499      4.32G   0.008366   0.008206   0.003384         79        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    192/499      4.32G   0.008366   0.008206   0.003384         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    192/499      4.32G   0.008399   0.008244   0.003368         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    192/499      4.32G   0.008399   0.008244   0.003368         63        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    192/499      4.32G   0.008392   0.008254   0.003369         73        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    192/499      4.32G   0.008392   0.008254   0.003369         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    192/499      4.32G    0.00839   0.008228   0.003373         59        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    192/499      4.32G    0.00839   0.008228   0.003373         59        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    192/499      4.32G   0.008412   0.008227     0.0034         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    192/499      4.32G   0.008412   0.008227     0.0034         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    192/499      4.32G   0.008404   0.008214   0.003386         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    192/499      4.32G   0.008404   0.008214   0.003386         65        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    192/499      4.32G    0.00842   0.008227   0.003392         68        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    192/499      4.32G    0.00842   0.008227   0.003392         68        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    192/499      4.32G   0.008418   0.008233    0.00338         62        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    192/499      4.32G   0.008418   0.008233    0.00338         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    192/499      4.32G   0.008397    0.00821   0.003392         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    192/499      4.32G   0.008397    0.00821   0.003392         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    192/499      4.32G   0.008478   0.008175   0.003387         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    192/499      4.32G   0.008478   0.008175   0.003387         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    192/499      4.32G   0.008484    0.00816   0.003329         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    192/499      4.32G   0.008484    0.00816   0.003329         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    192/499      4.32G   0.008493    0.00817   0.003298         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    192/499      4.32G   0.008493    0.00817   0.003298         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    192/499      4.32G   0.008499   0.008214   0.003303         78        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    192/499      4.32G   0.008499   0.008214   0.003303         78        640:  35%|###4      | 58/168 [00:10<00:21,  5.19it/s]
    192/499      4.32G   0.008519   0.008244   0.003316         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    192/499      4.32G   0.008519   0.008244   0.003316         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    192/499      4.32G   0.008524   0.008258    0.00334         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    192/499      4.32G   0.008524   0.008258    0.00334         83        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    192/499      4.32G     0.0085   0.008227   0.003343         55        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    192/499      4.32G     0.0085   0.008227   0.003343         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    192/499      4.32G   0.008482   0.008214   0.003357         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    192/499      4.32G   0.008482   0.008214   0.003357         67        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    192/499      4.32G   0.008506   0.008193   0.003389         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    192/499      4.32G   0.008506   0.008193   0.003389         58        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    192/499      4.32G   0.008547   0.008226   0.003359         74        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    192/499      4.32G   0.008547   0.008226   0.003359         74        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    192/499      4.32G    0.00856   0.008247   0.003333         75        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    192/499      4.32G    0.00856   0.008247   0.003333         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    192/499      4.32G    0.00857   0.008255   0.003384         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    192/499      4.32G    0.00857   0.008255   0.003384         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    192/499      4.32G   0.008567   0.008244    0.00342         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    192/499      4.32G   0.008567   0.008244    0.00342         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    192/499      4.32G   0.008563   0.008245   0.003437         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    192/499      4.32G   0.008563   0.008245   0.003437         72        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    192/499      4.32G   0.008565   0.008284   0.003421         85        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    192/499      4.32G   0.008565   0.008284   0.003421         85        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    192/499      4.32G   0.008577   0.008288   0.003396         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    192/499      4.32G   0.008577   0.008288   0.003396         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    192/499      4.32G   0.008568   0.008293   0.003397         79        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    192/499      4.32G   0.008568   0.008293   0.003397         79        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    192/499      4.32G   0.008575   0.008305    0.00343         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    192/499      4.32G   0.008575   0.008305    0.00343         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    192/499      4.32G   0.008601   0.008329   0.003422         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    192/499      4.32G   0.008601   0.008329   0.003422         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    192/499      4.32G   0.008615   0.008331   0.003429         78        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    192/499      4.32G   0.008615   0.008331   0.003429         78        640:  44%|####4     | 74/168 [00:13<00:17,  5.33it/s]
    192/499      4.32G   0.008606    0.00832   0.003385         53        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    192/499      4.32G   0.008606    0.00832   0.003385         53        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    192/499      4.32G   0.008608   0.008304   0.003382         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.41it/s]
    192/499      4.32G   0.008608   0.008304   0.003382         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    192/499      4.32G   0.008612    0.00833    0.00339         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.27it/s]
    192/499      4.32G   0.008612    0.00833    0.00339         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    192/499      4.32G    0.00859   0.008306    0.00341         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    192/499      4.32G    0.00859   0.008306    0.00341         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    192/499      4.32G   0.008585   0.008285   0.003405         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    192/499      4.32G   0.008585   0.008285   0.003405         72        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    192/499      4.32G   0.008563   0.008299   0.003425         80        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    192/499      4.32G   0.008563   0.008299   0.003425         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    192/499      4.32G   0.008561     0.0083    0.00342         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    192/499      4.32G   0.008561     0.0083    0.00342         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    192/499      4.32G   0.008546   0.008293   0.003436         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    192/499      4.32G   0.008546   0.008293   0.003436         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    192/499      4.32G   0.008545   0.008276    0.00346         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    192/499      4.32G   0.008545   0.008276    0.00346         63        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    192/499      4.32G   0.008542   0.008265   0.003437         74        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    192/499      4.32G   0.008542   0.008265   0.003437         74        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    192/499      4.32G   0.008541   0.008277   0.003412         75        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
    192/499      4.32G   0.008541   0.008277   0.003412         75        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    192/499      4.32G   0.008566   0.008321   0.003427         76        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    192/499      4.32G   0.008566   0.008321   0.003427         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.34it/s]
    192/499      4.32G   0.008569   0.008339   0.003415         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.34it/s]
    192/499      4.32G   0.008569   0.008339   0.003415         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    192/499      4.32G    0.00857   0.008359   0.003433         81        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    192/499      4.32G    0.00857   0.008359   0.003433         81        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    192/499      4.32G   0.008578   0.008352   0.003439         52        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    192/499      4.32G   0.008578   0.008352   0.003439         52        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    192/499      4.32G   0.008569   0.008342   0.003461         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    192/499      4.32G   0.008569   0.008342   0.003461         66        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
    192/499      4.32G   0.008578   0.008335   0.003457         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    192/499      4.32G   0.008578   0.008335   0.003457         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    192/499      4.32G    0.00859   0.008347   0.003443         62        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    192/499      4.32G    0.00859   0.008347   0.003443         62        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    192/499      4.32G   0.008592    0.00835   0.003453         76        640:  55%|#####4    | 92/168 [00:17<00:14,  5.33it/s]
    192/499      4.32G   0.008592    0.00835   0.003453         76        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
    192/499      4.32G   0.008614   0.008345   0.003435         58        640:  55%|#####5    | 93/168 [00:17<00:13,  5.39it/s]
    192/499      4.32G   0.008614   0.008345   0.003435         58        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    192/499      4.32G   0.008615   0.008318   0.003429         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    192/499      4.32G   0.008615   0.008318   0.003429         63        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    192/499      4.32G   0.008613   0.008293   0.003443         55        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    192/499      4.32G   0.008613   0.008293   0.003443         55        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    192/499      4.32G    0.00861   0.008305    0.00344         84        640:  57%|#####7    | 96/168 [00:18<00:13,  5.39it/s]
    192/499      4.32G    0.00861   0.008305    0.00344         84        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    192/499      4.32G   0.008603   0.008328   0.003442         89        640:  58%|#####7    | 97/168 [00:18<00:13,  5.24it/s]
    192/499      4.32G   0.008603   0.008328   0.003442         89        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    192/499      4.32G   0.008614   0.008315   0.003421         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    192/499      4.32G   0.008614   0.008315   0.003421         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    192/499      4.32G    0.00862   0.008318   0.003395         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    192/499      4.32G    0.00862   0.008318   0.003395         69        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
    192/499      4.32G   0.008618   0.008316   0.003409         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    192/499      4.32G   0.008618   0.008316   0.003409         72        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    192/499      4.32G   0.008631   0.008325    0.00341         67        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    192/499      4.32G   0.008631   0.008325    0.00341         67        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    192/499      4.32G   0.008639   0.008329    0.00341         69        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    192/499      4.32G   0.008639   0.008329    0.00341         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    192/499      4.32G   0.008644   0.008338   0.003416         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    192/499      4.32G   0.008644   0.008338   0.003416         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    192/499      4.32G   0.008657   0.008355   0.003407         84        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    192/499      4.32G   0.008657   0.008355   0.003407         84        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    192/499      4.32G   0.008653   0.008357   0.003402         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    192/499      4.32G   0.008653   0.008357   0.003402         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    192/499      4.32G   0.008671   0.008367   0.003431         63        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    192/499      4.32G   0.008671   0.008367   0.003431         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    192/499      4.32G   0.008664   0.008352   0.003423         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    192/499      4.32G   0.008664   0.008352   0.003423         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    192/499      4.32G   0.008662   0.008341   0.003464         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.39it/s]
    192/499      4.32G   0.008662   0.008341   0.003464         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    192/499      4.32G   0.008657   0.008326   0.003449         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    192/499      4.32G   0.008657   0.008326   0.003449         65        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    192/499      4.32G   0.008654    0.00832   0.003468         76        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    192/499      4.32G   0.008654    0.00832   0.003468         76        640:  66%|######6   | 111/168 [00:20<00:10,  5.35it/s]
    192/499      4.32G    0.00865   0.008327   0.003471         84        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    192/499      4.32G    0.00865   0.008327   0.003471         84        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    192/499      4.32G   0.008654   0.008339   0.003491         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    192/499      4.32G   0.008654   0.008339   0.003491         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    192/499      4.32G   0.008654   0.008337   0.003481         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    192/499      4.32G   0.008654   0.008337   0.003481         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    192/499      4.32G   0.008652   0.008346    0.00347         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    192/499      4.32G   0.008652   0.008346    0.00347         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    192/499      4.32G   0.008644   0.008339   0.003476         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    192/499      4.32G   0.008644   0.008339   0.003476         72        640:  69%|######9   | 116/168 [00:21<00:09,  5.33it/s]
    192/499      4.32G   0.008664   0.008338   0.003482         54        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
    192/499      4.32G   0.008664   0.008338   0.003482         54        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    192/499      4.32G    0.00866   0.008333    0.00347         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    192/499      4.32G    0.00866   0.008333    0.00347         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
    192/499      4.32G   0.008665   0.008334   0.003474         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.27it/s]
    192/499      4.32G   0.008665   0.008334   0.003474         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    192/499      4.32G   0.008659   0.008342   0.003468         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    192/499      4.32G   0.008659   0.008342   0.003468         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    192/499      4.32G   0.008655   0.008344    0.00347         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    192/499      4.32G   0.008655   0.008344    0.00347         77        640:  72%|#######2  | 121/168 [00:22<00:08,  5.25it/s]
    192/499      4.32G   0.008638   0.008355   0.003455         84        640:  72%|#######2  | 121/168 [00:23<00:08,  5.25it/s]
    192/499      4.32G   0.008638   0.008355   0.003455         84        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    192/499      4.32G   0.008638    0.00837   0.003432         84        640:  73%|#######2  | 122/168 [00:23<00:08,  5.34it/s]
    192/499      4.32G   0.008638    0.00837   0.003432         84        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    192/499      4.32G   0.008623   0.008368   0.003448         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    192/499      4.32G   0.008623   0.008368   0.003448         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    192/499      4.32G   0.008609   0.008372    0.00344         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    192/499      4.32G   0.008609   0.008372    0.00344         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    192/499      4.32G   0.008602   0.008361   0.003421         59        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    192/499      4.32G   0.008602   0.008361   0.003421         59        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    192/499      4.32G   0.008606   0.008365    0.00341         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    192/499      4.32G   0.008606   0.008365    0.00341         66        640:  76%|#######5  | 127/168 [00:23<00:07,  5.24it/s]
    192/499      4.32G   0.008609    0.00837   0.003413         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.24it/s]
    192/499      4.32G   0.008609    0.00837   0.003413         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    192/499      4.32G    0.00862   0.008374   0.003426         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.33it/s]
    192/499      4.32G    0.00862   0.008374   0.003426         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    192/499      4.32G   0.008619   0.008386   0.003425         81        640:  77%|#######6  | 129/168 [00:24<00:07,  5.39it/s]
    192/499      4.32G   0.008619   0.008386   0.003425         81        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    192/499      4.32G   0.008614   0.008376   0.003413         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    192/499      4.32G   0.008614   0.008376   0.003413         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    192/499      4.32G   0.008605   0.008374   0.003397         78        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    192/499      4.32G   0.008605   0.008374   0.003397         78        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
    192/499      4.32G   0.008595   0.008388   0.003413         90        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    192/499      4.32G   0.008595   0.008388   0.003413         90        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    192/499      4.32G   0.008604   0.008416   0.003407         86        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    192/499      4.32G   0.008604   0.008416   0.003407         86        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    192/499      4.32G   0.008617   0.008415   0.003431         68        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    192/499      4.32G   0.008617   0.008415   0.003431         68        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    192/499      4.32G   0.008619    0.00841   0.003419         53        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    192/499      4.32G   0.008619    0.00841   0.003419         53        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    192/499      4.32G   0.008633   0.008411   0.003441         70        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    192/499      4.32G   0.008633   0.008411   0.003441         70        640:  82%|########1 | 137/168 [00:25<00:05,  5.30it/s]
    192/499      4.32G   0.008626   0.008414   0.003427         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.30it/s]
    192/499      4.32G   0.008626   0.008414   0.003427         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    192/499      4.32G   0.008628   0.008415   0.003414         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    192/499      4.32G   0.008628   0.008415   0.003414         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    192/499      4.32G   0.008623   0.008421   0.003417         73        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    192/499      4.32G   0.008623   0.008421   0.003417         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    192/499      4.32G   0.008625   0.008423   0.003402         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    192/499      4.32G   0.008625   0.008423   0.003402         72        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    192/499      4.32G   0.008629   0.008412   0.003398         52        640:  84%|########3 | 141/168 [00:26<00:05,  5.36it/s]
    192/499      4.32G   0.008629   0.008412   0.003398         52        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    192/499      4.32G   0.008627    0.00842   0.003398         73        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    192/499      4.32G   0.008627    0.00842   0.003398         73        640:  85%|########5 | 143/168 [00:26<00:04,  5.30it/s]
    192/499      4.32G   0.008629   0.008403   0.003388         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    192/499      4.32G   0.008629   0.008403   0.003388         57        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    192/499      4.32G   0.008624   0.008397   0.003369         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.36it/s]
    192/499      4.32G   0.008624   0.008397   0.003369         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    192/499      4.32G   0.008618   0.008391   0.003374         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    192/499      4.32G   0.008618   0.008391   0.003374         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    192/499      4.32G   0.008621    0.00841    0.00337         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    192/499      4.32G   0.008621    0.00841    0.00337         75        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    192/499      4.32G    0.00862   0.008405   0.003366         68        640:  88%|########7 | 147/168 [00:27<00:03,  5.37it/s]
    192/499      4.32G    0.00862   0.008405   0.003366         68        640:  88%|########8 | 148/168 [00:27<00:03,  5.21it/s]
    192/499      4.32G   0.008621   0.008404   0.003365         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    192/499      4.32G   0.008621   0.008404   0.003365         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    192/499      4.32G   0.008611   0.008397   0.003372         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    192/499      4.32G   0.008611   0.008397   0.003372         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    192/499      4.32G   0.008608   0.008403   0.003369         85        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    192/499      4.32G   0.008608   0.008403   0.003369         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    192/499      4.32G   0.008604   0.008388   0.003365         56        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    192/499      4.32G   0.008604   0.008388   0.003365         56        640:  90%|######### | 152/168 [00:28<00:03,  5.22it/s]
    192/499      4.32G   0.008597   0.008391   0.003385         77        640:  90%|######### | 152/168 [00:28<00:03,  5.22it/s]
    192/499      4.32G   0.008597   0.008391   0.003385         77        640:  91%|#########1| 153/168 [00:28<00:02,  5.33it/s]
    192/499      4.32G   0.008595   0.008386     0.0034         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    192/499      4.32G   0.008595   0.008386     0.0034         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    192/499      4.32G   0.008597   0.008382   0.003394         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    192/499      4.32G   0.008597   0.008382   0.003394         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    192/499      4.32G   0.008608   0.008387   0.003387         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    192/499      4.32G   0.008608   0.008387   0.003387         80        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    192/499      4.32G   0.008613   0.008395   0.003387         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.35it/s]
    192/499      4.32G   0.008613   0.008395   0.003387         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    192/499      4.32G   0.008616   0.008392   0.003392         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    192/499      4.32G   0.008616   0.008392   0.003392         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    192/499      4.32G   0.008608   0.008397   0.003398         59        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    192/499      4.32G   0.008608   0.008397   0.003398         59        640:  95%|#########4| 159/168 [00:29<00:01,  5.39it/s]
    192/499      4.32G   0.008603   0.008408   0.003411         88        640:  95%|#########4| 159/168 [00:30<00:01,  5.39it/s]
    192/499      4.32G   0.008603   0.008408   0.003411         88        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    192/499      4.32G     0.0086    0.00841   0.003415         85        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    192/499      4.32G     0.0086    0.00841   0.003415         85        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    192/499      4.32G   0.008607   0.008398    0.00342         56        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    192/499      4.32G   0.008607   0.008398    0.00342         56        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    192/499      4.32G   0.008602   0.008391   0.003426         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.38it/s]
    192/499      4.32G   0.008602   0.008391   0.003426         66        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    192/499      4.32G   0.008598    0.00838   0.003432         56        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    192/499      4.32G   0.008598    0.00838   0.003432         56        640:  98%|#########7| 164/168 [00:30<00:00,  5.33it/s]
    192/499      4.32G   0.008593   0.008385   0.003444         84        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    192/499      4.32G   0.008593   0.008385   0.003444         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
    192/499      4.32G   0.008594   0.008393   0.003445         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
    192/499      4.32G   0.008594   0.008393   0.003445         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    192/499      4.32G   0.008588    0.00839   0.003435         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    192/499      4.32G   0.008588    0.00839   0.003435         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    192/499      4.32G    0.00859    0.00838   0.003451         24        640:  99%|#########9| 167/168 [00:31<00:00,  5.33it/s]
    192/499      4.32G    0.00859    0.00838   0.003451         24        640: 100%|##########| 168/168 [00:31<00:00,  5.47it/s]
    192/499      4.32G    0.00859    0.00838   0.003451         24        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.836      0.825      0.865      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    193/499      4.32G   0.008156   0.005766    0.00305         48        640:   0%|          | 0/168 [00:00<?, ?it/s]
    193/499      4.32G   0.008156   0.005766    0.00305         48        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    193/499      4.32G   0.008596   0.006792   0.002706         61        640:   1%|          | 1/168 [00:00<00:33,  5.01it/s]
    193/499      4.32G   0.008596   0.006792   0.002706         61        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    193/499      4.32G   0.008867   0.007584   0.002779         67        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    193/499      4.32G   0.008867   0.007584   0.002779         67        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    193/499      4.32G   0.008879   0.008031   0.003426         79        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    193/499      4.32G   0.008879   0.008031   0.003426         79        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    193/499      4.32G    0.00902   0.007811   0.003489         70        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    193/499      4.32G    0.00902   0.007811   0.003489         70        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    193/499      4.32G   0.008867   0.007778   0.003458         71        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    193/499      4.32G   0.008867   0.007778   0.003458         71        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    193/499      4.32G   0.008786    0.00768   0.003361         62        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    193/499      4.32G   0.008786    0.00768   0.003361         62        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    193/499      4.32G   0.008795   0.007908   0.003039         62        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    193/499      4.32G   0.008795   0.007908   0.003039         62        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    193/499      4.32G   0.008757   0.007848   0.003105         65        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    193/499      4.32G   0.008757   0.007848   0.003105         65        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    193/499      4.32G   0.008782   0.007822   0.003101         70        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    193/499      4.32G   0.008782   0.007822   0.003101         70        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    193/499      4.32G   0.008765   0.007704   0.003209         60        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    193/499      4.32G   0.008765   0.007704   0.003209         60        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    193/499      4.32G   0.008682    0.00772   0.003168         67        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    193/499      4.32G   0.008682    0.00772   0.003168         67        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    193/499      4.32G   0.008625   0.007659   0.002988         68        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    193/499      4.32G   0.008625   0.007659   0.002988         68        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    193/499      4.32G   0.008608   0.007605   0.003068         56        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    193/499      4.32G   0.008608   0.007605   0.003068         56        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    193/499      4.32G     0.0085   0.007565   0.003113         65        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    193/499      4.32G     0.0085   0.007565   0.003113         65        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    193/499      4.32G   0.008427    0.00763   0.003109         62        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    193/499      4.32G   0.008427    0.00763   0.003109         62        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    193/499      4.32G    0.00846    0.00766   0.003187         72        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    193/499      4.32G    0.00846    0.00766   0.003187         72        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    193/499      4.32G   0.008484   0.007816   0.003101         80        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    193/499      4.32G   0.008484   0.007816   0.003101         80        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    193/499      4.32G   0.008644   0.007819   0.003061         65        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    193/499      4.32G   0.008644   0.007819   0.003061         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    193/499      4.32G   0.008635   0.007775   0.002996         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    193/499      4.32G   0.008635   0.007775   0.002996         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    193/499      4.32G    0.00865   0.007673   0.003243         54        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    193/499      4.32G    0.00865   0.007673   0.003243         54        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    193/499      4.32G    0.00864   0.007695   0.003165         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    193/499      4.32G    0.00864   0.007695   0.003165         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    193/499      4.32G   0.008656   0.007628   0.003229         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    193/499      4.32G   0.008656   0.007628   0.003229         68        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    193/499      4.32G   0.008695   0.007701   0.003172         59        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    193/499      4.32G   0.008695   0.007701   0.003172         59        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    193/499      4.32G   0.008704   0.007672   0.003098         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    193/499      4.32G   0.008704   0.007672   0.003098         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    193/499      4.32G   0.008704   0.007727    0.00319         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    193/499      4.32G   0.008704   0.007727    0.00319         76        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    193/499      4.32G   0.008654   0.007703   0.003203         65        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    193/499      4.32G   0.008654   0.007703   0.003203         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    193/499      4.32G   0.008614   0.007724   0.003247         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    193/499      4.32G   0.008614   0.007724   0.003247         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    193/499      4.32G   0.008691   0.007768   0.003217         64        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    193/499      4.32G   0.008691   0.007768   0.003217         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    193/499      4.32G   0.008691   0.007741   0.003225         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    193/499      4.32G   0.008691   0.007741   0.003225         56        640:  18%|#7        | 30/168 [00:05<00:25,  5.41it/s]
    193/499      4.32G   0.008713   0.007725   0.003145         55        640:  18%|#7        | 30/168 [00:05<00:25,  5.41it/s]
    193/499      4.32G   0.008713   0.007725   0.003145         55        640:  18%|#8        | 31/168 [00:05<00:26,  5.25it/s]
    193/499      4.32G   0.008713   0.007813   0.003175        100        640:  18%|#8        | 31/168 [00:06<00:26,  5.25it/s]
    193/499      4.32G   0.008713   0.007813   0.003175        100        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    193/499      4.32G   0.008699   0.007783   0.003145         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    193/499      4.32G   0.008699   0.007783   0.003145         62        640:  20%|#9        | 33/168 [00:06<00:24,  5.41it/s]
    193/499      4.32G   0.008675   0.007797   0.003099         74        640:  20%|#9        | 33/168 [00:06<00:24,  5.41it/s]
    193/499      4.32G   0.008675   0.007797   0.003099         74        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
    193/499      4.32G   0.008669   0.007874   0.003125         73        640:  20%|##        | 34/168 [00:06<00:25,  5.27it/s]
    193/499      4.32G   0.008669   0.007874   0.003125         73        640:  21%|##        | 35/168 [00:06<00:24,  5.37it/s]
    193/499      4.32G   0.008646   0.007886   0.003109         76        640:  21%|##        | 35/168 [00:06<00:24,  5.37it/s]
    193/499      4.32G   0.008646   0.007886   0.003109         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.43it/s]
    193/499      4.32G   0.008606   0.007832   0.003132         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.43it/s]
    193/499      4.32G   0.008606   0.007832   0.003132         67        640:  22%|##2       | 37/168 [00:06<00:24,  5.29it/s]
    193/499      4.32G   0.008583   0.007861   0.003131         67        640:  22%|##2       | 37/168 [00:07<00:24,  5.29it/s]
    193/499      4.32G   0.008583   0.007861   0.003131         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.37it/s]
    193/499      4.32G   0.008581   0.007905   0.003107         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.37it/s]
    193/499      4.32G   0.008581   0.007905   0.003107         65        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    193/499      4.32G   0.008586   0.007911   0.003055         64        640:  23%|##3       | 39/168 [00:07<00:23,  5.42it/s]
    193/499      4.32G   0.008586   0.007911   0.003055         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.28it/s]
    193/499      4.32G   0.008615   0.007875   0.003003         51        640:  24%|##3       | 40/168 [00:07<00:24,  5.28it/s]
    193/499      4.32G   0.008615   0.007875   0.003003         51        640:  24%|##4       | 41/168 [00:07<00:23,  5.36it/s]
    193/499      4.32G   0.008607   0.007908   0.002966         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.36it/s]
    193/499      4.32G   0.008607   0.007908   0.002966         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.40it/s]
    193/499      4.32G   0.008631   0.007924    0.00294         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.40it/s]
    193/499      4.32G   0.008631   0.007924    0.00294         59        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    193/499      4.32G   0.008683   0.007903   0.003001         56        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    193/499      4.32G   0.008683   0.007903   0.003001         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    193/499      4.32G   0.008713   0.007951    0.00296         76        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    193/499      4.32G   0.008713   0.007951    0.00296         76        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    193/499      4.32G   0.008702   0.007943   0.002936         67        640:  27%|##6       | 45/168 [00:08<00:22,  5.41it/s]
    193/499      4.32G   0.008702   0.007943   0.002936         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.27it/s]
    193/499      4.32G   0.008708   0.007914   0.002957         57        640:  27%|##7       | 46/168 [00:08<00:23,  5.27it/s]
    193/499      4.32G   0.008708   0.007914   0.002957         57        640:  28%|##7       | 47/168 [00:08<00:22,  5.35it/s]
    193/499      4.32G   0.008694   0.007929    0.00291         77        640:  28%|##7       | 47/168 [00:09<00:22,  5.35it/s]
    193/499      4.32G   0.008694   0.007929    0.00291         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    193/499      4.32G   0.008691   0.007962   0.002875         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.42it/s]
    193/499      4.32G   0.008691   0.007962   0.002875         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.28it/s]
    193/499      4.32G   0.008721   0.007996   0.002895         77        640:  29%|##9       | 49/168 [00:09<00:22,  5.28it/s]
    193/499      4.32G   0.008721   0.007996   0.002895         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
    193/499      4.32G   0.008712   0.007994     0.0029         51        640:  30%|##9       | 50/168 [00:09<00:22,  5.33it/s]
    193/499      4.32G   0.008712   0.007994     0.0029         51        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    193/499      4.32G    0.00877   0.008058   0.002945         80        640:  30%|###       | 51/168 [00:09<00:21,  5.41it/s]
    193/499      4.32G    0.00877   0.008058   0.002945         80        640:  31%|###       | 52/168 [00:09<00:21,  5.29it/s]
    193/499      4.32G   0.008735   0.008038   0.002967         73        640:  31%|###       | 52/168 [00:09<00:21,  5.29it/s]
    193/499      4.32G   0.008735   0.008038   0.002967         73        640:  32%|###1      | 53/168 [00:09<00:21,  5.38it/s]
    193/499      4.32G   0.008741   0.008017   0.002932         51        640:  32%|###1      | 53/168 [00:10<00:21,  5.38it/s]
    193/499      4.32G   0.008741   0.008017   0.002932         51        640:  32%|###2      | 54/168 [00:10<00:21,  5.42it/s]
    193/499      4.32G   0.008718   0.007998    0.00291         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.42it/s]
    193/499      4.32G   0.008718   0.007998    0.00291         54        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    193/499      4.32G   0.008704   0.007985   0.002982         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.25it/s]
    193/499      4.32G   0.008704   0.007985   0.002982         67        640:  33%|###3      | 56/168 [00:10<00:20,  5.36it/s]
    193/499      4.32G   0.008686   0.007983   0.002959         68        640:  33%|###3      | 56/168 [00:10<00:20,  5.36it/s]
    193/499      4.32G   0.008686   0.007983   0.002959         68        640:  34%|###3      | 57/168 [00:10<00:20,  5.41it/s]
    193/499      4.32G   0.008671   0.007992   0.002965         80        640:  34%|###3      | 57/168 [00:10<00:20,  5.41it/s]
    193/499      4.32G   0.008671   0.007992   0.002965         80        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
    193/499      4.32G   0.008646   0.007971   0.002971         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    193/499      4.32G   0.008646   0.007971   0.002971         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    193/499      4.32G   0.008631   0.007974   0.002977         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    193/499      4.32G   0.008631   0.007974   0.002977         72        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    193/499      4.32G    0.00862   0.008004   0.002964         85        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    193/499      4.32G    0.00862   0.008004   0.002964         85        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    193/499      4.32G   0.008615   0.008044   0.002941         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    193/499      4.32G   0.008615   0.008044   0.002941         79        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
    193/499      4.32G   0.008637   0.008066   0.002956         84        640:  37%|###6      | 62/168 [00:11<00:19,  5.34it/s]
    193/499      4.32G   0.008637   0.008066   0.002956         84        640:  38%|###7      | 63/168 [00:11<00:19,  5.29it/s]
    193/499      4.32G   0.008645   0.008058   0.002928         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.29it/s]
    193/499      4.32G   0.008645   0.008058   0.002928         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    193/499      4.32G   0.008631   0.008097   0.002916         87        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    193/499      4.32G   0.008631   0.008097   0.002916         87        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    193/499      4.32G   0.008655   0.008071    0.00293         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    193/499      4.32G   0.008655   0.008071    0.00293         57        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    193/499      4.32G   0.008649   0.008074    0.00294         70        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    193/499      4.32G   0.008649   0.008074    0.00294         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    193/499      4.32G   0.008659   0.008081   0.002917         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    193/499      4.32G   0.008659   0.008081   0.002917         65        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
    193/499      4.32G   0.008644   0.008085   0.002903         79        640:  40%|####      | 68/168 [00:12<00:19,  5.26it/s]
    193/499      4.32G   0.008644   0.008085   0.002903         79        640:  41%|####1     | 69/168 [00:12<00:18,  5.33it/s]
    193/499      4.32G   0.008622   0.008058   0.002912         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    193/499      4.32G   0.008622   0.008058   0.002912         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    193/499      4.32G   0.008608   0.008073   0.002908         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    193/499      4.32G   0.008608   0.008073   0.002908         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    193/499      4.32G   0.008611   0.008052    0.00288         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    193/499      4.32G   0.008611   0.008052    0.00288         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    193/499      4.32G   0.008608   0.008046   0.002874         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    193/499      4.32G   0.008608   0.008046   0.002874         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    193/499      4.32G   0.008611   0.008043   0.002861         67        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    193/499      4.32G   0.008611   0.008043   0.002861         67        640:  44%|####4     | 74/168 [00:13<00:17,  5.30it/s]
    193/499      4.32G   0.008627   0.008038   0.002842         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    193/499      4.32G   0.008627   0.008038   0.002842         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    193/499      4.32G     0.0086   0.008024   0.002854         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    193/499      4.32G     0.0086   0.008024   0.002854         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    193/499      4.32G   0.008625   0.008017   0.002867         59        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    193/499      4.32G   0.008625   0.008017   0.002867         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    193/499      4.32G   0.008647    0.00799   0.002911         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    193/499      4.32G   0.008647    0.00799   0.002911         54        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    193/499      4.32G   0.008655   0.007994   0.002888         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    193/499      4.32G   0.008655   0.007994   0.002888         62        640:  47%|####7     | 79/168 [00:14<00:16,  5.25it/s]
    193/499      4.32G   0.008646   0.008021   0.002882         87        640:  47%|####7     | 79/168 [00:15<00:16,  5.25it/s]
    193/499      4.32G   0.008646   0.008021   0.002882         87        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    193/499      4.32G   0.008636   0.008011   0.002855         62        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    193/499      4.32G   0.008636   0.008011   0.002855         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.42it/s]
    193/499      4.32G   0.008633   0.008015   0.002868         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.42it/s]
    193/499      4.32G   0.008633   0.008015   0.002868         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.29it/s]
    193/499      4.32G   0.008637   0.008036   0.002849         93        640:  49%|####8     | 82/168 [00:15<00:16,  5.29it/s]
    193/499      4.32G   0.008637   0.008036   0.002849         93        640:  49%|####9     | 83/168 [00:15<00:15,  5.37it/s]
    193/499      4.32G   0.008629   0.008025   0.002869         58        640:  49%|####9     | 83/168 [00:15<00:15,  5.37it/s]
    193/499      4.32G   0.008629   0.008025   0.002869         58        640:  50%|#####     | 84/168 [00:15<00:15,  5.44it/s]
    193/499      4.32G   0.008622   0.008024   0.002868         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.44it/s]
    193/499      4.32G   0.008622   0.008024   0.002868         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.29it/s]
    193/499      4.32G   0.008615   0.008009   0.002907         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.29it/s]
    193/499      4.32G   0.008615   0.008009   0.002907         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    193/499      4.32G   0.008599   0.008005    0.00292         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    193/499      4.32G   0.008599   0.008005    0.00292         68        640:  52%|#####1    | 87/168 [00:16<00:14,  5.41it/s]
    193/499      4.32G   0.008577   0.008005   0.002902         56        640:  52%|#####1    | 87/168 [00:16<00:14,  5.41it/s]
    193/499      4.32G   0.008577   0.008005   0.002902         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.28it/s]
    193/499      4.32G   0.008571   0.007988   0.002898         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.28it/s]
    193/499      4.32G   0.008571   0.007988   0.002898         57        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    193/499      4.32G    0.00855    0.00799   0.002881         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    193/499      4.32G    0.00855    0.00799   0.002881         70        640:  54%|#####3    | 90/168 [00:16<00:14,  5.38it/s]
    193/499      4.32G   0.008548   0.007991   0.002873         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    193/499      4.32G   0.008548   0.007991   0.002873         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    193/499      4.32G   0.008544   0.007986   0.002871         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.26it/s]
    193/499      4.32G   0.008544   0.007986   0.002871         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    193/499      4.32G   0.008536   0.007969   0.002894         66        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    193/499      4.32G   0.008536   0.007969   0.002894         66        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    193/499      4.32G   0.008532   0.007948   0.002889         55        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    193/499      4.32G   0.008532   0.007948   0.002889         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
    193/499      4.32G   0.008527   0.007933   0.002886         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
    193/499      4.32G   0.008527   0.007933   0.002886         72        640:  57%|#####6    | 95/168 [00:17<00:13,  5.35it/s]
    193/499      4.32G   0.008533   0.007947   0.002861         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.35it/s]
    193/499      4.32G   0.008533   0.007947   0.002861         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    193/499      4.32G   0.008528   0.007928   0.002877         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    193/499      4.32G   0.008528   0.007928   0.002877         60        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    193/499      4.32G   0.008529   0.007915   0.002865         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.26it/s]
    193/499      4.32G   0.008529   0.007915   0.002865         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.35it/s]
    193/499      4.32G   0.008525   0.007926   0.002861         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.35it/s]
    193/499      4.32G   0.008525   0.007926   0.002861         78        640:  59%|#####8    | 99/168 [00:18<00:12,  5.44it/s]
    193/499      4.32G   0.008524   0.007959   0.002866         95        640:  59%|#####8    | 99/168 [00:18<00:12,  5.44it/s]
    193/499      4.32G   0.008524   0.007959   0.002866         95        640:  60%|#####9    | 100/168 [00:18<00:12,  5.27it/s]
    193/499      4.32G   0.008519    0.00797   0.002856         77        640:  60%|#####9    | 100/168 [00:19<00:12,  5.27it/s]
    193/499      4.32G   0.008519    0.00797   0.002856         77        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    193/499      4.32G   0.008512   0.007967    0.00287         58        640:  60%|######    | 101/168 [00:19<00:12,  5.34it/s]
    193/499      4.32G   0.008512   0.007967    0.00287         58        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    193/499      4.32G   0.008515    0.00798   0.002857         74        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    193/499      4.32G   0.008515    0.00798   0.002857         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.26it/s]
    193/499      4.32G   0.008501   0.007981   0.002858         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.26it/s]
    193/499      4.32G   0.008501   0.007981   0.002858         67        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    193/499      4.32G   0.008498   0.007989   0.002858         81        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    193/499      4.32G   0.008498   0.007989   0.002858         81        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    193/499      4.32G   0.008507    0.00801   0.002876         78        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    193/499      4.32G   0.008507    0.00801   0.002876         78        640:  63%|######3   | 106/168 [00:19<00:11,  5.19it/s]
    193/499      4.32G    0.00851   0.007988   0.002885         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    193/499      4.32G    0.00851   0.007988   0.002885         58        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    193/499      4.32G   0.008511   0.007982   0.002868         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    193/499      4.32G   0.008511   0.007982   0.002868         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    193/499      4.32G   0.008497   0.007968   0.002887         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    193/499      4.32G   0.008497   0.007968   0.002887         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    193/499      4.32G   0.008486   0.007961   0.002926         65        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    193/499      4.32G   0.008486   0.007961   0.002926         65        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    193/499      4.32G   0.008484   0.007952   0.002921         58        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    193/499      4.32G   0.008484   0.007952   0.002921         58        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    193/499      4.32G   0.008472    0.00795   0.002935         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    193/499      4.32G   0.008472    0.00795   0.002935         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    193/499      4.32G   0.008466   0.007951   0.002947         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    193/499      4.32G   0.008466   0.007951   0.002947         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    193/499      4.32G   0.008459   0.007952   0.002985         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    193/499      4.32G   0.008459   0.007952   0.002985         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    193/499      4.32G   0.008463   0.007972   0.002991         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    193/499      4.32G   0.008463   0.007972   0.002991         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    193/499      4.32G   0.008452   0.007962   0.003007         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    193/499      4.32G   0.008452   0.007962   0.003007         77        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    193/499      4.32G   0.008444   0.007967   0.003006         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    193/499      4.32G   0.008444   0.007967   0.003006         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    193/499      4.32G    0.00844   0.007963   0.003003         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    193/499      4.32G    0.00844   0.007963   0.003003         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    193/499      4.32G    0.00845   0.007952    0.00302         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    193/499      4.32G    0.00845   0.007952    0.00302         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    193/499      4.32G   0.008448   0.007951    0.00304         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.32it/s]
    193/499      4.32G   0.008448   0.007951    0.00304         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    193/499      4.32G   0.008455   0.007963   0.003069         71        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    193/499      4.32G   0.008455   0.007963   0.003069         71        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
    193/499      4.32G   0.008442   0.007955   0.003076         66        640:  72%|#######2  | 121/168 [00:22<00:08,  5.26it/s]
    193/499      4.32G   0.008442   0.007955   0.003076         66        640:  73%|#######2  | 122/168 [00:22<00:08,  5.32it/s]
    193/499      4.32G    0.00844   0.007976   0.003082         92        640:  73%|#######2  | 122/168 [00:23<00:08,  5.32it/s]
    193/499      4.32G    0.00844   0.007976   0.003082         92        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    193/499      4.32G   0.008443   0.007971   0.003095         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.38it/s]
    193/499      4.32G   0.008443   0.007971   0.003095         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.27it/s]
    193/499      4.32G   0.008455   0.007972   0.003094         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.27it/s]
    193/499      4.32G   0.008455   0.007972   0.003094         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.36it/s]
    193/499      4.32G   0.008464   0.007983   0.003089         81        640:  74%|#######4  | 125/168 [00:23<00:08,  5.36it/s]
    193/499      4.32G   0.008464   0.007983   0.003089         81        640:  75%|#######5  | 126/168 [00:23<00:07,  5.43it/s]
    193/499      4.32G   0.008463   0.007974   0.003087         67        640:  75%|#######5  | 126/168 [00:23<00:07,  5.43it/s]
    193/499      4.32G   0.008463   0.007974   0.003087         67        640:  76%|#######5  | 127/168 [00:23<00:07,  5.29it/s]
    193/499      4.32G   0.008461   0.007966   0.003097         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.29it/s]
    193/499      4.32G   0.008461   0.007966   0.003097         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.38it/s]
    193/499      4.32G   0.008455    0.00796   0.003111         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.38it/s]
    193/499      4.32G   0.008455    0.00796   0.003111         75        640:  77%|#######6  | 129/168 [00:24<00:07,  5.44it/s]
    193/499      4.32G   0.008457   0.007966   0.003123         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.44it/s]
    193/499      4.32G   0.008457   0.007966   0.003123         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.30it/s]
    193/499      4.32G   0.008453   0.007974    0.00311         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.30it/s]
    193/499      4.32G   0.008453   0.007974    0.00311         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
    193/499      4.32G   0.008467   0.007985   0.003094         70        640:  78%|#######7  | 131/168 [00:24<00:06,  5.34it/s]
    193/499      4.32G   0.008467   0.007985   0.003094         70        640:  79%|#######8  | 132/168 [00:24<00:06,  5.41it/s]
    193/499      4.32G   0.008465   0.007988   0.003106         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.41it/s]
    193/499      4.32G   0.008465   0.007988   0.003106         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.27it/s]
    193/499      4.32G   0.008446    0.00797   0.003109         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.27it/s]
    193/499      4.32G   0.008446    0.00797   0.003109         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.34it/s]
    193/499      4.32G   0.008442   0.007976   0.003116         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.34it/s]
    193/499      4.32G   0.008442   0.007976   0.003116         67        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
    193/499      4.32G   0.008442   0.007972   0.003098         64        640:  80%|########  | 135/168 [00:25<00:06,  5.40it/s]
    193/499      4.32G   0.008442   0.007972   0.003098         64        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    193/499      4.32G   0.008452   0.007968   0.003099         66        640:  81%|########  | 136/168 [00:25<00:06,  5.25it/s]
    193/499      4.32G   0.008452   0.007968   0.003099         66        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    193/499      4.32G   0.008453    0.00796     0.0031         65        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    193/499      4.32G   0.008453    0.00796     0.0031         65        640:  82%|########2 | 138/168 [00:25<00:05,  5.37it/s]
    193/499      4.32G   0.008456   0.007958   0.003095         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    193/499      4.32G   0.008456   0.007958   0.003095         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    193/499      4.32G   0.008467   0.007968    0.00309         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    193/499      4.32G   0.008467   0.007968    0.00309         57        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    193/499      4.32G   0.008487   0.007987   0.003092         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    193/499      4.32G   0.008487   0.007987   0.003092         75        640:  84%|########3 | 141/168 [00:26<00:04,  5.40it/s]
    193/499      4.32G   0.008481   0.007992   0.003087         75        640:  84%|########3 | 141/168 [00:26<00:04,  5.40it/s]
    193/499      4.32G   0.008481   0.007992   0.003087         75        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    193/499      4.32G   0.008485   0.008001    0.00309         75        640:  85%|########4 | 142/168 [00:26<00:04,  5.26it/s]
    193/499      4.32G   0.008485   0.008001    0.00309         75        640:  85%|########5 | 143/168 [00:26<00:04,  5.35it/s]
    193/499      4.32G   0.008491    0.00801   0.003094         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.35it/s]
    193/499      4.32G   0.008491    0.00801   0.003094         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    193/499      4.32G   0.008487   0.007996   0.003091         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    193/499      4.32G   0.008487   0.007996   0.003091         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.09it/s]
    193/499      4.32G   0.008484   0.007996   0.003076         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.09it/s]
    193/499      4.32G   0.008484   0.007996   0.003076         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    193/499      4.32G   0.008496   0.008008   0.003073         73        640:  87%|########6 | 146/168 [00:27<00:04,  5.24it/s]
    193/499      4.32G   0.008496   0.008008   0.003073         73        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    193/499      4.32G   0.008497   0.008012   0.003067         78        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    193/499      4.32G   0.008497   0.008012   0.003067         78        640:  88%|########8 | 148/168 [00:27<00:03,  5.18it/s]
    193/499      4.32G   0.008494   0.008014   0.003087         85        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    193/499      4.32G   0.008494   0.008014   0.003087         85        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    193/499      4.32G   0.008491   0.008011   0.003077         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    193/499      4.32G   0.008491   0.008011   0.003077         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    193/499      4.32G   0.008488   0.008008   0.003074         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    193/499      4.32G   0.008488   0.008008   0.003074         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    193/499      4.32G    0.00849   0.008014   0.003082         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.21it/s]
    193/499      4.32G    0.00849   0.008014   0.003082         76        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    193/499      4.32G    0.00848   0.008003   0.003088         70        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    193/499      4.32G    0.00848   0.008003   0.003088         70        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
    193/499      4.32G   0.008485   0.007983   0.003111         47        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
    193/499      4.32G   0.008485   0.007983   0.003111         47        640:  92%|#########1| 154/168 [00:28<00:02,  5.23it/s]
    193/499      4.32G   0.008491   0.007978   0.003115         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.23it/s]
    193/499      4.32G   0.008491   0.007978   0.003115         55        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    193/499      4.32G   0.008496   0.007985   0.003119         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    193/499      4.32G   0.008496   0.007985   0.003119         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    193/499      4.32G   0.008491   0.007983   0.003123         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    193/499      4.32G   0.008491   0.007983   0.003123         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    193/499      4.32G   0.008489   0.008001   0.003124         76        640:  93%|#########3| 157/168 [00:29<00:02,  5.23it/s]
    193/499      4.32G   0.008489   0.008001   0.003124         76        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    193/499      4.32G   0.008486   0.008012   0.003149         82        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    193/499      4.32G   0.008486   0.008012   0.003149         82        640:  95%|#########4| 159/168 [00:29<00:01,  5.32it/s]
    193/499      4.32G   0.008483   0.008011   0.003142         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    193/499      4.32G   0.008483   0.008011   0.003142         73        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    193/499      4.32G   0.008482   0.008004   0.003138         51        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    193/499      4.32G   0.008482   0.008004   0.003138         51        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    193/499      4.32G   0.008486   0.008013   0.003128         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    193/499      4.32G   0.008486   0.008013   0.003128         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    193/499      4.32G   0.008482   0.008006   0.003127         71        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    193/499      4.32G   0.008482   0.008006   0.003127         71        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    193/499      4.32G   0.008498   0.008024   0.003135         74        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    193/499      4.32G   0.008498   0.008024   0.003135         74        640:  98%|#########7| 164/168 [00:30<00:00,  5.27it/s]
    193/499      4.32G   0.008503   0.008025   0.003134         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    193/499      4.32G   0.008503   0.008025   0.003134         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    193/499      4.32G    0.00851   0.008023   0.003128         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    193/499      4.32G    0.00851   0.008023   0.003128         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    193/499      4.32G    0.00852    0.00803   0.003135         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.19it/s]
    193/499      4.32G    0.00852    0.00803   0.003135         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    193/499      4.32G   0.008527   0.008028   0.003154         27        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    193/499      4.32G   0.008527   0.008028   0.003154         27        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    193/499      4.32G   0.008527   0.008028   0.003154         27        640: 100%|##########| 168/168 [00:31<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263      0.833      0.823      0.866      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    194/499      4.32G   0.007812   0.009911   0.002087         74        640:   0%|          | 0/168 [00:00<?, ?it/s]
    194/499      4.32G   0.007812   0.009911   0.002087         74        640:   1%|          | 1/168 [00:00<00:34,  4.79it/s]
    194/499      4.32G   0.009056    0.00928   0.002983         67        640:   1%|          | 1/168 [00:00<00:34,  4.79it/s]
    194/499      4.32G   0.009056    0.00928   0.002983         67        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    194/499      4.32G   0.009024   0.009114   0.004389         68        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    194/499      4.32G   0.009024   0.009114   0.004389         68        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    194/499      4.32G   0.008971   0.009179   0.005311         79        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    194/499      4.32G   0.008971   0.009179   0.005311         79        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    194/499      4.32G   0.009352   0.008873   0.005613         58        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    194/499      4.32G   0.009352   0.008873   0.005613         58        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
    194/499      4.32G   0.009071   0.008716   0.004932         65        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
    194/499      4.32G   0.009071   0.008716   0.004932         65        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    194/499      4.32G   0.008972   0.008614   0.004995         74        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    194/499      4.32G   0.008972   0.008614   0.004995         74        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    194/499      4.32G   0.008979   0.008661   0.004931         79        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    194/499      4.32G   0.008979   0.008661   0.004931         79        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    194/499      4.32G   0.008932   0.008484   0.004885         68        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    194/499      4.32G   0.008932   0.008484   0.004885         68        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    194/499      4.32G   0.008892   0.008517   0.004546         76        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    194/499      4.32G   0.008892   0.008517   0.004546         76        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    194/499      4.32G   0.008713   0.008508   0.004679         74        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    194/499      4.32G   0.008713   0.008508   0.004679         74        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    194/499      4.32G   0.008704   0.008591   0.004463         66        640:   7%|6         | 11/168 [00:02<00:29,  5.30it/s]
    194/499      4.32G   0.008704   0.008591   0.004463         66        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    194/499      4.32G   0.008708   0.008536   0.004293         59        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    194/499      4.32G   0.008708   0.008536   0.004293         59        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    194/499      4.32G    0.00875   0.008528   0.004097         61        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    194/499      4.32G    0.00875   0.008528   0.004097         61        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    194/499      4.32G   0.008714   0.008555   0.003952         68        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    194/499      4.32G   0.008714   0.008555   0.003952         68        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    194/499      4.32G   0.008745   0.008561   0.004001         80        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    194/499      4.32G   0.008745   0.008561   0.004001         80        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    194/499      4.32G   0.008755   0.008571   0.003894         73        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    194/499      4.32G   0.008755   0.008571   0.003894         73        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    194/499      4.32G   0.008805   0.008608   0.003978         52        640:  10%|#         | 17/168 [00:03<00:28,  5.33it/s]
    194/499      4.32G   0.008805   0.008608   0.003978         52        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    194/499      4.32G   0.008865   0.008553   0.003927         63        640:  11%|#         | 18/168 [00:03<00:27,  5.40it/s]
    194/499      4.32G   0.008865   0.008553   0.003927         63        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
    194/499      4.32G   0.008879   0.008604   0.003934         80        640:  11%|#1        | 19/168 [00:03<00:28,  5.26it/s]
    194/499      4.32G   0.008879   0.008604   0.003934         80        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
    194/499      4.32G   0.008922   0.008587   0.003853         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.35it/s]
    194/499      4.32G   0.008922   0.008587   0.003853         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.42it/s]
    194/499      4.32G   0.008997   0.008561   0.003817         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.42it/s]
    194/499      4.32G   0.008997   0.008561   0.003817         62        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    194/499      4.32G    0.00894   0.008539   0.003756         66        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    194/499      4.32G    0.00894   0.008539   0.003756         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    194/499      4.32G      0.009   0.008546   0.003822         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.33it/s]
    194/499      4.32G      0.009   0.008546   0.003822         70        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    194/499      4.32G   0.009039   0.008485   0.003772         50        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    194/499      4.32G   0.009039   0.008485   0.003772         50        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    194/499      4.32G   0.008996   0.008437   0.003695         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    194/499      4.32G   0.008996   0.008437   0.003695         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    194/499      4.32G   0.008936   0.008431   0.003668         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    194/499      4.32G   0.008936   0.008431   0.003668         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    194/499      4.32G   0.008927   0.008463   0.003581         75        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    194/499      4.32G   0.008927   0.008463   0.003581         75        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    194/499      4.32G   0.008907    0.00846   0.003552         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    194/499      4.32G   0.008907    0.00846   0.003552         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    194/499      4.32G   0.008937   0.008369   0.003752         46        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    194/499      4.32G   0.008937   0.008369   0.003752         46        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
    194/499      4.32G   0.008923   0.008338   0.003705         72        640:  18%|#7        | 30/168 [00:05<00:25,  5.38it/s]
    194/499      4.32G   0.008923   0.008338   0.003705         72        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    194/499      4.32G   0.008927   0.008414    0.00374         81        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    194/499      4.32G   0.008927   0.008414    0.00374         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    194/499      4.32G   0.008937   0.008451   0.003654         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    194/499      4.32G   0.008937   0.008451   0.003654         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    194/499      4.32G   0.008894   0.008488   0.003646         72        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    194/499      4.32G   0.008894   0.008488   0.003646         72        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    194/499      4.32G     0.0089    0.00843     0.0036         47        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    194/499      4.32G     0.0089    0.00843     0.0036         47        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    194/499      4.32G    0.00891   0.008444   0.003549         73        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    194/499      4.32G    0.00891   0.008444   0.003549         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    194/499      4.32G     0.0089   0.008474   0.003567         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.38it/s]
    194/499      4.32G     0.0089   0.008474   0.003567         66        640:  22%|##2       | 37/168 [00:06<00:25,  5.23it/s]
    194/499      4.32G   0.008907   0.008469   0.003528         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    194/499      4.32G   0.008907   0.008469   0.003528         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    194/499      4.32G   0.008919   0.008479   0.003513         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    194/499      4.32G   0.008919   0.008479   0.003513         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    194/499      4.32G   0.008926    0.00852   0.003557         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.37it/s]
    194/499      4.32G   0.008926    0.00852   0.003557         72        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    194/499      4.32G   0.008875   0.008471   0.003523         57        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    194/499      4.32G   0.008875   0.008471   0.003523         57        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    194/499      4.32G   0.008866   0.008491   0.003478         78        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    194/499      4.32G   0.008866   0.008491   0.003478         78        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    194/499      4.32G   0.008857   0.008499   0.003525         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    194/499      4.32G   0.008857   0.008499   0.003525         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    194/499      4.32G   0.008911   0.008521    0.00349         64        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    194/499      4.32G   0.008911   0.008521    0.00349         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    194/499      4.32G   0.008873   0.008515   0.003526         84        640:  26%|##6       | 44/168 [00:08<00:23,  5.33it/s]
    194/499      4.32G   0.008873   0.008515   0.003526         84        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
    194/499      4.32G   0.008927    0.00851   0.003539         60        640:  27%|##6       | 45/168 [00:08<00:22,  5.39it/s]
    194/499      4.32G   0.008927    0.00851   0.003539         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    194/499      4.32G   0.008955   0.008476   0.003539         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    194/499      4.32G   0.008955   0.008476   0.003539         53        640:  28%|##7       | 47/168 [00:08<00:22,  5.34it/s]
    194/499      4.32G   0.008956   0.008443    0.00352         73        640:  28%|##7       | 47/168 [00:09<00:22,  5.34it/s]
    194/499      4.32G   0.008956   0.008443    0.00352         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    194/499      4.32G   0.008959   0.008463   0.003531         86        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    194/499      4.32G   0.008959   0.008463   0.003531         86        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    194/499      4.32G   0.008987    0.00847   0.003513         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.26it/s]
    194/499      4.32G   0.008987    0.00847   0.003513         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    194/499      4.32G   0.008972    0.00848   0.003512         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.34it/s]
    194/499      4.32G   0.008972    0.00848   0.003512         79        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    194/499      4.32G   0.008986   0.008488   0.003466         71        640:  30%|###       | 51/168 [00:09<00:21,  5.40it/s]
    194/499      4.32G   0.008986   0.008488   0.003466         71        640:  31%|###       | 52/168 [00:09<00:22,  5.27it/s]
    194/499      4.32G   0.008982   0.008458   0.003434         61        640:  31%|###       | 52/168 [00:09<00:22,  5.27it/s]
    194/499      4.32G   0.008982   0.008458   0.003434         61        640:  32%|###1      | 53/168 [00:09<00:21,  5.32it/s]
    194/499      4.32G   0.008962   0.008448   0.003393         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.32it/s]
    194/499      4.32G   0.008962   0.008448   0.003393         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    194/499      4.32G   0.008964   0.008457   0.003379         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    194/499      4.32G   0.008964   0.008457   0.003379         73        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    194/499      4.32G   0.008975   0.008455   0.003353         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    194/499      4.32G   0.008975   0.008455   0.003353         71        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    194/499      4.32G    0.00899   0.008483   0.003332         86        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    194/499      4.32G    0.00899   0.008483   0.003332         86        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    194/499      4.32G   0.008984   0.008492   0.003316         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    194/499      4.32G   0.008984   0.008492   0.003316         66        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
    194/499      4.32G   0.008965   0.008508     0.0033         91        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    194/499      4.32G   0.008965   0.008508     0.0033         91        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    194/499      4.32G   0.008972   0.008512   0.003274         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    194/499      4.32G   0.008972   0.008512   0.003274         69        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    194/499      4.32G    0.00895   0.008477   0.003288         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    194/499      4.32G    0.00895   0.008477   0.003288         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    194/499      4.32G    0.00896    0.00844   0.003337         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    194/499      4.32G    0.00896    0.00844   0.003337         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    194/499      4.32G   0.008945   0.008429   0.003362         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    194/499      4.32G   0.008945   0.008429   0.003362         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
    194/499      4.32G   0.008939   0.008426    0.00335         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
    194/499      4.32G   0.008939   0.008426    0.00335         66        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    194/499      4.32G   0.008922   0.008424   0.003356         86        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    194/499      4.32G   0.008922   0.008424   0.003356         86        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    194/499      4.32G   0.008924   0.008406    0.00333         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    194/499      4.32G   0.008924   0.008406    0.00333         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    194/499      4.32G   0.008905   0.008394   0.003305         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    194/499      4.32G   0.008905   0.008394   0.003305         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    194/499      4.32G   0.008898   0.008411   0.003293         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    194/499      4.32G   0.008898   0.008411   0.003293         75        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    194/499      4.32G   0.008928   0.008431   0.003306         79        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    194/499      4.32G   0.008928   0.008431   0.003306         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    194/499      4.32G   0.008924   0.008411   0.003279         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.35it/s]
    194/499      4.32G   0.008924   0.008411   0.003279         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    194/499      4.32G   0.008909    0.00841   0.003269         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.22it/s]
    194/499      4.32G   0.008909    0.00841   0.003269         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    194/499      4.32G   0.008903   0.008385   0.003268         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    194/499      4.32G   0.008903   0.008385   0.003268         56        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    194/499      4.32G   0.008898   0.008377   0.003264         71        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    194/499      4.32G   0.008898   0.008377   0.003264         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    194/499      4.32G   0.008886   0.008378   0.003281         59        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    194/499      4.32G   0.008886   0.008378   0.003281         59        640:  44%|####4     | 74/168 [00:13<00:17,  5.31it/s]
    194/499      4.32G   0.008876   0.008359   0.003258         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    194/499      4.32G   0.008876   0.008359   0.003258         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    194/499      4.32G   0.008858   0.008347   0.003261         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    194/499      4.32G   0.008858   0.008347   0.003261         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    194/499      4.32G   0.008845   0.008333     0.0033         62        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    194/499      4.32G   0.008845   0.008333     0.0033         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    194/499      4.32G   0.008842   0.008319   0.003282         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    194/499      4.32G   0.008842   0.008319   0.003282         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    194/499      4.32G   0.008835   0.008337   0.003286         80        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    194/499      4.32G   0.008835   0.008337   0.003286         80        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    194/499      4.32G   0.008859   0.008365   0.003313         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    194/499      4.32G   0.008859   0.008365   0.003313         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    194/499      4.32G   0.008869   0.008374   0.003324         80        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    194/499      4.32G   0.008869   0.008374   0.003324         80        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    194/499      4.32G   0.008871   0.008386   0.003328         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    194/499      4.32G   0.008871   0.008386   0.003328         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    194/499      4.32G   0.008898   0.008396    0.00334         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    194/499      4.32G   0.008898   0.008396    0.00334         67        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    194/499      4.32G   0.008913   0.008384   0.003331         57        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    194/499      4.32G   0.008913   0.008384   0.003331         57        640:  50%|#####     | 84/168 [00:15<00:15,  5.39it/s]
    194/499      4.32G     0.0089   0.008386   0.003322         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.39it/s]
    194/499      4.32G     0.0089   0.008386   0.003322         70        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    194/499      4.32G   0.008899    0.00837   0.003311         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.24it/s]
    194/499      4.32G   0.008899    0.00837   0.003311         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    194/499      4.32G   0.008899   0.008374   0.003298         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    194/499      4.32G   0.008899   0.008374   0.003298         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.40it/s]
    194/499      4.32G   0.008896   0.008377   0.003294         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.40it/s]
    194/499      4.32G   0.008896   0.008377   0.003294         75        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    194/499      4.32G   0.008898   0.008392    0.00329         84        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    194/499      4.32G   0.008898   0.008392    0.00329         84        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    194/499      4.32G   0.008883   0.008381    0.00328         72        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    194/499      4.32G   0.008883   0.008381    0.00328         72        640:  54%|#####3    | 90/168 [00:16<00:14,  5.34it/s]
    194/499      4.32G   0.008867   0.008368   0.003265         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    194/499      4.32G   0.008867   0.008368   0.003265         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    194/499      4.32G   0.008863   0.008385   0.003264         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    194/499      4.32G   0.008863   0.008385   0.003264         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    194/499      4.32G   0.008865   0.008395   0.003233         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    194/499      4.32G   0.008865   0.008395   0.003233         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
    194/499      4.32G   0.008846   0.008384   0.003238         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.28it/s]
    194/499      4.32G   0.008846   0.008384   0.003238         69        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    194/499      4.32G   0.008844   0.008381   0.003259         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    194/499      4.32G   0.008844   0.008381   0.003259         71        640:  57%|#####6    | 95/168 [00:17<00:13,  5.27it/s]
    194/499      4.32G   0.008838    0.00837   0.003256         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    194/499      4.32G   0.008838    0.00837   0.003256         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    194/499      4.32G   0.008845   0.008372   0.003257         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    194/499      4.32G   0.008845   0.008372   0.003257         61        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    194/499      4.32G   0.008844   0.008377   0.003244         83        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    194/499      4.32G   0.008844   0.008377   0.003244         83        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    194/499      4.32G   0.008844   0.008366   0.003234         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    194/499      4.32G   0.008844   0.008366   0.003234         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
    194/499      4.32G   0.008849   0.008393   0.003229         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.40it/s]
    194/499      4.32G   0.008849   0.008393   0.003229         67        640:  60%|#####9    | 100/168 [00:18<00:12,  5.24it/s]
    194/499      4.32G   0.008847    0.00837    0.00322         54        640:  60%|#####9    | 100/168 [00:19<00:12,  5.24it/s]
    194/499      4.32G   0.008847    0.00837    0.00322         54        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    194/499      4.32G   0.008837   0.008364    0.00324         75        640:  60%|######    | 101/168 [00:19<00:12,  5.32it/s]
    194/499      4.32G   0.008837   0.008364    0.00324         75        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    194/499      4.32G   0.008827   0.008362    0.00327         88        640:  61%|######    | 102/168 [00:19<00:12,  5.39it/s]
    194/499      4.32G   0.008827   0.008362    0.00327         88        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    194/499      4.32G   0.008808   0.008349   0.003283         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    194/499      4.32G   0.008808   0.008349   0.003283         68        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    194/499      4.32G   0.008817   0.008336   0.003273         51        640:  62%|######1   | 104/168 [00:19<00:11,  5.34it/s]
    194/499      4.32G   0.008817   0.008336   0.003273         51        640:  62%|######2   | 105/168 [00:19<00:11,  5.41it/s]
    194/499      4.32G   0.008839   0.008341   0.003257         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.41it/s]
    194/499      4.32G   0.008839   0.008341   0.003257         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
    194/499      4.32G   0.008839   0.008347   0.003251         66        640:  63%|######3   | 106/168 [00:20<00:11,  5.26it/s]
    194/499      4.32G   0.008839   0.008347   0.003251         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    194/499      4.32G   0.008837    0.00838   0.003232         86        640:  64%|######3   | 107/168 [00:20<00:11,  5.35it/s]
    194/499      4.32G   0.008837    0.00838   0.003232         86        640:  64%|######4   | 108/168 [00:20<00:11,  5.43it/s]
    194/499      4.32G   0.008844   0.008387   0.003232         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.43it/s]
    194/499      4.32G   0.008844   0.008387   0.003232         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.28it/s]
    194/499      4.32G   0.008847   0.008392    0.00325         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.28it/s]
    194/499      4.32G   0.008847   0.008392    0.00325         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.36it/s]
    194/499      4.32G   0.008836   0.008385   0.003259         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.36it/s]
    194/499      4.32G   0.008836   0.008385   0.003259         71        640:  66%|######6   | 111/168 [00:20<00:10,  5.40it/s]
    194/499      4.32G   0.008832   0.008398   0.003249         74        640:  66%|######6   | 111/168 [00:21<00:10,  5.40it/s]
    194/499      4.32G   0.008832   0.008398   0.003249         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    194/499      4.32G   0.008831   0.008392    0.00325         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    194/499      4.32G   0.008831   0.008392    0.00325         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    194/499      4.32G   0.008833     0.0084   0.003244         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.33it/s]
    194/499      4.32G   0.008833     0.0084   0.003244         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    194/499      4.32G   0.008825   0.008387   0.003259         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    194/499      4.32G   0.008825   0.008387   0.003259         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    194/499      4.32G    0.00882   0.008387   0.003246         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.25it/s]
    194/499      4.32G    0.00882   0.008387   0.003246         70        640:  69%|######9   | 116/168 [00:21<00:09,  5.32it/s]
    194/499      4.32G    0.00881    0.00838    0.00322         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    194/499      4.32G    0.00881    0.00838    0.00322         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    194/499      4.32G     0.0088   0.008378   0.003193         48        640:  70%|######9   | 117/168 [00:22<00:09,  5.39it/s]
    194/499      4.32G     0.0088   0.008378   0.003193         48        640:  70%|#######   | 118/168 [00:22<00:09,  5.25it/s]
    194/499      4.32G   0.008797   0.008386   0.003181         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.25it/s]
    194/499      4.32G   0.008797   0.008386   0.003181         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    194/499      4.32G   0.008795    0.00838   0.003164         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.33it/s]
    194/499      4.32G   0.008795    0.00838   0.003164         74        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    194/499      4.32G   0.008794   0.008383   0.003159         94        640:  71%|#######1  | 120/168 [00:22<00:08,  5.39it/s]
    194/499      4.32G   0.008794   0.008383   0.003159         94        640:  72%|#######2  | 121/168 [00:22<00:08,  5.24it/s]
    194/499      4.32G   0.008795   0.008383   0.003144         59        640:  72%|#######2  | 121/168 [00:23<00:08,  5.24it/s]
    194/499      4.32G   0.008795   0.008383   0.003144         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    194/499      4.32G   0.008792   0.008407   0.003151         90        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    194/499      4.32G   0.008792   0.008407   0.003151         90        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    194/499      4.32G   0.008797   0.008398   0.003138         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    194/499      4.32G   0.008797   0.008398   0.003138         61        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    194/499      4.32G   0.008796   0.008395    0.00312         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    194/499      4.32G   0.008796   0.008395    0.00312         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    194/499      4.32G   0.008792   0.008383   0.003103         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    194/499      4.32G   0.008792   0.008383   0.003103         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    194/499      4.32G   0.008788   0.008395   0.003092         78        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    194/499      4.32G   0.008788   0.008395   0.003092         78        640:  76%|#######5  | 127/168 [00:23<00:07,  5.18it/s]
    194/499      4.32G   0.008773   0.008381   0.003091         55        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    194/499      4.32G   0.008773   0.008381   0.003091         55        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    194/499      4.32G   0.008779   0.008367   0.003089         51        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    194/499      4.32G   0.008779   0.008367   0.003089         51        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    194/499      4.32G   0.008767   0.008348   0.003083         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    194/499      4.32G   0.008767   0.008348   0.003083         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    194/499      4.32G   0.008768    0.00833   0.003075         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    194/499      4.32G   0.008768    0.00833   0.003075         58        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
    194/499      4.32G   0.008776   0.008346   0.003065         79        640:  78%|#######7  | 131/168 [00:24<00:07,  5.24it/s]
    194/499      4.32G   0.008776   0.008346   0.003065         79        640:  79%|#######8  | 132/168 [00:24<00:06,  5.33it/s]
    194/499      4.32G   0.008767   0.008345   0.003059         81        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    194/499      4.32G   0.008767   0.008345   0.003059         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    194/499      4.32G   0.008754   0.008331   0.003072         62        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    194/499      4.32G   0.008754   0.008331   0.003072         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    194/499      4.32G    0.00876   0.008335   0.003116         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    194/499      4.32G    0.00876   0.008335   0.003116         72        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    194/499      4.32G   0.008777   0.008326    0.00314         51        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    194/499      4.32G   0.008777   0.008326    0.00314         51        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    194/499      4.32G    0.00877   0.008313    0.00313         57        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    194/499      4.32G    0.00877   0.008313    0.00313         57        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
    194/499      4.32G   0.008783   0.008302   0.003129         50        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
    194/499      4.32G   0.008783   0.008302   0.003129         50        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
    194/499      4.32G   0.008776   0.008287   0.003125         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.39it/s]
    194/499      4.32G   0.008776   0.008287   0.003125         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    194/499      4.32G   0.008782   0.008282   0.003116         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.26it/s]
    194/499      4.32G   0.008782   0.008282   0.003116         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    194/499      4.32G   0.008782   0.008269    0.00317         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    194/499      4.32G   0.008782   0.008269    0.00317         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    194/499      4.32G   0.008774   0.008264   0.003161         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.37it/s]
    194/499      4.32G   0.008774   0.008264   0.003161         68        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
    194/499      4.32G   0.008769   0.008266   0.003168         74        640:  85%|########4 | 142/168 [00:26<00:04,  5.23it/s]
    194/499      4.32G   0.008769   0.008266   0.003168         74        640:  85%|########5 | 143/168 [00:26<00:04,  5.33it/s]
    194/499      4.32G   0.008769   0.008257   0.003174         60        640:  85%|########5 | 143/168 [00:27<00:04,  5.33it/s]
    194/499      4.32G   0.008769   0.008257   0.003174         60        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    194/499      4.32G   0.008774   0.008249    0.00319         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.41it/s]
    194/499      4.32G   0.008774   0.008249    0.00319         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    194/499      4.32G    0.00878    0.00824   0.003184         65        640:  86%|########6 | 145/168 [00:27<00:04,  5.26it/s]
    194/499      4.32G    0.00878    0.00824   0.003184         65        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    194/499      4.32G   0.008769   0.008235   0.003191         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.33it/s]
    194/499      4.32G   0.008769   0.008235   0.003191         67        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
    194/499      4.32G   0.008763   0.008241   0.003187         70        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
    194/499      4.32G   0.008763   0.008241   0.003187         70        640:  88%|########8 | 148/168 [00:27<00:03,  5.25it/s]
    194/499      4.32G   0.008756   0.008234   0.003188         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
    194/499      4.32G   0.008756   0.008234   0.003188         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    194/499      4.32G   0.008753   0.008243   0.003177         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.30it/s]
    194/499      4.32G   0.008753   0.008243   0.003177         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    194/499      4.32G   0.008755   0.008239   0.003169         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    194/499      4.32G   0.008755   0.008239   0.003169         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
    194/499      4.32G   0.008763   0.008234   0.003174         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.25it/s]
    194/499      4.32G   0.008763   0.008234   0.003174         58        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
    194/499      4.32G   0.008756   0.008235   0.003172         67        640:  90%|######### | 152/168 [00:28<00:02,  5.34it/s]
    194/499      4.32G   0.008756   0.008235   0.003172         67        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    194/499      4.32G   0.008761   0.008245   0.003188         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
    194/499      4.32G   0.008761   0.008245   0.003188         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
    194/499      4.32G   0.008758   0.008242    0.00318         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.27it/s]
    194/499      4.32G   0.008758   0.008242    0.00318         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.37it/s]
    194/499      4.32G   0.008756   0.008247   0.003171         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.37it/s]
    194/499      4.32G   0.008756   0.008247   0.003171         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.43it/s]
    194/499      4.32G   0.008754   0.008245   0.003177         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.43it/s]
    194/499      4.32G   0.008754   0.008245   0.003177         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    194/499      4.32G   0.008748   0.008253   0.003191         88        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    194/499      4.32G   0.008748   0.008253   0.003191         88        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    194/499      4.32G   0.008738   0.008252   0.003192         77        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    194/499      4.32G   0.008738   0.008252   0.003192         77        640:  95%|#########4| 159/168 [00:29<00:01,  5.37it/s]
    194/499      4.32G   0.008736   0.008254   0.003201         78        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    194/499      4.32G   0.008736   0.008254   0.003201         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    194/499      4.32G   0.008733   0.008251   0.003187         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    194/499      4.32G   0.008733   0.008251   0.003187         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    194/499      4.32G   0.008725   0.008252   0.003182         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    194/499      4.32G   0.008725   0.008252   0.003182         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    194/499      4.32G   0.008731   0.008249   0.003178         63        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    194/499      4.32G   0.008731   0.008249   0.003178         63        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    194/499      4.32G   0.008728   0.008251   0.003187         77        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    194/499      4.32G   0.008728   0.008251   0.003187         77        640:  98%|#########7| 164/168 [00:30<00:00,  5.32it/s]
    194/499      4.32G    0.00872   0.008252   0.003178         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.32it/s]
    194/499      4.32G    0.00872   0.008252   0.003178         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
    194/499      4.32G   0.008726    0.00825   0.003176         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.39it/s]
    194/499      4.32G   0.008726    0.00825   0.003176         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    194/499      4.32G   0.008723   0.008242   0.003173         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.25it/s]
    194/499      4.32G   0.008723   0.008242   0.003173         67        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    194/499      4.32G   0.008715   0.008239   0.003189         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    194/499      4.32G   0.008715   0.008239   0.003189         35        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    194/499      4.32G   0.008715   0.008239   0.003189         35        640: 100%|##########| 168/168 [00:31<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.852      0.848      0.872      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    195/499      4.32G    0.00763   0.007108   0.001065         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
    195/499      4.32G    0.00763   0.007108   0.001065         65        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    195/499      4.32G   0.008632   0.008064   0.001479         73        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    195/499      4.32G   0.008632   0.008064   0.001479         73        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
    195/499      4.32G   0.009729   0.009099   0.001658         74        640:   1%|1         | 2/168 [00:00<00:32,  5.16it/s]
    195/499      4.32G   0.009729   0.009099   0.001658         74        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    195/499      4.32G   0.009337   0.009047   0.002626         78        640:   2%|1         | 3/168 [00:00<00:30,  5.35it/s]
    195/499      4.32G   0.009337   0.009047   0.002626         78        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    195/499      4.32G   0.009132   0.009445   0.002645         87        640:   2%|2         | 4/168 [00:00<00:32,  5.09it/s]
    195/499      4.32G   0.009132   0.009445   0.002645         87        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
    195/499      4.32G   0.009204   0.009212    0.00292         63        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
    195/499      4.32G   0.009204   0.009212    0.00292         63        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    195/499      4.32G   0.009243   0.009051   0.002632         60        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    195/499      4.32G   0.009243   0.009051   0.002632         60        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    195/499      4.32G   0.009211   0.009112   0.002643         77        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    195/499      4.32G   0.009211   0.009112   0.002643         77        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    195/499      4.32G   0.009063   0.009154   0.002499         81        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    195/499      4.32G   0.009063   0.009154   0.002499         81        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    195/499      4.32G   0.009196   0.009159   0.003014         77        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    195/499      4.32G   0.009196   0.009159   0.003014         77        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    195/499      4.32G   0.009406   0.009078   0.003106         66        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    195/499      4.32G   0.009406   0.009078   0.003106         66        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    195/499      4.32G   0.009303    0.00889     0.0032         60        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    195/499      4.32G   0.009303    0.00889     0.0032         60        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    195/499      4.32G   0.009285   0.008685   0.003032         49        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    195/499      4.32G   0.009285   0.008685   0.003032         49        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    195/499      4.32G   0.009234    0.00888   0.003036         99        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    195/499      4.32G   0.009234    0.00888   0.003036         99        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    195/499      4.32G   0.009041    0.00876   0.003072         73        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    195/499      4.32G   0.009041    0.00876   0.003072         73        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    195/499      4.32G   0.009043   0.008635    0.00341         55        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    195/499      4.32G   0.009043   0.008635    0.00341         55        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    195/499      4.32G   0.009058   0.008477   0.003249         48        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    195/499      4.32G   0.009058   0.008477   0.003249         48        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    195/499      4.32G   0.009028   0.008489   0.003164         66        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    195/499      4.32G   0.009028   0.008489   0.003164         66        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    195/499      4.32G   0.009023   0.008405   0.003139         56        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    195/499      4.32G   0.009023   0.008405   0.003139         56        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    195/499      4.32G   0.008995   0.008467   0.003094         83        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    195/499      4.32G   0.008995   0.008467   0.003094         83        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    195/499      4.32G   0.009034   0.008493   0.003014         71        640:  12%|#1        | 20/168 [00:03<00:27,  5.32it/s]
    195/499      4.32G   0.009034   0.008493   0.003014         71        640:  12%|#2        | 21/168 [00:03<00:27,  5.38it/s]
    195/499      4.32G    0.00907   0.008465   0.002939         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.38it/s]
    195/499      4.32G    0.00907   0.008465   0.002939         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    195/499      4.32G   0.009075   0.008543   0.002886         79        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    195/499      4.32G   0.009075   0.008543   0.002886         79        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    195/499      4.32G    0.00913   0.008681   0.002818         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    195/499      4.32G    0.00913   0.008681   0.002818         73        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    195/499      4.32G   0.009149   0.008661   0.002812         69        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    195/499      4.32G   0.009149   0.008661   0.002812         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    195/499      4.32G   0.009161   0.008807   0.002771         90        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    195/499      4.32G   0.009161   0.008807   0.002771         90        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    195/499      4.32G   0.009112   0.008752   0.002724         71        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    195/499      4.32G   0.009112   0.008752   0.002724         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    195/499      4.32G   0.009044   0.008671   0.002785         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.36it/s]
    195/499      4.32G   0.009044   0.008671   0.002785         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    195/499      4.32G   0.009021   0.008616   0.002774         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    195/499      4.32G   0.009021   0.008616   0.002774         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    195/499      4.32G   0.009024   0.008579   0.002722         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    195/499      4.32G   0.009024   0.008579   0.002722         58        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    195/499      4.32G   0.009005   0.008576   0.002725         61        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    195/499      4.32G   0.009005   0.008576   0.002725         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.18it/s]
    195/499      4.32G   0.009005   0.008563    0.00274         65        640:  18%|#8        | 31/168 [00:06<00:26,  5.18it/s]
    195/499      4.32G   0.009005   0.008563    0.00274         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    195/499      4.32G   0.008957   0.008529   0.002817         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    195/499      4.32G   0.008957   0.008529   0.002817         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    195/499      4.32G   0.008949   0.008563   0.002825         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    195/499      4.32G   0.008949   0.008563   0.002825         73        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    195/499      4.32G   0.008945   0.008587    0.00283         75        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    195/499      4.32G   0.008945   0.008587    0.00283         75        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    195/499      4.32G   0.008949   0.008542   0.002846         67        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    195/499      4.32G   0.008949   0.008542   0.002846         67        640:  21%|##1       | 36/168 [00:06<00:24,  5.29it/s]
    195/499      4.32G   0.008921   0.008499   0.002902         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.29it/s]
    195/499      4.32G   0.008921   0.008499   0.002902         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    195/499      4.32G   0.008915   0.008497   0.002874         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.15it/s]
    195/499      4.32G   0.008915   0.008497   0.002874         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    195/499      4.32G   0.008908   0.008504   0.002816         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    195/499      4.32G   0.008908   0.008504   0.002816         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    195/499      4.32G   0.008909   0.008579   0.002805         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    195/499      4.32G   0.008909   0.008579   0.002805         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    195/499      4.32G   0.008887   0.008606   0.002804         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    195/499      4.32G   0.008887   0.008606   0.002804         78        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    195/499      4.32G   0.008912   0.008628   0.002831         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    195/499      4.32G   0.008912   0.008628   0.002831         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    195/499      4.32G   0.008936   0.008638    0.00281         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    195/499      4.32G   0.008936   0.008638    0.00281         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    195/499      4.32G   0.008927   0.008627   0.002787         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    195/499      4.32G   0.008927   0.008627   0.002787         61        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    195/499      4.32G   0.008936   0.008614   0.002747         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    195/499      4.32G   0.008936   0.008614   0.002747         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
    195/499      4.32G   0.008941   0.008635   0.002711         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.28it/s]
    195/499      4.32G   0.008941   0.008635   0.002711         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    195/499      4.32G   0.008915   0.008568   0.002668         44        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    195/499      4.32G   0.008915   0.008568   0.002668         44        640:  28%|##7       | 47/168 [00:08<00:23,  5.22it/s]
    195/499      4.32G   0.008897   0.008533   0.002697         52        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    195/499      4.32G   0.008897   0.008533   0.002697         52        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    195/499      4.32G   0.008871   0.008549   0.002715         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    195/499      4.32G   0.008871   0.008549   0.002715         78        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
    195/499      4.32G   0.008887   0.008572    0.00272         72        640:  29%|##9       | 49/168 [00:09<00:23,  5.10it/s]
    195/499      4.32G   0.008887   0.008572    0.00272         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    195/499      4.32G    0.00892   0.008562   0.002696         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    195/499      4.32G    0.00892   0.008562   0.002696         55        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    195/499      4.32G   0.008895   0.008575     0.0027         84        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    195/499      4.32G   0.008895   0.008575     0.0027         84        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    195/499      4.32G   0.008876   0.008567   0.002676         70        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    195/499      4.32G   0.008876   0.008567   0.002676         70        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    195/499      4.32G   0.008889   0.008544   0.002672         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    195/499      4.32G   0.008889   0.008544   0.002672         58        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    195/499      4.32G   0.008898   0.008525   0.002696         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    195/499      4.32G   0.008898   0.008525   0.002696         71        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    195/499      4.32G   0.008865   0.008522   0.002719         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    195/499      4.32G   0.008865   0.008522   0.002719         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    195/499      4.32G   0.008837   0.008535   0.002752         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    195/499      4.32G   0.008837   0.008535   0.002752         74        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    195/499      4.32G   0.008818   0.008502    0.00275         60        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    195/499      4.32G   0.008818   0.008502    0.00275         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    195/499      4.32G   0.008827   0.008504   0.002721         63        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    195/499      4.32G   0.008827   0.008504   0.002721         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    195/499      4.32G   0.008853   0.008499   0.002729         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    195/499      4.32G   0.008853   0.008499   0.002729         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    195/499      4.32G   0.008866   0.008496   0.002721         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    195/499      4.32G   0.008866   0.008496   0.002721         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    195/499      4.32G   0.008866    0.00845   0.002727         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    195/499      4.32G   0.008866    0.00845   0.002727         58        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    195/499      4.32G   0.008866    0.00843   0.002707         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    195/499      4.32G   0.008866    0.00843   0.002707         63        640:  38%|###7      | 63/168 [00:11<00:19,  5.33it/s]
    195/499      4.32G    0.00887   0.008453   0.002776         76        640:  38%|###7      | 63/168 [00:12<00:19,  5.33it/s]
    195/499      4.32G    0.00887   0.008453   0.002776         76        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    195/499      4.32G   0.008871    0.00846    0.00277         77        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    195/499      4.32G   0.008871    0.00846    0.00277         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    195/499      4.32G   0.008854   0.008443    0.00276         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    195/499      4.32G   0.008854   0.008443    0.00276         66        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    195/499      4.32G   0.008836   0.008443   0.002737         67        640:  39%|###9      | 66/168 [00:12<00:18,  5.37it/s]
    195/499      4.32G   0.008836   0.008443   0.002737         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    195/499      4.32G   0.008841   0.008445   0.002779         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    195/499      4.32G   0.008841   0.008445   0.002779         68        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
    195/499      4.32G   0.008822   0.008428   0.002777         66        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    195/499      4.32G   0.008822   0.008428   0.002777         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    195/499      4.32G   0.008806   0.008436   0.002805         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.30it/s]
    195/499      4.32G   0.008806   0.008436   0.002805         83        640:  42%|####1     | 70/168 [00:13<00:19,  5.08it/s]
    195/499      4.32G   0.008808   0.008438   0.002784         61        640:  42%|####1     | 70/168 [00:13<00:19,  5.08it/s]
    195/499      4.32G   0.008808   0.008438   0.002784         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    195/499      4.32G   0.008815   0.008427   0.002781         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    195/499      4.32G   0.008815   0.008427   0.002781         64        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    195/499      4.32G   0.008813   0.008432   0.002755         75        640:  43%|####2     | 72/168 [00:13<00:18,  5.27it/s]
    195/499      4.32G   0.008813   0.008432   0.002755         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    195/499      4.32G   0.008808   0.008429   0.002722         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    195/499      4.32G   0.008808   0.008429   0.002722         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    195/499      4.32G   0.008804   0.008428    0.00274         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    195/499      4.32G   0.008804   0.008428    0.00274         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    195/499      4.32G   0.008797   0.008415   0.002717         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    195/499      4.32G   0.008797   0.008415   0.002717         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    195/499      4.32G   0.008792   0.008424    0.00274         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    195/499      4.32G   0.008792   0.008424    0.00274         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    195/499      4.32G   0.008785   0.008404   0.002768         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    195/499      4.32G   0.008785   0.008404   0.002768         61        640:  46%|####6     | 78/168 [00:14<00:17,  5.26it/s]
    195/499      4.32G   0.008795   0.008434   0.002765         76        640:  46%|####6     | 78/168 [00:15<00:17,  5.26it/s]
    195/499      4.32G   0.008795   0.008434   0.002765         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    195/499      4.32G   0.008788   0.008428   0.002786         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    195/499      4.32G   0.008788   0.008428   0.002786         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    195/499      4.32G   0.008807   0.008434    0.00278         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.24it/s]
    195/499      4.32G   0.008807   0.008434    0.00278         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    195/499      4.32G   0.008817   0.008412   0.002803         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    195/499      4.32G   0.008817   0.008412   0.002803         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    195/499      4.32G   0.008792   0.008391   0.002807         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    195/499      4.32G   0.008792   0.008391   0.002807         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    195/499      4.32G   0.008789   0.008385   0.002838         77        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
    195/499      4.32G   0.008789   0.008385   0.002838         77        640:  50%|#####     | 84/168 [00:16<00:15,  5.26it/s]
    195/499      4.32G    0.00877   0.008357   0.002834         57        640:  50%|#####     | 84/168 [00:16<00:15,  5.26it/s]
    195/499      4.32G    0.00877   0.008357   0.002834         57        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
    195/499      4.32G   0.008776   0.008335   0.002813         50        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
    195/499      4.32G   0.008776   0.008335   0.002813         50        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    195/499      4.32G   0.008774   0.008315   0.002839         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.21it/s]
    195/499      4.32G   0.008774   0.008315   0.002839         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    195/499      4.32G   0.008766   0.008312   0.002849         61        640:  52%|#####1    | 87/168 [00:16<00:15,  5.29it/s]
    195/499      4.32G   0.008766   0.008312   0.002849         61        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    195/499      4.32G   0.008762   0.008309   0.002867         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    195/499      4.32G   0.008762   0.008309   0.002867         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    195/499      4.32G   0.008765   0.008309   0.002894         61        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    195/499      4.32G   0.008765   0.008309   0.002894         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    195/499      4.32G   0.008765   0.008312   0.002887         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    195/499      4.32G   0.008765   0.008312   0.002887         61        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    195/499      4.32G   0.008774   0.008341   0.002879         84        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    195/499      4.32G   0.008774   0.008341   0.002879         84        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    195/499      4.32G   0.008775   0.008349   0.002881         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    195/499      4.32G   0.008775   0.008349   0.002881         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    195/499      4.32G   0.008788    0.00835   0.002867         73        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    195/499      4.32G   0.008788    0.00835   0.002867         73        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    195/499      4.32G   0.008776    0.00832   0.002881         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
    195/499      4.32G   0.008776    0.00832   0.002881         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    195/499      4.32G    0.00878   0.008313   0.002882         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    195/499      4.32G    0.00878   0.008313   0.002882         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    195/499      4.32G   0.008794   0.008296   0.002947         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    195/499      4.32G   0.008794   0.008296   0.002947         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    195/499      4.32G   0.008797   0.008313   0.002938         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    195/499      4.32G   0.008797   0.008313   0.002938         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    195/499      4.32G   0.008795   0.008321   0.002937         81        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    195/499      4.32G   0.008795   0.008321   0.002937         81        640:  59%|#####8    | 99/168 [00:18<00:12,  5.35it/s]
    195/499      4.32G   0.008803   0.008317   0.002929         69        640:  59%|#####8    | 99/168 [00:19<00:12,  5.35it/s]
    195/499      4.32G   0.008803   0.008317   0.002929         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    195/499      4.32G    0.00881   0.008318   0.002925         74        640:  60%|#####9    | 100/168 [00:19<00:13,  5.20it/s]
    195/499      4.32G    0.00881   0.008318   0.002925         74        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    195/499      4.32G   0.008812   0.008321   0.002948         75        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    195/499      4.32G   0.008812   0.008321   0.002948         75        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    195/499      4.32G   0.008821   0.008332   0.002936         71        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    195/499      4.32G   0.008821   0.008332   0.002936         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    195/499      4.32G   0.008825   0.008328   0.002969         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    195/499      4.32G   0.008825   0.008328   0.002969         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    195/499      4.32G   0.008833   0.008332   0.002973         66        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    195/499      4.32G   0.008833   0.008332   0.002973         66        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    195/499      4.32G   0.008831   0.008341   0.002978         76        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
    195/499      4.32G   0.008831   0.008341   0.002978         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    195/499      4.32G   0.008819   0.008335   0.002994         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    195/499      4.32G   0.008819   0.008335   0.002994         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    195/499      4.32G   0.008807   0.008327   0.003013         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.28it/s]
    195/499      4.32G   0.008807   0.008327   0.003013         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    195/499      4.32G   0.008808   0.008336   0.003012         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    195/499      4.32G   0.008808   0.008336   0.003012         63        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    195/499      4.32G   0.008796   0.008338   0.003035         71        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    195/499      4.32G   0.008796   0.008338   0.003035         71        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    195/499      4.32G   0.008804   0.008333   0.003035         65        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    195/499      4.32G   0.008804   0.008333   0.003035         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    195/499      4.32G   0.008805   0.008333   0.003033         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    195/499      4.32G   0.008805   0.008333   0.003033         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    195/499      4.32G   0.008797    0.00832   0.003087         67        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    195/499      4.32G   0.008797    0.00832   0.003087         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    195/499      4.32G   0.008807   0.008337   0.003065         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    195/499      4.32G   0.008807   0.008337   0.003065         79        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    195/499      4.32G   0.008809   0.008365   0.003064         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    195/499      4.32G   0.008809   0.008365   0.003064         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    195/499      4.32G   0.008808   0.008359   0.003068         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.24it/s]
    195/499      4.32G   0.008808   0.008359   0.003068         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
    195/499      4.32G   0.008808   0.008354   0.003065         58        640:  69%|######9   | 116/168 [00:22<00:09,  5.31it/s]
    195/499      4.32G   0.008808   0.008354   0.003065         58        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    195/499      4.32G   0.008816   0.008358   0.003085         62        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    195/499      4.32G   0.008816   0.008358   0.003085         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    195/499      4.32G    0.00881   0.008347   0.003074         57        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    195/499      4.32G    0.00881   0.008347   0.003074         57        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    195/499      4.32G   0.008798   0.008343   0.003081         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    195/499      4.32G   0.008798   0.008343   0.003081         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    195/499      4.32G   0.008807   0.008362   0.003081         76        640:  71%|#######1  | 120/168 [00:23<00:08,  5.37it/s]
    195/499      4.32G   0.008807   0.008362   0.003081         76        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    195/499      4.32G   0.008816   0.008367   0.003065         65        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    195/499      4.32G   0.008816   0.008367   0.003065         65        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    195/499      4.32G   0.008826   0.008367   0.003063         62        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    195/499      4.32G   0.008826   0.008367   0.003063         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    195/499      4.32G   0.008821   0.008368   0.003059         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    195/499      4.32G   0.008821   0.008368   0.003059         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    195/499      4.32G   0.008813   0.008361   0.003044         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    195/499      4.32G   0.008813   0.008361   0.003044         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    195/499      4.32G   0.008825   0.008353   0.003049         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    195/499      4.32G   0.008825   0.008353   0.003049         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    195/499      4.32G    0.00882   0.008349   0.003092         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    195/499      4.32G    0.00882   0.008349   0.003092         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    195/499      4.32G    0.00882   0.008384   0.003089         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    195/499      4.32G    0.00882   0.008384   0.003089         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    195/499      4.32G   0.008833   0.008383   0.003073         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    195/499      4.32G   0.008833   0.008383   0.003073         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    195/499      4.32G   0.008846   0.008364   0.003141         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    195/499      4.32G   0.008846   0.008364   0.003141         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    195/499      4.32G   0.008847   0.008369   0.003127         68        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    195/499      4.32G   0.008847   0.008369   0.003127         68        640:  78%|#######7  | 131/168 [00:24<00:07,  5.21it/s]
    195/499      4.32G   0.008842    0.00838    0.00312         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    195/499      4.32G   0.008842    0.00838    0.00312         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
    195/499      4.32G    0.00885    0.00839   0.003109         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
    195/499      4.32G    0.00885    0.00839   0.003109         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
    195/499      4.32G   0.008851   0.008377    0.00311         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.13it/s]
    195/499      4.32G   0.008851   0.008377    0.00311         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    195/499      4.32G   0.008848   0.008366   0.003105         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    195/499      4.32G   0.008848   0.008366   0.003105         69        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    195/499      4.32G   0.008849   0.008377   0.003109         76        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    195/499      4.32G   0.008849   0.008377   0.003109         76        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
    195/499      4.32G   0.008847    0.00838   0.003152         67        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    195/499      4.32G   0.008847    0.00838   0.003152         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    195/499      4.32G   0.008841   0.008377   0.003178         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    195/499      4.32G   0.008841   0.008377   0.003178         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    195/499      4.32G   0.008851   0.008396   0.003176         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    195/499      4.32G   0.008851   0.008396   0.003176         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    195/499      4.32G   0.008856   0.008387    0.00317         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    195/499      4.32G   0.008856   0.008387    0.00317         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    195/499      4.32G   0.008862   0.008381   0.003154         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    195/499      4.32G   0.008862   0.008381   0.003154         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    195/499      4.32G    0.00885   0.008379   0.003146         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.35it/s]
    195/499      4.32G    0.00885   0.008379   0.003146         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.11it/s]
    195/499      4.32G   0.008854   0.008376    0.00314         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.11it/s]
    195/499      4.32G   0.008854   0.008376    0.00314         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    195/499      4.32G   0.008846   0.008398    0.00313         86        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    195/499      4.32G   0.008846   0.008398    0.00313         86        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    195/499      4.32G   0.008833   0.008386    0.00314         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    195/499      4.32G   0.008833   0.008386    0.00314         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    195/499      4.32G   0.008834   0.008384   0.003139         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    195/499      4.32G   0.008834   0.008384   0.003139         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    195/499      4.32G   0.008832    0.00837   0.003128         56        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    195/499      4.32G   0.008832    0.00837   0.003128         56        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
    195/499      4.32G   0.008835   0.008371   0.003129         67        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    195/499      4.32G   0.008835   0.008371   0.003129         67        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    195/499      4.32G   0.008834   0.008375   0.003126         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    195/499      4.32G   0.008834   0.008375   0.003126         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    195/499      4.32G   0.008831   0.008377   0.003109         79        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    195/499      4.32G   0.008831   0.008377   0.003109         79        640:  89%|########9 | 150/168 [00:28<00:03,  5.25it/s]
    195/499      4.32G   0.008834    0.00838     0.0031         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.25it/s]
    195/499      4.32G   0.008834    0.00838     0.0031         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.10it/s]
    195/499      4.32G   0.008849   0.008375   0.003129         58        640:  90%|########9 | 151/168 [00:28<00:03,  5.10it/s]
    195/499      4.32G   0.008849   0.008375   0.003129         58        640:  90%|######### | 152/168 [00:28<00:03,  5.13it/s]
    195/499      4.32G   0.008851   0.008365   0.003116         63        640:  90%|######### | 152/168 [00:29<00:03,  5.13it/s]
    195/499      4.32G   0.008851   0.008365   0.003116         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
    195/499      4.32G   0.008846   0.008365   0.003123         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.26it/s]
    195/499      4.32G   0.008846   0.008365   0.003123         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
    195/499      4.32G   0.008847   0.008356   0.003125         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
    195/499      4.32G   0.008847   0.008356   0.003125         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    195/499      4.32G   0.008855   0.008368   0.003142         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    195/499      4.32G   0.008855   0.008368   0.003142         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    195/499      4.32G   0.008856   0.008366   0.003144         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    195/499      4.32G   0.008856   0.008366   0.003144         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    195/499      4.32G   0.008851   0.008362    0.00315         63        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    195/499      4.32G   0.008851   0.008362    0.00315         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    195/499      4.32G   0.008858    0.00837   0.003158         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    195/499      4.32G   0.008858    0.00837   0.003158         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    195/499      4.32G   0.008863   0.008375   0.003155         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    195/499      4.32G   0.008863   0.008375   0.003155         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    195/499      4.32G   0.008858   0.008374   0.003161         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    195/499      4.32G   0.008858   0.008374   0.003161         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    195/499      4.32G   0.008848   0.008375   0.003162         79        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    195/499      4.32G   0.008848   0.008375   0.003162         79        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    195/499      4.32G    0.00885   0.008382   0.003159         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.34it/s]
    195/499      4.32G    0.00885   0.008382   0.003159         73        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    195/499      4.32G   0.008847   0.008396   0.003154         72        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    195/499      4.32G   0.008847   0.008396   0.003154         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    195/499      4.32G   0.008839   0.008389   0.003171         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    195/499      4.32G   0.008839   0.008389   0.003171         69        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    195/499      4.32G   0.008855   0.008389   0.003162         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    195/499      4.32G   0.008855   0.008389   0.003162         70        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    195/499      4.32G   0.008865   0.008399   0.003177         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    195/499      4.32G   0.008865   0.008399   0.003177         84        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    195/499      4.32G   0.008867   0.008389   0.003194         22        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    195/499      4.32G   0.008867   0.008389   0.003194         22        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
    195/499      4.32G   0.008867   0.008389   0.003194         22        640: 100%|##########| 168/168 [00:31<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.42it/s]
                   all        132        263      0.849      0.847      0.871      0.764

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    196/499      4.32G   0.009086   0.008746    0.00323         81        640:   0%|          | 0/168 [00:00<?, ?it/s]
    196/499      4.32G   0.009086   0.008746    0.00323         81        640:   1%|          | 1/168 [00:00<00:34,  4.79it/s]
    196/499      4.32G   0.009246   0.007791   0.003179         62        640:   1%|          | 1/168 [00:00<00:34,  4.79it/s]
    196/499      4.32G   0.009246   0.007791   0.003179         62        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    196/499      4.32G   0.009173   0.007434   0.003468         57        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    196/499      4.32G   0.009173   0.007434   0.003468         57        640:   2%|1         | 3/168 [00:00<00:30,  5.32it/s]
    196/499      4.32G   0.008882   0.007514   0.003162         67        640:   2%|1         | 3/168 [00:00<00:30,  5.32it/s]
    196/499      4.32G   0.008882   0.007514   0.003162         67        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    196/499      4.32G   0.008924   0.007446   0.003464         61        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    196/499      4.32G   0.008924   0.007446   0.003464         61        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
    196/499      4.32G   0.008631   0.007614   0.003262         64        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
    196/499      4.32G   0.008631   0.007614   0.003262         64        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    196/499      4.32G   0.008957   0.007904   0.003255         68        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    196/499      4.32G   0.008957   0.007904   0.003255         68        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    196/499      4.32G   0.009156   0.007953   0.003344         59        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    196/499      4.32G   0.009156   0.007953   0.003344         59        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    196/499      4.32G   0.008977   0.007846   0.003359         64        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    196/499      4.32G   0.008977   0.007846   0.003359         64        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    196/499      4.32G   0.008929   0.008122   0.003287         89        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    196/499      4.32G   0.008929   0.008122   0.003287         89        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    196/499      4.32G   0.008924   0.008124   0.003167         63        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    196/499      4.32G   0.008924   0.008124   0.003167         63        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    196/499      4.32G   0.008911   0.008339    0.00299         69        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    196/499      4.32G   0.008911   0.008339    0.00299         69        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    196/499      4.32G     0.0089   0.008273   0.003014         70        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    196/499      4.32G     0.0089   0.008273   0.003014         70        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    196/499      4.32G   0.008788   0.008333   0.003042         82        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    196/499      4.32G   0.008788   0.008333   0.003042         82        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    196/499      4.32G   0.008896   0.008336   0.003087         59        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    196/499      4.32G   0.008896   0.008336   0.003087         59        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    196/499      4.32G   0.008913   0.008392   0.002927         74        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    196/499      4.32G   0.008913   0.008392   0.002927         74        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    196/499      4.32G   0.008915   0.008404   0.002857         67        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    196/499      4.32G   0.008915   0.008404   0.002857         67        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    196/499      4.32G   0.008931   0.008393   0.003035         62        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    196/499      4.32G   0.008931   0.008393   0.003035         62        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    196/499      4.32G     0.0089   0.008394   0.003099         78        640:  11%|#         | 18/168 [00:03<00:28,  5.32it/s]
    196/499      4.32G     0.0089   0.008394   0.003099         78        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    196/499      4.32G    0.00891   0.008565   0.003163         85        640:  11%|#1        | 19/168 [00:03<00:28,  5.20it/s]
    196/499      4.32G    0.00891   0.008565   0.003163         85        640:  12%|#1        | 20/168 [00:03<00:28,  5.18it/s]
    196/499      4.32G   0.008979   0.008607   0.003178         67        640:  12%|#1        | 20/168 [00:04<00:28,  5.18it/s]
    196/499      4.32G   0.008979   0.008607   0.003178         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    196/499      4.32G   0.008992   0.008584   0.003165         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.26it/s]
    196/499      4.32G   0.008992   0.008584   0.003165         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    196/499      4.32G   0.009016   0.008655   0.003047         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    196/499      4.32G   0.009016   0.008655   0.003047         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    196/499      4.32G   0.009049   0.008671   0.002956         69        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    196/499      4.32G   0.009049   0.008671   0.002956         69        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    196/499      4.32G   0.009027   0.008712   0.003045         60        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    196/499      4.32G   0.009027   0.008712   0.003045         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    196/499      4.32G   0.008981   0.008664   0.003077         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    196/499      4.32G   0.008981   0.008664   0.003077         64        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    196/499      4.32G   0.009008   0.008713   0.003027         80        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    196/499      4.32G   0.009008   0.008713   0.003027         80        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    196/499      4.32G   0.008974    0.00867   0.003066         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    196/499      4.32G   0.008974    0.00867   0.003066         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    196/499      4.32G   0.008959   0.008598   0.003074         68        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    196/499      4.32G   0.008959   0.008598   0.003074         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    196/499      4.32G   0.008977     0.0086   0.002979         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    196/499      4.32G   0.008977     0.0086   0.002979         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    196/499      4.32G   0.008963   0.008558      0.003         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    196/499      4.32G   0.008963   0.008558      0.003         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    196/499      4.32G   0.008965   0.008521   0.002955         53        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    196/499      4.32G   0.008965   0.008521   0.002955         53        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    196/499      4.32G   0.008962   0.008521   0.003038         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    196/499      4.32G   0.008962   0.008521   0.003038         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    196/499      4.32G   0.008957   0.008438   0.003007         49        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    196/499      4.32G   0.008957   0.008438   0.003007         49        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    196/499      4.32G   0.008924   0.008453   0.003005         75        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    196/499      4.32G   0.008924   0.008453   0.003005         75        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    196/499      4.32G   0.008929   0.008422   0.003004         61        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    196/499      4.32G   0.008929   0.008422   0.003004         61        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    196/499      4.32G   0.008901   0.008449   0.002974         79        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    196/499      4.32G   0.008901   0.008449   0.002974         79        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    196/499      4.32G   0.008903   0.008463   0.002967         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    196/499      4.32G   0.008903   0.008463   0.002967         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    196/499      4.32G   0.008921   0.008403   0.002971         53        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    196/499      4.32G   0.008921   0.008403   0.002971         53        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    196/499      4.32G   0.008925   0.008408   0.003066         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    196/499      4.32G   0.008925   0.008408   0.003066         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    196/499      4.32G   0.008864   0.008402   0.003079         82        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    196/499      4.32G   0.008864   0.008402   0.003079         82        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    196/499      4.32G   0.008867   0.008347   0.003127         52        640:  24%|##4       | 41/168 [00:08<00:24,  5.29it/s]
    196/499      4.32G   0.008867   0.008347   0.003127         52        640:  25%|##5       | 42/168 [00:08<00:24,  5.20it/s]
    196/499      4.32G   0.008863   0.008327   0.003111         58        640:  25%|##5       | 42/168 [00:08<00:24,  5.20it/s]
    196/499      4.32G   0.008863   0.008327   0.003111         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.10it/s]
    196/499      4.32G   0.008836   0.008297   0.003099         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.10it/s]
    196/499      4.32G   0.008836   0.008297   0.003099         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    196/499      4.32G    0.00881   0.008289   0.003088         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.22it/s]
    196/499      4.32G    0.00881   0.008289   0.003088         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    196/499      4.32G   0.008785   0.008294   0.003089         83        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    196/499      4.32G   0.008785   0.008294   0.003089         83        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    196/499      4.32G   0.008783   0.008295    0.00306         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    196/499      4.32G   0.008783   0.008295    0.00306         65        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
    196/499      4.32G   0.008787   0.008287   0.003037         66        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    196/499      4.32G   0.008787   0.008287   0.003037         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    196/499      4.32G   0.008763    0.00827   0.003044         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    196/499      4.32G   0.008763    0.00827   0.003044         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    196/499      4.32G   0.008748   0.008288   0.003032         83        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    196/499      4.32G   0.008748   0.008288   0.003032         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    196/499      4.32G   0.008721   0.008293   0.003061         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    196/499      4.32G   0.008721   0.008293   0.003061         65        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    196/499      4.32G   0.008698   0.008252   0.003031         56        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    196/499      4.32G   0.008698   0.008252   0.003031         56        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
    196/499      4.32G   0.008697   0.008278   0.003068         72        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    196/499      4.32G   0.008697   0.008278   0.003068         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    196/499      4.32G   0.008686   0.008267   0.003043         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    196/499      4.32G   0.008686   0.008267   0.003043         61        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    196/499      4.32G   0.008678   0.008233   0.003007         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    196/499      4.32G   0.008678   0.008233   0.003007         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    196/499      4.32G   0.008692   0.008257   0.003011         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    196/499      4.32G   0.008692   0.008257   0.003011         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    196/499      4.32G   0.008675   0.008246   0.002996         66        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    196/499      4.32G   0.008675   0.008246   0.002996         66        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    196/499      4.32G   0.008698    0.00823   0.003108         59        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    196/499      4.32G   0.008698    0.00823   0.003108         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    196/499      4.32G     0.0087   0.008239   0.003069         82        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    196/499      4.32G     0.0087   0.008239   0.003069         82        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    196/499      4.32G   0.008709   0.008285   0.003046         78        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    196/499      4.32G   0.008709   0.008285   0.003046         78        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    196/499      4.32G   0.008699   0.008267    0.00306         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    196/499      4.32G   0.008699   0.008267    0.00306         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    196/499      4.32G   0.008707     0.0083   0.003043         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    196/499      4.32G   0.008707     0.0083   0.003043         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    196/499      4.32G    0.00874   0.008274   0.003106         53        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    196/499      4.32G    0.00874   0.008274   0.003106         53        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    196/499      4.32G   0.008737   0.008264   0.003102         72        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    196/499      4.32G   0.008737   0.008264   0.003102         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    196/499      4.32G   0.008729   0.008261   0.003111         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    196/499      4.32G   0.008729   0.008261   0.003111         70        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    196/499      4.32G   0.008774   0.008249   0.003105         54        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    196/499      4.32G   0.008774   0.008249   0.003105         54        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    196/499      4.32G   0.008784   0.008242   0.003082         61        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    196/499      4.32G   0.008784   0.008242   0.003082         61        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    196/499      4.32G   0.008786   0.008206    0.00304         50        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    196/499      4.32G   0.008786   0.008206    0.00304         50        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    196/499      4.32G   0.008786   0.008212   0.003055         67        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    196/499      4.32G   0.008786   0.008212   0.003055         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    196/499      4.32G   0.008801   0.008262   0.003074         84        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    196/499      4.32G   0.008801   0.008262   0.003074         84        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    196/499      4.32G   0.008826   0.008282   0.003063         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.16it/s]
    196/499      4.32G   0.008826   0.008282   0.003063         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    196/499      4.32G   0.008825   0.008293    0.00306         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    196/499      4.32G   0.008825   0.008293    0.00306         78        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    196/499      4.32G   0.008825   0.008299   0.003037         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    196/499      4.32G   0.008825   0.008299   0.003037         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.23it/s]
    196/499      4.32G   0.008809    0.00829   0.003081         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.23it/s]
    196/499      4.32G   0.008809    0.00829   0.003081         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    196/499      4.32G   0.008792   0.008257   0.003079         57        640:  44%|####4     | 74/168 [00:14<00:17,  5.25it/s]
    196/499      4.32G   0.008792   0.008257   0.003079         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    196/499      4.32G   0.008788   0.008244   0.003114         69        640:  45%|####4     | 75/168 [00:14<00:17,  5.33it/s]
    196/499      4.32G   0.008788   0.008244   0.003114         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    196/499      4.32G   0.008778   0.008259   0.003119         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    196/499      4.32G   0.008778   0.008259   0.003119         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    196/499      4.32G   0.008765   0.008239   0.003111         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    196/499      4.32G   0.008765   0.008239   0.003111         58        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    196/499      4.32G   0.008748   0.008225   0.003148         65        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    196/499      4.32G   0.008748   0.008225   0.003148         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    196/499      4.32G   0.008753   0.008206   0.003144         56        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    196/499      4.32G   0.008753   0.008206   0.003144         56        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    196/499      4.32G    0.00874   0.008197    0.00316         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    196/499      4.32G    0.00874   0.008197    0.00316         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    196/499      4.32G   0.008721   0.008209   0.003161         86        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    196/499      4.32G   0.008721   0.008209   0.003161         86        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    196/499      4.32G   0.008725   0.008225   0.003148         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    196/499      4.32G   0.008725   0.008225   0.003148         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    196/499      4.32G   0.008735   0.008193   0.003163         55        640:  49%|####9     | 83/168 [00:16<00:16,  5.27it/s]
    196/499      4.32G   0.008735   0.008193   0.003163         55        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    196/499      4.32G   0.008746   0.008216   0.003163         91        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    196/499      4.32G   0.008746   0.008216   0.003163         91        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    196/499      4.32G    0.00874   0.008224   0.003169         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    196/499      4.32G    0.00874   0.008224   0.003169         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    196/499      4.32G   0.008739   0.008235   0.003169         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    196/499      4.32G   0.008739   0.008235   0.003169         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    196/499      4.32G    0.00875   0.008221   0.003175         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    196/499      4.32G    0.00875   0.008221   0.003175         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    196/499      4.32G   0.008736   0.008205   0.003196         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    196/499      4.32G   0.008736   0.008205   0.003196         59        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    196/499      4.32G   0.008755   0.008206   0.003201         69        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    196/499      4.32G   0.008755   0.008206   0.003201         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    196/499      4.32G   0.008767   0.008211   0.003173         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    196/499      4.32G   0.008767   0.008211   0.003173         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    196/499      4.32G   0.008763   0.008218   0.003176         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    196/499      4.32G   0.008763   0.008218   0.003176         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    196/499      4.32G   0.008777   0.008209   0.003174         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    196/499      4.32G   0.008777   0.008209   0.003174         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    196/499      4.32G   0.008765   0.008201   0.003189         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    196/499      4.32G   0.008765   0.008201   0.003189         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    196/499      4.32G   0.008763   0.008182   0.003219         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    196/499      4.32G   0.008763   0.008182   0.003219         62        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
    196/499      4.32G   0.008765   0.008216   0.003222         92        640:  57%|#####6    | 95/168 [00:18<00:14,  5.20it/s]
    196/499      4.32G   0.008765   0.008216   0.003222         92        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    196/499      4.32G    0.00875   0.008214   0.003216         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    196/499      4.32G    0.00875   0.008214   0.003216         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    196/499      4.32G    0.00875   0.008209   0.003247         72        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    196/499      4.32G    0.00875   0.008209   0.003247         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.19it/s]
    196/499      4.32G   0.008735   0.008221   0.003246         80        640:  58%|#####8    | 98/168 [00:18<00:13,  5.19it/s]
    196/499      4.32G   0.008735   0.008221   0.003246         80        640:  59%|#####8    | 99/168 [00:18<00:13,  5.24it/s]
    196/499      4.32G    0.00873   0.008212   0.003248         56        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
    196/499      4.32G    0.00873   0.008212   0.003248         56        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    196/499      4.32G   0.008714   0.008224   0.003225         78        640:  60%|#####9    | 100/168 [00:19<00:13,  5.12it/s]
    196/499      4.32G   0.008714   0.008224   0.003225         78        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    196/499      4.32G   0.008707   0.008236   0.003204         73        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    196/499      4.32G   0.008707   0.008236   0.003204         73        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    196/499      4.32G   0.008698   0.008228   0.003228         62        640:  61%|######    | 102/168 [00:19<00:12,  5.31it/s]
    196/499      4.32G   0.008698   0.008228   0.003228         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    196/499      4.32G   0.008686   0.008235   0.003217         79        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    196/499      4.32G   0.008686   0.008235   0.003217         79        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    196/499      4.32G   0.008666   0.008233   0.003214         75        640:  62%|######1   | 104/168 [00:20<00:12,  5.28it/s]
    196/499      4.32G   0.008666   0.008233   0.003214         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    196/499      4.32G   0.008654   0.008223   0.003195         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    196/499      4.32G   0.008654   0.008223   0.003195         63        640:  63%|######3   | 106/168 [00:20<00:12,  5.08it/s]
    196/499      4.32G    0.00865   0.008206   0.003259         51        640:  63%|######3   | 106/168 [00:20<00:12,  5.08it/s]
    196/499      4.32G    0.00865   0.008206   0.003259         51        640:  64%|######3   | 107/168 [00:20<00:11,  5.14it/s]
    196/499      4.32G   0.008644     0.0082   0.003291         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.14it/s]
    196/499      4.32G   0.008644     0.0082   0.003291         69        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    196/499      4.32G   0.008642   0.008199   0.003292         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    196/499      4.32G   0.008642   0.008199   0.003292         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    196/499      4.32G    0.00864   0.008211   0.003278         80        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    196/499      4.32G    0.00864   0.008211   0.003278         80        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    196/499      4.32G   0.008641    0.00821   0.003255         66        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    196/499      4.32G   0.008641    0.00821   0.003255         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    196/499      4.32G    0.00865   0.008193    0.00325         53        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    196/499      4.32G    0.00865   0.008193    0.00325         53        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    196/499      4.32G   0.008677   0.008187   0.003259         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    196/499      4.32G   0.008677   0.008187   0.003259         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    196/499      4.32G    0.00866   0.008178   0.003272         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    196/499      4.32G    0.00866   0.008178   0.003272         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.25it/s]
    196/499      4.32G   0.008671   0.008183   0.003264         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.25it/s]
    196/499      4.32G   0.008671   0.008183   0.003264         67        640:  68%|######8   | 115/168 [00:21<00:10,  5.13it/s]
    196/499      4.32G   0.008674   0.008165   0.003257         58        640:  68%|######8   | 115/168 [00:22<00:10,  5.13it/s]
    196/499      4.32G   0.008674   0.008165   0.003257         58        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
    196/499      4.32G   0.008673   0.008161   0.003294         67        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
    196/499      4.32G   0.008673   0.008161   0.003294         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    196/499      4.32G   0.008675   0.008163   0.003283         80        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    196/499      4.32G   0.008675   0.008163   0.003283         80        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    196/499      4.32G    0.00869    0.00817   0.003288         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    196/499      4.32G    0.00869    0.00817   0.003288         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    196/499      4.32G   0.008705   0.008183   0.003285         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    196/499      4.32G   0.008705   0.008183   0.003285         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.29it/s]
    196/499      4.32G   0.008707   0.008195   0.003298         82        640:  71%|#######1  | 120/168 [00:23<00:09,  5.29it/s]
    196/499      4.32G   0.008707   0.008195   0.003298         82        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    196/499      4.32G     0.0087   0.008192   0.003299         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    196/499      4.32G     0.0087   0.008192   0.003299         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.19it/s]
    196/499      4.32G   0.008693   0.008185   0.003278         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.19it/s]
    196/499      4.32G   0.008693   0.008185   0.003278         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.20it/s]
    196/499      4.32G   0.008692    0.00818   0.003267         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.20it/s]
    196/499      4.32G   0.008692    0.00818   0.003267         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.10it/s]
    196/499      4.32G   0.008705   0.008187   0.003257         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.10it/s]
    196/499      4.32G   0.008705   0.008187   0.003257         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.19it/s]
    196/499      4.32G   0.008706   0.008169   0.003243         57        640:  74%|#######4  | 125/168 [00:24<00:08,  5.19it/s]
    196/499      4.32G   0.008706   0.008169   0.003243         57        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
    196/499      4.32G   0.008702   0.008162   0.003246         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.25it/s]
    196/499      4.32G   0.008702   0.008162   0.003246         63        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    196/499      4.32G   0.008704   0.008158   0.003233         62        640:  76%|#######5  | 127/168 [00:24<00:08,  5.11it/s]
    196/499      4.32G   0.008704   0.008158   0.003233         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.16it/s]
    196/499      4.32G   0.008704   0.008153   0.003223         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.16it/s]
    196/499      4.32G   0.008704   0.008153   0.003223         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
    196/499      4.32G   0.008698   0.008151   0.003222         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
    196/499      4.32G   0.008698   0.008151   0.003222         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    196/499      4.32G   0.008698   0.008164   0.003235         86        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    196/499      4.32G   0.008698   0.008164   0.003235         86        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    196/499      4.32G   0.008698   0.008148   0.003216         58        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    196/499      4.32G   0.008698   0.008148   0.003216         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
    196/499      4.32G   0.008701   0.008161   0.003197         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.24it/s]
    196/499      4.32G   0.008701   0.008161   0.003197         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    196/499      4.32G   0.008697   0.008179   0.003201         96        640:  79%|#######9  | 133/168 [00:25<00:06,  5.09it/s]
    196/499      4.32G   0.008697   0.008179   0.003201         96        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
    196/499      4.32G    0.00869   0.008158   0.003178         51        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
    196/499      4.32G    0.00869   0.008158   0.003178         51        640:  80%|########  | 135/168 [00:25<00:06,  5.25it/s]
    196/499      4.32G   0.008691   0.008156   0.003176         77        640:  80%|########  | 135/168 [00:26<00:06,  5.25it/s]
    196/499      4.32G   0.008691   0.008156   0.003176         77        640:  81%|########  | 136/168 [00:26<00:06,  5.11it/s]
    196/499      4.32G   0.008695   0.008145    0.00318         55        640:  81%|########  | 136/168 [00:26<00:06,  5.11it/s]
    196/499      4.32G   0.008695   0.008145    0.00318         55        640:  82%|########1 | 137/168 [00:26<00:06,  5.17it/s]
    196/499      4.32G   0.008707   0.008159   0.003186         73        640:  82%|########1 | 137/168 [00:26<00:06,  5.17it/s]
    196/499      4.32G   0.008707   0.008159   0.003186         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    196/499      4.32G    0.00871   0.008152   0.003188         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    196/499      4.32G    0.00871   0.008152   0.003188         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    196/499      4.32G   0.008717   0.008149   0.003174         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    196/499      4.32G   0.008717   0.008149   0.003174         61        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    196/499      4.32G   0.008723    0.00815   0.003171         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    196/499      4.32G   0.008723    0.00815   0.003171         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.25it/s]
    196/499      4.32G   0.008734   0.008161   0.003159         64        640:  84%|########3 | 141/168 [00:27<00:05,  5.25it/s]
    196/499      4.32G   0.008734   0.008161   0.003159         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
    196/499      4.32G   0.008741   0.008164   0.003157         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.12it/s]
    196/499      4.32G   0.008741   0.008164   0.003157         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    196/499      4.32G   0.008753   0.008162   0.003165         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    196/499      4.32G   0.008753   0.008162   0.003165         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    196/499      4.32G   0.008759   0.008152    0.00318         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    196/499      4.32G   0.008759   0.008152    0.00318         54        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    196/499      4.32G    0.00875   0.008141   0.003176         60        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    196/499      4.32G    0.00875   0.008141   0.003176         60        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    196/499      4.32G    0.00876   0.008135   0.003168         64        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
    196/499      4.32G    0.00876   0.008135   0.003168         64        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    196/499      4.32G    0.00876   0.008139   0.003165         71        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    196/499      4.32G    0.00876   0.008139   0.003165         71        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    196/499      4.32G   0.008769   0.008136   0.003151         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    196/499      4.32G   0.008769   0.008136   0.003151         59        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    196/499      4.32G   0.008771   0.008126   0.003164         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    196/499      4.32G   0.008771   0.008126   0.003164         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    196/499      4.32G   0.008766   0.008122   0.003151         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    196/499      4.32G   0.008766   0.008122   0.003151         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.20it/s]
    196/499      4.32G    0.00876   0.008122   0.003147         66        640:  90%|########9 | 151/168 [00:29<00:03,  5.20it/s]
    196/499      4.32G    0.00876   0.008122   0.003147         66        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    196/499      4.32G   0.008773   0.008118   0.003156         57        640:  90%|######### | 152/168 [00:29<00:03,  5.30it/s]
    196/499      4.32G   0.008773   0.008118   0.003156         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    196/499      4.32G    0.00878   0.008111    0.00315         55        640:  91%|#########1| 153/168 [00:29<00:02,  5.37it/s]
    196/499      4.32G    0.00878   0.008111    0.00315         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    196/499      4.32G   0.008775   0.008102   0.003142         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    196/499      4.32G   0.008775   0.008102   0.003142         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    196/499      4.32G   0.008781    0.00811   0.003149         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    196/499      4.32G   0.008781    0.00811   0.003149         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    196/499      4.32G   0.008785   0.008107   0.003153         65        640:  93%|#########2| 156/168 [00:30<00:02,  5.34it/s]
    196/499      4.32G   0.008785   0.008107   0.003153         65        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    196/499      4.32G   0.008784   0.008099   0.003156         66        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    196/499      4.32G   0.008784   0.008099   0.003156         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    196/499      4.32G   0.008784   0.008106   0.003144         72        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    196/499      4.32G   0.008784   0.008106   0.003144         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    196/499      4.32G   0.008784   0.008121   0.003145        103        640:  95%|#########4| 159/168 [00:30<00:01,  5.31it/s]
    196/499      4.32G   0.008784   0.008121   0.003145        103        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    196/499      4.32G   0.008781   0.008126   0.003141         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    196/499      4.32G   0.008781   0.008126   0.003141         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    196/499      4.32G   0.008788   0.008124    0.00314         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    196/499      4.32G   0.008788   0.008124    0.00314         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    196/499      4.32G   0.008792   0.008119   0.003141         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.34it/s]
    196/499      4.32G   0.008792   0.008119   0.003141         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    196/499      4.32G   0.008801   0.008127   0.003135         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.20it/s]
    196/499      4.32G   0.008801   0.008127   0.003135         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    196/499      4.32G     0.0088   0.008131   0.003127         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    196/499      4.32G     0.0088   0.008131   0.003127         63        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    196/499      4.32G   0.008798   0.008139   0.003129         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    196/499      4.32G   0.008798   0.008139   0.003129         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    196/499      4.32G   0.008801   0.008142   0.003122         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    196/499      4.32G   0.008801   0.008142   0.003122         71        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    196/499      4.32G   0.008799    0.00815   0.003106         34        640:  99%|#########9| 167/168 [00:32<00:00,  5.29it/s]
    196/499      4.32G   0.008799    0.00815   0.003106         34        640: 100%|##########| 168/168 [00:32<00:00,  5.48it/s]
    196/499      4.32G   0.008799    0.00815   0.003106         34        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.846      0.844       0.87      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    197/499      4.32G   0.007397   0.005523   0.003169         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
    197/499      4.32G   0.007397   0.005523   0.003169         63        640:   1%|          | 1/168 [00:00<00:34,  4.83it/s]
    197/499      4.32G   0.008563   0.006725   0.002693         55        640:   1%|          | 1/168 [00:00<00:34,  4.83it/s]
    197/499      4.32G   0.008563   0.006725   0.002693         55        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    197/499      4.32G   0.008685   0.007287   0.002995         71        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    197/499      4.32G   0.008685   0.007287   0.002995         71        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    197/499      4.32G   0.008654   0.007525   0.003524         76        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    197/499      4.32G   0.008654   0.007525   0.003524         76        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    197/499      4.32G   0.008629    0.00778   0.003119         63        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    197/499      4.32G   0.008629    0.00778   0.003119         63        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    197/499      4.32G   0.008492   0.007651   0.002949         64        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    197/499      4.32G   0.008492   0.007651   0.002949         64        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    197/499      4.32G   0.008733   0.007755   0.002983         65        640:   4%|3         | 6/168 [00:01<00:30,  5.34it/s]
    197/499      4.32G   0.008733   0.007755   0.002983         65        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    197/499      4.32G     0.0086   0.007844   0.002795         75        640:   4%|4         | 7/168 [00:01<00:31,  5.18it/s]
    197/499      4.32G     0.0086   0.007844   0.002795         75        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    197/499      4.32G   0.008503    0.00798   0.002648         88        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    197/499      4.32G   0.008503    0.00798   0.002648         88        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    197/499      4.32G   0.008371    0.00783   0.002799         62        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    197/499      4.32G   0.008371    0.00783   0.002799         62        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    197/499      4.32G   0.008239   0.007832   0.002652         74        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    197/499      4.32G   0.008239   0.007832   0.002652         74        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    197/499      4.32G   0.008268   0.007956   0.002545         75        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    197/499      4.32G   0.008268   0.007956   0.002545         75        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    197/499      4.32G   0.008278    0.00801   0.002375         62        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    197/499      4.32G   0.008278    0.00801   0.002375         62        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    197/499      4.32G   0.008221   0.008013   0.002391         62        640:   8%|7         | 13/168 [00:02<00:30,  5.13it/s]
    197/499      4.32G   0.008221   0.008013   0.002391         62        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    197/499      4.32G   0.008276   0.008042   0.002263         70        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    197/499      4.32G   0.008276   0.008042   0.002263         70        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    197/499      4.32G    0.00847   0.007977   0.002375         52        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    197/499      4.32G    0.00847   0.007977   0.002375         52        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    197/499      4.32G   0.008554   0.007958   0.002442         83        640:  10%|9         | 16/168 [00:03<00:29,  5.13it/s]
    197/499      4.32G   0.008554   0.007958   0.002442         83        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    197/499      4.32G   0.008594   0.007973   0.002417         66        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    197/499      4.32G   0.008594   0.007973   0.002417         66        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    197/499      4.32G   0.008578   0.007957   0.002586         71        640:  11%|#         | 18/168 [00:03<00:28,  5.29it/s]
    197/499      4.32G   0.008578   0.007957   0.002586         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    197/499      4.32G   0.008579   0.007997   0.002643         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    197/499      4.32G   0.008579   0.007997   0.002643         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.24it/s]
    197/499      4.32G   0.008632   0.008017   0.002626         67        640:  12%|#1        | 20/168 [00:04<00:28,  5.24it/s]
    197/499      4.32G   0.008632   0.008017   0.002626         67        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    197/499      4.32G    0.00861   0.007939   0.002598         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.27it/s]
    197/499      4.32G    0.00861   0.007939   0.002598         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    197/499      4.32G   0.008629    0.00793   0.002608         75        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    197/499      4.32G   0.008629    0.00793   0.002608         75        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    197/499      4.32G   0.008607   0.007974   0.002607         81        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    197/499      4.32G   0.008607   0.007974   0.002607         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    197/499      4.32G   0.008578   0.008007   0.002525         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    197/499      4.32G   0.008578   0.008007   0.002525         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    197/499      4.32G   0.008602    0.00801   0.002529         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    197/499      4.32G   0.008602    0.00801   0.002529         77        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    197/499      4.32G   0.008599   0.007945   0.002672         56        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    197/499      4.32G   0.008599   0.007945   0.002672         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
    197/499      4.32G   0.008637   0.007952   0.002725         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
    197/499      4.32G   0.008637   0.007952   0.002725         61        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
    197/499      4.32G    0.00867   0.007946   0.002725         59        640:  17%|#6        | 28/168 [00:05<00:27,  5.10it/s]
    197/499      4.32G    0.00867   0.007946   0.002725         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    197/499      4.32G   0.008612   0.007926    0.00275         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.21it/s]
    197/499      4.32G   0.008612   0.007926    0.00275         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    197/499      4.32G   0.008663   0.007921   0.002758         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    197/499      4.32G   0.008663   0.007921   0.002758         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    197/499      4.32G   0.008641    0.00789   0.002722         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    197/499      4.32G   0.008641    0.00789   0.002722         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    197/499      4.32G   0.008635   0.007952   0.002751         82        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    197/499      4.32G   0.008635   0.007952   0.002751         82        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    197/499      4.32G   0.008646   0.007957   0.002736         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    197/499      4.32G   0.008646   0.007957   0.002736         73        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    197/499      4.32G   0.008657   0.007905   0.002753         56        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    197/499      4.32G   0.008657   0.007905   0.002753         56        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    197/499      4.32G    0.00866   0.007918    0.00276         65        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    197/499      4.32G    0.00866   0.007918    0.00276         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    197/499      4.32G   0.008664   0.007851   0.002905         47        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    197/499      4.32G   0.008664   0.007851   0.002905         47        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    197/499      4.32G   0.008636    0.00783   0.002955         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    197/499      4.32G   0.008636    0.00783   0.002955         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    197/499      4.32G    0.00866   0.007798   0.002979         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.22it/s]
    197/499      4.32G    0.00866   0.007798   0.002979         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    197/499      4.32G    0.00867   0.007773   0.002963         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.29it/s]
    197/499      4.32G    0.00867   0.007773   0.002963         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    197/499      4.32G   0.008663    0.00778   0.002989         81        640:  24%|##3       | 40/168 [00:07<00:24,  5.19it/s]
    197/499      4.32G   0.008663    0.00778   0.002989         81        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    197/499      4.32G   0.008694   0.007792   0.003004         73        640:  24%|##4       | 41/168 [00:08<00:24,  5.29it/s]
    197/499      4.32G   0.008694   0.007792   0.003004         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    197/499      4.32G   0.008684   0.007768    0.00307         60        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    197/499      4.32G   0.008684   0.007768    0.00307         60        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    197/499      4.32G    0.00865   0.007754   0.003003         47        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    197/499      4.32G    0.00865   0.007754   0.003003         47        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    197/499      4.32G   0.008656   0.007794   0.002972         85        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    197/499      4.32G   0.008656   0.007794   0.002972         85        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    197/499      4.32G   0.008667    0.00775   0.003023         60        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    197/499      4.32G   0.008667    0.00775   0.003023         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    197/499      4.32G   0.008644   0.007753   0.002991         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    197/499      4.32G   0.008644   0.007753   0.002991         62        640:  28%|##7       | 47/168 [00:08<00:23,  5.22it/s]
    197/499      4.32G   0.008637   0.007724   0.002966         62        640:  28%|##7       | 47/168 [00:09<00:23,  5.22it/s]
    197/499      4.32G   0.008637   0.007724   0.002966         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    197/499      4.32G   0.008621   0.007725   0.002911         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    197/499      4.32G   0.008621   0.007725   0.002911         63        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    197/499      4.32G   0.008617   0.007769   0.002919         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    197/499      4.32G   0.008617   0.007769   0.002919         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    197/499      4.32G    0.00861   0.007785   0.002896         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.25it/s]
    197/499      4.32G    0.00861   0.007785   0.002896         70        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    197/499      4.32G   0.008633   0.007762   0.002892         60        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    197/499      4.32G   0.008633   0.007762   0.002892         60        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    197/499      4.32G    0.00863   0.007726   0.002927         58        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    197/499      4.32G    0.00863   0.007726   0.002927         58        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    197/499      4.32G   0.008643   0.007749    0.00291         62        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    197/499      4.32G   0.008643   0.007749    0.00291         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.20it/s]
    197/499      4.32G   0.008662   0.007803   0.002919         78        640:  32%|###2      | 54/168 [00:10<00:21,  5.20it/s]
    197/499      4.32G   0.008662   0.007803   0.002919         78        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
    197/499      4.32G   0.008674   0.007805   0.002893         57        640:  33%|###2      | 55/168 [00:10<00:22,  5.11it/s]
    197/499      4.32G   0.008674   0.007805   0.002893         57        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
    197/499      4.32G   0.008662   0.007795   0.002898         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
    197/499      4.32G   0.008662   0.007795   0.002898         72        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
    197/499      4.32G   0.008665   0.007833   0.002908         84        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
    197/499      4.32G   0.008665   0.007833   0.002908         84        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    197/499      4.32G   0.008656    0.00784   0.002886         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    197/499      4.32G   0.008656    0.00784   0.002886         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    197/499      4.32G   0.008682   0.007803   0.002901         57        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    197/499      4.32G   0.008682   0.007803   0.002901         57        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    197/499      4.32G   0.008659   0.007789   0.002905         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    197/499      4.32G   0.008659   0.007789   0.002905         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    197/499      4.32G   0.008666   0.007801   0.002883         60        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    197/499      4.32G   0.008666   0.007801   0.002883         60        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    197/499      4.32G   0.008659   0.007802   0.002886         69        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    197/499      4.32G   0.008659   0.007802   0.002886         69        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    197/499      4.32G   0.008667   0.007816   0.002854         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    197/499      4.32G   0.008667   0.007816   0.002854         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    197/499      4.32G   0.008659    0.00783   0.002859         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.15it/s]
    197/499      4.32G   0.008659    0.00783   0.002859         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    197/499      4.32G   0.008653   0.007826   0.002826         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    197/499      4.32G   0.008653   0.007826   0.002826         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    197/499      4.32G   0.008654   0.007859   0.002881         91        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    197/499      4.32G   0.008654   0.007859   0.002881         91        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    197/499      4.32G   0.008639   0.007851   0.002853         59        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    197/499      4.32G   0.008639   0.007851   0.002853         59        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    197/499      4.32G   0.008628   0.007858   0.002868         79        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    197/499      4.32G   0.008628   0.007858   0.002868         79        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    197/499      4.32G   0.008627   0.007843   0.002863         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    197/499      4.32G   0.008627   0.007843   0.002863         55        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    197/499      4.32G    0.00862   0.007848    0.00288         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.20it/s]
    197/499      4.32G    0.00862   0.007848    0.00288         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    197/499      4.32G   0.008622   0.007865   0.002916         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    197/499      4.32G   0.008622   0.007865   0.002916         64        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    197/499      4.32G   0.008641   0.007866   0.002928         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.38it/s]
    197/499      4.32G   0.008641   0.007866   0.002928         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    197/499      4.32G   0.008653   0.007891   0.002922         79        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
    197/499      4.32G   0.008653   0.007891   0.002922         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    197/499      4.32G   0.008661   0.007885   0.002903         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.31it/s]
    197/499      4.32G   0.008661   0.007885   0.002903         62        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    197/499      4.32G   0.008663   0.007914   0.002921         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    197/499      4.32G   0.008663   0.007914   0.002921         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
    197/499      4.32G   0.008656   0.007918   0.002922         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
    197/499      4.32G   0.008656   0.007918   0.002922         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
    197/499      4.32G   0.008637   0.007913   0.002898         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.25it/s]
    197/499      4.32G   0.008637   0.007913   0.002898         63        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    197/499      4.32G   0.008651   0.007899   0.002893         62        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    197/499      4.32G   0.008651   0.007899   0.002893         62        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    197/499      4.32G   0.008643   0.007896   0.002905         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.14it/s]
    197/499      4.32G   0.008643   0.007896   0.002905         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
    197/499      4.32G   0.008629   0.007888   0.002917         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
    197/499      4.32G   0.008629   0.007888   0.002917         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.20it/s]
    197/499      4.32G   0.008616   0.007897   0.002914         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.20it/s]
    197/499      4.32G   0.008616   0.007897   0.002914         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
    197/499      4.32G   0.008624   0.007914   0.002892         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.11it/s]
    197/499      4.32G   0.008624   0.007914   0.002892         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
    197/499      4.32G   0.008617   0.007908   0.002872         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.20it/s]
    197/499      4.32G   0.008617   0.007908   0.002872         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    197/499      4.32G    0.00861    0.00792   0.002904         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.27it/s]
    197/499      4.32G    0.00861    0.00792   0.002904         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    197/499      4.32G   0.008606   0.007915   0.002887         59        640:  51%|#####     | 85/168 [00:16<00:16,  5.13it/s]
    197/499      4.32G   0.008606   0.007915   0.002887         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    197/499      4.32G   0.008607   0.007924   0.002908         73        640:  51%|#####1    | 86/168 [00:16<00:15,  5.22it/s]
    197/499      4.32G   0.008607   0.007924   0.002908         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    197/499      4.32G   0.008604   0.007952   0.002909         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    197/499      4.32G   0.008604   0.007952   0.002909         74        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    197/499      4.32G   0.008601   0.007964   0.002898         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    197/499      4.32G   0.008601   0.007964   0.002898         73        640:  53%|#####2    | 89/168 [00:16<00:15,  5.26it/s]
    197/499      4.32G   0.008611   0.007953   0.002893         58        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    197/499      4.32G   0.008611   0.007953   0.002893         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    197/499      4.32G   0.008596   0.007959   0.002938         80        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    197/499      4.32G   0.008596   0.007959   0.002938         80        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    197/499      4.32G   0.008593   0.007956   0.002934         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    197/499      4.32G   0.008593   0.007956   0.002934         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    197/499      4.32G   0.008607   0.007967   0.002915         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    197/499      4.32G   0.008607   0.007967   0.002915         56        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    197/499      4.32G   0.008599   0.007978   0.002891         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    197/499      4.32G   0.008599   0.007978   0.002891         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    197/499      4.32G   0.008591   0.007958   0.002941         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    197/499      4.32G   0.008591   0.007958   0.002941         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    197/499      4.32G   0.008583   0.007949    0.00295         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    197/499      4.32G   0.008583   0.007949    0.00295         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    197/499      4.32G   0.008579   0.007943   0.002939         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    197/499      4.32G   0.008579   0.007943   0.002939         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    197/499      4.32G   0.008584   0.007953   0.002938         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    197/499      4.32G   0.008584   0.007953   0.002938         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    197/499      4.32G   0.008575   0.007926   0.002958         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    197/499      4.32G   0.008575   0.007926   0.002958         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.31it/s]
    197/499      4.32G   0.008577   0.007929   0.003003         64        640:  59%|#####8    | 99/168 [00:19<00:12,  5.31it/s]
    197/499      4.32G   0.008577   0.007929   0.003003         64        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    197/499      4.32G   0.008581   0.007907   0.002983         54        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    197/499      4.32G   0.008581   0.007907   0.002983         54        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    197/499      4.32G   0.008568   0.007896   0.002983         70        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    197/499      4.32G   0.008568   0.007896   0.002983         70        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    197/499      4.32G   0.008569   0.007892   0.002967         63        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    197/499      4.32G   0.008569   0.007892   0.002967         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    197/499      4.32G   0.008559   0.007892   0.002967         78        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    197/499      4.32G   0.008559   0.007892   0.002967         78        640:  62%|######1   | 104/168 [00:19<00:12,  5.19it/s]
    197/499      4.32G   0.008583    0.00791   0.002954         65        640:  62%|######1   | 104/168 [00:20<00:12,  5.19it/s]
    197/499      4.32G   0.008583    0.00791   0.002954         65        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    197/499      4.32G    0.00858   0.007912   0.002949         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.28it/s]
    197/499      4.32G    0.00858   0.007912   0.002949         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    197/499      4.32G   0.008572   0.007916   0.002932         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    197/499      4.32G   0.008572   0.007916   0.002932         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    197/499      4.32G   0.008577   0.007914   0.002944         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    197/499      4.32G   0.008577   0.007914   0.002944         59        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    197/499      4.32G   0.008592   0.007933   0.002932         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    197/499      4.32G   0.008592   0.007933   0.002932         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    197/499      4.32G   0.008598   0.007933   0.002931         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    197/499      4.32G   0.008598   0.007933   0.002931         62        640:  65%|######5   | 110/168 [00:20<00:11,  5.27it/s]
    197/499      4.32G   0.008589   0.007933   0.002969         70        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    197/499      4.32G   0.008589   0.007933   0.002969         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    197/499      4.32G   0.008595   0.007931   0.002952         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    197/499      4.32G   0.008595   0.007931   0.002952         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    197/499      4.32G   0.008592    0.00793    0.00296         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    197/499      4.32G   0.008592    0.00793    0.00296         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    197/499      4.32G   0.008595   0.007923   0.002948         53        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    197/499      4.32G   0.008595   0.007923   0.002948         53        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    197/499      4.32G    0.00859    0.00794   0.002952         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    197/499      4.32G    0.00859    0.00794   0.002952         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    197/499      4.32G   0.008572   0.007921    0.00295         57        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
    197/499      4.32G   0.008572   0.007921    0.00295         57        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    197/499      4.32G   0.008563   0.007916    0.00294         70        640:  69%|######9   | 116/168 [00:22<00:09,  5.32it/s]
    197/499      4.32G   0.008563   0.007916    0.00294         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    197/499      4.32G   0.008562   0.007914   0.002953         51        640:  70%|######9   | 117/168 [00:22<00:09,  5.38it/s]
    197/499      4.32G   0.008562   0.007914   0.002953         51        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    197/499      4.32G    0.00856   0.007921   0.002972         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    197/499      4.32G    0.00856   0.007921   0.002972         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    197/499      4.32G   0.008547   0.007913   0.002984         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    197/499      4.32G   0.008547   0.007913   0.002984         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    197/499      4.32G   0.008554   0.007912   0.002966         67        640:  71%|#######1  | 120/168 [00:23<00:08,  5.38it/s]
    197/499      4.32G   0.008554   0.007912   0.002966         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    197/499      4.32G    0.00853   0.007893   0.002965         56        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    197/499      4.32G    0.00853   0.007893   0.002965         56        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    197/499      4.32G   0.008535   0.007883    0.00297         68        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    197/499      4.32G   0.008535   0.007883    0.00297         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    197/499      4.32G   0.008534   0.007891   0.002972         82        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    197/499      4.32G   0.008534   0.007891   0.002972         82        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    197/499      4.32G   0.008547   0.007899   0.002987         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    197/499      4.32G   0.008547   0.007899   0.002987         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    197/499      4.32G   0.008547   0.007896   0.002984         67        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
    197/499      4.32G   0.008547   0.007896   0.002984         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    197/499      4.32G   0.008555   0.007889    0.00297         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    197/499      4.32G   0.008555   0.007889    0.00297         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    197/499      4.32G   0.008558   0.007903   0.003015         64        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    197/499      4.32G   0.008558   0.007903   0.003015         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    197/499      4.32G   0.008565   0.007915   0.003028         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    197/499      4.32G   0.008565   0.007915   0.003028         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    197/499      4.32G   0.008563   0.007911   0.003014         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    197/499      4.32G   0.008563   0.007911   0.003014         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    197/499      4.32G   0.008561   0.007917   0.003022         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    197/499      4.32G   0.008561   0.007917   0.003022         69        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    197/499      4.32G   0.008562   0.007939   0.003022         79        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    197/499      4.32G   0.008562   0.007939   0.003022         79        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    197/499      4.32G   0.008554   0.007925   0.003032         54        640:  79%|#######8  | 132/168 [00:25<00:06,  5.36it/s]
    197/499      4.32G   0.008554   0.007925   0.003032         54        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    197/499      4.32G    0.00856   0.007931   0.003018         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    197/499      4.32G    0.00856   0.007931   0.003018         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    197/499      4.32G   0.008573   0.007941   0.003021         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    197/499      4.32G   0.008573   0.007941   0.003021         63        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    197/499      4.32G    0.00857   0.007943   0.003005         56        640:  80%|########  | 135/168 [00:25<00:06,  5.38it/s]
    197/499      4.32G    0.00857   0.007943   0.003005         56        640:  81%|########  | 136/168 [00:25<00:06,  5.23it/s]
    197/499      4.32G   0.008573   0.007949   0.003011         78        640:  81%|########  | 136/168 [00:26<00:06,  5.23it/s]
    197/499      4.32G   0.008573   0.007949   0.003011         78        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    197/499      4.32G   0.008567   0.007943   0.002989         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    197/499      4.32G   0.008567   0.007943   0.002989         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    197/499      4.32G   0.008576   0.007958   0.002997         80        640:  82%|########2 | 138/168 [00:26<00:05,  5.28it/s]
    197/499      4.32G   0.008576   0.007958   0.002997         80        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    197/499      4.32G    0.00857   0.007941   0.002995         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    197/499      4.32G    0.00857   0.007941   0.002995         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    197/499      4.32G   0.008561   0.007955   0.002987         82        640:  83%|########3 | 140/168 [00:26<00:05,  5.21it/s]
    197/499      4.32G   0.008561   0.007955   0.002987         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    197/499      4.32G   0.008559   0.007962   0.002987         85        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    197/499      4.32G   0.008559   0.007962   0.002987         85        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    197/499      4.32G   0.008561   0.007953   0.002996         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    197/499      4.32G   0.008561   0.007953   0.002996         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    197/499      4.32G   0.008559   0.007961   0.002986         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    197/499      4.32G   0.008559   0.007961   0.002986         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    197/499      4.32G   0.008563   0.007958   0.002992         62        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    197/499      4.32G   0.008563   0.007958   0.002992         62        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    197/499      4.32G    0.00856   0.007959   0.002989         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    197/499      4.32G    0.00856   0.007959   0.002989         72        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    197/499      4.32G   0.008554   0.007958   0.002981         67        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    197/499      4.32G   0.008554   0.007958   0.002981         67        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    197/499      4.32G   0.008547    0.00797   0.002992         98        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    197/499      4.32G   0.008547    0.00797   0.002992         98        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    197/499      4.32G   0.008538   0.007978   0.002985         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    197/499      4.32G   0.008538   0.007978   0.002985         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    197/499      4.32G   0.008535   0.007982   0.002993         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    197/499      4.32G   0.008535   0.007982   0.002993         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    197/499      4.32G   0.008532   0.007988   0.002997         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    197/499      4.32G   0.008532   0.007988   0.002997         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
    197/499      4.32G    0.00854   0.007985   0.002991         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.12it/s]
    197/499      4.32G    0.00854   0.007985   0.002991         59        640:  90%|######### | 152/168 [00:28<00:03,  5.17it/s]
    197/499      4.32G   0.008547   0.007969   0.002994         48        640:  90%|######### | 152/168 [00:29<00:03,  5.17it/s]
    197/499      4.32G   0.008547   0.007969   0.002994         48        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    197/499      4.32G   0.008541   0.007954   0.002995         48        640:  91%|#########1| 153/168 [00:29<00:02,  5.27it/s]
    197/499      4.32G   0.008541   0.007954   0.002995         48        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    197/499      4.32G   0.008556   0.007944   0.003021         55        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    197/499      4.32G   0.008556   0.007944   0.003021         55        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    197/499      4.32G   0.008553   0.007954   0.003025         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    197/499      4.32G   0.008553   0.007954   0.003025         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    197/499      4.32G   0.008559   0.007962    0.00302         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    197/499      4.32G   0.008559   0.007962    0.00302         69        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    197/499      4.32G   0.008559   0.007968    0.00304         61        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    197/499      4.32G   0.008559   0.007968    0.00304         61        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    197/499      4.32G    0.00856   0.007967   0.003045         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.23it/s]
    197/499      4.32G    0.00856   0.007967   0.003045         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    197/499      4.32G   0.008559   0.007969   0.003041         86        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    197/499      4.32G   0.008559   0.007969   0.003041         86        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    197/499      4.32G   0.008563   0.007976   0.003058         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    197/499      4.32G   0.008563   0.007976   0.003058         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    197/499      4.32G   0.008559   0.007976    0.00306         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    197/499      4.32G   0.008559   0.007976    0.00306         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    197/499      4.32G   0.008565   0.007985   0.003051         70        640:  96%|#########6| 162/168 [00:31<00:01,  5.35it/s]
    197/499      4.32G   0.008565   0.007985   0.003051         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    197/499      4.32G   0.008561   0.007991    0.00305         70        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    197/499      4.32G   0.008561   0.007991    0.00305         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    197/499      4.32G   0.008561   0.007995   0.003044         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    197/499      4.32G   0.008561   0.007995   0.003044         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    197/499      4.32G   0.008569   0.007987   0.003049         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    197/499      4.32G   0.008569   0.007987   0.003049         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    197/499      4.32G   0.008565   0.007998   0.003036         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    197/499      4.32G   0.008565   0.007998   0.003036         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    197/499      4.32G   0.008557   0.007981   0.003025         32        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
    197/499      4.32G   0.008557   0.007981   0.003025         32        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
    197/499      4.32G   0.008557   0.007981   0.003025         32        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263       0.85      0.845       0.87       0.76

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    198/499      4.32G    0.01026   0.008312   0.003429         69        640:   0%|          | 0/168 [00:00<?, ?it/s]
    198/499      4.32G    0.01026   0.008312   0.003429         69        640:   1%|          | 1/168 [00:00<00:35,  4.69it/s]
    198/499      4.32G   0.008645   0.008558   0.004255         77        640:   1%|          | 1/168 [00:00<00:35,  4.69it/s]
    198/499      4.32G   0.008645   0.008558   0.004255         77        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    198/499      4.32G   0.008902   0.009035   0.003604         75        640:   1%|1         | 2/168 [00:00<00:32,  5.17it/s]
    198/499      4.32G   0.008902   0.009035   0.003604         75        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    198/499      4.32G   0.008609   0.008471   0.003933         65        640:   2%|1         | 3/168 [00:00<00:31,  5.28it/s]
    198/499      4.32G   0.008609   0.008471   0.003933         65        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    198/499      4.32G   0.008823   0.008419   0.003467         66        640:   2%|2         | 4/168 [00:00<00:32,  5.11it/s]
    198/499      4.32G   0.008823   0.008419   0.003467         66        640:   3%|2         | 5/168 [00:00<00:31,  5.21it/s]
    198/499      4.32G   0.008613   0.008173   0.003802         59        640:   3%|2         | 5/168 [00:01<00:31,  5.21it/s]
    198/499      4.32G   0.008613   0.008173   0.003802         59        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
    198/499      4.32G   0.008492   0.008194   0.003388         66        640:   4%|3         | 6/168 [00:01<00:30,  5.27it/s]
    198/499      4.32G   0.008492   0.008194   0.003388         66        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    198/499      4.32G   0.008398   0.008127    0.00393         70        640:   4%|4         | 7/168 [00:01<00:31,  5.12it/s]
    198/499      4.32G   0.008398   0.008127    0.00393         70        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    198/499      4.32G   0.008564   0.008262   0.004045         64        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    198/499      4.32G   0.008564   0.008262   0.004045         64        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    198/499      4.32G   0.008779   0.008282   0.004286         65        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    198/499      4.32G   0.008779   0.008282   0.004286         65        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
    198/499      4.32G   0.008751   0.008209   0.004255         61        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
    198/499      4.32G   0.008751   0.008209   0.004255         61        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    198/499      4.32G   0.008798   0.008457   0.004232         78        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    198/499      4.32G   0.008798   0.008457   0.004232         78        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    198/499      4.32G   0.008796   0.008351   0.004303         55        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    198/499      4.32G   0.008796   0.008351   0.004303         55        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
    198/499      4.32G   0.008762   0.008494   0.004119         81        640:   8%|7         | 13/168 [00:02<00:30,  5.17it/s]
    198/499      4.32G   0.008762   0.008494   0.004119         81        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    198/499      4.32G   0.008689   0.008514    0.00411         74        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    198/499      4.32G   0.008689   0.008514    0.00411         74        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    198/499      4.32G    0.00858   0.008317   0.004026         53        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    198/499      4.32G    0.00858   0.008317   0.004026         53        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    198/499      4.32G   0.008644   0.008444    0.00405         89        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    198/499      4.32G   0.008644   0.008444    0.00405         89        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    198/499      4.32G   0.008616   0.008586   0.003955         89        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    198/499      4.32G   0.008616   0.008586   0.003955         89        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
    198/499      4.32G   0.008566   0.008572   0.003887         69        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
    198/499      4.32G   0.008566   0.008572   0.003887         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    198/499      4.32G   0.008607   0.008631   0.003973         84        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    198/499      4.32G   0.008607   0.008631   0.003973         84        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    198/499      4.32G    0.00858   0.008664   0.003867         62        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
    198/499      4.32G    0.00858   0.008664   0.003867         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    198/499      4.32G   0.008641   0.008733   0.003852         70        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    198/499      4.32G   0.008641   0.008733   0.003852         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    198/499      4.32G   0.008681   0.008696   0.003813         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.14it/s]
    198/499      4.32G   0.008681   0.008696   0.003813         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    198/499      4.32G   0.008694   0.008619   0.003794         51        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    198/499      4.32G   0.008694   0.008619   0.003794         51        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    198/499      4.32G   0.008657   0.008662   0.003693         81        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    198/499      4.32G   0.008657   0.008662   0.003693         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    198/499      4.32G   0.008595   0.008565   0.003803         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    198/499      4.32G   0.008595   0.008565   0.003803         57        640:  15%|#5        | 26/168 [00:04<00:27,  5.24it/s]
    198/499      4.32G   0.008655   0.008543   0.003776         59        640:  15%|#5        | 26/168 [00:05<00:27,  5.24it/s]
    198/499      4.32G   0.008655   0.008543   0.003776         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    198/499      4.32G   0.008646   0.008459    0.00368         51        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    198/499      4.32G   0.008646   0.008459    0.00368         51        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    198/499      4.32G    0.00864   0.008475   0.003597         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    198/499      4.32G    0.00864   0.008475   0.003597         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    198/499      4.32G   0.008657   0.008478    0.00358         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    198/499      4.32G   0.008657   0.008478    0.00358         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    198/499      4.32G   0.008647   0.008465   0.003554         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    198/499      4.32G   0.008647   0.008465   0.003554         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.23it/s]
    198/499      4.32G   0.008647    0.00856   0.003514         78        640:  18%|#8        | 31/168 [00:06<00:26,  5.23it/s]
    198/499      4.32G   0.008647    0.00856   0.003514         78        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    198/499      4.32G   0.008657   0.008499   0.003463         51        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    198/499      4.32G   0.008657   0.008499   0.003463         51        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    198/499      4.32G   0.008644   0.008522   0.003464         74        640:  20%|#9        | 33/168 [00:06<00:25,  5.39it/s]
    198/499      4.32G   0.008644   0.008522   0.003464         74        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    198/499      4.32G   0.008644   0.008545   0.003415         66        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    198/499      4.32G   0.008644   0.008545   0.003415         66        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    198/499      4.32G   0.008654   0.008493   0.003388         59        640:  21%|##        | 35/168 [00:06<00:25,  5.32it/s]
    198/499      4.32G   0.008654   0.008493   0.003388         59        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
    198/499      4.32G   0.008689   0.008507   0.003391         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.39it/s]
    198/499      4.32G   0.008689   0.008507   0.003391         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    198/499      4.32G     0.0087   0.008533   0.003346         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    198/499      4.32G     0.0087   0.008533   0.003346         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    198/499      4.32G   0.008703    0.00857   0.003354         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    198/499      4.32G   0.008703    0.00857   0.003354         78        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    198/499      4.32G   0.008682   0.008548   0.003474         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.31it/s]
    198/499      4.32G   0.008682   0.008548   0.003474         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    198/499      4.32G   0.008671   0.008553    0.00349         86        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    198/499      4.32G   0.008671   0.008553    0.00349         86        640:  24%|##4       | 41/168 [00:07<00:24,  5.26it/s]
    198/499      4.32G    0.00864   0.008526   0.003569         64        640:  24%|##4       | 41/168 [00:08<00:24,  5.26it/s]
    198/499      4.32G    0.00864   0.008526   0.003569         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    198/499      4.32G   0.008614   0.008502   0.003602         83        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    198/499      4.32G   0.008614   0.008502   0.003602         83        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    198/499      4.32G   0.008604   0.008478   0.003547         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    198/499      4.32G   0.008604   0.008478   0.003547         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    198/499      4.32G    0.00863   0.008432   0.003552         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    198/499      4.32G    0.00863   0.008432   0.003552         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    198/499      4.32G   0.008619   0.008419   0.003546         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    198/499      4.32G   0.008619   0.008419   0.003546         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    198/499      4.32G   0.008641   0.008383   0.003547         63        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    198/499      4.32G   0.008641   0.008383   0.003547         63        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    198/499      4.32G   0.008623   0.008388   0.003552         78        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    198/499      4.32G   0.008623   0.008388   0.003552         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    198/499      4.32G   0.008595   0.008356   0.003512         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    198/499      4.32G   0.008595   0.008356   0.003512         58        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    198/499      4.32G   0.008581   0.008343   0.003521         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.15it/s]
    198/499      4.32G   0.008581   0.008343   0.003521         61        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    198/499      4.32G   0.008569   0.008375   0.003529         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    198/499      4.32G   0.008569   0.008375   0.003529         77        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    198/499      4.32G   0.008553   0.008359   0.003523         77        640:  30%|###       | 51/168 [00:09<00:22,  5.27it/s]
    198/499      4.32G   0.008553   0.008359   0.003523         77        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    198/499      4.32G   0.008538   0.008372   0.003556         75        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    198/499      4.32G   0.008538   0.008372   0.003556         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    198/499      4.32G   0.008541   0.008312   0.003506         45        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    198/499      4.32G   0.008541   0.008312   0.003506         45        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    198/499      4.32G   0.008553   0.008326   0.003494         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    198/499      4.32G   0.008553   0.008326   0.003494         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    198/499      4.32G   0.008583    0.00832   0.003478         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    198/499      4.32G   0.008583    0.00832   0.003478         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    198/499      4.32G   0.008574   0.008339    0.00344         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    198/499      4.32G   0.008574   0.008339    0.00344         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    198/499      4.32G   0.008579   0.008339     0.0034         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    198/499      4.32G   0.008579   0.008339     0.0034         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    198/499      4.32G   0.008567   0.008326     0.0034         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    198/499      4.32G   0.008567   0.008326     0.0034         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    198/499      4.32G   0.008569   0.008314   0.003395         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    198/499      4.32G   0.008569   0.008314   0.003395         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    198/499      4.32G   0.008554   0.008315   0.003369         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.29it/s]
    198/499      4.32G   0.008554   0.008315   0.003369         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    198/499      4.32G   0.008576    0.00834    0.00341         78        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    198/499      4.32G   0.008576    0.00834    0.00341         78        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    198/499      4.32G   0.008574   0.008296   0.003445         62        640:  37%|###6      | 62/168 [00:12<00:20,  5.28it/s]
    198/499      4.32G   0.008574   0.008296   0.003445         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    198/499      4.32G    0.00856   0.008272   0.003427         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    198/499      4.32G    0.00856   0.008272   0.003427         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    198/499      4.32G   0.008568    0.00826   0.003392         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    198/499      4.32G   0.008568    0.00826   0.003392         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    198/499      4.32G   0.008553   0.008235   0.003406         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.18it/s]
    198/499      4.32G   0.008553   0.008235   0.003406         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
    198/499      4.32G   0.008546   0.008205   0.003397         62        640:  39%|###9      | 66/168 [00:12<00:19,  5.24it/s]
    198/499      4.32G   0.008546   0.008205   0.003397         62        640:  40%|###9      | 67/168 [00:12<00:19,  5.11it/s]
    198/499      4.32G    0.00853   0.008187   0.003399         66        640:  40%|###9      | 67/168 [00:12<00:19,  5.11it/s]
    198/499      4.32G    0.00853   0.008187   0.003399         66        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
    198/499      4.32G   0.008535   0.008206   0.003392         75        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    198/499      4.32G   0.008535   0.008206   0.003392         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.24it/s]
    198/499      4.32G   0.008535   0.008236   0.003388         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.24it/s]
    198/499      4.32G   0.008535   0.008236   0.003388         76        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    198/499      4.32G   0.008531   0.008231   0.003393         70        640:  42%|####1     | 70/168 [00:13<00:19,  5.13it/s]
    198/499      4.32G   0.008531   0.008231   0.003393         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.14it/s]
    198/499      4.32G   0.008534   0.008267   0.003407         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.14it/s]
    198/499      4.32G   0.008534   0.008267   0.003407         78        640:  43%|####2     | 72/168 [00:13<00:18,  5.23it/s]
    198/499      4.32G   0.008538   0.008281   0.003371         76        640:  43%|####2     | 72/168 [00:13<00:18,  5.23it/s]
    198/499      4.32G   0.008538   0.008281   0.003371         76        640:  43%|####3     | 73/168 [00:13<00:18,  5.11it/s]
    198/499      4.32G   0.008557   0.008305   0.003369         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.11it/s]
    198/499      4.32G   0.008557   0.008305   0.003369         69        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    198/499      4.32G   0.008569   0.008297   0.003369         64        640:  44%|####4     | 74/168 [00:14<00:18,  5.19it/s]
    198/499      4.32G   0.008569   0.008297   0.003369         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    198/499      4.32G   0.008572   0.008284   0.003342         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    198/499      4.32G   0.008572   0.008284   0.003342         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
    198/499      4.32G   0.008587   0.008282   0.003323         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
    198/499      4.32G   0.008587   0.008282   0.003323         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    198/499      4.32G   0.008581   0.008284   0.003326         64        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    198/499      4.32G   0.008581   0.008284   0.003326         64        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    198/499      4.32G   0.008566   0.008298   0.003305         73        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    198/499      4.32G   0.008566   0.008298   0.003305         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    198/499      4.32G   0.008549   0.008284   0.003287         61        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    198/499      4.32G   0.008549   0.008284   0.003287         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    198/499      4.32G   0.008539   0.008298   0.003265         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    198/499      4.32G   0.008539   0.008298   0.003265         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    198/499      4.32G   0.008524   0.008291   0.003274         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    198/499      4.32G   0.008524   0.008291   0.003274         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    198/499      4.32G   0.008524   0.008272   0.003346         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    198/499      4.32G   0.008524   0.008272   0.003346         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.25it/s]
    198/499      4.32G   0.008539   0.008269   0.003375         70        640:  49%|####9     | 83/168 [00:16<00:16,  5.25it/s]
    198/499      4.32G   0.008539   0.008269   0.003375         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    198/499      4.32G   0.008542   0.008269   0.003418         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    198/499      4.32G   0.008542   0.008269   0.003418         61        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    198/499      4.32G   0.008545   0.008258   0.003428         53        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    198/499      4.32G   0.008545   0.008258   0.003428         53        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    198/499      4.32G   0.008558   0.008285   0.003396         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    198/499      4.32G   0.008558   0.008285   0.003396         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    198/499      4.32G   0.008564   0.008284   0.003418         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    198/499      4.32G   0.008564   0.008284   0.003418         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    198/499      4.32G   0.008558   0.008283   0.003416         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    198/499      4.32G   0.008558   0.008283   0.003416         64        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    198/499      4.32G   0.008575   0.008294   0.003419         87        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    198/499      4.32G   0.008575   0.008294   0.003419         87        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    198/499      4.32G   0.008583   0.008294   0.003415         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    198/499      4.32G   0.008583   0.008294   0.003415         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    198/499      4.32G   0.008579   0.008301   0.003432         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    198/499      4.32G   0.008579   0.008301   0.003432         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    198/499      4.32G   0.008568   0.008291   0.003409         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    198/499      4.32G   0.008568   0.008291   0.003409         59        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    198/499      4.32G   0.008554    0.00828   0.003388         65        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    198/499      4.32G   0.008554    0.00828   0.003388         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    198/499      4.32G   0.008555   0.008274   0.003377         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
    198/499      4.32G   0.008555   0.008274   0.003377         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    198/499      4.32G   0.008553   0.008286   0.003354         82        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    198/499      4.32G   0.008553   0.008286   0.003354         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    198/499      4.32G   0.008544   0.008297   0.003323         78        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    198/499      4.32G   0.008544   0.008297   0.003323         78        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    198/499      4.32G   0.008546   0.008284   0.003353         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.25it/s]
    198/499      4.32G   0.008546   0.008284   0.003353         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    198/499      4.32G   0.008539   0.008271   0.003349         61        640:  58%|#####8    | 98/168 [00:18<00:13,  5.32it/s]
    198/499      4.32G   0.008539   0.008271   0.003349         61        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    198/499      4.32G   0.008532    0.00826   0.003341         73        640:  59%|#####8    | 99/168 [00:19<00:12,  5.37it/s]
    198/499      4.32G   0.008532    0.00826   0.003341         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    198/499      4.32G   0.008536   0.008246   0.003356         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    198/499      4.32G   0.008536   0.008246   0.003356         72        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    198/499      4.32G   0.008538    0.00824   0.003334         56        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    198/499      4.32G   0.008538    0.00824   0.003334         56        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    198/499      4.32G   0.008539   0.008234   0.003326         67        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    198/499      4.32G   0.008539   0.008234   0.003326         67        640:  61%|######1   | 103/168 [00:19<00:12,  5.09it/s]
    198/499      4.32G   0.008552   0.008223    0.00332         55        640:  61%|######1   | 103/168 [00:19<00:12,  5.09it/s]
    198/499      4.32G   0.008552   0.008223    0.00332         55        640:  62%|######1   | 104/168 [00:19<00:12,  5.17it/s]
    198/499      4.32G   0.008563   0.008208   0.003335         56        640:  62%|######1   | 104/168 [00:20<00:12,  5.17it/s]
    198/499      4.32G   0.008563   0.008208   0.003335         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    198/499      4.32G   0.008557   0.008193   0.003334         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    198/499      4.32G   0.008557   0.008193   0.003334         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    198/499      4.32G   0.008562   0.008186   0.003309         62        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    198/499      4.32G   0.008562   0.008186   0.003309         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    198/499      4.32G   0.008562   0.008171   0.003315         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    198/499      4.32G   0.008562   0.008171   0.003315         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    198/499      4.32G    0.00855   0.008161   0.003325         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    198/499      4.32G    0.00855   0.008161   0.003325         77        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    198/499      4.32G   0.008545   0.008162   0.003321         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.13it/s]
    198/499      4.32G   0.008545   0.008162   0.003321         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.20it/s]
    198/499      4.32G   0.008545   0.008158   0.003382         60        640:  65%|######5   | 110/168 [00:21<00:11,  5.20it/s]
    198/499      4.32G   0.008545   0.008158   0.003382         60        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    198/499      4.32G    0.00853   0.008157   0.003378         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    198/499      4.32G    0.00853   0.008157   0.003378         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    198/499      4.32G   0.008525    0.00814   0.003349         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    198/499      4.32G   0.008525    0.00814   0.003349         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    198/499      4.32G   0.008523   0.008126   0.003386         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    198/499      4.32G   0.008523   0.008126   0.003386         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    198/499      4.32G    0.00851   0.008133   0.003393         83        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    198/499      4.32G    0.00851   0.008133   0.003393         83        640:  68%|######8   | 115/168 [00:21<00:10,  5.14it/s]
    198/499      4.32G   0.008511   0.008137   0.003396         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.14it/s]
    198/499      4.32G   0.008511   0.008137   0.003396         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    198/499      4.32G   0.008515   0.008124   0.003377         55        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    198/499      4.32G   0.008515   0.008124   0.003377         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    198/499      4.32G   0.008521   0.008123   0.003387         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    198/499      4.32G   0.008521   0.008123   0.003387         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    198/499      4.32G   0.008525   0.008138   0.003382         89        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    198/499      4.32G   0.008525   0.008138   0.003382         89        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    198/499      4.32G   0.008531   0.008123    0.00338         56        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    198/499      4.32G   0.008531   0.008123    0.00338         56        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    198/499      4.32G   0.008532   0.008148   0.003373         87        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
    198/499      4.32G   0.008532   0.008148   0.003373         87        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
    198/499      4.32G   0.008537   0.008159   0.003375         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.22it/s]
    198/499      4.32G   0.008537   0.008159   0.003375         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    198/499      4.32G   0.008539   0.008175   0.003366         91        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    198/499      4.32G   0.008539   0.008175   0.003366         91        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    198/499      4.32G   0.008532   0.008156   0.003345         56        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    198/499      4.32G   0.008532   0.008156   0.003345         56        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    198/499      4.32G   0.008539    0.00814   0.003347         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    198/499      4.32G   0.008539    0.00814   0.003347         53        640:  74%|#######4  | 125/168 [00:23<00:08,  5.25it/s]
    198/499      4.32G   0.008536   0.008131   0.003335         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.25it/s]
    198/499      4.32G   0.008536   0.008131   0.003335         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    198/499      4.32G   0.008539    0.00814   0.003325         69        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    198/499      4.32G   0.008539    0.00814   0.003325         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    198/499      4.32G    0.00854   0.008133   0.003329         57        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    198/499      4.32G    0.00854   0.008133   0.003329         57        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    198/499      4.32G   0.008557   0.008126   0.003366         64        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    198/499      4.32G   0.008557   0.008126   0.003366         64        640:  77%|#######6  | 129/168 [00:24<00:07,  5.22it/s]
    198/499      4.32G   0.008546   0.008127   0.003368         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.22it/s]
    198/499      4.32G   0.008546   0.008127   0.003368         79        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    198/499      4.32G   0.008541   0.008119   0.003376         62        640:  77%|#######7  | 130/168 [00:24<00:07,  5.11it/s]
    198/499      4.32G   0.008541   0.008119   0.003376         62        640:  78%|#######7  | 131/168 [00:24<00:07,  5.16it/s]
    198/499      4.32G   0.008542   0.008116   0.003376         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.16it/s]
    198/499      4.32G   0.008542   0.008116   0.003376         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    198/499      4.32G   0.008553   0.008127   0.003376         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    198/499      4.32G   0.008553   0.008127   0.003376         67        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    198/499      4.32G   0.008553   0.008109   0.003364         48        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    198/499      4.32G   0.008553   0.008109   0.003364         48        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
    198/499      4.32G   0.008558   0.008111   0.003356         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
    198/499      4.32G   0.008558   0.008111   0.003356         64        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    198/499      4.32G   0.008562   0.008124   0.003349         79        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    198/499      4.32G   0.008562   0.008124   0.003349         79        640:  81%|########  | 136/168 [00:25<00:06,  5.15it/s]
    198/499      4.32G   0.008554   0.008125   0.003344         65        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    198/499      4.32G   0.008554   0.008125   0.003344         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    198/499      4.32G   0.008559   0.008125   0.003352         60        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    198/499      4.32G   0.008559   0.008125   0.003352         60        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    198/499      4.32G   0.008569   0.008129   0.003349         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    198/499      4.32G   0.008569   0.008129   0.003349         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    198/499      4.32G    0.00857   0.008131   0.003354         66        640:  83%|########2 | 139/168 [00:26<00:05,  5.21it/s]
    198/499      4.32G    0.00857   0.008131   0.003354         66        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    198/499      4.32G   0.008565   0.008154   0.003345         89        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    198/499      4.32G   0.008565   0.008154   0.003345         89        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    198/499      4.32G   0.008575    0.00816   0.003341         68        640:  84%|########3 | 141/168 [00:27<00:05,  5.35it/s]
    198/499      4.32G   0.008575    0.00816   0.003341         68        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    198/499      4.32G   0.008572   0.008165   0.003325         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    198/499      4.32G   0.008572   0.008165   0.003325         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    198/499      4.32G   0.008571   0.008166   0.003312         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    198/499      4.32G   0.008571   0.008166   0.003312         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    198/499      4.32G   0.008575   0.008171   0.003313         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    198/499      4.32G   0.008575   0.008171   0.003313         80        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    198/499      4.32G   0.008574   0.008171   0.003317         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    198/499      4.32G   0.008574   0.008171   0.003317         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    198/499      4.32G   0.008569   0.008176   0.003325         87        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
    198/499      4.32G   0.008569   0.008176   0.003325         87        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    198/499      4.32G   0.008567   0.008187   0.003339         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    198/499      4.32G   0.008567   0.008187   0.003339         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    198/499      4.32G   0.008569   0.008203    0.00334         77        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    198/499      4.32G   0.008569   0.008203    0.00334         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    198/499      4.32G   0.008571   0.008203    0.00333         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    198/499      4.32G   0.008571   0.008203    0.00333         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    198/499      4.32G   0.008562   0.008196   0.003325         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.34it/s]
    198/499      4.32G   0.008562   0.008196   0.003325         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.08it/s]
    198/499      4.32G   0.008565   0.008213   0.003309         85        640:  90%|########9 | 151/168 [00:29<00:03,  5.08it/s]
    198/499      4.32G   0.008565   0.008213   0.003309         85        640:  90%|######### | 152/168 [00:29<00:03,  5.10it/s]
    198/499      4.32G   0.008557   0.008203   0.003321         64        640:  90%|######### | 152/168 [00:29<00:03,  5.10it/s]
    198/499      4.32G   0.008557   0.008203   0.003321         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
    198/499      4.32G   0.008548    0.00819   0.003336         59        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
    198/499      4.32G   0.008548    0.00819   0.003336         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.09it/s]
    198/499      4.32G   0.008539   0.008183   0.003334         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.09it/s]
    198/499      4.32G   0.008539   0.008183   0.003334         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    198/499      4.32G   0.008542   0.008192   0.003327         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    198/499      4.32G   0.008542   0.008192   0.003327         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    198/499      4.32G   0.008542   0.008189   0.003326         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    198/499      4.32G   0.008542   0.008189   0.003326         56        640:  93%|#########3| 157/168 [00:29<00:02,  5.16it/s]
    198/499      4.32G   0.008554   0.008183   0.003323         59        640:  93%|#########3| 157/168 [00:30<00:02,  5.16it/s]
    198/499      4.32G   0.008554   0.008183   0.003323         59        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    198/499      4.32G   0.008545    0.00817   0.003343         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    198/499      4.32G   0.008545    0.00817   0.003343         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    198/499      4.32G   0.008545   0.008175   0.003349         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    198/499      4.32G   0.008545   0.008175   0.003349         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    198/499      4.32G   0.008543   0.008176   0.003333         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.15it/s]
    198/499      4.32G   0.008543   0.008176   0.003333         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    198/499      4.32G   0.008542   0.008171   0.003343         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    198/499      4.32G   0.008542   0.008171   0.003343         74        640:  96%|#########6| 162/168 [00:30<00:01,  5.32it/s]
    198/499      4.32G    0.00854   0.008168   0.003329         63        640:  96%|#########6| 162/168 [00:31<00:01,  5.32it/s]
    198/499      4.32G    0.00854   0.008168   0.003329         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    198/499      4.32G   0.008543   0.008165   0.003329         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    198/499      4.32G   0.008543   0.008165   0.003329         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    198/499      4.32G   0.008544    0.00816    0.00332         64        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    198/499      4.32G   0.008544    0.00816    0.00332         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    198/499      4.32G   0.008542   0.008162    0.00332         81        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    198/499      4.32G   0.008542   0.008162    0.00332         81        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    198/499      4.32G   0.008537    0.00816   0.003317         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    198/499      4.32G   0.008537    0.00816   0.003317         65        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    198/499      4.32G   0.008534   0.008151   0.003303         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.26it/s]
    198/499      4.32G   0.008534   0.008151   0.003303         30        640: 100%|##########| 168/168 [00:32<00:00,  5.45it/s]
    198/499      4.32G   0.008534   0.008151   0.003303         30        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.53it/s]
                   all        132        263       0.85      0.851      0.877      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    199/499      4.32G   0.008023   0.007523   0.001709         55        640:   0%|          | 0/168 [00:00<?, ?it/s]
    199/499      4.32G   0.008023   0.007523   0.001709         55        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    199/499      4.32G    0.00776   0.007906   0.003372         76        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    199/499      4.32G    0.00776   0.007906   0.003372         76        640:   1%|1         | 2/168 [00:00<00:31,  5.34it/s]
    199/499      4.32G   0.008054   0.008588   0.003081         84        640:   1%|1         | 2/168 [00:00<00:31,  5.34it/s]
    199/499      4.32G   0.008054   0.008588   0.003081         84        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    199/499      4.32G    0.00826   0.008667   0.003266         66        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    199/499      4.32G    0.00826   0.008667   0.003266         66        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    199/499      4.32G   0.008338    0.00877   0.003392         73        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    199/499      4.32G   0.008338    0.00877   0.003392         73        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    199/499      4.32G   0.008348   0.008808   0.003717         72        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    199/499      4.32G   0.008348   0.008808   0.003717         72        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    199/499      4.32G   0.008447   0.008932   0.003644         72        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    199/499      4.32G   0.008447   0.008932   0.003644         72        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
    199/499      4.32G   0.008264    0.00865   0.003594         70        640:   4%|4         | 7/168 [00:01<00:31,  5.07it/s]
    199/499      4.32G   0.008264    0.00865   0.003594         70        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    199/499      4.32G   0.008506   0.008387   0.003389         53        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    199/499      4.32G   0.008506   0.008387   0.003389         53        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
    199/499      4.32G   0.008381   0.008267   0.003384         74        640:   5%|5         | 9/168 [00:01<00:30,  5.25it/s]
    199/499      4.32G   0.008381   0.008267   0.003384         74        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    199/499      4.32G   0.008294   0.008138   0.003556         61        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    199/499      4.32G   0.008294   0.008138   0.003556         61        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    199/499      4.32G   0.008349   0.008302   0.003416         72        640:   7%|6         | 11/168 [00:02<00:30,  5.22it/s]
    199/499      4.32G   0.008349   0.008302   0.003416         72        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    199/499      4.32G   0.008392   0.008328   0.003215         70        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    199/499      4.32G   0.008392   0.008328   0.003215         70        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
    199/499      4.32G   0.008387   0.008441   0.003084         86        640:   8%|7         | 13/168 [00:02<00:30,  5.09it/s]
    199/499      4.32G   0.008387   0.008441   0.003084         86        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    199/499      4.32G    0.00838   0.008502    0.00304         63        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    199/499      4.32G    0.00838   0.008502    0.00304         63        640:   9%|8         | 15/168 [00:02<00:29,  5.26it/s]
    199/499      4.32G   0.008381   0.008462   0.003168         68        640:   9%|8         | 15/168 [00:03<00:29,  5.26it/s]
    199/499      4.32G   0.008381   0.008462   0.003168         68        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    199/499      4.32G   0.008351   0.008301   0.003133         53        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    199/499      4.32G   0.008351   0.008301   0.003133         53        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    199/499      4.32G    0.00837   0.008291   0.003009         64        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    199/499      4.32G    0.00837   0.008291   0.003009         64        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    199/499      4.32G   0.008339    0.00832   0.002876         75        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    199/499      4.32G   0.008339    0.00832   0.002876         75        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    199/499      4.32G    0.00831   0.008256   0.002956         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    199/499      4.32G    0.00831   0.008256   0.002956         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    199/499      4.32G   0.008267   0.008198   0.002885         63        640:  12%|#1        | 20/168 [00:04<00:28,  5.27it/s]
    199/499      4.32G   0.008267   0.008198   0.002885         63        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    199/499      4.32G   0.008229   0.008228   0.002964         78        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    199/499      4.32G   0.008229   0.008228   0.002964         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    199/499      4.32G    0.00827   0.008238   0.003001         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    199/499      4.32G    0.00827   0.008238   0.003001         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    199/499      4.32G   0.008297   0.008215   0.003094         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.26it/s]
    199/499      4.32G   0.008297   0.008215   0.003094         61        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    199/499      4.32G   0.008345   0.008172   0.003098         56        640:  14%|#4        | 24/168 [00:04<00:27,  5.32it/s]
    199/499      4.32G   0.008345   0.008172   0.003098         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    199/499      4.32G   0.008354   0.008189   0.003088         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    199/499      4.32G   0.008354   0.008189   0.003088         65        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    199/499      4.32G   0.008498   0.008114   0.003027         52        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    199/499      4.32G   0.008498   0.008114   0.003027         52        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    199/499      4.32G   0.008485   0.008092   0.002936         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    199/499      4.32G   0.008485   0.008092   0.002936         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    199/499      4.32G   0.008463   0.008125   0.002947         74        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    199/499      4.32G   0.008463   0.008125   0.002947         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    199/499      4.32G   0.008517   0.008175    0.00291         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    199/499      4.32G   0.008517   0.008175    0.00291         72        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    199/499      4.32G   0.008508   0.008166    0.00287         68        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    199/499      4.32G   0.008508   0.008166    0.00287         68        640:  18%|#8        | 31/168 [00:05<00:26,  5.17it/s]
    199/499      4.32G   0.008542   0.008217   0.002961         76        640:  18%|#8        | 31/168 [00:06<00:26,  5.17it/s]
    199/499      4.32G   0.008542   0.008217   0.002961         76        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    199/499      4.32G   0.008523   0.008229   0.002945         65        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    199/499      4.32G   0.008523   0.008229   0.002945         65        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    199/499      4.32G   0.008526   0.008152   0.002872         46        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    199/499      4.32G   0.008526   0.008152   0.002872         46        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    199/499      4.32G   0.008503   0.008191   0.003037         66        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    199/499      4.32G   0.008503   0.008191   0.003037         66        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    199/499      4.32G   0.008497   0.008152   0.003112         54        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    199/499      4.32G   0.008497   0.008152   0.003112         54        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
    199/499      4.32G   0.008485   0.008152   0.003074         68        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
    199/499      4.32G   0.008485   0.008152   0.003074         68        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    199/499      4.32G   0.008543   0.008092   0.003123         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    199/499      4.32G   0.008543   0.008092   0.003123         60        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    199/499      4.32G   0.008543   0.008111   0.003111         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    199/499      4.32G   0.008543   0.008111   0.003111         72        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    199/499      4.32G   0.008548   0.008026   0.003214         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    199/499      4.32G   0.008548   0.008026   0.003214         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    199/499      4.32G   0.008537   0.008061   0.003178         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    199/499      4.32G   0.008537   0.008061   0.003178         69        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    199/499      4.32G   0.008544   0.008055   0.003115         55        640:  24%|##4       | 41/168 [00:08<00:24,  5.25it/s]
    199/499      4.32G   0.008544   0.008055   0.003115         55        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    199/499      4.32G   0.008532   0.008052   0.003177         79        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    199/499      4.32G   0.008532   0.008052   0.003177         79        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    199/499      4.32G   0.008497   0.008061    0.00314         63        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    199/499      4.32G   0.008497   0.008061    0.00314         63        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    199/499      4.32G   0.008508   0.008096   0.003165         82        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    199/499      4.32G   0.008508   0.008096   0.003165         82        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    199/499      4.32G   0.008487   0.008073   0.003137         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    199/499      4.32G   0.008487   0.008073   0.003137         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    199/499      4.32G   0.008467   0.008078   0.003138         57        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    199/499      4.32G   0.008467   0.008078   0.003138         57        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    199/499      4.32G   0.008472    0.00811   0.003214         66        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    199/499      4.32G   0.008472    0.00811   0.003214         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    199/499      4.32G   0.008485   0.008161   0.003188         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.30it/s]
    199/499      4.32G   0.008485   0.008161   0.003188         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    199/499      4.32G   0.008476   0.008193   0.003163         75        640:  29%|##9       | 49/168 [00:09<00:23,  5.13it/s]
    199/499      4.32G   0.008476   0.008193   0.003163         75        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
    199/499      4.32G   0.008469   0.008195   0.003175         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.21it/s]
    199/499      4.32G   0.008469   0.008195   0.003175         65        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    199/499      4.32G   0.008473    0.00819   0.003189         77        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    199/499      4.32G   0.008473    0.00819   0.003189         77        640:  31%|###       | 52/168 [00:09<00:22,  5.15it/s]
    199/499      4.32G   0.008451   0.008173   0.003155         69        640:  31%|###       | 52/168 [00:10<00:22,  5.15it/s]
    199/499      4.32G   0.008451   0.008173   0.003155         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
    199/499      4.32G   0.008431   0.008182   0.003147         73        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
    199/499      4.32G   0.008431   0.008182   0.003147         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    199/499      4.32G    0.00843   0.008199   0.003156         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.26it/s]
    199/499      4.32G    0.00843   0.008199   0.003156         77        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    199/499      4.32G   0.008462   0.008233    0.00314         76        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    199/499      4.32G   0.008462   0.008233    0.00314         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    199/499      4.32G   0.008472   0.008228    0.00313         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    199/499      4.32G   0.008472   0.008228    0.00313         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    199/499      4.32G   0.008466    0.00824   0.003168         79        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    199/499      4.32G   0.008466    0.00824   0.003168         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    199/499      4.32G   0.008476   0.008224   0.003174         60        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    199/499      4.32G   0.008476   0.008224   0.003174         60        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
    199/499      4.32G   0.008449   0.008166   0.003135         43        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
    199/499      4.32G   0.008449   0.008166   0.003135         43        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    199/499      4.32G   0.008442    0.00817   0.003125         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    199/499      4.32G   0.008442    0.00817   0.003125         67        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    199/499      4.32G    0.00844   0.008164   0.003123         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.18it/s]
    199/499      4.32G    0.00844   0.008164   0.003123         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    199/499      4.32G    0.00844   0.008121   0.003105         44        640:  37%|###6      | 62/168 [00:12<00:20,  5.27it/s]
    199/499      4.32G    0.00844   0.008121   0.003105         44        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    199/499      4.32G    0.00844   0.008139   0.003098         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    199/499      4.32G    0.00844   0.008139   0.003098         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    199/499      4.32G    0.00843   0.008122   0.003078         72        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    199/499      4.32G    0.00843   0.008122   0.003078         72        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    199/499      4.32G   0.008406   0.008141    0.00309         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    199/499      4.32G   0.008406   0.008141    0.00309         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    199/499      4.32G   0.008417   0.008142   0.003075         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    199/499      4.32G   0.008417   0.008142   0.003075         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    199/499      4.32G   0.008426   0.008143   0.003165         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    199/499      4.32G   0.008426   0.008143   0.003165         65        640:  40%|####      | 68/168 [00:12<00:19,  5.20it/s]
    199/499      4.32G   0.008402   0.008122   0.003215         78        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    199/499      4.32G   0.008402   0.008122   0.003215         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    199/499      4.32G   0.008405    0.00811   0.003182         54        640:  41%|####1     | 69/168 [00:13<00:18,  5.31it/s]
    199/499      4.32G   0.008405    0.00811   0.003182         54        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    199/499      4.32G   0.008398   0.008127   0.003141         60        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    199/499      4.32G   0.008398   0.008127   0.003141         60        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    199/499      4.32G   0.008396   0.008126   0.003161         61        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    199/499      4.32G   0.008396   0.008126   0.003161         61        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    199/499      4.32G   0.008409   0.008121   0.003199         58        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    199/499      4.32G   0.008409   0.008121   0.003199         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
    199/499      4.32G   0.008408   0.008146   0.003201         73        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    199/499      4.32G   0.008408   0.008146   0.003201         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    199/499      4.32G   0.008397   0.008149   0.003188         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.26it/s]
    199/499      4.32G   0.008397   0.008149   0.003188         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    199/499      4.32G   0.008397    0.00816    0.00321         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.27it/s]
    199/499      4.32G   0.008397    0.00816    0.00321         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
    199/499      4.32G   0.008387    0.00816   0.003189         67        640:  45%|####5     | 76/168 [00:14<00:17,  5.13it/s]
    199/499      4.32G   0.008387    0.00816   0.003189         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    199/499      4.32G   0.008386   0.008187   0.003213         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    199/499      4.32G   0.008386   0.008187   0.003213         77        640:  46%|####6     | 78/168 [00:14<00:17,  5.29it/s]
    199/499      4.32G   0.008404   0.008167   0.003234         53        640:  46%|####6     | 78/168 [00:15<00:17,  5.29it/s]
    199/499      4.32G   0.008404   0.008167   0.003234         53        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    199/499      4.32G    0.00841   0.008141    0.00324         51        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    199/499      4.32G    0.00841   0.008141    0.00324         51        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    199/499      4.32G   0.008416   0.008176   0.003212         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    199/499      4.32G   0.008416   0.008176   0.003212         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    199/499      4.32G   0.008422   0.008167   0.003232         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    199/499      4.32G   0.008422   0.008167   0.003232         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    199/499      4.32G   0.008418   0.008176   0.003235         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    199/499      4.32G   0.008418   0.008176   0.003235         64        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    199/499      4.32G   0.008411   0.008168    0.00322         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.26it/s]
    199/499      4.32G   0.008411   0.008168    0.00322         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
    199/499      4.32G   0.008424   0.008163   0.003255         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.32it/s]
    199/499      4.32G   0.008424   0.008163   0.003255         73        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    199/499      4.32G    0.00842   0.008166   0.003273         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    199/499      4.32G    0.00842   0.008166   0.003273         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    199/499      4.32G   0.008415   0.008158   0.003273         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    199/499      4.32G   0.008415   0.008158   0.003273         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    199/499      4.32G   0.008417   0.008159   0.003334         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    199/499      4.32G   0.008417   0.008159   0.003334         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    199/499      4.32G   0.008411   0.008173   0.003314         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    199/499      4.32G   0.008411   0.008173   0.003314         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.27it/s]
    199/499      4.32G   0.008402   0.008181   0.003303         67        640:  53%|#####2    | 89/168 [00:17<00:14,  5.27it/s]
    199/499      4.32G   0.008402   0.008181   0.003303         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    199/499      4.32G   0.008417   0.008163   0.003285         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    199/499      4.32G   0.008417   0.008163   0.003285         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    199/499      4.32G   0.008412   0.008161   0.003286         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    199/499      4.32G   0.008412   0.008161   0.003286         75        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    199/499      4.32G   0.008426   0.008154   0.003291         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    199/499      4.32G   0.008426   0.008154   0.003291         64        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    199/499      4.32G   0.008427   0.008158   0.003306         77        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    199/499      4.32G   0.008427   0.008158   0.003306         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    199/499      4.32G   0.008429   0.008167   0.003299         71        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
    199/499      4.32G   0.008429   0.008167   0.003299         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    199/499      4.32G   0.008426    0.00816   0.003315         76        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    199/499      4.32G   0.008426    0.00816   0.003315         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    199/499      4.32G   0.008453   0.008144   0.003338         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.27it/s]
    199/499      4.32G   0.008453   0.008144   0.003338         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    199/499      4.32G   0.008446   0.008146   0.003336         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    199/499      4.32G   0.008446   0.008146   0.003336         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    199/499      4.32G   0.008435   0.008106   0.003324         44        640:  58%|#####8    | 98/168 [00:18<00:13,  5.23it/s]
    199/499      4.32G   0.008435   0.008106   0.003324         44        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    199/499      4.32G   0.008425   0.008099   0.003312         59        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    199/499      4.32G   0.008425   0.008099   0.003312         59        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    199/499      4.32G   0.008442   0.008098   0.003335         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    199/499      4.32G   0.008442   0.008098   0.003335         69        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    199/499      4.32G   0.008441   0.008105   0.003368         79        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    199/499      4.32G   0.008441   0.008105   0.003368         79        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    199/499      4.32G   0.008466   0.008117    0.00336         73        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    199/499      4.32G   0.008466   0.008117    0.00336         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    199/499      4.32G   0.008478   0.008124   0.003339         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    199/499      4.32G   0.008478   0.008124   0.003339         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    199/499      4.32G   0.008479   0.008126   0.003409         62        640:  62%|######1   | 104/168 [00:20<00:12,  5.29it/s]
    199/499      4.32G   0.008479   0.008126   0.003409         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    199/499      4.32G   0.008493    0.00815   0.003412         74        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    199/499      4.32G   0.008493    0.00815   0.003412         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    199/499      4.32G   0.008492   0.008151   0.003396         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    199/499      4.32G   0.008492   0.008151   0.003396         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    199/499      4.32G   0.008486    0.00816   0.003392         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    199/499      4.32G   0.008486    0.00816   0.003392         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    199/499      4.32G   0.008485   0.008153   0.003388         57        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    199/499      4.32G   0.008485   0.008153   0.003388         57        640:  65%|######4   | 109/168 [00:20<00:11,  5.08it/s]
    199/499      4.32G   0.008474   0.008157   0.003368         76        640:  65%|######4   | 109/168 [00:21<00:11,  5.08it/s]
    199/499      4.32G   0.008474   0.008157   0.003368         76        640:  65%|######5   | 110/168 [00:21<00:11,  5.14it/s]
    199/499      4.32G   0.008471    0.00814   0.003354         57        640:  65%|######5   | 110/168 [00:21<00:11,  5.14it/s]
    199/499      4.32G   0.008471    0.00814   0.003354         57        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    199/499      4.32G   0.008465    0.00815   0.003331         69        640:  66%|######6   | 111/168 [00:21<00:10,  5.25it/s]
    199/499      4.32G   0.008465    0.00815   0.003331         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
    199/499      4.32G   0.008477   0.008178   0.003339         77        640:  67%|######6   | 112/168 [00:21<00:10,  5.13it/s]
    199/499      4.32G   0.008477   0.008178   0.003339         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    199/499      4.32G   0.008491   0.008191   0.003336         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    199/499      4.32G   0.008491   0.008191   0.003336         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    199/499      4.32G   0.008491   0.008177   0.003313         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    199/499      4.32G   0.008491   0.008177   0.003313         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
    199/499      4.32G   0.008497   0.008201   0.003304         85        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    199/499      4.32G   0.008497   0.008201   0.003304         85        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
    199/499      4.32G    0.00851    0.00822   0.003296         76        640:  69%|######9   | 116/168 [00:22<00:09,  5.22it/s]
    199/499      4.32G    0.00851    0.00822   0.003296         76        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    199/499      4.32G   0.008523    0.00822   0.003274         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    199/499      4.32G   0.008523    0.00822   0.003274         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    199/499      4.32G   0.008512   0.008216   0.003256         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    199/499      4.32G   0.008512   0.008216   0.003256         59        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    199/499      4.32G    0.00851   0.008204   0.003264         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    199/499      4.32G    0.00851   0.008204   0.003264         63        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    199/499      4.32G   0.008511   0.008209   0.003253         71        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    199/499      4.32G   0.008511   0.008209   0.003253         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    199/499      4.32G   0.008524    0.00822   0.003255         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    199/499      4.32G   0.008524    0.00822   0.003255         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    199/499      4.32G   0.008518   0.008205   0.003251         59        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    199/499      4.32G   0.008518   0.008205   0.003251         59        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    199/499      4.32G   0.008512   0.008212   0.003245         86        640:  73%|#######3  | 123/168 [00:23<00:08,  5.26it/s]
    199/499      4.32G   0.008512   0.008212   0.003245         86        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
    199/499      4.32G   0.008505   0.008212   0.003239         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.12it/s]
    199/499      4.32G   0.008505   0.008212   0.003239         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.15it/s]
    199/499      4.32G     0.0085   0.008212   0.003221         67        640:  74%|#######4  | 125/168 [00:24<00:08,  5.15it/s]
    199/499      4.32G     0.0085   0.008212   0.003221         67        640:  75%|#######5  | 126/168 [00:24<00:08,  5.18it/s]
    199/499      4.32G   0.008495   0.008203   0.003214         72        640:  75%|#######5  | 126/168 [00:24<00:08,  5.18it/s]
    199/499      4.32G   0.008495   0.008203   0.003214         72        640:  76%|#######5  | 127/168 [00:24<00:08,  5.05it/s]
    199/499      4.32G     0.0085   0.008216   0.003208         82        640:  76%|#######5  | 127/168 [00:24<00:08,  5.05it/s]
    199/499      4.32G     0.0085   0.008216   0.003208         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
    199/499      4.32G   0.008506   0.008215   0.003213         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.19it/s]
    199/499      4.32G   0.008506   0.008215   0.003213         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
    199/499      4.32G   0.008505   0.008211   0.003194         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.26it/s]
    199/499      4.32G   0.008505   0.008211   0.003194         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.09it/s]
    199/499      4.32G     0.0085   0.008213   0.003182         72        640:  77%|#######7  | 130/168 [00:25<00:07,  5.09it/s]
    199/499      4.32G     0.0085   0.008213   0.003182         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    199/499      4.32G    0.00851   0.008226   0.003179         73        640:  78%|#######7  | 131/168 [00:25<00:07,  5.21it/s]
    199/499      4.32G    0.00851   0.008226   0.003179         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    199/499      4.32G   0.008515   0.008224   0.003169         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.29it/s]
    199/499      4.32G   0.008515   0.008224   0.003169         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    199/499      4.32G   0.008518   0.008212   0.003179         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    199/499      4.32G   0.008518   0.008212   0.003179         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    199/499      4.32G   0.008516   0.008222   0.003172         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    199/499      4.32G   0.008516   0.008222   0.003172         73        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    199/499      4.32G   0.008513   0.008234   0.003165         73        640:  80%|########  | 135/168 [00:26<00:06,  5.29it/s]
    199/499      4.32G   0.008513   0.008234   0.003165         73        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    199/499      4.32G   0.008514   0.008231   0.003166         68        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    199/499      4.32G   0.008514   0.008231   0.003166         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    199/499      4.32G   0.008512   0.008235   0.003159         83        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    199/499      4.32G   0.008512   0.008235   0.003159         83        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    199/499      4.32G    0.00851   0.008241   0.003151         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    199/499      4.32G    0.00851   0.008241   0.003151         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    199/499      4.32G   0.008515   0.008242   0.003143         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    199/499      4.32G   0.008515   0.008242   0.003143         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    199/499      4.32G   0.008522    0.00825   0.003124         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    199/499      4.32G   0.008522    0.00825   0.003124         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    199/499      4.32G   0.008518   0.008239   0.003127         63        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    199/499      4.32G   0.008518   0.008239   0.003127         63        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    199/499      4.32G   0.008515   0.008236    0.00312         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    199/499      4.32G   0.008515   0.008236    0.00312         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    199/499      4.32G   0.008517   0.008234   0.003111         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    199/499      4.32G   0.008517   0.008234   0.003111         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    199/499      4.32G   0.008507   0.008222   0.003106         66        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    199/499      4.32G   0.008507   0.008222   0.003106         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    199/499      4.32G   0.008511   0.008226   0.003104         78        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    199/499      4.32G   0.008511   0.008226   0.003104         78        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    199/499      4.32G   0.008514   0.008225   0.003119         76        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
    199/499      4.32G   0.008514   0.008225   0.003119         76        640:  88%|########7 | 147/168 [00:28<00:04,  5.25it/s]
    199/499      4.32G   0.008505   0.008217   0.003111         68        640:  88%|########7 | 147/168 [00:28<00:04,  5.25it/s]
    199/499      4.32G   0.008505   0.008217   0.003111         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    199/499      4.32G   0.008527   0.008219   0.003108         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.11it/s]
    199/499      4.32G   0.008527   0.008219   0.003108         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    199/499      4.32G   0.008526   0.008221   0.003096         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.21it/s]
    199/499      4.32G   0.008526   0.008221   0.003096         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    199/499      4.32G   0.008519   0.008234   0.003099         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    199/499      4.32G   0.008519   0.008234   0.003099         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.13it/s]
    199/499      4.32G   0.008523   0.008238   0.003091         57        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
    199/499      4.32G   0.008523   0.008238   0.003091         57        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    199/499      4.32G   0.008535   0.008251   0.003085         88        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    199/499      4.32G   0.008535   0.008251   0.003085         88        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    199/499      4.32G   0.008536   0.008245   0.003088         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    199/499      4.32G   0.008536   0.008245   0.003088         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.09it/s]
    199/499      4.32G   0.008532   0.008246   0.003086         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.09it/s]
    199/499      4.32G   0.008532   0.008246   0.003086         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
    199/499      4.32G   0.008536   0.008245   0.003091         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
    199/499      4.32G   0.008536   0.008245   0.003091         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    199/499      4.32G   0.008534   0.008237   0.003086         64        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
    199/499      4.32G   0.008534   0.008237   0.003086         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    199/499      4.32G   0.008534   0.008237   0.003074         69        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    199/499      4.32G   0.008534   0.008237   0.003074         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    199/499      4.32G   0.008543   0.008237   0.003062         62        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    199/499      4.32G   0.008543   0.008237   0.003062         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    199/499      4.32G   0.008538   0.008226   0.003058         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    199/499      4.32G   0.008538   0.008226   0.003058         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.06it/s]
    199/499      4.32G   0.008537   0.008226   0.003059         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.06it/s]
    199/499      4.32G   0.008537   0.008226   0.003059         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    199/499      4.32G   0.008538   0.008227   0.003058         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.19it/s]
    199/499      4.32G   0.008538   0.008227   0.003058         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    199/499      4.32G   0.008536   0.008249   0.003064         87        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    199/499      4.32G   0.008536   0.008249   0.003064         87        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    199/499      4.32G   0.008529   0.008242   0.003071         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.15it/s]
    199/499      4.32G   0.008529   0.008242   0.003071         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    199/499      4.32G   0.008529   0.008242   0.003085         74        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    199/499      4.32G   0.008529   0.008242   0.003085         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    199/499      4.32G   0.008523   0.008244   0.003081         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    199/499      4.32G   0.008523   0.008244   0.003081         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    199/499      4.32G   0.008525   0.008258   0.003088         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    199/499      4.32G   0.008525   0.008258   0.003088         76        640:  99%|#########9| 167/168 [00:31<00:00,  5.20it/s]
    199/499      4.32G   0.008512   0.008258   0.003126         40        640:  99%|#########9| 167/168 [00:32<00:00,  5.20it/s]
    199/499      4.32G   0.008512   0.008258   0.003126         40        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    199/499      4.32G   0.008512   0.008258   0.003126         40        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.852      0.851      0.879      0.765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    200/499      4.32G    0.00826   0.007666   0.001117         68        640:   0%|          | 0/168 [00:00<?, ?it/s]
    200/499      4.32G    0.00826   0.007666   0.001117         68        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    200/499      4.32G   0.008272   0.007567   0.002896         70        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    200/499      4.32G   0.008272   0.007567   0.002896         70        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    200/499      4.32G   0.008575   0.008117   0.002194         69        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    200/499      4.32G   0.008575   0.008117   0.002194         69        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    200/499      4.32G   0.008525   0.008259   0.001958         81        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    200/499      4.32G   0.008525   0.008259   0.001958         81        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    200/499      4.32G   0.009032   0.008949   0.001861         77        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    200/499      4.32G   0.009032   0.008949   0.001861         77        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    200/499      4.32G    0.00891   0.008815   0.001761         70        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    200/499      4.32G    0.00891   0.008815   0.001761         70        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    200/499      4.32G   0.008804   0.008785   0.001591         68        640:   4%|3         | 6/168 [00:01<00:30,  5.32it/s]
    200/499      4.32G   0.008804   0.008785   0.001591         68        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    200/499      4.32G   0.008936   0.008451   0.001471         49        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    200/499      4.32G   0.008936   0.008451   0.001471         49        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    200/499      4.32G   0.008851   0.008603   0.001833         85        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    200/499      4.32G   0.008851   0.008603   0.001833         85        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    200/499      4.32G   0.008705   0.008526   0.001825         62        640:   5%|5         | 9/168 [00:01<00:29,  5.30it/s]
    200/499      4.32G   0.008705   0.008526   0.001825         62        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    200/499      4.32G   0.008668   0.008564   0.001816         72        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    200/499      4.32G   0.008668   0.008564   0.001816         72        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    200/499      4.32G   0.008636   0.008425   0.002076         63        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    200/499      4.32G   0.008636   0.008425   0.002076         63        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    200/499      4.32G   0.008664   0.008459   0.002161         83        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    200/499      4.32G   0.008664   0.008459   0.002161         83        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    200/499      4.32G   0.008641   0.008504   0.002125         79        640:   8%|7         | 13/168 [00:02<00:30,  5.14it/s]
    200/499      4.32G   0.008641   0.008504   0.002125         79        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    200/499      4.32G   0.008614   0.008478   0.002255         71        640:   8%|8         | 14/168 [00:02<00:29,  5.20it/s]
    200/499      4.32G   0.008614   0.008478   0.002255         71        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
    200/499      4.32G   0.008543   0.008266   0.002124         49        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
    200/499      4.32G   0.008543   0.008266   0.002124         49        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    200/499      4.32G   0.008553   0.008432   0.002128         94        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    200/499      4.32G   0.008553   0.008432   0.002128         94        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    200/499      4.32G   0.008517   0.008399   0.002189         63        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    200/499      4.32G   0.008517   0.008399   0.002189         63        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    200/499      4.32G   0.008552   0.008423   0.002098         67        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    200/499      4.32G   0.008552   0.008423   0.002098         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    200/499      4.32G   0.008581    0.00847    0.00218         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    200/499      4.32G   0.008581    0.00847    0.00218         76        640:  12%|#1        | 20/168 [00:03<00:28,  5.23it/s]
    200/499      4.32G   0.008567   0.008345    0.00215         57        640:  12%|#1        | 20/168 [00:04<00:28,  5.23it/s]
    200/499      4.32G   0.008567   0.008345    0.00215         57        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    200/499      4.32G   0.008518   0.008269   0.002247         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    200/499      4.32G   0.008518   0.008269   0.002247         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    200/499      4.32G   0.008499   0.008417   0.002287         91        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    200/499      4.32G   0.008499   0.008417   0.002287         91        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    200/499      4.32G   0.008468   0.008371   0.002334         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.25it/s]
    200/499      4.32G   0.008468   0.008371   0.002334         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    200/499      4.32G   0.008494   0.008387   0.002363         69        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    200/499      4.32G   0.008494   0.008387   0.002363         69        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    200/499      4.32G     0.0085   0.008412   0.002395         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    200/499      4.32G     0.0085   0.008412   0.002395         68        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    200/499      4.32G    0.00846   0.008365   0.002562         57        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    200/499      4.32G    0.00846   0.008365   0.002562         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    200/499      4.32G   0.008454   0.008353   0.002486         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.28it/s]
    200/499      4.32G   0.008454   0.008353   0.002486         65        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    200/499      4.32G   0.008392   0.008348   0.002448         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    200/499      4.32G   0.008392   0.008348   0.002448         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    200/499      4.32G   0.008447   0.008251   0.002544         52        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    200/499      4.32G   0.008447   0.008251   0.002544         52        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    200/499      4.32G   0.008424   0.008207   0.002579         60        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    200/499      4.32G   0.008424   0.008207   0.002579         60        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    200/499      4.32G   0.008433   0.008186   0.002612         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    200/499      4.32G   0.008433   0.008186   0.002612         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    200/499      4.32G   0.008398   0.008149   0.002617         59        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    200/499      4.32G   0.008398   0.008149   0.002617         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    200/499      4.32G   0.008357   0.008117   0.002654         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.29it/s]
    200/499      4.32G   0.008357   0.008117   0.002654         71        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    200/499      4.32G   0.008324   0.008118   0.002666         72        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    200/499      4.32G   0.008324   0.008118   0.002666         72        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    200/499      4.32G   0.008319    0.00808   0.002718         67        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    200/499      4.32G   0.008319    0.00808   0.002718         67        640:  21%|##1       | 36/168 [00:06<00:25,  5.27it/s]
    200/499      4.32G   0.008302   0.008062   0.002739         65        640:  21%|##1       | 36/168 [00:07<00:25,  5.27it/s]
    200/499      4.32G   0.008302   0.008062   0.002739         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    200/499      4.32G   0.008318   0.008049   0.002743         51        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    200/499      4.32G   0.008318   0.008049   0.002743         51        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    200/499      4.32G   0.008295   0.008066   0.002725         83        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    200/499      4.32G   0.008295   0.008066   0.002725         83        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    200/499      4.32G   0.008275   0.008081   0.002858         80        640:  23%|##3       | 39/168 [00:07<00:24,  5.30it/s]
    200/499      4.32G   0.008275   0.008081   0.002858         80        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    200/499      4.32G   0.008278   0.008048   0.002899         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    200/499      4.32G   0.008278   0.008048   0.002899         63        640:  24%|##4       | 41/168 [00:07<00:24,  5.23it/s]
    200/499      4.32G   0.008257   0.008052   0.002954         73        640:  24%|##4       | 41/168 [00:08<00:24,  5.23it/s]
    200/499      4.32G   0.008257   0.008052   0.002954         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    200/499      4.32G   0.008242   0.008004   0.002887         42        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    200/499      4.32G   0.008242   0.008004   0.002887         42        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    200/499      4.32G   0.008244   0.008004    0.00286         52        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    200/499      4.32G   0.008244   0.008004    0.00286         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    200/499      4.32G   0.008226   0.007983   0.002872         53        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    200/499      4.32G   0.008226   0.007983   0.002872         53        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    200/499      4.32G   0.008193   0.007961   0.002851         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    200/499      4.32G   0.008193   0.007961   0.002851         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    200/499      4.32G   0.008181   0.008015    0.00287         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    200/499      4.32G   0.008181   0.008015    0.00287         76        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    200/499      4.32G   0.008207   0.008033   0.002842         78        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    200/499      4.32G   0.008207   0.008033   0.002842         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    200/499      4.32G   0.008243   0.008055   0.002872         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.28it/s]
    200/499      4.32G   0.008243   0.008055   0.002872         71        640:  29%|##9       | 49/168 [00:09<00:23,  5.09it/s]
    200/499      4.32G   0.008231   0.008064   0.002862         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.09it/s]
    200/499      4.32G   0.008231   0.008064   0.002862         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    200/499      4.32G    0.00825   0.008035   0.002863         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.20it/s]
    200/499      4.32G    0.00825   0.008035   0.002863         64        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    200/499      4.32G    0.00827   0.008073   0.002834         75        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    200/499      4.32G    0.00827   0.008073   0.002834         75        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
    200/499      4.32G   0.008326   0.008128   0.002846         73        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    200/499      4.32G   0.008326   0.008128   0.002846         73        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    200/499      4.32G   0.008313   0.008129   0.002833         56        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    200/499      4.32G   0.008313   0.008129   0.002833         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    200/499      4.32G   0.008341   0.008107   0.002805         49        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    200/499      4.32G   0.008341   0.008107   0.002805         49        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    200/499      4.32G   0.008343   0.008152   0.002853         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    200/499      4.32G   0.008343   0.008152   0.002853         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    200/499      4.32G   0.008353   0.008147   0.002821         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    200/499      4.32G   0.008353   0.008147   0.002821         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    200/499      4.32G   0.008359   0.008159   0.002807         76        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    200/499      4.32G   0.008359   0.008159   0.002807         76        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    200/499      4.32G   0.008334   0.008105   0.002832         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    200/499      4.32G   0.008334   0.008105   0.002832         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    200/499      4.32G   0.008342    0.00813   0.002818         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    200/499      4.32G   0.008342    0.00813   0.002818         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    200/499      4.32G   0.008331   0.008094   0.002819         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    200/499      4.32G   0.008331   0.008094   0.002819         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    200/499      4.32G   0.008344   0.008081   0.002845         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    200/499      4.32G   0.008344   0.008081   0.002845         55        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
    200/499      4.32G   0.008328   0.008068   0.002844         66        640:  37%|###6      | 62/168 [00:12<00:20,  5.23it/s]
    200/499      4.32G   0.008328   0.008068   0.002844         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    200/499      4.32G   0.008319   0.008066   0.002836         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    200/499      4.32G   0.008319   0.008066   0.002836         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    200/499      4.32G   0.008335   0.008064   0.002834         62        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    200/499      4.32G   0.008335   0.008064   0.002834         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
    200/499      4.32G    0.00832   0.008078   0.002835         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.21it/s]
    200/499      4.32G    0.00832   0.008078   0.002835         77        640:  39%|###9      | 66/168 [00:12<00:19,  5.17it/s]
    200/499      4.32G   0.008305   0.008059   0.002841         57        640:  39%|###9      | 66/168 [00:12<00:19,  5.17it/s]
    200/499      4.32G   0.008305   0.008059   0.002841         57        640:  40%|###9      | 67/168 [00:12<00:19,  5.05it/s]
    200/499      4.32G   0.008298   0.008057   0.002823         70        640:  40%|###9      | 67/168 [00:13<00:19,  5.05it/s]
    200/499      4.32G   0.008298   0.008057   0.002823         70        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    200/499      4.32G   0.008279   0.008053    0.00282         72        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    200/499      4.32G   0.008279   0.008053    0.00282         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    200/499      4.32G   0.008273   0.008069   0.002786         70        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    200/499      4.32G   0.008273   0.008069   0.002786         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    200/499      4.32G   0.008295    0.00808   0.002792         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    200/499      4.32G   0.008295    0.00808   0.002792         71        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    200/499      4.32G   0.008295   0.008122   0.002777         72        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    200/499      4.32G   0.008295   0.008122   0.002777         72        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    200/499      4.32G    0.00829    0.00813   0.002771         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    200/499      4.32G    0.00829    0.00813   0.002771         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.17it/s]
    200/499      4.32G   0.008294   0.008117   0.002785         71        640:  43%|####3     | 73/168 [00:14<00:18,  5.17it/s]
    200/499      4.32G   0.008294   0.008117   0.002785         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    200/499      4.32G   0.008286    0.00814   0.002796         83        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    200/499      4.32G   0.008286    0.00814   0.002796         83        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    200/499      4.32G   0.008291   0.008171   0.002799         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    200/499      4.32G   0.008291   0.008171   0.002799         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    200/499      4.32G   0.008275   0.008171   0.002791         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.17it/s]
    200/499      4.32G   0.008275   0.008171   0.002791         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    200/499      4.32G   0.008283   0.008164   0.002783         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    200/499      4.32G   0.008283   0.008164   0.002783         70        640:  46%|####6     | 78/168 [00:14<00:16,  5.31it/s]
    200/499      4.32G   0.008268   0.008153   0.002797         75        640:  46%|####6     | 78/168 [00:15<00:16,  5.31it/s]
    200/499      4.32G   0.008268   0.008153   0.002797         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    200/499      4.32G   0.008264   0.008157   0.002809         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    200/499      4.32G   0.008264   0.008157   0.002809         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    200/499      4.32G   0.008269    0.00816   0.002793         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    200/499      4.32G   0.008269    0.00816   0.002793         74        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    200/499      4.32G   0.008266   0.008117   0.002783         44        640:  48%|####8     | 81/168 [00:15<00:16,  5.32it/s]
    200/499      4.32G   0.008266   0.008117   0.002783         44        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    200/499      4.32G   0.008278   0.008131   0.002814         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    200/499      4.32G   0.008278   0.008131   0.002814         63        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    200/499      4.32G   0.008312   0.008158   0.002829         71        640:  49%|####9     | 83/168 [00:16<00:16,  5.27it/s]
    200/499      4.32G   0.008312   0.008158   0.002829         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    200/499      4.32G   0.008299   0.008148   0.002813         61        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    200/499      4.32G   0.008299   0.008148   0.002813         61        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    200/499      4.32G   0.008299   0.008139   0.002804         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    200/499      4.32G   0.008299   0.008139   0.002804         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    200/499      4.32G   0.008293   0.008144   0.002802         70        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    200/499      4.32G   0.008293   0.008144   0.002802         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    200/499      4.32G   0.008314   0.008149   0.002816         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.31it/s]
    200/499      4.32G   0.008314   0.008149   0.002816         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.14it/s]
    200/499      4.32G   0.008344   0.008141   0.002852         65        640:  52%|#####2    | 88/168 [00:17<00:15,  5.14it/s]
    200/499      4.32G   0.008344   0.008141   0.002852         65        640:  53%|#####2    | 89/168 [00:17<00:15,  5.14it/s]
    200/499      4.32G    0.00835   0.008142   0.002844         74        640:  53%|#####2    | 89/168 [00:17<00:15,  5.14it/s]
    200/499      4.32G    0.00835   0.008142   0.002844         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.23it/s]
    200/499      4.32G   0.008353    0.00812   0.002853         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.23it/s]
    200/499      4.32G   0.008353    0.00812   0.002853         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    200/499      4.32G   0.008337    0.00812   0.002867         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.16it/s]
    200/499      4.32G   0.008337    0.00812   0.002867         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    200/499      4.32G   0.008355   0.008102   0.002854         49        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    200/499      4.32G   0.008355   0.008102   0.002854         49        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    200/499      4.32G   0.008351   0.008089   0.002872         56        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    200/499      4.32G   0.008351   0.008089   0.002872         56        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    200/499      4.32G   0.008363   0.008086   0.002868         61        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    200/499      4.32G   0.008363   0.008086   0.002868         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    200/499      4.32G   0.008354     0.0081   0.002866         80        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    200/499      4.32G   0.008354     0.0081   0.002866         80        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    200/499      4.32G    0.00835   0.008118   0.002844         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.33it/s]
    200/499      4.32G    0.00835   0.008118   0.002844         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    200/499      4.32G   0.008364   0.008091   0.002845         43        640:  58%|#####7    | 97/168 [00:18<00:13,  5.13it/s]
    200/499      4.32G   0.008364   0.008091   0.002845         43        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    200/499      4.32G   0.008361    0.00809   0.002887         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    200/499      4.32G   0.008361    0.00809   0.002887         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    200/499      4.32G   0.008381   0.008119   0.002916         81        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    200/499      4.32G   0.008381   0.008119   0.002916         81        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    200/499      4.32G   0.008385   0.008117   0.002915         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    200/499      4.32G   0.008385   0.008117   0.002915         66        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    200/499      4.32G   0.008384   0.008099   0.002898         58        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    200/499      4.32G   0.008384   0.008099   0.002898         58        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    200/499      4.32G   0.008381   0.008114   0.002913         84        640:  61%|######    | 102/168 [00:19<00:12,  5.32it/s]
    200/499      4.32G   0.008381   0.008114   0.002913         84        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    200/499      4.32G   0.008378   0.008108   0.002897         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    200/499      4.32G   0.008378   0.008108   0.002897         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    200/499      4.32G    0.00838   0.008094   0.002938         63        640:  62%|######1   | 104/168 [00:20<00:12,  5.28it/s]
    200/499      4.32G    0.00838   0.008094   0.002938         63        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    200/499      4.32G   0.008376   0.008096   0.002921         82        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    200/499      4.32G   0.008376   0.008096   0.002921         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    200/499      4.32G   0.008378   0.008105   0.002913         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    200/499      4.32G   0.008378   0.008105   0.002913         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    200/499      4.32G   0.008381   0.008106   0.002941         62        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    200/499      4.32G   0.008381   0.008106   0.002941         62        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    200/499      4.32G   0.008374   0.008099   0.002944         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    200/499      4.32G   0.008374   0.008099   0.002944         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    200/499      4.32G   0.008369   0.008091   0.002958         67        640:  65%|######4   | 109/168 [00:21<00:11,  5.22it/s]
    200/499      4.32G   0.008369   0.008091   0.002958         67        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    200/499      4.32G   0.008365   0.008093   0.002956         75        640:  65%|######5   | 110/168 [00:21<00:11,  5.27it/s]
    200/499      4.32G   0.008365   0.008093   0.002956         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    200/499      4.32G    0.00835   0.008084   0.002977         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    200/499      4.32G    0.00835   0.008084   0.002977         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    200/499      4.32G   0.008365   0.008084    0.00298         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    200/499      4.32G   0.008365   0.008084    0.00298         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    200/499      4.32G   0.008361   0.008082    0.00298         64        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    200/499      4.32G   0.008361   0.008082    0.00298         64        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    200/499      4.32G   0.008353   0.008073   0.002973         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    200/499      4.32G   0.008353   0.008073   0.002973         74        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    200/499      4.32G    0.00835   0.008062   0.002976         63        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
    200/499      4.32G    0.00835   0.008062   0.002976         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    200/499      4.32G   0.008349   0.008061   0.002959         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    200/499      4.32G   0.008349   0.008061   0.002959         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    200/499      4.32G   0.008352   0.008058   0.002953         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    200/499      4.32G   0.008352   0.008058   0.002953         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    200/499      4.32G   0.008346   0.008053   0.002947         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    200/499      4.32G   0.008346   0.008053   0.002947         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    200/499      4.32G   0.008338   0.008043   0.002953         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    200/499      4.32G   0.008338   0.008043   0.002953         63        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    200/499      4.32G   0.008342   0.008037   0.002945         69        640:  71%|#######1  | 120/168 [00:23<00:08,  5.34it/s]
    200/499      4.32G   0.008342   0.008037   0.002945         69        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    200/499      4.32G   0.008348   0.008039   0.002942         84        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    200/499      4.32G   0.008348   0.008039   0.002942         84        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    200/499      4.32G   0.008354   0.008044   0.002929         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.26it/s]
    200/499      4.32G   0.008354   0.008044   0.002929         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    200/499      4.32G   0.008348   0.008052   0.002929         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    200/499      4.32G   0.008348   0.008052   0.002929         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    200/499      4.32G   0.008348   0.008061   0.002929         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    200/499      4.32G   0.008348   0.008061   0.002929         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
    200/499      4.32G   0.008344   0.008072   0.002926         74        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
    200/499      4.32G   0.008344   0.008072   0.002926         74        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    200/499      4.32G   0.008348   0.008085   0.002936         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    200/499      4.32G   0.008348   0.008085   0.002936         77        640:  76%|#######5  | 127/168 [00:24<00:08,  5.09it/s]
    200/499      4.32G   0.008343   0.008075   0.002941         58        640:  76%|#######5  | 127/168 [00:24<00:08,  5.09it/s]
    200/499      4.32G   0.008343   0.008075   0.002941         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.13it/s]
    200/499      4.32G   0.008348   0.008061   0.002934         53        640:  76%|#######6  | 128/168 [00:24<00:07,  5.13it/s]
    200/499      4.32G   0.008348   0.008061   0.002934         53        640:  77%|#######6  | 129/168 [00:24<00:07,  5.19it/s]
    200/499      4.32G   0.008343   0.008035    0.00295         45        640:  77%|#######6  | 129/168 [00:24<00:07,  5.19it/s]
    200/499      4.32G   0.008343   0.008035    0.00295         45        640:  77%|#######7  | 130/168 [00:24<00:07,  5.07it/s]
    200/499      4.32G   0.008339   0.008038   0.002959         67        640:  77%|#######7  | 130/168 [00:25<00:07,  5.07it/s]
    200/499      4.32G   0.008339   0.008038   0.002959         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    200/499      4.32G    0.00834    0.00804   0.002992         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    200/499      4.32G    0.00834    0.00804   0.002992         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    200/499      4.32G   0.008348   0.008034   0.003004         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    200/499      4.32G   0.008348   0.008034   0.003004         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
    200/499      4.32G   0.008359   0.008053   0.003003         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.11it/s]
    200/499      4.32G   0.008359   0.008053   0.003003         76        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
    200/499      4.32G   0.008372   0.008057   0.002997         70        640:  80%|#######9  | 134/168 [00:25<00:06,  5.16it/s]
    200/499      4.32G   0.008372   0.008057   0.002997         70        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    200/499      4.32G    0.00837   0.008052   0.002987         69        640:  80%|########  | 135/168 [00:25<00:06,  5.26it/s]
    200/499      4.32G    0.00837   0.008052   0.002987         69        640:  81%|########  | 136/168 [00:25<00:06,  5.16it/s]
    200/499      4.32G   0.008371   0.008041   0.002987         58        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    200/499      4.32G   0.008371   0.008041   0.002987         58        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    200/499      4.32G   0.008366   0.008028   0.002997         52        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    200/499      4.32G   0.008366   0.008028   0.002997         52        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    200/499      4.32G   0.008358   0.008042      0.003         83        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    200/499      4.32G   0.008358   0.008042      0.003         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    200/499      4.32G   0.008358   0.008036   0.002986         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    200/499      4.32G   0.008358   0.008036   0.002986         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
    200/499      4.32G   0.008352   0.008041    0.00298         75        640:  83%|########3 | 140/168 [00:26<00:05,  5.18it/s]
    200/499      4.32G   0.008352   0.008041    0.00298         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.27it/s]
    200/499      4.32G   0.008356    0.00804   0.002979         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.27it/s]
    200/499      4.32G   0.008356    0.00804   0.002979         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    200/499      4.32G   0.008347    0.00804   0.002977         62        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    200/499      4.32G   0.008347    0.00804   0.002977         62        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    200/499      4.32G   0.008342    0.00803   0.002967         51        640:  85%|########5 | 143/168 [00:27<00:04,  5.20it/s]
    200/499      4.32G   0.008342    0.00803   0.002967         51        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    200/499      4.32G   0.008334   0.008034   0.002973         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    200/499      4.32G   0.008334   0.008034   0.002973         84        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    200/499      4.32G   0.008339   0.008045   0.002966         83        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    200/499      4.32G   0.008339   0.008045   0.002966         83        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    200/499      4.32G   0.008347   0.008038   0.002958         58        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    200/499      4.32G   0.008347   0.008038   0.002958         58        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    200/499      4.32G   0.008351   0.008037   0.002965         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    200/499      4.32G   0.008351   0.008037   0.002965         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    200/499      4.32G   0.008378   0.008037   0.002962         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    200/499      4.32G   0.008378   0.008037   0.002962         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    200/499      4.32G   0.008381   0.008023   0.002961         56        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    200/499      4.32G   0.008381   0.008023   0.002961         56        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    200/499      4.32G   0.008378   0.008015   0.002985         59        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    200/499      4.32G   0.008378   0.008015   0.002985         59        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    200/499      4.32G   0.008381   0.008021    0.00299         74        640:  90%|########9 | 151/168 [00:29<00:03,  5.18it/s]
    200/499      4.32G   0.008381   0.008021    0.00299         74        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    200/499      4.32G   0.008386   0.008045   0.002991         73        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    200/499      4.32G   0.008386   0.008045   0.002991         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    200/499      4.32G   0.008381   0.008053   0.002997         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    200/499      4.32G   0.008381   0.008053   0.002997         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    200/499      4.32G   0.008382   0.008061   0.002999         85        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    200/499      4.32G   0.008382   0.008061   0.002999         85        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    200/499      4.32G   0.008374   0.008067   0.002995         77        640:  92%|#########2| 155/168 [00:29<00:02,  5.18it/s]
    200/499      4.32G   0.008374   0.008067   0.002995         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    200/499      4.32G   0.008369   0.008058   0.002987         67        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
    200/499      4.32G   0.008369   0.008058   0.002987         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    200/499      4.32G   0.008367   0.008048   0.002986         60        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    200/499      4.32G   0.008367   0.008048   0.002986         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    200/499      4.32G   0.008363   0.008036   0.002975         55        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    200/499      4.32G   0.008363   0.008036   0.002975         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    200/499      4.32G   0.008375    0.00803   0.002965         64        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    200/499      4.32G   0.008375    0.00803   0.002965         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    200/499      4.32G    0.00837   0.008027   0.002964         63        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    200/499      4.32G    0.00837   0.008027   0.002964         63        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    200/499      4.32G    0.00837   0.008039   0.002964         90        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    200/499      4.32G    0.00837   0.008039   0.002964         90        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    200/499      4.32G   0.008373   0.008037   0.002977         62        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    200/499      4.32G   0.008373   0.008037   0.002977         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    200/499      4.32G   0.008371   0.008033   0.002964         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    200/499      4.32G   0.008371   0.008033   0.002964         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    200/499      4.32G    0.00837   0.008031   0.002954         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    200/499      4.32G    0.00837   0.008031   0.002954         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    200/499      4.32G   0.008363   0.008022   0.002955         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    200/499      4.32G   0.008363   0.008022   0.002955         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    200/499      4.32G   0.008364   0.008025   0.002958         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    200/499      4.32G   0.008364   0.008025   0.002958         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    200/499      4.32G   0.008372   0.008042   0.002952         30        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    200/499      4.32G   0.008372   0.008042   0.002952         30        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
    200/499      4.32G   0.008372   0.008042   0.002952         30        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.852      0.851       0.88       0.77

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    201/499      4.32G   0.008065   0.007515    0.00217         73        640:   0%|          | 0/168 [00:00<?, ?it/s]
    201/499      4.32G   0.008065   0.007515    0.00217         73        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    201/499      4.32G   0.008742   0.008439   0.001594         67        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    201/499      4.32G   0.008742   0.008439   0.001594         67        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    201/499      4.32G   0.008295   0.007744   0.002853         60        640:   1%|1         | 2/168 [00:00<00:31,  5.22it/s]
    201/499      4.32G   0.008295   0.007744   0.002853         60        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    201/499      4.32G    0.00845   0.008015   0.003089         75        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    201/499      4.32G    0.00845   0.008015   0.003089         75        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    201/499      4.32G   0.008415   0.007683   0.003286         53        640:   2%|2         | 4/168 [00:00<00:31,  5.13it/s]
    201/499      4.32G   0.008415   0.007683   0.003286         53        640:   3%|2         | 5/168 [00:00<00:31,  5.25it/s]
    201/499      4.32G   0.008813    0.00804   0.003707         64        640:   3%|2         | 5/168 [00:01<00:31,  5.25it/s]
    201/499      4.32G   0.008813    0.00804   0.003707         64        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    201/499      4.32G   0.008789   0.008212    0.00353         78        640:   4%|3         | 6/168 [00:01<00:30,  5.33it/s]
    201/499      4.32G   0.008789   0.008212    0.00353         78        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    201/499      4.32G    0.00873   0.008205   0.003554         80        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    201/499      4.32G    0.00873   0.008205   0.003554         80        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    201/499      4.32G   0.008695   0.008238   0.003426         74        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    201/499      4.32G   0.008695   0.008238   0.003426         74        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    201/499      4.32G   0.008603    0.00813   0.003397         66        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    201/499      4.32G   0.008603    0.00813   0.003397         66        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    201/499      4.32G   0.008697   0.008055   0.003329         67        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    201/499      4.32G   0.008697   0.008055   0.003329         67        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    201/499      4.32G   0.008654   0.008039   0.003401         69        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    201/499      4.32G   0.008654   0.008039   0.003401         69        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    201/499      4.32G   0.008606   0.008241    0.00323         87        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    201/499      4.32G   0.008606   0.008241    0.00323         87        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    201/499      4.32G   0.008656   0.008439    0.00326         80        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    201/499      4.32G   0.008656   0.008439    0.00326         80        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    201/499      4.32G   0.008635   0.008403   0.003304         66        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    201/499      4.32G   0.008635   0.008403   0.003304         66        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    201/499      4.32G   0.008679   0.008408   0.003262         83        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    201/499      4.32G   0.008679   0.008408   0.003262         83        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    201/499      4.32G   0.008655   0.008351   0.003453         65        640:  10%|9         | 16/168 [00:03<00:29,  5.18it/s]
    201/499      4.32G   0.008655   0.008351   0.003453         65        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    201/499      4.32G   0.008572   0.008295   0.003443         64        640:  10%|#         | 17/168 [00:03<00:28,  5.27it/s]
    201/499      4.32G   0.008572   0.008295   0.003443         64        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    201/499      4.32G   0.008615    0.00828   0.003506         67        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    201/499      4.32G   0.008615    0.00828   0.003506         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    201/499      4.32G   0.008513   0.008196   0.003472         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    201/499      4.32G   0.008513   0.008196   0.003472         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    201/499      4.32G   0.008567   0.008232   0.003398         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.29it/s]
    201/499      4.32G   0.008567   0.008232   0.003398         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    201/499      4.32G   0.008531   0.008189   0.003458         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    201/499      4.32G   0.008531   0.008189   0.003458         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    201/499      4.32G   0.008537   0.008323   0.003457         95        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    201/499      4.32G   0.008537   0.008323   0.003457         95        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    201/499      4.32G   0.008513   0.008328   0.003557         87        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    201/499      4.32G   0.008513   0.008328   0.003557         87        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    201/499      4.32G    0.00852   0.008349   0.003605         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    201/499      4.32G    0.00852   0.008349   0.003605         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    201/499      4.32G   0.008455   0.008273   0.003583         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    201/499      4.32G   0.008455   0.008273   0.003583         70        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    201/499      4.32G   0.008455   0.008262   0.003585         64        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    201/499      4.32G   0.008455   0.008262   0.003585         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    201/499      4.32G   0.008425   0.008257   0.003552         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    201/499      4.32G   0.008425   0.008257   0.003552         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    201/499      4.32G   0.008409   0.008281   0.003484         82        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    201/499      4.32G   0.008409   0.008281   0.003484         82        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    201/499      4.32G   0.008402   0.008265   0.003431         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    201/499      4.32G   0.008402   0.008265   0.003431         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    201/499      4.32G   0.008459    0.00832   0.003416         71        640:  18%|#7        | 30/168 [00:05<00:26,  5.31it/s]
    201/499      4.32G   0.008459    0.00832   0.003416         71        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    201/499      4.32G   0.008473   0.008379   0.003384         88        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    201/499      4.32G   0.008473   0.008379   0.003384         88        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    201/499      4.32G   0.008484   0.008318   0.003339         56        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    201/499      4.32G   0.008484   0.008318   0.003339         56        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    201/499      4.32G   0.008463   0.008286   0.003361         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    201/499      4.32G   0.008463   0.008286   0.003361         59        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    201/499      4.32G   0.008423   0.008284   0.003369         66        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    201/499      4.32G   0.008423   0.008284   0.003369         66        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    201/499      4.32G   0.008412   0.008258   0.003464         72        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    201/499      4.32G   0.008412   0.008258   0.003464         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    201/499      4.32G   0.008469    0.00822   0.003429         59        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    201/499      4.32G   0.008469    0.00822   0.003429         59        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    201/499      4.32G   0.008491   0.008194   0.003502         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    201/499      4.32G   0.008491   0.008194   0.003502         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    201/499      4.32G   0.008474   0.008155   0.003486         65        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    201/499      4.32G   0.008474   0.008155   0.003486         65        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    201/499      4.32G   0.008475   0.008109   0.003558         52        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    201/499      4.32G   0.008475   0.008109   0.003558         52        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    201/499      4.32G   0.008456   0.008078   0.003587         57        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    201/499      4.32G   0.008456   0.008078   0.003587         57        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    201/499      4.32G   0.008471   0.008067   0.003548         62        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    201/499      4.32G   0.008471   0.008067   0.003548         62        640:  25%|##5       | 42/168 [00:07<00:23,  5.29it/s]
    201/499      4.32G   0.008442     0.0081   0.003532         92        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    201/499      4.32G   0.008442     0.0081   0.003532         92        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    201/499      4.32G   0.008447   0.008148   0.003558         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    201/499      4.32G   0.008447   0.008148   0.003558         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
    201/499      4.32G    0.00845   0.008144   0.003523         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.19it/s]
    201/499      4.32G    0.00845   0.008144   0.003523         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    201/499      4.32G   0.008438   0.008169   0.003544         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    201/499      4.32G   0.008438   0.008169   0.003544         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    201/499      4.32G    0.00843   0.008146   0.003526         60        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    201/499      4.32G    0.00843   0.008146   0.003526         60        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    201/499      4.32G   0.008451   0.008178   0.003506         70        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    201/499      4.32G   0.008451   0.008178   0.003506         70        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    201/499      4.32G   0.008424   0.008155   0.003462         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    201/499      4.32G   0.008424   0.008155   0.003462         61        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    201/499      4.32G   0.008423   0.008186   0.003457         79        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    201/499      4.32G   0.008423   0.008186   0.003457         79        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    201/499      4.32G   0.008407   0.008201   0.003475         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    201/499      4.32G   0.008407   0.008201   0.003475         74        640:  30%|###       | 51/168 [00:09<00:22,  5.21it/s]
    201/499      4.32G   0.008405   0.008212   0.003461         78        640:  30%|###       | 51/168 [00:09<00:22,  5.21it/s]
    201/499      4.32G   0.008405   0.008212   0.003461         78        640:  31%|###       | 52/168 [00:09<00:22,  5.08it/s]
    201/499      4.32G   0.008393   0.008225   0.003467         78        640:  31%|###       | 52/168 [00:10<00:22,  5.08it/s]
    201/499      4.32G   0.008393   0.008225   0.003467         78        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
    201/499      4.32G   0.008394   0.008278   0.003447         92        640:  32%|###1      | 53/168 [00:10<00:22,  5.19it/s]
    201/499      4.32G   0.008394   0.008278   0.003447         92        640:  32%|###2      | 54/168 [00:10<00:22,  5.16it/s]
    201/499      4.32G   0.008353   0.008229   0.003411         60        640:  32%|###2      | 54/168 [00:10<00:22,  5.16it/s]
    201/499      4.32G   0.008353   0.008229   0.003411         60        640:  33%|###2      | 55/168 [00:10<00:22,  4.99it/s]
    201/499      4.32G   0.008337   0.008186   0.003402         57        640:  33%|###2      | 55/168 [00:10<00:22,  4.99it/s]
    201/499      4.32G   0.008337   0.008186   0.003402         57        640:  33%|###3      | 56/168 [00:10<00:21,  5.14it/s]
    201/499      4.32G   0.008341    0.00818   0.003375         70        640:  33%|###3      | 56/168 [00:10<00:21,  5.14it/s]
    201/499      4.32G   0.008341    0.00818   0.003375         70        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
    201/499      4.32G   0.008352   0.008198   0.003339         67        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
    201/499      4.32G   0.008352   0.008198   0.003339         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    201/499      4.32G   0.008386   0.008233   0.003312         79        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    201/499      4.32G   0.008386   0.008233   0.003312         79        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
    201/499      4.32G   0.008354   0.008209   0.003306         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.20it/s]
    201/499      4.32G   0.008354   0.008209   0.003306         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    201/499      4.32G   0.008351   0.008203    0.00332         73        640:  36%|###5      | 60/168 [00:11<00:20,  5.28it/s]
    201/499      4.32G   0.008351   0.008203    0.00332         73        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    201/499      4.32G   0.008373   0.008227    0.00331         69        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    201/499      4.32G   0.008373   0.008227    0.00331         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    201/499      4.32G   0.008378   0.008209   0.003319         59        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    201/499      4.32G   0.008378   0.008209   0.003319         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    201/499      4.32G   0.008371   0.008174   0.003305         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    201/499      4.32G   0.008371   0.008174   0.003305         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    201/499      4.32G   0.008383   0.008223   0.003279         88        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    201/499      4.32G   0.008383   0.008223   0.003279         88        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    201/499      4.32G   0.008392   0.008208   0.003268         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.26it/s]
    201/499      4.32G   0.008392   0.008208   0.003268         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    201/499      4.32G   0.008419   0.008224   0.003249         69        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    201/499      4.32G   0.008419   0.008224   0.003249         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    201/499      4.32G   0.008404   0.008224   0.003249         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    201/499      4.32G   0.008404   0.008224   0.003249         74        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    201/499      4.32G   0.008412   0.008252   0.003253         78        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    201/499      4.32G   0.008412   0.008252   0.003253         78        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    201/499      4.32G   0.008398    0.00824   0.003237         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    201/499      4.32G   0.008398    0.00824   0.003237         62        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    201/499      4.32G   0.008385   0.008255   0.003291         85        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    201/499      4.32G   0.008385   0.008255   0.003291         85        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    201/499      4.32G   0.008411   0.008286   0.003311         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    201/499      4.32G   0.008411   0.008286   0.003311         70        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    201/499      4.32G   0.008432   0.008282   0.003295         58        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    201/499      4.32G   0.008432   0.008282   0.003295         58        640:  43%|####3     | 73/168 [00:13<00:18,  5.13it/s]
    201/499      4.32G    0.00844   0.008288   0.003275         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.13it/s]
    201/499      4.32G    0.00844   0.008288   0.003275         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    201/499      4.32G   0.008437   0.008297   0.003268         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.23it/s]
    201/499      4.32G   0.008437   0.008297   0.003268         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    201/499      4.32G   0.008456   0.008306   0.003264         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    201/499      4.32G   0.008456   0.008306   0.003264         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    201/499      4.32G   0.008438   0.008297   0.003274         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    201/499      4.32G   0.008438   0.008297   0.003274         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    201/499      4.32G   0.008435   0.008281   0.003289         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    201/499      4.32G   0.008435   0.008281   0.003289         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    201/499      4.32G    0.00843   0.008271   0.003267         68        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    201/499      4.32G    0.00843   0.008271   0.003267         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    201/499      4.32G   0.008428   0.008276   0.003299         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    201/499      4.32G   0.008428   0.008276   0.003299         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    201/499      4.32G   0.008441   0.008285   0.003307         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    201/499      4.32G   0.008441   0.008285   0.003307         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    201/499      4.32G   0.008431   0.008275   0.003309         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    201/499      4.32G   0.008431   0.008275   0.003309         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    201/499      4.32G   0.008434   0.008262   0.003308         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    201/499      4.32G   0.008434   0.008262   0.003308         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.27it/s]
    201/499      4.32G   0.008446   0.008286   0.003294         81        640:  49%|####9     | 83/168 [00:16<00:16,  5.27it/s]
    201/499      4.32G   0.008446   0.008286   0.003294         81        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    201/499      4.32G   0.008452   0.008274    0.00328         73        640:  50%|#####     | 84/168 [00:16<00:15,  5.31it/s]
    201/499      4.32G   0.008452   0.008274    0.00328         73        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    201/499      4.32G   0.008477   0.008283   0.003303         81        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    201/499      4.32G   0.008477   0.008283   0.003303         81        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    201/499      4.32G   0.008482   0.008283   0.003286         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.28it/s]
    201/499      4.32G   0.008482   0.008283   0.003286         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    201/499      4.32G   0.008465   0.008259   0.003287         62        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    201/499      4.32G   0.008465   0.008259   0.003287         62        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    201/499      4.32G   0.008461   0.008265   0.003293         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    201/499      4.32G   0.008461   0.008265   0.003293         72        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    201/499      4.32G   0.008458   0.008252   0.003307         61        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    201/499      4.32G   0.008458   0.008252   0.003307         61        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    201/499      4.32G   0.008452   0.008245   0.003338         69        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    201/499      4.32G   0.008452   0.008245   0.003338         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    201/499      4.32G   0.008467    0.00823   0.003343         59        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    201/499      4.32G   0.008467    0.00823   0.003343         59        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    201/499      4.32G   0.008466   0.008243   0.003332         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    201/499      4.32G   0.008466   0.008243   0.003332         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    201/499      4.32G   0.008493   0.008227   0.003313         44        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    201/499      4.32G   0.008493   0.008227   0.003313         44        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
    201/499      4.32G    0.00849   0.008228   0.003301         72        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    201/499      4.32G    0.00849   0.008228   0.003301         72        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    201/499      4.32G   0.008496   0.008229   0.003315         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    201/499      4.32G   0.008496   0.008229   0.003315         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    201/499      4.32G   0.008499   0.008241   0.003315         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    201/499      4.32G   0.008499   0.008241   0.003315         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    201/499      4.32G   0.008528   0.008264   0.003313         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.17it/s]
    201/499      4.32G   0.008528   0.008264   0.003313         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    201/499      4.32G   0.008536   0.008302   0.003318         98        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    201/499      4.32G   0.008536   0.008302   0.003318         98        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    201/499      4.32G    0.00852   0.008293   0.003316         81        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    201/499      4.32G    0.00852   0.008293   0.003316         81        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    201/499      4.32G   0.008519   0.008279   0.003374         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.17it/s]
    201/499      4.32G   0.008519   0.008279   0.003374         55        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    201/499      4.32G   0.008515   0.008272   0.003383         63        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    201/499      4.32G   0.008515   0.008272   0.003383         63        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    201/499      4.32G   0.008513   0.008262   0.003407         63        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    201/499      4.32G   0.008513   0.008262   0.003407         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    201/499      4.32G   0.008515   0.008268   0.003382         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    201/499      4.32G   0.008515   0.008268   0.003382         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    201/499      4.32G    0.00852   0.008272   0.003367         71        640:  62%|######1   | 104/168 [00:20<00:12,  5.29it/s]
    201/499      4.32G    0.00852   0.008272   0.003367         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    201/499      4.32G   0.008513   0.008265   0.003359         58        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    201/499      4.32G   0.008513   0.008265   0.003359         58        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    201/499      4.32G   0.008506   0.008256    0.00336         65        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    201/499      4.32G   0.008506   0.008256    0.00336         65        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    201/499      4.32G   0.008524   0.008263   0.003377         66        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    201/499      4.32G   0.008524   0.008263   0.003377         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    201/499      4.32G   0.008524   0.008261   0.003393         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    201/499      4.32G   0.008524   0.008261   0.003393         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    201/499      4.32G    0.00853   0.008268   0.003369         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    201/499      4.32G    0.00853   0.008268   0.003369         67        640:  65%|######5   | 110/168 [00:20<00:11,  5.25it/s]
    201/499      4.32G   0.008526    0.00826   0.003348         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    201/499      4.32G   0.008526    0.00826   0.003348         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    201/499      4.32G   0.008526   0.008261   0.003339         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    201/499      4.32G   0.008526   0.008261   0.003339         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    201/499      4.32G    0.00852    0.00826   0.003337         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    201/499      4.32G    0.00852    0.00826   0.003337         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    201/499      4.32G   0.008526   0.008258   0.003337         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    201/499      4.32G   0.008526   0.008258   0.003337         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    201/499      4.32G   0.008534   0.008246   0.003337         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    201/499      4.32G   0.008534   0.008246   0.003337         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    201/499      4.32G   0.008526   0.008243   0.003334         75        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    201/499      4.32G   0.008526   0.008243   0.003334         75        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    201/499      4.32G   0.008541   0.008253   0.003326         64        640:  69%|######9   | 116/168 [00:22<00:09,  5.26it/s]
    201/499      4.32G   0.008541   0.008253   0.003326         64        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    201/499      4.32G   0.008555   0.008247   0.003311         50        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    201/499      4.32G   0.008555   0.008247   0.003311         50        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    201/499      4.32G    0.00855   0.008245   0.003303         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.18it/s]
    201/499      4.32G    0.00855   0.008245   0.003303         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    201/499      4.32G   0.008548   0.008239   0.003276         56        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    201/499      4.32G   0.008548   0.008239   0.003276         56        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    201/499      4.32G   0.008541   0.008226   0.003313         58        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    201/499      4.32G   0.008541   0.008226   0.003313         58        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    201/499      4.32G   0.008567    0.00824    0.00335         80        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    201/499      4.32G   0.008567    0.00824    0.00335         80        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    201/499      4.32G   0.008569   0.008256    0.00333         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    201/499      4.32G   0.008569   0.008256    0.00333         83        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    201/499      4.32G   0.008573   0.008255   0.003312         57        640:  73%|#######3  | 123/168 [00:23<00:08,  5.31it/s]
    201/499      4.32G   0.008573   0.008255   0.003312         57        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    201/499      4.32G   0.008568   0.008267   0.003301         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    201/499      4.32G   0.008568   0.008267   0.003301         77        640:  74%|#######4  | 125/168 [00:23<00:08,  5.20it/s]
    201/499      4.32G   0.008561   0.008266   0.003314         83        640:  74%|#######4  | 125/168 [00:24<00:08,  5.20it/s]
    201/499      4.32G   0.008561   0.008266   0.003314         83        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    201/499      4.32G   0.008558   0.008273   0.003309         78        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    201/499      4.32G   0.008558   0.008273   0.003309         78        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    201/499      4.32G   0.008558    0.00827   0.003305         61        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    201/499      4.32G   0.008558    0.00827   0.003305         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    201/499      4.32G    0.00856   0.008269    0.00331         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    201/499      4.32G    0.00856   0.008269    0.00331         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    201/499      4.32G   0.008557   0.008261   0.003317         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    201/499      4.32G   0.008557   0.008261   0.003317         58        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    201/499      4.32G   0.008565   0.008279   0.003309         80        640:  77%|#######7  | 130/168 [00:24<00:07,  5.20it/s]
    201/499      4.32G   0.008565   0.008279   0.003309         80        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
    201/499      4.32G   0.008577   0.008281   0.003297         61        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    201/499      4.32G   0.008577   0.008281   0.003297         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    201/499      4.32G   0.008576    0.00828   0.003287         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    201/499      4.32G   0.008576    0.00828   0.003287         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    201/499      4.32G   0.008562   0.008276   0.003273         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    201/499      4.32G   0.008562   0.008276   0.003273         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    201/499      4.32G   0.008565   0.008277    0.00328         67        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    201/499      4.32G   0.008565   0.008277    0.00328         67        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    201/499      4.32G   0.008562   0.008273   0.003273         63        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    201/499      4.32G   0.008562   0.008273   0.003273         63        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    201/499      4.32G   0.008565    0.00828   0.003276         75        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    201/499      4.32G   0.008565    0.00828   0.003276         75        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    201/499      4.32G   0.008561    0.00828   0.003261         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.23it/s]
    201/499      4.32G   0.008561    0.00828   0.003261         74        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    201/499      4.32G   0.008553   0.008265   0.003246         52        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    201/499      4.32G   0.008553   0.008265   0.003246         52        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    201/499      4.32G   0.008553   0.008265   0.003237         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    201/499      4.32G   0.008553   0.008265   0.003237         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    201/499      4.32G   0.008552   0.008266   0.003237         73        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    201/499      4.32G   0.008552   0.008266   0.003237         73        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    201/499      4.32G   0.008556   0.008255   0.003231         54        640:  84%|########3 | 141/168 [00:27<00:05,  5.32it/s]
    201/499      4.32G   0.008556   0.008255   0.003231         54        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    201/499      4.32G   0.008573   0.008254   0.003234         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    201/499      4.32G   0.008573   0.008254   0.003234         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    201/499      4.32G    0.00857   0.008255   0.003217         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    201/499      4.32G    0.00857   0.008255   0.003217         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    201/499      4.32G    0.00857   0.008253   0.003214         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    201/499      4.32G    0.00857   0.008253   0.003214         76        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    201/499      4.32G   0.008565   0.008252   0.003201         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.15it/s]
    201/499      4.32G   0.008565   0.008252   0.003201         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    201/499      4.32G   0.008567   0.008253   0.003194         65        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
    201/499      4.32G   0.008567   0.008253   0.003194         65        640:  88%|########7 | 147/168 [00:28<00:04,  5.25it/s]
    201/499      4.32G   0.008563   0.008248   0.003188         77        640:  88%|########7 | 147/168 [00:28<00:04,  5.25it/s]
    201/499      4.32G   0.008563   0.008248   0.003188         77        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    201/499      4.32G   0.008578   0.008249   0.003185         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.15it/s]
    201/499      4.32G   0.008578   0.008249   0.003185         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    201/499      4.32G   0.008581   0.008241   0.003202         58        640:  89%|########8 | 149/168 [00:28<00:03,  5.24it/s]
    201/499      4.32G   0.008581   0.008241   0.003202         58        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    201/499      4.32G    0.00858   0.008248   0.003197         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    201/499      4.32G    0.00858   0.008248   0.003197         76        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    201/499      4.32G    0.00858   0.008244   0.003216         74        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
    201/499      4.32G    0.00858   0.008244   0.003216         74        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    201/499      4.32G   0.008588   0.008244   0.003205         58        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    201/499      4.32G   0.008588   0.008244   0.003205         58        640:  91%|#########1| 153/168 [00:29<00:02,  5.22it/s]
    201/499      4.32G   0.008582   0.008239   0.003204         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.22it/s]
    201/499      4.32G   0.008582   0.008239   0.003204         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.12it/s]
    201/499      4.32G   0.008592   0.008225    0.00323         41        640:  92%|#########1| 154/168 [00:29<00:02,  5.12it/s]
    201/499      4.32G   0.008592   0.008225    0.00323         41        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
    201/499      4.32G   0.008602   0.008216   0.003247         56        640:  92%|#########2| 155/168 [00:29<00:02,  5.20it/s]
    201/499      4.32G   0.008602   0.008216   0.003247         56        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    201/499      4.32G   0.008595   0.008217   0.003245         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.29it/s]
    201/499      4.32G   0.008595   0.008217   0.003245         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    201/499      4.32G    0.00859   0.008209   0.003243         71        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    201/499      4.32G    0.00859   0.008209   0.003243         71        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    201/499      4.32G   0.008595   0.008223   0.003235         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    201/499      4.32G   0.008595   0.008223   0.003235         75        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    201/499      4.32G   0.008603   0.008233   0.003235         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    201/499      4.32G   0.008603   0.008233   0.003235         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    201/499      4.32G     0.0086   0.008246   0.003234         84        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    201/499      4.32G     0.0086   0.008246   0.003234         84        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
    201/499      4.32G   0.008588   0.008234   0.003242         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.20it/s]
    201/499      4.32G   0.008588   0.008234   0.003242         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.23it/s]
    201/499      4.32G   0.008584   0.008223   0.003242         65        640:  96%|#########6| 162/168 [00:31<00:01,  5.23it/s]
    201/499      4.32G   0.008584   0.008223   0.003242         65        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
    201/499      4.32G   0.008593   0.008235   0.003233         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.12it/s]
    201/499      4.32G   0.008593   0.008235   0.003233         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    201/499      4.32G   0.008589   0.008235   0.003228         82        640:  98%|#########7| 164/168 [00:31<00:00,  5.21it/s]
    201/499      4.32G   0.008589   0.008235   0.003228         82        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    201/499      4.32G   0.008594   0.008237   0.003215         64        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    201/499      4.32G   0.008594   0.008237   0.003215         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    201/499      4.32G   0.008601   0.008229   0.003229         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    201/499      4.32G   0.008601   0.008229   0.003229         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    201/499      4.32G   0.008594   0.008232   0.003216         27        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    201/499      4.32G   0.008594   0.008232   0.003216         27        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    201/499      4.32G   0.008594   0.008232   0.003216         27        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.45it/s]
                   all        132        263      0.853      0.881      0.893      0.778

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    202/499      4.32G   0.008636   0.008678   0.002782         88        640:   0%|          | 0/168 [00:00<?, ?it/s]
    202/499      4.32G   0.008636   0.008678   0.002782         88        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
    202/499      4.32G   0.008666   0.009108   0.002052         71        640:   1%|          | 1/168 [00:00<00:34,  4.78it/s]
    202/499      4.32G   0.008666   0.009108   0.002052         71        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    202/499      4.32G   0.009091   0.008473   0.001587         58        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    202/499      4.32G   0.009091   0.008473   0.001587         58        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    202/499      4.32G   0.009274   0.008749   0.002015         70        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    202/499      4.32G   0.009274   0.008749   0.002015         70        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    202/499      4.32G   0.009095   0.008644   0.001832         63        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    202/499      4.32G   0.009095   0.008644   0.001832         63        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    202/499      4.32G   0.008988   0.008922   0.002061         72        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    202/499      4.32G   0.008988   0.008922   0.002061         72        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
    202/499      4.32G    0.00893   0.008565   0.002086         61        640:   4%|3         | 6/168 [00:01<00:30,  5.26it/s]
    202/499      4.32G    0.00893   0.008565   0.002086         61        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    202/499      4.32G   0.008799   0.008576   0.002278         73        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    202/499      4.32G   0.008799   0.008576   0.002278         73        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    202/499      4.32G   0.008719   0.008271   0.002522         54        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    202/499      4.32G   0.008719   0.008271   0.002522         54        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    202/499      4.32G   0.008574   0.008108   0.002338         64        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    202/499      4.32G   0.008574   0.008108   0.002338         64        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    202/499      4.32G   0.008501   0.008212   0.002483         79        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    202/499      4.32G   0.008501   0.008212   0.002483         79        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    202/499      4.32G    0.00866   0.008289   0.002539         69        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    202/499      4.32G    0.00866   0.008289   0.002539         69        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    202/499      4.32G   0.008597   0.008288   0.002651         75        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    202/499      4.32G   0.008597   0.008288   0.002651         75        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    202/499      4.32G   0.008631   0.008211    0.00266         62        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    202/499      4.32G   0.008631   0.008211    0.00266         62        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    202/499      4.32G    0.00863   0.008223   0.002738         78        640:   8%|8         | 14/168 [00:02<00:29,  5.25it/s]
    202/499      4.32G    0.00863   0.008223   0.002738         78        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    202/499      4.32G   0.008641   0.008268   0.002702         76        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    202/499      4.32G   0.008641   0.008268   0.002702         76        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    202/499      4.32G    0.00863   0.008215   0.002773         70        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    202/499      4.32G    0.00863   0.008215   0.002773         70        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    202/499      4.32G   0.008691   0.008159   0.002817         52        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    202/499      4.32G   0.008691   0.008159   0.002817         52        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    202/499      4.32G   0.008686   0.008158   0.002769         66        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    202/499      4.32G   0.008686   0.008158   0.002769         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    202/499      4.32G   0.008728   0.008117   0.002893         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    202/499      4.32G   0.008728   0.008117   0.002893         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    202/499      4.32G   0.008741   0.008138   0.002896         69        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    202/499      4.32G   0.008741   0.008138   0.002896         69        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    202/499      4.32G   0.008748   0.008151   0.003168         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    202/499      4.32G   0.008748   0.008151   0.003168         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    202/499      4.32G   0.008723    0.00822   0.003085         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    202/499      4.32G   0.008723    0.00822   0.003085         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    202/499      4.32G    0.00876   0.008239   0.003096         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    202/499      4.32G    0.00876   0.008239   0.003096         64        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    202/499      4.32G   0.008715    0.00819   0.003088         70        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    202/499      4.32G   0.008715    0.00819   0.003088         70        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    202/499      4.32G   0.008698   0.008115   0.003254         51        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    202/499      4.32G   0.008698   0.008115   0.003254         51        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    202/499      4.32G   0.008642   0.008072   0.003296         70        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    202/499      4.32G   0.008642   0.008072   0.003296         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    202/499      4.32G   0.008654   0.008089   0.003391         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    202/499      4.32G   0.008654   0.008089   0.003391         81        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    202/499      4.32G   0.008609   0.008088   0.003316         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    202/499      4.32G   0.008609   0.008088   0.003316         69        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    202/499      4.32G   0.008688   0.008183   0.003344         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    202/499      4.32G   0.008688   0.008183   0.003344         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    202/499      4.32G   0.008708   0.008182   0.003296         65        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    202/499      4.32G   0.008708   0.008182   0.003296         65        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    202/499      4.32G   0.008749   0.008162   0.003283         61        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    202/499      4.32G   0.008749   0.008162   0.003283         61        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    202/499      4.32G   0.008728   0.008163   0.003319         86        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    202/499      4.32G   0.008728   0.008163   0.003319         86        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    202/499      4.32G   0.008738    0.00813   0.003331         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    202/499      4.32G   0.008738    0.00813   0.003331         67        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    202/499      4.32G   0.008727    0.00809   0.003362         62        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    202/499      4.32G   0.008727    0.00809   0.003362         62        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    202/499      4.32G   0.008826   0.008047   0.003379         54        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    202/499      4.32G   0.008826   0.008047   0.003379         54        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    202/499      4.32G   0.008811    0.00805    0.00332         65        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    202/499      4.32G   0.008811    0.00805    0.00332         65        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    202/499      4.32G   0.008839   0.008127   0.003287         75        640:  22%|##2       | 37/168 [00:07<00:25,  5.19it/s]
    202/499      4.32G   0.008839   0.008127   0.003287         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    202/499      4.32G   0.008818   0.008132   0.003286         71        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    202/499      4.32G   0.008818   0.008132   0.003286         71        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    202/499      4.32G   0.008796   0.008101   0.003227         47        640:  23%|##3       | 39/168 [00:07<00:24,  5.34it/s]
    202/499      4.32G   0.008796   0.008101   0.003227         47        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    202/499      4.32G   0.008801   0.008087   0.003258         68        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    202/499      4.32G   0.008801   0.008087   0.003258         68        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    202/499      4.32G    0.00878   0.008086   0.003251         69        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    202/499      4.32G    0.00878   0.008086   0.003251         69        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    202/499      4.32G   0.008774   0.008097   0.003226         51        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    202/499      4.32G   0.008774   0.008097   0.003226         51        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    202/499      4.32G   0.008759   0.008068   0.003209         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    202/499      4.32G   0.008759   0.008068   0.003209         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    202/499      4.32G   0.008738   0.008046   0.003244         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.26it/s]
    202/499      4.32G   0.008738   0.008046   0.003244         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    202/499      4.32G   0.008741   0.008047   0.003226         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    202/499      4.32G   0.008741   0.008047   0.003226         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    202/499      4.32G    0.00876   0.008021   0.003178         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.16it/s]
    202/499      4.32G    0.00876   0.008021   0.003178         56        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    202/499      4.32G   0.008784   0.008027    0.00316         60        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    202/499      4.32G   0.008784   0.008027    0.00316         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    202/499      4.32G   0.008781   0.008028   0.003169         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    202/499      4.32G   0.008781   0.008028   0.003169         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    202/499      4.32G   0.008783   0.008018   0.003113         64        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    202/499      4.32G   0.008783   0.008018   0.003113         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    202/499      4.32G   0.008789      0.008   0.003109         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    202/499      4.32G   0.008789      0.008   0.003109         66        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    202/499      4.32G   0.008777   0.008001   0.003103         68        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    202/499      4.32G   0.008777   0.008001   0.003103         68        640:  31%|###       | 52/168 [00:09<00:22,  5.12it/s]
    202/499      4.32G   0.008797   0.008012   0.003118         70        640:  31%|###       | 52/168 [00:10<00:22,  5.12it/s]
    202/499      4.32G   0.008797   0.008012   0.003118         70        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    202/499      4.32G   0.008823   0.008038   0.003079         68        640:  32%|###1      | 53/168 [00:10<00:22,  5.20it/s]
    202/499      4.32G   0.008823   0.008038   0.003079         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.21it/s]
    202/499      4.32G   0.008855    0.00803   0.003072         62        640:  32%|###2      | 54/168 [00:10<00:21,  5.21it/s]
    202/499      4.32G   0.008855    0.00803   0.003072         62        640:  33%|###2      | 55/168 [00:10<00:22,  5.08it/s]
    202/499      4.32G   0.008838   0.008035   0.003096         77        640:  33%|###2      | 55/168 [00:10<00:22,  5.08it/s]
    202/499      4.32G   0.008838   0.008035   0.003096         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
    202/499      4.32G   0.008805   0.007996   0.003105         64        640:  33%|###3      | 56/168 [00:10<00:21,  5.18it/s]
    202/499      4.32G   0.008805   0.007996   0.003105         64        640:  34%|###3      | 57/168 [00:10<00:21,  5.26it/s]
    202/499      4.32G   0.008781   0.007991   0.003086         68        640:  34%|###3      | 57/168 [00:11<00:21,  5.26it/s]
    202/499      4.32G   0.008781   0.007991   0.003086         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    202/499      4.32G   0.008777   0.007965   0.003111         59        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    202/499      4.32G   0.008777   0.007965   0.003111         59        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    202/499      4.32G   0.008769   0.007961   0.003117         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    202/499      4.32G   0.008769   0.007961   0.003117         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    202/499      4.32G   0.008753    0.00798     0.0031         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    202/499      4.32G   0.008753    0.00798     0.0031         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    202/499      4.32G   0.008758   0.008031    0.00308         86        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    202/499      4.32G   0.008758   0.008031    0.00308         86        640:  37%|###6      | 62/168 [00:11<00:20,  5.26it/s]
    202/499      4.32G   0.008748   0.008067    0.00307         81        640:  37%|###6      | 62/168 [00:12<00:20,  5.26it/s]
    202/499      4.32G   0.008748   0.008067    0.00307         81        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    202/499      4.32G   0.008766   0.008072   0.003053         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    202/499      4.32G   0.008766   0.008072   0.003053         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    202/499      4.32G   0.008751   0.008067   0.003019         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    202/499      4.32G   0.008751   0.008067   0.003019         77        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    202/499      4.32G   0.008746   0.008107   0.003062         90        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    202/499      4.32G   0.008746   0.008107   0.003062         90        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    202/499      4.32G   0.008761   0.008094   0.003073         52        640:  39%|###9      | 66/168 [00:12<00:19,  5.36it/s]
    202/499      4.32G   0.008761   0.008094   0.003073         52        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    202/499      4.32G   0.008754   0.008093   0.003084         78        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    202/499      4.32G   0.008754   0.008093   0.003084         78        640:  40%|####      | 68/168 [00:12<00:18,  5.27it/s]
    202/499      4.32G   0.008772     0.0081    0.00306         76        640:  40%|####      | 68/168 [00:13<00:18,  5.27it/s]
    202/499      4.32G   0.008772     0.0081    0.00306         76        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    202/499      4.32G   0.008761   0.008113   0.003078         75        640:  41%|####1     | 69/168 [00:13<00:18,  5.34it/s]
    202/499      4.32G   0.008761   0.008113   0.003078         75        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    202/499      4.32G   0.008787   0.008119   0.003071         70        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    202/499      4.32G   0.008787   0.008119   0.003071         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    202/499      4.32G   0.008781   0.008136   0.003041         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    202/499      4.32G   0.008781   0.008136   0.003041         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    202/499      4.32G   0.008785    0.00815   0.003034         60        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    202/499      4.32G   0.008785    0.00815   0.003034         60        640:  43%|####3     | 73/168 [00:13<00:18,  5.21it/s]
    202/499      4.32G   0.008789   0.008147   0.003028         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.21it/s]
    202/499      4.32G   0.008789   0.008147   0.003028         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    202/499      4.32G   0.008791   0.008168   0.003012         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    202/499      4.32G   0.008791   0.008168   0.003012         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    202/499      4.32G    0.00878   0.008159    0.00304         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    202/499      4.32G    0.00878   0.008159    0.00304         73        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    202/499      4.32G   0.008781   0.008173   0.003079         74        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    202/499      4.32G   0.008781   0.008173   0.003079         74        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    202/499      4.32G   0.008796   0.008172   0.003098         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    202/499      4.32G   0.008796   0.008172   0.003098         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    202/499      4.32G   0.008788   0.008161   0.003086         70        640:  46%|####6     | 78/168 [00:15<00:16,  5.33it/s]
    202/499      4.32G   0.008788   0.008161   0.003086         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
    202/499      4.32G   0.008797   0.008167   0.003119         74        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
    202/499      4.32G   0.008797   0.008167   0.003119         74        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    202/499      4.32G   0.008813   0.008139   0.003121         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    202/499      4.32G   0.008813   0.008139   0.003121         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    202/499      4.32G   0.008819   0.008142   0.003101         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.29it/s]
    202/499      4.32G   0.008819   0.008142   0.003101         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    202/499      4.32G   0.008818   0.008162   0.003102         73        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    202/499      4.32G   0.008818   0.008162   0.003102         73        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    202/499      4.32G   0.008804   0.008157   0.003113         63        640:  49%|####9     | 83/168 [00:16<00:16,  5.26it/s]
    202/499      4.32G   0.008804   0.008157   0.003113         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    202/499      4.32G   0.008818   0.008146   0.003089         47        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    202/499      4.32G   0.008818   0.008146   0.003089         47        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    202/499      4.32G   0.008805   0.008139   0.003084         63        640:  51%|#####     | 85/168 [00:16<00:16,  5.18it/s]
    202/499      4.32G   0.008805   0.008139   0.003084         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    202/499      4.32G   0.008805   0.008115    0.00307         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    202/499      4.32G   0.008805   0.008115    0.00307         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    202/499      4.32G   0.008803   0.008124   0.003058         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    202/499      4.32G   0.008803   0.008124   0.003058         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    202/499      4.32G   0.008792   0.008123   0.003071         63        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    202/499      4.32G   0.008792   0.008123   0.003071         63        640:  53%|#####2    | 89/168 [00:16<00:15,  5.25it/s]
    202/499      4.32G   0.008796   0.008129   0.003063         76        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
    202/499      4.32G   0.008796   0.008129   0.003063         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    202/499      4.32G   0.008776   0.008116   0.003063         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    202/499      4.32G   0.008776   0.008116   0.003063         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    202/499      4.32G   0.008762   0.008136   0.003072         93        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    202/499      4.32G   0.008762   0.008136   0.003072         93        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    202/499      4.32G   0.008758   0.008152   0.003071         86        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    202/499      4.32G   0.008758   0.008152   0.003071         86        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    202/499      4.32G   0.008751   0.008147   0.003066         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.33it/s]
    202/499      4.32G   0.008751   0.008147   0.003066         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    202/499      4.32G   0.008739   0.008124   0.003066         58        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    202/499      4.32G   0.008739   0.008124   0.003066         58        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    202/499      4.32G   0.008725   0.008122   0.003057         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.27it/s]
    202/499      4.32G   0.008725   0.008122   0.003057         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    202/499      4.32G   0.008703   0.008105   0.003074         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    202/499      4.32G   0.008703   0.008105   0.003074         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    202/499      4.32G   0.008695   0.008084   0.003068         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    202/499      4.32G   0.008695   0.008084   0.003068         58        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    202/499      4.32G   0.008717   0.008102   0.003064         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    202/499      4.32G   0.008717   0.008102   0.003064         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    202/499      4.32G   0.008713   0.008103   0.003066         72        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    202/499      4.32G   0.008713   0.008103   0.003066         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    202/499      4.32G   0.008702   0.008109   0.003047         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    202/499      4.32G   0.008702   0.008109   0.003047         70        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    202/499      4.32G    0.00869   0.008098    0.00305         66        640:  60%|######    | 101/168 [00:19<00:12,  5.25it/s]
    202/499      4.32G    0.00869   0.008098    0.00305         66        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    202/499      4.32G    0.00868   0.008079   0.003051         60        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    202/499      4.32G    0.00868   0.008079   0.003051         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    202/499      4.32G    0.00867    0.00808   0.003027         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    202/499      4.32G    0.00867    0.00808   0.003027         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    202/499      4.32G   0.008682   0.008098   0.003027         73        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
    202/499      4.32G   0.008682   0.008098   0.003027         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    202/499      4.32G   0.008674   0.008091   0.003015         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    202/499      4.32G   0.008674   0.008091   0.003015         75        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    202/499      4.32G   0.008667   0.008118   0.003019         87        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    202/499      4.32G   0.008667   0.008118   0.003019         87        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    202/499      4.32G   0.008673   0.008109   0.003013         52        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    202/499      4.32G   0.008673   0.008109   0.003013         52        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    202/499      4.32G   0.008675   0.008104   0.003018         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    202/499      4.32G   0.008675   0.008104   0.003018         64        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    202/499      4.32G    0.00866   0.008087   0.003033         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    202/499      4.32G    0.00866   0.008087   0.003033         68        640:  65%|######5   | 110/168 [00:20<00:11,  5.25it/s]
    202/499      4.32G   0.008657   0.008092   0.003041         71        640:  65%|######5   | 110/168 [00:21<00:11,  5.25it/s]
    202/499      4.32G   0.008657   0.008092   0.003041         71        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    202/499      4.32G   0.008664   0.008085   0.003044         58        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    202/499      4.32G   0.008664   0.008085   0.003044         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    202/499      4.32G   0.008651   0.008097   0.003033         74        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    202/499      4.32G   0.008651   0.008097   0.003033         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    202/499      4.32G   0.008667   0.008102   0.003023         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    202/499      4.32G   0.008667   0.008102   0.003023         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    202/499      4.32G   0.008672   0.008098   0.003029         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    202/499      4.32G   0.008672   0.008098   0.003029         72        640:  68%|######8   | 115/168 [00:21<00:10,  5.19it/s]
    202/499      4.32G   0.008668   0.008104   0.003016         74        640:  68%|######8   | 115/168 [00:22<00:10,  5.19it/s]
    202/499      4.32G   0.008668   0.008104   0.003016         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    202/499      4.32G    0.00867   0.008125   0.003014         74        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    202/499      4.32G    0.00867   0.008125   0.003014         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    202/499      4.32G   0.008669   0.008121   0.003002         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    202/499      4.32G   0.008669   0.008121   0.003002         68        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    202/499      4.32G   0.008669   0.008115   0.002993         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    202/499      4.32G   0.008669   0.008115   0.002993         56        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    202/499      4.32G   0.008675   0.008129   0.002985         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    202/499      4.32G   0.008675   0.008129   0.002985         60        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    202/499      4.32G    0.00868   0.008137   0.003006         70        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
    202/499      4.32G    0.00868   0.008137   0.003006         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    202/499      4.32G   0.008681   0.008153   0.003008         88        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    202/499      4.32G   0.008681   0.008153   0.003008         88        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    202/499      4.32G   0.008681   0.008156   0.003023         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    202/499      4.32G   0.008681   0.008156   0.003023         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    202/499      4.32G   0.008698   0.008156   0.003062         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    202/499      4.32G   0.008698   0.008156   0.003062         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    202/499      4.32G   0.008698   0.008152   0.003056         66        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    202/499      4.32G   0.008698   0.008152   0.003056         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    202/499      4.32G   0.008689   0.008149   0.003062         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    202/499      4.32G   0.008689   0.008149   0.003062         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    202/499      4.32G   0.008685   0.008148   0.003056         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    202/499      4.32G   0.008685   0.008148   0.003056         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    202/499      4.32G   0.008692    0.00818   0.003082         82        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    202/499      4.32G   0.008692    0.00818   0.003082         82        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    202/499      4.32G   0.008692   0.008176   0.003083         71        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    202/499      4.32G   0.008692   0.008176   0.003083         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    202/499      4.32G   0.008679   0.008183   0.003086         86        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    202/499      4.32G   0.008679   0.008183   0.003086         86        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    202/499      4.32G   0.008686   0.008177   0.003093         64        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    202/499      4.32G   0.008686   0.008177   0.003093         64        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    202/499      4.32G   0.008683   0.008181   0.003079         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    202/499      4.32G   0.008683   0.008181   0.003079         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    202/499      4.32G   0.008679   0.008197    0.00309         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    202/499      4.32G   0.008679   0.008197    0.00309         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    202/499      4.32G   0.008677   0.008207   0.003093         84        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    202/499      4.32G   0.008677   0.008207   0.003093         84        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    202/499      4.32G   0.008668   0.008204    0.00309         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    202/499      4.32G   0.008668   0.008204    0.00309         72        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    202/499      4.32G   0.008673   0.008201   0.003075         53        640:  80%|########  | 135/168 [00:25<00:06,  5.33it/s]
    202/499      4.32G   0.008673   0.008201   0.003075         53        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
    202/499      4.32G   0.008667   0.008191   0.003069         54        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
    202/499      4.32G   0.008667   0.008191   0.003069         54        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    202/499      4.32G   0.008664   0.008197   0.003076         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    202/499      4.32G   0.008664   0.008197   0.003076         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    202/499      4.32G   0.008657    0.00821   0.003067         77        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    202/499      4.32G   0.008657    0.00821   0.003067         77        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    202/499      4.32G    0.00865   0.008222   0.003087         88        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    202/499      4.32G    0.00865   0.008222   0.003087         88        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    202/499      4.32G   0.008648   0.008219   0.003101         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.24it/s]
    202/499      4.32G   0.008648   0.008219   0.003101         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    202/499      4.32G   0.008652   0.008223   0.003104         78        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    202/499      4.32G   0.008652   0.008223   0.003104         78        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    202/499      4.32G   0.008662    0.00823    0.00311         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    202/499      4.32G   0.008662    0.00823    0.00311         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    202/499      4.32G   0.008655    0.00822   0.003127         63        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    202/499      4.32G   0.008655    0.00822   0.003127         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    202/499      4.32G   0.008641   0.008227   0.003124         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    202/499      4.32G   0.008641   0.008227   0.003124         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    202/499      4.32G   0.008643   0.008219   0.003139         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    202/499      4.32G   0.008643   0.008219   0.003139         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    202/499      4.32G   0.008637   0.008207   0.003127         59        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    202/499      4.32G   0.008637   0.008207   0.003127         59        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    202/499      4.32G   0.008636   0.008204    0.00312         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    202/499      4.32G   0.008636   0.008204    0.00312         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    202/499      4.32G   0.008625    0.00819   0.003122         53        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    202/499      4.32G   0.008625    0.00819   0.003122         53        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    202/499      4.32G   0.008622   0.008183    0.00313         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    202/499      4.32G   0.008622   0.008183    0.00313         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    202/499      4.32G   0.008629   0.008181   0.003126         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    202/499      4.32G   0.008629   0.008181   0.003126         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    202/499      4.32G   0.008633   0.008169   0.003131         64        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    202/499      4.32G   0.008633   0.008169   0.003131         64        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
    202/499      4.32G   0.008632   0.008169    0.00312         76        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    202/499      4.32G   0.008632   0.008169    0.00312         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    202/499      4.32G   0.008618    0.00817   0.003108         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    202/499      4.32G   0.008618    0.00817   0.003108         69        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    202/499      4.32G   0.008608   0.008162   0.003099         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    202/499      4.32G   0.008608   0.008162   0.003099         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    202/499      4.32G    0.00861   0.008165    0.00311         75        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    202/499      4.32G    0.00861   0.008165    0.00311         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    202/499      4.32G   0.008607   0.008174   0.003106         84        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    202/499      4.32G   0.008607   0.008174   0.003106         84        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    202/499      4.32G   0.008602   0.008173   0.003096         76        640:  93%|#########3| 157/168 [00:30<00:02,  5.20it/s]
    202/499      4.32G   0.008602   0.008173   0.003096         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    202/499      4.32G   0.008599   0.008165   0.003106         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.25it/s]
    202/499      4.32G   0.008599   0.008165   0.003106         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    202/499      4.32G   0.008592    0.00817   0.003121         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.30it/s]
    202/499      4.32G   0.008592    0.00817   0.003121         81        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    202/499      4.32G   0.008594   0.008188   0.003112         86        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    202/499      4.32G   0.008594   0.008188   0.003112         86        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    202/499      4.32G   0.008586   0.008187   0.003097         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    202/499      4.32G   0.008586   0.008187   0.003097         59        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    202/499      4.32G   0.008577   0.008184   0.003097         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.36it/s]
    202/499      4.32G   0.008577   0.008184   0.003097         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    202/499      4.32G   0.008576   0.008184   0.003108         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    202/499      4.32G   0.008576   0.008184   0.003108         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    202/499      4.32G   0.008574   0.008173   0.003101         51        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    202/499      4.32G   0.008574   0.008173   0.003101         51        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    202/499      4.32G   0.008569   0.008174   0.003088         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    202/499      4.32G   0.008569   0.008174   0.003088         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    202/499      4.32G   0.008564   0.008177   0.003083         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    202/499      4.32G   0.008564   0.008177   0.003083         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    202/499      4.32G   0.008556   0.008161   0.003068         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    202/499      4.32G   0.008556   0.008161   0.003068         25        640: 100%|##########| 168/168 [00:31<00:00,  5.40it/s]
    202/499      4.32G   0.008556   0.008161   0.003068         25        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.855      0.878      0.898       0.78

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    203/499      4.32G   0.007654   0.006062   0.004555         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
    203/499      4.32G   0.007654   0.006062   0.004555         64        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    203/499      4.32G   0.007936     0.0066   0.005041         70        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    203/499      4.32G   0.007936     0.0066   0.005041         70        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    203/499      4.32G   0.007953   0.007684   0.004441         84        640:   1%|1         | 2/168 [00:00<00:31,  5.32it/s]
    203/499      4.32G   0.007953   0.007684   0.004441         84        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    203/499      4.32G   0.008307   0.007933   0.003863         69        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    203/499      4.32G   0.008307   0.007933   0.003863         69        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    203/499      4.32G    0.00813   0.008373   0.003626         88        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    203/499      4.32G    0.00813   0.008373   0.003626         88        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    203/499      4.32G   0.008063   0.008251   0.003731         62        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    203/499      4.32G   0.008063   0.008251   0.003731         62        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    203/499      4.32G   0.008361    0.00824   0.003661         69        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    203/499      4.32G   0.008361    0.00824   0.003661         69        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    203/499      4.32G   0.008322   0.008145   0.003452         65        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    203/499      4.32G   0.008322   0.008145   0.003452         65        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    203/499      4.32G   0.008373   0.008108   0.003378         64        640:   5%|4         | 8/168 [00:01<00:30,  5.24it/s]
    203/499      4.32G   0.008373   0.008108   0.003378         64        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    203/499      4.32G   0.008413   0.007948   0.003398         58        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    203/499      4.32G   0.008413   0.007948   0.003398         58        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    203/499      4.32G   0.008437   0.008025   0.003212         65        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    203/499      4.32G   0.008437   0.008025   0.003212         65        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    203/499      4.32G   0.008475   0.008091   0.003197         66        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    203/499      4.32G   0.008475   0.008091   0.003197         66        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    203/499      4.32G   0.008315   0.007875   0.003089         63        640:   7%|7         | 12/168 [00:02<00:29,  5.31it/s]
    203/499      4.32G   0.008315   0.007875   0.003089         63        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    203/499      4.32G   0.008245   0.007987   0.002993         78        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    203/499      4.32G   0.008245   0.007987   0.002993         78        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    203/499      4.32G   0.008237   0.007888    0.00311         68        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    203/499      4.32G   0.008237   0.007888    0.00311         68        640:   9%|8         | 15/168 [00:02<00:28,  5.31it/s]
    203/499      4.32G   0.008223   0.007831   0.003071         58        640:   9%|8         | 15/168 [00:03<00:28,  5.31it/s]
    203/499      4.32G   0.008223   0.007831   0.003071         58        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    203/499      4.32G   0.008209   0.007772   0.003029         65        640:  10%|9         | 16/168 [00:03<00:29,  5.14it/s]
    203/499      4.32G   0.008209   0.007772   0.003029         65        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    203/499      4.32G   0.008198   0.007965   0.002982         87        640:  10%|#         | 17/168 [00:03<00:28,  5.22it/s]
    203/499      4.32G   0.008198   0.007965   0.002982         87        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    203/499      4.32G   0.008202    0.00796   0.002971         57        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    203/499      4.32G   0.008202    0.00796   0.002971         57        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    203/499      4.32G   0.008296   0.008018   0.003036         73        640:  11%|#1        | 19/168 [00:03<00:28,  5.15it/s]
    203/499      4.32G   0.008296   0.008018   0.003036         73        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    203/499      4.32G   0.008267   0.008017   0.003002         79        640:  12%|#1        | 20/168 [00:04<00:28,  5.22it/s]
    203/499      4.32G   0.008267   0.008017   0.003002         79        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    203/499      4.32G   0.008275   0.008011   0.002954         55        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    203/499      4.32G   0.008275   0.008011   0.002954         55        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    203/499      4.32G   0.008218   0.007947   0.003103         63        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    203/499      4.32G   0.008218   0.007947   0.003103         63        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
    203/499      4.32G   0.008193   0.007932   0.003123         62        640:  14%|#3        | 23/168 [00:04<00:28,  5.17it/s]
    203/499      4.32G   0.008193   0.007932   0.003123         62        640:  14%|#4        | 24/168 [00:04<00:27,  5.24it/s]
    203/499      4.32G   0.008235   0.007959   0.003092         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.24it/s]
    203/499      4.32G   0.008235   0.007959   0.003092         76        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    203/499      4.32G   0.008192   0.007909   0.003166         63        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    203/499      4.32G   0.008192   0.007909   0.003166         63        640:  15%|#5        | 26/168 [00:04<00:27,  5.20it/s]
    203/499      4.32G   0.008181   0.007824   0.003103         51        640:  15%|#5        | 26/168 [00:05<00:27,  5.20it/s]
    203/499      4.32G   0.008181   0.007824   0.003103         51        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    203/499      4.32G   0.008164   0.007828   0.003063         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.27it/s]
    203/499      4.32G   0.008164   0.007828   0.003063         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    203/499      4.32G   0.008167    0.00782   0.003073         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    203/499      4.32G   0.008167    0.00782   0.003073         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    203/499      4.32G   0.008168   0.007834   0.003025         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    203/499      4.32G   0.008168   0.007834   0.003025         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    203/499      4.32G   0.008198   0.007813   0.003068         69        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    203/499      4.32G   0.008198   0.007813   0.003068         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    203/499      4.32G   0.008187   0.007918   0.003034         82        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    203/499      4.32G   0.008187   0.007918   0.003034         82        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
    203/499      4.32G   0.008175   0.007972   0.002997         69        640:  19%|#9        | 32/168 [00:06<00:26,  5.23it/s]
    203/499      4.32G   0.008175   0.007972   0.002997         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    203/499      4.32G   0.008166   0.007971   0.003025         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    203/499      4.32G   0.008166   0.007971   0.003025         66        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    203/499      4.32G   0.008192   0.008003   0.002968         52        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    203/499      4.32G   0.008192   0.008003   0.002968         52        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    203/499      4.32G   0.008202   0.007994   0.002959         65        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    203/499      4.32G   0.008202   0.007994   0.002959         65        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    203/499      4.32G   0.008213   0.008067   0.002984         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.32it/s]
    203/499      4.32G   0.008213   0.008067   0.002984         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    203/499      4.32G   0.008255   0.008055   0.002949         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    203/499      4.32G   0.008255   0.008055   0.002949         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    203/499      4.32G    0.00828   0.008089   0.002973         81        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    203/499      4.32G    0.00828   0.008089   0.002973         81        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    203/499      4.32G   0.008265   0.008081   0.003059         77        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    203/499      4.32G   0.008265   0.008081   0.003059         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    203/499      4.32G   0.008272    0.00812   0.003084         77        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    203/499      4.32G   0.008272    0.00812   0.003084         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    203/499      4.32G   0.008258   0.008161   0.003114         69        640:  24%|##4       | 41/168 [00:08<00:23,  5.30it/s]
    203/499      4.32G   0.008258   0.008161   0.003114         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    203/499      4.32G   0.008252   0.008133   0.003125         57        640:  25%|##5       | 42/168 [00:08<00:23,  5.27it/s]
    203/499      4.32G   0.008252   0.008133   0.003125         57        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    203/499      4.32G   0.008247   0.008121   0.003084         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    203/499      4.32G   0.008247   0.008121   0.003084         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    203/499      4.32G   0.008227   0.008088   0.003085         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    203/499      4.32G   0.008227   0.008088   0.003085         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    203/499      4.32G   0.008254   0.008138    0.00307         78        640:  27%|##6       | 45/168 [00:08<00:23,  5.27it/s]
    203/499      4.32G   0.008254   0.008138    0.00307         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    203/499      4.32G   0.008278   0.008165   0.003099         76        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    203/499      4.32G   0.008278   0.008165   0.003099         76        640:  28%|##7       | 47/168 [00:08<00:23,  5.25it/s]
    203/499      4.32G    0.00826    0.00811   0.003099         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.25it/s]
    203/499      4.32G    0.00826    0.00811   0.003099         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    203/499      4.32G    0.00824   0.008073   0.003092         66        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    203/499      4.32G    0.00824   0.008073   0.003092         66        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    203/499      4.32G     0.0082   0.008059   0.003105         82        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    203/499      4.32G     0.0082   0.008059   0.003105         82        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    203/499      4.32G   0.008184   0.008011   0.003098         53        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    203/499      4.32G   0.008184   0.008011   0.003098         53        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    203/499      4.32G   0.008173   0.008016   0.003088         76        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    203/499      4.32G   0.008173   0.008016   0.003088         76        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    203/499      4.32G   0.008147   0.007992   0.003143         66        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    203/499      4.32G   0.008147   0.007992   0.003143         66        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    203/499      4.32G   0.008121   0.007989   0.003138         63        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    203/499      4.32G   0.008121   0.007989   0.003138         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    203/499      4.32G   0.008134   0.007998   0.003157         77        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    203/499      4.32G   0.008134   0.007998   0.003157         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    203/499      4.32G   0.008119   0.007994   0.003151         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.15it/s]
    203/499      4.32G   0.008119   0.007994   0.003151         74        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    203/499      4.32G   0.008116   0.008026   0.003128         79        640:  33%|###3      | 56/168 [00:10<00:21,  5.25it/s]
    203/499      4.32G   0.008116   0.008026   0.003128         79        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    203/499      4.32G   0.008115   0.008013   0.003101         61        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    203/499      4.32G   0.008115   0.008013   0.003101         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    203/499      4.32G   0.008138    0.00801   0.003155         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    203/499      4.32G   0.008138    0.00801   0.003155         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    203/499      4.32G    0.00814    0.00806   0.003119         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    203/499      4.32G    0.00814    0.00806   0.003119         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    203/499      4.32G   0.008141   0.008011     0.0031         52        640:  36%|###5      | 60/168 [00:11<00:20,  5.33it/s]
    203/499      4.32G   0.008141   0.008011     0.0031         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    203/499      4.32G   0.008132    0.00803   0.003067         81        640:  36%|###6      | 61/168 [00:11<00:20,  5.20it/s]
    203/499      4.32G   0.008132    0.00803   0.003067         81        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    203/499      4.32G   0.008101   0.007981   0.003135         62        640:  37%|###6      | 62/168 [00:12<00:20,  5.27it/s]
    203/499      4.32G   0.008101   0.007981   0.003135         62        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    203/499      4.32G   0.008111   0.007984   0.003104         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    203/499      4.32G   0.008111   0.007984   0.003104         70        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    203/499      4.32G    0.00812   0.007982   0.003109         64        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    203/499      4.32G    0.00812   0.007982   0.003109         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    203/499      4.32G   0.008139   0.008003   0.003123         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    203/499      4.32G   0.008139   0.008003   0.003123         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    203/499      4.32G   0.008157   0.008019   0.003124         72        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    203/499      4.32G   0.008157   0.008019   0.003124         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    203/499      4.32G   0.008158    0.00803   0.003105         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    203/499      4.32G   0.008158    0.00803   0.003105         74        640:  40%|####      | 68/168 [00:12<00:19,  5.21it/s]
    203/499      4.32G   0.008162    0.00802   0.003073         72        640:  40%|####      | 68/168 [00:13<00:19,  5.21it/s]
    203/499      4.32G   0.008162    0.00802   0.003073         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    203/499      4.32G   0.008176   0.008044   0.003055         77        640:  41%|####1     | 69/168 [00:13<00:18,  5.28it/s]
    203/499      4.32G   0.008176   0.008044   0.003055         77        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    203/499      4.32G   0.008177   0.008058    0.00304         76        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    203/499      4.32G   0.008177   0.008058    0.00304         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    203/499      4.32G   0.008183   0.008046   0.003066         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    203/499      4.32G   0.008183   0.008046   0.003066         62        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    203/499      4.32G   0.008189   0.008059   0.003064         89        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    203/499      4.32G   0.008189   0.008059   0.003064         89        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    203/499      4.32G   0.008194   0.008048   0.003113         66        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
    203/499      4.32G   0.008194   0.008048   0.003113         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    203/499      4.32G   0.008203   0.008031   0.003113         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.32it/s]
    203/499      4.32G   0.008203   0.008031   0.003113         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    203/499      4.32G   0.008204   0.008023   0.003149         57        640:  45%|####4     | 75/168 [00:14<00:17,  5.38it/s]
    203/499      4.32G   0.008204   0.008023   0.003149         57        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    203/499      4.32G   0.008197   0.008024   0.003118         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    203/499      4.32G   0.008197   0.008024   0.003118         71        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    203/499      4.32G   0.008187   0.007996   0.003118         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    203/499      4.32G   0.008187   0.007996   0.003118         58        640:  46%|####6     | 78/168 [00:14<00:16,  5.36it/s]
    203/499      4.32G   0.008185   0.008004   0.003151         75        640:  46%|####6     | 78/168 [00:15<00:16,  5.36it/s]
    203/499      4.32G   0.008185   0.008004   0.003151         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    203/499      4.32G   0.008172   0.008013   0.003145         78        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    203/499      4.32G   0.008172   0.008013   0.003145         78        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    203/499      4.32G   0.008169   0.008003   0.003114         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    203/499      4.32G   0.008169   0.008003   0.003114         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    203/499      4.32G   0.008195   0.008027   0.003173         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    203/499      4.32G   0.008195   0.008027   0.003173         76        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    203/499      4.32G   0.008214   0.008055   0.003201         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    203/499      4.32G   0.008214   0.008055   0.003201         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    203/499      4.32G   0.008215   0.008036   0.003192         62        640:  49%|####9     | 83/168 [00:16<00:16,  5.30it/s]
    203/499      4.32G   0.008215   0.008036   0.003192         62        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    203/499      4.32G   0.008213   0.008047   0.003173         77        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    203/499      4.32G   0.008213   0.008047   0.003173         77        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    203/499      4.32G   0.008228   0.008062   0.003182         76        640:  51%|#####     | 85/168 [00:16<00:15,  5.20it/s]
    203/499      4.32G   0.008228   0.008062   0.003182         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    203/499      4.32G   0.008253   0.008069   0.003172         59        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    203/499      4.32G   0.008253   0.008069   0.003172         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    203/499      4.32G    0.00825   0.008089   0.003158         77        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    203/499      4.32G    0.00825   0.008089   0.003158         77        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    203/499      4.32G   0.008244    0.00807   0.003171         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    203/499      4.32G   0.008244    0.00807   0.003171         64        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    203/499      4.32G   0.008244   0.008068   0.003195         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    203/499      4.32G   0.008244   0.008068   0.003195         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    203/499      4.32G   0.008243   0.008073   0.003218         74        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    203/499      4.32G   0.008243   0.008073   0.003218         74        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    203/499      4.32G   0.008247   0.008081   0.003219         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    203/499      4.32G   0.008247   0.008081   0.003219         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    203/499      4.32G   0.008249   0.008085   0.003192         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    203/499      4.32G   0.008249   0.008085   0.003192         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    203/499      4.32G   0.008247   0.008088   0.003176         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    203/499      4.32G   0.008247   0.008088   0.003176         72        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    203/499      4.32G   0.008249   0.008104   0.003177         84        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    203/499      4.32G   0.008249   0.008104   0.003177         84        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    203/499      4.32G    0.00824   0.008102     0.0032         64        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    203/499      4.32G    0.00824   0.008102     0.0032         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    203/499      4.32G   0.008249   0.008117   0.003186         79        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    203/499      4.32G   0.008249   0.008117   0.003186         79        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    203/499      4.32G   0.008253   0.008132   0.003167         71        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    203/499      4.32G   0.008253   0.008132   0.003167         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    203/499      4.32G   0.008252   0.008138   0.003159         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.27it/s]
    203/499      4.32G   0.008252   0.008138   0.003159         73        640:  59%|#####8    | 99/168 [00:18<00:13,  5.30it/s]
    203/499      4.32G   0.008249   0.008131   0.003149         67        640:  59%|#####8    | 99/168 [00:19<00:13,  5.30it/s]
    203/499      4.32G   0.008249   0.008131   0.003149         67        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    203/499      4.32G   0.008248   0.008138   0.003154         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.15it/s]
    203/499      4.32G   0.008248   0.008138   0.003154         69        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    203/499      4.32G   0.008272    0.00814   0.003145         72        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    203/499      4.32G   0.008272    0.00814   0.003145         72        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    203/499      4.32G   0.008291    0.00814    0.00315         69        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    203/499      4.32G   0.008291    0.00814    0.00315         69        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    203/499      4.32G   0.008283   0.008144   0.003136         75        640:  61%|######1   | 103/168 [00:19<00:12,  5.17it/s]
    203/499      4.32G   0.008283   0.008144   0.003136         75        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    203/499      4.32G   0.008281   0.008134   0.003128         64        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
    203/499      4.32G   0.008281   0.008134   0.003128         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    203/499      4.32G    0.00828   0.008105   0.003124         46        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    203/499      4.32G    0.00828   0.008105   0.003124         46        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    203/499      4.32G   0.008294   0.008095   0.003116         59        640:  63%|######3   | 106/168 [00:20<00:12,  5.12it/s]
    203/499      4.32G   0.008294   0.008095   0.003116         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    203/499      4.32G     0.0083   0.008106   0.003151         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    203/499      4.32G     0.0083   0.008106   0.003151         82        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
    203/499      4.32G   0.008295   0.008093   0.003178         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
    203/499      4.32G   0.008295   0.008093   0.003178         61        640:  65%|######4   | 109/168 [00:20<00:11,  5.12it/s]
    203/499      4.32G   0.008307   0.008092   0.003212         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.12it/s]
    203/499      4.32G   0.008307   0.008092   0.003212         76        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
    203/499      4.32G   0.008304   0.008087   0.003248         79        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    203/499      4.32G   0.008304   0.008087   0.003248         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    203/499      4.32G   0.008306   0.008112   0.003224         75        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    203/499      4.32G   0.008306   0.008112   0.003224         75        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    203/499      4.32G   0.008323   0.008101   0.003226         46        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    203/499      4.32G   0.008323   0.008101   0.003226         46        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    203/499      4.32G   0.008317    0.00812   0.003217         94        640:  67%|######7   | 113/168 [00:21<00:10,  5.24it/s]
    203/499      4.32G   0.008317    0.00812   0.003217         94        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    203/499      4.32G   0.008314   0.008119   0.003213         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    203/499      4.32G   0.008314   0.008119   0.003213         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    203/499      4.32G   0.008311   0.008131   0.003199         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
    203/499      4.32G   0.008311   0.008131   0.003199         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    203/499      4.32G   0.008325   0.008132   0.003207         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    203/499      4.32G   0.008325   0.008132   0.003207         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    203/499      4.32G   0.008322   0.008143   0.003212         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    203/499      4.32G   0.008322   0.008143   0.003212         72        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    203/499      4.32G   0.008311   0.008128   0.003249         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    203/499      4.32G   0.008311   0.008128   0.003249         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    203/499      4.32G    0.00831   0.008122   0.003262         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    203/499      4.32G    0.00831   0.008122   0.003262         61        640:  71%|#######1  | 120/168 [00:22<00:08,  5.37it/s]
    203/499      4.32G   0.008318   0.008104   0.003246         59        640:  71%|#######1  | 120/168 [00:23<00:08,  5.37it/s]
    203/499      4.32G   0.008318   0.008104   0.003246         59        640:  72%|#######2  | 121/168 [00:23<00:08,  5.22it/s]
    203/499      4.32G   0.008325   0.008117    0.00327         76        640:  72%|#######2  | 121/168 [00:23<00:08,  5.22it/s]
    203/499      4.32G   0.008325   0.008117    0.00327         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    203/499      4.32G   0.008316    0.00809   0.003283         46        640:  73%|#######2  | 122/168 [00:23<00:08,  5.31it/s]
    203/499      4.32G   0.008316    0.00809   0.003283         46        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    203/499      4.32G    0.00833   0.008095   0.003312         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.39it/s]
    203/499      4.32G    0.00833   0.008095   0.003312         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    203/499      4.32G   0.008342   0.008111   0.003308         78        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    203/499      4.32G   0.008342   0.008111   0.003308         78        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    203/499      4.32G   0.008379   0.008109     0.0033         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    203/499      4.32G   0.008379   0.008109     0.0033         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    203/499      4.32G   0.008366     0.0081   0.003298         75        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    203/499      4.32G   0.008366     0.0081   0.003298         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    203/499      4.32G   0.008383   0.008102   0.003305         60        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    203/499      4.32G   0.008383   0.008102   0.003305         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    203/499      4.32G   0.008384   0.008096   0.003312         62        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    203/499      4.32G   0.008384   0.008096   0.003312         62        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    203/499      4.32G   0.008373    0.00809   0.003312         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    203/499      4.32G   0.008373    0.00809   0.003312         70        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    203/499      4.32G   0.008389   0.008082   0.003298         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    203/499      4.32G   0.008389   0.008082   0.003298         60        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    203/499      4.32G   0.008386   0.008081   0.003301         70        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    203/499      4.32G   0.008386   0.008081   0.003301         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    203/499      4.32G    0.00838   0.008091   0.003306         73        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    203/499      4.32G    0.00838   0.008091   0.003306         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    203/499      4.32G    0.00838    0.00809   0.003324         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    203/499      4.32G    0.00838    0.00809   0.003324         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    203/499      4.32G   0.008373   0.008084   0.003349         86        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    203/499      4.32G   0.008373   0.008084   0.003349         86        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    203/499      4.32G   0.008384    0.00808   0.003344         60        640:  80%|########  | 135/168 [00:25<00:06,  5.31it/s]
    203/499      4.32G   0.008384    0.00808   0.003344         60        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    203/499      4.32G   0.008394   0.008083   0.003353         68        640:  81%|########  | 136/168 [00:26<00:06,  5.20it/s]
    203/499      4.32G   0.008394   0.008083   0.003353         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    203/499      4.32G     0.0084   0.008088   0.003357         69        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    203/499      4.32G     0.0084   0.008088   0.003357         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    203/499      4.32G   0.008396   0.008074   0.003349         55        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    203/499      4.32G   0.008396   0.008074   0.003349         55        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    203/499      4.32G     0.0084   0.008058   0.003331         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    203/499      4.32G     0.0084   0.008058   0.003331         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    203/499      4.32G   0.008401   0.008054   0.003324         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    203/499      4.32G   0.008401   0.008054   0.003324         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.38it/s]
    203/499      4.32G   0.008397   0.008057   0.003316         74        640:  84%|########3 | 141/168 [00:27<00:05,  5.38it/s]
    203/499      4.32G   0.008397   0.008057   0.003316         74        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    203/499      4.32G   0.008394   0.008055   0.003329         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    203/499      4.32G   0.008394   0.008055   0.003329         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    203/499      4.32G   0.008392   0.008061    0.00332         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    203/499      4.32G   0.008392   0.008061    0.00332         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    203/499      4.32G   0.008399   0.008068   0.003315         80        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    203/499      4.32G   0.008399   0.008068   0.003315         80        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    203/499      4.32G   0.008398   0.008087   0.003312         95        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    203/499      4.32G   0.008398   0.008087   0.003312         95        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    203/499      4.32G   0.008392   0.008088   0.003325         81        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    203/499      4.32G   0.008392   0.008088   0.003325         81        640:  88%|########7 | 147/168 [00:27<00:03,  5.30it/s]
    203/499      4.32G   0.008397   0.008087   0.003317         84        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    203/499      4.32G   0.008397   0.008087   0.003317         84        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    203/499      4.32G    0.00839   0.008088   0.003334         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    203/499      4.32G    0.00839   0.008088   0.003334         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    203/499      4.32G   0.008392   0.008083   0.003333         71        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    203/499      4.32G   0.008392   0.008083   0.003333         71        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    203/499      4.32G    0.00839   0.008074   0.003339         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    203/499      4.32G    0.00839   0.008074   0.003339         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    203/499      4.32G     0.0084   0.008067   0.003331         57        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    203/499      4.32G     0.0084   0.008067   0.003331         57        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    203/499      4.32G   0.008398   0.008069   0.003344         86        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    203/499      4.32G   0.008398   0.008069   0.003344         86        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    203/499      4.32G   0.008397   0.008073   0.003342         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    203/499      4.32G   0.008397   0.008073   0.003342         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    203/499      4.32G   0.008405   0.008073   0.003353         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    203/499      4.32G   0.008405   0.008073   0.003353         70        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    203/499      4.32G   0.008417   0.008107   0.003356         81        640:  92%|#########2| 155/168 [00:29<00:02,  5.30it/s]
    203/499      4.32G   0.008417   0.008107   0.003356         81        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    203/499      4.32G   0.008435   0.008129   0.003367         81        640:  93%|#########2| 156/168 [00:29<00:02,  5.37it/s]
    203/499      4.32G   0.008435   0.008129   0.003367         81        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    203/499      4.32G    0.00844   0.008134   0.003363         63        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
    203/499      4.32G    0.00844   0.008134   0.003363         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    203/499      4.32G   0.008441   0.008141   0.003366         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.29it/s]
    203/499      4.32G   0.008441   0.008141   0.003366         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    203/499      4.32G   0.008449   0.008148   0.003362         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.36it/s]
    203/499      4.32G   0.008449   0.008148   0.003362         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    203/499      4.32G    0.00844   0.008144   0.003369         78        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    203/499      4.32G    0.00844   0.008144   0.003369         78        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    203/499      4.32G   0.008448   0.008148   0.003351         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    203/499      4.32G   0.008448   0.008148   0.003351         77        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    203/499      4.32G   0.008451   0.008146   0.003358         64        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    203/499      4.32G   0.008451   0.008146   0.003358         64        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    203/499      4.32G   0.008446   0.008134    0.00335         56        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    203/499      4.32G   0.008446   0.008134    0.00335         56        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    203/499      4.32G   0.008442   0.008133   0.003338         70        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    203/499      4.32G   0.008442   0.008133   0.003338         70        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    203/499      4.32G   0.008445   0.008144   0.003342         76        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    203/499      4.32G   0.008445   0.008144   0.003342         76        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    203/499      4.32G    0.00844   0.008139   0.003346         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    203/499      4.32G    0.00844   0.008139   0.003346         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    203/499      4.32G   0.008423   0.008121   0.003354         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    203/499      4.32G   0.008423   0.008121   0.003354         25        640: 100%|##########| 168/168 [00:31<00:00,  5.44it/s]
    203/499      4.32G   0.008423   0.008121   0.003354         25        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.852      0.874      0.888      0.775

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    204/499      4.32G    0.01035   0.009104   0.004702         63        640:   0%|          | 0/168 [00:00<?, ?it/s]
    204/499      4.32G    0.01035   0.009104   0.004702         63        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    204/499      4.32G   0.009787   0.008432   0.006457         67        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    204/499      4.32G   0.009787   0.008432   0.006457         67        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    204/499      4.32G   0.009818   0.008263   0.006997         52        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    204/499      4.32G   0.009818   0.008263   0.006997         52        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    204/499      4.32G   0.009657   0.008525   0.006071         71        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    204/499      4.32G   0.009657   0.008525   0.006071         71        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    204/499      4.32G   0.009307   0.008134   0.005789         59        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    204/499      4.32G   0.009307   0.008134   0.005789         59        640:   3%|2         | 5/168 [00:00<00:30,  5.32it/s]
    204/499      4.32G   0.009246   0.008118   0.005264         66        640:   3%|2         | 5/168 [00:01<00:30,  5.32it/s]
    204/499      4.32G   0.009246   0.008118   0.005264         66        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
    204/499      4.32G   0.009336   0.008259     0.0049         61        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
    204/499      4.32G   0.009336   0.008259     0.0049         61        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    204/499      4.32G   0.009177   0.007931   0.004412         47        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    204/499      4.32G   0.009177   0.007931   0.004412         47        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    204/499      4.32G   0.009034   0.007883   0.004435         73        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    204/499      4.32G   0.009034   0.007883   0.004435         73        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    204/499      4.32G   0.008897   0.007941   0.004054         78        640:   5%|5         | 9/168 [00:01<00:29,  5.35it/s]
    204/499      4.32G   0.008897   0.007941   0.004054         78        640:   6%|5         | 10/168 [00:01<00:30,  5.14it/s]
    204/499      4.32G   0.008841   0.007937   0.004097         67        640:   6%|5         | 10/168 [00:02<00:30,  5.14it/s]
    204/499      4.32G   0.008841   0.007937   0.004097         67        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    204/499      4.32G   0.008856   0.007886    0.00415         51        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    204/499      4.32G   0.008856   0.007886    0.00415         51        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    204/499      4.32G    0.00895   0.008047   0.004053         64        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    204/499      4.32G    0.00895   0.008047   0.004053         64        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    204/499      4.32G   0.008939   0.008158    0.00396         85        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    204/499      4.32G   0.008939   0.008158    0.00396         85        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    204/499      4.32G   0.008864   0.008138    0.00395         67        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    204/499      4.32G   0.008864   0.008138    0.00395         67        640:   9%|8         | 15/168 [00:02<00:28,  5.29it/s]
    204/499      4.32G    0.00879   0.007977    0.00397         52        640:   9%|8         | 15/168 [00:03<00:28,  5.29it/s]
    204/499      4.32G    0.00879   0.007977    0.00397         52        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    204/499      4.32G   0.008733   0.007911   0.004186         72        640:  10%|9         | 16/168 [00:03<00:29,  5.16it/s]
    204/499      4.32G   0.008733   0.007911   0.004186         72        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    204/499      4.32G   0.008694   0.007986   0.004211         71        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    204/499      4.32G   0.008694   0.007986   0.004211         71        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    204/499      4.32G   0.008722   0.008035   0.004156         69        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    204/499      4.32G   0.008722   0.008035   0.004156         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    204/499      4.32G   0.008669   0.008024   0.004124         76        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    204/499      4.32G   0.008669   0.008024   0.004124         76        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    204/499      4.32G   0.008707   0.008019   0.004121         74        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    204/499      4.32G   0.008707   0.008019   0.004121         74        640:  12%|#2        | 21/168 [00:03<00:27,  5.28it/s]
    204/499      4.32G    0.00872   0.007949   0.004029         65        640:  12%|#2        | 21/168 [00:04<00:27,  5.28it/s]
    204/499      4.32G    0.00872   0.007949   0.004029         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    204/499      4.32G   0.008754   0.007921   0.003922         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    204/499      4.32G   0.008754   0.007921   0.003922         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    204/499      4.32G   0.008707   0.007901    0.00392         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    204/499      4.32G   0.008707   0.007901    0.00392         76        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    204/499      4.32G   0.008654   0.007816   0.003846         53        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    204/499      4.32G   0.008654   0.007816   0.003846         53        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    204/499      4.32G    0.00867   0.007872   0.003817         75        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    204/499      4.32G    0.00867   0.007872   0.003817         75        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    204/499      4.32G   0.008669   0.007878   0.003741         66        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    204/499      4.32G   0.008669   0.007878   0.003741         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    204/499      4.32G   0.008674   0.007851   0.003731         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    204/499      4.32G   0.008674   0.007851   0.003731         69        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    204/499      4.32G    0.00876   0.007884   0.003742         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.17it/s]
    204/499      4.32G    0.00876   0.007884   0.003742         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    204/499      4.32G   0.008752   0.007933   0.003703         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    204/499      4.32G   0.008752   0.007933   0.003703         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    204/499      4.32G   0.008749   0.007891    0.00374         62        640:  18%|#7        | 30/168 [00:05<00:25,  5.31it/s]
    204/499      4.32G   0.008749   0.007891    0.00374         62        640:  18%|#8        | 31/168 [00:05<00:26,  5.16it/s]
    204/499      4.32G   0.008749   0.007853   0.003709         62        640:  18%|#8        | 31/168 [00:06<00:26,  5.16it/s]
    204/499      4.32G   0.008749   0.007853   0.003709         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    204/499      4.32G   0.008747   0.007782   0.003601         49        640:  19%|#9        | 32/168 [00:06<00:25,  5.24it/s]
    204/499      4.32G   0.008747   0.007782   0.003601         49        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    204/499      4.32G   0.008704   0.007726   0.003559         61        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    204/499      4.32G   0.008704   0.007726   0.003559         61        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    204/499      4.32G   0.008718   0.007751   0.003612         80        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    204/499      4.32G   0.008718   0.007751   0.003612         80        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    204/499      4.32G   0.008719   0.007784   0.003603         73        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    204/499      4.32G   0.008719   0.007784   0.003603         73        640:  21%|##1       | 36/168 [00:06<00:24,  5.35it/s]
    204/499      4.32G   0.008749   0.007774   0.003616         62        640:  21%|##1       | 36/168 [00:07<00:24,  5.35it/s]
    204/499      4.32G   0.008749   0.007774   0.003616         62        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    204/499      4.32G   0.008777   0.007804   0.003543         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    204/499      4.32G   0.008777   0.007804   0.003543         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    204/499      4.32G   0.008797   0.007791   0.003509         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    204/499      4.32G   0.008797   0.007791   0.003509         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    204/499      4.32G   0.008778    0.00776   0.003495         64        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    204/499      4.32G   0.008778    0.00776   0.003495         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    204/499      4.32G   0.008774   0.007811   0.003497         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    204/499      4.32G   0.008774   0.007811   0.003497         76        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    204/499      4.32G   0.008792   0.007855   0.003499         66        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    204/499      4.32G   0.008792   0.007855   0.003499         66        640:  25%|##5       | 42/168 [00:07<00:23,  5.32it/s]
    204/499      4.32G   0.008798    0.00787   0.003491         72        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    204/499      4.32G   0.008798    0.00787   0.003491         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    204/499      4.32G   0.008833   0.007831   0.003521         55        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    204/499      4.32G   0.008833   0.007831   0.003521         55        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    204/499      4.32G   0.008812   0.007828   0.003545         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    204/499      4.32G   0.008812   0.007828   0.003545         72        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    204/499      4.32G   0.008793   0.007826   0.003512         59        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    204/499      4.32G   0.008793   0.007826   0.003512         59        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    204/499      4.32G   0.008749   0.007828   0.003481         70        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    204/499      4.32G   0.008749   0.007828   0.003481         70        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    204/499      4.32G   0.008741   0.007864   0.003465         72        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    204/499      4.32G   0.008741   0.007864   0.003465         72        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    204/499      4.32G   0.008734   0.007865   0.003434         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    204/499      4.32G   0.008734   0.007865   0.003434         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    204/499      4.32G    0.00872   0.007858   0.003407         69        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    204/499      4.32G    0.00872   0.007858   0.003407         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    204/499      4.32G   0.008691   0.007874   0.003416         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.23it/s]
    204/499      4.32G   0.008691   0.007874   0.003416         81        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    204/499      4.32G   0.008704   0.007919   0.003402         73        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    204/499      4.32G   0.008704   0.007919   0.003402         73        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
    204/499      4.32G   0.008698   0.007923   0.003354         69        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    204/499      4.32G   0.008698   0.007923   0.003354         69        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    204/499      4.32G   0.008674   0.007957   0.003352         75        640:  32%|###1      | 53/168 [00:10<00:22,  5.22it/s]
    204/499      4.32G   0.008674   0.007957   0.003352         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    204/499      4.32G   0.008684   0.007954   0.003378         65        640:  32%|###2      | 54/168 [00:10<00:21,  5.32it/s]
    204/499      4.32G   0.008684   0.007954   0.003378         65        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    204/499      4.32G   0.008669   0.007923   0.003389         52        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    204/499      4.32G   0.008669   0.007923   0.003389         52        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    204/499      4.32G   0.008658   0.007903   0.003381         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    204/499      4.32G   0.008658   0.007903   0.003381         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    204/499      4.32G    0.00869   0.007922   0.003391         67        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    204/499      4.32G    0.00869   0.007922   0.003391         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    204/499      4.32G   0.008682   0.007932   0.003441         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.18it/s]
    204/499      4.32G   0.008682   0.007932   0.003441         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    204/499      4.32G   0.008665   0.007914   0.003457         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    204/499      4.32G   0.008665   0.007914   0.003457         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    204/499      4.32G    0.00869   0.007934   0.003465         59        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    204/499      4.32G    0.00869   0.007934   0.003465         59        640:  36%|###6      | 61/168 [00:11<00:21,  5.06it/s]
    204/499      4.32G   0.008705   0.007951   0.003517         65        640:  36%|###6      | 61/168 [00:11<00:21,  5.06it/s]
    204/499      4.32G   0.008705   0.007951   0.003517         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.11it/s]
    204/499      4.32G     0.0087   0.007974    0.00351         69        640:  37%|###6      | 62/168 [00:12<00:20,  5.11it/s]
    204/499      4.32G     0.0087   0.007974    0.00351         69        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    204/499      4.32G   0.008695    0.00796    0.00348         60        640:  38%|###7      | 63/168 [00:12<00:20,  5.20it/s]
    204/499      4.32G   0.008695    0.00796    0.00348         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
    204/499      4.32G    0.00871   0.007986   0.003458         75        640:  38%|###8      | 64/168 [00:12<00:20,  5.07it/s]
    204/499      4.32G    0.00871   0.007986   0.003458         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.16it/s]
    204/499      4.32G   0.008701   0.008014   0.003462         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.16it/s]
    204/499      4.32G   0.008701   0.008014   0.003462         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.19it/s]
    204/499      4.32G   0.008695   0.008011   0.003447         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.19it/s]
    204/499      4.32G   0.008695   0.008011   0.003447         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.10it/s]
    204/499      4.32G   0.008684   0.008016   0.003425         70        640:  40%|###9      | 67/168 [00:12<00:19,  5.10it/s]
    204/499      4.32G   0.008684   0.008016   0.003425         70        640:  40%|####      | 68/168 [00:12<00:19,  5.20it/s]
    204/499      4.32G   0.008698   0.008008   0.003439         55        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    204/499      4.32G   0.008698   0.008008   0.003439         55        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    204/499      4.32G   0.008685   0.008003   0.003509         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.26it/s]
    204/499      4.32G   0.008685   0.008003   0.003509         66        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    204/499      4.32G   0.008678   0.007983   0.003619         64        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    204/499      4.32G   0.008678   0.007983   0.003619         64        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    204/499      4.32G   0.008671   0.007997   0.003597         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.25it/s]
    204/499      4.32G   0.008671   0.007997   0.003597         63        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
    204/499      4.32G   0.008653   0.007986   0.003563         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.33it/s]
    204/499      4.32G   0.008653   0.007986   0.003563         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    204/499      4.32G    0.00865   0.007983   0.003546         71        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    204/499      4.32G    0.00865   0.007983   0.003546         71        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    204/499      4.32G   0.008658    0.00798   0.003518         59        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    204/499      4.32G   0.008658    0.00798   0.003518         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    204/499      4.32G   0.008633   0.007955   0.003504         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    204/499      4.32G   0.008633   0.007955   0.003504         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    204/499      4.32G   0.008638   0.007961    0.00352         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.19it/s]
    204/499      4.32G   0.008638   0.007961    0.00352         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    204/499      4.32G   0.008638   0.007941   0.003555         59        640:  46%|####5     | 77/168 [00:14<00:17,  5.24it/s]
    204/499      4.32G   0.008638   0.007941   0.003555         59        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    204/499      4.32G   0.008633    0.00793   0.003553         70        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    204/499      4.32G   0.008633    0.00793   0.003553         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    204/499      4.32G   0.008637   0.007961   0.003541         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.13it/s]
    204/499      4.32G   0.008637   0.007961   0.003541         77        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
    204/499      4.32G   0.008626   0.007958   0.003514         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
    204/499      4.32G   0.008626   0.007958   0.003514         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
    204/499      4.32G    0.00863   0.007946    0.00351         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.28it/s]
    204/499      4.32G    0.00863   0.007946    0.00351         64        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    204/499      4.32G   0.008639   0.007948   0.003498         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    204/499      4.32G   0.008639   0.007948   0.003498         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
    204/499      4.32G   0.008641   0.007958   0.003511         78        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
    204/499      4.32G   0.008641   0.007958   0.003511         78        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    204/499      4.32G   0.008648    0.00797   0.003494         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    204/499      4.32G   0.008648    0.00797   0.003494         72        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    204/499      4.32G   0.008646   0.007979   0.003478         74        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    204/499      4.32G   0.008646   0.007979   0.003478         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    204/499      4.32G   0.008641    0.00799   0.003457         72        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    204/499      4.32G   0.008641    0.00799   0.003457         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    204/499      4.32G   0.008626   0.007998   0.003451         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    204/499      4.32G   0.008626   0.007998   0.003451         72        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    204/499      4.32G    0.00863   0.007991   0.003456         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    204/499      4.32G    0.00863   0.007991   0.003456         69        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    204/499      4.32G    0.00864   0.007991   0.003474         70        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    204/499      4.32G    0.00864   0.007991   0.003474         70        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    204/499      4.32G   0.008638   0.007979   0.003453         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    204/499      4.32G   0.008638   0.007979   0.003453         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    204/499      4.32G   0.008656   0.007969   0.003428         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    204/499      4.32G   0.008656   0.007969   0.003428         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    204/499      4.32G   0.008648   0.007977   0.003411         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    204/499      4.32G   0.008648   0.007977   0.003411         69        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    204/499      4.32G   0.008637   0.007969   0.003379         65        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    204/499      4.32G   0.008637   0.007969   0.003379         65        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    204/499      4.32G    0.00864   0.007974   0.003392         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.21it/s]
    204/499      4.32G    0.00864   0.007974   0.003392         62        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    204/499      4.32G   0.008643   0.007984   0.003384         69        640:  57%|#####6    | 95/168 [00:18<00:13,  5.30it/s]
    204/499      4.32G   0.008643   0.007984   0.003384         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    204/499      4.32G    0.00865   0.007994   0.003359         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    204/499      4.32G    0.00865   0.007994   0.003359         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    204/499      4.32G   0.008645   0.007986   0.003351         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    204/499      4.32G   0.008645   0.007986   0.003351         64        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    204/499      4.32G   0.008648   0.007988   0.003361         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    204/499      4.32G   0.008648   0.007988   0.003361         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    204/499      4.32G   0.008641   0.007989   0.003364         73        640:  59%|#####8    | 99/168 [00:19<00:12,  5.34it/s]
    204/499      4.32G   0.008641   0.007989   0.003364         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    204/499      4.32G   0.008639    0.00799   0.003363         66        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    204/499      4.32G   0.008639    0.00799   0.003363         66        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    204/499      4.32G   0.008643    0.00803   0.003365        103        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    204/499      4.32G   0.008643    0.00803   0.003365        103        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    204/499      4.32G   0.008652   0.008046   0.003361         88        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    204/499      4.32G   0.008652   0.008046   0.003361         88        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    204/499      4.32G   0.008634   0.008052   0.003347         76        640:  61%|######1   | 103/168 [00:19<00:12,  5.20it/s]
    204/499      4.32G   0.008634   0.008052   0.003347         76        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    204/499      4.32G    0.00863   0.008044   0.003333         60        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    204/499      4.32G    0.00863   0.008044   0.003333         60        640:  62%|######2   | 105/168 [00:20<00:11,  5.25it/s]
    204/499      4.32G   0.008623   0.008049   0.003321         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.25it/s]
    204/499      4.32G   0.008623   0.008049   0.003321         72        640:  63%|######3   | 106/168 [00:20<00:12,  5.06it/s]
    204/499      4.32G   0.008618    0.00806   0.003307         68        640:  63%|######3   | 106/168 [00:20<00:12,  5.06it/s]
    204/499      4.32G   0.008618    0.00806   0.003307         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.12it/s]
    204/499      4.32G   0.008628   0.008072   0.003318         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.12it/s]
    204/499      4.32G   0.008628   0.008072   0.003318         77        640:  64%|######4   | 108/168 [00:20<00:11,  5.21it/s]
    204/499      4.32G   0.008614   0.008051   0.003322         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.21it/s]
    204/499      4.32G   0.008614   0.008051   0.003322         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.07it/s]
    204/499      4.32G    0.00861   0.008051   0.003311         81        640:  65%|######4   | 109/168 [00:21<00:11,  5.07it/s]
    204/499      4.32G    0.00861   0.008051   0.003311         81        640:  65%|######5   | 110/168 [00:21<00:11,  5.15it/s]
    204/499      4.32G   0.008599   0.008064    0.00331         83        640:  65%|######5   | 110/168 [00:21<00:11,  5.15it/s]
    204/499      4.32G   0.008599   0.008064    0.00331         83        640:  66%|######6   | 111/168 [00:21<00:10,  5.22it/s]
    204/499      4.32G   0.008603   0.008081   0.003297         65        640:  66%|######6   | 111/168 [00:21<00:10,  5.22it/s]
    204/499      4.32G   0.008603   0.008081   0.003297         65        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
    204/499      4.32G   0.008598   0.008081   0.003291         66        640:  67%|######6   | 112/168 [00:21<00:10,  5.11it/s]
    204/499      4.32G   0.008598   0.008081   0.003291         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    204/499      4.32G   0.008589   0.008082   0.003292         76        640:  67%|######7   | 113/168 [00:21<00:10,  5.21it/s]
    204/499      4.32G   0.008589   0.008082   0.003292         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    204/499      4.32G   0.008593   0.008091   0.003289         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    204/499      4.32G   0.008593   0.008091   0.003289         77        640:  68%|######8   | 115/168 [00:21<00:10,  5.17it/s]
    204/499      4.32G   0.008605   0.008099   0.003293         57        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    204/499      4.32G   0.008605   0.008099   0.003293         57        640:  69%|######9   | 116/168 [00:22<00:10,  5.19it/s]
    204/499      4.32G   0.008621   0.008108   0.003296         69        640:  69%|######9   | 116/168 [00:22<00:10,  5.19it/s]
    204/499      4.32G   0.008621   0.008108   0.003296         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    204/499      4.32G   0.008621   0.008099   0.003279         71        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    204/499      4.32G   0.008621   0.008099   0.003279         71        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    204/499      4.32G   0.008639   0.008106   0.003274         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.12it/s]
    204/499      4.32G   0.008639   0.008106   0.003274         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    204/499      4.32G   0.008645   0.008106   0.003262         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    204/499      4.32G   0.008645   0.008106   0.003262         74        640:  71%|#######1  | 120/168 [00:22<00:09,  5.30it/s]
    204/499      4.32G   0.008645   0.008109    0.00326         66        640:  71%|#######1  | 120/168 [00:23<00:09,  5.30it/s]
    204/499      4.32G   0.008645   0.008109    0.00326         66        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    204/499      4.32G   0.008658   0.008113   0.003248         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    204/499      4.32G   0.008658   0.008113   0.003248         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    204/499      4.32G   0.008642   0.008101   0.003236         60        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    204/499      4.32G   0.008642   0.008101   0.003236         60        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
    204/499      4.32G   0.008654   0.008097   0.003257         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
    204/499      4.32G   0.008654   0.008097   0.003257         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    204/499      4.32G   0.008653    0.00808   0.003237         50        640:  74%|#######3  | 124/168 [00:23<00:08,  5.16it/s]
    204/499      4.32G   0.008653    0.00808   0.003237         50        640:  74%|#######4  | 125/168 [00:23<00:08,  5.24it/s]
    204/499      4.32G   0.008648    0.00808    0.00327         78        640:  74%|#######4  | 125/168 [00:24<00:08,  5.24it/s]
    204/499      4.32G   0.008648    0.00808    0.00327         78        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    204/499      4.32G   0.008644   0.008085   0.003245         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    204/499      4.32G   0.008644   0.008085   0.003245         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    204/499      4.32G   0.008646   0.008096   0.003241         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    204/499      4.32G   0.008646   0.008096   0.003241         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    204/499      4.32G   0.008648   0.008097    0.00324         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    204/499      4.32G   0.008648   0.008097    0.00324         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    204/499      4.32G   0.008644   0.008074    0.00323         56        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    204/499      4.32G   0.008644   0.008074    0.00323         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    204/499      4.32G   0.008648   0.008075   0.003233         67        640:  77%|#######7  | 130/168 [00:25<00:07,  5.22it/s]
    204/499      4.32G   0.008648   0.008075   0.003233         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    204/499      4.32G   0.008647   0.008078   0.003231         76        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    204/499      4.32G   0.008647   0.008078   0.003231         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    204/499      4.32G   0.008647   0.008077   0.003253         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    204/499      4.32G   0.008647   0.008077   0.003253         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    204/499      4.32G   0.008649   0.008078   0.003281         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    204/499      4.32G   0.008649   0.008078   0.003281         71        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    204/499      4.32G   0.008635    0.00807   0.003289         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.26it/s]
    204/499      4.32G   0.008635    0.00807   0.003289         73        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    204/499      4.32G   0.008628   0.008055   0.003282         72        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    204/499      4.32G   0.008628   0.008055   0.003282         72        640:  81%|########  | 136/168 [00:25<00:06,  5.18it/s]
    204/499      4.32G   0.008629   0.008059   0.003288         73        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    204/499      4.32G   0.008629   0.008059   0.003288         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    204/499      4.32G   0.008629   0.008069   0.003293         76        640:  82%|########1 | 137/168 [00:26<00:05,  5.26it/s]
    204/499      4.32G   0.008629   0.008069   0.003293         76        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    204/499      4.32G   0.008623   0.008067   0.003283         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    204/499      4.32G   0.008623   0.008067   0.003283         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    204/499      4.32G   0.008615    0.00807   0.003289         83        640:  83%|########2 | 139/168 [00:26<00:05,  5.20it/s]
    204/499      4.32G   0.008615    0.00807   0.003289         83        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    204/499      4.32G   0.008613   0.008063   0.003296         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    204/499      4.32G   0.008613   0.008063   0.003296         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.31it/s]
    204/499      4.32G    0.00861    0.00807   0.003292         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.31it/s]
    204/499      4.32G    0.00861    0.00807   0.003292         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    204/499      4.32G   0.008605   0.008067   0.003297         59        640:  85%|########4 | 142/168 [00:27<00:05,  5.18it/s]
    204/499      4.32G   0.008605   0.008067   0.003297         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    204/499      4.32G   0.008604   0.008063   0.003305         67        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    204/499      4.32G   0.008604   0.008063   0.003305         67        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    204/499      4.32G   0.008603   0.008048   0.003317         53        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    204/499      4.32G   0.008603   0.008048   0.003317         53        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    204/499      4.32G   0.008602   0.008062   0.003326         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    204/499      4.32G   0.008602   0.008062   0.003326         71        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    204/499      4.32G   0.008601   0.008069   0.003342         75        640:  87%|########6 | 146/168 [00:28<00:04,  5.28it/s]
    204/499      4.32G   0.008601   0.008069   0.003342         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    204/499      4.32G   0.008604   0.008067    0.00334         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    204/499      4.32G   0.008604   0.008067    0.00334         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    204/499      4.32G   0.008615   0.008073   0.003332         80        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    204/499      4.32G   0.008615   0.008073   0.003332         80        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    204/499      4.32G   0.008604   0.008055   0.003339         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    204/499      4.32G   0.008604   0.008055   0.003339         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    204/499      4.32G   0.008602   0.008051   0.003353         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    204/499      4.32G   0.008602   0.008051   0.003353         67        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    204/499      4.32G   0.008601   0.008043   0.003345         60        640:  90%|########9 | 151/168 [00:29<00:03,  5.19it/s]
    204/499      4.32G   0.008601   0.008043   0.003345         60        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    204/499      4.32G   0.008597   0.008046   0.003337         75        640:  90%|######### | 152/168 [00:29<00:03,  5.27it/s]
    204/499      4.32G   0.008597   0.008046   0.003337         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    204/499      4.32G   0.008591   0.008048    0.00333         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    204/499      4.32G   0.008591   0.008048    0.00333         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    204/499      4.32G   0.008585   0.008049   0.003344         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    204/499      4.32G   0.008585   0.008049   0.003344         71        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    204/499      4.32G   0.008587   0.008051   0.003337         66        640:  92%|#########2| 155/168 [00:29<00:02,  5.22it/s]
    204/499      4.32G   0.008587   0.008051   0.003337         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.22it/s]
    204/499      4.32G    0.00858   0.008043   0.003326         47        640:  93%|#########2| 156/168 [00:29<00:02,  5.22it/s]
    204/499      4.32G    0.00858   0.008043   0.003326         47        640:  93%|#########3| 157/168 [00:29<00:02,  5.12it/s]
    204/499      4.32G   0.008579   0.008059   0.003311         75        640:  93%|#########3| 157/168 [00:30<00:02,  5.12it/s]
    204/499      4.32G   0.008579   0.008059   0.003311         75        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    204/499      4.32G    0.00857   0.008053   0.003314         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    204/499      4.32G    0.00857   0.008053   0.003314         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    204/499      4.32G   0.008562   0.008051    0.00331         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.26it/s]
    204/499      4.32G   0.008562   0.008051    0.00331         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    204/499      4.32G   0.008566   0.008045   0.003305         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    204/499      4.32G   0.008566   0.008045   0.003305         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    204/499      4.32G   0.008569   0.008041   0.003302         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    204/499      4.32G   0.008569   0.008041   0.003302         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.28it/s]
    204/499      4.32G   0.008567   0.008031   0.003297         55        640:  96%|#########6| 162/168 [00:31<00:01,  5.28it/s]
    204/499      4.32G   0.008567   0.008031   0.003297         55        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    204/499      4.32G   0.008572   0.008034   0.003294         78        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    204/499      4.32G   0.008572   0.008034   0.003294         78        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    204/499      4.32G   0.008574   0.008036   0.003299         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    204/499      4.32G   0.008574   0.008036   0.003299         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    204/499      4.32G   0.008569    0.00803   0.003286         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.32it/s]
    204/499      4.32G   0.008569    0.00803   0.003286         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    204/499      4.32G   0.008561   0.008024   0.003279         57        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    204/499      4.32G   0.008561   0.008024   0.003279         57        640:  99%|#########9| 167/168 [00:31<00:00,  5.25it/s]
    204/499      4.32G   0.008558    0.00801   0.003262         16        640:  99%|#########9| 167/168 [00:32<00:00,  5.25it/s]
    204/499      4.32G   0.008558    0.00801   0.003262         16        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
    204/499      4.32G   0.008558    0.00801   0.003262         16        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.847      0.854      0.881      0.773

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    205/499      4.32G   0.008891   0.007903   0.003187         77        640:   0%|          | 0/168 [00:00<?, ?it/s]
    205/499      4.32G   0.008891   0.007903   0.003187         77        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    205/499      4.32G   0.009287   0.008516   0.002979         74        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    205/499      4.32G   0.009287   0.008516   0.002979         74        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    205/499      4.32G   0.009287   0.008029   0.004472         61        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    205/499      4.32G   0.009287   0.008029   0.004472         61        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    205/499      4.32G   0.009267    0.00789   0.003555         58        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    205/499      4.32G   0.009267    0.00789   0.003555         58        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    205/499      4.32G    0.00896   0.007718   0.003348         64        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    205/499      4.32G    0.00896   0.007718   0.003348         64        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    205/499      4.32G   0.008671   0.007989   0.003113         77        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    205/499      4.32G   0.008671   0.007989   0.003113         77        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    205/499      4.32G   0.008782   0.008075    0.00294         66        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    205/499      4.32G   0.008782   0.008075    0.00294         66        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    205/499      4.32G   0.008721   0.008172   0.003464         76        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    205/499      4.32G   0.008721   0.008172   0.003464         76        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    205/499      4.32G   0.008626   0.008429   0.003347         90        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    205/499      4.32G   0.008626   0.008429   0.003347         90        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    205/499      4.32G   0.008564   0.008403   0.003386         71        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    205/499      4.32G   0.008564   0.008403   0.003386         71        640:   6%|5         | 10/168 [00:01<00:30,  5.18it/s]
    205/499      4.32G   0.008547   0.008443   0.003283         65        640:   6%|5         | 10/168 [00:02<00:30,  5.18it/s]
    205/499      4.32G   0.008547   0.008443   0.003283         65        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    205/499      4.32G   0.008485   0.008523   0.003192         68        640:   7%|6         | 11/168 [00:02<00:29,  5.29it/s]
    205/499      4.32G   0.008485   0.008523   0.003192         68        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    205/499      4.32G   0.008496   0.008535    0.00322         68        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    205/499      4.32G   0.008496   0.008535    0.00322         68        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    205/499      4.32G   0.008504    0.00859   0.003123         87        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    205/499      4.32G   0.008504    0.00859   0.003123         87        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    205/499      4.32G   0.008428   0.008479   0.003015         67        640:   8%|8         | 14/168 [00:02<00:29,  5.29it/s]
    205/499      4.32G   0.008428   0.008479   0.003015         67        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    205/499      4.32G   0.008372   0.008439   0.002957         60        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    205/499      4.32G   0.008372   0.008439   0.002957         60        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    205/499      4.32G   0.008497   0.008539   0.003072         78        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    205/499      4.32G   0.008497   0.008539   0.003072         78        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    205/499      4.32G   0.008516   0.008591   0.003062         79        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    205/499      4.32G   0.008516   0.008591   0.003062         79        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    205/499      4.32G   0.008423   0.008605   0.003138         81        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    205/499      4.32G   0.008423   0.008605   0.003138         81        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    205/499      4.32G   0.008391   0.008553   0.003024         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    205/499      4.32G   0.008391   0.008553   0.003024         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    205/499      4.32G   0.008439    0.00857   0.003049         66        640:  12%|#1        | 20/168 [00:03<00:28,  5.28it/s]
    205/499      4.32G   0.008439    0.00857   0.003049         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    205/499      4.32G   0.008396   0.008534   0.003055         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    205/499      4.32G   0.008396   0.008534   0.003055         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    205/499      4.32G   0.008395   0.008514   0.003274         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    205/499      4.32G   0.008395   0.008514   0.003274         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
    205/499      4.32G   0.008389   0.008443   0.003223         54        640:  14%|#3        | 23/168 [00:04<00:27,  5.22it/s]
    205/499      4.32G   0.008389   0.008443   0.003223         54        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    205/499      4.32G   0.008395   0.008475    0.00317         78        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    205/499      4.32G   0.008395   0.008475    0.00317         78        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    205/499      4.32G   0.008385   0.008451   0.003154         69        640:  15%|#4        | 25/168 [00:04<00:28,  5.10it/s]
    205/499      4.32G   0.008385   0.008451   0.003154         69        640:  15%|#5        | 26/168 [00:04<00:27,  5.22it/s]
    205/499      4.32G   0.008397    0.00843   0.003088         61        640:  15%|#5        | 26/168 [00:05<00:27,  5.22it/s]
    205/499      4.32G   0.008397    0.00843   0.003088         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    205/499      4.32G   0.008378   0.008419   0.003079         73        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    205/499      4.32G   0.008378   0.008419   0.003079         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    205/499      4.32G   0.008423   0.008452    0.00298         59        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    205/499      4.32G   0.008423   0.008452    0.00298         59        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    205/499      4.32G   0.008424   0.008434   0.002985         80        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    205/499      4.32G   0.008424   0.008434   0.002985         80        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    205/499      4.32G   0.008415   0.008478   0.003058         81        640:  18%|#7        | 30/168 [00:05<00:26,  5.30it/s]
    205/499      4.32G   0.008415   0.008478   0.003058         81        640:  18%|#8        | 31/168 [00:05<00:26,  5.11it/s]
    205/499      4.32G   0.008421   0.008433   0.003167         67        640:  18%|#8        | 31/168 [00:06<00:26,  5.11it/s]
    205/499      4.32G   0.008421   0.008433   0.003167         67        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
    205/499      4.32G   0.008397   0.008414   0.003195         71        640:  19%|#9        | 32/168 [00:06<00:26,  5.22it/s]
    205/499      4.32G   0.008397   0.008414   0.003195         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    205/499      4.32G   0.008446   0.008395     0.0032         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    205/499      4.32G   0.008446   0.008395     0.0032         67        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    205/499      4.32G   0.008431   0.008367   0.003235         71        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    205/499      4.32G   0.008431   0.008367   0.003235         71        640:  21%|##        | 35/168 [00:06<00:25,  5.16it/s]
    205/499      4.32G   0.008416   0.008342   0.003192         70        640:  21%|##        | 35/168 [00:06<00:25,  5.16it/s]
    205/499      4.32G   0.008416   0.008342   0.003192         70        640:  21%|##1       | 36/168 [00:06<00:25,  5.25it/s]
    205/499      4.32G   0.008393   0.008291   0.003189         66        640:  21%|##1       | 36/168 [00:07<00:25,  5.25it/s]
    205/499      4.32G   0.008393   0.008291   0.003189         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
    205/499      4.32G   0.008399   0.008359   0.003234         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
    205/499      4.32G   0.008399   0.008359   0.003234         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    205/499      4.32G   0.008371   0.008325   0.003203         63        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    205/499      4.32G   0.008371   0.008325   0.003203         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    205/499      4.32G    0.00837   0.008309   0.003187         61        640:  23%|##3       | 39/168 [00:07<00:24,  5.28it/s]
    205/499      4.32G    0.00837   0.008309   0.003187         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    205/499      4.32G   0.008422   0.008291   0.003112         53        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    205/499      4.32G   0.008422   0.008291   0.003112         53        640:  24%|##4       | 41/168 [00:07<00:24,  5.19it/s]
    205/499      4.32G    0.00844   0.008286   0.003102         54        640:  24%|##4       | 41/168 [00:08<00:24,  5.19it/s]
    205/499      4.32G    0.00844   0.008286   0.003102         54        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    205/499      4.32G   0.008448   0.008269    0.00305         64        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    205/499      4.32G   0.008448   0.008269    0.00305         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    205/499      4.32G   0.008436   0.008218    0.00306         52        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    205/499      4.32G   0.008436   0.008218    0.00306         52        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    205/499      4.32G    0.00842   0.008228   0.003111         68        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    205/499      4.32G    0.00842   0.008228   0.003111         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    205/499      4.32G   0.008434   0.008259   0.003118         79        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    205/499      4.32G   0.008434   0.008259   0.003118         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    205/499      4.32G   0.008413   0.008282   0.003148         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    205/499      4.32G   0.008413   0.008282   0.003148         71        640:  28%|##7       | 47/168 [00:08<00:22,  5.26it/s]
    205/499      4.32G   0.008429   0.008317   0.003105         79        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
    205/499      4.32G   0.008429   0.008317   0.003105         79        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    205/499      4.32G   0.008418   0.008275   0.003044         49        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    205/499      4.32G   0.008418   0.008275   0.003044         49        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    205/499      4.32G   0.008406   0.008286   0.003018         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    205/499      4.32G   0.008406   0.008286   0.003018         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    205/499      4.32G   0.008405   0.008289   0.003075         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    205/499      4.32G   0.008405   0.008289   0.003075         83        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    205/499      4.32G   0.008429   0.008311   0.003118         71        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    205/499      4.32G   0.008429   0.008311   0.003118         71        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    205/499      4.32G   0.008443   0.008287   0.003162         68        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    205/499      4.32G   0.008443   0.008287   0.003162         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    205/499      4.32G   0.008445   0.008244   0.003131         56        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    205/499      4.32G   0.008445   0.008244   0.003131         56        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    205/499      4.32G   0.008433   0.008267   0.003108         80        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    205/499      4.32G   0.008433   0.008267   0.003108         80        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    205/499      4.32G   0.008435   0.008262   0.003116         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    205/499      4.32G   0.008435   0.008262   0.003116         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    205/499      4.32G   0.008413   0.008246   0.003117         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    205/499      4.32G   0.008413   0.008246   0.003117         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    205/499      4.32G   0.008429   0.008226   0.003107         70        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
    205/499      4.32G   0.008429   0.008226   0.003107         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    205/499      4.32G   0.008464   0.008228   0.003104         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    205/499      4.32G   0.008464   0.008228   0.003104         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    205/499      4.32G   0.008452   0.008211   0.003101         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    205/499      4.32G   0.008452   0.008211   0.003101         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    205/499      4.32G   0.008468   0.008201   0.003141         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    205/499      4.32G   0.008468   0.008201   0.003141         56        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    205/499      4.32G   0.008476   0.008201   0.003137         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    205/499      4.32G   0.008476   0.008201   0.003137         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    205/499      4.32G   0.008469   0.008208   0.003125         83        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    205/499      4.32G   0.008469   0.008208   0.003125         83        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
    205/499      4.32G   0.008452    0.00822   0.003136         78        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    205/499      4.32G   0.008452    0.00822   0.003136         78        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    205/499      4.32G    0.00845    0.00821   0.003156         71        640:  38%|###8      | 64/168 [00:12<00:20,  5.18it/s]
    205/499      4.32G    0.00845    0.00821   0.003156         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    205/499      4.32G   0.008427   0.008215   0.003181         78        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    205/499      4.32G   0.008427   0.008215   0.003181         78        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    205/499      4.32G   0.008425   0.008205   0.003154         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    205/499      4.32G   0.008425   0.008205   0.003154         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    205/499      4.32G   0.008407   0.008181    0.00317         63        640:  40%|###9      | 67/168 [00:12<00:19,  5.14it/s]
    205/499      4.32G   0.008407   0.008181    0.00317         63        640:  40%|####      | 68/168 [00:12<00:19,  5.23it/s]
    205/499      4.32G   0.008393   0.008205   0.003151         80        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
    205/499      4.32G   0.008393   0.008205   0.003151         80        640:  41%|####1     | 69/168 [00:13<00:18,  5.22it/s]
    205/499      4.32G   0.008402     0.0082   0.003182         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.22it/s]
    205/499      4.32G   0.008402     0.0082   0.003182         74        640:  42%|####1     | 70/168 [00:13<00:19,  5.10it/s]
    205/499      4.32G   0.008405   0.008204   0.003181         63        640:  42%|####1     | 70/168 [00:13<00:19,  5.10it/s]
    205/499      4.32G   0.008405   0.008204   0.003181         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    205/499      4.32G   0.008399   0.008216    0.00318         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.19it/s]
    205/499      4.32G   0.008399   0.008216    0.00318         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    205/499      4.32G   0.008384   0.008206   0.003175         77        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    205/499      4.32G   0.008384   0.008206   0.003175         77        640:  43%|####3     | 73/168 [00:13<00:18,  5.02it/s]
    205/499      4.32G   0.008384   0.008196   0.003154         61        640:  43%|####3     | 73/168 [00:14<00:18,  5.02it/s]
    205/499      4.32G   0.008384   0.008196   0.003154         61        640:  44%|####4     | 74/168 [00:14<00:18,  5.17it/s]
    205/499      4.32G   0.008392   0.008183   0.003138         61        640:  44%|####4     | 74/168 [00:14<00:18,  5.17it/s]
    205/499      4.32G   0.008392   0.008183   0.003138         61        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
    205/499      4.32G   0.008416    0.00819   0.003144         75        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
    205/499      4.32G   0.008416    0.00819   0.003144         75        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    205/499      4.32G   0.008425   0.008178   0.003141         55        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    205/499      4.32G   0.008425   0.008178   0.003141         55        640:  46%|####5     | 77/168 [00:14<00:17,  5.22it/s]
    205/499      4.32G   0.008403   0.008133   0.003137         53        640:  46%|####5     | 77/168 [00:14<00:17,  5.22it/s]
    205/499      4.32G   0.008403   0.008133   0.003137         53        640:  46%|####6     | 78/168 [00:14<00:17,  5.28it/s]
    205/499      4.32G   0.008397   0.008127   0.003131         73        640:  46%|####6     | 78/168 [00:15<00:17,  5.28it/s]
    205/499      4.32G   0.008397   0.008127   0.003131         73        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    205/499      4.32G   0.008393   0.008122    0.00312         59        640:  47%|####7     | 79/168 [00:15<00:17,  5.15it/s]
    205/499      4.32G   0.008393   0.008122    0.00312         59        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    205/499      4.32G   0.008387   0.008103   0.003117         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.23it/s]
    205/499      4.32G   0.008387   0.008103   0.003117         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    205/499      4.32G   0.008381    0.00811   0.003123         71        640:  48%|####8     | 81/168 [00:15<00:16,  5.31it/s]
    205/499      4.32G   0.008381    0.00811   0.003123         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    205/499      4.32G   0.008379   0.008101   0.003126         74        640:  49%|####8     | 82/168 [00:15<00:16,  5.18it/s]
    205/499      4.32G   0.008379   0.008101   0.003126         74        640:  49%|####9     | 83/168 [00:15<00:16,  5.26it/s]
    205/499      4.32G   0.008377   0.008118   0.003103         86        640:  49%|####9     | 83/168 [00:16<00:16,  5.26it/s]
    205/499      4.32G   0.008377   0.008118   0.003103         86        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    205/499      4.32G   0.008366   0.008106   0.003086         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    205/499      4.32G   0.008366   0.008106   0.003086         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.19it/s]
    205/499      4.32G   0.008377   0.008103   0.003101         57        640:  51%|#####     | 85/168 [00:16<00:16,  5.19it/s]
    205/499      4.32G   0.008377   0.008103   0.003101         57        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    205/499      4.32G   0.008368   0.008088   0.003081         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    205/499      4.32G   0.008368   0.008088   0.003081         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    205/499      4.32G   0.008376   0.008093   0.003083         59        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    205/499      4.32G   0.008376   0.008093   0.003083         59        640:  52%|#####2    | 88/168 [00:16<00:15,  5.12it/s]
    205/499      4.32G    0.00838   0.008118   0.003087         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.12it/s]
    205/499      4.32G    0.00838   0.008118   0.003087         76        640:  53%|#####2    | 89/168 [00:16<00:15,  5.23it/s]
    205/499      4.32G   0.008393   0.008105   0.003102         60        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    205/499      4.32G   0.008393   0.008105   0.003102         60        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    205/499      4.32G   0.008399   0.008117     0.0031         73        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    205/499      4.32G   0.008399   0.008117     0.0031         73        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    205/499      4.32G   0.008408   0.008116   0.003086         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    205/499      4.32G   0.008408   0.008116   0.003086         68        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    205/499      4.32G   0.008412   0.008126   0.003079         74        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    205/499      4.32G   0.008412   0.008126   0.003079         74        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    205/499      4.32G    0.00843   0.008124   0.003078         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    205/499      4.32G    0.00843   0.008124   0.003078         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.13it/s]
    205/499      4.32G    0.00843   0.008125   0.003055         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
    205/499      4.32G    0.00843   0.008125   0.003055         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    205/499      4.32G   0.008434   0.008131   0.003061         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    205/499      4.32G   0.008434   0.008131   0.003061         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    205/499      4.32G    0.00847   0.008126   0.003063         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    205/499      4.32G    0.00847   0.008126   0.003063         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    205/499      4.32G   0.008469   0.008135   0.003056         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    205/499      4.32G   0.008469   0.008135   0.003056         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.14it/s]
    205/499      4.32G   0.008471   0.008132   0.003062         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.14it/s]
    205/499      4.32G   0.008471   0.008132   0.003062         65        640:  59%|#####8    | 99/168 [00:18<00:13,  5.24it/s]
    205/499      4.32G   0.008474    0.00813   0.003059         55        640:  59%|#####8    | 99/168 [00:19<00:13,  5.24it/s]
    205/499      4.32G   0.008474    0.00813   0.003059         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    205/499      4.32G    0.00847   0.008112   0.003079         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    205/499      4.32G    0.00847   0.008112   0.003079         65        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    205/499      4.32G   0.008475   0.008103   0.003085         55        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    205/499      4.32G   0.008475   0.008103   0.003085         55        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    205/499      4.32G   0.008461   0.008091   0.003105         74        640:  61%|######    | 102/168 [00:19<00:12,  5.28it/s]
    205/499      4.32G   0.008461   0.008091   0.003105         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    205/499      4.32G   0.008463   0.008092   0.003109         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.14it/s]
    205/499      4.32G   0.008463   0.008092   0.003109         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.20it/s]
    205/499      4.32G   0.008467   0.008083   0.003088         64        640:  62%|######1   | 104/168 [00:20<00:12,  5.20it/s]
    205/499      4.32G   0.008467   0.008083   0.003088         64        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    205/499      4.32G   0.008468   0.008088    0.00309         72        640:  62%|######2   | 105/168 [00:20<00:11,  5.26it/s]
    205/499      4.32G   0.008468   0.008088    0.00309         72        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
    205/499      4.32G   0.008463    0.00809   0.003078         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.13it/s]
    205/499      4.32G   0.008463    0.00809   0.003078         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    205/499      4.32G   0.008463   0.008082   0.003102         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.22it/s]
    205/499      4.32G   0.008463   0.008082   0.003102         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    205/499      4.32G   0.008467   0.008084   0.003114         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.30it/s]
    205/499      4.32G   0.008467   0.008084   0.003114         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.18it/s]
    205/499      4.32G    0.00847   0.008085   0.003097         61        640:  65%|######4   | 109/168 [00:21<00:11,  5.18it/s]
    205/499      4.32G    0.00847   0.008085   0.003097         61        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    205/499      4.32G   0.008481   0.008073   0.003083         57        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    205/499      4.32G   0.008481   0.008073   0.003083         57        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    205/499      4.32G   0.008482   0.008083   0.003079         89        640:  66%|######6   | 111/168 [00:21<00:10,  5.35it/s]
    205/499      4.32G   0.008482   0.008083   0.003079         89        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
    205/499      4.32G   0.008481    0.00807   0.003066         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.19it/s]
    205/499      4.32G   0.008481    0.00807   0.003066         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    205/499      4.32G   0.008476   0.008077   0.003066         72        640:  67%|######7   | 113/168 [00:21<00:10,  5.26it/s]
    205/499      4.32G   0.008476   0.008077   0.003066         72        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    205/499      4.32G   0.008463   0.008077   0.003041         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    205/499      4.32G   0.008463   0.008077   0.003041         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.15it/s]
    205/499      4.32G   0.008446   0.008078   0.003066         79        640:  68%|######8   | 115/168 [00:22<00:10,  5.15it/s]
    205/499      4.32G   0.008446   0.008078   0.003066         79        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    205/499      4.32G   0.008435   0.008052   0.003074         54        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    205/499      4.32G   0.008435   0.008052   0.003074         54        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    205/499      4.32G   0.008432   0.008049   0.003069         66        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    205/499      4.32G   0.008432   0.008049   0.003069         66        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    205/499      4.32G    0.00842   0.008034   0.003062         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    205/499      4.32G    0.00842   0.008034   0.003062         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    205/499      4.32G   0.008436   0.008035   0.003055         72        640:  71%|#######   | 119/168 [00:22<00:09,  5.22it/s]
    205/499      4.32G   0.008436   0.008035   0.003055         72        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    205/499      4.32G   0.008432   0.008017   0.003069         57        640:  71%|#######1  | 120/168 [00:23<00:09,  5.31it/s]
    205/499      4.32G   0.008432   0.008017   0.003069         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    205/499      4.32G   0.008442   0.008027   0.003084         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    205/499      4.32G   0.008442   0.008027   0.003084         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    205/499      4.32G    0.00844   0.008028   0.003071         51        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    205/499      4.32G    0.00844   0.008028   0.003071         51        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    205/499      4.32G   0.008433   0.008017   0.003066         62        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    205/499      4.32G   0.008433   0.008017   0.003066         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    205/499      4.32G   0.008435    0.00803   0.003056         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    205/499      4.32G   0.008435    0.00803   0.003056         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    205/499      4.32G   0.008443    0.00803   0.003061         65        640:  74%|#######4  | 125/168 [00:24<00:08,  5.27it/s]
    205/499      4.32G   0.008443    0.00803   0.003061         65        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    205/499      4.32G   0.008436   0.008018   0.003053         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    205/499      4.32G   0.008436   0.008018   0.003053         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    205/499      4.32G   0.008438   0.008011   0.003094         66        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    205/499      4.32G   0.008438   0.008011   0.003094         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    205/499      4.32G   0.008435   0.008004   0.003081         61        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    205/499      4.32G   0.008435   0.008004   0.003081         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    205/499      4.32G   0.008439   0.008013   0.003092         74        640:  77%|#######6  | 129/168 [00:24<00:07,  5.28it/s]
    205/499      4.32G   0.008439   0.008013   0.003092         74        640:  77%|#######7  | 130/168 [00:24<00:07,  5.09it/s]
    205/499      4.32G   0.008437   0.008005     0.0031         63        640:  77%|#######7  | 130/168 [00:25<00:07,  5.09it/s]
    205/499      4.32G   0.008437   0.008005     0.0031         63        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    205/499      4.32G   0.008453   0.007998   0.003108         59        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    205/499      4.32G   0.008453   0.007998   0.003108         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.20it/s]
    205/499      4.32G   0.008455   0.007989   0.003108         57        640:  79%|#######8  | 132/168 [00:25<00:06,  5.20it/s]
    205/499      4.32G   0.008455   0.007989   0.003108         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
    205/499      4.32G   0.008461   0.007989    0.00309         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.12it/s]
    205/499      4.32G   0.008461   0.007989    0.00309         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    205/499      4.32G   0.008454   0.007992   0.003107         75        640:  80%|#######9  | 134/168 [00:25<00:06,  5.22it/s]
    205/499      4.32G   0.008454   0.007992   0.003107         75        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    205/499      4.32G   0.008458   0.008002   0.003108         76        640:  80%|########  | 135/168 [00:25<00:06,  5.29it/s]
    205/499      4.32G   0.008458   0.008002   0.003108         76        640:  81%|########  | 136/168 [00:25<00:06,  5.17it/s]
    205/499      4.32G   0.008463   0.008006   0.003121         79        640:  81%|########  | 136/168 [00:26<00:06,  5.17it/s]
    205/499      4.32G   0.008463   0.008006   0.003121         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    205/499      4.32G   0.008463   0.008013    0.00314         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.24it/s]
    205/499      4.32G   0.008463   0.008013    0.00314         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    205/499      4.32G   0.008458   0.008004    0.00314         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.29it/s]
    205/499      4.32G   0.008458   0.008004    0.00314         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    205/499      4.32G   0.008451   0.008005   0.003146         82        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    205/499      4.32G   0.008451   0.008005   0.003146         82        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    205/499      4.32G   0.008446   0.008011   0.003138         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    205/499      4.32G   0.008446   0.008011   0.003138         59        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    205/499      4.32G   0.008442   0.008011   0.003129         70        640:  84%|########3 | 141/168 [00:27<00:05,  5.33it/s]
    205/499      4.32G   0.008442   0.008011   0.003129         70        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    205/499      4.32G   0.008441   0.008017    0.00312         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    205/499      4.32G   0.008441   0.008017    0.00312         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    205/499      4.32G   0.008445   0.008029   0.003113         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    205/499      4.32G   0.008445   0.008029   0.003113         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    205/499      4.32G   0.008443   0.008016   0.003108         61        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    205/499      4.32G   0.008443   0.008016   0.003108         61        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    205/499      4.32G   0.008452   0.008023   0.003092         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    205/499      4.32G   0.008452   0.008023   0.003092         69        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    205/499      4.32G    0.00846    0.00803   0.003095         61        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    205/499      4.32G    0.00846    0.00803   0.003095         61        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    205/499      4.32G   0.008457   0.008039   0.003109         89        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    205/499      4.32G   0.008457   0.008039   0.003109         89        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    205/499      4.32G   0.008457   0.008044   0.003099         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    205/499      4.32G   0.008457   0.008044   0.003099         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    205/499      4.32G   0.008459   0.008045     0.0031         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    205/499      4.32G   0.008459   0.008045     0.0031         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    205/499      4.32G   0.008468   0.008046   0.003099         62        640:  89%|########9 | 150/168 [00:28<00:03,  5.32it/s]
    205/499      4.32G   0.008468   0.008046   0.003099         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.18it/s]
    205/499      4.32G   0.008473   0.008042   0.003116         53        640:  90%|########9 | 151/168 [00:29<00:03,  5.18it/s]
    205/499      4.32G   0.008473   0.008042   0.003116         53        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    205/499      4.32G   0.008478    0.00803   0.003127         52        640:  90%|######### | 152/168 [00:29<00:03,  5.23it/s]
    205/499      4.32G   0.008478    0.00803   0.003127         52        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    205/499      4.32G   0.008488   0.008023   0.003132         61        640:  91%|#########1| 153/168 [00:29<00:02,  5.30it/s]
    205/499      4.32G   0.008488   0.008023   0.003132         61        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    205/499      4.32G   0.008484   0.008016   0.003123         52        640:  92%|#########1| 154/168 [00:29<00:02,  5.15it/s]
    205/499      4.32G   0.008484   0.008016   0.003123         52        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    205/499      4.32G   0.008481   0.008013   0.003114         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    205/499      4.32G   0.008481   0.008013   0.003114         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    205/499      4.32G   0.008482   0.008018   0.003103         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    205/499      4.32G   0.008482   0.008018   0.003103         76        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    205/499      4.32G   0.008488   0.008016   0.003103         60        640:  93%|#########3| 157/168 [00:30<00:02,  5.17it/s]
    205/499      4.32G   0.008488   0.008016   0.003103         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    205/499      4.32G   0.008482   0.008011   0.003122         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    205/499      4.32G   0.008482   0.008011   0.003122         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    205/499      4.32G   0.008482   0.008014   0.003123         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    205/499      4.32G   0.008482   0.008014   0.003123         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    205/499      4.32G   0.008473   0.008005   0.003119         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    205/499      4.32G   0.008473   0.008005   0.003119         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    205/499      4.32G   0.008475   0.008009   0.003122         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    205/499      4.32G   0.008475   0.008009   0.003122         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    205/499      4.32G   0.008475   0.008007    0.00312         66        640:  96%|#########6| 162/168 [00:31<00:01,  5.34it/s]
    205/499      4.32G   0.008475   0.008007    0.00312         66        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    205/499      4.32G   0.008498   0.008013   0.003136         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    205/499      4.32G   0.008498   0.008013   0.003136         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    205/499      4.32G   0.008493   0.008012   0.003134         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.26it/s]
    205/499      4.32G   0.008493   0.008012   0.003134         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    205/499      4.32G   0.008483   0.008011   0.003137         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    205/499      4.32G   0.008483   0.008011   0.003137         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    205/499      4.32G   0.008485   0.008019   0.003141         79        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    205/499      4.32G   0.008485   0.008019   0.003141         79        640:  99%|#########9| 167/168 [00:31<00:00,  5.24it/s]
    205/499      4.32G   0.008489   0.008029    0.00314         31        640:  99%|#########9| 167/168 [00:32<00:00,  5.24it/s]
    205/499      4.32G   0.008489   0.008029    0.00314         31        640: 100%|##########| 168/168 [00:32<00:00,  5.40it/s]
    205/499      4.32G   0.008489   0.008029    0.00314         31        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.848      0.849      0.875      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    206/499      4.32G   0.008628   0.009693   0.002657         62        640:   0%|          | 0/168 [00:00<?, ?it/s]
    206/499      4.32G   0.008628   0.009693   0.002657         62        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    206/499      4.32G   0.008063   0.008049   0.002408         68        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    206/499      4.32G   0.008063   0.008049   0.002408         68        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    206/499      4.32G   0.008225   0.007773   0.003008         63        640:   1%|1         | 2/168 [00:00<00:32,  5.14it/s]
    206/499      4.32G   0.008225   0.007773   0.003008         63        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    206/499      4.32G   0.008142   0.007778   0.003389         61        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    206/499      4.32G   0.008142   0.007778   0.003389         61        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    206/499      4.32G   0.008121   0.007733   0.003029         61        640:   2%|2         | 4/168 [00:00<00:32,  5.12it/s]
    206/499      4.32G   0.008121   0.007733   0.003029         61        640:   3%|2         | 5/168 [00:00<00:31,  5.24it/s]
    206/499      4.32G   0.008004    0.00763   0.003313         73        640:   3%|2         | 5/168 [00:01<00:31,  5.24it/s]
    206/499      4.32G   0.008004    0.00763   0.003313         73        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    206/499      4.32G   0.007956   0.007646    0.00326         63        640:   4%|3         | 6/168 [00:01<00:30,  5.28it/s]
    206/499      4.32G   0.007956   0.007646    0.00326         63        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    206/499      4.32G   0.007895   0.007551   0.003131         61        640:   4%|4         | 7/168 [00:01<00:31,  5.11it/s]
    206/499      4.32G   0.007895   0.007551   0.003131         61        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    206/499      4.32G   0.008017   0.007474   0.002901         67        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    206/499      4.32G   0.008017   0.007474   0.002901         67        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    206/499      4.32G   0.007998   0.007565   0.003019         80        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    206/499      4.32G   0.007998   0.007565   0.003019         80        640:   6%|5         | 10/168 [00:01<00:30,  5.16it/s]
    206/499      4.32G    0.00799   0.007577   0.003061         60        640:   6%|5         | 10/168 [00:02<00:30,  5.16it/s]
    206/499      4.32G    0.00799   0.007577   0.003061         60        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    206/499      4.32G   0.008078   0.007825   0.003161         96        640:   7%|6         | 11/168 [00:02<00:29,  5.23it/s]
    206/499      4.32G   0.008078   0.007825   0.003161         96        640:   7%|7         | 12/168 [00:02<00:29,  5.23it/s]
    206/499      4.32G   0.008096   0.007857   0.002942         58        640:   7%|7         | 12/168 [00:02<00:29,  5.23it/s]
    206/499      4.32G   0.008096   0.007857   0.002942         58        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    206/499      4.32G   0.008058   0.007791   0.002916         67        640:   8%|7         | 13/168 [00:02<00:30,  5.12it/s]
    206/499      4.32G   0.008058   0.007791   0.002916         67        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    206/499      4.32G   0.008015   0.007783   0.002909         70        640:   8%|8         | 14/168 [00:02<00:29,  5.22it/s]
    206/499      4.32G   0.008015   0.007783   0.002909         70        640:   9%|8         | 15/168 [00:02<00:28,  5.28it/s]
    206/499      4.32G   0.007988   0.007728   0.002933         69        640:   9%|8         | 15/168 [00:03<00:28,  5.28it/s]
    206/499      4.32G   0.007988   0.007728   0.002933         69        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    206/499      4.32G   0.008084    0.00782   0.002997         73        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    206/499      4.32G   0.008084    0.00782   0.002997         73        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    206/499      4.32G   0.008045   0.007755   0.002951         74        640:  10%|#         | 17/168 [00:03<00:28,  5.25it/s]
    206/499      4.32G   0.008045   0.007755   0.002951         74        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    206/499      4.32G   0.008023   0.007775   0.002842         74        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    206/499      4.32G   0.008023   0.007775   0.002842         74        640:  11%|#1        | 19/168 [00:03<00:29,  5.14it/s]
    206/499      4.32G   0.007981   0.007751   0.002794         70        640:  11%|#1        | 19/168 [00:03<00:29,  5.14it/s]
    206/499      4.32G   0.007981   0.007751   0.002794         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.16it/s]
    206/499      4.32G   0.007992   0.007786   0.002784         76        640:  12%|#1        | 20/168 [00:04<00:28,  5.16it/s]
    206/499      4.32G   0.007992   0.007786   0.002784         76        640:  12%|#2        | 21/168 [00:04<00:28,  5.25it/s]
    206/499      4.32G   0.008046   0.007867   0.002778         78        640:  12%|#2        | 21/168 [00:04<00:28,  5.25it/s]
    206/499      4.32G   0.008046   0.007867   0.002778         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    206/499      4.32G    0.00801    0.00783   0.002784         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.15it/s]
    206/499      4.32G    0.00801    0.00783   0.002784         66        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    206/499      4.32G   0.007999   0.007917    0.00277         77        640:  14%|#3        | 23/168 [00:04<00:27,  5.23it/s]
    206/499      4.32G   0.007999   0.007917    0.00277         77        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    206/499      4.32G   0.008021   0.007897   0.002855         57        640:  14%|#4        | 24/168 [00:04<00:27,  5.30it/s]
    206/499      4.32G   0.008021   0.007897   0.002855         57        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
    206/499      4.32G    0.00799   0.007945   0.002839         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
    206/499      4.32G    0.00799   0.007945   0.002839         81        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    206/499      4.32G   0.008024    0.00797   0.002788         61        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    206/499      4.32G   0.008024    0.00797   0.002788         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
    206/499      4.32G   0.008022   0.007915   0.002698         64        640:  16%|#6        | 27/168 [00:05<00:26,  5.26it/s]
    206/499      4.32G   0.008022   0.007915   0.002698         64        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    206/499      4.32G   0.008021    0.00795   0.002615         68        640:  17%|#6        | 28/168 [00:05<00:27,  5.14it/s]
    206/499      4.32G   0.008021    0.00795   0.002615         68        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    206/499      4.32G   0.008095   0.008012   0.002607         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.23it/s]
    206/499      4.32G   0.008095   0.008012   0.002607         67        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    206/499      4.32G   0.008067   0.007986   0.002654         73        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    206/499      4.32G   0.008067   0.007986   0.002654         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    206/499      4.32G   0.008101   0.007982   0.002617         60        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    206/499      4.32G   0.008101   0.007982   0.002617         60        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    206/499      4.32G   0.008078   0.007927    0.00257         69        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    206/499      4.32G   0.008078   0.007927    0.00257         69        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    206/499      4.32G   0.008092   0.007908   0.002626         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.26it/s]
    206/499      4.32G   0.008092   0.007908   0.002626         59        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    206/499      4.32G   0.008087   0.007934   0.002612         77        640:  20%|##        | 34/168 [00:06<00:25,  5.17it/s]
    206/499      4.32G   0.008087   0.007934   0.002612         77        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    206/499      4.32G   0.008103   0.007942    0.00261         68        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    206/499      4.32G   0.008103   0.007942    0.00261         68        640:  21%|##1       | 36/168 [00:06<00:24,  5.31it/s]
    206/499      4.32G   0.008067    0.00796     0.0026         77        640:  21%|##1       | 36/168 [00:07<00:24,  5.31it/s]
    206/499      4.32G   0.008067    0.00796     0.0026         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    206/499      4.32G   0.008063   0.007954   0.002605         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.17it/s]
    206/499      4.32G   0.008063   0.007954   0.002605         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    206/499      4.32G   0.008076   0.007926   0.002623         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    206/499      4.32G   0.008076   0.007926   0.002623         58        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    206/499      4.32G   0.008092   0.007896   0.002618         63        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    206/499      4.32G   0.008092   0.007896   0.002618         63        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    206/499      4.32G   0.008084   0.007908    0.00269         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    206/499      4.32G   0.008084   0.007908    0.00269         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    206/499      4.32G   0.008119   0.007947   0.002714         74        640:  24%|##4       | 41/168 [00:08<00:24,  5.22it/s]
    206/499      4.32G   0.008119   0.007947   0.002714         74        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    206/499      4.32G    0.00813   0.007935   0.002817         65        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    206/499      4.32G    0.00813   0.007935   0.002817         65        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    206/499      4.32G   0.008107   0.007896   0.002796         58        640:  26%|##5       | 43/168 [00:08<00:24,  5.13it/s]
    206/499      4.32G   0.008107   0.007896   0.002796         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    206/499      4.32G   0.008095   0.007878   0.002768         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.21it/s]
    206/499      4.32G   0.008095   0.007878   0.002768         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    206/499      4.32G    0.00808   0.007909   0.002816         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    206/499      4.32G    0.00808   0.007909   0.002816         75        640:  27%|##7       | 46/168 [00:08<00:23,  5.14it/s]
    206/499      4.32G   0.008098   0.007965   0.002814         90        640:  27%|##7       | 46/168 [00:09<00:23,  5.14it/s]
    206/499      4.32G   0.008098   0.007965   0.002814         90        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    206/499      4.32G   0.008098   0.007955   0.002824         80        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    206/499      4.32G   0.008098   0.007955   0.002824         80        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    206/499      4.32G   0.008125   0.007948   0.002821         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.32it/s]
    206/499      4.32G   0.008125   0.007948   0.002821         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    206/499      4.32G   0.008111   0.007919   0.002793         50        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    206/499      4.32G   0.008111   0.007919   0.002793         50        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    206/499      4.32G   0.008103   0.007904   0.002782         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    206/499      4.32G   0.008103   0.007904   0.002782         67        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    206/499      4.32G   0.008071   0.007857   0.002793         66        640:  30%|###       | 51/168 [00:09<00:21,  5.32it/s]
    206/499      4.32G   0.008071   0.007857   0.002793         66        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    206/499      4.32G   0.008104   0.007924   0.002792         78        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    206/499      4.32G   0.008104   0.007924   0.002792         78        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    206/499      4.32G   0.008103   0.007888   0.002797         57        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    206/499      4.32G   0.008103   0.007888   0.002797         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    206/499      4.32G   0.008093   0.007891   0.002763         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.36it/s]
    206/499      4.32G   0.008093   0.007891   0.002763         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
    206/499      4.32G   0.008089   0.007837   0.002795         47        640:  33%|###2      | 55/168 [00:10<00:21,  5.24it/s]
    206/499      4.32G   0.008089   0.007837   0.002795         47        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
    206/499      4.32G   0.008101   0.007854   0.002822         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.33it/s]
    206/499      4.32G   0.008101   0.007854   0.002822         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    206/499      4.32G   0.008094   0.007835   0.002836         70        640:  34%|###3      | 57/168 [00:11<00:20,  5.37it/s]
    206/499      4.32G   0.008094   0.007835   0.002836         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    206/499      4.32G   0.008066   0.007848   0.002841         82        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    206/499      4.32G   0.008066   0.007848   0.002841         82        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    206/499      4.32G   0.008094   0.007873    0.00282         80        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    206/499      4.32G   0.008094   0.007873    0.00282         80        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    206/499      4.32G   0.008103   0.007863     0.0028         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    206/499      4.32G   0.008103   0.007863     0.0028         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    206/499      4.32G   0.008124   0.007894   0.002834         86        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    206/499      4.32G   0.008124   0.007894   0.002834         86        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    206/499      4.32G   0.008091   0.007878   0.002818         70        640:  37%|###6      | 62/168 [00:12<00:20,  5.27it/s]
    206/499      4.32G   0.008091   0.007878   0.002818         70        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    206/499      4.32G   0.008083    0.00787   0.002815         65        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    206/499      4.32G   0.008083    0.00787   0.002815         65        640:  38%|###8      | 64/168 [00:12<00:21,  4.86it/s]
    206/499      4.32G    0.00811   0.007861   0.002819         53        640:  38%|###8      | 64/168 [00:12<00:21,  4.86it/s]
    206/499      4.32G    0.00811   0.007861   0.002819         53        640:  39%|###8      | 65/168 [00:12<00:20,  5.06it/s]
    206/499      4.32G   0.008107   0.007864   0.002831         59        640:  39%|###8      | 65/168 [00:12<00:20,  5.06it/s]
    206/499      4.32G   0.008107   0.007864   0.002831         59        640:  39%|###9      | 66/168 [00:12<00:19,  5.16it/s]
    206/499      4.32G   0.008112   0.007874   0.002849         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.16it/s]
    206/499      4.32G   0.008112   0.007874   0.002849         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.08it/s]
    206/499      4.32G   0.008147   0.007851   0.002865         55        640:  40%|###9      | 67/168 [00:13<00:19,  5.08it/s]
    206/499      4.32G   0.008147   0.007851   0.002865         55        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
    206/499      4.32G   0.008165   0.007854   0.002888         59        640:  40%|####      | 68/168 [00:13<00:19,  5.22it/s]
    206/499      4.32G   0.008165   0.007854   0.002888         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    206/499      4.32G   0.008179   0.007839   0.002895         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    206/499      4.32G   0.008179   0.007839   0.002895         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    206/499      4.32G   0.008191   0.007853   0.002891         69        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    206/499      4.32G   0.008191   0.007853   0.002891         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    206/499      4.32G   0.008216   0.007853   0.002885         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    206/499      4.32G   0.008216   0.007853   0.002885         66        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    206/499      4.32G    0.00821   0.007849   0.002913         65        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    206/499      4.32G    0.00821   0.007849   0.002913         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    206/499      4.32G   0.008196   0.007839   0.002911         68        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    206/499      4.32G   0.008196   0.007839   0.002911         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    206/499      4.32G   0.008192   0.007851   0.002932         66        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    206/499      4.32G   0.008192   0.007851   0.002932         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    206/499      4.32G   0.008192   0.007855    0.00291         66        640:  45%|####4     | 75/168 [00:14<00:17,  5.34it/s]
    206/499      4.32G   0.008192   0.007855    0.00291         66        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    206/499      4.32G   0.008198   0.007843   0.002898         69        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    206/499      4.32G   0.008198   0.007843   0.002898         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    206/499      4.32G   0.008209   0.007839   0.002872         51        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    206/499      4.32G   0.008209   0.007839   0.002872         51        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    206/499      4.32G   0.008197   0.007842   0.002871         64        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    206/499      4.32G   0.008197   0.007842   0.002871         64        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    206/499      4.32G   0.008193   0.007827   0.002891         56        640:  47%|####7     | 79/168 [00:15<00:17,  5.18it/s]
    206/499      4.32G   0.008193   0.007827   0.002891         56        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    206/499      4.32G   0.008191   0.007824   0.002896         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.28it/s]
    206/499      4.32G   0.008191   0.007824   0.002896         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    206/499      4.32G   0.008201   0.007825   0.002906         65        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    206/499      4.32G   0.008201   0.007825   0.002906         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    206/499      4.32G   0.008194   0.007816   0.002922         71        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    206/499      4.32G   0.008194   0.007816   0.002922         71        640:  49%|####9     | 83/168 [00:15<00:16,  5.28it/s]
    206/499      4.32G   0.008186   0.007812   0.002934         70        640:  49%|####9     | 83/168 [00:16<00:16,  5.28it/s]
    206/499      4.32G   0.008186   0.007812   0.002934         70        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    206/499      4.32G   0.008175   0.007828   0.002986         85        640:  50%|#####     | 84/168 [00:16<00:15,  5.36it/s]
    206/499      4.32G   0.008175   0.007828   0.002986         85        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    206/499      4.32G   0.008176   0.007828   0.002976         67        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    206/499      4.32G   0.008176   0.007828   0.002976         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    206/499      4.32G   0.008185    0.00782   0.002978         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    206/499      4.32G   0.008185    0.00782   0.002978         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    206/499      4.32G   0.008181   0.007803   0.002961         68        640:  52%|#####1    | 87/168 [00:16<00:15,  5.35it/s]
    206/499      4.32G   0.008181   0.007803   0.002961         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    206/499      4.32G   0.008181   0.007804   0.002998         71        640:  52%|#####2    | 88/168 [00:17<00:15,  5.21it/s]
    206/499      4.32G   0.008181   0.007804   0.002998         71        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    206/499      4.32G   0.008178   0.007829      0.003         84        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    206/499      4.32G   0.008178   0.007829      0.003         84        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    206/499      4.32G   0.008171   0.007838   0.002996         67        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    206/499      4.32G   0.008171   0.007838   0.002996         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    206/499      4.32G    0.00817   0.007856   0.003007         79        640:  54%|#####4    | 91/168 [00:17<00:14,  5.22it/s]
    206/499      4.32G    0.00817   0.007856   0.003007         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    206/499      4.32G   0.008169   0.007865   0.002989         79        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    206/499      4.32G   0.008169   0.007865   0.002989         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    206/499      4.32G    0.00817   0.007879   0.002981         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    206/499      4.32G    0.00817   0.007879   0.002981         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.17it/s]
    206/499      4.32G   0.008172    0.00787   0.002968         60        640:  56%|#####5    | 94/168 [00:18<00:14,  5.17it/s]
    206/499      4.32G   0.008172    0.00787   0.002968         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    206/499      4.32G   0.008169   0.007874   0.002953         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    206/499      4.32G   0.008169   0.007874   0.002953         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    206/499      4.32G   0.008155   0.007869   0.002971         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    206/499      4.32G   0.008155   0.007869   0.002971         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    206/499      4.32G   0.008143   0.007858   0.002983         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    206/499      4.32G   0.008143   0.007858   0.002983         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    206/499      4.32G    0.00815   0.007854    0.00302         54        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    206/499      4.32G    0.00815   0.007854    0.00302         54        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    206/499      4.32G   0.008149   0.007872   0.003016         77        640:  59%|#####8    | 99/168 [00:19<00:12,  5.33it/s]
    206/499      4.32G   0.008149   0.007872   0.003016         77        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    206/499      4.32G   0.008157   0.007873   0.003005         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    206/499      4.32G   0.008157   0.007873   0.003005         65        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    206/499      4.32G   0.008151   0.007863   0.002992         63        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    206/499      4.32G   0.008151   0.007863   0.002992         63        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    206/499      4.32G   0.008167   0.007867   0.002997         73        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    206/499      4.32G   0.008167   0.007867   0.002997         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    206/499      4.32G   0.008153   0.007862   0.003019         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.18it/s]
    206/499      4.32G   0.008153   0.007862   0.003019         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.29it/s]
    206/499      4.32G   0.008161   0.007873   0.003016         69        640:  62%|######1   | 104/168 [00:20<00:12,  5.29it/s]
    206/499      4.32G   0.008161   0.007873   0.003016         69        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    206/499      4.32G   0.008167   0.007858   0.002998         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    206/499      4.32G   0.008167   0.007858   0.002998         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    206/499      4.32G   0.008164   0.007877   0.002993         82        640:  63%|######3   | 106/168 [00:20<00:11,  5.24it/s]
    206/499      4.32G   0.008164   0.007877   0.002993         82        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    206/499      4.32G   0.008171    0.00787   0.002983         61        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    206/499      4.32G   0.008171    0.00787   0.002983         61        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    206/499      4.32G   0.008175    0.00787   0.002957         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    206/499      4.32G   0.008175    0.00787   0.002957         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.20it/s]
    206/499      4.32G   0.008187   0.007876   0.002938         67        640:  65%|######4   | 109/168 [00:21<00:11,  5.20it/s]
    206/499      4.32G   0.008187   0.007876   0.002938         67        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    206/499      4.32G   0.008193   0.007877   0.002929         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    206/499      4.32G   0.008193   0.007877   0.002929         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    206/499      4.32G   0.008202   0.007875   0.002904         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    206/499      4.32G   0.008202   0.007875   0.002904         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    206/499      4.32G   0.008212   0.007881    0.00288         55        640:  67%|######6   | 112/168 [00:21<00:10,  5.20it/s]
    206/499      4.32G   0.008212   0.007881    0.00288         55        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    206/499      4.32G   0.008223   0.007884   0.002865         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    206/499      4.32G   0.008223   0.007884   0.002865         59        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    206/499      4.32G   0.008219   0.007876   0.002874         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    206/499      4.32G   0.008219   0.007876   0.002874         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    206/499      4.32G   0.008232   0.007887   0.002864         71        640:  68%|######8   | 115/168 [00:22<00:10,  5.23it/s]
    206/499      4.32G   0.008232   0.007887   0.002864         71        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    206/499      4.32G   0.008252   0.007919   0.002877         89        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    206/499      4.32G   0.008252   0.007919   0.002877         89        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    206/499      4.32G   0.008264    0.00793   0.002865         70        640:  70%|######9   | 117/168 [00:22<00:09,  5.35it/s]
    206/499      4.32G   0.008264    0.00793   0.002865         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    206/499      4.32G   0.008262   0.007941   0.002858         81        640:  70%|#######   | 118/168 [00:22<00:09,  5.22it/s]
    206/499      4.32G   0.008262   0.007941   0.002858         81        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    206/499      4.32G   0.008269   0.007939   0.002853         76        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    206/499      4.32G   0.008269   0.007939   0.002853         76        640:  71%|#######1  | 120/168 [00:22<00:09,  5.22it/s]
    206/499      4.32G   0.008274   0.007936   0.002858         64        640:  71%|#######1  | 120/168 [00:23<00:09,  5.22it/s]
    206/499      4.32G   0.008274   0.007936   0.002858         64        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    206/499      4.32G   0.008267   0.007938   0.002874         79        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    206/499      4.32G   0.008267   0.007938   0.002874         79        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    206/499      4.32G    0.00826   0.007945    0.00287         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    206/499      4.32G    0.00826   0.007945    0.00287         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    206/499      4.32G   0.008257   0.007941   0.002914         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    206/499      4.32G   0.008257   0.007941   0.002914         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    206/499      4.32G   0.008249   0.007948   0.002911         76        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    206/499      4.32G   0.008249   0.007948   0.002911         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    206/499      4.32G    0.00825   0.007944   0.002913         58        640:  74%|#######4  | 125/168 [00:24<00:08,  5.27it/s]
    206/499      4.32G    0.00825   0.007944   0.002913         58        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    206/499      4.32G   0.008252   0.007936   0.002924         70        640:  75%|#######5  | 126/168 [00:24<00:07,  5.31it/s]
    206/499      4.32G   0.008252   0.007936   0.002924         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    206/499      4.32G   0.008252    0.00793    0.00293         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    206/499      4.32G   0.008252    0.00793    0.00293         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    206/499      4.32G   0.008248   0.007927   0.002922         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.23it/s]
    206/499      4.32G   0.008248   0.007927   0.002922         70        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    206/499      4.32G   0.008242   0.007932   0.002951         69        640:  77%|#######6  | 129/168 [00:24<00:07,  5.29it/s]
    206/499      4.32G   0.008242   0.007932   0.002951         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    206/499      4.32G   0.008235   0.007927   0.002961         69        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    206/499      4.32G   0.008235   0.007927   0.002961         69        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    206/499      4.32G    0.00823   0.007919   0.002961         67        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    206/499      4.32G    0.00823   0.007919   0.002961         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    206/499      4.32G   0.008225   0.007909    0.00295         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    206/499      4.32G   0.008225   0.007909    0.00295         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    206/499      4.32G   0.008223   0.007903   0.002944         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    206/499      4.32G   0.008223   0.007903   0.002944         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    206/499      4.32G    0.00822   0.007907   0.002941         78        640:  80%|#######9  | 134/168 [00:25<00:06,  5.23it/s]
    206/499      4.32G    0.00822   0.007907   0.002941         78        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    206/499      4.32G   0.008228   0.007907   0.002941         65        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    206/499      4.32G   0.008228   0.007907   0.002941         65        640:  81%|########  | 136/168 [00:25<00:06,  5.15it/s]
    206/499      4.32G   0.008238   0.007893   0.002979         60        640:  81%|########  | 136/168 [00:26<00:06,  5.15it/s]
    206/499      4.32G   0.008238   0.007893   0.002979         60        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    206/499      4.32G   0.008244     0.0079   0.002967         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    206/499      4.32G   0.008244     0.0079   0.002967         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    206/499      4.32G   0.008247   0.007898   0.002979         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    206/499      4.32G   0.008247   0.007898   0.002979         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    206/499      4.32G   0.008248   0.007914   0.002973         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.17it/s]
    206/499      4.32G   0.008248   0.007914   0.002973         72        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    206/499      4.32G   0.008258   0.007917   0.002968         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    206/499      4.32G   0.008258   0.007917   0.002968         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    206/499      4.32G   0.008253   0.007928   0.002969         73        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    206/499      4.32G   0.008253   0.007928   0.002969         73        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    206/499      4.32G   0.008247   0.007918    0.00297         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    206/499      4.32G   0.008247   0.007918    0.00297         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    206/499      4.32G   0.008242   0.007908   0.002971         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.21it/s]
    206/499      4.32G   0.008242   0.007908   0.002971         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    206/499      4.32G   0.008239   0.007915   0.002981         81        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    206/499      4.32G   0.008239   0.007915   0.002981         81        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    206/499      4.32G   0.008236   0.007916   0.002965         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    206/499      4.32G   0.008236   0.007916   0.002965         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.27it/s]
    206/499      4.32G    0.00823   0.007914   0.002962         59        640:  87%|########6 | 146/168 [00:28<00:04,  5.27it/s]
    206/499      4.32G    0.00823   0.007914   0.002962         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    206/499      4.32G   0.008228   0.007908   0.002964         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    206/499      4.32G   0.008228   0.007908   0.002964         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    206/499      4.32G   0.008217   0.007898   0.002987         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    206/499      4.32G   0.008217   0.007898   0.002987         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    206/499      4.32G   0.008216     0.0079   0.002983         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    206/499      4.32G   0.008216     0.0079   0.002983         73        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    206/499      4.32G   0.008209   0.007901   0.002997         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    206/499      4.32G   0.008209   0.007901   0.002997         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    206/499      4.32G   0.008215   0.007925    0.00299         76        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
    206/499      4.32G   0.008215   0.007925    0.00299         76        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    206/499      4.32G   0.008207   0.007923   0.002994         65        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    206/499      4.32G   0.008207   0.007923   0.002994         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    206/499      4.32G   0.008214    0.00792    0.00299         65        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    206/499      4.32G   0.008214    0.00792    0.00299         65        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    206/499      4.32G   0.008207   0.007904   0.002987         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.22it/s]
    206/499      4.32G   0.008207   0.007904   0.002987         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    206/499      4.32G   0.008213    0.00793   0.003004         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    206/499      4.32G   0.008213    0.00793   0.003004         80        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    206/499      4.32G   0.008217   0.007925    0.00303         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    206/499      4.32G   0.008217   0.007925    0.00303         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.19it/s]
    206/499      4.32G   0.008223   0.007934   0.003012         70        640:  93%|#########3| 157/168 [00:30<00:02,  5.19it/s]
    206/499      4.32G   0.008223   0.007934   0.003012         70        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    206/499      4.32G   0.008222   0.007922   0.003018         60        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    206/499      4.32G   0.008222   0.007922   0.003018         60        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    206/499      4.32G   0.008218   0.007915   0.003026         55        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    206/499      4.32G   0.008218   0.007915   0.003026         55        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    206/499      4.32G   0.008212   0.007909   0.003019         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.18it/s]
    206/499      4.32G   0.008212   0.007909   0.003019         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    206/499      4.32G   0.008207   0.007904   0.003024         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.26it/s]
    206/499      4.32G   0.008207   0.007904   0.003024         68        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    206/499      4.32G   0.008212   0.007896   0.003023         59        640:  96%|#########6| 162/168 [00:31<00:01,  5.34it/s]
    206/499      4.32G   0.008212   0.007896   0.003023         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    206/499      4.32G   0.008203   0.007882   0.003055         57        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    206/499      4.32G   0.008203   0.007882   0.003055         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    206/499      4.32G   0.008206   0.007891   0.003048         73        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    206/499      4.32G   0.008206   0.007891   0.003048         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    206/499      4.32G     0.0082     0.0079   0.003053         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.30it/s]
    206/499      4.32G     0.0082     0.0079   0.003053         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    206/499      4.32G   0.008192   0.007896   0.003057         59        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    206/499      4.32G   0.008192   0.007896   0.003057         59        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    206/499      4.32G   0.008193   0.007896   0.003041         34        640:  99%|#########9| 167/168 [00:32<00:00,  5.27it/s]
    206/499      4.32G   0.008193   0.007896   0.003041         34        640: 100%|##########| 168/168 [00:32<00:00,  5.44it/s]
    206/499      4.32G   0.008193   0.007896   0.003041         34        640: 100%|##########| 168/168 [00:32<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.844      0.854      0.876      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    207/499      4.32G   0.006789   0.005092   0.006438         46        640:   0%|          | 0/168 [00:00<?, ?it/s]
    207/499      4.32G   0.006789   0.005092   0.006438         46        640:   1%|          | 1/168 [00:00<00:32,  5.11it/s]
    207/499      4.32G   0.008587   0.007405   0.007023         61        640:   1%|          | 1/168 [00:00<00:32,  5.11it/s]
    207/499      4.32G   0.008587   0.007405   0.007023         61        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    207/499      4.32G   0.008394   0.007721   0.006502         67        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    207/499      4.32G   0.008394   0.007721   0.006502         67        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    207/499      4.32G   0.008195   0.007295   0.005073         59        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    207/499      4.32G   0.008195   0.007295   0.005073         59        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    207/499      4.32G   0.008467   0.007526   0.004364         82        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    207/499      4.32G   0.008467   0.007526   0.004364         82        640:   3%|2         | 5/168 [00:00<00:30,  5.30it/s]
    207/499      4.32G   0.008366   0.007723   0.003875         67        640:   3%|2         | 5/168 [00:01<00:30,  5.30it/s]
    207/499      4.32G   0.008366   0.007723   0.003875         67        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    207/499      4.32G   0.008315   0.007426   0.003723         59        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    207/499      4.32G   0.008315   0.007426   0.003723         59        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
    207/499      4.32G   0.008238    0.00753   0.003712         71        640:   4%|4         | 7/168 [00:01<00:31,  5.09it/s]
    207/499      4.32G   0.008238    0.00753   0.003712         71        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    207/499      4.32G   0.008199    0.00743   0.003579         77        640:   5%|4         | 8/168 [00:01<00:30,  5.19it/s]
    207/499      4.32G   0.008199    0.00743   0.003579         77        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    207/499      4.32G   0.008232    0.00758   0.003626         79        640:   5%|5         | 9/168 [00:01<00:30,  5.26it/s]
    207/499      4.32G   0.008232    0.00758   0.003626         79        640:   6%|5         | 10/168 [00:01<00:30,  5.12it/s]
    207/499      4.32G   0.008226    0.00781   0.003588         82        640:   6%|5         | 10/168 [00:02<00:30,  5.12it/s]
    207/499      4.32G   0.008226    0.00781   0.003588         82        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    207/499      4.32G   0.008153   0.007859   0.003605         80        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    207/499      4.32G   0.008153   0.007859   0.003605         80        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    207/499      4.32G   0.008222   0.007927   0.003909         69        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    207/499      4.32G   0.008222   0.007927   0.003909         69        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    207/499      4.32G   0.008191   0.008004   0.003725         77        640:   8%|7         | 13/168 [00:02<00:29,  5.18it/s]
    207/499      4.32G   0.008191   0.008004   0.003725         77        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    207/499      4.32G    0.00812   0.008012   0.003563         71        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    207/499      4.32G    0.00812   0.008012   0.003563         71        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    207/499      4.32G   0.008107    0.00812   0.003577         85        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    207/499      4.32G   0.008107    0.00812   0.003577         85        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    207/499      4.32G   0.008223   0.008246   0.003709         78        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    207/499      4.32G   0.008223   0.008246   0.003709         78        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    207/499      4.32G   0.008292   0.008121   0.003837         53        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    207/499      4.32G   0.008292   0.008121   0.003837         53        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    207/499      4.32G   0.008273   0.008224   0.003774         77        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    207/499      4.32G   0.008273   0.008224   0.003774         77        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    207/499      4.32G   0.008185   0.008125   0.003809         67        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    207/499      4.32G   0.008185   0.008125   0.003809         67        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    207/499      4.32G   0.008166   0.008102    0.00372         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.22it/s]
    207/499      4.32G   0.008166   0.008102    0.00372         64        640:  12%|#2        | 21/168 [00:03<00:27,  5.31it/s]
    207/499      4.32G   0.008186   0.008122   0.003798         79        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    207/499      4.32G   0.008186   0.008122   0.003798         79        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    207/499      4.32G   0.008142   0.008088   0.003729         70        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    207/499      4.32G   0.008142   0.008088   0.003729         70        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    207/499      4.32G   0.008104   0.008058    0.00367         63        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    207/499      4.32G   0.008104   0.008058    0.00367         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    207/499      4.32G   0.008054   0.007963   0.003642         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.31it/s]
    207/499      4.32G   0.008054   0.007963   0.003642         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    207/499      4.32G    0.00816   0.008076   0.003657         74        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    207/499      4.32G    0.00816   0.008076   0.003657         74        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    207/499      4.32G   0.008234   0.008116   0.003673         70        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    207/499      4.32G   0.008234   0.008116   0.003673         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    207/499      4.32G    0.00821   0.008038   0.003634         57        640:  16%|#6        | 27/168 [00:05<00:26,  5.34it/s]
    207/499      4.32G    0.00821   0.008038   0.003634         57        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    207/499      4.32G   0.008191   0.007981   0.003623         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    207/499      4.32G   0.008191   0.007981   0.003623         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    207/499      4.32G    0.00824   0.008006    0.00352         58        640:  17%|#7        | 29/168 [00:05<00:26,  5.28it/s]
    207/499      4.32G    0.00824   0.008006    0.00352         58        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    207/499      4.32G   0.008216   0.008005   0.003475         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    207/499      4.32G   0.008216   0.008005   0.003475         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    207/499      4.32G   0.008211    0.00808   0.003391         79        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    207/499      4.32G   0.008211    0.00808   0.003391         79        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
    207/499      4.32G   0.008207   0.008063   0.003443         76        640:  19%|#9        | 32/168 [00:06<00:26,  5.20it/s]
    207/499      4.32G   0.008207   0.008063   0.003443         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    207/499      4.32G   0.008201   0.008099   0.003461         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.30it/s]
    207/499      4.32G   0.008201   0.008099   0.003461         67        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    207/499      4.32G   0.008191   0.008121   0.003397         76        640:  20%|##        | 34/168 [00:06<00:25,  5.19it/s]
    207/499      4.32G   0.008191   0.008121   0.003397         76        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    207/499      4.32G   0.008225   0.008187   0.003378         77        640:  21%|##        | 35/168 [00:06<00:25,  5.22it/s]
    207/499      4.32G   0.008225   0.008187   0.003378         77        640:  21%|##1       | 36/168 [00:06<00:24,  5.30it/s]
    207/499      4.32G   0.008248   0.008152   0.003465         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.30it/s]
    207/499      4.32G   0.008248   0.008152   0.003465         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    207/499      4.32G   0.008283   0.008145    0.00341         56        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    207/499      4.32G   0.008283   0.008145    0.00341         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    207/499      4.32G   0.008315   0.008125   0.003397         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    207/499      4.32G   0.008315   0.008125   0.003397         56        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    207/499      4.32G   0.008316   0.008128   0.003345         73        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    207/499      4.32G   0.008316   0.008128   0.003345         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    207/499      4.32G   0.008293   0.008122   0.003385         86        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    207/499      4.32G   0.008293   0.008122   0.003385         86        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    207/499      4.32G     0.0083   0.008071   0.003336         53        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    207/499      4.32G     0.0083   0.008071   0.003336         53        640:  25%|##5       | 42/168 [00:07<00:23,  5.35it/s]
    207/499      4.32G   0.008291   0.008101   0.003266         62        640:  25%|##5       | 42/168 [00:08<00:23,  5.35it/s]
    207/499      4.32G   0.008291   0.008101   0.003266         62        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    207/499      4.32G   0.008296   0.008099   0.003299         72        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    207/499      4.32G   0.008296   0.008099   0.003299         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    207/499      4.32G   0.008279   0.008097   0.003292         70        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    207/499      4.32G   0.008279   0.008097   0.003292         70        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    207/499      4.32G    0.00826   0.008089   0.003279         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    207/499      4.32G    0.00826   0.008089   0.003279         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    207/499      4.32G   0.008245   0.008093   0.003241         69        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    207/499      4.32G   0.008245   0.008093   0.003241         69        640:  28%|##7       | 47/168 [00:08<00:22,  5.26it/s]
    207/499      4.32G   0.008223   0.008046   0.003245         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.26it/s]
    207/499      4.32G   0.008223   0.008046   0.003245         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    207/499      4.32G   0.008191   0.008037   0.003286         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    207/499      4.32G   0.008191   0.008037   0.003286         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    207/499      4.32G    0.00819   0.008029   0.003296         67        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    207/499      4.32G    0.00819   0.008029   0.003296         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    207/499      4.32G   0.008224   0.008067   0.003288         74        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    207/499      4.32G   0.008224   0.008067   0.003288         74        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    207/499      4.32G   0.008264   0.008108   0.003273         70        640:  30%|###       | 51/168 [00:09<00:22,  5.30it/s]
    207/499      4.32G   0.008264   0.008108   0.003273         70        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    207/499      4.32G   0.008246    0.00812    0.00328         79        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    207/499      4.32G   0.008246    0.00812    0.00328         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    207/499      4.32G   0.008263    0.00808   0.003269         57        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    207/499      4.32G   0.008263    0.00808   0.003269         57        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    207/499      4.32G   0.008283   0.008106   0.003247         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    207/499      4.32G   0.008283   0.008106   0.003247         68        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    207/499      4.32G   0.008314   0.008094   0.003275         58        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    207/499      4.32G   0.008314   0.008094   0.003275         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    207/499      4.32G   0.008305    0.00807   0.003275         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    207/499      4.32G   0.008305    0.00807   0.003275         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    207/499      4.32G   0.008312    0.00809    0.00324         67        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    207/499      4.32G   0.008312    0.00809    0.00324         67        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    207/499      4.32G   0.008348   0.008127   0.003243         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    207/499      4.32G   0.008348   0.008127   0.003243         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    207/499      4.32G   0.008401   0.008116   0.003209         58        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    207/499      4.32G   0.008401   0.008116   0.003209         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    207/499      4.32G   0.008461   0.008108   0.003279         52        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    207/499      4.32G   0.008461   0.008108   0.003279         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
    207/499      4.32G   0.008461   0.008124   0.003243         75        640:  36%|###6      | 61/168 [00:11<00:20,  5.13it/s]
    207/499      4.32G   0.008461   0.008124   0.003243         75        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
    207/499      4.32G   0.008464   0.008103   0.003344         59        640:  37%|###6      | 62/168 [00:11<00:20,  5.23it/s]
    207/499      4.32G   0.008464   0.008103   0.003344         59        640:  38%|###7      | 63/168 [00:11<00:19,  5.31it/s]
    207/499      4.32G   0.008446   0.008106    0.00332         67        640:  38%|###7      | 63/168 [00:12<00:19,  5.31it/s]
    207/499      4.32G   0.008446   0.008106    0.00332         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    207/499      4.32G   0.008435   0.008077   0.003292         48        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    207/499      4.32G   0.008435   0.008077   0.003292         48        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    207/499      4.32G   0.008412   0.008034   0.003274         50        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    207/499      4.32G   0.008412   0.008034   0.003274         50        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    207/499      4.32G   0.008405   0.008034   0.003288         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.27it/s]
    207/499      4.32G   0.008405   0.008034   0.003288         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    207/499      4.32G   0.008423   0.008026   0.003282         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    207/499      4.32G   0.008423   0.008026   0.003282         65        640:  40%|####      | 68/168 [00:12<00:19,  5.20it/s]
    207/499      4.32G   0.008433    0.00803   0.003271         65        640:  40%|####      | 68/168 [00:13<00:19,  5.20it/s]
    207/499      4.32G   0.008433    0.00803   0.003271         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    207/499      4.32G   0.008433   0.008035   0.003259         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    207/499      4.32G   0.008433   0.008035   0.003259         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    207/499      4.32G   0.008431   0.008053   0.003251         74        640:  42%|####1     | 70/168 [00:13<00:18,  5.18it/s]
    207/499      4.32G   0.008431   0.008053   0.003251         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    207/499      4.32G   0.008442   0.008049   0.003296         62        640:  42%|####2     | 71/168 [00:13<00:18,  5.27it/s]
    207/499      4.32G   0.008442   0.008049   0.003296         62        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    207/499      4.32G   0.008429   0.008045   0.003299         68        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    207/499      4.32G   0.008429   0.008045   0.003299         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    207/499      4.32G   0.008412   0.008018   0.003274         56        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    207/499      4.32G   0.008412   0.008018   0.003274         56        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    207/499      4.32G    0.00841   0.008018   0.003274         76        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    207/499      4.32G    0.00841   0.008018   0.003274         76        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    207/499      4.32G   0.008403   0.008035   0.003275         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    207/499      4.32G   0.008403   0.008035   0.003275         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    207/499      4.32G   0.008409    0.00802   0.003283         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    207/499      4.32G   0.008409    0.00802   0.003283         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    207/499      4.32G   0.008407   0.008013   0.003275         57        640:  46%|####5     | 77/168 [00:14<00:17,  5.26it/s]
    207/499      4.32G   0.008407   0.008013   0.003275         57        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    207/499      4.32G   0.008396   0.008007   0.003276         69        640:  46%|####6     | 78/168 [00:15<00:16,  5.34it/s]
    207/499      4.32G   0.008396   0.008007   0.003276         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    207/499      4.32G   0.008381   0.008002   0.003261         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    207/499      4.32G   0.008381   0.008002   0.003261         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    207/499      4.32G   0.008391   0.007992   0.003262         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.26it/s]
    207/499      4.32G   0.008391   0.007992   0.003262         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    207/499      4.32G   0.008407   0.007992   0.003282         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    207/499      4.32G   0.008407   0.007992   0.003282         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    207/499      4.32G   0.008396   0.007966   0.003273         57        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    207/499      4.32G   0.008396   0.007966   0.003273         57        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    207/499      4.32G   0.008403   0.007969   0.003258         76        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    207/499      4.32G   0.008403   0.007969   0.003258         76        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    207/499      4.32G   0.008404   0.007962   0.003314         80        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    207/499      4.32G   0.008404   0.007962   0.003314         80        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    207/499      4.32G   0.008386    0.00794   0.003317         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    207/499      4.32G   0.008386    0.00794   0.003317         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    207/499      4.32G   0.008385    0.00793   0.003324         76        640:  51%|#####1    | 86/168 [00:16<00:15,  5.32it/s]
    207/499      4.32G   0.008385    0.00793   0.003324         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    207/499      4.32G   0.008393   0.007941   0.003301         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    207/499      4.32G   0.008393   0.007941   0.003301         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    207/499      4.32G   0.008413   0.007954   0.003299         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    207/499      4.32G   0.008413   0.007954   0.003299         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    207/499      4.32G   0.008403   0.007968   0.003278         76        640:  53%|#####2    | 89/168 [00:17<00:14,  5.29it/s]
    207/499      4.32G   0.008403   0.007968   0.003278         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    207/499      4.32G    0.00843    0.00795   0.003307         58        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    207/499      4.32G    0.00843    0.00795   0.003307         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    207/499      4.32G   0.008438   0.007965   0.003278         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    207/499      4.32G   0.008438   0.007965   0.003278         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    207/499      4.32G   0.008439   0.007949   0.003254         54        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    207/499      4.32G   0.008439   0.007949   0.003254         54        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    207/499      4.32G   0.008438   0.007945   0.003252         64        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    207/499      4.32G   0.008438   0.007945   0.003252         64        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    207/499      4.32G   0.008448   0.007932   0.003265         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    207/499      4.32G   0.008448   0.007932   0.003265         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    207/499      4.32G   0.008439   0.007918   0.003259         63        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    207/499      4.32G   0.008439   0.007918   0.003259         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    207/499      4.32G   0.008434   0.007912   0.003245         70        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    207/499      4.32G   0.008434   0.007912   0.003245         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    207/499      4.32G   0.008427   0.007914   0.003243         73        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    207/499      4.32G   0.008427   0.007914   0.003243         73        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
    207/499      4.32G    0.00843   0.007908   0.003266         62        640:  58%|#####8    | 98/168 [00:18<00:13,  5.18it/s]
    207/499      4.32G    0.00843   0.007908   0.003266         62        640:  59%|#####8    | 99/168 [00:18<00:13,  5.25it/s]
    207/499      4.32G   0.008421   0.007895   0.003252         51        640:  59%|#####8    | 99/168 [00:19<00:13,  5.25it/s]
    207/499      4.32G   0.008421   0.007895   0.003252         51        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    207/499      4.32G   0.008418    0.00789   0.003242         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.13it/s]
    207/499      4.32G   0.008418    0.00789   0.003242         63        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    207/499      4.32G   0.008424   0.007901   0.003223         63        640:  60%|######    | 101/168 [00:19<00:12,  5.23it/s]
    207/499      4.32G   0.008424   0.007901   0.003223         63        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    207/499      4.32G   0.008415   0.007885   0.003234         59        640:  61%|######    | 102/168 [00:19<00:12,  5.29it/s]
    207/499      4.32G   0.008415   0.007885   0.003234         59        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    207/499      4.32G   0.008405   0.007888   0.003237         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    207/499      4.32G   0.008405   0.007888   0.003237         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
    207/499      4.32G   0.008397   0.007874   0.003246         62        640:  62%|######1   | 104/168 [00:19<00:12,  5.21it/s]
    207/499      4.32G   0.008397   0.007874   0.003246         62        640:  62%|######2   | 105/168 [00:19<00:11,  5.29it/s]
    207/499      4.32G   0.008407   0.007853   0.003231         54        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    207/499      4.32G   0.008407   0.007853   0.003231         54        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    207/499      4.32G   0.008397   0.007858   0.003221         76        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    207/499      4.32G   0.008397   0.007858   0.003221         76        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    207/499      4.32G   0.008403   0.007863   0.003216         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.23it/s]
    207/499      4.32G   0.008403   0.007863   0.003216         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
    207/499      4.32G   0.008397   0.007887   0.003228         87        640:  64%|######4   | 108/168 [00:20<00:11,  5.28it/s]
    207/499      4.32G   0.008397   0.007887   0.003228         87        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    207/499      4.32G   0.008411   0.007876   0.003213         60        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    207/499      4.32G   0.008411   0.007876   0.003213         60        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    207/499      4.32G   0.008404   0.007872   0.003196         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    207/499      4.32G   0.008404   0.007872   0.003196         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    207/499      4.32G     0.0084   0.007887   0.003188         80        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    207/499      4.32G     0.0084   0.007887   0.003188         80        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    207/499      4.32G    0.00839   0.007883   0.003202         79        640:  67%|######6   | 112/168 [00:21<00:10,  5.18it/s]
    207/499      4.32G    0.00839   0.007883   0.003202         79        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    207/499      4.32G   0.008395   0.007887   0.003229         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.22it/s]
    207/499      4.32G   0.008395   0.007887   0.003229         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    207/499      4.32G    0.00841   0.007879   0.003252         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.31it/s]
    207/499      4.32G    0.00841   0.007879   0.003252         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.16it/s]
    207/499      4.32G   0.008395   0.007871   0.003263         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.16it/s]
    207/499      4.32G   0.008395   0.007871   0.003263         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    207/499      4.32G   0.008401   0.007865    0.00326         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.25it/s]
    207/499      4.32G   0.008401   0.007865    0.00326         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    207/499      4.32G   0.008408   0.007859   0.003258         56        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    207/499      4.32G   0.008408   0.007859   0.003258         56        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    207/499      4.32G   0.008417   0.007871   0.003251         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    207/499      4.32G   0.008417   0.007871   0.003251         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    207/499      4.32G   0.008408   0.007885   0.003249         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    207/499      4.32G   0.008408   0.007885   0.003249         79        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    207/499      4.32G   0.008413   0.007885   0.003252         69        640:  71%|#######1  | 120/168 [00:23<00:08,  5.36it/s]
    207/499      4.32G   0.008413   0.007885   0.003252         69        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
    207/499      4.32G   0.008402   0.007865   0.003245         55        640:  72%|#######2  | 121/168 [00:23<00:08,  5.23it/s]
    207/499      4.32G   0.008402   0.007865   0.003245         55        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    207/499      4.32G   0.008388   0.007841   0.003246         52        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    207/499      4.32G   0.008388   0.007841   0.003246         52        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    207/499      4.32G    0.00839   0.007851   0.003248         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    207/499      4.32G    0.00839   0.007851   0.003248         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    207/499      4.32G   0.008401   0.007836   0.003245         47        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    207/499      4.32G   0.008401   0.007836   0.003245         47        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    207/499      4.32G   0.008394    0.00784   0.003257         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    207/499      4.32G   0.008394    0.00784   0.003257         75        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    207/499      4.32G   0.008407   0.007849   0.003262         77        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    207/499      4.32G   0.008407   0.007849   0.003262         77        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    207/499      4.32G   0.008394   0.007844    0.00324         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    207/499      4.32G   0.008394   0.007844    0.00324         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    207/499      4.32G   0.008402   0.007843   0.003243         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.26it/s]
    207/499      4.32G   0.008402   0.007843   0.003243         58        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    207/499      4.32G   0.008393   0.007836   0.003253         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    207/499      4.32G   0.008393   0.007836   0.003253         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    207/499      4.32G   0.008392   0.007828   0.003261         56        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    207/499      4.32G   0.008392   0.007828   0.003261         56        640:  78%|#######7  | 131/168 [00:24<00:07,  5.28it/s]
    207/499      4.32G   0.008396    0.00784   0.003242         72        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    207/499      4.32G   0.008396    0.00784   0.003242         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    207/499      4.32G    0.00839   0.007838   0.003241         70        640:  79%|#######8  | 132/168 [00:25<00:06,  5.33it/s]
    207/499      4.32G    0.00839   0.007838   0.003241         70        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    207/499      4.32G   0.008382   0.007821   0.003248         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    207/499      4.32G   0.008382   0.007821   0.003248         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    207/499      4.32G   0.008385   0.007812   0.003249         52        640:  80%|#######9  | 134/168 [00:25<00:06,  5.28it/s]
    207/499      4.32G   0.008385   0.007812   0.003249         52        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    207/499      4.32G    0.00838   0.007819   0.003242         65        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    207/499      4.32G    0.00838   0.007819   0.003242         65        640:  81%|########  | 136/168 [00:25<00:06,  5.10it/s]
    207/499      4.32G   0.008372   0.007812   0.003267         74        640:  81%|########  | 136/168 [00:26<00:06,  5.10it/s]
    207/499      4.32G   0.008372   0.007812   0.003267         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
    207/499      4.32G    0.00837   0.007817   0.003281         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.21it/s]
    207/499      4.32G    0.00837   0.007817   0.003281         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    207/499      4.32G   0.008365    0.00781   0.003279         78        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    207/499      4.32G   0.008365    0.00781   0.003279         78        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    207/499      4.32G   0.008362   0.007812    0.00327         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.16it/s]
    207/499      4.32G   0.008362   0.007812    0.00327         59        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    207/499      4.32G   0.008356   0.007809   0.003261         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    207/499      4.32G   0.008356   0.007809   0.003261         71        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    207/499      4.32G   0.008354     0.0078   0.003275         61        640:  84%|########3 | 141/168 [00:27<00:05,  5.34it/s]
    207/499      4.32G   0.008354     0.0078   0.003275         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    207/499      4.32G   0.008359   0.007803   0.003263         66        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    207/499      4.32G   0.008359   0.007803   0.003263         66        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    207/499      4.32G   0.008361   0.007822   0.003258         85        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    207/499      4.32G   0.008361   0.007822   0.003258         85        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    207/499      4.32G    0.00836   0.007827   0.003249         73        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    207/499      4.32G    0.00836   0.007827   0.003249         73        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    207/499      4.32G   0.008352   0.007826   0.003239         52        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    207/499      4.32G   0.008352   0.007826   0.003239         52        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    207/499      4.32G   0.008348   0.007831   0.003227         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    207/499      4.32G   0.008348   0.007831   0.003227         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    207/499      4.32G   0.008335   0.007826   0.003229         66        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    207/499      4.32G   0.008335   0.007826   0.003229         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    207/499      4.32G   0.008329   0.007833   0.003208         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    207/499      4.32G   0.008329   0.007833   0.003208         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    207/499      4.32G   0.008331   0.007857   0.003192         91        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    207/499      4.32G   0.008331   0.007857   0.003192         91        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    207/499      4.32G   0.008325   0.007861   0.003181         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    207/499      4.32G   0.008325   0.007861   0.003181         68        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    207/499      4.32G    0.00833   0.007857   0.003201         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    207/499      4.32G    0.00833   0.007857   0.003201         69        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    207/499      4.32G   0.008329   0.007865    0.00321         81        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    207/499      4.32G   0.008329   0.007865    0.00321         81        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    207/499      4.32G   0.008329   0.007877   0.003216         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    207/499      4.32G   0.008329   0.007877   0.003216         70        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    207/499      4.32G   0.008337   0.007874   0.003214         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.24it/s]
    207/499      4.32G   0.008337   0.007874   0.003214         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    207/499      4.32G   0.008341    0.00787   0.003218         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.32it/s]
    207/499      4.32G   0.008341    0.00787   0.003218         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    207/499      4.32G   0.008347   0.007881   0.003213         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    207/499      4.32G   0.008347   0.007881   0.003213         74        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    207/499      4.32G   0.008346   0.007888   0.003201         74        640:  93%|#########3| 157/168 [00:30<00:02,  5.21it/s]
    207/499      4.32G   0.008346   0.007888   0.003201         74        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    207/499      4.32G   0.008345   0.007891   0.003217         69        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    207/499      4.32G   0.008345   0.007891   0.003217         69        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    207/499      4.32G   0.008337   0.007884   0.003209         62        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    207/499      4.32G   0.008337   0.007884   0.003209         62        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    207/499      4.32G   0.008339   0.007879   0.003208         59        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    207/499      4.32G   0.008339   0.007879   0.003208         59        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    207/499      4.32G   0.008334    0.00789   0.003207         83        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    207/499      4.32G   0.008334    0.00789   0.003207         83        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    207/499      4.32G   0.008338   0.007888   0.003214         57        640:  96%|#########6| 162/168 [00:31<00:01,  5.35it/s]
    207/499      4.32G   0.008338   0.007888   0.003214         57        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    207/499      4.32G   0.008337   0.007881   0.003212         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    207/499      4.32G   0.008337   0.007881   0.003212         63        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    207/499      4.32G   0.008346    0.00788   0.003225         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.24it/s]
    207/499      4.32G   0.008346    0.00788   0.003225         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    207/499      4.32G   0.008345    0.00787   0.003228         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    207/499      4.32G   0.008345    0.00787   0.003228         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    207/499      4.32G   0.008349   0.007872   0.003217         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    207/499      4.32G   0.008349   0.007872   0.003217         66        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    207/499      4.32G   0.008344   0.007886     0.0032         36        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    207/499      4.32G   0.008344   0.007886     0.0032         36        640: 100%|##########| 168/168 [00:31<00:00,  5.39it/s]
    207/499      4.32G   0.008344   0.007886     0.0032         36        640: 100%|##########| 168/168 [00:31<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.51it/s]
                   all        132        263      0.845      0.854      0.876      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    208/499      4.32G    0.00821   0.008879   0.003072         72        640:   0%|          | 0/168 [00:00<?, ?it/s]
    208/499      4.32G    0.00821   0.008879   0.003072         72        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    208/499      4.32G   0.007824   0.008447   0.002416         65        640:   1%|          | 1/168 [00:00<00:34,  4.85it/s]
    208/499      4.32G   0.007824   0.008447   0.002416         65        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    208/499      4.32G   0.007899   0.008169   0.002549         59        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    208/499      4.32G   0.007899   0.008169   0.002549         59        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    208/499      4.32G   0.007662   0.008192    0.00245         71        640:   2%|1         | 3/168 [00:00<00:31,  5.30it/s]
    208/499      4.32G   0.007662   0.008192    0.00245         71        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
    208/499      4.32G   0.007719   0.008221   0.002621         64        640:   2%|2         | 4/168 [00:00<00:32,  5.08it/s]
    208/499      4.32G   0.007719   0.008221   0.002621         64        640:   3%|2         | 5/168 [00:00<00:31,  5.23it/s]
    208/499      4.32G     0.0079   0.008343   0.002831         78        640:   3%|2         | 5/168 [00:01<00:31,  5.23it/s]
    208/499      4.32G     0.0079   0.008343   0.002831         78        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    208/499      4.32G   0.007959   0.008398   0.003166         84        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    208/499      4.32G   0.007959   0.008398   0.003166         84        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    208/499      4.32G   0.008029   0.008263   0.003503         59        640:   4%|4         | 7/168 [00:01<00:31,  5.14it/s]
    208/499      4.32G   0.008029   0.008263   0.003503         59        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
    208/499      4.32G   0.008085   0.008247   0.003313         72        640:   5%|4         | 8/168 [00:01<00:30,  5.22it/s]
    208/499      4.32G   0.008085   0.008247   0.003313         72        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    208/499      4.32G   0.008168    0.00836   0.003206         65        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    208/499      4.32G   0.008168    0.00836   0.003206         65        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    208/499      4.32G   0.008227   0.008428    0.00337         69        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    208/499      4.32G   0.008227   0.008428    0.00337         69        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    208/499      4.32G   0.008241   0.008176   0.003364         51        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    208/499      4.32G   0.008241   0.008176   0.003364         51        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    208/499      4.32G   0.008139   0.008237   0.003236         83        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    208/499      4.32G   0.008139   0.008237   0.003236         83        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    208/499      4.32G   0.008153   0.008142   0.003066         57        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    208/499      4.32G   0.008153   0.008142   0.003066         57        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    208/499      4.32G    0.00815   0.008191   0.003153         75        640:   8%|8         | 14/168 [00:02<00:29,  5.18it/s]
    208/499      4.32G    0.00815   0.008191   0.003153         75        640:   9%|8         | 15/168 [00:02<00:29,  5.22it/s]
    208/499      4.32G    0.00813   0.008204   0.003136         77        640:   9%|8         | 15/168 [00:03<00:29,  5.22it/s]
    208/499      4.32G    0.00813   0.008204   0.003136         77        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
    208/499      4.32G    0.00809   0.008147   0.003324         68        640:  10%|9         | 16/168 [00:03<00:29,  5.12it/s]
    208/499      4.32G    0.00809   0.008147   0.003324         68        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    208/499      4.32G   0.008062   0.007994   0.003293         55        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    208/499      4.32G   0.008062   0.007994   0.003293         55        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    208/499      4.32G   0.008027   0.007955   0.003325         58        640:  11%|#         | 18/168 [00:03<00:28,  5.30it/s]
    208/499      4.32G   0.008027   0.007955   0.003325         58        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    208/499      4.32G   0.008018    0.00794   0.003289         69        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    208/499      4.32G   0.008018    0.00794   0.003289         69        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    208/499      4.32G   0.008011      0.008   0.003233         85        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
    208/499      4.32G   0.008011      0.008   0.003233         85        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    208/499      4.32G   0.007967   0.007989   0.003292         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.30it/s]
    208/499      4.32G   0.007967   0.007989   0.003292         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    208/499      4.32G    0.00796   0.007939   0.003275         64        640:  13%|#3        | 22/168 [00:04<00:28,  5.16it/s]
    208/499      4.32G    0.00796   0.007939   0.003275         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    208/499      4.32G   0.007939   0.007894   0.003303         64        640:  14%|#3        | 23/168 [00:04<00:27,  5.21it/s]
    208/499      4.32G   0.007939   0.007894   0.003303         64        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    208/499      4.32G   0.007946    0.00787   0.003249         63        640:  14%|#4        | 24/168 [00:04<00:27,  5.29it/s]
    208/499      4.32G   0.007946    0.00787   0.003249         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    208/499      4.32G   0.008012   0.007871   0.003227         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.15it/s]
    208/499      4.32G   0.008012   0.007871   0.003227         73        640:  15%|#5        | 26/168 [00:04<00:27,  5.17it/s]
    208/499      4.32G   0.008032   0.007814   0.003225         67        640:  15%|#5        | 26/168 [00:05<00:27,  5.17it/s]
    208/499      4.32G   0.008032   0.007814   0.003225         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
    208/499      4.32G   0.008017   0.007818   0.003311         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.24it/s]
    208/499      4.32G   0.008017   0.007818   0.003311         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    208/499      4.32G   0.008069   0.007724   0.003248         47        640:  17%|#6        | 28/168 [00:05<00:27,  5.12it/s]
    208/499      4.32G   0.008069   0.007724   0.003248         47        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    208/499      4.32G   0.008061   0.007725   0.003195         72        640:  17%|#7        | 29/168 [00:05<00:26,  5.22it/s]
    208/499      4.32G   0.008061   0.007725   0.003195         72        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    208/499      4.32G   0.008103   0.007782   0.003287         70        640:  18%|#7        | 30/168 [00:05<00:26,  5.29it/s]
    208/499      4.32G   0.008103   0.007782   0.003287         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.19it/s]
    208/499      4.32G     0.0082   0.007748    0.00329         52        640:  18%|#8        | 31/168 [00:06<00:26,  5.19it/s]
    208/499      4.32G     0.0082   0.007748    0.00329         52        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    208/499      4.32G   0.008177   0.007815    0.00327         80        640:  19%|#9        | 32/168 [00:06<00:25,  5.30it/s]
    208/499      4.32G   0.008177   0.007815    0.00327         80        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    208/499      4.32G   0.008227   0.007827   0.003241         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    208/499      4.32G   0.008227   0.007827   0.003241         60        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    208/499      4.32G   0.008309   0.007853   0.003208         70        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    208/499      4.32G   0.008309   0.007853   0.003208         70        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    208/499      4.32G   0.008284   0.007793   0.003176         53        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    208/499      4.32G   0.008284   0.007793   0.003176         53        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    208/499      4.32G   0.008246   0.007801   0.003149         70        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    208/499      4.32G   0.008246   0.007801   0.003149         70        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    208/499      4.32G   0.008269   0.007837   0.003239         78        640:  22%|##2       | 37/168 [00:07<00:25,  5.18it/s]
    208/499      4.32G   0.008269   0.007837   0.003239         78        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    208/499      4.32G   0.008297   0.007839   0.003199         70        640:  23%|##2       | 38/168 [00:07<00:24,  5.28it/s]
    208/499      4.32G   0.008297   0.007839   0.003199         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    208/499      4.32G   0.008302   0.007838   0.003145         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    208/499      4.32G   0.008302   0.007838   0.003145         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    208/499      4.32G   0.008277   0.007862    0.00314         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.20it/s]
    208/499      4.32G   0.008277   0.007862    0.00314         73        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    208/499      4.32G    0.00832   0.007871   0.003087         58        640:  24%|##4       | 41/168 [00:08<00:24,  5.27it/s]
    208/499      4.32G    0.00832   0.007871   0.003087         58        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
    208/499      4.32G   0.008323     0.0079   0.003086         82        640:  25%|##5       | 42/168 [00:08<00:24,  5.24it/s]
    208/499      4.32G   0.008323     0.0079   0.003086         82        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
    208/499      4.32G   0.008315   0.007936   0.003074         74        640:  26%|##5       | 43/168 [00:08<00:24,  5.11it/s]
    208/499      4.32G   0.008315   0.007936   0.003074         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    208/499      4.32G    0.00831   0.007974   0.003163         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.20it/s]
    208/499      4.32G    0.00831   0.007974   0.003163         69        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    208/499      4.32G   0.008287   0.007943   0.003193         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.26it/s]
    208/499      4.32G   0.008287   0.007943   0.003193         58        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    208/499      4.32G   0.008274   0.007999   0.003176         72        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
    208/499      4.32G   0.008274   0.007999   0.003176         72        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    208/499      4.32G   0.008241   0.007977   0.003168         81        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    208/499      4.32G   0.008241   0.007977   0.003168         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    208/499      4.32G   0.008211   0.007939   0.003231         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    208/499      4.32G   0.008211   0.007939   0.003231         57        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    208/499      4.32G   0.008207   0.007908   0.003294         49        640:  29%|##9       | 49/168 [00:09<00:23,  5.17it/s]
    208/499      4.32G   0.008207   0.007908   0.003294         49        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
    208/499      4.32G   0.008187   0.007869   0.003331         52        640:  30%|##9       | 50/168 [00:09<00:22,  5.18it/s]
    208/499      4.32G   0.008187   0.007869   0.003331         52        640:  30%|###       | 51/168 [00:09<00:22,  5.24it/s]
    208/499      4.32G   0.008205   0.007854    0.00332         67        640:  30%|###       | 51/168 [00:09<00:22,  5.24it/s]
    208/499      4.32G   0.008205   0.007854    0.00332         67        640:  31%|###       | 52/168 [00:09<00:22,  5.13it/s]
    208/499      4.32G   0.008221   0.007838   0.003351         57        640:  31%|###       | 52/168 [00:10<00:22,  5.13it/s]
    208/499      4.32G   0.008221   0.007838   0.003351         57        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
    208/499      4.32G    0.00823   0.007871   0.003365         71        640:  32%|###1      | 53/168 [00:10<00:22,  5.18it/s]
    208/499      4.32G    0.00823   0.007871   0.003365         71        640:  32%|###2      | 54/168 [00:10<00:21,  5.22it/s]
    208/499      4.32G    0.00822   0.007882   0.003331         85        640:  32%|###2      | 54/168 [00:10<00:21,  5.22it/s]
    208/499      4.32G    0.00822   0.007882   0.003331         85        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
    208/499      4.32G   0.008213   0.007887   0.003326         77        640:  33%|###2      | 55/168 [00:10<00:22,  5.10it/s]
    208/499      4.32G   0.008213   0.007887   0.003326         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    208/499      4.32G   0.008192   0.007894     0.0033         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.22it/s]
    208/499      4.32G   0.008192   0.007894     0.0033         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    208/499      4.32G   0.008202   0.007913   0.003305         65        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    208/499      4.32G   0.008202   0.007913   0.003305         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    208/499      4.32G     0.0082   0.007933    0.00326         76        640:  35%|###4      | 58/168 [00:11<00:21,  5.16it/s]
    208/499      4.32G     0.0082   0.007933    0.00326         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    208/499      4.32G   0.008207   0.007945   0.003259         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    208/499      4.32G   0.008207   0.007945   0.003259         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    208/499      4.32G   0.008238   0.007965   0.003315         65        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    208/499      4.32G   0.008238   0.007965   0.003315         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    208/499      4.32G   0.008246   0.007993   0.003315         77        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    208/499      4.32G   0.008246   0.007993   0.003315         77        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    208/499      4.32G   0.008255    0.00798   0.003313         66        640:  37%|###6      | 62/168 [00:12<00:20,  5.22it/s]
    208/499      4.32G   0.008255    0.00798   0.003313         66        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    208/499      4.32G   0.008243   0.007972   0.003358         81        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    208/499      4.32G   0.008243   0.007972   0.003358         81        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    208/499      4.32G   0.008245   0.007948   0.003378         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    208/499      4.32G   0.008245   0.007948   0.003378         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    208/499      4.32G   0.008234    0.00793   0.003403         64        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    208/499      4.32G   0.008234    0.00793   0.003403         64        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    208/499      4.32G   0.008234    0.00793   0.003405         74        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    208/499      4.32G   0.008234    0.00793   0.003405         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    208/499      4.32G   0.008234   0.007965   0.003369         85        640:  40%|###9      | 67/168 [00:13<00:19,  5.17it/s]
    208/499      4.32G   0.008234   0.007965   0.003369         85        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    208/499      4.32G    0.00825   0.008018   0.003325         86        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    208/499      4.32G    0.00825   0.008018   0.003325         86        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    208/499      4.32G   0.008254   0.008012   0.003309         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    208/499      4.32G   0.008254   0.008012   0.003309         65        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    208/499      4.32G   0.008244   0.008037   0.003303         82        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    208/499      4.32G   0.008244   0.008037   0.003303         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    208/499      4.32G   0.008256   0.008053   0.003326         73        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    208/499      4.32G   0.008256   0.008053   0.003326         73        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    208/499      4.32G   0.008258    0.00808   0.003314         77        640:  43%|####2     | 72/168 [00:13<00:18,  5.29it/s]
    208/499      4.32G   0.008258    0.00808   0.003314         77        640:  43%|####3     | 73/168 [00:13<00:18,  5.14it/s]
    208/499      4.32G   0.008258   0.008081   0.003309         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    208/499      4.32G   0.008258   0.008081   0.003309         65        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    208/499      4.32G   0.008256   0.008074    0.00328         77        640:  44%|####4     | 74/168 [00:14<00:18,  5.22it/s]
    208/499      4.32G   0.008256   0.008074    0.00328         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
    208/499      4.32G   0.008252   0.008075   0.003263         64        640:  45%|####4     | 75/168 [00:14<00:17,  5.26it/s]
    208/499      4.32G   0.008252   0.008075   0.003263         64        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    208/499      4.32G    0.00825   0.008089   0.003252         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.15it/s]
    208/499      4.32G    0.00825   0.008089   0.003252         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    208/499      4.32G   0.008247   0.008081   0.003243         69        640:  46%|####5     | 77/168 [00:14<00:17,  5.23it/s]
    208/499      4.32G   0.008247   0.008081   0.003243         69        640:  46%|####6     | 78/168 [00:14<00:16,  5.32it/s]
    208/499      4.32G   0.008243   0.008073   0.003217         63        640:  46%|####6     | 78/168 [00:15<00:16,  5.32it/s]
    208/499      4.32G   0.008243   0.008073   0.003217         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
    208/499      4.32G   0.008227   0.008072   0.003209         70        640:  47%|####7     | 79/168 [00:15<00:17,  5.17it/s]
    208/499      4.32G   0.008227   0.008072   0.003209         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    208/499      4.32G   0.008218   0.008071   0.003195         61        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    208/499      4.32G   0.008218   0.008071   0.003195         61        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    208/499      4.32G     0.0082    0.00807   0.003192         63        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    208/499      4.32G     0.0082    0.00807   0.003192         63        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    208/499      4.32G   0.008196   0.008078   0.003207         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.16it/s]
    208/499      4.32G   0.008196   0.008078   0.003207         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.22it/s]
    208/499      4.32G   0.008174   0.008062   0.003186         68        640:  49%|####9     | 83/168 [00:16<00:16,  5.22it/s]
    208/499      4.32G   0.008174   0.008062   0.003186         68        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    208/499      4.32G   0.008169   0.008083   0.003192         83        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    208/499      4.32G   0.008169   0.008083   0.003192         83        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    208/499      4.32G   0.008163   0.008069   0.003187         61        640:  51%|#####     | 85/168 [00:16<00:16,  5.14it/s]
    208/499      4.32G   0.008163   0.008069   0.003187         61        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    208/499      4.32G   0.008163    0.00808   0.003181         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    208/499      4.32G   0.008163    0.00808   0.003181         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    208/499      4.32G   0.008171   0.008077   0.003169         73        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    208/499      4.32G   0.008171   0.008077   0.003169         73        640:  52%|#####2    | 88/168 [00:16<00:15,  5.19it/s]
    208/499      4.32G   0.008159   0.008071   0.003204         68        640:  52%|#####2    | 88/168 [00:17<00:15,  5.19it/s]
    208/499      4.32G   0.008159   0.008071   0.003204         68        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    208/499      4.32G   0.008172   0.008067   0.003213         71        640:  53%|#####2    | 89/168 [00:17<00:15,  5.26it/s]
    208/499      4.32G   0.008172   0.008067   0.003213         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    208/499      4.32G   0.008159   0.008079   0.003221         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    208/499      4.32G   0.008159   0.008079   0.003221         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    208/499      4.32G   0.008147   0.008057   0.003198         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    208/499      4.32G   0.008147   0.008057   0.003198         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    208/499      4.32G    0.00813   0.008032   0.003193         47        640:  55%|#####4    | 92/168 [00:17<00:14,  5.23it/s]
    208/499      4.32G    0.00813   0.008032   0.003193         47        640:  55%|#####5    | 93/168 [00:17<00:14,  5.29it/s]
    208/499      4.32G   0.008137   0.008031   0.003194         62        640:  55%|#####5    | 93/168 [00:18<00:14,  5.29it/s]
    208/499      4.32G   0.008137   0.008031   0.003194         62        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    208/499      4.32G   0.008131    0.00802   0.003194         60        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    208/499      4.32G   0.008131    0.00802   0.003194         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    208/499      4.32G   0.008132   0.008019   0.003189         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    208/499      4.32G   0.008132   0.008019   0.003189         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    208/499      4.32G   0.008148   0.008005    0.00321         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    208/499      4.32G   0.008148   0.008005    0.00321         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    208/499      4.32G   0.008145   0.007997   0.003219         67        640:  58%|#####7    | 97/168 [00:18<00:13,  5.14it/s]
    208/499      4.32G   0.008145   0.007997   0.003219         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    208/499      4.32G   0.008154   0.008005   0.003223         78        640:  58%|#####8    | 98/168 [00:18<00:13,  5.22it/s]
    208/499      4.32G   0.008154   0.008005   0.003223         78        640:  59%|#####8    | 99/168 [00:18<00:13,  5.27it/s]
    208/499      4.32G   0.008147   0.008002   0.003215         61        640:  59%|#####8    | 99/168 [00:19<00:13,  5.27it/s]
    208/499      4.32G   0.008147   0.008002   0.003215         61        640:  60%|#####9    | 100/168 [00:19<00:13,  5.07it/s]
    208/499      4.32G   0.008159   0.008006   0.003223         72        640:  60%|#####9    | 100/168 [00:19<00:13,  5.07it/s]
    208/499      4.32G   0.008159   0.008006   0.003223         72        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
    208/499      4.32G   0.008164   0.008012   0.003212         70        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
    208/499      4.32G   0.008164   0.008012   0.003212         70        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    208/499      4.32G   0.008181   0.008001   0.003207         62        640:  61%|######    | 102/168 [00:19<00:12,  5.24it/s]
    208/499      4.32G   0.008181   0.008001   0.003207         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    208/499      4.32G   0.008171   0.008004   0.003193         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    208/499      4.32G   0.008171   0.008004   0.003193         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.23it/s]
    208/499      4.32G    0.00818   0.007994   0.003169         59        640:  62%|######1   | 104/168 [00:20<00:12,  5.23it/s]
    208/499      4.32G    0.00818   0.007994   0.003169         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    208/499      4.32G   0.008185   0.007987   0.003155         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.27it/s]
    208/499      4.32G   0.008185   0.007987   0.003155         61        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    208/499      4.32G   0.008191   0.007981   0.003162         67        640:  63%|######3   | 106/168 [00:20<00:12,  5.15it/s]
    208/499      4.32G   0.008191   0.007981   0.003162         67        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    208/499      4.32G   0.008184   0.007964   0.003168         54        640:  64%|######3   | 107/168 [00:20<00:11,  5.24it/s]
    208/499      4.32G   0.008184   0.007964   0.003168         54        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    208/499      4.32G   0.008194    0.00795   0.003165         51        640:  64%|######4   | 108/168 [00:20<00:11,  5.27it/s]
    208/499      4.32G   0.008194    0.00795   0.003165         51        640:  65%|######4   | 109/168 [00:20<00:11,  5.00it/s]
    208/499      4.32G   0.008182   0.007929   0.003163         57        640:  65%|######4   | 109/168 [00:21<00:11,  5.00it/s]
    208/499      4.32G   0.008182   0.007929   0.003163         57        640:  65%|######5   | 110/168 [00:21<00:11,  5.13it/s]
    208/499      4.32G   0.008176   0.007937   0.003162         87        640:  65%|######5   | 110/168 [00:21<00:11,  5.13it/s]
    208/499      4.32G   0.008176   0.007937   0.003162         87        640:  66%|######6   | 111/168 [00:21<00:10,  5.20it/s]
    208/499      4.32G   0.008176   0.007933   0.003167         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.20it/s]
    208/499      4.32G   0.008176   0.007933   0.003167         64        640:  67%|######6   | 112/168 [00:21<00:11,  5.09it/s]
    208/499      4.32G   0.008167   0.007915   0.003154         63        640:  67%|######6   | 112/168 [00:21<00:11,  5.09it/s]
    208/499      4.32G   0.008167   0.007915   0.003154         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
    208/499      4.32G   0.008163   0.007907   0.003168         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.20it/s]
    208/499      4.32G   0.008163   0.007907   0.003168         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.28it/s]
    208/499      4.32G    0.00816   0.007891   0.003173         61        640:  68%|######7   | 114/168 [00:22<00:10,  5.28it/s]
    208/499      4.32G    0.00816   0.007891   0.003173         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    208/499      4.32G   0.008168   0.007884    0.00317         61        640:  68%|######8   | 115/168 [00:22<00:10,  5.17it/s]
    208/499      4.32G   0.008168   0.007884    0.00317         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    208/499      4.32G   0.008161   0.007882   0.003152         67        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    208/499      4.32G   0.008161   0.007882   0.003152         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    208/499      4.32G   0.008172   0.007885   0.003154         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.32it/s]
    208/499      4.32G   0.008172   0.007885   0.003154         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    208/499      4.32G   0.008172     0.0079   0.003156         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    208/499      4.32G   0.008172     0.0079   0.003156         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    208/499      4.32G   0.008168   0.007893   0.003148         55        640:  71%|#######   | 119/168 [00:22<00:09,  5.23it/s]
    208/499      4.32G   0.008168   0.007893   0.003148         55        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    208/499      4.32G   0.008174   0.007903   0.003138         77        640:  71%|#######1  | 120/168 [00:23<00:09,  5.32it/s]
    208/499      4.32G   0.008174   0.007903   0.003138         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
    208/499      4.32G   0.008183   0.007915   0.003123         73        640:  72%|#######2  | 121/168 [00:23<00:09,  5.11it/s]
    208/499      4.32G   0.008183   0.007915   0.003123         73        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    208/499      4.32G   0.008178   0.007925   0.003124         78        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    208/499      4.32G   0.008178   0.007925   0.003124         78        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
    208/499      4.32G   0.008174   0.007916   0.003146         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.28it/s]
    208/499      4.32G   0.008174   0.007916   0.003146         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    208/499      4.32G   0.008172    0.00791    0.00314         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    208/499      4.32G   0.008172    0.00791    0.00314         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.16it/s]
    208/499      4.32G   0.008173   0.007925   0.003146         80        640:  74%|#######4  | 125/168 [00:24<00:08,  5.16it/s]
    208/499      4.32G   0.008173   0.007925   0.003146         80        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
    208/499      4.32G   0.008163   0.007915   0.003154         47        640:  75%|#######5  | 126/168 [00:24<00:08,  5.23it/s]
    208/499      4.32G   0.008163   0.007915   0.003154         47        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
    208/499      4.32G    0.00816   0.007912   0.003149         59        640:  76%|#######5  | 127/168 [00:24<00:08,  5.10it/s]
    208/499      4.32G    0.00816   0.007912   0.003149         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    208/499      4.32G   0.008172   0.007905   0.003142         60        640:  76%|#######6  | 128/168 [00:24<00:07,  5.21it/s]
    208/499      4.32G   0.008172   0.007905   0.003142         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    208/499      4.32G    0.00816   0.007905   0.003163         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    208/499      4.32G    0.00816   0.007905   0.003163         80        640:  77%|#######7  | 130/168 [00:24<00:07,  5.13it/s]
    208/499      4.32G   0.008161   0.007904   0.003167         77        640:  77%|#######7  | 130/168 [00:25<00:07,  5.13it/s]
    208/499      4.32G   0.008161   0.007904   0.003167         77        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    208/499      4.32G   0.008153   0.007899   0.003152         65        640:  78%|#######7  | 131/168 [00:25<00:07,  5.17it/s]
    208/499      4.32G   0.008153   0.007899   0.003152         65        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    208/499      4.32G   0.008165   0.007919   0.003141         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.26it/s]
    208/499      4.32G   0.008165   0.007919   0.003141         80        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    208/499      4.32G   0.008171   0.007924   0.003132         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.14it/s]
    208/499      4.32G   0.008171   0.007924   0.003132         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    208/499      4.32G   0.008177   0.007939   0.003139         79        640:  80%|#######9  | 134/168 [00:25<00:06,  5.24it/s]
    208/499      4.32G   0.008177   0.007939   0.003139         79        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
    208/499      4.32G   0.008186    0.00793   0.003133         71        640:  80%|########  | 135/168 [00:26<00:06,  5.30it/s]
    208/499      4.32G   0.008186    0.00793   0.003133         71        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
    208/499      4.32G   0.008193    0.00794   0.003137         77        640:  81%|########  | 136/168 [00:26<00:06,  5.19it/s]
    208/499      4.32G   0.008193    0.00794   0.003137         77        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    208/499      4.32G   0.008197    0.00794   0.003131         68        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    208/499      4.32G   0.008197    0.00794   0.003131         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    208/499      4.32G   0.008194   0.007945   0.003119         68        640:  82%|########2 | 138/168 [00:26<00:05,  5.30it/s]
    208/499      4.32G   0.008194   0.007945   0.003119         68        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    208/499      4.32G   0.008194   0.007948   0.003117         88        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    208/499      4.32G   0.008194   0.007948   0.003117         88        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    208/499      4.32G   0.008184   0.007947   0.003112         65        640:  83%|########3 | 140/168 [00:27<00:05,  5.26it/s]
    208/499      4.32G   0.008184   0.007947   0.003112         65        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
    208/499      4.32G   0.008178   0.007944   0.003112         69        640:  84%|########3 | 141/168 [00:27<00:05,  5.28it/s]
    208/499      4.32G   0.008178   0.007944   0.003112         69        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    208/499      4.32G    0.00819   0.007955   0.003097         72        640:  85%|########4 | 142/168 [00:27<00:05,  5.13it/s]
    208/499      4.32G    0.00819   0.007955   0.003097         72        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    208/499      4.32G   0.008195   0.007955   0.003088         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    208/499      4.32G   0.008195   0.007955   0.003088         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    208/499      4.32G    0.00819   0.007946   0.003086         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    208/499      4.32G    0.00819   0.007946   0.003086         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    208/499      4.32G   0.008191   0.007949   0.003087         75        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    208/499      4.32G   0.008191   0.007949   0.003087         75        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    208/499      4.32G   0.008199   0.007949   0.003088         62        640:  87%|########6 | 146/168 [00:28<00:04,  5.26it/s]
    208/499      4.32G   0.008199   0.007949   0.003088         62        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    208/499      4.32G   0.008195    0.00796   0.003084         82        640:  88%|########7 | 147/168 [00:28<00:03,  5.28it/s]
    208/499      4.32G   0.008195    0.00796   0.003084         82        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
    208/499      4.32G     0.0082   0.007974   0.003068         83        640:  88%|########8 | 148/168 [00:28<00:03,  5.12it/s]
    208/499      4.32G     0.0082   0.007974   0.003068         83        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    208/499      4.32G   0.008199   0.007975   0.003069         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.19it/s]
    208/499      4.32G   0.008199   0.007975   0.003069         76        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
    208/499      4.32G   0.008191   0.007972   0.003069         69        640:  89%|########9 | 150/168 [00:28<00:03,  5.26it/s]
    208/499      4.32G   0.008191   0.007972   0.003069         69        640:  90%|########9 | 151/168 [00:28<00:03,  5.14it/s]
    208/499      4.32G   0.008188   0.007971    0.00307         73        640:  90%|########9 | 151/168 [00:29<00:03,  5.14it/s]
    208/499      4.32G   0.008188   0.007971    0.00307         73        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    208/499      4.32G   0.008195   0.007977   0.003062         74        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    208/499      4.32G   0.008195   0.007977   0.003062         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    208/499      4.32G   0.008215   0.008001   0.003095         66        640:  91%|#########1| 153/168 [00:29<00:02,  5.33it/s]
    208/499      4.32G   0.008215   0.008001   0.003095         66        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    208/499      4.32G   0.008214   0.007998   0.003084         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    208/499      4.32G   0.008214   0.007998   0.003084         57        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    208/499      4.32G    0.00821   0.007996   0.003076         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    208/499      4.32G    0.00821   0.007996   0.003076         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.28it/s]
    208/499      4.32G   0.008211   0.008001   0.003075         78        640:  93%|#########2| 156/168 [00:30<00:02,  5.28it/s]
    208/499      4.32G   0.008211   0.008001   0.003075         78        640:  93%|#########3| 157/168 [00:30<00:02,  5.11it/s]
    208/499      4.32G    0.00821   0.007997   0.003077         73        640:  93%|#########3| 157/168 [00:30<00:02,  5.11it/s]
    208/499      4.32G    0.00821   0.007997   0.003077         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    208/499      4.32G   0.008207    0.00798   0.003075         54        640:  94%|#########4| 158/168 [00:30<00:01,  5.22it/s]
    208/499      4.32G   0.008207    0.00798   0.003075         54        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    208/499      4.32G   0.008198    0.00798   0.003082         81        640:  95%|#########4| 159/168 [00:30<00:01,  5.25it/s]
    208/499      4.32G   0.008198    0.00798   0.003082         81        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    208/499      4.32G   0.008188   0.007973   0.003082         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.13it/s]
    208/499      4.32G   0.008188   0.007973   0.003082         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    208/499      4.32G   0.008192   0.007976   0.003085         67        640:  96%|#########5| 161/168 [00:31<00:01,  5.23it/s]
    208/499      4.32G   0.008192   0.007976   0.003085         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.20it/s]
    208/499      4.32G   0.008186   0.007971   0.003075         60        640:  96%|#########6| 162/168 [00:31<00:01,  5.20it/s]
    208/499      4.32G   0.008186   0.007971   0.003075         60        640:  97%|#########7| 163/168 [00:31<00:00,  5.08it/s]
    208/499      4.32G   0.008181   0.007968   0.003078         71        640:  97%|#########7| 163/168 [00:31<00:00,  5.08it/s]
    208/499      4.32G   0.008181   0.007968   0.003078         71        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    208/499      4.32G   0.008183   0.007962   0.003075         66        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    208/499      4.32G   0.008183   0.007962   0.003075         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    208/499      4.32G    0.00818   0.007959   0.003071         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    208/499      4.32G    0.00818   0.007959   0.003071         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.13it/s]
    208/499      4.32G    0.00819   0.007967   0.003063         79        640:  99%|#########8| 166/168 [00:32<00:00,  5.13it/s]
    208/499      4.32G    0.00819   0.007967   0.003063         79        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    208/499      4.32G   0.008179   0.007952   0.003052         32        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    208/499      4.32G   0.008179   0.007952   0.003052         32        640: 100%|##########| 168/168 [00:32<00:00,  5.43it/s]
    208/499      4.32G   0.008179   0.007952   0.003052         32        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.847      0.852      0.881      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    209/499      4.32G   0.007918   0.007319   0.003751         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    209/499      4.32G   0.007918   0.007319   0.003751         76        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    209/499      4.32G   0.008543   0.008692   0.003734         82        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    209/499      4.32G   0.008543   0.008692   0.003734         82        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    209/499      4.32G   0.008506   0.008919   0.002715         84        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    209/499      4.32G   0.008506   0.008919   0.002715         84        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    209/499      4.32G   0.008494   0.009121   0.002582         64        640:   2%|1         | 3/168 [00:00<00:30,  5.33it/s]
    209/499      4.32G   0.008494   0.009121   0.002582         64        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    209/499      4.32G   0.008522   0.008669   0.002532         62        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    209/499      4.32G   0.008522   0.008669   0.002532         62        640:   3%|2         | 5/168 [00:00<00:31,  5.22it/s]
    209/499      4.32G   0.008434   0.008685   0.003152         83        640:   3%|2         | 5/168 [00:01<00:31,  5.22it/s]
    209/499      4.32G   0.008434   0.008685   0.003152         83        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    209/499      4.32G   0.008348   0.008393   0.002941         66        640:   4%|3         | 6/168 [00:01<00:30,  5.29it/s]
    209/499      4.32G   0.008348   0.008393   0.002941         66        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    209/499      4.32G   0.008661   0.008302   0.002905         62        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    209/499      4.32G   0.008661   0.008302   0.002905         62        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    209/499      4.32G   0.008611   0.008252   0.002873         81        640:   5%|4         | 8/168 [00:01<00:30,  5.27it/s]
    209/499      4.32G   0.008611   0.008252   0.002873         81        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    209/499      4.32G   0.008588   0.008604   0.002767         82        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    209/499      4.32G   0.008588   0.008604   0.002767         82        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    209/499      4.32G    0.00858   0.008773   0.002861         79        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    209/499      4.32G    0.00858   0.008773   0.002861         79        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    209/499      4.32G   0.008533   0.008691   0.003057         67        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    209/499      4.32G   0.008533   0.008691   0.003057         67        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    209/499      4.32G    0.00868   0.008727   0.003072         58        640:   7%|7         | 12/168 [00:02<00:29,  5.34it/s]
    209/499      4.32G    0.00868   0.008727   0.003072         58        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    209/499      4.32G   0.008607   0.008514   0.003188         50        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    209/499      4.32G   0.008607   0.008514   0.003188         50        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    209/499      4.32G   0.008641   0.008331   0.003138         50        640:   8%|8         | 14/168 [00:02<00:29,  5.27it/s]
    209/499      4.32G   0.008641   0.008331   0.003138         50        640:   9%|8         | 15/168 [00:02<00:29,  5.27it/s]
    209/499      4.32G     0.0086   0.008199   0.003064         63        640:   9%|8         | 15/168 [00:03<00:29,  5.27it/s]
    209/499      4.32G     0.0086   0.008199   0.003064         63        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    209/499      4.32G   0.008576   0.008136   0.003193         69        640:  10%|9         | 16/168 [00:03<00:29,  5.15it/s]
    209/499      4.32G   0.008576   0.008136   0.003193         69        640:  10%|#         | 17/168 [00:03<00:29,  5.15it/s]
    209/499      4.32G   0.008578   0.008237   0.003191         94        640:  10%|#         | 17/168 [00:03<00:29,  5.15it/s]
    209/499      4.32G   0.008578   0.008237   0.003191         94        640:  11%|#         | 18/168 [00:03<00:28,  5.23it/s]
    209/499      4.32G   0.008613   0.008162   0.003313         58        640:  11%|#         | 18/168 [00:03<00:28,  5.23it/s]
    209/499      4.32G   0.008613   0.008162   0.003313         58        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    209/499      4.32G   0.008587   0.008166   0.003303         86        640:  11%|#1        | 19/168 [00:03<00:29,  5.11it/s]
    209/499      4.32G   0.008587   0.008166   0.003303         86        640:  12%|#1        | 20/168 [00:03<00:28,  5.20it/s]
    209/499      4.32G   0.008631   0.008153   0.003218         68        640:  12%|#1        | 20/168 [00:04<00:28,  5.20it/s]
    209/499      4.32G   0.008631   0.008153   0.003218         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    209/499      4.32G   0.008556   0.008134   0.003145         68        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    209/499      4.32G   0.008556   0.008134   0.003145         68        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    209/499      4.32G   0.008589   0.008141   0.003175         65        640:  13%|#3        | 22/168 [00:04<00:28,  5.12it/s]
    209/499      4.32G   0.008589   0.008141   0.003175         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.18it/s]
    209/499      4.32G   0.008587   0.008049   0.003315         54        640:  14%|#3        | 23/168 [00:04<00:27,  5.18it/s]
    209/499      4.32G   0.008587   0.008049   0.003315         54        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
    209/499      4.32G   0.008544   0.007974     0.0033         66        640:  14%|#4        | 24/168 [00:04<00:27,  5.27it/s]
    209/499      4.32G   0.008544   0.007974     0.0033         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
    209/499      4.32G    0.00851   0.007948   0.003358         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.13it/s]
    209/499      4.32G    0.00851   0.007948   0.003358         65        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    209/499      4.32G   0.008521   0.008008   0.003388         66        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    209/499      4.32G   0.008521   0.008008   0.003388         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    209/499      4.32G   0.008513    0.00813   0.003392         91        640:  16%|#6        | 27/168 [00:05<00:26,  5.29it/s]
    209/499      4.32G   0.008513    0.00813   0.003392         91        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    209/499      4.32G   0.008494    0.00814   0.003281         63        640:  17%|#6        | 28/168 [00:05<00:27,  5.15it/s]
    209/499      4.32G   0.008494    0.00814   0.003281         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    209/499      4.32G   0.008462   0.008144   0.003229         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.24it/s]
    209/499      4.32G   0.008462   0.008144   0.003229         66        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    209/499      4.32G   0.008454   0.008154   0.003228         64        640:  18%|#7        | 30/168 [00:05<00:26,  5.28it/s]
    209/499      4.32G   0.008454   0.008154   0.003228         64        640:  18%|#8        | 31/168 [00:05<00:26,  5.13it/s]
    209/499      4.32G   0.008453   0.008134   0.003249         71        640:  18%|#8        | 31/168 [00:06<00:26,  5.13it/s]
    209/499      4.32G   0.008453   0.008134   0.003249         71        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    209/499      4.32G   0.008466    0.00816   0.003182         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    209/499      4.32G   0.008466    0.00816   0.003182         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    209/499      4.32G   0.008442    0.00815   0.003277         76        640:  20%|#9        | 33/168 [00:06<00:25,  5.32it/s]
    209/499      4.32G   0.008442    0.00815   0.003277         76        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    209/499      4.32G    0.00843   0.008175    0.00332         88        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    209/499      4.32G    0.00843   0.008175    0.00332         88        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    209/499      4.32G   0.008433   0.008207    0.00326         79        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    209/499      4.32G   0.008433   0.008207    0.00326         79        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    209/499      4.32G   0.008408   0.008142   0.003283         63        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    209/499      4.32G   0.008408   0.008142   0.003283         63        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    209/499      4.32G   0.008413    0.00814   0.003308         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.16it/s]
    209/499      4.32G   0.008413    0.00814   0.003308         72        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    209/499      4.32G   0.008397   0.008148    0.00333         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.27it/s]
    209/499      4.32G   0.008397   0.008148    0.00333         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    209/499      4.32G   0.008362   0.008133   0.003341         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    209/499      4.32G   0.008362   0.008133   0.003341         76        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    209/499      4.32G   0.008355   0.008089   0.003291         49        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    209/499      4.32G   0.008355   0.008089   0.003291         49        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    209/499      4.32G    0.00835   0.008052   0.003284         61        640:  24%|##4       | 41/168 [00:08<00:23,  5.30it/s]
    209/499      4.32G    0.00835   0.008052   0.003284         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    209/499      4.32G   0.008362   0.008047   0.003275         57        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    209/499      4.32G   0.008362   0.008047   0.003275         57        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    209/499      4.32G   0.008414   0.008082    0.00328         86        640:  26%|##5       | 43/168 [00:08<00:23,  5.21it/s]
    209/499      4.32G   0.008414   0.008082    0.00328         86        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    209/499      4.32G   0.008411   0.008057   0.003259         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    209/499      4.32G   0.008411   0.008057   0.003259         66        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    209/499      4.32G     0.0084   0.008065   0.003219         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    209/499      4.32G     0.0084   0.008065   0.003219         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    209/499      4.32G   0.008403   0.008105   0.003224         83        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    209/499      4.32G   0.008403   0.008105   0.003224         83        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    209/499      4.32G   0.008382   0.008098   0.003223         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    209/499      4.32G   0.008382   0.008098   0.003223         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    209/499      4.32G   0.008383   0.008134   0.003213         73        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    209/499      4.32G   0.008383   0.008134   0.003213         73        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    209/499      4.32G   0.008378   0.008131   0.003157         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    209/499      4.32G   0.008378   0.008131   0.003157         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    209/499      4.32G    0.00839    0.00811   0.003165         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    209/499      4.32G    0.00839    0.00811   0.003165         71        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    209/499      4.32G   0.008373   0.008148   0.003146         85        640:  30%|###       | 51/168 [00:09<00:21,  5.36it/s]
    209/499      4.32G   0.008373   0.008148   0.003146         85        640:  31%|###       | 52/168 [00:09<00:22,  5.18it/s]
    209/499      4.32G    0.00835   0.008127   0.003181         74        640:  31%|###       | 52/168 [00:10<00:22,  5.18it/s]
    209/499      4.32G    0.00835   0.008127   0.003181         74        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    209/499      4.32G   0.008331   0.008127   0.003151         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    209/499      4.32G   0.008331   0.008127   0.003151         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    209/499      4.32G    0.00835    0.00812    0.00315         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    209/499      4.32G    0.00835    0.00812    0.00315         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    209/499      4.32G   0.008347   0.008145   0.003162         78        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    209/499      4.32G   0.008347   0.008145   0.003162         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    209/499      4.32G   0.008349   0.008122   0.003179         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.32it/s]
    209/499      4.32G   0.008349   0.008122   0.003179         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    209/499      4.32G   0.008343   0.008095   0.003159         61        640:  34%|###3      | 57/168 [00:11<00:20,  5.33it/s]
    209/499      4.32G   0.008343   0.008095   0.003159         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    209/499      4.32G   0.008327   0.008094   0.003153         83        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    209/499      4.32G   0.008327   0.008094   0.003153         83        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    209/499      4.32G   0.008324   0.008092   0.003157         77        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    209/499      4.32G   0.008324   0.008092   0.003157         77        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
    209/499      4.32G   0.008333   0.008055   0.003189         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
    209/499      4.32G   0.008333   0.008055   0.003189         54        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    209/499      4.32G   0.008324   0.008029   0.003167         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.12it/s]
    209/499      4.32G   0.008324   0.008029   0.003167         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
    209/499      4.32G   0.008346   0.008066   0.003152         71        640:  37%|###6      | 62/168 [00:12<00:20,  5.21it/s]
    209/499      4.32G   0.008346   0.008066   0.003152         71        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    209/499      4.32G   0.008372   0.008076   0.003144         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    209/499      4.32G   0.008372   0.008076   0.003144         61        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    209/499      4.32G   0.008381    0.00808   0.003168         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.14it/s]
    209/499      4.32G   0.008381    0.00808   0.003168         68        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    209/499      4.32G   0.008408   0.008098   0.003141         58        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    209/499      4.32G   0.008408   0.008098   0.003141         58        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    209/499      4.32G    0.00841   0.008099   0.003161         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    209/499      4.32G    0.00841   0.008099   0.003161         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    209/499      4.32G   0.008397   0.008131   0.003154         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    209/499      4.32G   0.008397   0.008131   0.003154         75        640:  40%|####      | 68/168 [00:12<00:19,  5.25it/s]
    209/499      4.32G    0.00839   0.008102   0.003158         61        640:  40%|####      | 68/168 [00:13<00:19,  5.25it/s]
    209/499      4.32G    0.00839   0.008102   0.003158         61        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    209/499      4.32G   0.008376   0.008082   0.003142         60        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    209/499      4.32G   0.008376   0.008082   0.003142         60        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    209/499      4.32G   0.008389   0.008075   0.003118         59        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    209/499      4.32G   0.008389   0.008075   0.003118         59        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    209/499      4.32G   0.008379   0.008071   0.003129         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    209/499      4.32G   0.008379   0.008071   0.003129         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    209/499      4.32G   0.008367   0.008056   0.003144         68        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    209/499      4.32G   0.008367   0.008056   0.003144         68        640:  43%|####3     | 73/168 [00:13<00:18,  5.10it/s]
    209/499      4.32G   0.008379    0.00805    0.00318         65        640:  43%|####3     | 73/168 [00:14<00:18,  5.10it/s]
    209/499      4.32G   0.008379    0.00805    0.00318         65        640:  44%|####4     | 74/168 [00:14<00:18,  5.14it/s]
    209/499      4.32G    0.00837   0.008062   0.003178         74        640:  44%|####4     | 74/168 [00:14<00:18,  5.14it/s]
    209/499      4.32G    0.00837   0.008062   0.003178         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.22it/s]
    209/499      4.32G   0.008374   0.008073   0.003142         59        640:  45%|####4     | 75/168 [00:14<00:17,  5.22it/s]
    209/499      4.32G   0.008374   0.008073   0.003142         59        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
    209/499      4.32G   0.008389   0.008087   0.003148         60        640:  45%|####5     | 76/168 [00:14<00:18,  5.09it/s]
    209/499      4.32G   0.008389   0.008087   0.003148         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    209/499      4.32G   0.008389   0.008104   0.003136         67        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    209/499      4.32G   0.008389   0.008104   0.003136         67        640:  46%|####6     | 78/168 [00:14<00:17,  5.29it/s]
    209/499      4.32G   0.008377   0.008077   0.003122         54        640:  46%|####6     | 78/168 [00:15<00:17,  5.29it/s]
    209/499      4.32G   0.008377   0.008077   0.003122         54        640:  47%|####7     | 79/168 [00:15<00:17,  5.08it/s]
    209/499      4.32G    0.00837   0.008079    0.00311         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.08it/s]
    209/499      4.32G    0.00837   0.008079    0.00311         75        640:  48%|####7     | 80/168 [00:15<00:17,  5.17it/s]
    209/499      4.32G   0.008376   0.008085   0.003104         60        640:  48%|####7     | 80/168 [00:15<00:17,  5.17it/s]
    209/499      4.32G   0.008376   0.008085   0.003104         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    209/499      4.32G   0.008386   0.008105   0.003114         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.26it/s]
    209/499      4.32G   0.008386   0.008105   0.003114         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
    209/499      4.32G   0.008381    0.00811   0.003119         72        640:  49%|####8     | 82/168 [00:15<00:16,  5.12it/s]
    209/499      4.32G   0.008381    0.00811   0.003119         72        640:  49%|####9     | 83/168 [00:15<00:16,  5.19it/s]
    209/499      4.32G   0.008393   0.008117   0.003125         63        640:  49%|####9     | 83/168 [00:16<00:16,  5.19it/s]
    209/499      4.32G   0.008393   0.008117   0.003125         63        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    209/499      4.32G   0.008425   0.008136   0.003124         72        640:  50%|#####     | 84/168 [00:16<00:15,  5.29it/s]
    209/499      4.32G   0.008425   0.008136   0.003124         72        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    209/499      4.32G   0.008413   0.008123   0.003133         64        640:  51%|#####     | 85/168 [00:16<00:16,  5.17it/s]
    209/499      4.32G   0.008413   0.008123   0.003133         64        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    209/499      4.32G     0.0084   0.008113   0.003136         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.27it/s]
    209/499      4.32G     0.0084   0.008113   0.003136         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    209/499      4.32G   0.008407   0.008107   0.003147         60        640:  52%|#####1    | 87/168 [00:16<00:15,  5.34it/s]
    209/499      4.32G   0.008407   0.008107   0.003147         60        640:  52%|#####2    | 88/168 [00:16<00:15,  5.22it/s]
    209/499      4.32G   0.008415   0.008109   0.003158         71        640:  52%|#####2    | 88/168 [00:17<00:15,  5.22it/s]
    209/499      4.32G   0.008415   0.008109   0.003158         71        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    209/499      4.32G   0.008413   0.008098   0.003167         63        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    209/499      4.32G   0.008413   0.008098   0.003167         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    209/499      4.32G   0.008409   0.008081    0.00316         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    209/499      4.32G   0.008409   0.008081    0.00316         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
    209/499      4.32G   0.008409   0.008086   0.003148         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.24it/s]
    209/499      4.32G   0.008409   0.008086   0.003148         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
    209/499      4.32G   0.008422   0.008072   0.003149         53        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
    209/499      4.32G   0.008422   0.008072   0.003149         53        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    209/499      4.32G    0.00841   0.008088    0.00313         71        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    209/499      4.32G    0.00841   0.008088    0.00313         71        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    209/499      4.32G   0.008389   0.008082   0.003129         70        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
    209/499      4.32G   0.008389   0.008082   0.003129         70        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    209/499      4.32G   0.008389   0.008078   0.003127         75        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    209/499      4.32G   0.008389   0.008078   0.003127         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    209/499      4.32G   0.008395   0.008081   0.003105         64        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    209/499      4.32G   0.008395   0.008081   0.003105         64        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    209/499      4.32G   0.008395   0.008089   0.003098         77        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    209/499      4.32G   0.008395   0.008089   0.003098         77        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    209/499      4.32G   0.008385   0.008087   0.003073         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    209/499      4.32G   0.008385   0.008087   0.003073         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    209/499      4.32G   0.008376   0.008088   0.003077         83        640:  59%|#####8    | 99/168 [00:19<00:12,  5.37it/s]
    209/499      4.32G   0.008376   0.008088   0.003077         83        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    209/499      4.32G   0.008383   0.008123   0.003086         90        640:  60%|#####9    | 100/168 [00:19<00:13,  5.22it/s]
    209/499      4.32G   0.008383   0.008123   0.003086         90        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    209/499      4.32G   0.008388   0.008133   0.003082         66        640:  60%|######    | 101/168 [00:19<00:12,  5.31it/s]
    209/499      4.32G   0.008388   0.008133   0.003082         66        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    209/499      4.32G   0.008384   0.008158   0.003088         85        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    209/499      4.32G   0.008384   0.008158   0.003088         85        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    209/499      4.32G   0.008384   0.008154   0.003105         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    209/499      4.32G   0.008384   0.008154   0.003105         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    209/499      4.32G   0.008375   0.008156   0.003082         75        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    209/499      4.32G   0.008375   0.008156   0.003082         75        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    209/499      4.32G   0.008384   0.008164   0.003099         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.33it/s]
    209/499      4.32G   0.008384   0.008164   0.003099         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    209/499      4.32G   0.008383   0.008136   0.003097         45        640:  63%|######3   | 106/168 [00:20<00:11,  5.19it/s]
    209/499      4.32G   0.008383   0.008136   0.003097         45        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    209/499      4.32G   0.008377   0.008137   0.003091         53        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    209/499      4.32G   0.008377   0.008137   0.003091         53        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    209/499      4.32G   0.008376   0.008147    0.00309         74        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    209/499      4.32G   0.008376   0.008147    0.00309         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    209/499      4.32G    0.00837    0.00814   0.003085         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    209/499      4.32G    0.00837    0.00814   0.003085         68        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
    209/499      4.32G   0.008367   0.008143   0.003084         73        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    209/499      4.32G   0.008367   0.008143   0.003084         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    209/499      4.32G   0.008365   0.008172    0.00308         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.31it/s]
    209/499      4.32G   0.008365   0.008172    0.00308         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    209/499      4.32G   0.008359    0.00817   0.003068         69        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    209/499      4.32G   0.008359    0.00817   0.003068         69        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    209/499      4.32G   0.008354   0.008183   0.003058         78        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    209/499      4.32G   0.008354   0.008183   0.003058         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
    209/499      4.32G   0.008356   0.008181   0.003062         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
    209/499      4.32G   0.008356   0.008181   0.003062         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.08it/s]
    209/499      4.32G   0.008358   0.008191   0.003054         91        640:  68%|######8   | 115/168 [00:22<00:10,  5.08it/s]
    209/499      4.32G   0.008358   0.008191   0.003054         91        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
    209/499      4.32G   0.008354   0.008198   0.003044         74        640:  69%|######9   | 116/168 [00:22<00:10,  5.16it/s]
    209/499      4.32G   0.008354   0.008198   0.003044         74        640:  70%|######9   | 117/168 [00:22<00:09,  5.14it/s]
    209/499      4.32G   0.008356   0.008215   0.003042         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.14it/s]
    209/499      4.32G   0.008356   0.008215   0.003042         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.03it/s]
    209/499      4.32G   0.008363   0.008221   0.003023         70        640:  70%|#######   | 118/168 [00:22<00:09,  5.03it/s]
    209/499      4.32G   0.008363   0.008221   0.003023         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.12it/s]
    209/499      4.32G   0.008394   0.008204    0.00305         50        640:  71%|#######   | 119/168 [00:22<00:09,  5.12it/s]
    209/499      4.32G   0.008394   0.008204    0.00305         50        640:  71%|#######1  | 120/168 [00:22<00:09,  5.25it/s]
    209/499      4.32G   0.008395   0.008209   0.003049         68        640:  71%|#######1  | 120/168 [00:23<00:09,  5.25it/s]
    209/499      4.32G   0.008395   0.008209   0.003049         68        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    209/499      4.32G   0.008401   0.008203   0.003069         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.12it/s]
    209/499      4.32G   0.008401   0.008203   0.003069         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    209/499      4.32G   0.008408   0.008203   0.003064         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    209/499      4.32G   0.008408   0.008203   0.003064         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
    209/499      4.32G     0.0084   0.008184   0.003072         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.27it/s]
    209/499      4.32G     0.0084   0.008184   0.003072         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    209/499      4.32G   0.008397   0.008179   0.003078         69        640:  74%|#######3  | 124/168 [00:23<00:08,  5.17it/s]
    209/499      4.32G   0.008397   0.008179   0.003078         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    209/499      4.32G   0.008414   0.008206   0.003102         86        640:  74%|#######4  | 125/168 [00:24<00:08,  5.23it/s]
    209/499      4.32G   0.008414   0.008206   0.003102         86        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    209/499      4.32G    0.00841   0.008208   0.003112         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.30it/s]
    209/499      4.32G    0.00841   0.008208   0.003112         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    209/499      4.32G   0.008407   0.008187   0.003129         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    209/499      4.32G   0.008407   0.008187   0.003129         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    209/499      4.32G   0.008413    0.00819   0.003157         80        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    209/499      4.32G   0.008413    0.00819   0.003157         80        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    209/499      4.32G   0.008415   0.008182    0.00317         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    209/499      4.32G   0.008415   0.008182    0.00317         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    209/499      4.32G   0.008415   0.008187   0.003169         78        640:  77%|#######7  | 130/168 [00:25<00:07,  5.17it/s]
    209/499      4.32G   0.008415   0.008187   0.003169         78        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    209/499      4.32G   0.008416   0.008174   0.003155         60        640:  78%|#######7  | 131/168 [00:25<00:07,  5.28it/s]
    209/499      4.32G   0.008416   0.008174   0.003155         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    209/499      4.32G   0.008417   0.008163   0.003161         59        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    209/499      4.32G   0.008417   0.008163   0.003161         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    209/499      4.32G   0.008415   0.008172   0.003143         74        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    209/499      4.32G   0.008415   0.008172   0.003143         74        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    209/499      4.32G   0.008417    0.00817   0.003132         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    209/499      4.32G   0.008417    0.00817   0.003132         62        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    209/499      4.32G   0.008425   0.008177   0.003129         66        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    209/499      4.32G   0.008425   0.008177   0.003129         66        640:  81%|########  | 136/168 [00:25<00:06,  5.14it/s]
    209/499      4.32G   0.008418   0.008168   0.003139         72        640:  81%|########  | 136/168 [00:26<00:06,  5.14it/s]
    209/499      4.32G   0.008418   0.008168   0.003139         72        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    209/499      4.32G   0.008418   0.008168   0.003135         64        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    209/499      4.32G   0.008418   0.008168   0.003135         64        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
    209/499      4.32G   0.008418    0.00817   0.003135         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.24it/s]
    209/499      4.32G   0.008418    0.00817   0.003135         65        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    209/499      4.32G   0.008419    0.00816   0.003134         60        640:  83%|########2 | 139/168 [00:26<00:05,  5.12it/s]
    209/499      4.32G   0.008419    0.00816   0.003134         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    209/499      4.32G   0.008412   0.008148   0.003141         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    209/499      4.32G   0.008412   0.008148   0.003141         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    209/499      4.32G   0.008408   0.008151   0.003133         67        640:  84%|########3 | 141/168 [00:27<00:05,  5.30it/s]
    209/499      4.32G   0.008408   0.008151   0.003133         67        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    209/499      4.32G    0.00842    0.00814   0.003121         54        640:  85%|########4 | 142/168 [00:27<00:05,  5.20it/s]
    209/499      4.32G    0.00842    0.00814   0.003121         54        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    209/499      4.32G   0.008424   0.008152   0.003125         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    209/499      4.32G   0.008424   0.008152   0.003125         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    209/499      4.32G   0.008433    0.00815   0.003119         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.32it/s]
    209/499      4.32G   0.008433    0.00815   0.003119         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.11it/s]
    209/499      4.32G   0.008429    0.00815    0.00312         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.11it/s]
    209/499      4.32G   0.008429    0.00815    0.00312         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.21it/s]
    209/499      4.32G   0.008426   0.008156    0.00315         74        640:  87%|########6 | 146/168 [00:28<00:04,  5.21it/s]
    209/499      4.32G   0.008426   0.008156    0.00315         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    209/499      4.32G   0.008422   0.008157    0.00315         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.30it/s]
    209/499      4.32G   0.008422   0.008157    0.00315         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    209/499      4.32G   0.008423   0.008154   0.003148         64        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    209/499      4.32G   0.008423   0.008154   0.003148         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    209/499      4.32G   0.008423   0.008153    0.00315         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    209/499      4.32G   0.008423   0.008153    0.00315         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    209/499      4.32G   0.008414   0.008149   0.003169         80        640:  89%|########9 | 150/168 [00:28<00:03,  5.30it/s]
    209/499      4.32G   0.008414   0.008149   0.003169         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.13it/s]
    209/499      4.32G   0.008414   0.008143   0.003181         67        640:  90%|########9 | 151/168 [00:29<00:03,  5.13it/s]
    209/499      4.32G   0.008414   0.008143   0.003181         67        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    209/499      4.32G   0.008412   0.008142   0.003176         72        640:  90%|######### | 152/168 [00:29<00:03,  5.22it/s]
    209/499      4.32G   0.008412   0.008142   0.003176         72        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    209/499      4.32G   0.008406   0.008148   0.003172         67        640:  91%|#########1| 153/168 [00:29<00:02,  5.28it/s]
    209/499      4.32G   0.008406   0.008148   0.003172         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
    209/499      4.32G   0.008403   0.008152   0.003159         80        640:  92%|#########1| 154/168 [00:29<00:02,  5.16it/s]
    209/499      4.32G   0.008403   0.008152   0.003159         80        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    209/499      4.32G   0.008418   0.008143   0.003162         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    209/499      4.32G   0.008418   0.008143   0.003162         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    209/499      4.32G   0.008418   0.008149   0.003159         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    209/499      4.32G   0.008418   0.008149   0.003159         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.15it/s]
    209/499      4.32G   0.008417   0.008149    0.00316         57        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    209/499      4.32G   0.008417   0.008149    0.00316         57        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    209/499      4.32G   0.008418   0.008166   0.003162         76        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    209/499      4.32G   0.008418   0.008166   0.003162         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    209/499      4.32G   0.008419   0.008175   0.003161         83        640:  95%|#########4| 159/168 [00:30<00:01,  5.28it/s]
    209/499      4.32G   0.008419   0.008175   0.003161         83        640:  95%|#########5| 160/168 [00:30<00:01,  5.12it/s]
    209/499      4.32G   0.008428   0.008175   0.003154         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.12it/s]
    209/499      4.32G   0.008428   0.008175   0.003154         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
    209/499      4.32G   0.008428   0.008168   0.003153         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.22it/s]
    209/499      4.32G   0.008428   0.008168   0.003153         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    209/499      4.32G   0.008427   0.008181   0.003157         83        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    209/499      4.32G   0.008427   0.008181   0.003157         83        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    209/499      4.32G   0.008426   0.008189    0.00316         75        640:  97%|#########7| 163/168 [00:31<00:00,  5.16it/s]
    209/499      4.32G   0.008426   0.008189    0.00316         75        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    209/499      4.32G   0.008415   0.008181   0.003145         50        640:  98%|#########7| 164/168 [00:31<00:00,  5.22it/s]
    209/499      4.32G   0.008415   0.008181   0.003145         50        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    209/499      4.32G   0.008436   0.008172   0.003139         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.27it/s]
    209/499      4.32G   0.008436   0.008172   0.003139         60        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    209/499      4.32G   0.008431   0.008171   0.003142         84        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    209/499      4.32G   0.008431   0.008171   0.003142         84        640:  99%|#########9| 167/168 [00:31<00:00,  5.23it/s]
    209/499      4.32G   0.008424   0.008161   0.003138         24        640:  99%|#########9| 167/168 [00:32<00:00,  5.23it/s]
    209/499      4.32G   0.008424   0.008161   0.003138         24        640: 100%|##########| 168/168 [00:32<00:00,  5.41it/s]
    209/499      4.32G   0.008424   0.008161   0.003138         24        640: 100%|##########| 168/168 [00:32<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.847      0.851      0.876      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    210/499      4.32G   0.008311   0.006966   0.003829         67        640:   0%|          | 0/168 [00:00<?, ?it/s]
    210/499      4.32G   0.008311   0.006966   0.003829         67        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    210/499      4.32G   0.008086   0.006886   0.003218         57        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    210/499      4.32G   0.008086   0.006886   0.003218         57        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    210/499      4.32G   0.008238   0.007281   0.003355         71        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    210/499      4.32G   0.008238   0.007281   0.003355         71        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    210/499      4.32G   0.008397   0.007638   0.003713         82        640:   2%|1         | 3/168 [00:00<00:30,  5.39it/s]
    210/499      4.32G   0.008397   0.007638   0.003713         82        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    210/499      4.32G   0.008422   0.008167   0.003508         78        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    210/499      4.32G   0.008422   0.008167   0.003508         78        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    210/499      4.32G   0.008327   0.008477   0.003914         81        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    210/499      4.32G   0.008327   0.008477   0.003914         81        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    210/499      4.32G   0.008304   0.008409   0.003898         61        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    210/499      4.32G   0.008304   0.008409   0.003898         61        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    210/499      4.32G   0.008301   0.008429   0.003973         70        640:   4%|4         | 7/168 [00:01<00:30,  5.21it/s]
    210/499      4.32G   0.008301   0.008429   0.003973         70        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    210/499      4.32G   0.008204   0.008215   0.003693         59        640:   5%|4         | 8/168 [00:01<00:30,  5.33it/s]
    210/499      4.32G   0.008204   0.008215   0.003693         59        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    210/499      4.32G    0.00816     0.0082   0.003415         77        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    210/499      4.32G    0.00816     0.0082   0.003415         77        640:   6%|5         | 10/168 [00:01<00:30,  5.23it/s]
    210/499      4.32G   0.008116   0.008274   0.003464         83        640:   6%|5         | 10/168 [00:02<00:30,  5.23it/s]
    210/499      4.32G   0.008116   0.008274   0.003464         83        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    210/499      4.32G   0.008081   0.008089    0.00335         55        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    210/499      4.32G   0.008081   0.008089    0.00335         55        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    210/499      4.32G   0.008122   0.008035   0.003432         70        640:   7%|7         | 12/168 [00:02<00:29,  5.37it/s]
    210/499      4.32G   0.008122   0.008035   0.003432         70        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    210/499      4.32G   0.008173   0.007971   0.003374         57        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    210/499      4.32G   0.008173   0.007971   0.003374         57        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    210/499      4.32G   0.008157    0.00791   0.003372         70        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    210/499      4.32G   0.008157    0.00791   0.003372         70        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    210/499      4.32G    0.00811   0.007838   0.003396         67        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    210/499      4.32G    0.00811   0.007838   0.003396         67        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    210/499      4.32G   0.008076   0.007799   0.003338         58        640:  10%|9         | 16/168 [00:03<00:29,  5.19it/s]
    210/499      4.32G   0.008076   0.007799   0.003338         58        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    210/499      4.32G   0.008105   0.007761   0.003311         63        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    210/499      4.32G   0.008105   0.007761   0.003311         63        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    210/499      4.32G   0.008164   0.007812   0.003418         65        640:  11%|#         | 18/168 [00:03<00:28,  5.27it/s]
    210/499      4.32G   0.008164   0.007812   0.003418         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    210/499      4.32G   0.008088   0.007788   0.003512         80        640:  11%|#1        | 19/168 [00:03<00:28,  5.16it/s]
    210/499      4.32G   0.008088   0.007788   0.003512         80        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
    210/499      4.32G   0.008104   0.007784   0.003478         61        640:  12%|#1        | 20/168 [00:03<00:28,  5.21it/s]
    210/499      4.32G   0.008104   0.007784   0.003478         61        640:  12%|#2        | 21/168 [00:03<00:27,  5.29it/s]
    210/499      4.32G   0.008056   0.007688   0.003454         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.29it/s]
    210/499      4.32G   0.008056   0.007688   0.003454         59        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    210/499      4.32G   0.008091   0.007745   0.003453         87        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    210/499      4.32G   0.008091   0.007745   0.003453         87        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    210/499      4.32G   0.008065   0.007744    0.00344         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    210/499      4.32G   0.008065   0.007744    0.00344         71        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    210/499      4.32G   0.008052   0.007752   0.003437         67        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    210/499      4.32G   0.008052   0.007752   0.003437         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    210/499      4.32G   0.008041   0.007813   0.003387         86        640:  15%|#4        | 25/168 [00:04<00:27,  5.17it/s]
    210/499      4.32G   0.008041   0.007813   0.003387         86        640:  15%|#5        | 26/168 [00:04<00:27,  5.23it/s]
    210/499      4.32G   0.008109   0.007897   0.003369         74        640:  15%|#5        | 26/168 [00:05<00:27,  5.23it/s]
    210/499      4.32G   0.008109   0.007897   0.003369         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    210/499      4.32G   0.008166   0.007901   0.003358         70        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    210/499      4.32G   0.008166   0.007901   0.003358         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    210/499      4.32G   0.008221   0.007892   0.003316         70        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    210/499      4.32G   0.008221   0.007892   0.003316         70        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    210/499      4.32G   0.008208   0.007878   0.003231         74        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    210/499      4.32G   0.008208   0.007878   0.003231         74        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    210/499      4.32G   0.008178   0.007853   0.003182         56        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    210/499      4.32G   0.008178   0.007853   0.003182         56        640:  18%|#8        | 31/168 [00:05<00:26,  5.14it/s]
    210/499      4.32G   0.008206   0.007859   0.003187         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.14it/s]
    210/499      4.32G   0.008206   0.007859   0.003187         72        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
    210/499      4.32G    0.00824   0.007872   0.003197         77        640:  19%|#9        | 32/168 [00:06<00:26,  5.18it/s]
    210/499      4.32G    0.00824   0.007872   0.003197         77        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
    210/499      4.32G   0.008264   0.007883   0.003153         59        640:  20%|#9        | 33/168 [00:06<00:25,  5.22it/s]
    210/499      4.32G   0.008264   0.007883   0.003153         59        640:  20%|##        | 34/168 [00:06<00:26,  5.11it/s]
    210/499      4.32G   0.008276   0.007867   0.003159         66        640:  20%|##        | 34/168 [00:06<00:26,  5.11it/s]
    210/499      4.32G   0.008276   0.007867   0.003159         66        640:  21%|##        | 35/168 [00:06<00:25,  5.19it/s]
    210/499      4.32G   0.008286   0.007883   0.003125         80        640:  21%|##        | 35/168 [00:06<00:25,  5.19it/s]
    210/499      4.32G   0.008286   0.007883   0.003125         80        640:  21%|##1       | 36/168 [00:06<00:25,  5.25it/s]
    210/499      4.32G   0.008305   0.007885   0.003076         72        640:  21%|##1       | 36/168 [00:07<00:25,  5.25it/s]
    210/499      4.32G   0.008305   0.007885   0.003076         72        640:  22%|##2       | 37/168 [00:07<00:26,  5.04it/s]
    210/499      4.32G   0.008317   0.007848   0.003062         61        640:  22%|##2       | 37/168 [00:07<00:26,  5.04it/s]
    210/499      4.32G   0.008317   0.007848   0.003062         61        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
    210/499      4.32G    0.00831   0.007832   0.003052         76        640:  23%|##2       | 38/168 [00:07<00:25,  5.15it/s]
    210/499      4.32G    0.00831   0.007832   0.003052         76        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
    210/499      4.32G   0.008312   0.007822   0.003094         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.22it/s]
    210/499      4.32G   0.008312   0.007822   0.003094         69        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
    210/499      4.32G   0.008305   0.007865   0.003118         79        640:  24%|##3       | 40/168 [00:07<00:25,  5.12it/s]
    210/499      4.32G   0.008305   0.007865   0.003118         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    210/499      4.32G   0.008273   0.007834   0.003127         67        640:  24%|##4       | 41/168 [00:08<00:24,  5.22it/s]
    210/499      4.32G   0.008273   0.007834   0.003127         67        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
    210/499      4.32G   0.008264   0.007823   0.003141         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
    210/499      4.32G   0.008264   0.007823   0.003141         71        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    210/499      4.32G   0.008287   0.007825   0.003121         64        640:  26%|##5       | 43/168 [00:08<00:24,  5.15it/s]
    210/499      4.32G   0.008287   0.007825   0.003121         64        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    210/499      4.32G   0.008284   0.007803   0.003143         58        640:  26%|##6       | 44/168 [00:08<00:23,  5.25it/s]
    210/499      4.32G   0.008284   0.007803   0.003143         58        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    210/499      4.32G    0.00827    0.00783   0.003091         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.31it/s]
    210/499      4.32G    0.00827    0.00783   0.003091         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    210/499      4.32G   0.008268   0.007833   0.003082         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.17it/s]
    210/499      4.32G   0.008268   0.007833   0.003082         68        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    210/499      4.32G   0.008241   0.007806   0.003087         60        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    210/499      4.32G   0.008241   0.007806   0.003087         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    210/499      4.32G   0.008248   0.007813   0.003081         65        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    210/499      4.32G   0.008248   0.007813   0.003081         65        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    210/499      4.32G   0.008231    0.00783    0.00305         73        640:  29%|##9       | 49/168 [00:09<00:23,  5.16it/s]
    210/499      4.32G   0.008231    0.00783    0.00305         73        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    210/499      4.32G   0.008248   0.007827    0.00304         67        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    210/499      4.32G   0.008248   0.007827    0.00304         67        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    210/499      4.32G   0.008255   0.007845   0.003035         67        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    210/499      4.32G   0.008255   0.007845   0.003035         67        640:  31%|###       | 52/168 [00:09<00:22,  5.17it/s]
    210/499      4.32G    0.00824   0.007799   0.003036         61        640:  31%|###       | 52/168 [00:10<00:22,  5.17it/s]
    210/499      4.32G    0.00824   0.007799   0.003036         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    210/499      4.32G   0.008209   0.007766   0.003146         54        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    210/499      4.32G   0.008209   0.007766   0.003146         54        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    210/499      4.32G   0.008219   0.007785    0.00318         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.29it/s]
    210/499      4.32G   0.008219   0.007785    0.00318         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    210/499      4.32G   0.008225   0.007749   0.003158         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    210/499      4.32G   0.008225   0.007749   0.003158         60        640:  33%|###3      | 56/168 [00:10<00:21,  5.20it/s]
    210/499      4.32G   0.008203    0.00772    0.00314         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.20it/s]
    210/499      4.32G   0.008203    0.00772    0.00314         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    210/499      4.32G   0.008217   0.007729   0.003115         61        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    210/499      4.32G   0.008217   0.007729   0.003115         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    210/499      4.32G    0.00822   0.007727   0.003091         61        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    210/499      4.32G    0.00822   0.007727   0.003091         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    210/499      4.32G   0.008236   0.007747    0.00309         61        640:  35%|###5      | 59/168 [00:11<00:20,  5.24it/s]
    210/499      4.32G   0.008236   0.007747    0.00309         61        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    210/499      4.32G    0.00822   0.007737   0.003065         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    210/499      4.32G    0.00822   0.007737   0.003065         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    210/499      4.32G   0.008207    0.00773   0.003044         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.14it/s]
    210/499      4.32G   0.008207    0.00773   0.003044         68        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    210/499      4.32G   0.008229   0.007737   0.003033         61        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    210/499      4.32G   0.008229   0.007737   0.003033         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    210/499      4.32G   0.008204    0.00772   0.003039         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.30it/s]
    210/499      4.32G   0.008204    0.00772   0.003039         73        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    210/499      4.32G   0.008194   0.007695   0.003014         62        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    210/499      4.32G   0.008194   0.007695   0.003014         62        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    210/499      4.32G   0.008172   0.007694   0.002996         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    210/499      4.32G   0.008172   0.007694   0.002996         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    210/499      4.32G   0.008191    0.00767   0.002979         49        640:  39%|###9      | 66/168 [00:12<00:19,  5.32it/s]
    210/499      4.32G   0.008191    0.00767   0.002979         49        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    210/499      4.32G   0.008216   0.007691   0.002989         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    210/499      4.32G   0.008216   0.007691   0.002989         72        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
    210/499      4.32G   0.008224    0.00767    0.00299         59        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
    210/499      4.32G   0.008224    0.00767    0.00299         59        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    210/499      4.32G    0.00821   0.007668   0.002964         68        640:  41%|####1     | 69/168 [00:13<00:18,  5.33it/s]
    210/499      4.32G    0.00821   0.007668   0.002964         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    210/499      4.32G   0.008228   0.007712    0.00299         78        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    210/499      4.32G   0.008228   0.007712    0.00299         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    210/499      4.32G   0.008233   0.007714   0.003022         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.24it/s]
    210/499      4.32G   0.008233   0.007714   0.003022         67        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    210/499      4.32G    0.00824   0.007742   0.003031         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.30it/s]
    210/499      4.32G    0.00824   0.007742   0.003031         74        640:  43%|####3     | 73/168 [00:13<00:18,  5.11it/s]
    210/499      4.32G   0.008241   0.007749   0.003107         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.11it/s]
    210/499      4.32G   0.008241   0.007749   0.003107         74        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
    210/499      4.32G   0.008243   0.007741   0.003107         78        640:  44%|####4     | 74/168 [00:14<00:18,  5.20it/s]
    210/499      4.32G   0.008243   0.007741   0.003107         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.22it/s]
    210/499      4.32G   0.008247   0.007751   0.003103         77        640:  45%|####4     | 75/168 [00:14<00:17,  5.22it/s]
    210/499      4.32G   0.008247   0.007751   0.003103         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    210/499      4.32G   0.008273   0.007776   0.003125         77        640:  45%|####5     | 76/168 [00:14<00:17,  5.12it/s]
    210/499      4.32G   0.008273   0.007776   0.003125         77        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    210/499      4.32G   0.008261   0.007772   0.003094         54        640:  46%|####5     | 77/168 [00:14<00:17,  5.19it/s]
    210/499      4.32G   0.008261   0.007772   0.003094         54        640:  46%|####6     | 78/168 [00:14<00:17,  5.27it/s]
    210/499      4.32G   0.008273   0.007785   0.003113         77        640:  46%|####6     | 78/168 [00:15<00:17,  5.27it/s]
    210/499      4.32G   0.008273   0.007785   0.003113         77        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    210/499      4.32G   0.008268   0.007778   0.003093         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.12it/s]
    210/499      4.32G   0.008268   0.007778   0.003093         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
    210/499      4.32G   0.008268   0.007761   0.003083         48        640:  48%|####7     | 80/168 [00:15<00:16,  5.21it/s]
    210/499      4.32G   0.008268   0.007761   0.003083         48        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    210/499      4.32G   0.008267   0.007754    0.00308         62        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    210/499      4.32G   0.008267   0.007754    0.00308         62        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
    210/499      4.32G   0.008266   0.007753   0.003058         65        640:  49%|####8     | 82/168 [00:15<00:16,  5.14it/s]
    210/499      4.32G   0.008266   0.007753   0.003058         65        640:  49%|####9     | 83/168 [00:15<00:16,  5.21it/s]
    210/499      4.32G   0.008262   0.007748   0.003078         69        640:  49%|####9     | 83/168 [00:16<00:16,  5.21it/s]
    210/499      4.32G   0.008262   0.007748   0.003078         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    210/499      4.32G    0.00827   0.007786   0.003067         80        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    210/499      4.32G    0.00827   0.007786   0.003067         80        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    210/499      4.32G   0.008245   0.007768   0.003058         62        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    210/499      4.32G   0.008245   0.007768   0.003058         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    210/499      4.32G   0.008254   0.007777   0.003056         69        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    210/499      4.32G   0.008254   0.007777   0.003056         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    210/499      4.32G   0.008241    0.00778   0.003059         90        640:  52%|#####1    | 87/168 [00:16<00:15,  5.30it/s]
    210/499      4.32G   0.008241    0.00778   0.003059         90        640:  52%|#####2    | 88/168 [00:16<00:15,  5.17it/s]
    210/499      4.32G    0.00824   0.007782   0.003069         69        640:  52%|#####2    | 88/168 [00:17<00:15,  5.17it/s]
    210/499      4.32G    0.00824   0.007782   0.003069         69        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    210/499      4.32G   0.008228   0.007772   0.003085         63        640:  53%|#####2    | 89/168 [00:17<00:15,  5.23it/s]
    210/499      4.32G   0.008228   0.007772   0.003085         63        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    210/499      4.32G   0.008217   0.007796   0.003088         97        640:  54%|#####3    | 90/168 [00:17<00:14,  5.28it/s]
    210/499      4.32G   0.008217   0.007796   0.003088         97        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    210/499      4.32G    0.00823   0.007794   0.003099         70        640:  54%|#####4    | 91/168 [00:17<00:14,  5.17it/s]
    210/499      4.32G    0.00823   0.007794   0.003099         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    210/499      4.32G   0.008229   0.007806   0.003093         70        640:  55%|#####4    | 92/168 [00:17<00:14,  5.24it/s]
    210/499      4.32G   0.008229   0.007806   0.003093         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    210/499      4.32G    0.00824   0.007796    0.00309         52        640:  55%|#####5    | 93/168 [00:17<00:14,  5.31it/s]
    210/499      4.32G    0.00824   0.007796    0.00309         52        640:  56%|#####5    | 94/168 [00:17<00:14,  5.13it/s]
    210/499      4.32G   0.008242   0.007819   0.003087         66        640:  56%|#####5    | 94/168 [00:18<00:14,  5.13it/s]
    210/499      4.32G   0.008242   0.007819   0.003087         66        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    210/499      4.32G   0.008247   0.007819   0.003107         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.22it/s]
    210/499      4.32G   0.008247   0.007819   0.003107         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    210/499      4.32G   0.008245   0.007816   0.003119         76        640:  57%|#####7    | 96/168 [00:18<00:13,  5.29it/s]
    210/499      4.32G   0.008245   0.007816   0.003119         76        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    210/499      4.32G   0.008235   0.007809   0.003095         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    210/499      4.32G   0.008235   0.007809   0.003095         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    210/499      4.32G   0.008235   0.007818   0.003083         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    210/499      4.32G   0.008235   0.007818   0.003083         63        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    210/499      4.32G   0.008229   0.007803   0.003077         57        640:  59%|#####8    | 99/168 [00:19<00:12,  5.36it/s]
    210/499      4.32G   0.008229   0.007803   0.003077         57        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    210/499      4.32G   0.008217   0.007793   0.003072         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    210/499      4.32G   0.008217   0.007793   0.003072         62        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    210/499      4.32G   0.008229   0.007812   0.003114         62        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    210/499      4.32G   0.008229   0.007812   0.003114         62        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    210/499      4.32G   0.008237    0.00783   0.003104         83        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    210/499      4.32G   0.008237    0.00783   0.003104         83        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    210/499      4.32G   0.008231   0.007811   0.003091         58        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    210/499      4.32G   0.008231   0.007811   0.003091         58        640:  62%|######1   | 104/168 [00:19<00:12,  5.27it/s]
    210/499      4.32G   0.008238   0.007796   0.003071         53        640:  62%|######1   | 104/168 [00:20<00:12,  5.27it/s]
    210/499      4.32G   0.008238   0.007796   0.003071         53        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    210/499      4.32G    0.00824   0.007797   0.003062         62        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    210/499      4.32G    0.00824   0.007797   0.003062         62        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    210/499      4.32G   0.008247   0.007796    0.00306         59        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    210/499      4.32G   0.008247   0.007796    0.00306         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    210/499      4.32G   0.008245   0.007798   0.003057         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    210/499      4.32G   0.008245   0.007798   0.003057         80        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    210/499      4.32G   0.008238   0.007803    0.00305         68        640:  64%|######4   | 108/168 [00:20<00:11,  5.25it/s]
    210/499      4.32G   0.008238   0.007803    0.00305         68        640:  65%|######4   | 109/168 [00:20<00:11,  5.12it/s]
    210/499      4.32G   0.008237   0.007795   0.003044         58        640:  65%|######4   | 109/168 [00:21<00:11,  5.12it/s]
    210/499      4.32G   0.008237   0.007795   0.003044         58        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    210/499      4.32G   0.008237   0.007798   0.003026         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.21it/s]
    210/499      4.32G   0.008237   0.007798   0.003026         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    210/499      4.32G   0.008227   0.007786   0.003043         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    210/499      4.32G   0.008227   0.007786   0.003043         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
    210/499      4.32G   0.008221   0.007782   0.003032         68        640:  67%|######6   | 112/168 [00:21<00:10,  5.12it/s]
    210/499      4.32G   0.008221   0.007782   0.003032         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    210/499      4.32G   0.008222   0.007788   0.003018         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    210/499      4.32G   0.008222   0.007788   0.003018         71        640:  68%|######7   | 114/168 [00:21<00:10,  5.24it/s]
    210/499      4.32G   0.008217   0.007786   0.003003         62        640:  68%|######7   | 114/168 [00:21<00:10,  5.24it/s]
    210/499      4.32G   0.008217   0.007786   0.003003         62        640:  68%|######8   | 115/168 [00:21<00:10,  5.09it/s]
    210/499      4.32G   0.008213   0.007777   0.003019         64        640:  68%|######8   | 115/168 [00:22<00:10,  5.09it/s]
    210/499      4.32G   0.008213   0.007777   0.003019         64        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
    210/499      4.32G   0.008208   0.007774    0.00301         65        640:  69%|######9   | 116/168 [00:22<00:10,  5.17it/s]
    210/499      4.32G   0.008208   0.007774    0.00301         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    210/499      4.32G   0.008202   0.007771   0.002985         59        640:  70%|######9   | 117/168 [00:22<00:09,  5.25it/s]
    210/499      4.32G   0.008202   0.007771   0.002985         59        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    210/499      4.32G   0.008195   0.007792   0.002981         85        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    210/499      4.32G   0.008195   0.007792   0.002981         85        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    210/499      4.32G   0.008188   0.007789   0.002971         63        640:  71%|#######   | 119/168 [00:22<00:09,  5.20it/s]
    210/499      4.32G   0.008188   0.007789   0.002971         63        640:  71%|#######1  | 120/168 [00:22<00:09,  5.25it/s]
    210/499      4.32G   0.008187   0.007786   0.002992         61        640:  71%|#######1  | 120/168 [00:23<00:09,  5.25it/s]
    210/499      4.32G   0.008187   0.007786   0.002992         61        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    210/499      4.32G   0.008186   0.007789      0.003         77        640:  72%|#######2  | 121/168 [00:23<00:09,  5.14it/s]
    210/499      4.32G   0.008186   0.007789      0.003         77        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    210/499      4.32G   0.008187   0.007793   0.002986         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.21it/s]
    210/499      4.32G   0.008187   0.007793   0.002986         71        640:  73%|#######3  | 123/168 [00:23<00:08,  5.21it/s]
    210/499      4.32G   0.008195   0.007794   0.002986         74        640:  73%|#######3  | 123/168 [00:23<00:08,  5.21it/s]
    210/499      4.32G   0.008195   0.007794   0.002986         74        640:  74%|#######3  | 124/168 [00:23<00:08,  5.09it/s]
    210/499      4.32G   0.008192   0.007796   0.002975         62        640:  74%|#######3  | 124/168 [00:23<00:08,  5.09it/s]
    210/499      4.32G   0.008192   0.007796   0.002975         62        640:  74%|#######4  | 125/168 [00:23<00:08,  5.15it/s]
    210/499      4.32G   0.008199   0.007803   0.002965         59        640:  74%|#######4  | 125/168 [00:24<00:08,  5.15it/s]
    210/499      4.32G   0.008199   0.007803   0.002965         59        640:  75%|#######5  | 126/168 [00:24<00:08,  5.25it/s]
    210/499      4.32G   0.008195   0.007804   0.002974         75        640:  75%|#######5  | 126/168 [00:24<00:08,  5.25it/s]
    210/499      4.32G   0.008195   0.007804   0.002974         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
    210/499      4.32G     0.0082   0.007796   0.002971         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.14it/s]
    210/499      4.32G     0.0082   0.007796   0.002971         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    210/499      4.32G   0.008204   0.007803   0.002968         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    210/499      4.32G   0.008204   0.007803   0.002968         68        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    210/499      4.32G   0.008219   0.007802    0.00298         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    210/499      4.32G   0.008219   0.007802    0.00298         59        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    210/499      4.32G    0.00822   0.007793   0.002992         61        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
    210/499      4.32G    0.00822   0.007793   0.002992         61        640:  78%|#######7  | 131/168 [00:25<00:07,  5.10it/s]
    210/499      4.32G   0.008218   0.007778   0.002995         61        640:  78%|#######7  | 131/168 [00:25<00:07,  5.10it/s]
    210/499      4.32G   0.008218   0.007778   0.002995         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.20it/s]
    210/499      4.32G   0.008209   0.007764   0.003003         58        640:  79%|#######8  | 132/168 [00:25<00:06,  5.20it/s]
    210/499      4.32G   0.008209   0.007764   0.003003         58        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
    210/499      4.32G   0.008219   0.007772   0.003015         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.08it/s]
    210/499      4.32G   0.008219   0.007772   0.003015         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    210/499      4.32G   0.008218    0.00777   0.003009         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.19it/s]
    210/499      4.32G   0.008218    0.00777   0.003009         69        640:  80%|########  | 135/168 [00:25<00:06,  5.27it/s]
    210/499      4.32G   0.008217   0.007758    0.00302         46        640:  80%|########  | 135/168 [00:26<00:06,  5.27it/s]
    210/499      4.32G   0.008217   0.007758    0.00302         46        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    210/499      4.32G   0.008221   0.007755   0.003012         74        640:  81%|########  | 136/168 [00:26<00:06,  5.16it/s]
    210/499      4.32G   0.008221   0.007755   0.003012         74        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    210/499      4.32G    0.00823   0.007767   0.003009         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.27it/s]
    210/499      4.32G    0.00823   0.007767   0.003009         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    210/499      4.32G   0.008224   0.007766   0.003013         69        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    210/499      4.32G   0.008224   0.007766   0.003013         69        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    210/499      4.32G   0.008233   0.007753   0.003002         45        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    210/499      4.32G   0.008233   0.007753   0.003002         45        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    210/499      4.32G   0.008228   0.007755   0.002989         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.30it/s]
    210/499      4.32G   0.008228   0.007755   0.002989         64        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    210/499      4.32G   0.008228    0.00775    0.00299         61        640:  84%|########3 | 141/168 [00:27<00:05,  5.35it/s]
    210/499      4.32G   0.008228    0.00775    0.00299         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    210/499      4.32G   0.008231   0.007743    0.00297         61        640:  85%|########4 | 142/168 [00:27<00:05,  5.17it/s]
    210/499      4.32G   0.008231   0.007743    0.00297         61        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    210/499      4.32G   0.008236   0.007749   0.002969         75        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    210/499      4.32G   0.008236   0.007749   0.002969         75        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    210/499      4.32G   0.008233   0.007739   0.002961         55        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    210/499      4.32G   0.008233   0.007739   0.002961         55        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    210/499      4.32G   0.008241   0.007754   0.002958         85        640:  86%|########6 | 145/168 [00:27<00:04,  5.17it/s]
    210/499      4.32G   0.008241   0.007754   0.002958         85        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    210/499      4.32G   0.008241   0.007752    0.00295         72        640:  87%|########6 | 146/168 [00:28<00:04,  5.23it/s]
    210/499      4.32G   0.008241   0.007752    0.00295         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    210/499      4.32G    0.00825   0.007763   0.002954         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.29it/s]
    210/499      4.32G    0.00825   0.007763   0.002954         70        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    210/499      4.32G   0.008249   0.007767   0.002953         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.13it/s]
    210/499      4.32G   0.008249   0.007767   0.002953         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    210/499      4.32G   0.008247   0.007767    0.00296         82        640:  89%|########8 | 149/168 [00:28<00:03,  5.23it/s]
    210/499      4.32G   0.008247   0.007767    0.00296         82        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    210/499      4.32G   0.008247    0.00778   0.002947         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.29it/s]
    210/499      4.32G   0.008247    0.00778   0.002947         77        640:  90%|########9 | 151/168 [00:28<00:03,  5.15it/s]
    210/499      4.32G   0.008267   0.007775   0.002949         46        640:  90%|########9 | 151/168 [00:29<00:03,  5.15it/s]
    210/499      4.32G   0.008267   0.007775   0.002949         46        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    210/499      4.32G   0.008263   0.007787   0.002938         70        640:  90%|######### | 152/168 [00:29<00:03,  5.24it/s]
    210/499      4.32G   0.008263   0.007787   0.002938         70        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
    210/499      4.32G   0.008265   0.007788   0.002943         79        640:  91%|#########1| 153/168 [00:29<00:02,  5.23it/s]
    210/499      4.32G   0.008265   0.007788   0.002943         79        640:  92%|#########1| 154/168 [00:29<00:02,  5.12it/s]
    210/499      4.32G   0.008265    0.00779   0.002951         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.12it/s]
    210/499      4.32G   0.008265    0.00779   0.002951         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    210/499      4.32G   0.008256   0.007787   0.002957         76        640:  92%|#########2| 155/168 [00:29<00:02,  5.23it/s]
    210/499      4.32G   0.008256   0.007787   0.002957         76        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    210/499      4.32G   0.008265   0.007789   0.002951         67        640:  93%|#########2| 156/168 [00:30<00:02,  5.30it/s]
    210/499      4.32G   0.008265   0.007789   0.002951         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    210/499      4.32G   0.008274   0.007796   0.002966         68        640:  93%|#########3| 157/168 [00:30<00:02,  5.13it/s]
    210/499      4.32G   0.008274   0.007796   0.002966         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    210/499      4.32G   0.008278    0.00779   0.002968         53        640:  94%|#########4| 158/168 [00:30<00:01,  5.20it/s]
    210/499      4.32G   0.008278    0.00779   0.002968         53        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    210/499      4.32G    0.00828   0.007802   0.002968         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.29it/s]
    210/499      4.32G    0.00828   0.007802   0.002968         79        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    210/499      4.32G   0.008284   0.007802    0.00296         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    210/499      4.32G   0.008284   0.007802    0.00296         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    210/499      4.32G   0.008283   0.007807   0.002957         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.23it/s]
    210/499      4.32G   0.008283   0.007807   0.002957         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    210/499      4.32G   0.008297   0.007815    0.00296         63        640:  96%|#########6| 162/168 [00:31<00:01,  5.29it/s]
    210/499      4.32G   0.008297   0.007815    0.00296         63        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    210/499      4.32G   0.008298   0.007814   0.002953         59        640:  97%|#########7| 163/168 [00:31<00:00,  5.14it/s]
    210/499      4.32G   0.008298   0.007814   0.002953         59        640:  98%|#########7| 164/168 [00:31<00:00,  5.20it/s]
    210/499      4.32G   0.008307   0.007806   0.002972         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.20it/s]
    210/499      4.32G   0.008307   0.007806   0.002972         61        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    210/499      4.32G   0.008306   0.007795   0.002989         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.25it/s]
    210/499      4.32G   0.008306   0.007795   0.002989         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    210/499      4.32G   0.008302   0.007798   0.002998         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.14it/s]
    210/499      4.32G   0.008302   0.007798   0.002998         62        640:  99%|#########9| 167/168 [00:31<00:00,  5.22it/s]
    210/499      4.32G   0.008319   0.007782      0.003         23        640:  99%|#########9| 167/168 [00:32<00:00,  5.22it/s]
    210/499      4.32G   0.008319   0.007782      0.003         23        640: 100%|##########| 168/168 [00:32<00:00,  5.42it/s]
    210/499      4.32G   0.008319   0.007782      0.003         23        640: 100%|##########| 168/168 [00:32<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.847       0.85      0.874      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    211/499      4.32G   0.008956   0.007259   0.004505         64        640:   0%|          | 0/168 [00:00<?, ?it/s]
    211/499      4.32G   0.008956   0.007259   0.004505         64        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
    211/499      4.32G   0.009491   0.007586   0.003335         69        640:   1%|          | 1/168 [00:00<00:34,  4.89it/s]
    211/499      4.32G   0.009491   0.007586   0.003335         69        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    211/499      4.32G   0.009222   0.007613   0.003284         72        640:   1%|1         | 2/168 [00:00<00:31,  5.21it/s]
    211/499      4.32G   0.009222   0.007613   0.003284         72        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    211/499      4.32G    0.00934   0.007759    0.00302         67        640:   2%|1         | 3/168 [00:00<00:31,  5.29it/s]
    211/499      4.32G    0.00934   0.007759    0.00302         67        640:   2%|2         | 4/168 [00:00<00:32,  5.06it/s]
    211/499      4.32G   0.009179   0.008121   0.002817         65        640:   2%|2         | 4/168 [00:00<00:32,  5.06it/s]
    211/499      4.32G   0.009179   0.008121   0.002817         65        640:   3%|2         | 5/168 [00:00<00:31,  5.19it/s]
    211/499      4.32G   0.009043   0.007903   0.002841         63        640:   3%|2         | 5/168 [00:01<00:31,  5.19it/s]
    211/499      4.32G   0.009043   0.007903   0.002841         63        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
    211/499      4.32G   0.009225   0.008058   0.002826         70        640:   4%|3         | 6/168 [00:01<00:30,  5.25it/s]
    211/499      4.32G   0.009225   0.008058   0.002826         70        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    211/499      4.32G   0.009139   0.008318   0.002629         77        640:   4%|4         | 7/168 [00:01<00:31,  5.13it/s]
    211/499      4.32G   0.009139   0.008318   0.002629         77        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    211/499      4.32G   0.009035    0.00831   0.002542         74        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    211/499      4.32G   0.009035    0.00831   0.002542         74        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    211/499      4.32G   0.009179   0.008151   0.002659         54        640:   5%|5         | 9/168 [00:01<00:29,  5.31it/s]
    211/499      4.32G   0.009179   0.008151   0.002659         54        640:   6%|5         | 10/168 [00:01<00:30,  5.17it/s]
    211/499      4.32G   0.009016   0.008239   0.002781         83        640:   6%|5         | 10/168 [00:02<00:30,  5.17it/s]
    211/499      4.32G   0.009016   0.008239   0.002781         83        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    211/499      4.32G   0.009028   0.008212   0.002886         71        640:   7%|6         | 11/168 [00:02<00:30,  5.23it/s]
    211/499      4.32G   0.009028   0.008212   0.002886         71        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    211/499      4.32G   0.008887   0.008206   0.003077         73        640:   7%|7         | 12/168 [00:02<00:29,  5.29it/s]
    211/499      4.32G   0.008887   0.008206   0.003077         73        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    211/499      4.32G   0.008867    0.00823    0.00298         63        640:   8%|7         | 13/168 [00:02<00:30,  5.15it/s]
    211/499      4.32G   0.008867    0.00823    0.00298         63        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
    211/499      4.32G   0.008864   0.008229   0.002979         71        640:   8%|8         | 14/168 [00:02<00:29,  5.21it/s]
    211/499      4.32G   0.008864   0.008229   0.002979         71        640:   9%|8         | 15/168 [00:02<00:28,  5.30it/s]
    211/499      4.32G   0.008761   0.008208   0.003026         73        640:   9%|8         | 15/168 [00:03<00:28,  5.30it/s]
    211/499      4.32G   0.008761   0.008208   0.003026         73        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    211/499      4.32G   0.008845   0.008327   0.003168         74        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    211/499      4.32G   0.008845   0.008327   0.003168         74        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    211/499      4.32G   0.008819   0.008323    0.00316         73        640:  10%|#         | 17/168 [00:03<00:28,  5.23it/s]
    211/499      4.32G   0.008819   0.008323    0.00316         73        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    211/499      4.32G   0.008783   0.008334   0.003193         65        640:  11%|#         | 18/168 [00:03<00:28,  5.31it/s]
    211/499      4.32G   0.008783   0.008334   0.003193         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    211/499      4.32G   0.008828   0.008269    0.00321         71        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    211/499      4.32G   0.008828   0.008269    0.00321         71        640:  12%|#1        | 20/168 [00:03<00:28,  5.25it/s]
    211/499      4.32G   0.008823   0.008208   0.003241         56        640:  12%|#1        | 20/168 [00:04<00:28,  5.25it/s]
    211/499      4.32G   0.008823   0.008208   0.003241         56        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    211/499      4.32G   0.008898    0.00824   0.003281         80        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    211/499      4.32G   0.008898    0.00824   0.003281         80        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    211/499      4.32G   0.008867   0.008118   0.003238         52        640:  13%|#3        | 22/168 [00:04<00:28,  5.17it/s]
    211/499      4.32G   0.008867   0.008118   0.003238         52        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    211/499      4.32G   0.008912   0.008267   0.003342         83        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    211/499      4.32G   0.008912   0.008267   0.003342         83        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    211/499      4.32G   0.008907   0.008307   0.003295         76        640:  14%|#4        | 24/168 [00:04<00:26,  5.35it/s]
    211/499      4.32G   0.008907   0.008307   0.003295         76        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    211/499      4.32G   0.008895   0.008249   0.003295         51        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    211/499      4.32G   0.008895   0.008249   0.003295         51        640:  15%|#5        | 26/168 [00:04<00:27,  5.22it/s]
    211/499      4.32G   0.008872   0.008238   0.003223         60        640:  15%|#5        | 26/168 [00:05<00:27,  5.22it/s]
    211/499      4.32G   0.008872   0.008238   0.003223         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    211/499      4.32G   0.008885   0.008276   0.003137         77        640:  16%|#6        | 27/168 [00:05<00:26,  5.31it/s]
    211/499      4.32G   0.008885   0.008276   0.003137         77        640:  17%|#6        | 28/168 [00:05<00:27,  5.06it/s]
    211/499      4.32G   0.008901   0.008303   0.003114         73        640:  17%|#6        | 28/168 [00:05<00:27,  5.06it/s]
    211/499      4.32G   0.008901   0.008303   0.003114         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
    211/499      4.32G   0.008924   0.008296   0.003106         55        640:  17%|#7        | 29/168 [00:05<00:26,  5.17it/s]
    211/499      4.32G   0.008924   0.008296   0.003106         55        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
    211/499      4.32G   0.008938   0.008287   0.003095         70        640:  18%|#7        | 30/168 [00:05<00:26,  5.23it/s]
    211/499      4.32G   0.008938   0.008287   0.003095         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
    211/499      4.32G    0.00888   0.008287   0.003188         80        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
    211/499      4.32G    0.00888   0.008287   0.003188         80        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
    211/499      4.32G   0.008857   0.008262   0.003194         64        640:  19%|#9        | 32/168 [00:06<00:26,  5.16it/s]
    211/499      4.32G   0.008857   0.008262   0.003194         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.25it/s]
    211/499      4.32G   0.008841   0.008304   0.003164         84        640:  20%|#9        | 33/168 [00:06<00:25,  5.25it/s]
    211/499      4.32G   0.008841   0.008304   0.003164         84        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    211/499      4.32G   0.008822   0.008268   0.003225         66        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    211/499      4.32G   0.008822   0.008268   0.003225         66        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    211/499      4.32G   0.008787   0.008247   0.003246         75        640:  21%|##        | 35/168 [00:06<00:25,  5.18it/s]
    211/499      4.32G   0.008787   0.008247   0.003246         75        640:  21%|##1       | 36/168 [00:06<00:25,  5.22it/s]
    211/499      4.32G   0.008761   0.008261   0.003204         67        640:  21%|##1       | 36/168 [00:07<00:25,  5.22it/s]
    211/499      4.32G   0.008761   0.008261   0.003204         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
    211/499      4.32G   0.008728   0.008191   0.003309         48        640:  22%|##2       | 37/168 [00:07<00:25,  5.12it/s]
    211/499      4.32G   0.008728   0.008191   0.003309         48        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    211/499      4.32G    0.00873   0.008162   0.003257         66        640:  23%|##2       | 38/168 [00:07<00:24,  5.20it/s]
    211/499      4.32G    0.00873   0.008162   0.003257         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    211/499      4.32G   0.008725   0.008159   0.003239         66        640:  23%|##3       | 39/168 [00:07<00:24,  5.26it/s]
    211/499      4.32G   0.008725   0.008159   0.003239         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    211/499      4.32G   0.008725   0.008097   0.003238         59        640:  24%|##3       | 40/168 [00:07<00:24,  5.16it/s]
    211/499      4.32G   0.008725   0.008097   0.003238         59        640:  24%|##4       | 41/168 [00:07<00:24,  5.25it/s]
    211/499      4.32G   0.008701   0.008062   0.003201         68        640:  24%|##4       | 41/168 [00:08<00:24,  5.25it/s]
    211/499      4.32G   0.008701   0.008062   0.003201         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    211/499      4.32G   0.008713   0.008049   0.003154         59        640:  25%|##5       | 42/168 [00:08<00:23,  5.32it/s]
    211/499      4.32G   0.008713   0.008049   0.003154         59        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    211/499      4.32G   0.008684    0.00806   0.003139         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    211/499      4.32G   0.008684    0.00806   0.003139         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    211/499      4.32G   0.008691   0.008086    0.00313         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    211/499      4.32G   0.008691   0.008086    0.00313         75        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    211/499      4.32G   0.008682   0.008074   0.003133         68        640:  27%|##6       | 45/168 [00:08<00:23,  5.30it/s]
    211/499      4.32G   0.008682   0.008074   0.003133         68        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    211/499      4.32G   0.008653   0.008057    0.00311         63        640:  27%|##7       | 46/168 [00:09<00:23,  5.13it/s]
    211/499      4.32G   0.008653   0.008057    0.00311         63        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    211/499      4.32G   0.008676   0.008036   0.003094         54        640:  28%|##7       | 47/168 [00:09<00:23,  5.21it/s]
    211/499      4.32G   0.008676   0.008036   0.003094         54        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    211/499      4.32G   0.008653   0.008042    0.00309         67        640:  29%|##8       | 48/168 [00:09<00:22,  5.29it/s]
    211/499      4.32G   0.008653   0.008042    0.00309         67        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    211/499      4.32G   0.008665   0.008043   0.003141         70        640:  29%|##9       | 49/168 [00:09<00:23,  5.14it/s]
    211/499      4.32G   0.008665   0.008043   0.003141         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    211/499      4.32G   0.008661    0.00803   0.003232         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.22it/s]
    211/499      4.32G   0.008661    0.00803   0.003232         71        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    211/499      4.32G   0.008679   0.008057   0.003251         72        640:  30%|###       | 51/168 [00:09<00:22,  5.25it/s]
    211/499      4.32G   0.008679   0.008057   0.003251         72        640:  31%|###       | 52/168 [00:09<00:22,  5.14it/s]
    211/499      4.32G   0.008682   0.008034   0.003193         61        640:  31%|###       | 52/168 [00:10<00:22,  5.14it/s]
    211/499      4.32G   0.008682   0.008034   0.003193         61        640:  32%|###1      | 53/168 [00:10<00:22,  5.15it/s]
    211/499      4.32G   0.008649   0.008041   0.003177         66        640:  32%|###1      | 53/168 [00:10<00:22,  5.15it/s]
    211/499      4.32G   0.008649   0.008041   0.003177         66        640:  32%|###2      | 54/168 [00:10<00:22,  5.16it/s]
    211/499      4.32G   0.008646   0.008016   0.003156         71        640:  32%|###2      | 54/168 [00:10<00:22,  5.16it/s]
    211/499      4.32G   0.008646   0.008016   0.003156         71        640:  33%|###2      | 55/168 [00:10<00:22,  5.08it/s]
    211/499      4.32G   0.008626   0.008008   0.003223         69        640:  33%|###2      | 55/168 [00:10<00:22,  5.08it/s]
    211/499      4.32G   0.008626   0.008008   0.003223         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
    211/499      4.32G   0.008616   0.008016   0.003214         78        640:  33%|###3      | 56/168 [00:10<00:21,  5.21it/s]
    211/499      4.32G   0.008616   0.008016   0.003214         78        640:  34%|###3      | 57/168 [00:10<00:20,  5.29it/s]
    211/499      4.32G   0.008622   0.008041   0.003186         81        640:  34%|###3      | 57/168 [00:11<00:20,  5.29it/s]
    211/499      4.32G   0.008622   0.008041   0.003186         81        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    211/499      4.32G   0.008623   0.008011   0.003155         50        640:  35%|###4      | 58/168 [00:11<00:21,  5.17it/s]
    211/499      4.32G   0.008623   0.008011   0.003155         50        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    211/499      4.32G   0.008624   0.007996   0.003143         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.23it/s]
    211/499      4.32G   0.008624   0.007996   0.003143         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    211/499      4.32G    0.00861    0.00802   0.003166         94        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    211/499      4.32G    0.00861    0.00802   0.003166         94        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    211/499      4.32G   0.008591   0.008004   0.003185         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.15it/s]
    211/499      4.32G   0.008591   0.008004   0.003185         66        640:  37%|###6      | 62/168 [00:11<00:20,  5.25it/s]
    211/499      4.32G   0.008581   0.007996   0.003149         73        640:  37%|###6      | 62/168 [00:12<00:20,  5.25it/s]
    211/499      4.32G   0.008581   0.007996   0.003149         73        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    211/499      4.32G   0.008581   0.007985   0.003168         61        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    211/499      4.32G   0.008581   0.007985   0.003168         61        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    211/499      4.32G   0.008591   0.008006   0.003139         79        640:  38%|###8      | 64/168 [00:12<00:20,  5.19it/s]
    211/499      4.32G   0.008591   0.008006   0.003139         79        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    211/499      4.32G   0.008592   0.007985   0.003208         52        640:  39%|###8      | 65/168 [00:12<00:19,  5.20it/s]
    211/499      4.32G   0.008592   0.007985   0.003208         52        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    211/499      4.32G   0.008584   0.007978   0.003276         54        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    211/499      4.32G   0.008584   0.007978   0.003276         54        640:  40%|###9      | 67/168 [00:12<00:19,  5.15it/s]
    211/499      4.32G   0.008559   0.007959   0.003296         59        640:  40%|###9      | 67/168 [00:13<00:19,  5.15it/s]
    211/499      4.32G   0.008559   0.007959   0.003296         59        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    211/499      4.32G   0.008575   0.007953   0.003281         63        640:  40%|####      | 68/168 [00:13<00:19,  5.24it/s]
    211/499      4.32G   0.008575   0.007953   0.003281         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    211/499      4.32G   0.008584   0.007952   0.003266         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.29it/s]
    211/499      4.32G   0.008584   0.007952   0.003266         71        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    211/499      4.32G   0.008562    0.00794   0.003262         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.17it/s]
    211/499      4.32G   0.008562    0.00794   0.003262         58        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    211/499      4.32G   0.008563   0.007972   0.003277         87        640:  42%|####2     | 71/168 [00:13<00:18,  5.22it/s]
    211/499      4.32G   0.008563   0.007972   0.003277         87        640:  43%|####2     | 72/168 [00:13<00:18,  5.31it/s]
    211/499      4.32G    0.00856    0.00798   0.003254         74        640:  43%|####2     | 72/168 [00:14<00:18,  5.31it/s]
    211/499      4.32G    0.00856    0.00798   0.003254         74        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
    211/499      4.32G   0.008552   0.007997   0.003228         87        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
    211/499      4.32G   0.008552   0.007997   0.003228         87        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    211/499      4.32G   0.008538   0.008015   0.003229         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    211/499      4.32G   0.008538   0.008015   0.003229         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    211/499      4.32G   0.008537   0.008031   0.003207         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.32it/s]
    211/499      4.32G   0.008537   0.008031   0.003207         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    211/499      4.32G    0.00851   0.008011   0.003204         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.16it/s]
    211/499      4.32G    0.00851   0.008011   0.003204         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.14it/s]
    211/499      4.32G   0.008497   0.007989   0.003188         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.14it/s]
    211/499      4.32G   0.008497   0.007989   0.003188         68        640:  46%|####6     | 78/168 [00:14<00:17,  5.21it/s]
    211/499      4.32G   0.008497   0.007991   0.003177         69        640:  46%|####6     | 78/168 [00:15<00:17,  5.21it/s]
    211/499      4.32G   0.008497   0.007991   0.003177         69        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
    211/499      4.32G   0.008526   0.008029   0.003161         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.10it/s]
    211/499      4.32G   0.008526   0.008029   0.003161         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.19it/s]
    211/499      4.32G   0.008525   0.008022   0.003161         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.19it/s]
    211/499      4.32G   0.008525   0.008022   0.003161         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    211/499      4.32G   0.008511   0.008006    0.00315         81        640:  48%|####8     | 81/168 [00:15<00:16,  5.27it/s]
    211/499      4.32G   0.008511   0.008006    0.00315         81        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    211/499      4.32G   0.008521   0.007984     0.0032         46        640:  49%|####8     | 82/168 [00:15<00:16,  5.15it/s]
    211/499      4.32G   0.008521   0.007984     0.0032         46        640:  49%|####9     | 83/168 [00:15<00:16,  5.23it/s]
    211/499      4.32G   0.008508   0.007979   0.003176         71        640:  49%|####9     | 83/168 [00:16<00:16,  5.23it/s]
    211/499      4.32G   0.008508   0.007979   0.003176         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    211/499      4.32G    0.00851   0.007997   0.003176         82        640:  50%|#####     | 84/168 [00:16<00:15,  5.30it/s]
    211/499      4.32G    0.00851   0.007997   0.003176         82        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    211/499      4.32G   0.008514   0.008011   0.003177         77        640:  51%|#####     | 85/168 [00:16<00:16,  5.15it/s]
    211/499      4.32G   0.008514   0.008011   0.003177         77        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    211/499      4.32G   0.008515   0.008019   0.003193         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    211/499      4.32G   0.008515   0.008019   0.003193         75        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    211/499      4.32G    0.00853   0.008008   0.003205         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    211/499      4.32G    0.00853   0.008008   0.003205         54        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    211/499      4.32G    0.00852   0.007994   0.003187         64        640:  52%|#####2    | 88/168 [00:17<00:15,  5.16it/s]
    211/499      4.32G    0.00852   0.007994   0.003187         64        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
    211/499      4.32G   0.008506   0.008002   0.003175         59        640:  53%|#####2    | 89/168 [00:17<00:15,  5.25it/s]
    211/499      4.32G   0.008506   0.008002   0.003175         59        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    211/499      4.32G   0.008503   0.008017   0.003166         75        640:  54%|#####3    | 90/168 [00:17<00:14,  5.33it/s]
    211/499      4.32G   0.008503   0.008017   0.003166         75        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    211/499      4.32G   0.008494    0.00801   0.003163         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    211/499      4.32G   0.008494    0.00801   0.003163         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    211/499      4.32G   0.008482   0.008004   0.003142         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.28it/s]
    211/499      4.32G   0.008482   0.008004   0.003142         64        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    211/499      4.32G   0.008475   0.007989   0.003134         56        640:  55%|#####5    | 93/168 [00:18<00:14,  5.32it/s]
    211/499      4.32G   0.008475   0.007989   0.003134         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    211/499      4.32G   0.008513   0.007999   0.003141         68        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    211/499      4.32G   0.008513   0.007999   0.003141         68        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    211/499      4.32G   0.008501   0.007977   0.003147         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.26it/s]
    211/499      4.32G   0.008501   0.007977   0.003147         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
    211/499      4.32G   0.008506   0.007978   0.003131         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.24it/s]
    211/499      4.32G   0.008506   0.007978   0.003131         57        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
    211/499      4.32G   0.008499   0.007976   0.003126         66        640:  58%|#####7    | 97/168 [00:18<00:13,  5.11it/s]
    211/499      4.32G   0.008499   0.007976   0.003126         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
    211/499      4.32G   0.008503   0.007969   0.003111         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.21it/s]
    211/499      4.32G   0.008503   0.007969   0.003111         71        640:  59%|#####8    | 99/168 [00:18<00:13,  5.29it/s]
    211/499      4.32G   0.008515   0.007982   0.003082         63        640:  59%|#####8    | 99/168 [00:19<00:13,  5.29it/s]
    211/499      4.32G   0.008515   0.007982   0.003082         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    211/499      4.32G   0.008514   0.007995   0.003067         62        640:  60%|#####9    | 100/168 [00:19<00:13,  5.14it/s]
    211/499      4.32G   0.008514   0.007995   0.003067         62        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    211/499      4.32G   0.008507   0.007986   0.003069         67        640:  60%|######    | 101/168 [00:19<00:12,  5.22it/s]
    211/499      4.32G   0.008507   0.007986   0.003069         67        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    211/499      4.32G   0.008515    0.00799   0.003084         64        640:  61%|######    | 102/168 [00:19<00:12,  5.27it/s]
    211/499      4.32G   0.008515    0.00799   0.003084         64        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    211/499      4.32G   0.008514   0.008007   0.003075         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.16it/s]
    211/499      4.32G   0.008514   0.008007   0.003075         80        640:  62%|######1   | 104/168 [00:19<00:12,  5.26it/s]
    211/499      4.32G   0.008521   0.008002   0.003066         71        640:  62%|######1   | 104/168 [00:20<00:12,  5.26it/s]
    211/499      4.32G   0.008521   0.008002   0.003066         71        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    211/499      4.32G   0.008508   0.007998   0.003063         70        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    211/499      4.32G   0.008508   0.007998   0.003063         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    211/499      4.32G   0.008503      0.008   0.003049         70        640:  63%|######3   | 106/168 [00:20<00:12,  5.16it/s]
    211/499      4.32G   0.008503      0.008   0.003049         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    211/499      4.32G   0.008498   0.007989   0.003031         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.21it/s]
    211/499      4.32G   0.008498   0.007989   0.003031         64        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    211/499      4.32G   0.008484   0.007985   0.003043         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.29it/s]
    211/499      4.32G   0.008484   0.007985   0.003043         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.16it/s]
    211/499      4.32G   0.008472   0.007975   0.003045         69        640:  65%|######4   | 109/168 [00:21<00:11,  5.16it/s]
    211/499      4.32G   0.008472   0.007975   0.003045         69        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
    211/499      4.32G   0.008488   0.007965   0.003052         50        640:  65%|######5   | 110/168 [00:21<00:11,  5.24it/s]
    211/499      4.32G   0.008488   0.007965   0.003052         50        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    211/499      4.32G   0.008483   0.007966    0.00304         82        640:  66%|######6   | 111/168 [00:21<00:10,  5.28it/s]
    211/499      4.32G   0.008483   0.007966    0.00304         82        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    211/499      4.32G   0.008477   0.007982   0.003043         87        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    211/499      4.32G   0.008477   0.007982   0.003043         87        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    211/499      4.32G    0.00847    0.00798   0.003035         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.19it/s]
    211/499      4.32G    0.00847    0.00798   0.003035         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.26it/s]
    211/499      4.32G   0.008476   0.007976   0.003031         62        640:  68%|######7   | 114/168 [00:22<00:10,  5.26it/s]
    211/499      4.32G   0.008476   0.007976   0.003031         62        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
    211/499      4.32G   0.008474   0.007982   0.003027         77        640:  68%|######8   | 115/168 [00:22<00:10,  5.12it/s]
    211/499      4.32G   0.008474   0.007982   0.003027         77        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    211/499      4.32G   0.008477   0.007977   0.003023         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.21it/s]
    211/499      4.32G   0.008477   0.007977   0.003023         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
    211/499      4.32G   0.008476   0.007963   0.003016         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.28it/s]
    211/499      4.32G   0.008476   0.007963   0.003016         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    211/499      4.32G   0.008479   0.007959   0.003036         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.15it/s]
    211/499      4.32G   0.008479   0.007959   0.003036         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.25it/s]
    211/499      4.32G   0.008487   0.007979   0.003023         74        640:  71%|#######   | 119/168 [00:23<00:09,  5.25it/s]
    211/499      4.32G   0.008487   0.007979   0.003023         74        640:  71%|#######1  | 120/168 [00:23<00:09,  5.23it/s]
    211/499      4.32G     0.0085   0.007964   0.003021         59        640:  71%|#######1  | 120/168 [00:23<00:09,  5.23it/s]
    211/499      4.32G     0.0085   0.007964   0.003021         59        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    211/499      4.32G    0.00851   0.007968   0.003007         70        640:  72%|#######2  | 121/168 [00:23<00:09,  5.15it/s]
    211/499      4.32G    0.00851   0.007968   0.003007         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    211/499      4.32G   0.008514   0.007955    0.00302         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    211/499      4.32G   0.008514   0.007955    0.00302         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    211/499      4.32G   0.008514   0.007965   0.003002         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.30it/s]
    211/499      4.32G   0.008514   0.007965   0.003002         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    211/499      4.32G   0.008513   0.007966   0.002995         70        640:  74%|#######3  | 124/168 [00:23<00:08,  5.15it/s]
    211/499      4.32G   0.008513   0.007966   0.002995         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.21it/s]
    211/499      4.32G   0.008506   0.007971   0.003005         67        640:  74%|#######4  | 125/168 [00:24<00:08,  5.21it/s]
    211/499      4.32G   0.008506   0.007971   0.003005         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    211/499      4.32G   0.008509    0.00798   0.003016         73        640:  75%|#######5  | 126/168 [00:24<00:07,  5.29it/s]
    211/499      4.32G   0.008509    0.00798   0.003016         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    211/499      4.32G   0.008506   0.007972   0.003006         69        640:  76%|#######5  | 127/168 [00:24<00:07,  5.17it/s]
    211/499      4.32G   0.008506   0.007972   0.003006         69        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    211/499      4.32G   0.008495   0.007972   0.003006         72        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    211/499      4.32G   0.008495   0.007972   0.003006         72        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    211/499      4.32G   0.008479   0.007955   0.003016         43        640:  77%|#######6  | 129/168 [00:24<00:07,  5.32it/s]
    211/499      4.32G   0.008479   0.007955   0.003016         43        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    211/499      4.32G   0.008475   0.007958      0.003         81        640:  77%|#######7  | 130/168 [00:25<00:07,  5.15it/s]
    211/499      4.32G   0.008475   0.007958      0.003         81        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    211/499      4.32G    0.00847   0.007966   0.002997         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.24it/s]
    211/499      4.32G    0.00847   0.007966   0.002997         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    211/499      4.32G   0.008475   0.007982   0.002982         77        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    211/499      4.32G   0.008475   0.007982   0.002982         77        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    211/499      4.32G   0.008481   0.007969   0.002976         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.17it/s]
    211/499      4.32G   0.008481   0.007969   0.002976         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    211/499      4.32G   0.008492   0.007958   0.002984         56        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    211/499      4.32G   0.008492   0.007958   0.002984         56        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    211/499      4.32G    0.00849   0.007957   0.002981         67        640:  80%|########  | 135/168 [00:26<00:06,  5.32it/s]
    211/499      4.32G    0.00849   0.007957   0.002981         67        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    211/499      4.32G   0.008493   0.007966      0.003         79        640:  81%|########  | 136/168 [00:26<00:06,  5.18it/s]
    211/499      4.32G   0.008493   0.007966      0.003         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    211/499      4.32G   0.008502   0.007969      0.003         63        640:  82%|########1 | 137/168 [00:26<00:05,  5.25it/s]
    211/499      4.32G   0.008502   0.007969      0.003         63        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    211/499      4.32G     0.0085   0.007957   0.003018         57        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    211/499      4.32G     0.0085   0.007957   0.003018         57        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    211/499      4.32G   0.008497   0.007953    0.00303         67        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    211/499      4.32G   0.008497   0.007953    0.00303         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.25it/s]
    211/499      4.32G   0.008489   0.007947   0.003026         70        640:  83%|########3 | 140/168 [00:27<00:05,  5.25it/s]
    211/499      4.32G   0.008489   0.007947   0.003026         70        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    211/499      4.32G   0.008486   0.007954   0.003027         71        640:  84%|########3 | 141/168 [00:27<00:05,  5.29it/s]
    211/499      4.32G   0.008486   0.007954   0.003027         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
    211/499      4.32G   0.008486   0.007977    0.00302         93        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
    211/499      4.32G   0.008486   0.007977    0.00302         93        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
    211/499      4.32G   0.008484   0.007989   0.003004         76        640:  85%|########5 | 143/168 [00:27<00:04,  5.16it/s]
    211/499      4.32G   0.008484   0.007989   0.003004         76        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    211/499      4.32G   0.008489    0.00799   0.002994         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.27it/s]
    211/499      4.32G   0.008489    0.00799   0.002994         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    211/499      4.32G   0.008499   0.007999      0.003         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    211/499      4.32G   0.008499   0.007999      0.003         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    211/499      4.32G   0.008491   0.007996   0.002988         70        640:  87%|########6 | 146/168 [00:28<00:04,  5.25it/s]
    211/499      4.32G   0.008491   0.007996   0.002988         70        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    211/499      4.32G   0.008489   0.007995    0.00299         72        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    211/499      4.32G   0.008489   0.007995    0.00299         72        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    211/499      4.32G   0.008489   0.008006   0.002994         66        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    211/499      4.32G   0.008489   0.008006   0.002994         66        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    211/499      4.32G    0.00849   0.008011   0.002998         70        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    211/499      4.32G    0.00849   0.008011   0.002998         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    211/499      4.32G    0.00848   0.007996   0.002993         49        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    211/499      4.32G    0.00848   0.007996   0.002993         49        640:  90%|########9 | 151/168 [00:28<00:03,  5.17it/s]
    211/499      4.32G   0.008506   0.007997   0.002996         56        640:  90%|########9 | 151/168 [00:29<00:03,  5.17it/s]
    211/499      4.32G   0.008506   0.007997   0.002996         56        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    211/499      4.32G   0.008505   0.008019   0.003005         89        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    211/499      4.32G   0.008505   0.008019   0.003005         89        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    211/499      4.32G   0.008514   0.008014      0.003         57        640:  91%|#########1| 153/168 [00:29<00:02,  5.35it/s]
    211/499      4.32G   0.008514   0.008014      0.003         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    211/499      4.32G    0.00851   0.008029   0.002991         89        640:  92%|#########1| 154/168 [00:29<00:02,  5.18it/s]
    211/499      4.32G    0.00851   0.008029   0.002991         89        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    211/499      4.32G    0.00851   0.008026    0.00298         74        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    211/499      4.32G    0.00851   0.008026    0.00298         74        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    211/499      4.32G   0.008502   0.008019   0.002981         64        640:  93%|#########2| 156/168 [00:30<00:02,  5.32it/s]
    211/499      4.32G   0.008502   0.008019   0.002981         64        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    211/499      4.32G   0.008496   0.008018   0.002989         80        640:  93%|#########3| 157/168 [00:30<00:02,  5.15it/s]
    211/499      4.32G   0.008496   0.008018   0.002989         80        640:  94%|#########4| 158/168 [00:30<00:01,  5.17it/s]
    211/499      4.32G   0.008498   0.008025    0.00299         68        640:  94%|#########4| 158/168 [00:30<00:01,  5.17it/s]
    211/499      4.32G   0.008498   0.008025    0.00299         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    211/499      4.32G   0.008494   0.008021   0.002983         70        640:  95%|#########4| 159/168 [00:30<00:01,  5.27it/s]
    211/499      4.32G   0.008494   0.008021   0.002983         70        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    211/499      4.32G   0.008495   0.008026   0.002971         77        640:  95%|#########5| 160/168 [00:30<00:01,  5.17it/s]
    211/499      4.32G   0.008495   0.008026   0.002971         77        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    211/499      4.32G   0.008495   0.008041   0.002968         73        640:  96%|#########5| 161/168 [00:31<00:01,  5.27it/s]
    211/499      4.32G   0.008495   0.008041   0.002968         73        640:  96%|#########6| 162/168 [00:31<00:01,  5.35it/s]
    211/499      4.32G   0.008495   0.008036   0.002965         67        640:  96%|#########6| 162/168 [00:31<00:01,  5.35it/s]
    211/499      4.32G   0.008495   0.008036   0.002965         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    211/499      4.32G   0.008492   0.008037   0.002956         61        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    211/499      4.32G   0.008492   0.008037   0.002956         61        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    211/499      4.32G   0.008488    0.00802   0.002951         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.17it/s]
    211/499      4.32G   0.008488    0.00802   0.002951         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    211/499      4.32G   0.008485   0.008012   0.002947         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.26it/s]
    211/499      4.32G   0.008485   0.008012   0.002947         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    211/499      4.32G   0.008495   0.008017   0.002938         83        640:  99%|#########8| 166/168 [00:31<00:00,  5.15it/s]
    211/499      4.32G   0.008495   0.008017   0.002938         83        640:  99%|#########9| 167/168 [00:31<00:00,  5.20it/s]
    211/499      4.32G   0.008491    0.00803   0.002952         35        640:  99%|#########9| 167/168 [00:32<00:00,  5.20it/s]
    211/499      4.32G   0.008491    0.00803   0.002952         35        640: 100%|##########| 168/168 [00:32<00:00,  5.38it/s]
    211/499      4.32G   0.008491    0.00803   0.002952         35        640: 100%|##########| 168/168 [00:32<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263      0.844       0.85      0.875      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    212/499      4.32G   0.009156   0.009764   0.002156         75        640:   0%|          | 0/168 [00:00<?, ?it/s]
    212/499      4.32G   0.009156   0.009764   0.002156         75        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    212/499      4.32G    0.01015   0.008745   0.003643         63        640:   1%|          | 1/168 [00:00<00:33,  4.97it/s]
    212/499      4.32G    0.01015   0.008745   0.003643         63        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    212/499      4.32G   0.009063   0.007745   0.004218         60        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    212/499      4.32G   0.009063   0.007745   0.004218         60        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    212/499      4.32G    0.00897   0.007217   0.003565         57        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    212/499      4.32G    0.00897   0.007217   0.003565         57        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    212/499      4.32G      0.009   0.007323   0.003542         67        640:   2%|2         | 4/168 [00:00<00:31,  5.17it/s]
    212/499      4.32G      0.009   0.007323   0.003542         67        640:   3%|2         | 5/168 [00:00<00:30,  5.28it/s]
    212/499      4.32G   0.008987   0.007387   0.003705         69        640:   3%|2         | 5/168 [00:01<00:30,  5.28it/s]
    212/499      4.32G   0.008987   0.007387   0.003705         69        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    212/499      4.32G   0.008917    0.00763   0.003728         82        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    212/499      4.32G   0.008917    0.00763   0.003728         82        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    212/499      4.32G    0.00879     0.0077   0.003552         78        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    212/499      4.32G    0.00879     0.0077   0.003552         78        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    212/499      4.32G    0.00869   0.007867   0.003235         68        640:   5%|4         | 8/168 [00:01<00:30,  5.25it/s]
    212/499      4.32G    0.00869   0.007867   0.003235         68        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    212/499      4.32G   0.008579   0.008044    0.00314         86        640:   5%|5         | 9/168 [00:01<00:29,  5.32it/s]
    212/499      4.32G   0.008579   0.008044    0.00314         86        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    212/499      4.32G   0.008452   0.008083     0.0033         73        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    212/499      4.32G   0.008452   0.008083     0.0033         73        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    212/499      4.32G   0.008518   0.008055   0.003036         57        640:   7%|6         | 11/168 [00:02<00:29,  5.25it/s]
    212/499      4.32G   0.008518   0.008055   0.003036         57        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    212/499      4.32G   0.008444   0.007942   0.002953         61        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    212/499      4.32G   0.008444   0.007942   0.002953         61        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    212/499      4.32G   0.008356   0.007921   0.003001         62        640:   8%|7         | 13/168 [00:02<00:29,  5.19it/s]
    212/499      4.32G   0.008356   0.007921   0.003001         62        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    212/499      4.32G   0.008361   0.007837   0.003027         57        640:   8%|8         | 14/168 [00:02<00:29,  5.26it/s]
    212/499      4.32G   0.008361   0.007837   0.003027         57        640:   9%|8         | 15/168 [00:02<00:28,  5.33it/s]
    212/499      4.32G   0.008348   0.007725   0.002985         63        640:   9%|8         | 15/168 [00:03<00:28,  5.33it/s]
    212/499      4.32G   0.008348   0.007725   0.002985         63        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    212/499      4.32G   0.008445   0.007726    0.00288         58        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    212/499      4.32G   0.008445   0.007726    0.00288         58        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    212/499      4.32G   0.008497   0.007637   0.002887         61        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    212/499      4.32G   0.008497   0.007637   0.002887         61        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    212/499      4.32G   0.008487   0.007643   0.002942         60        640:  11%|#         | 18/168 [00:03<00:28,  5.34it/s]
    212/499      4.32G   0.008487   0.007643   0.002942         60        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    212/499      4.32G   0.008482   0.007622   0.002873         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.21it/s]
    212/499      4.32G   0.008482   0.007622   0.002873         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.29it/s]
    212/499      4.32G   0.008442    0.00775   0.002798         72        640:  12%|#1        | 20/168 [00:03<00:28,  5.29it/s]
    212/499      4.32G   0.008442    0.00775   0.002798         72        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    212/499      4.32G   0.008467   0.007775   0.002757         66        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    212/499      4.32G   0.008467   0.007775   0.002757         66        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    212/499      4.32G   0.008478   0.007796   0.002749         71        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    212/499      4.32G   0.008478   0.007796   0.002749         71        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    212/499      4.32G   0.008463   0.007717   0.002728         50        640:  14%|#3        | 23/168 [00:04<00:27,  5.29it/s]
    212/499      4.32G   0.008463   0.007717   0.002728         50        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    212/499      4.32G   0.008499   0.007748   0.002682         66        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    212/499      4.32G   0.008499   0.007748   0.002682         66        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    212/499      4.32G   0.008532   0.007715   0.002741         50        640:  15%|#4        | 25/168 [00:04<00:27,  5.23it/s]
    212/499      4.32G   0.008532   0.007715   0.002741         50        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    212/499      4.32G   0.008541   0.007687   0.002691         62        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    212/499      4.32G   0.008541   0.007687   0.002691         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    212/499      4.32G   0.008521   0.007724   0.002712         72        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    212/499      4.32G   0.008521   0.007724   0.002712         72        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    212/499      4.32G   0.008491   0.007742    0.00267         66        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    212/499      4.32G   0.008491   0.007742    0.00267         66        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    212/499      4.32G   0.008474   0.007795   0.002663         81        640:  17%|#7        | 29/168 [00:05<00:26,  5.31it/s]
    212/499      4.32G   0.008474   0.007795   0.002663         81        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    212/499      4.32G   0.008493   0.007862   0.002685         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.37it/s]
    212/499      4.32G   0.008493   0.007862   0.002685         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    212/499      4.32G   0.008499   0.007893   0.002679         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    212/499      4.32G   0.008499   0.007893   0.002679         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    212/499      4.32G   0.008488   0.007886   0.002687         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.33it/s]
    212/499      4.32G   0.008488   0.007886   0.002687         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    212/499      4.32G   0.008438   0.007922   0.002692         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    212/499      4.32G   0.008438   0.007922   0.002692         68        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    212/499      4.32G   0.008456   0.007912   0.002725         73        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    212/499      4.32G   0.008456   0.007912   0.002725         73        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    212/499      4.32G   0.008461   0.007938   0.002691         72        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    212/499      4.32G   0.008461   0.007938   0.002691         72        640:  21%|##1       | 36/168 [00:06<00:24,  5.36it/s]
    212/499      4.32G   0.008416    0.00788   0.002667         48        640:  21%|##1       | 36/168 [00:07<00:24,  5.36it/s]
    212/499      4.32G   0.008416    0.00788   0.002667         48        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
    212/499      4.32G   0.008417   0.007926   0.002631         69        640:  22%|##2       | 37/168 [00:07<00:25,  5.13it/s]
    212/499      4.32G   0.008417   0.007926   0.002631         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    212/499      4.32G   0.008447   0.007933   0.002601         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.24it/s]
    212/499      4.32G   0.008447   0.007933   0.002601         57        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    212/499      4.32G   0.008424   0.007876   0.002608         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    212/499      4.32G   0.008424   0.007876   0.002608         55        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    212/499      4.32G   0.008396   0.007921    0.00262         79        640:  24%|##3       | 40/168 [00:07<00:24,  5.15it/s]
    212/499      4.32G   0.008396   0.007921    0.00262         79        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    212/499      4.32G   0.008392   0.007911   0.002606         75        640:  24%|##4       | 41/168 [00:07<00:24,  5.24it/s]
    212/499      4.32G   0.008392   0.007911   0.002606         75        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
    212/499      4.32G   0.008371   0.007877   0.002593         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    212/499      4.32G   0.008371   0.007877   0.002593         68        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    212/499      4.32G   0.008356   0.007839   0.002616         49        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    212/499      4.32G   0.008356   0.007839   0.002616         49        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    212/499      4.32G   0.008358   0.007858   0.002592         67        640:  26%|##6       | 44/168 [00:08<00:23,  5.29it/s]
    212/499      4.32G   0.008358   0.007858   0.002592         67        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    212/499      4.32G   0.008374   0.007867   0.002635         65        640:  27%|##6       | 45/168 [00:08<00:23,  5.33it/s]
    212/499      4.32G   0.008374   0.007867   0.002635         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    212/499      4.32G   0.008363   0.007887   0.002634         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.13it/s]
    212/499      4.32G   0.008363   0.007887   0.002634         72        640:  28%|##7       | 47/168 [00:08<00:23,  5.23it/s]
    212/499      4.32G   0.008355   0.007897   0.002673         76        640:  28%|##7       | 47/168 [00:09<00:23,  5.23it/s]
    212/499      4.32G   0.008355   0.007897   0.002673         76        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    212/499      4.32G   0.008348   0.007881   0.002738         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    212/499      4.32G   0.008348   0.007881   0.002738         61        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    212/499      4.32G   0.008379   0.007915   0.002737         82        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    212/499      4.32G   0.008379   0.007915   0.002737         82        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    212/499      4.32G   0.008436   0.007917   0.002713         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    212/499      4.32G   0.008436   0.007917   0.002713         65        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    212/499      4.32G    0.00846   0.007904   0.002725         62        640:  30%|###       | 51/168 [00:09<00:21,  5.33it/s]
    212/499      4.32G    0.00846   0.007904   0.002725         62        640:  31%|###       | 52/168 [00:09<00:22,  5.16it/s]
    212/499      4.32G   0.008451   0.007894   0.002724         66        640:  31%|###       | 52/168 [00:10<00:22,  5.16it/s]
    212/499      4.32G   0.008451   0.007894   0.002724         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    212/499      4.32G   0.008428   0.007843   0.002689         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.26it/s]
    212/499      4.32G   0.008428   0.007843   0.002689         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    212/499      4.32G   0.008417   0.007845   0.002722         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    212/499      4.32G   0.008417   0.007845   0.002722         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    212/499      4.32G   0.008392   0.007809   0.002751         57        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    212/499      4.32G   0.008392   0.007809   0.002751         57        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    212/499      4.32G   0.008423   0.007824   0.002776         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    212/499      4.32G   0.008423   0.007824   0.002776         59        640:  34%|###3      | 57/168 [00:10<00:20,  5.34it/s]
    212/499      4.32G   0.008451   0.007825   0.002755         48        640:  34%|###3      | 57/168 [00:11<00:20,  5.34it/s]
    212/499      4.32G   0.008451   0.007825   0.002755         48        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    212/499      4.32G   0.008443   0.007821   0.002759         69        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    212/499      4.32G   0.008443   0.007821   0.002759         69        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    212/499      4.32G   0.008455    0.00782   0.002819         56        640:  35%|###5      | 59/168 [00:11<00:20,  5.28it/s]
    212/499      4.32G   0.008455    0.00782   0.002819         56        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    212/499      4.32G   0.008445   0.007792   0.002809         52        640:  36%|###5      | 60/168 [00:11<00:20,  5.30it/s]
    212/499      4.32G   0.008445   0.007792   0.002809         52        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    212/499      4.32G   0.008446   0.007756   0.002853         63        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    212/499      4.32G   0.008446   0.007756   0.002853         63        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
    212/499      4.32G   0.008439   0.007793   0.002843         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.20it/s]
    212/499      4.32G   0.008439   0.007793   0.002843         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.27it/s]
    212/499      4.32G   0.008426   0.007789   0.002864         77        640:  38%|###7      | 63/168 [00:12<00:19,  5.27it/s]
    212/499      4.32G   0.008426   0.007789   0.002864         77        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    212/499      4.32G   0.008445   0.007798   0.002896         67        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    212/499      4.32G   0.008445   0.007798   0.002896         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    212/499      4.32G   0.008437   0.007839     0.0029         94        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    212/499      4.32G   0.008437   0.007839     0.0029         94        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    212/499      4.32G   0.008424   0.007823   0.002943         73        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    212/499      4.32G   0.008424   0.007823   0.002943         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    212/499      4.32G   0.008428   0.007829   0.002936         56        640:  40%|###9      | 67/168 [00:12<00:19,  5.20it/s]
    212/499      4.32G   0.008428   0.007829   0.002936         56        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
    212/499      4.32G   0.008436    0.00784   0.002914         83        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
    212/499      4.32G   0.008436    0.00784   0.002914         83        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    212/499      4.32G   0.008448   0.007832   0.002903         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    212/499      4.32G   0.008448   0.007832   0.002903         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    212/499      4.32G   0.008453    0.00786   0.002898         78        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    212/499      4.32G   0.008453    0.00786   0.002898         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    212/499      4.32G   0.008441   0.007866   0.002902         83        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    212/499      4.32G   0.008441   0.007866   0.002902         83        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    212/499      4.32G    0.00846   0.007879   0.002906         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    212/499      4.32G    0.00846   0.007879   0.002906         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.25it/s]
    212/499      4.32G   0.008495   0.007879   0.002915         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.25it/s]
    212/499      4.32G   0.008495   0.007879   0.002915         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    212/499      4.32G   0.008516   0.007887   0.002906         60        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    212/499      4.32G   0.008516   0.007887   0.002906         60        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    212/499      4.32G   0.008535     0.0079   0.002913         72        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    212/499      4.32G   0.008535     0.0079   0.002913         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    212/499      4.32G   0.008531   0.007911     0.0029         76        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    212/499      4.32G   0.008531   0.007911     0.0029         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    212/499      4.32G    0.00853   0.007925   0.002892         68        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    212/499      4.32G    0.00853   0.007925   0.002892         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    212/499      4.32G   0.008541    0.00795   0.002875         71        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    212/499      4.32G   0.008541    0.00795   0.002875         71        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    212/499      4.32G   0.008556   0.007955   0.002889         60        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    212/499      4.32G   0.008556   0.007955   0.002889         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    212/499      4.32G   0.008567   0.007974   0.002881         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    212/499      4.32G   0.008567   0.007974   0.002881         76        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    212/499      4.32G   0.008563   0.007972   0.002877         66        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    212/499      4.32G   0.008563   0.007972   0.002877         66        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    212/499      4.32G   0.008566   0.007974   0.002877         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    212/499      4.32G   0.008566   0.007974   0.002877         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    212/499      4.32G   0.008558   0.008024   0.002858         86        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    212/499      4.32G   0.008558   0.008024   0.002858         86        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    212/499      4.32G   0.008567   0.008029   0.002846         64        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    212/499      4.32G   0.008567   0.008029   0.002846         64        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    212/499      4.32G   0.008574   0.008049    0.00284         92        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    212/499      4.32G   0.008574   0.008049    0.00284         92        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    212/499      4.32G   0.008572   0.008036   0.002852         56        640:  51%|#####1    | 86/168 [00:16<00:15,  5.29it/s]
    212/499      4.32G   0.008572   0.008036   0.002852         56        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    212/499      4.32G   0.008572   0.008027   0.002853         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    212/499      4.32G   0.008572   0.008027   0.002853         58        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
    212/499      4.32G   0.008556   0.008017   0.002849         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
    212/499      4.32G   0.008556   0.008017   0.002849         71        640:  53%|#####2    | 89/168 [00:16<00:15,  5.21it/s]
    212/499      4.32G   0.008554   0.008013   0.002874         71        640:  53%|#####2    | 89/168 [00:17<00:15,  5.21it/s]
    212/499      4.32G   0.008554   0.008013   0.002874         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    212/499      4.32G   0.008569   0.008013   0.002896         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.30it/s]
    212/499      4.32G   0.008569   0.008013   0.002896         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    212/499      4.32G   0.008571   0.008011   0.002901         67        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    212/499      4.32G   0.008571   0.008011   0.002901         67        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    212/499      4.32G   0.008565   0.008009   0.002899         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    212/499      4.32G   0.008565   0.008009   0.002899         72        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    212/499      4.32G   0.008556   0.008015   0.002887         83        640:  55%|#####5    | 93/168 [00:17<00:14,  5.35it/s]
    212/499      4.32G   0.008556   0.008015   0.002887         83        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    212/499      4.32G   0.008555   0.008011   0.002868         56        640:  56%|#####5    | 94/168 [00:18<00:14,  5.22it/s]
    212/499      4.32G   0.008555   0.008011   0.002868         56        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    212/499      4.32G    0.00858   0.007999   0.002858         57        640:  57%|#####6    | 95/168 [00:18<00:13,  5.25it/s]
    212/499      4.32G    0.00858   0.007999   0.002858         57        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    212/499      4.32G   0.008582   0.008009   0.002837         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.32it/s]
    212/499      4.32G   0.008582   0.008009   0.002837         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    212/499      4.32G   0.008568   0.008013   0.002844         85        640:  58%|#####7    | 97/168 [00:18<00:13,  5.16it/s]
    212/499      4.32G   0.008568   0.008013   0.002844         85        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    212/499      4.32G   0.008565    0.00801   0.002862         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    212/499      4.32G   0.008565    0.00801   0.002862         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    212/499      4.32G   0.008544   0.008007   0.002863         70        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    212/499      4.32G   0.008544   0.008007   0.002863         70        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    212/499      4.32G   0.008535      0.008   0.002856         68        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    212/499      4.32G   0.008535      0.008   0.002856         68        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    212/499      4.32G   0.008537   0.008001   0.002862         79        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    212/499      4.32G   0.008537   0.008001   0.002862         79        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    212/499      4.32G   0.008538   0.008027   0.002859         88        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    212/499      4.32G   0.008538   0.008027   0.002859         88        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    212/499      4.32G   0.008555    0.00802   0.002848         61        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    212/499      4.32G   0.008555    0.00802   0.002848         61        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    212/499      4.32G    0.00855   0.008012   0.002821         56        640:  62%|######1   | 104/168 [00:19<00:12,  5.32it/s]
    212/499      4.32G    0.00855   0.008012   0.002821         56        640:  62%|######2   | 105/168 [00:19<00:11,  5.35it/s]
    212/499      4.32G    0.00855   0.008031   0.002827         80        640:  62%|######2   | 105/168 [00:20<00:11,  5.35it/s]
    212/499      4.32G    0.00855   0.008031   0.002827         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    212/499      4.32G   0.008569    0.00803   0.002844         59        640:  63%|######3   | 106/168 [00:20<00:11,  5.22it/s]
    212/499      4.32G   0.008569    0.00803   0.002844         59        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    212/499      4.32G   0.008558    0.00803   0.002847         63        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    212/499      4.32G   0.008558    0.00803   0.002847         63        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    212/499      4.32G   0.008545   0.008021   0.002847         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    212/499      4.32G   0.008545   0.008021   0.002847         73        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    212/499      4.32G   0.008539   0.008012   0.002844         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    212/499      4.32G   0.008539   0.008012   0.002844         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    212/499      4.32G   0.008541   0.008008   0.002872         70        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
    212/499      4.32G   0.008541   0.008008   0.002872         70        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    212/499      4.32G   0.008542   0.007992   0.002892         56        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    212/499      4.32G   0.008542   0.007992   0.002892         56        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    212/499      4.32G    0.00853   0.007978   0.002889         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    212/499      4.32G    0.00853   0.007978   0.002889         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    212/499      4.32G   0.008534    0.00797   0.002876         52        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    212/499      4.32G   0.008534    0.00797   0.002876         52        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    212/499      4.32G    0.00853   0.007961    0.00288         55        640:  68%|######7   | 114/168 [00:21<00:10,  5.32it/s]
    212/499      4.32G    0.00853   0.007961    0.00288         55        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    212/499      4.32G   0.008529    0.00795   0.002887         59        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    212/499      4.32G   0.008529    0.00795   0.002887         59        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    212/499      4.32G   0.008524   0.007946   0.002903         72        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    212/499      4.32G   0.008524   0.007946   0.002903         72        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    212/499      4.32G   0.008522   0.007946   0.002901         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    212/499      4.32G   0.008522   0.007946   0.002901         69        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    212/499      4.32G   0.008516   0.007938   0.002903         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    212/499      4.32G   0.008516   0.007938   0.002903         60        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    212/499      4.32G   0.008531   0.007952   0.002907         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    212/499      4.32G   0.008531   0.007952   0.002907         79        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    212/499      4.32G   0.008537   0.007951   0.002921         66        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    212/499      4.32G   0.008537   0.007951   0.002921         66        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
    212/499      4.32G   0.008534   0.007964   0.002909         83        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
    212/499      4.32G   0.008534   0.007964   0.002909         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    212/499      4.32G   0.008526   0.007962   0.002914         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    212/499      4.32G   0.008526   0.007962   0.002914         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    212/499      4.32G    0.00853   0.007978   0.002911         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    212/499      4.32G    0.00853   0.007978   0.002911         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    212/499      4.32G   0.008522   0.007971   0.002916         71        640:  74%|#######3  | 124/168 [00:23<00:08,  5.23it/s]
    212/499      4.32G   0.008522   0.007971   0.002916         71        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    212/499      4.32G   0.008521   0.007968   0.002935         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.32it/s]
    212/499      4.32G   0.008521   0.007968   0.002935         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.38it/s]
    212/499      4.32G   0.008519   0.007968   0.002943         67        640:  75%|#######5  | 126/168 [00:24<00:07,  5.38it/s]
    212/499      4.32G   0.008519   0.007968   0.002943         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    212/499      4.32G   0.008522   0.007957   0.002959         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    212/499      4.32G   0.008522   0.007957   0.002959         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    212/499      4.32G   0.008523   0.007963   0.002961         78        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    212/499      4.32G   0.008523   0.007963   0.002961         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    212/499      4.32G   0.008512   0.007964   0.002964         78        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    212/499      4.32G   0.008512   0.007964   0.002964         78        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    212/499      4.32G   0.008507   0.007973    0.00295         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    212/499      4.32G   0.008507   0.007973    0.00295         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    212/499      4.32G   0.008498    0.00799   0.002953         94        640:  78%|#######7  | 131/168 [00:25<00:06,  5.31it/s]
    212/499      4.32G   0.008498    0.00799   0.002953         94        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    212/499      4.32G   0.008483   0.007981   0.002953         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    212/499      4.32G   0.008483   0.007981   0.002953         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    212/499      4.32G   0.008482   0.007971    0.00295         59        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    212/499      4.32G   0.008482   0.007971    0.00295         59        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    212/499      4.32G   0.008487    0.00797   0.002959         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    212/499      4.32G   0.008487    0.00797   0.002959         69        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    212/499      4.32G    0.00848   0.007957   0.002987         60        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    212/499      4.32G    0.00848   0.007957   0.002987         60        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    212/499      4.32G   0.008472   0.007962   0.002983         62        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    212/499      4.32G   0.008472   0.007962   0.002983         62        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    212/499      4.32G   0.008472   0.007969   0.002986         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    212/499      4.32G   0.008472   0.007969   0.002986         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    212/499      4.32G   0.008469   0.007963   0.002996         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    212/499      4.32G   0.008469   0.007963   0.002996         59        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    212/499      4.32G   0.008468   0.007966   0.003012         63        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    212/499      4.32G   0.008468   0.007966   0.003012         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    212/499      4.32G   0.008464    0.00796   0.003023         88        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    212/499      4.32G   0.008464    0.00796   0.003023         88        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    212/499      4.32G   0.008456   0.007957   0.003023         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    212/499      4.32G   0.008456   0.007957   0.003023         68        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    212/499      4.32G   0.008456    0.00796   0.003021         71        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    212/499      4.32G   0.008456    0.00796   0.003021         71        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    212/499      4.32G   0.008476   0.007953   0.003018         54        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    212/499      4.32G   0.008476   0.007953   0.003018         54        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    212/499      4.32G   0.008471   0.007948   0.003022         72        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    212/499      4.32G   0.008471   0.007948   0.003022         72        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    212/499      4.32G   0.008471   0.007958   0.003018         88        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    212/499      4.32G   0.008471   0.007958   0.003018         88        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    212/499      4.32G   0.008466   0.007955   0.003027         89        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    212/499      4.32G   0.008466   0.007955   0.003027         89        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    212/499      4.32G   0.008458   0.007966   0.003017         65        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    212/499      4.32G   0.008458   0.007966   0.003017         65        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    212/499      4.32G   0.008446   0.007968    0.00302         68        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    212/499      4.32G   0.008446   0.007968    0.00302         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    212/499      4.32G   0.008444   0.007967   0.003007         77        640:  89%|########8 | 149/168 [00:28<00:03,  5.25it/s]
    212/499      4.32G   0.008444   0.007967   0.003007         77        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    212/499      4.32G   0.008445   0.007961   0.003002         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.33it/s]
    212/499      4.32G   0.008445   0.007961   0.003002         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    212/499      4.32G   0.008446   0.007966   0.002987         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    212/499      4.32G   0.008446   0.007966   0.002987         63        640:  90%|######### | 152/168 [00:28<00:03,  5.26it/s]
    212/499      4.32G   0.008433   0.007962   0.002983         62        640:  90%|######### | 152/168 [00:29<00:03,  5.26it/s]
    212/499      4.32G   0.008433   0.007962   0.002983         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    212/499      4.32G   0.008432   0.007956   0.003004         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    212/499      4.32G   0.008432   0.007956   0.003004         75        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    212/499      4.32G   0.008427   0.007948   0.003011         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    212/499      4.32G   0.008427   0.007948   0.003011         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    212/499      4.32G   0.008432   0.007946   0.002997         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    212/499      4.32G   0.008432   0.007946   0.002997         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    212/499      4.32G   0.008429   0.007943   0.002993         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    212/499      4.32G   0.008429   0.007943   0.002993         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    212/499      4.32G   0.008433   0.007948   0.002989         73        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    212/499      4.32G   0.008433   0.007948   0.002989         73        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    212/499      4.32G   0.008428   0.007944   0.002982         59        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    212/499      4.32G   0.008428   0.007944   0.002982         59        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    212/499      4.32G   0.008432   0.007962   0.002978         93        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    212/499      4.32G   0.008432   0.007962   0.002978         93        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    212/499      4.32G   0.008421   0.007964   0.002974         69        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    212/499      4.32G   0.008421   0.007964   0.002974         69        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    212/499      4.32G   0.008424   0.007969   0.002974         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    212/499      4.32G   0.008424   0.007969   0.002974         72        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    212/499      4.32G   0.008429   0.007968   0.002985         55        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    212/499      4.32G   0.008429   0.007968   0.002985         55        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    212/499      4.32G   0.008428    0.00797   0.002997         68        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    212/499      4.32G   0.008428    0.00797   0.002997         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    212/499      4.32G   0.008423    0.00798   0.002992         84        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    212/499      4.32G   0.008423    0.00798   0.002992         84        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    212/499      4.32G   0.008424   0.007984   0.002989         73        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    212/499      4.32G   0.008424   0.007984   0.002989         73        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    212/499      4.32G   0.008425   0.007983   0.002987         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.22it/s]
    212/499      4.32G   0.008425   0.007983   0.002987         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    212/499      4.32G   0.008422   0.007997   0.002976         33        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    212/499      4.32G   0.008422   0.007997   0.002976         33        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    212/499      4.32G   0.008422   0.007997   0.002976         33        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.47it/s]
                   all        132        263       0.84      0.848      0.875      0.759

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    213/499      4.32G   0.009123   0.007249   0.003197         57        640:   0%|          | 0/168 [00:00<?, ?it/s]
    213/499      4.32G   0.009123   0.007249   0.003197         57        640:   1%|          | 1/168 [00:00<00:34,  4.80it/s]
    213/499      4.32G   0.009132   0.006868   0.006344         60        640:   1%|          | 1/168 [00:00<00:34,  4.80it/s]
    213/499      4.32G   0.009132   0.006868   0.006344         60        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    213/499      4.32G   0.009172   0.007291   0.005949         72        640:   1%|1         | 2/168 [00:00<00:31,  5.20it/s]
    213/499      4.32G   0.009172   0.007291   0.005949         72        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    213/499      4.32G   0.008982   0.007678   0.005126         75        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    213/499      4.32G   0.008982   0.007678   0.005126         75        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    213/499      4.32G   0.008904   0.007749   0.004628         60        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    213/499      4.32G   0.008904   0.007749   0.004628         60        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    213/499      4.32G   0.008846   0.007644   0.004356         56        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    213/499      4.32G   0.008846   0.007644   0.004356         56        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    213/499      4.32G   0.008742   0.007785   0.004099         72        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    213/499      4.32G   0.008742   0.007785   0.004099         72        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    213/499      4.32G   0.008559   0.007909   0.003807         70        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    213/499      4.32G   0.008559   0.007909   0.003807         70        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    213/499      4.32G   0.008517   0.007924   0.003607         61        640:   5%|4         | 8/168 [00:01<00:30,  5.23it/s]
    213/499      4.32G   0.008517   0.007924   0.003607         61        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    213/499      4.32G   0.008487   0.008059   0.003647         71        640:   5%|5         | 9/168 [00:01<00:30,  5.28it/s]
    213/499      4.32G   0.008487   0.008059   0.003647         71        640:   6%|5         | 10/168 [00:01<00:30,  5.15it/s]
    213/499      4.32G   0.008365   0.008014   0.003489         68        640:   6%|5         | 10/168 [00:02<00:30,  5.15it/s]
    213/499      4.32G   0.008365   0.008014   0.003489         68        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    213/499      4.32G   0.008274   0.007932   0.003326         55        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    213/499      4.32G   0.008274   0.007932   0.003326         55        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    213/499      4.32G   0.008247   0.007808   0.003238         57        640:   7%|7         | 12/168 [00:02<00:29,  5.32it/s]
    213/499      4.32G   0.008247   0.007808   0.003238         57        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    213/499      4.32G    0.00822   0.007857   0.003324         81        640:   8%|7         | 13/168 [00:02<00:29,  5.17it/s]
    213/499      4.32G    0.00822   0.007857   0.003324         81        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    213/499      4.32G   0.008173   0.007825   0.003349         68        640:   8%|8         | 14/168 [00:02<00:29,  5.23it/s]
    213/499      4.32G   0.008173   0.007825   0.003349         68        640:   9%|8         | 15/168 [00:02<00:28,  5.32it/s]
    213/499      4.32G   0.008197   0.007948    0.00327         74        640:   9%|8         | 15/168 [00:03<00:28,  5.32it/s]
    213/499      4.32G   0.008197   0.007948    0.00327         74        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    213/499      4.32G   0.008196   0.007837   0.003088         49        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    213/499      4.32G   0.008196   0.007837   0.003088         49        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    213/499      4.32G   0.008228   0.008025   0.002933         88        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    213/499      4.32G   0.008228   0.008025   0.002933         88        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    213/499      4.32G   0.008181   0.007992   0.002909         82        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    213/499      4.32G   0.008181   0.007992   0.002909         82        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    213/499      4.32G   0.008168    0.00806   0.002886         72        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    213/499      4.32G   0.008168    0.00806   0.002886         72        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    213/499      4.32G   0.008132   0.008118   0.002998         80        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    213/499      4.32G   0.008132   0.008118   0.002998         80        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    213/499      4.32G    0.00811    0.00807   0.002978         59        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    213/499      4.32G    0.00811    0.00807   0.002978         59        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    213/499      4.32G   0.008116   0.008067   0.002917         65        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    213/499      4.32G   0.008116   0.008067   0.002917         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    213/499      4.32G   0.008168   0.008082   0.002837         56        640:  14%|#3        | 23/168 [00:04<00:27,  5.24it/s]
    213/499      4.32G   0.008168   0.008082   0.002837         56        640:  14%|#4        | 24/168 [00:04<00:26,  5.33it/s]
    213/499      4.32G   0.008169   0.008142   0.002833         81        640:  14%|#4        | 24/168 [00:04<00:26,  5.33it/s]
    213/499      4.32G   0.008169   0.008142   0.002833         81        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    213/499      4.32G   0.008167   0.008199   0.002841         80        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    213/499      4.32G   0.008167   0.008199   0.002841         80        640:  15%|#5        | 26/168 [00:04<00:26,  5.27it/s]
    213/499      4.32G   0.008143   0.008152   0.002835         69        640:  15%|#5        | 26/168 [00:05<00:26,  5.27it/s]
    213/499      4.32G   0.008143   0.008152   0.002835         69        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    213/499      4.32G    0.00815   0.008073    0.00281         46        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    213/499      4.32G    0.00815   0.008073    0.00281         46        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    213/499      4.32G   0.008187   0.008087   0.002779         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.20it/s]
    213/499      4.32G   0.008187   0.008087   0.002779         65        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    213/499      4.32G   0.008215   0.008099   0.002984         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.27it/s]
    213/499      4.32G   0.008215   0.008099   0.002984         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    213/499      4.32G   0.008179   0.008074   0.003014         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.32it/s]
    213/499      4.32G   0.008179   0.008074   0.003014         61        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    213/499      4.32G   0.008179   0.008086   0.002998         75        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    213/499      4.32G   0.008179   0.008086   0.002998         75        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    213/499      4.32G   0.008232   0.008124   0.002959         67        640:  19%|#9        | 32/168 [00:06<00:25,  5.26it/s]
    213/499      4.32G   0.008232   0.008124   0.002959         67        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    213/499      4.32G   0.008245   0.008133   0.002971         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.28it/s]
    213/499      4.32G   0.008245   0.008133   0.002971         75        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    213/499      4.32G   0.008222   0.008105   0.002956         62        640:  20%|##        | 34/168 [00:06<00:26,  5.14it/s]
    213/499      4.32G   0.008222   0.008105   0.002956         62        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    213/499      4.32G   0.008199   0.008075   0.002961         74        640:  21%|##        | 35/168 [00:06<00:25,  5.24it/s]
    213/499      4.32G   0.008199   0.008075   0.002961         74        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    213/499      4.32G   0.008172   0.008031   0.002951         60        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    213/499      4.32G   0.008172   0.008031   0.002951         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    213/499      4.32G   0.008142   0.008027   0.002898         61        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    213/499      4.32G   0.008142   0.008027   0.002898         61        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    213/499      4.32G   0.008146   0.008065   0.002903         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    213/499      4.32G   0.008146   0.008065   0.002903         84        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    213/499      4.32G   0.008139   0.008057   0.002921         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    213/499      4.32G   0.008139   0.008057   0.002921         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    213/499      4.32G   0.008129   0.008101   0.002958         78        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    213/499      4.32G   0.008129   0.008101   0.002958         78        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    213/499      4.32G   0.008114   0.008091    0.00301         68        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    213/499      4.32G   0.008114   0.008091    0.00301         68        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    213/499      4.32G   0.008104   0.008096   0.003034         68        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    213/499      4.32G   0.008104   0.008096   0.003034         68        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    213/499      4.32G    0.00811   0.008114   0.003045         75        640:  26%|##5       | 43/168 [00:08<00:23,  5.24it/s]
    213/499      4.32G    0.00811   0.008114   0.003045         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    213/499      4.32G   0.008081   0.008074   0.003052         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    213/499      4.32G   0.008081   0.008074   0.003052         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    213/499      4.32G    0.00807   0.008063   0.003053         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    213/499      4.32G    0.00807   0.008063   0.003053         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    213/499      4.32G   0.008108   0.008058   0.003095         57        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    213/499      4.32G   0.008108   0.008058   0.003095         57        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
    213/499      4.32G   0.008083   0.008053   0.003079         71        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
    213/499      4.32G   0.008083   0.008053   0.003079         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    213/499      4.32G   0.008115   0.008083   0.003048         77        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    213/499      4.32G   0.008115   0.008083   0.003048         77        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    213/499      4.32G   0.008106   0.008098   0.003034         80        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    213/499      4.32G   0.008106   0.008098   0.003034         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    213/499      4.32G   0.008105   0.008148   0.003118         80        640:  30%|##9       | 50/168 [00:09<00:22,  5.24it/s]
    213/499      4.32G   0.008105   0.008148   0.003118         80        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    213/499      4.32G   0.008127    0.00814   0.003106         73        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    213/499      4.32G   0.008127    0.00814   0.003106         73        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    213/499      4.32G   0.008149   0.008103   0.003159         59        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    213/499      4.32G   0.008149   0.008103   0.003159         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    213/499      4.32G   0.008161   0.008106   0.003186         69        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    213/499      4.32G   0.008161   0.008106   0.003186         69        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    213/499      4.32G   0.008143   0.008129   0.003165         70        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    213/499      4.32G   0.008143   0.008129   0.003165         70        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    213/499      4.32G   0.008147   0.008143   0.003209         69        640:  33%|###2      | 55/168 [00:10<00:21,  5.22it/s]
    213/499      4.32G   0.008147   0.008143   0.003209         69        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    213/499      4.32G   0.008161   0.008114   0.003197         56        640:  33%|###3      | 56/168 [00:10<00:21,  5.30it/s]
    213/499      4.32G   0.008161   0.008114   0.003197         56        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    213/499      4.32G   0.008204    0.00807   0.003218         44        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
    213/499      4.32G   0.008204    0.00807   0.003218         44        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    213/499      4.32G   0.008183   0.008046    0.00319         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    213/499      4.32G   0.008183   0.008046    0.00319         72        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    213/499      4.32G   0.008175   0.008062   0.003197         85        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    213/499      4.32G   0.008175   0.008062   0.003197         85        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    213/499      4.32G   0.008147   0.008057   0.003166         54        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    213/499      4.32G   0.008147   0.008057   0.003166         54        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    213/499      4.32G   0.008155   0.008042   0.003162         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    213/499      4.32G   0.008155   0.008042   0.003162         55        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    213/499      4.32G   0.008165   0.008026   0.003158         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    213/499      4.32G   0.008165   0.008026   0.003158         57        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    213/499      4.32G   0.008187   0.008048   0.003125         78        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    213/499      4.32G   0.008187   0.008048   0.003125         78        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    213/499      4.32G   0.008211   0.008043   0.003129         57        640:  38%|###8      | 64/168 [00:12<00:19,  5.21it/s]
    213/499      4.32G   0.008211   0.008043   0.003129         57        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    213/499      4.32G   0.008209   0.008044   0.003102         55        640:  39%|###8      | 65/168 [00:12<00:19,  5.30it/s]
    213/499      4.32G   0.008209   0.008044   0.003102         55        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    213/499      4.32G   0.008222   0.008065   0.003115         68        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    213/499      4.32G   0.008222   0.008065   0.003115         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    213/499      4.32G   0.008242   0.008069   0.003114         69        640:  40%|###9      | 67/168 [00:12<00:19,  5.18it/s]
    213/499      4.32G   0.008242   0.008069   0.003114         69        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
    213/499      4.32G   0.008247   0.008091   0.003107         74        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
    213/499      4.32G   0.008247   0.008091   0.003107         74        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    213/499      4.32G   0.008245   0.008074   0.003067         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    213/499      4.32G   0.008245   0.008074   0.003067         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    213/499      4.32G   0.008233   0.008067    0.00307         76        640:  42%|####1     | 70/168 [00:13<00:18,  5.19it/s]
    213/499      4.32G   0.008233   0.008067    0.00307         76        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    213/499      4.32G   0.008243    0.00805   0.003056         67        640:  42%|####2     | 71/168 [00:13<00:18,  5.26it/s]
    213/499      4.32G   0.008243    0.00805   0.003056         67        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    213/499      4.32G   0.008244   0.008076   0.003059         77        640:  43%|####2     | 72/168 [00:13<00:17,  5.35it/s]
    213/499      4.32G   0.008244   0.008076   0.003059         77        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    213/499      4.32G   0.008221   0.008048   0.003029         69        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    213/499      4.32G   0.008221   0.008048   0.003029         69        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    213/499      4.32G   0.008228    0.00807   0.003031         87        640:  44%|####4     | 74/168 [00:14<00:17,  5.30it/s]
    213/499      4.32G   0.008228    0.00807   0.003031         87        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    213/499      4.32G    0.00821   0.008075   0.003026         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    213/499      4.32G    0.00821   0.008075   0.003026         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    213/499      4.32G   0.008209    0.00807   0.003002         60        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    213/499      4.32G   0.008209    0.00807   0.003002         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    213/499      4.32G   0.008214   0.008054   0.003006         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    213/499      4.32G   0.008214   0.008054   0.003006         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.39it/s]
    213/499      4.32G   0.008198   0.008041   0.003001         75        640:  46%|####6     | 78/168 [00:15<00:16,  5.39it/s]
    213/499      4.32G   0.008198   0.008041   0.003001         75        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    213/499      4.32G   0.008187   0.008033   0.003001         68        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    213/499      4.32G   0.008187   0.008033   0.003001         68        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    213/499      4.32G   0.008175   0.008013   0.002994         51        640:  48%|####7     | 80/168 [00:15<00:16,  5.27it/s]
    213/499      4.32G   0.008175   0.008013   0.002994         51        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    213/499      4.32G   0.008179   0.008012   0.002983         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.33it/s]
    213/499      4.32G   0.008179   0.008012   0.002983         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    213/499      4.32G   0.008194   0.008026   0.003005         75        640:  49%|####8     | 82/168 [00:15<00:16,  5.19it/s]
    213/499      4.32G   0.008194   0.008026   0.003005         75        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    213/499      4.32G   0.008191   0.008023   0.002984         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    213/499      4.32G   0.008191   0.008023   0.002984         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.35it/s]
    213/499      4.32G   0.008209   0.008032   0.002983         58        640:  50%|#####     | 84/168 [00:16<00:15,  5.35it/s]
    213/499      4.32G   0.008209   0.008032   0.002983         58        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    213/499      4.32G   0.008205   0.008058   0.002984         79        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    213/499      4.32G   0.008205   0.008058   0.002984         79        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    213/499      4.32G   0.008188    0.00804   0.002968         65        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    213/499      4.32G   0.008188    0.00804   0.002968         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    213/499      4.32G   0.008198   0.008027   0.002982         57        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    213/499      4.32G   0.008198   0.008027   0.002982         57        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    213/499      4.32G   0.008223   0.008049   0.002976         67        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    213/499      4.32G   0.008223   0.008049   0.002976         67        640:  53%|#####2    | 89/168 [00:16<00:14,  5.32it/s]
    213/499      4.32G   0.008216   0.008044   0.003014         65        640:  53%|#####2    | 89/168 [00:17<00:14,  5.32it/s]
    213/499      4.32G   0.008216   0.008044   0.003014         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    213/499      4.32G   0.008211   0.008043   0.003026         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    213/499      4.32G   0.008211   0.008043   0.003026         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    213/499      4.32G   0.008209   0.008029   0.003027         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    213/499      4.32G   0.008209   0.008029   0.003027         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    213/499      4.32G   0.008209   0.008021   0.003008         71        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    213/499      4.32G   0.008209   0.008021   0.003008         71        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    213/499      4.32G   0.008237   0.008032   0.003037         70        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    213/499      4.32G   0.008237   0.008032   0.003037         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.23it/s]
    213/499      4.32G   0.008231   0.008031   0.003047         74        640:  56%|#####5    | 94/168 [00:18<00:14,  5.23it/s]
    213/499      4.32G   0.008231   0.008031   0.003047         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    213/499      4.32G   0.008234   0.008001   0.003049         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.31it/s]
    213/499      4.32G   0.008234   0.008001   0.003049         59        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    213/499      4.32G   0.008227   0.007992   0.003045         62        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    213/499      4.32G   0.008227   0.007992   0.003045         62        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    213/499      4.32G   0.008236   0.007996   0.003042         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.18it/s]
    213/499      4.32G   0.008236   0.007996   0.003042         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    213/499      4.32G   0.008227   0.007992   0.003048         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    213/499      4.32G   0.008227   0.007992   0.003048         55        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    213/499      4.32G   0.008227   0.007984   0.003046         62        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    213/499      4.32G   0.008227   0.007984   0.003046         62        640:  60%|#####9    | 100/168 [00:18<00:13,  5.23it/s]
    213/499      4.32G   0.008211   0.007971   0.003049         65        640:  60%|#####9    | 100/168 [00:19<00:13,  5.23it/s]
    213/499      4.32G   0.008211   0.007971   0.003049         65        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    213/499      4.32G    0.00822   0.007987   0.003056         79        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    213/499      4.32G    0.00822   0.007987   0.003056         79        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    213/499      4.32G    0.00822   0.007993   0.003035         73        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    213/499      4.32G    0.00822   0.007993   0.003035         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    213/499      4.32G    0.00822   0.007964   0.003069         50        640:  61%|######1   | 103/168 [00:19<00:12,  5.15it/s]
    213/499      4.32G    0.00822   0.007964   0.003069         50        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
    213/499      4.32G   0.008226    0.00795   0.003062         64        640:  62%|######1   | 104/168 [00:19<00:12,  5.22it/s]
    213/499      4.32G   0.008226    0.00795   0.003062         64        640:  62%|######2   | 105/168 [00:19<00:11,  5.29it/s]
    213/499      4.32G   0.008223   0.007931   0.003074         73        640:  62%|######2   | 105/168 [00:20<00:11,  5.29it/s]
    213/499      4.32G   0.008223   0.007931   0.003074         73        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    213/499      4.32G   0.008218   0.007953   0.003086         87        640:  63%|######3   | 106/168 [00:20<00:12,  5.14it/s]
    213/499      4.32G   0.008218   0.007953   0.003086         87        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    213/499      4.32G   0.008213   0.007955   0.003092         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    213/499      4.32G   0.008213   0.007955   0.003092         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    213/499      4.32G   0.008216   0.007954   0.003071         72        640:  64%|######4   | 108/168 [00:20<00:11,  5.31it/s]
    213/499      4.32G   0.008216   0.007954   0.003071         72        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    213/499      4.32G   0.008212   0.007968   0.003063         75        640:  65%|######4   | 109/168 [00:20<00:11,  5.15it/s]
    213/499      4.32G   0.008212   0.007968   0.003063         75        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    213/499      4.32G    0.00822   0.007971   0.003077         66        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    213/499      4.32G    0.00822   0.007971   0.003077         66        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    213/499      4.32G   0.008228   0.007978   0.003095         73        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    213/499      4.32G   0.008228   0.007978   0.003095         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    213/499      4.32G   0.008226   0.007981     0.0031         71        640:  67%|######6   | 112/168 [00:21<00:10,  5.17it/s]
    213/499      4.32G   0.008226   0.007981     0.0031         71        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    213/499      4.32G   0.008227   0.007978   0.003104         67        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    213/499      4.32G   0.008227   0.007978   0.003104         67        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    213/499      4.32G   0.008236   0.007974   0.003094         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.34it/s]
    213/499      4.32G   0.008236   0.007974   0.003094         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    213/499      4.32G    0.00823   0.007968   0.003074         66        640:  68%|######8   | 115/168 [00:22<00:10,  5.21it/s]
    213/499      4.32G    0.00823   0.007968   0.003074         66        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    213/499      4.32G   0.008227   0.007969   0.003091         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    213/499      4.32G   0.008227   0.007969   0.003091         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    213/499      4.32G   0.008228   0.007959   0.003103         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    213/499      4.32G   0.008228   0.007959   0.003103         63        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    213/499      4.32G   0.008224   0.007942   0.003097         58        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    213/499      4.32G   0.008224   0.007942   0.003097         58        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    213/499      4.32G   0.008218   0.007936   0.003086         75        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    213/499      4.32G   0.008218   0.007936   0.003086         75        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    213/499      4.32G   0.008222   0.007938   0.003098         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    213/499      4.32G   0.008222   0.007938   0.003098         77        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    213/499      4.32G    0.00821   0.007932   0.003086         72        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    213/499      4.32G    0.00821   0.007932   0.003086         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    213/499      4.32G   0.008198   0.007934   0.003074         76        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    213/499      4.32G   0.008198   0.007934   0.003074         76        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    213/499      4.32G   0.008198   0.007934   0.003086         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.35it/s]
    213/499      4.32G   0.008198   0.007934   0.003086         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    213/499      4.32G   0.008207   0.007925   0.003092         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    213/499      4.32G   0.008207   0.007925   0.003092         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    213/499      4.32G   0.008217   0.007916   0.003096         60        640:  74%|#######4  | 125/168 [00:23<00:08,  5.30it/s]
    213/499      4.32G   0.008217   0.007916   0.003096         60        640:  75%|#######5  | 126/168 [00:23<00:07,  5.32it/s]
    213/499      4.32G   0.008209   0.007903   0.003117         59        640:  75%|#######5  | 126/168 [00:24<00:07,  5.32it/s]
    213/499      4.32G   0.008209   0.007903   0.003117         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    213/499      4.32G   0.008211   0.007918   0.003105         81        640:  76%|#######5  | 127/168 [00:24<00:07,  5.16it/s]
    213/499      4.32G   0.008211   0.007918   0.003105         81        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    213/499      4.32G   0.008222   0.007912    0.00309         66        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    213/499      4.32G   0.008222   0.007912    0.00309         66        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    213/499      4.32G   0.008216   0.007904   0.003087         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.30it/s]
    213/499      4.32G   0.008216   0.007904   0.003087         63        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    213/499      4.32G   0.008222   0.007911   0.003077         72        640:  77%|#######7  | 130/168 [00:24<00:07,  5.17it/s]
    213/499      4.32G   0.008222   0.007911   0.003077         72        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    213/499      4.32G    0.00822   0.007924    0.00307         69        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    213/499      4.32G    0.00822   0.007924    0.00307         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    213/499      4.32G    0.00823   0.007943   0.003072         71        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    213/499      4.32G    0.00823   0.007943   0.003072         71        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    213/499      4.32G    0.00823   0.007941   0.003065         57        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    213/499      4.32G    0.00823   0.007941   0.003065         57        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    213/499      4.32G   0.008223   0.007921   0.003049         54        640:  80%|#######9  | 134/168 [00:25<00:06,  5.29it/s]
    213/499      4.32G   0.008223   0.007921   0.003049         54        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    213/499      4.32G   0.008208   0.007908   0.003041         61        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    213/499      4.32G   0.008208   0.007908   0.003041         61        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    213/499      4.32G   0.008198   0.007902   0.003047         61        640:  81%|########  | 136/168 [00:25<00:06,  5.24it/s]
    213/499      4.32G   0.008198   0.007902   0.003047         61        640:  82%|########1 | 137/168 [00:25<00:05,  5.32it/s]
    213/499      4.32G   0.008206   0.007905   0.003046         73        640:  82%|########1 | 137/168 [00:26<00:05,  5.32it/s]
    213/499      4.32G   0.008206   0.007905   0.003046         73        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    213/499      4.32G   0.008203   0.007908   0.003051         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.33it/s]
    213/499      4.32G   0.008203   0.007908   0.003051         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    213/499      4.32G   0.008199   0.007909   0.003044         80        640:  83%|########2 | 139/168 [00:26<00:05,  5.19it/s]
    213/499      4.32G   0.008199   0.007909   0.003044         80        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    213/499      4.32G   0.008191   0.007915   0.003043         77        640:  83%|########3 | 140/168 [00:26<00:05,  5.28it/s]
    213/499      4.32G   0.008191   0.007915   0.003043         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    213/499      4.32G   0.008184   0.007917   0.003046         77        640:  84%|########3 | 141/168 [00:26<00:05,  5.35it/s]
    213/499      4.32G   0.008184   0.007917   0.003046         77        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    213/499      4.32G   0.008188   0.007922   0.003033         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    213/499      4.32G   0.008188   0.007922   0.003033         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    213/499      4.32G   0.008191   0.007926   0.003037         74        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    213/499      4.32G   0.008191   0.007926   0.003037         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    213/499      4.32G   0.008198   0.007919   0.003039         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.33it/s]
    213/499      4.32G   0.008198   0.007919   0.003039         59        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    213/499      4.32G   0.008191   0.007918   0.003039         77        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    213/499      4.32G   0.008191   0.007918   0.003039         77        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    213/499      4.32G   0.008188   0.007925   0.003037         82        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    213/499      4.32G   0.008188   0.007925   0.003037         82        640:  88%|########7 | 147/168 [00:27<00:03,  5.35it/s]
    213/499      4.32G   0.008187   0.007929   0.003042         74        640:  88%|########7 | 147/168 [00:28<00:03,  5.35it/s]
    213/499      4.32G   0.008187   0.007929   0.003042         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    213/499      4.32G   0.008201   0.007936   0.003046         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    213/499      4.32G   0.008201   0.007936   0.003046         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    213/499      4.32G     0.0082   0.007942   0.003041         65        640:  89%|########8 | 149/168 [00:28<00:03,  5.28it/s]
    213/499      4.32G     0.0082   0.007942   0.003041         65        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    213/499      4.32G   0.008201   0.007958   0.003026         66        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    213/499      4.32G   0.008201   0.007958   0.003026         66        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    213/499      4.32G   0.008199   0.007965   0.003038         83        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    213/499      4.32G   0.008199   0.007965   0.003038         83        640:  90%|######### | 152/168 [00:28<00:03,  5.29it/s]
    213/499      4.32G   0.008194   0.007966   0.003027         62        640:  90%|######### | 152/168 [00:29<00:03,  5.29it/s]
    213/499      4.32G   0.008194   0.007966   0.003027         62        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    213/499      4.32G   0.008197   0.007965   0.003022         74        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    213/499      4.32G   0.008197   0.007965   0.003022         74        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    213/499      4.32G   0.008193   0.007967   0.003005         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.17it/s]
    213/499      4.32G   0.008193   0.007967   0.003005         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    213/499      4.32G   0.008189   0.007965   0.003013         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.26it/s]
    213/499      4.32G   0.008189   0.007965   0.003013         73        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    213/499      4.32G   0.008197   0.007958   0.003008         65        640:  93%|#########2| 156/168 [00:29<00:02,  5.31it/s]
    213/499      4.32G   0.008197   0.007958   0.003008         65        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    213/499      4.32G   0.008196   0.007957   0.003014         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    213/499      4.32G   0.008196   0.007957   0.003014         68        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    213/499      4.32G   0.008193   0.007964   0.003009         87        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    213/499      4.32G   0.008193   0.007964   0.003009         87        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    213/499      4.32G   0.008214    0.00798   0.003002         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.35it/s]
    213/499      4.32G   0.008214    0.00798   0.003002         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    213/499      4.32G   0.008213   0.007981   0.003015         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    213/499      4.32G   0.008213   0.007981   0.003015         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    213/499      4.32G   0.008216   0.007989   0.003008         76        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    213/499      4.32G   0.008216   0.007989   0.003008         76        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    213/499      4.32G   0.008211   0.007989    0.00301         58        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    213/499      4.32G   0.008211   0.007989    0.00301         58        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
    213/499      4.32G   0.008206   0.007982   0.003025         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
    213/499      4.32G   0.008206   0.007982   0.003025         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    213/499      4.32G   0.008202   0.007968    0.00301         57        640:  98%|#########7| 164/168 [00:31<00:00,  5.30it/s]
    213/499      4.32G   0.008202   0.007968    0.00301         57        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    213/499      4.32G   0.008199   0.007971   0.003004         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.37it/s]
    213/499      4.32G   0.008199   0.007971   0.003004         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    213/499      4.32G   0.008201   0.007971   0.002997         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.24it/s]
    213/499      4.32G   0.008201   0.007971   0.002997         62        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    213/499      4.32G   0.008206   0.007974   0.002992         36        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    213/499      4.32G   0.008206   0.007974   0.002992         36        640: 100%|##########| 168/168 [00:31<00:00,  5.45it/s]
    213/499      4.32G   0.008206   0.007974   0.002992         36        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.836      0.848      0.874      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    214/499      4.32G   0.008336   0.007189   0.001969         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
    214/499      4.32G   0.008336   0.007189   0.001969         61        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    214/499      4.32G   0.007942   0.007459   0.001663         64        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    214/499      4.32G   0.007942   0.007459   0.001663         64        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    214/499      4.32G   0.008132   0.007273   0.002658         64        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    214/499      4.32G   0.008132   0.007273   0.002658         64        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    214/499      4.32G   0.008106   0.007634   0.002581         87        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    214/499      4.32G   0.008106   0.007634   0.002581         87        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    214/499      4.32G   0.008052   0.007673    0.00268         60        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    214/499      4.32G   0.008052   0.007673    0.00268         60        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    214/499      4.32G   0.008009    0.00792   0.003131         74        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    214/499      4.32G   0.008009    0.00792   0.003131         74        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
    214/499      4.32G   0.008021   0.007926   0.003131         68        640:   4%|3         | 6/168 [00:01<00:30,  5.37it/s]
    214/499      4.32G   0.008021   0.007926   0.003131         68        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    214/499      4.32G   0.008053   0.007827   0.003023         62        640:   4%|4         | 7/168 [00:01<00:31,  5.17it/s]
    214/499      4.32G   0.008053   0.007827   0.003023         62        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    214/499      4.32G   0.008197   0.008028    0.00296         76        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    214/499      4.32G   0.008197   0.008028    0.00296         76        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    214/499      4.32G   0.008141   0.008045   0.003094         72        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    214/499      4.32G   0.008141   0.008045   0.003094         72        640:   6%|5         | 10/168 [00:01<00:30,  5.21it/s]
    214/499      4.32G   0.008086     0.0083   0.002866         86        640:   6%|5         | 10/168 [00:02<00:30,  5.21it/s]
    214/499      4.32G   0.008086     0.0083   0.002866         86        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    214/499      4.32G   0.008062   0.008381   0.003027         71        640:   7%|6         | 11/168 [00:02<00:29,  5.28it/s]
    214/499      4.32G   0.008062   0.008381   0.003027         71        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    214/499      4.32G   0.008066   0.008296   0.002971         65        640:   7%|7         | 12/168 [00:02<00:29,  5.35it/s]
    214/499      4.32G   0.008066   0.008296   0.002971         65        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    214/499      4.32G   0.008097   0.008148   0.002963         62        640:   8%|7         | 13/168 [00:02<00:29,  5.22it/s]
    214/499      4.32G   0.008097   0.008148   0.002963         62        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    214/499      4.32G   0.008004   0.007989   0.003095         54        640:   8%|8         | 14/168 [00:02<00:29,  5.31it/s]
    214/499      4.32G   0.008004   0.007989   0.003095         54        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    214/499      4.32G   0.007968   0.007901   0.003116         61        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    214/499      4.32G   0.007968   0.007901   0.003116         61        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    214/499      4.32G   0.008026   0.007851    0.00308         58        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    214/499      4.32G   0.008026   0.007851    0.00308         58        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    214/499      4.32G   0.008004   0.007846   0.003005         73        640:  10%|#         | 17/168 [00:03<00:28,  5.30it/s]
    214/499      4.32G   0.008004   0.007846   0.003005         73        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    214/499      4.32G   0.007989   0.007799    0.00307         65        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    214/499      4.32G   0.007989   0.007799    0.00307         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    214/499      4.32G   0.008024   0.007808   0.002983         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    214/499      4.32G   0.008024   0.007808   0.002983         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    214/499      4.32G   0.008026   0.007792   0.003039         65        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    214/499      4.32G   0.008026   0.007792   0.003039         65        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    214/499      4.32G   0.008087   0.007986   0.003225        106        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    214/499      4.32G   0.008087   0.007986   0.003225        106        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    214/499      4.32G   0.008033   0.007955   0.003218         76        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    214/499      4.32G   0.008033   0.007955   0.003218         76        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    214/499      4.32G   0.008017   0.007895   0.003233         50        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    214/499      4.32G   0.008017   0.007895   0.003233         50        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    214/499      4.32G   0.007979   0.007859   0.003252         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.36it/s]
    214/499      4.32G   0.007979   0.007859   0.003252         60        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    214/499      4.32G   0.007984   0.007843   0.003238         73        640:  15%|#4        | 25/168 [00:04<00:27,  5.21it/s]
    214/499      4.32G   0.007984   0.007843   0.003238         73        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    214/499      4.32G   0.007956   0.007812   0.003167         59        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    214/499      4.32G   0.007956   0.007812   0.003167         59        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    214/499      4.32G    0.00797   0.007785   0.003174         66        640:  16%|#6        | 27/168 [00:05<00:26,  5.38it/s]
    214/499      4.32G    0.00797   0.007785   0.003174         66        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    214/499      4.32G   0.007952   0.007781   0.003236         75        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    214/499      4.32G   0.007952   0.007781   0.003236         75        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    214/499      4.32G   0.007954   0.007722    0.00317         56        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    214/499      4.32G   0.007954   0.007722    0.00317         56        640:  18%|#7        | 30/168 [00:05<00:26,  5.27it/s]
    214/499      4.32G   0.007945   0.007718   0.003144         74        640:  18%|#7        | 30/168 [00:05<00:26,  5.27it/s]
    214/499      4.32G   0.007945   0.007718   0.003144         74        640:  18%|#8        | 31/168 [00:05<00:26,  5.15it/s]
    214/499      4.32G   0.007918   0.007718   0.003131         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.15it/s]
    214/499      4.32G   0.007918   0.007718   0.003131         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    214/499      4.32G   0.007914   0.007709   0.003099         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.27it/s]
    214/499      4.32G   0.007914   0.007709   0.003099         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    214/499      4.32G    0.00796   0.007729   0.003021         75        640:  20%|#9        | 33/168 [00:06<00:25,  5.34it/s]
    214/499      4.32G    0.00796   0.007729   0.003021         75        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    214/499      4.32G   0.007994   0.007766   0.003073         66        640:  20%|##        | 34/168 [00:06<00:25,  5.18it/s]
    214/499      4.32G   0.007994   0.007766   0.003073         66        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    214/499      4.32G   0.007981   0.007724   0.003049         45        640:  21%|##        | 35/168 [00:06<00:25,  5.27it/s]
    214/499      4.32G   0.007981   0.007724   0.003049         45        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    214/499      4.32G   0.008004   0.007733    0.00305         72        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    214/499      4.32G   0.008004   0.007733    0.00305         72        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    214/499      4.32G   0.008028   0.007726   0.002997         57        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    214/499      4.32G   0.008028   0.007726   0.002997         57        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    214/499      4.32G   0.008021   0.007775   0.002999         74        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    214/499      4.32G   0.008021   0.007775   0.002999         74        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    214/499      4.32G   0.008019   0.007772    0.00305         55        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    214/499      4.32G   0.008019   0.007772    0.00305         55        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    214/499      4.32G   0.008011   0.007729   0.003076         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    214/499      4.32G   0.008011   0.007729   0.003076         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
    214/499      4.32G   0.008057   0.007679   0.003079         45        640:  24%|##4       | 41/168 [00:07<00:23,  5.33it/s]
    214/499      4.32G   0.008057   0.007679   0.003079         45        640:  25%|##5       | 42/168 [00:07<00:23,  5.38it/s]
    214/499      4.32G   0.008049   0.007706   0.003185         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.38it/s]
    214/499      4.32G   0.008049   0.007706   0.003185         69        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    214/499      4.32G    0.00807   0.007703   0.003141         59        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    214/499      4.32G    0.00807   0.007703   0.003141         59        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    214/499      4.32G   0.008077   0.007695   0.003115         79        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    214/499      4.32G   0.008077   0.007695   0.003115         79        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    214/499      4.32G   0.008079   0.007676   0.003261         54        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    214/499      4.32G   0.008079   0.007676   0.003261         54        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    214/499      4.32G   0.008105   0.007694   0.003275         57        640:  27%|##7       | 46/168 [00:08<00:23,  5.25it/s]
    214/499      4.32G   0.008105   0.007694   0.003275         57        640:  28%|##7       | 47/168 [00:08<00:22,  5.33it/s]
    214/499      4.32G   0.008155   0.007679   0.003261         58        640:  28%|##7       | 47/168 [00:09<00:22,  5.33it/s]
    214/499      4.32G   0.008155   0.007679   0.003261         58        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    214/499      4.32G   0.008148   0.007689    0.00326         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.39it/s]
    214/499      4.32G   0.008148   0.007689    0.00326         63        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    214/499      4.32G   0.008145   0.007709   0.003286         83        640:  29%|##9       | 49/168 [00:09<00:22,  5.23it/s]
    214/499      4.32G   0.008145   0.007709   0.003286         83        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    214/499      4.32G   0.008163   0.007752   0.003253         69        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    214/499      4.32G   0.008163   0.007752   0.003253         69        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    214/499      4.32G   0.008162   0.007776   0.003263         75        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    214/499      4.32G   0.008162   0.007776   0.003263         75        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    214/499      4.32G   0.008144   0.007752   0.003236         64        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    214/499      4.32G   0.008144   0.007752   0.003236         64        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    214/499      4.32G   0.008174    0.00778   0.003244         81        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    214/499      4.32G   0.008174    0.00778   0.003244         81        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    214/499      4.32G   0.008191   0.007808   0.003229         66        640:  32%|###2      | 54/168 [00:10<00:21,  5.38it/s]
    214/499      4.32G   0.008191   0.007808   0.003229         66        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    214/499      4.32G   0.008183   0.007771   0.003182         53        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    214/499      4.32G   0.008183   0.007771   0.003182         53        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    214/499      4.32G   0.008175   0.007743   0.003207         63        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    214/499      4.32G   0.008175   0.007743   0.003207         63        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    214/499      4.32G   0.008179   0.007732   0.003235         62        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    214/499      4.32G   0.008179   0.007732   0.003235         62        640:  35%|###4      | 58/168 [00:10<00:21,  5.23it/s]
    214/499      4.32G   0.008163   0.007708    0.00322         66        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    214/499      4.32G   0.008163   0.007708    0.00322         66        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    214/499      4.32G   0.008157   0.007735   0.003218         67        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    214/499      4.32G   0.008157   0.007735   0.003218         67        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    214/499      4.32G   0.008167   0.007746   0.003196         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.38it/s]
    214/499      4.32G   0.008167   0.007746   0.003196         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    214/499      4.32G   0.008175   0.007784   0.003182         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.22it/s]
    214/499      4.32G   0.008175   0.007784   0.003182         76        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    214/499      4.32G   0.008177   0.007771   0.003209         69        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    214/499      4.32G   0.008177   0.007771   0.003209         69        640:  38%|###7      | 63/168 [00:11<00:19,  5.35it/s]
    214/499      4.32G   0.008183   0.007763   0.003225         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.35it/s]
    214/499      4.32G   0.008183   0.007763   0.003225         60        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    214/499      4.32G   0.008174   0.007756   0.003258         71        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    214/499      4.32G   0.008174   0.007756   0.003258         71        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    214/499      4.32G   0.008166   0.007733   0.003269         60        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    214/499      4.32G   0.008166   0.007733   0.003269         60        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    214/499      4.32G   0.008174   0.007742   0.003271         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.30it/s]
    214/499      4.32G   0.008174   0.007742   0.003271         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    214/499      4.32G   0.008176   0.007714    0.00326         50        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    214/499      4.32G   0.008176   0.007714    0.00326         50        640:  40%|####      | 68/168 [00:12<00:19,  5.18it/s]
    214/499      4.32G   0.008177   0.007723   0.003249         71        640:  40%|####      | 68/168 [00:13<00:19,  5.18it/s]
    214/499      4.32G   0.008177   0.007723   0.003249         71        640:  41%|####1     | 69/168 [00:13<00:18,  5.25it/s]
    214/499      4.32G   0.008203     0.0077    0.00326         56        640:  41%|####1     | 69/168 [00:13<00:18,  5.25it/s]
    214/499      4.32G   0.008203     0.0077    0.00326         56        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
    214/499      4.32G   0.008205   0.007701    0.00325         70        640:  42%|####1     | 70/168 [00:13<00:19,  5.15it/s]
    214/499      4.32G   0.008205   0.007701    0.00325         70        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    214/499      4.32G   0.008192   0.007681   0.003223         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.23it/s]
    214/499      4.32G   0.008192   0.007681   0.003223         66        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    214/499      4.32G   0.008182   0.007704   0.003206         73        640:  43%|####2     | 72/168 [00:13<00:18,  5.32it/s]
    214/499      4.32G   0.008182   0.007704   0.003206         73        640:  43%|####3     | 73/168 [00:13<00:18,  5.19it/s]
    214/499      4.32G   0.008186   0.007734   0.003198         85        640:  43%|####3     | 73/168 [00:14<00:18,  5.19it/s]
    214/499      4.32G   0.008186   0.007734   0.003198         85        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    214/499      4.32G    0.00818    0.00775   0.003206         73        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    214/499      4.32G    0.00818    0.00775   0.003206         73        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    214/499      4.32G   0.008185   0.007756   0.003218         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    214/499      4.32G   0.008185   0.007756   0.003218         68        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    214/499      4.32G   0.008164    0.00774   0.003207         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    214/499      4.32G   0.008164    0.00774   0.003207         70        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    214/499      4.32G   0.008166   0.007773    0.00322         92        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    214/499      4.32G   0.008166   0.007773    0.00322         92        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    214/499      4.32G   0.008162   0.007768    0.00323         66        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    214/499      4.32G   0.008162   0.007768    0.00323         66        640:  47%|####7     | 79/168 [00:14<00:16,  5.24it/s]
    214/499      4.32G   0.008177   0.007766   0.003273         69        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    214/499      4.32G   0.008177   0.007766   0.003273         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    214/499      4.32G   0.008161   0.007761   0.003258         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.33it/s]
    214/499      4.32G   0.008161   0.007761   0.003258         64        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    214/499      4.32G   0.008177   0.007773   0.003276         77        640:  48%|####8     | 81/168 [00:15<00:16,  5.38it/s]
    214/499      4.32G   0.008177   0.007773   0.003276         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    214/499      4.32G   0.008182   0.007779    0.00327         82        640:  49%|####8     | 82/168 [00:15<00:16,  5.26it/s]
    214/499      4.32G   0.008182   0.007779    0.00327         82        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    214/499      4.32G   0.008188   0.007781   0.003296         71        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    214/499      4.32G   0.008188   0.007781   0.003296         71        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    214/499      4.32G   0.008173   0.007777    0.00328         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    214/499      4.32G   0.008173   0.007777    0.00328         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    214/499      4.32G   0.008167    0.00776   0.003283         68        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    214/499      4.32G   0.008167    0.00776   0.003283         68        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    214/499      4.32G   0.008168   0.007785   0.003273         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    214/499      4.32G   0.008168   0.007785   0.003273         71        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    214/499      4.32G   0.008171    0.00779   0.003269         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.36it/s]
    214/499      4.32G   0.008171    0.00779   0.003269         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    214/499      4.32G   0.008173   0.007778   0.003261         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.23it/s]
    214/499      4.32G   0.008173   0.007778   0.003261         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    214/499      4.32G   0.008176   0.007778   0.003256         55        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    214/499      4.32G   0.008176   0.007778   0.003256         55        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    214/499      4.32G   0.008178   0.007764   0.003248         57        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    214/499      4.32G   0.008178   0.007764   0.003248         57        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    214/499      4.32G   0.008169   0.007762   0.003246         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    214/499      4.32G   0.008169   0.007762   0.003246         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    214/499      4.32G    0.00817   0.007775   0.003236         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    214/499      4.32G    0.00817   0.007775   0.003236         73        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    214/499      4.32G    0.00818   0.007815   0.003234         77        640:  55%|#####5    | 93/168 [00:17<00:13,  5.37it/s]
    214/499      4.32G    0.00818   0.007815   0.003234         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    214/499      4.32G   0.008173   0.007806   0.003254         63        640:  56%|#####5    | 94/168 [00:17<00:14,  5.24it/s]
    214/499      4.32G   0.008173   0.007806   0.003254         63        640:  57%|#####6    | 95/168 [00:17<00:13,  5.33it/s]
    214/499      4.32G   0.008164   0.007787    0.00325         60        640:  57%|#####6    | 95/168 [00:18<00:13,  5.33it/s]
    214/499      4.32G   0.008164   0.007787    0.00325         60        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    214/499      4.32G   0.008163   0.007772   0.003276         51        640:  57%|#####7    | 96/168 [00:18<00:13,  5.41it/s]
    214/499      4.32G   0.008163   0.007772   0.003276         51        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    214/499      4.32G   0.008173   0.007755   0.003285         55        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    214/499      4.32G   0.008173   0.007755   0.003285         55        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    214/499      4.32G   0.008178   0.007754   0.003264         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.30it/s]
    214/499      4.32G   0.008178   0.007754   0.003264         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    214/499      4.32G   0.008165   0.007748   0.003248         64        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    214/499      4.32G   0.008165   0.007748   0.003248         64        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    214/499      4.32G   0.008156   0.007744   0.003225         81        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    214/499      4.32G   0.008156   0.007744   0.003225         81        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    214/499      4.32G    0.00815   0.007746   0.003223         61        640:  60%|######    | 101/168 [00:19<00:12,  5.29it/s]
    214/499      4.32G    0.00815   0.007746   0.003223         61        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    214/499      4.32G   0.008132   0.007749   0.003231         70        640:  61%|######    | 102/168 [00:19<00:12,  5.37it/s]
    214/499      4.32G   0.008132   0.007749   0.003231         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    214/499      4.32G   0.008131   0.007733   0.003224         60        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    214/499      4.32G   0.008131   0.007733   0.003224         60        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    214/499      4.32G   0.008121    0.00775    0.00323         77        640:  62%|######1   | 104/168 [00:19<00:12,  5.31it/s]
    214/499      4.32G   0.008121    0.00775    0.00323         77        640:  62%|######2   | 105/168 [00:19<00:11,  5.37it/s]
    214/499      4.32G   0.008113   0.007745   0.003224         61        640:  62%|######2   | 105/168 [00:20<00:11,  5.37it/s]
    214/499      4.32G   0.008113   0.007745   0.003224         61        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    214/499      4.32G    0.00812   0.007749   0.003206         64        640:  63%|######3   | 106/168 [00:20<00:11,  5.21it/s]
    214/499      4.32G    0.00812   0.007749   0.003206         64        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    214/499      4.32G   0.008131   0.007787   0.003194         93        640:  64%|######3   | 107/168 [00:20<00:11,  5.30it/s]
    214/499      4.32G   0.008131   0.007787   0.003194         93        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    214/499      4.32G   0.008146   0.007805    0.00319         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.36it/s]
    214/499      4.32G   0.008146   0.007805    0.00319         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    214/499      4.32G   0.008145    0.00781   0.003204         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.22it/s]
    214/499      4.32G   0.008145    0.00781   0.003204         67        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    214/499      4.32G   0.008154   0.007811   0.003188         66        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    214/499      4.32G   0.008154   0.007811   0.003188         66        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    214/499      4.32G   0.008152   0.007804   0.003167         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    214/499      4.32G   0.008152   0.007804   0.003167         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    214/499      4.32G   0.008171   0.007806   0.003158         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    214/499      4.32G   0.008171   0.007806   0.003158         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    214/499      4.32G   0.008174   0.007813   0.003164         74        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    214/499      4.32G   0.008174   0.007813   0.003164         74        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    214/499      4.32G   0.008173   0.007811   0.003148         78        640:  68%|######7   | 114/168 [00:21<00:10,  5.38it/s]
    214/499      4.32G   0.008173   0.007811   0.003148         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    214/499      4.32G   0.008182   0.007809   0.003141         50        640:  68%|######8   | 115/168 [00:21<00:10,  5.23it/s]
    214/499      4.32G   0.008182   0.007809   0.003141         50        640:  69%|######9   | 116/168 [00:21<00:09,  5.27it/s]
    214/499      4.32G   0.008184    0.00782   0.003155         79        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    214/499      4.32G   0.008184    0.00782   0.003155         79        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    214/499      4.32G   0.008195   0.007821   0.003132         55        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    214/499      4.32G   0.008195   0.007821   0.003132         55        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    214/499      4.32G   0.008199   0.007814   0.003142         64        640:  70%|#######   | 118/168 [00:22<00:09,  5.19it/s]
    214/499      4.32G   0.008199   0.007814   0.003142         64        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    214/499      4.32G    0.00819   0.007807    0.00313         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.27it/s]
    214/499      4.32G    0.00819   0.007807    0.00313         67        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    214/499      4.32G   0.008199   0.007791   0.003136         60        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    214/499      4.32G   0.008199   0.007791   0.003136         60        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    214/499      4.32G   0.008208   0.007792   0.003153         74        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    214/499      4.32G   0.008208   0.007792   0.003153         74        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    214/499      4.32G    0.00822   0.007803   0.003185         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    214/499      4.32G    0.00822   0.007803   0.003185         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    214/499      4.32G   0.008228   0.007816   0.003176         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.34it/s]
    214/499      4.32G   0.008228   0.007816   0.003176         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    214/499      4.32G    0.00823   0.007824   0.003178         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.22it/s]
    214/499      4.32G    0.00823   0.007824   0.003178         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    214/499      4.32G    0.00824   0.007823   0.003167         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.31it/s]
    214/499      4.32G    0.00824   0.007823   0.003167         65        640:  75%|#######5  | 126/168 [00:23<00:07,  5.37it/s]
    214/499      4.32G   0.008231   0.007826   0.003156         80        640:  75%|#######5  | 126/168 [00:24<00:07,  5.37it/s]
    214/499      4.32G   0.008231   0.007826   0.003156         80        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    214/499      4.32G   0.008225   0.007833   0.003157         70        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    214/499      4.32G   0.008225   0.007833   0.003157         70        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    214/499      4.32G   0.008222   0.007845   0.003157         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    214/499      4.32G   0.008222   0.007845   0.003157         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    214/499      4.32G   0.008224   0.007835   0.003146         61        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    214/499      4.32G   0.008224   0.007835   0.003146         61        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    214/499      4.32G   0.008229    0.00783   0.003142         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.23it/s]
    214/499      4.32G   0.008229    0.00783   0.003142         67        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    214/499      4.32G   0.008223   0.007821   0.003145         53        640:  78%|#######7  | 131/168 [00:24<00:06,  5.31it/s]
    214/499      4.32G   0.008223   0.007821   0.003145         53        640:  79%|#######8  | 132/168 [00:24<00:06,  5.39it/s]
    214/499      4.32G   0.008221   0.007833   0.003134         72        640:  79%|#######8  | 132/168 [00:25<00:06,  5.39it/s]
    214/499      4.32G   0.008221   0.007833   0.003134         72        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    214/499      4.32G   0.008216   0.007841   0.003133         81        640:  79%|#######9  | 133/168 [00:25<00:06,  5.23it/s]
    214/499      4.32G   0.008216   0.007841   0.003133         81        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    214/499      4.32G   0.008214   0.007845    0.00314         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.32it/s]
    214/499      4.32G   0.008214   0.007845    0.00314         63        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    214/499      4.32G   0.008217    0.00786   0.003143         83        640:  80%|########  | 135/168 [00:25<00:06,  5.35it/s]
    214/499      4.32G   0.008217    0.00786   0.003143         83        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    214/499      4.32G   0.008223   0.007869   0.003141         67        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    214/499      4.32G   0.008223   0.007869   0.003141         67        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    214/499      4.32G   0.008217   0.007852   0.003145         54        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    214/499      4.32G   0.008217   0.007852   0.003145         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    214/499      4.32G   0.008231   0.007859   0.003143         75        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    214/499      4.32G   0.008231   0.007859   0.003143         75        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    214/499      4.32G   0.008232   0.007853   0.003134         51        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    214/499      4.32G   0.008232   0.007853   0.003134         51        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    214/499      4.32G   0.008225   0.007843   0.003129         65        640:  83%|########3 | 140/168 [00:26<00:05,  5.23it/s]
    214/499      4.32G   0.008225   0.007843   0.003129         65        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    214/499      4.32G   0.008252   0.007874    0.00314         84        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    214/499      4.32G   0.008252   0.007874    0.00314         84        640:  85%|########4 | 142/168 [00:26<00:04,  5.20it/s]
    214/499      4.32G   0.008255   0.007871   0.003143         77        640:  85%|########4 | 142/168 [00:27<00:04,  5.20it/s]
    214/499      4.32G   0.008255   0.007871   0.003143         77        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    214/499      4.32G    0.00825   0.007886   0.003127         83        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    214/499      4.32G    0.00825   0.007886   0.003127         83        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    214/499      4.32G   0.008251   0.007887    0.00312         71        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    214/499      4.32G   0.008251   0.007887    0.00312         71        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    214/499      4.32G   0.008257   0.007884   0.003125         84        640:  86%|########6 | 145/168 [00:27<00:04,  5.23it/s]
    214/499      4.32G   0.008257   0.007884   0.003125         84        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    214/499      4.32G   0.008255   0.007878   0.003116         62        640:  87%|########6 | 146/168 [00:27<00:04,  5.32it/s]
    214/499      4.32G   0.008255   0.007878   0.003116         62        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
    214/499      4.32G   0.008255   0.007873   0.003143         61        640:  88%|########7 | 147/168 [00:27<00:03,  5.40it/s]
    214/499      4.32G   0.008255   0.007873   0.003143         61        640:  88%|########8 | 148/168 [00:27<00:03,  5.24it/s]
    214/499      4.32G   0.008248   0.007868   0.003148         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
    214/499      4.32G   0.008248   0.007868   0.003148         78        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    214/499      4.32G   0.008247   0.007864   0.003142         67        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    214/499      4.32G   0.008247   0.007864   0.003142         67        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    214/499      4.32G   0.008252   0.007868   0.003132         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    214/499      4.32G   0.008252   0.007868   0.003132         72        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    214/499      4.32G   0.008247   0.007872   0.003142         80        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    214/499      4.32G   0.008247   0.007872   0.003142         80        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    214/499      4.32G   0.008243   0.007873   0.003126         63        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    214/499      4.32G   0.008243   0.007873   0.003126         63        640:  91%|#########1| 153/168 [00:28<00:02,  5.36it/s]
    214/499      4.32G   0.008254   0.007874   0.003147         63        640:  91%|#########1| 153/168 [00:29<00:02,  5.36it/s]
    214/499      4.32G   0.008254   0.007874   0.003147         63        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    214/499      4.32G   0.008253    0.00788   0.003147         67        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    214/499      4.32G   0.008253    0.00788   0.003147         67        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    214/499      4.32G   0.008257    0.00788   0.003134         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    214/499      4.32G   0.008257    0.00788   0.003134         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    214/499      4.32G   0.008257   0.007891   0.003135         77        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    214/499      4.32G   0.008257   0.007891   0.003135         77        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    214/499      4.32G   0.008252    0.00789   0.003127         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.21it/s]
    214/499      4.32G   0.008252    0.00789   0.003127         70        640:  94%|#########4| 158/168 [00:29<00:01,  5.30it/s]
    214/499      4.32G   0.008259   0.007885   0.003127         66        640:  94%|#########4| 158/168 [00:30<00:01,  5.30it/s]
    214/499      4.32G   0.008259   0.007885   0.003127         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    214/499      4.32G   0.008257   0.007887   0.003131         71        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    214/499      4.32G   0.008257   0.007887   0.003131         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    214/499      4.32G   0.008258   0.007879   0.003122         64        640:  95%|#########5| 160/168 [00:30<00:01,  5.14it/s]
    214/499      4.32G   0.008258   0.007879   0.003122         64        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    214/499      4.32G   0.008251   0.007876   0.003131         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.24it/s]
    214/499      4.32G   0.008251   0.007876   0.003131         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    214/499      4.32G   0.008247   0.007881   0.003143         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.29it/s]
    214/499      4.32G   0.008247   0.007881   0.003143         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.18it/s]
    214/499      4.32G   0.008248   0.007894   0.003151         89        640:  97%|#########7| 163/168 [00:31<00:00,  5.18it/s]
    214/499      4.32G   0.008248   0.007894   0.003151         89        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    214/499      4.32G   0.008248   0.007896    0.00315         83        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    214/499      4.32G   0.008248   0.007896    0.00315         83        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    214/499      4.32G    0.00825   0.007907   0.003138         80        640:  98%|#########8| 165/168 [00:31<00:00,  5.29it/s]
    214/499      4.32G    0.00825   0.007907   0.003138         80        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    214/499      4.32G   0.008249   0.007898   0.003129         49        640:  99%|#########8| 166/168 [00:31<00:00,  5.18it/s]
    214/499      4.32G   0.008249   0.007898   0.003129         49        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    214/499      4.32G   0.008247   0.007913    0.00313         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.28it/s]
    214/499      4.32G   0.008247   0.007913    0.00313         30        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    214/499      4.32G   0.008247   0.007913    0.00313         30        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.843      0.849      0.874      0.762

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    215/499      4.32G   0.009809   0.008859   0.003004         65        640:   0%|          | 0/168 [00:00<?, ?it/s]
    215/499      4.32G   0.009809   0.008859   0.003004         65        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    215/499      4.32G   0.008839   0.008282   0.003369         67        640:   1%|          | 1/168 [00:00<00:33,  4.98it/s]
    215/499      4.32G   0.008839   0.008282   0.003369         67        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    215/499      4.32G   0.008798   0.008574   0.002981         70        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    215/499      4.32G   0.008798   0.008574   0.002981         70        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    215/499      4.32G   0.009307   0.008774   0.002927         76        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    215/499      4.32G   0.009307   0.008774   0.002927         76        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    215/499      4.32G    0.00922   0.008399    0.00291         67        640:   2%|2         | 4/168 [00:00<00:31,  5.20it/s]
    215/499      4.32G    0.00922   0.008399    0.00291         67        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    215/499      4.32G   0.009127   0.008091   0.003073         59        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    215/499      4.32G   0.009127   0.008091   0.003073         59        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    215/499      4.32G    0.00892   0.007859   0.002942         64        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    215/499      4.32G    0.00892   0.007859   0.002942         64        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    215/499      4.32G   0.008948    0.00783   0.002997         62        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    215/499      4.32G   0.008948    0.00783   0.002997         62        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    215/499      4.32G   0.008843   0.007824   0.002843         74        640:   5%|4         | 8/168 [00:01<00:30,  5.32it/s]
    215/499      4.32G   0.008843   0.007824   0.002843         74        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    215/499      4.32G   0.008802    0.00786   0.002888         80        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    215/499      4.32G   0.008802    0.00786   0.002888         80        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    215/499      4.32G   0.008817   0.007827   0.002922         65        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    215/499      4.32G   0.008817   0.007827   0.002922         65        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    215/499      4.32G   0.008757   0.007865   0.002912         72        640:   7%|6         | 11/168 [00:02<00:29,  5.32it/s]
    215/499      4.32G   0.008757   0.007865   0.002912         72        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    215/499      4.32G   0.008797   0.007904   0.002963         73        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    215/499      4.32G   0.008797   0.007904   0.002963         73        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    215/499      4.32G   0.008699   0.007785   0.003153         71        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    215/499      4.32G   0.008699   0.007785   0.003153         71        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    215/499      4.32G   0.008671   0.007903   0.003189         83        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    215/499      4.32G   0.008671   0.007903   0.003189         83        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    215/499      4.32G   0.008576   0.007832   0.003034         58        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    215/499      4.32G   0.008576   0.007832   0.003034         58        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
    215/499      4.32G   0.008559   0.007916   0.003065         76        640:  10%|9         | 16/168 [00:03<00:28,  5.24it/s]
    215/499      4.32G   0.008559   0.007916   0.003065         76        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    215/499      4.32G   0.008498   0.007902   0.002938         59        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    215/499      4.32G   0.008498   0.007902   0.002938         59        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    215/499      4.32G   0.008489   0.007859   0.002921         54        640:  11%|#         | 18/168 [00:03<00:28,  5.36it/s]
    215/499      4.32G   0.008489   0.007859   0.002921         54        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    215/499      4.32G   0.008452    0.00787    0.00278         62        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    215/499      4.32G   0.008452    0.00787    0.00278         62        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    215/499      4.32G   0.008509   0.007888   0.002892         67        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    215/499      4.32G   0.008509   0.007888   0.002892         67        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    215/499      4.32G   0.008476   0.007811   0.002876         64        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    215/499      4.32G   0.008476   0.007811   0.002876         64        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    215/499      4.32G   0.008606   0.007813   0.003158         60        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    215/499      4.32G   0.008606   0.007813   0.003158         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    215/499      4.32G   0.008572   0.007859   0.003077         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    215/499      4.32G   0.008572   0.007859   0.003077         73        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    215/499      4.32G    0.00853   0.007864   0.003035         77        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    215/499      4.32G    0.00853   0.007864   0.003035         77        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    215/499      4.32G   0.008533   0.007787   0.003006         45        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    215/499      4.32G   0.008533   0.007787   0.003006         45        640:  15%|#5        | 26/168 [00:04<00:26,  5.28it/s]
    215/499      4.32G   0.008487   0.007741   0.003022         68        640:  15%|#5        | 26/168 [00:05<00:26,  5.28it/s]
    215/499      4.32G   0.008487   0.007741   0.003022         68        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
    215/499      4.32G   0.008448   0.007704   0.002987         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.32it/s]
    215/499      4.32G   0.008448   0.007704   0.002987         62        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    215/499      4.32G   0.008467   0.007687   0.002931         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.16it/s]
    215/499      4.32G   0.008467   0.007687   0.002931         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    215/499      4.32G   0.008514   0.007744   0.002948         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.25it/s]
    215/499      4.32G   0.008514   0.007744   0.002948         76        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    215/499      4.32G   0.008486   0.007819   0.002944         73        640:  18%|#7        | 30/168 [00:05<00:26,  5.24it/s]
    215/499      4.32G   0.008486   0.007819   0.002944         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.12it/s]
    215/499      4.32G    0.00847   0.007891   0.002984         83        640:  18%|#8        | 31/168 [00:06<00:26,  5.12it/s]
    215/499      4.32G    0.00847   0.007891   0.002984         83        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    215/499      4.32G   0.008464   0.007909   0.003032         73        640:  19%|#9        | 32/168 [00:06<00:25,  5.25it/s]
    215/499      4.32G   0.008464   0.007909   0.003032         73        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    215/499      4.32G   0.008421   0.007922   0.003002         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.33it/s]
    215/499      4.32G   0.008421   0.007922   0.003002         68        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    215/499      4.32G   0.008408   0.007928      0.003         71        640:  20%|##        | 34/168 [00:06<00:25,  5.20it/s]
    215/499      4.32G   0.008408   0.007928      0.003         71        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    215/499      4.32G   0.008353   0.007931    0.00305         66        640:  21%|##        | 35/168 [00:06<00:25,  5.28it/s]
    215/499      4.32G   0.008353   0.007931    0.00305         66        640:  21%|##1       | 36/168 [00:06<00:24,  5.34it/s]
    215/499      4.32G   0.008311   0.007893   0.003059         67        640:  21%|##1       | 36/168 [00:07<00:24,  5.34it/s]
    215/499      4.32G   0.008311   0.007893   0.003059         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    215/499      4.32G   0.008316   0.007882   0.003034         67        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    215/499      4.32G   0.008316   0.007882   0.003034         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    215/499      4.32G   0.008326   0.007967   0.002973         85        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    215/499      4.32G   0.008326   0.007967   0.002973         85        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    215/499      4.32G    0.00831   0.007978   0.002978         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    215/499      4.32G    0.00831   0.007978   0.002978         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    215/499      4.32G   0.008296   0.007924   0.003001         65        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    215/499      4.32G   0.008296   0.007924   0.003001         65        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    215/499      4.32G    0.00828   0.007913   0.002995         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    215/499      4.32G    0.00828   0.007913   0.002995         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    215/499      4.32G   0.008293   0.007885   0.002933         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    215/499      4.32G   0.008293   0.007885   0.002933         61        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    215/499      4.32G   0.008286    0.00788    0.00294         66        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    215/499      4.32G   0.008286    0.00788    0.00294         66        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    215/499      4.32G   0.008289   0.007899   0.002998         77        640:  26%|##6       | 44/168 [00:08<00:23,  5.32it/s]
    215/499      4.32G   0.008289   0.007899   0.002998         77        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    215/499      4.32G   0.008278   0.007887   0.002951         56        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    215/499      4.32G   0.008278   0.007887   0.002951         56        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    215/499      4.32G   0.008345   0.007942    0.00296         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.23it/s]
    215/499      4.32G   0.008345   0.007942    0.00296         64        640:  28%|##7       | 47/168 [00:08<00:22,  5.32it/s]
    215/499      4.32G   0.008326   0.007895   0.002994         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.32it/s]
    215/499      4.32G   0.008326   0.007895   0.002994         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    215/499      4.32G   0.008325   0.007889   0.002991         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.40it/s]
    215/499      4.32G   0.008325   0.007889   0.002991         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    215/499      4.32G   0.008321   0.007898   0.002987         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    215/499      4.32G   0.008321   0.007898   0.002987         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    215/499      4.32G   0.008324     0.0079   0.002987         62        640:  30%|##9       | 50/168 [00:09<00:22,  5.27it/s]
    215/499      4.32G   0.008324     0.0079   0.002987         62        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    215/499      4.32G   0.008299   0.007867   0.002984         69        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    215/499      4.32G   0.008299   0.007867   0.002984         69        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    215/499      4.32G   0.008326   0.007844   0.003004         59        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    215/499      4.32G   0.008326   0.007844   0.003004         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    215/499      4.32G   0.008332   0.007886   0.003007         72        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    215/499      4.32G   0.008332   0.007886   0.003007         72        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    215/499      4.32G   0.008359   0.007889    0.00301         64        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    215/499      4.32G   0.008359   0.007889    0.00301         64        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    215/499      4.32G   0.008365   0.007913   0.003029         72        640:  33%|###2      | 55/168 [00:10<00:22,  5.13it/s]
    215/499      4.32G   0.008365   0.007913   0.003029         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    215/499      4.32G    0.00837   0.007911   0.003006         65        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    215/499      4.32G    0.00837   0.007911   0.003006         65        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    215/499      4.32G   0.008371   0.007881   0.003014         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    215/499      4.32G   0.008371   0.007881   0.003014         69        640:  35%|###4      | 58/168 [00:10<00:21,  5.20it/s]
    215/499      4.32G   0.008371   0.007905   0.002979         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.20it/s]
    215/499      4.32G   0.008371   0.007905   0.002979         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    215/499      4.32G   0.008379   0.007924   0.002955         62        640:  35%|###5      | 59/168 [00:11<00:20,  5.29it/s]
    215/499      4.32G   0.008379   0.007924   0.002955         62        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    215/499      4.32G   0.008359   0.007923   0.002949         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    215/499      4.32G   0.008359   0.007923   0.002949         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    215/499      4.32G   0.008372   0.007929   0.002923         74        640:  36%|###6      | 61/168 [00:11<00:20,  5.24it/s]
    215/499      4.32G   0.008372   0.007929   0.002923         74        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    215/499      4.32G   0.008372   0.007922   0.002925         64        640:  37%|###6      | 62/168 [00:11<00:19,  5.31it/s]
    215/499      4.32G   0.008372   0.007922   0.002925         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.36it/s]
    215/499      4.32G   0.008358   0.007919   0.002944         64        640:  38%|###7      | 63/168 [00:12<00:19,  5.36it/s]
    215/499      4.32G   0.008358   0.007919   0.002944         64        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    215/499      4.32G   0.008339   0.007893   0.002966         69        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    215/499      4.32G   0.008339   0.007893   0.002966         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    215/499      4.32G   0.008339   0.007894   0.002951         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    215/499      4.32G   0.008339   0.007894   0.002951         65        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    215/499      4.32G   0.008353   0.007903   0.002978         65        640:  39%|###9      | 66/168 [00:12<00:18,  5.38it/s]
    215/499      4.32G   0.008353   0.007903   0.002978         65        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    215/499      4.32G   0.008349     0.0079   0.002961         74        640:  40%|###9      | 67/168 [00:12<00:19,  5.23it/s]
    215/499      4.32G   0.008349     0.0079   0.002961         74        640:  40%|####      | 68/168 [00:12<00:18,  5.32it/s]
    215/499      4.32G    0.00835   0.007943   0.002993         91        640:  40%|####      | 68/168 [00:13<00:18,  5.32it/s]
    215/499      4.32G    0.00835   0.007943   0.002993         91        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    215/499      4.32G   0.008345   0.007978    0.00299         88        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    215/499      4.32G   0.008345   0.007978    0.00299         88        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    215/499      4.32G   0.008326   0.007962   0.002963         65        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    215/499      4.32G   0.008326   0.007962   0.002963         65        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    215/499      4.32G   0.008323   0.007963    0.00304         69        640:  42%|####2     | 71/168 [00:13<00:18,  5.29it/s]
    215/499      4.32G   0.008323   0.007963    0.00304         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    215/499      4.32G   0.008317   0.007972    0.00304         69        640:  43%|####2     | 72/168 [00:13<00:17,  5.36it/s]
    215/499      4.32G   0.008317   0.007972    0.00304         69        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    215/499      4.32G   0.008315   0.007981    0.00303         79        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
    215/499      4.32G   0.008315   0.007981    0.00303         79        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    215/499      4.32G   0.008312   0.007985   0.003027         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.28it/s]
    215/499      4.32G   0.008312   0.007985   0.003027         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    215/499      4.32G   0.008328   0.008007   0.003019         81        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    215/499      4.32G   0.008328   0.008007   0.003019         81        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    215/499      4.32G   0.008295   0.007965   0.003045         61        640:  45%|####5     | 76/168 [00:14<00:17,  5.21it/s]
    215/499      4.32G   0.008295   0.007965   0.003045         61        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    215/499      4.32G   0.008328   0.007961   0.003032         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    215/499      4.32G   0.008328   0.007961   0.003032         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    215/499      4.32G   0.008318   0.007945   0.003039         55        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    215/499      4.32G   0.008318   0.007945   0.003039         55        640:  47%|####7     | 79/168 [00:14<00:17,  5.21it/s]
    215/499      4.32G   0.008328   0.007972   0.003025         89        640:  47%|####7     | 79/168 [00:15<00:17,  5.21it/s]
    215/499      4.32G   0.008328   0.007972   0.003025         89        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    215/499      4.32G   0.008331   0.007977   0.003019         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    215/499      4.32G   0.008331   0.007977   0.003019         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    215/499      4.32G   0.008325   0.007955    0.00301         47        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    215/499      4.32G   0.008325   0.007955    0.00301         47        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    215/499      4.32G   0.008304   0.007918   0.002997         51        640:  49%|####8     | 82/168 [00:15<00:16,  5.21it/s]
    215/499      4.32G   0.008304   0.007918   0.002997         51        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    215/499      4.32G   0.008313   0.007911   0.002995         66        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    215/499      4.32G   0.008313   0.007911   0.002995         66        640:  50%|#####     | 84/168 [00:15<00:15,  5.34it/s]
    215/499      4.32G   0.008321   0.007884   0.003036         59        640:  50%|#####     | 84/168 [00:16<00:15,  5.34it/s]
    215/499      4.32G   0.008321   0.007884   0.003036         59        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    215/499      4.32G   0.008314   0.007882   0.003017         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.22it/s]
    215/499      4.32G   0.008314   0.007882   0.003017         71        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    215/499      4.32G   0.008322   0.007877   0.003032         66        640:  51%|#####1    | 86/168 [00:16<00:15,  5.30it/s]
    215/499      4.32G   0.008322   0.007877   0.003032         66        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    215/499      4.32G   0.008328   0.007874   0.003069         69        640:  52%|#####1    | 87/168 [00:16<00:15,  5.28it/s]
    215/499      4.32G   0.008328   0.007874   0.003069         69        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    215/499      4.32G   0.008349   0.007907   0.003056         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.16it/s]
    215/499      4.32G   0.008349   0.007907   0.003056         76        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    215/499      4.32G   0.008348   0.007913   0.003075         66        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    215/499      4.32G   0.008348   0.007913   0.003075         66        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    215/499      4.32G   0.008352   0.007941   0.003058         81        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    215/499      4.32G   0.008352   0.007941   0.003058         81        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    215/499      4.32G   0.008353    0.00795   0.003082         69        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    215/499      4.32G   0.008353    0.00795   0.003082         69        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    215/499      4.32G   0.008352   0.007945   0.003071         73        640:  55%|#####4    | 92/168 [00:17<00:14,  5.31it/s]
    215/499      4.32G   0.008352   0.007945   0.003071         73        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    215/499      4.32G    0.00836   0.007979   0.003062         98        640:  55%|#####5    | 93/168 [00:17<00:13,  5.38it/s]
    215/499      4.32G    0.00836   0.007979   0.003062         98        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
    215/499      4.32G   0.008363   0.007989   0.003077         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.25it/s]
    215/499      4.32G   0.008363   0.007989   0.003077         79        640:  57%|#####6    | 95/168 [00:17<00:13,  5.32it/s]
    215/499      4.32G    0.00837      0.008   0.003062         74        640:  57%|#####6    | 95/168 [00:18<00:13,  5.32it/s]
    215/499      4.32G    0.00837      0.008   0.003062         74        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    215/499      4.32G   0.008364   0.007997   0.003066         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    215/499      4.32G   0.008364   0.007997   0.003066         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    215/499      4.32G    0.00838   0.008002   0.003062         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.23it/s]
    215/499      4.32G    0.00838   0.008002   0.003062         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    215/499      4.32G   0.008383   0.008002   0.003052         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.31it/s]
    215/499      4.32G   0.008383   0.008002   0.003052         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    215/499      4.32G   0.008371   0.007994   0.003043         69        640:  59%|#####8    | 99/168 [00:18<00:12,  5.37it/s]
    215/499      4.32G   0.008371   0.007994   0.003043         69        640:  60%|#####9    | 100/168 [00:18<00:12,  5.25it/s]
    215/499      4.32G    0.00836   0.007983   0.003021         62        640:  60%|#####9    | 100/168 [00:19<00:12,  5.25it/s]
    215/499      4.32G    0.00836   0.007983   0.003021         62        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    215/499      4.32G   0.008364   0.008016   0.003017         99        640:  60%|######    | 101/168 [00:19<00:12,  5.33it/s]
    215/499      4.32G   0.008364   0.008016   0.003017         99        640:  61%|######    | 102/168 [00:19<00:12,  5.41it/s]
    215/499      4.32G   0.008374   0.008042   0.003001         80        640:  61%|######    | 102/168 [00:19<00:12,  5.41it/s]
    215/499      4.32G   0.008374   0.008042   0.003001         80        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    215/499      4.32G   0.008356   0.008044   0.002995         81        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    215/499      4.32G   0.008356   0.008044   0.002995         81        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    215/499      4.32G   0.008363   0.008066   0.003001         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    215/499      4.32G   0.008363   0.008066   0.003001         71        640:  62%|######2   | 105/168 [00:19<00:11,  5.39it/s]
    215/499      4.32G   0.008362   0.008055   0.003006         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.39it/s]
    215/499      4.32G   0.008362   0.008055   0.003006         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    215/499      4.32G   0.008356   0.008053   0.002998         70        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    215/499      4.32G   0.008356   0.008053   0.002998         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    215/499      4.32G   0.008353   0.008082   0.002991         70        640:  64%|######3   | 107/168 [00:20<00:11,  5.32it/s]
    215/499      4.32G   0.008353   0.008082   0.002991         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    215/499      4.32G   0.008335   0.008059   0.003008         51        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    215/499      4.32G   0.008335   0.008059   0.003008         51        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    215/499      4.32G   0.008334   0.008054   0.002998         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    215/499      4.32G   0.008334   0.008054   0.002998         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    215/499      4.32G   0.008328   0.008046   0.003017         63        640:  65%|######5   | 110/168 [00:20<00:10,  5.30it/s]
    215/499      4.32G   0.008328   0.008046   0.003017         63        640:  66%|######6   | 111/168 [00:20<00:10,  5.37it/s]
    215/499      4.32G   0.008322   0.008043   0.003009         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.37it/s]
    215/499      4.32G   0.008322   0.008043   0.003009         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    215/499      4.32G   0.008318   0.008054   0.003012         73        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    215/499      4.32G   0.008318   0.008054   0.003012         73        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    215/499      4.32G    0.00831   0.008047      0.003         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.30it/s]
    215/499      4.32G    0.00831   0.008047      0.003         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    215/499      4.32G   0.008313   0.008058   0.002989         70        640:  68%|######7   | 114/168 [00:21<00:10,  5.36it/s]
    215/499      4.32G   0.008313   0.008058   0.002989         70        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    215/499      4.32G   0.008305   0.008068   0.002991         81        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    215/499      4.32G   0.008305   0.008068   0.002991         81        640:  69%|######9   | 116/168 [00:21<00:09,  5.27it/s]
    215/499      4.32G    0.00831   0.008055   0.002979         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.27it/s]
    215/499      4.32G    0.00831   0.008055   0.002979         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    215/499      4.32G   0.008295   0.008043   0.002973         60        640:  70%|######9   | 117/168 [00:22<00:09,  5.34it/s]
    215/499      4.32G   0.008295   0.008043   0.002973         60        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    215/499      4.32G   0.008291   0.008026   0.002981         61        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    215/499      4.32G   0.008291   0.008026   0.002981         61        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    215/499      4.32G     0.0083    0.00801   0.002977         55        640:  71%|#######   | 119/168 [00:22<00:09,  5.28it/s]
    215/499      4.32G     0.0083    0.00801   0.002977         55        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    215/499      4.32G   0.008311   0.008005   0.003002         65        640:  71%|#######1  | 120/168 [00:22<00:08,  5.35it/s]
    215/499      4.32G   0.008311   0.008005   0.003002         65        640:  72%|#######2  | 121/168 [00:22<00:09,  5.21it/s]
    215/499      4.32G   0.008307   0.007995   0.002985         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.21it/s]
    215/499      4.32G   0.008307   0.007995   0.002985         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    215/499      4.32G   0.008311   0.007983   0.002981         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.29it/s]
    215/499      4.32G   0.008311   0.007983   0.002981         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    215/499      4.32G   0.008322   0.007981   0.002982         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    215/499      4.32G   0.008322   0.007981   0.002982         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    215/499      4.32G    0.00832   0.007969   0.002996         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.21it/s]
    215/499      4.32G    0.00832   0.007969   0.002996         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    215/499      4.32G   0.008318   0.007965   0.002997         72        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    215/499      4.32G   0.008318   0.007965   0.002997         72        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    215/499      4.32G   0.008319   0.007971   0.002992         72        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    215/499      4.32G   0.008319   0.007971   0.002992         72        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    215/499      4.32G   0.008322   0.007967   0.002996         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.20it/s]
    215/499      4.32G   0.008322   0.007967   0.002996         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    215/499      4.32G    0.00832   0.007951   0.003033         59        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    215/499      4.32G    0.00832   0.007951   0.003033         59        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    215/499      4.32G   0.008313   0.007954   0.003058         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    215/499      4.32G   0.008313   0.007954   0.003058         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    215/499      4.32G   0.008322   0.007952   0.003056         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    215/499      4.32G   0.008322   0.007952   0.003056         73        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    215/499      4.32G   0.008316   0.007948   0.003034         65        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    215/499      4.32G   0.008316   0.007948   0.003034         65        640:  79%|#######8  | 132/168 [00:24<00:06,  5.35it/s]
    215/499      4.32G    0.00833   0.007947   0.003055         69        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    215/499      4.32G    0.00833   0.007947   0.003055         69        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    215/499      4.32G    0.00834    0.00794   0.003055         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.21it/s]
    215/499      4.32G    0.00834    0.00794   0.003055         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    215/499      4.32G    0.00835   0.007929   0.003039         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    215/499      4.32G    0.00835   0.007929   0.003039         61        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    215/499      4.32G   0.008347   0.007915   0.003039         64        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    215/499      4.32G   0.008347   0.007915   0.003039         64        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    215/499      4.32G   0.008352   0.007946    0.00304         96        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    215/499      4.32G   0.008352   0.007946    0.00304         96        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    215/499      4.32G   0.008357    0.00794   0.003047         61        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    215/499      4.32G   0.008357    0.00794   0.003047         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    215/499      4.32G   0.008351   0.007938   0.003035         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    215/499      4.32G   0.008351   0.007938   0.003035         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    215/499      4.32G   0.008363   0.007937   0.003032         58        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    215/499      4.32G   0.008363   0.007937   0.003032         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    215/499      4.32G   0.008363   0.007927   0.003029         60        640:  83%|########3 | 140/168 [00:26<00:05,  5.33it/s]
    215/499      4.32G   0.008363   0.007927   0.003029         60        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    215/499      4.32G   0.008357   0.007922   0.003022         68        640:  84%|########3 | 141/168 [00:26<00:05,  5.32it/s]
    215/499      4.32G   0.008357   0.007922   0.003022         68        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    215/499      4.32G    0.00836   0.007938   0.003013         88        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    215/499      4.32G    0.00836   0.007938   0.003013         88        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    215/499      4.32G   0.008356   0.007935   0.003009         78        640:  85%|########5 | 143/168 [00:27<00:04,  5.26it/s]
    215/499      4.32G   0.008356   0.007935   0.003009         78        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    215/499      4.32G   0.008359   0.007949   0.003009         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    215/499      4.32G   0.008359   0.007949   0.003009         84        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    215/499      4.32G   0.008347   0.007942   0.003028         58        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    215/499      4.32G   0.008347   0.007942   0.003028         58        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    215/499      4.32G   0.008349   0.007945   0.003017         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.25it/s]
    215/499      4.32G   0.008349   0.007945   0.003017         66        640:  88%|########7 | 147/168 [00:27<00:03,  5.32it/s]
    215/499      4.32G   0.008339   0.007952   0.003017         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.32it/s]
    215/499      4.32G   0.008339   0.007952   0.003017         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    215/499      4.32G   0.008334   0.007949   0.003009         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.20it/s]
    215/499      4.32G   0.008334   0.007949   0.003009         63        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    215/499      4.32G    0.00835   0.007948   0.003007         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    215/499      4.32G    0.00835   0.007948   0.003007         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    215/499      4.32G   0.008349   0.007947   0.003012         63        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    215/499      4.32G   0.008349   0.007947   0.003012         63        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    215/499      4.32G   0.008345   0.007958    0.00301         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    215/499      4.32G   0.008345   0.007958    0.00301         79        640:  90%|######### | 152/168 [00:28<00:03,  5.20it/s]
    215/499      4.32G   0.008343   0.007965   0.002996         70        640:  90%|######### | 152/168 [00:28<00:03,  5.20it/s]
    215/499      4.32G   0.008343   0.007965   0.002996         70        640:  91%|#########1| 153/168 [00:28<00:02,  5.31it/s]
    215/499      4.32G   0.008335    0.00795   0.003005         64        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    215/499      4.32G   0.008335    0.00795   0.003005         64        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
    215/499      4.32G    0.00834   0.007949   0.002999         60        640:  92%|#########1| 154/168 [00:29<00:02,  5.13it/s]
    215/499      4.32G    0.00834   0.007949   0.002999         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    215/499      4.32G   0.008328   0.007946   0.002994         64        640:  92%|#########2| 155/168 [00:29<00:02,  5.24it/s]
    215/499      4.32G   0.008328   0.007946   0.002994         64        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    215/499      4.32G   0.008326   0.007946   0.002986         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.32it/s]
    215/499      4.32G   0.008326   0.007946   0.002986         60        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    215/499      4.32G    0.00833   0.007939   0.003003         55        640:  93%|#########3| 157/168 [00:29<00:02,  5.20it/s]
    215/499      4.32G    0.00833   0.007939   0.003003         55        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    215/499      4.32G   0.008339    0.00794   0.003004         53        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    215/499      4.32G   0.008339    0.00794   0.003004         53        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    215/499      4.32G   0.008333   0.007943   0.003007         76        640:  95%|#########4| 159/168 [00:30<00:01,  5.33it/s]
    215/499      4.32G   0.008333   0.007943   0.003007         76        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    215/499      4.32G   0.008334   0.007955   0.003001         74        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    215/499      4.32G   0.008334   0.007955   0.003001         74        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    215/499      4.32G   0.008322   0.007935    0.00302         57        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    215/499      4.32G   0.008322   0.007935    0.00302         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    215/499      4.32G   0.008317   0.007936   0.003015         60        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    215/499      4.32G   0.008317   0.007936   0.003015         60        640:  97%|#########7| 163/168 [00:30<00:00,  5.17it/s]
    215/499      4.32G   0.008324   0.007934   0.003023         50        640:  97%|#########7| 163/168 [00:31<00:00,  5.17it/s]
    215/499      4.32G   0.008324   0.007934   0.003023         50        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    215/499      4.32G   0.008316   0.007932   0.003018         65        640:  98%|#########7| 164/168 [00:31<00:00,  5.25it/s]
    215/499      4.32G   0.008316   0.007932   0.003018         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    215/499      4.32G   0.008315   0.007928   0.003011         66        640:  98%|#########8| 165/168 [00:31<00:00,  5.33it/s]
    215/499      4.32G   0.008315   0.007928   0.003011         66        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    215/499      4.32G   0.008307   0.007931   0.002999         72        640:  99%|#########8| 166/168 [00:31<00:00,  5.17it/s]
    215/499      4.32G   0.008307   0.007931   0.002999         72        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    215/499      4.32G   0.008307   0.007955   0.003004         44        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    215/499      4.32G   0.008307   0.007955   0.003004         44        640: 100%|##########| 168/168 [00:31<00:00,  5.32it/s]
    215/499      4.32G   0.008307   0.007955   0.003004         44        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.846       0.85      0.875      0.763

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    216/499      4.32G     0.0072   0.006556   0.001159         61        640:   0%|          | 0/168 [00:00<?, ?it/s]
    216/499      4.32G     0.0072   0.006556   0.001159         61        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    216/499      4.32G   0.007464   0.007603   0.002049         77        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    216/499      4.32G   0.007464   0.007603   0.002049         77        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    216/499      4.32G   0.007574   0.007589   0.002822         70        640:   1%|1         | 2/168 [00:00<00:31,  5.24it/s]
    216/499      4.32G   0.007574   0.007589   0.002822         70        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    216/499      4.32G    0.00742   0.007513   0.002389         59        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    216/499      4.32G    0.00742   0.007513   0.002389         59        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    216/499      4.32G   0.007492    0.00746   0.003029         60        640:   2%|2         | 4/168 [00:00<00:31,  5.15it/s]
    216/499      4.32G   0.007492    0.00746   0.003029         60        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    216/499      4.32G   0.007588   0.007293   0.003099         51        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    216/499      4.32G   0.007588   0.007293   0.003099         51        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    216/499      4.32G   0.007868   0.007214   0.003074         64        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    216/499      4.32G   0.007868   0.007214   0.003074         64        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    216/499      4.32G   0.007894   0.007065   0.002991         53        640:   4%|4         | 7/168 [00:01<00:30,  5.20it/s]
    216/499      4.32G   0.007894   0.007065   0.002991         53        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    216/499      4.32G   0.007814   0.007169   0.002845         74        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    216/499      4.32G   0.007814   0.007169   0.002845         74        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
    216/499      4.32G   0.007913   0.007307    0.00276         81        640:   5%|5         | 9/168 [00:01<00:29,  5.39it/s]
    216/499      4.32G   0.007913   0.007307    0.00276         81        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    216/499      4.32G   0.007963   0.007398   0.002601         65        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    216/499      4.32G   0.007963   0.007398   0.002601         65        640:   7%|6         | 11/168 [00:02<00:29,  5.34it/s]
    216/499      4.32G   0.008237   0.007498   0.002791         74        640:   7%|6         | 11/168 [00:02<00:29,  5.34it/s]
    216/499      4.32G   0.008237   0.007498   0.002791         74        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
    216/499      4.32G   0.008155   0.007482   0.002678         70        640:   7%|7         | 12/168 [00:02<00:28,  5.41it/s]
    216/499      4.32G   0.008155   0.007482   0.002678         70        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    216/499      4.32G    0.00813   0.007688   0.002717         89        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    216/499      4.32G    0.00813   0.007688   0.002717         89        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    216/499      4.32G   0.008153   0.007578   0.002639         57        640:   8%|8         | 14/168 [00:02<00:28,  5.33it/s]
    216/499      4.32G   0.008153   0.007578   0.002639         57        640:   9%|8         | 15/168 [00:02<00:28,  5.39it/s]
    216/499      4.32G   0.008327   0.007554   0.002605         52        640:   9%|8         | 15/168 [00:03<00:28,  5.39it/s]
    216/499      4.32G   0.008327   0.007554   0.002605         52        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    216/499      4.32G   0.008294   0.007565   0.002648         66        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    216/499      4.32G   0.008294   0.007565   0.002648         66        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    216/499      4.32G   0.008323   0.007515    0.00254         62        640:  10%|#         | 17/168 [00:03<00:28,  5.29it/s]
    216/499      4.32G   0.008323   0.007515    0.00254         62        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    216/499      4.32G   0.008285   0.007461   0.002568         59        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    216/499      4.32G   0.008285   0.007461   0.002568         59        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    216/499      4.32G   0.008339   0.007522   0.002482         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.23it/s]
    216/499      4.32G   0.008339   0.007522   0.002482         68        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    216/499      4.32G   0.008373   0.007517   0.002513         76        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    216/499      4.32G   0.008373   0.007517   0.002513         76        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    216/499      4.32G   0.008394   0.007487   0.002669         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    216/499      4.32G   0.008394   0.007487   0.002669         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    216/499      4.32G   0.008316   0.007467   0.002646         61        640:  13%|#3        | 22/168 [00:04<00:27,  5.22it/s]
    216/499      4.32G   0.008316   0.007467   0.002646         61        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    216/499      4.32G   0.008257   0.007438   0.002891         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.28it/s]
    216/499      4.32G   0.008257   0.007438   0.002891         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    216/499      4.32G    0.00821   0.007386   0.002989         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.37it/s]
    216/499      4.32G    0.00821   0.007386   0.002989         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    216/499      4.32G    0.00822   0.007468   0.002995         83        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    216/499      4.32G    0.00822   0.007468   0.002995         83        640:  15%|#5        | 26/168 [00:04<00:26,  5.32it/s]
    216/499      4.32G   0.008198   0.007461   0.003007         67        640:  15%|#5        | 26/168 [00:05<00:26,  5.32it/s]
    216/499      4.32G   0.008198   0.007461   0.003007         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    216/499      4.32G   0.008213   0.007514   0.002989         74        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    216/499      4.32G   0.008213   0.007514   0.002989         74        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    216/499      4.32G   0.008217   0.007504   0.002903         63        640:  17%|#6        | 28/168 [00:05<00:26,  5.25it/s]
    216/499      4.32G   0.008217   0.007504   0.002903         63        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    216/499      4.32G   0.008238   0.007534   0.002828         79        640:  17%|#7        | 29/168 [00:05<00:26,  5.34it/s]
    216/499      4.32G   0.008238   0.007534   0.002828         79        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    216/499      4.32G   0.008197    0.00747   0.002915         66        640:  18%|#7        | 30/168 [00:05<00:25,  5.40it/s]
    216/499      4.32G   0.008197    0.00747   0.002915         66        640:  18%|#8        | 31/168 [00:05<00:26,  5.26it/s]
    216/499      4.32G   0.008161   0.007464   0.002897         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.26it/s]
    216/499      4.32G   0.008161   0.007464   0.002897         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    216/499      4.32G   0.008149   0.007507   0.002834         81        640:  19%|#9        | 32/168 [00:06<00:25,  5.35it/s]
    216/499      4.32G   0.008149   0.007507   0.002834         81        640:  20%|#9        | 33/168 [00:06<00:24,  5.40it/s]
    216/499      4.32G   0.008138   0.007501   0.002953         68        640:  20%|#9        | 33/168 [00:06<00:24,  5.40it/s]
    216/499      4.32G   0.008138   0.007501   0.002953         68        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
    216/499      4.32G   0.008136   0.007437   0.002875         42        640:  20%|##        | 34/168 [00:06<00:25,  5.24it/s]
    216/499      4.32G   0.008136   0.007437   0.002875         42        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    216/499      4.32G   0.008125    0.00738   0.002892         54        640:  21%|##        | 35/168 [00:06<00:25,  5.29it/s]
    216/499      4.32G   0.008125    0.00738   0.002892         54        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    216/499      4.32G   0.008113   0.007355   0.002935         56        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    216/499      4.32G   0.008113   0.007355   0.002935         56        640:  22%|##2       | 37/168 [00:06<00:25,  5.23it/s]
    216/499      4.32G   0.008106    0.00736   0.002987         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    216/499      4.32G   0.008106    0.00736   0.002987         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    216/499      4.32G   0.008086    0.00738   0.003023         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.31it/s]
    216/499      4.32G   0.008086    0.00738   0.003023         75        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    216/499      4.32G   0.008074   0.007373   0.003037         60        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    216/499      4.32G   0.008074   0.007373   0.003037         60        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    216/499      4.32G   0.008147   0.007407     0.0031         64        640:  24%|##3       | 40/168 [00:07<00:24,  5.23it/s]
    216/499      4.32G   0.008147   0.007407     0.0031         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    216/499      4.32G   0.008198   0.007467   0.003106         72        640:  24%|##4       | 41/168 [00:07<00:24,  5.27it/s]
    216/499      4.32G   0.008198   0.007467   0.003106         72        640:  25%|##5       | 42/168 [00:07<00:23,  5.30it/s]
    216/499      4.32G   0.008211   0.007499   0.003066         70        640:  25%|##5       | 42/168 [00:08<00:23,  5.30it/s]
    216/499      4.32G   0.008211   0.007499   0.003066         70        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    216/499      4.32G   0.008214   0.007549   0.003074         90        640:  26%|##5       | 43/168 [00:08<00:24,  5.17it/s]
    216/499      4.32G   0.008214   0.007549   0.003074         90        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    216/499      4.32G   0.008199   0.007545    0.00323         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    216/499      4.32G   0.008199   0.007545    0.00323         72        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    216/499      4.32G   0.008229   0.007543   0.003262         64        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    216/499      4.32G   0.008229   0.007543   0.003262         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    216/499      4.32G   0.008239   0.007557   0.003264         72        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    216/499      4.32G   0.008239   0.007557   0.003264         72        640:  28%|##7       | 47/168 [00:08<00:22,  5.30it/s]
    216/499      4.32G    0.00826   0.007573   0.003266         61        640:  28%|##7       | 47/168 [00:09<00:22,  5.30it/s]
    216/499      4.32G    0.00826   0.007573   0.003266         61        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    216/499      4.32G    0.00826   0.007587   0.003234         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.37it/s]
    216/499      4.32G    0.00826   0.007587   0.003234         69        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    216/499      4.32G   0.008251   0.007618   0.003233         78        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    216/499      4.32G   0.008251   0.007618   0.003233         78        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    216/499      4.32G   0.008266   0.007614    0.00327         64        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    216/499      4.32G   0.008266   0.007614    0.00327         64        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    216/499      4.32G   0.008249   0.007593   0.003287         67        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    216/499      4.32G   0.008249   0.007593   0.003287         67        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    216/499      4.32G   0.008251   0.007562    0.00335         66        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    216/499      4.32G   0.008251   0.007562    0.00335         66        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    216/499      4.32G   0.008243   0.007571   0.003347         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.31it/s]
    216/499      4.32G   0.008243   0.007571   0.003347         75        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    216/499      4.32G   0.008229   0.007554   0.003346         74        640:  32%|###2      | 54/168 [00:10<00:21,  5.37it/s]
    216/499      4.32G   0.008229   0.007554   0.003346         74        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    216/499      4.32G   0.008208   0.007534   0.003356         76        640:  33%|###2      | 55/168 [00:10<00:21,  5.23it/s]
    216/499      4.32G   0.008208   0.007534   0.003356         76        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    216/499      4.32G   0.008194   0.007565    0.00335         80        640:  33%|###3      | 56/168 [00:10<00:21,  5.31it/s]
    216/499      4.32G   0.008194   0.007565    0.00335         80        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    216/499      4.32G   0.008168   0.007561   0.003338         60        640:  34%|###3      | 57/168 [00:10<00:20,  5.37it/s]
    216/499      4.32G   0.008168   0.007561   0.003338         60        640:  35%|###4      | 58/168 [00:10<00:21,  5.24it/s]
    216/499      4.32G   0.008185    0.00757   0.003323         75        640:  35%|###4      | 58/168 [00:11<00:21,  5.24it/s]
    216/499      4.32G   0.008185    0.00757   0.003323         75        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    216/499      4.32G   0.008183   0.007558   0.003345         52        640:  35%|###5      | 59/168 [00:11<00:20,  5.32it/s]
    216/499      4.32G   0.008183   0.007558   0.003345         52        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    216/499      4.32G   0.008179   0.007599   0.003325         79        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    216/499      4.32G   0.008179   0.007599   0.003325         79        640:  36%|###6      | 61/168 [00:11<00:20,  5.26it/s]
    216/499      4.32G    0.00816   0.007592   0.003335         68        640:  36%|###6      | 61/168 [00:11<00:20,  5.26it/s]
    216/499      4.32G    0.00816   0.007592   0.003335         68        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    216/499      4.32G   0.008207   0.007591   0.003344         66        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    216/499      4.32G   0.008207   0.007591   0.003344         66        640:  38%|###7      | 63/168 [00:11<00:19,  5.38it/s]
    216/499      4.32G   0.008204   0.007642   0.003343         97        640:  38%|###7      | 63/168 [00:12<00:19,  5.38it/s]
    216/499      4.32G   0.008204   0.007642   0.003343         97        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    216/499      4.32G   0.008206   0.007613   0.003339         52        640:  38%|###8      | 64/168 [00:12<00:19,  5.25it/s]
    216/499      4.32G   0.008206   0.007613   0.003339         52        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    216/499      4.32G   0.008193    0.00761   0.003327         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.32it/s]
    216/499      4.32G   0.008193    0.00761   0.003327         69        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    216/499      4.32G   0.008177   0.007618   0.003322         68        640:  39%|###9      | 66/168 [00:12<00:18,  5.39it/s]
    216/499      4.32G   0.008177   0.007618   0.003322         68        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    216/499      4.32G   0.008193   0.007609    0.00329         72        640:  40%|###9      | 67/168 [00:12<00:19,  5.24it/s]
    216/499      4.32G   0.008193   0.007609    0.00329         72        640:  40%|####      | 68/168 [00:12<00:18,  5.33it/s]
    216/499      4.32G   0.008182   0.007601   0.003313         67        640:  40%|####      | 68/168 [00:13<00:18,  5.33it/s]
    216/499      4.32G   0.008182   0.007601   0.003313         67        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    216/499      4.32G   0.008178   0.007601     0.0033         64        640:  41%|####1     | 69/168 [00:13<00:18,  5.39it/s]
    216/499      4.32G   0.008178   0.007601     0.0033         64        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    216/499      4.32G   0.008181   0.007572   0.003299         56        640:  42%|####1     | 70/168 [00:13<00:18,  5.25it/s]
    216/499      4.32G   0.008181   0.007572   0.003299         56        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
    216/499      4.32G   0.008179   0.007566   0.003304         66        640:  42%|####2     | 71/168 [00:13<00:18,  5.34it/s]
    216/499      4.32G   0.008179   0.007566   0.003304         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
    216/499      4.32G   0.008202   0.007583   0.003287         65        640:  43%|####2     | 72/168 [00:13<00:17,  5.41it/s]
    216/499      4.32G   0.008202   0.007583   0.003287         65        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    216/499      4.32G   0.008198     0.0076   0.003291         81        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    216/499      4.32G   0.008198     0.0076   0.003291         81        640:  44%|####4     | 74/168 [00:13<00:17,  5.33it/s]
    216/499      4.32G   0.008197   0.007604   0.003345         74        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    216/499      4.32G   0.008197   0.007604   0.003345         74        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    216/499      4.32G   0.008217   0.007626   0.003346         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.39it/s]
    216/499      4.32G   0.008217   0.007626   0.003346         70        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    216/499      4.32G   0.008216   0.007668   0.003344         82        640:  45%|####5     | 76/168 [00:14<00:17,  5.25it/s]
    216/499      4.32G   0.008216   0.007668   0.003344         82        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    216/499      4.32G   0.008224   0.007673    0.00332         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.30it/s]
    216/499      4.32G   0.008224   0.007673    0.00332         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    216/499      4.32G   0.008239   0.007702   0.003308         81        640:  46%|####6     | 78/168 [00:14<00:16,  5.35it/s]
    216/499      4.32G   0.008239   0.007702   0.003308         81        640:  47%|####7     | 79/168 [00:14<00:17,  5.22it/s]
    216/499      4.32G   0.008231   0.007695   0.003316         76        640:  47%|####7     | 79/168 [00:15<00:17,  5.22it/s]
    216/499      4.32G   0.008231   0.007695   0.003316         76        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    216/499      4.32G   0.008239   0.007703   0.003296         69        640:  48%|####7     | 80/168 [00:15<00:16,  5.31it/s]
    216/499      4.32G   0.008239   0.007703   0.003296         69        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    216/499      4.32G   0.008249   0.007727   0.003279         84        640:  48%|####8     | 81/168 [00:15<00:16,  5.37it/s]
    216/499      4.32G   0.008249   0.007727   0.003279         84        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    216/499      4.32G   0.008255   0.007728   0.003265         61        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    216/499      4.32G   0.008255   0.007728   0.003265         61        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    216/499      4.32G   0.008262   0.007718    0.00325         62        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    216/499      4.32G   0.008262   0.007718    0.00325         62        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    216/499      4.32G   0.008254   0.007702   0.003235         60        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    216/499      4.32G   0.008254   0.007702   0.003235         60        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    216/499      4.32G   0.008248   0.007686   0.003249         50        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    216/499      4.32G   0.008248   0.007686   0.003249         50        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    216/499      4.32G   0.008253   0.007674   0.003304         54        640:  51%|#####1    | 86/168 [00:16<00:15,  5.25it/s]
    216/499      4.32G   0.008253   0.007674   0.003304         54        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    216/499      4.32G    0.00825   0.007687   0.003313         76        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    216/499      4.32G    0.00825   0.007687   0.003313         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    216/499      4.32G   0.008261   0.007681   0.003357         66        640:  52%|#####2    | 88/168 [00:16<00:15,  5.18it/s]
    216/499      4.32G   0.008261   0.007681   0.003357         66        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    216/499      4.32G   0.008261   0.007679   0.003356         73        640:  53%|#####2    | 89/168 [00:16<00:14,  5.29it/s]
    216/499      4.32G   0.008261   0.007679   0.003356         73        640:  54%|#####3    | 90/168 [00:16<00:14,  5.31it/s]
    216/499      4.32G   0.008265   0.007695   0.003338         71        640:  54%|#####3    | 90/168 [00:17<00:14,  5.31it/s]
    216/499      4.32G   0.008265   0.007695   0.003338         71        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    216/499      4.32G    0.00826    0.00769   0.003356         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.19it/s]
    216/499      4.32G    0.00826    0.00769   0.003356         72        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    216/499      4.32G   0.008272   0.007724   0.003352         83        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    216/499      4.32G   0.008272   0.007724   0.003352         83        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    216/499      4.32G   0.008269   0.007709   0.003358         57        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    216/499      4.32G   0.008269   0.007709   0.003358         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    216/499      4.32G   0.008251   0.007698   0.003368         66        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    216/499      4.32G   0.008251   0.007698   0.003368         66        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
    216/499      4.32G    0.00825    0.00769   0.003391         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    216/499      4.32G    0.00825    0.00769   0.003391         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    216/499      4.32G   0.008264   0.007724   0.003382         88        640:  57%|#####7    | 96/168 [00:18<00:13,  5.36it/s]
    216/499      4.32G   0.008264   0.007724   0.003382         88        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    216/499      4.32G   0.008266    0.00775   0.003358         65        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    216/499      4.32G   0.008266    0.00775   0.003358         65        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    216/499      4.32G   0.008259    0.00775   0.003361         71        640:  58%|#####8    | 98/168 [00:18<00:13,  5.29it/s]
    216/499      4.32G   0.008259    0.00775   0.003361         71        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    216/499      4.32G   0.008254   0.007749   0.003349         73        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    216/499      4.32G   0.008254   0.007749   0.003349         73        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    216/499      4.32G   0.008251   0.007739   0.003357         73        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    216/499      4.32G   0.008251   0.007739   0.003357         73        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    216/499      4.32G   0.008244   0.007739    0.00335         68        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    216/499      4.32G   0.008244   0.007739    0.00335         68        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    216/499      4.32G    0.00824   0.007729   0.003348         70        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    216/499      4.32G    0.00824   0.007729   0.003348         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    216/499      4.32G   0.008241    0.00774   0.003343         74        640:  61%|######1   | 103/168 [00:19<00:12,  5.23it/s]
    216/499      4.32G   0.008241    0.00774   0.003343         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    216/499      4.32G    0.00824   0.007734   0.003343         52        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    216/499      4.32G    0.00824   0.007734   0.003343         52        640:  62%|######2   | 105/168 [00:19<00:11,  5.40it/s]
    216/499      4.32G   0.008238   0.007724   0.003324         56        640:  62%|######2   | 105/168 [00:20<00:11,  5.40it/s]
    216/499      4.32G   0.008238   0.007724   0.003324         56        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    216/499      4.32G   0.008245   0.007734   0.003344         74        640:  63%|######3   | 106/168 [00:20<00:11,  5.25it/s]
    216/499      4.32G   0.008245   0.007734   0.003344         74        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
    216/499      4.32G   0.008246   0.007744    0.00333         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.33it/s]
    216/499      4.32G   0.008246   0.007744    0.00333         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    216/499      4.32G   0.008245   0.007739   0.003359         70        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    216/499      4.32G   0.008245   0.007739   0.003359         70        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    216/499      4.32G   0.008248   0.007754   0.003359         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    216/499      4.32G   0.008248   0.007754   0.003359         76        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    216/499      4.32G    0.00826   0.007743   0.003348         54        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    216/499      4.32G    0.00826   0.007743   0.003348         54        640:  66%|######6   | 111/168 [00:20<00:10,  5.38it/s]
    216/499      4.32G   0.008273    0.00775   0.003348         76        640:  66%|######6   | 111/168 [00:21<00:10,  5.38it/s]
    216/499      4.32G   0.008273    0.00775   0.003348         76        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    216/499      4.32G   0.008287   0.007742   0.003334         57        640:  67%|######6   | 112/168 [00:21<00:10,  5.23it/s]
    216/499      4.32G   0.008287   0.007742   0.003334         57        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    216/499      4.32G   0.008284   0.007739   0.003333         66        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    216/499      4.32G   0.008284   0.007739   0.003333         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    216/499      4.32G   0.008274   0.007732   0.003355         65        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    216/499      4.32G   0.008274   0.007732   0.003355         65        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    216/499      4.32G   0.008269   0.007709   0.003365         56        640:  68%|######8   | 115/168 [00:21<00:10,  5.22it/s]
    216/499      4.32G   0.008269   0.007709   0.003365         56        640:  69%|######9   | 116/168 [00:21<00:09,  5.33it/s]
    216/499      4.32G   0.008265   0.007718   0.003359         84        640:  69%|######9   | 116/168 [00:22<00:09,  5.33it/s]
    216/499      4.32G   0.008265   0.007718   0.003359         84        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    216/499      4.32G   0.008253   0.007717   0.003357         65        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    216/499      4.32G   0.008253   0.007717   0.003357         65        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    216/499      4.32G   0.008261   0.007727   0.003353         79        640:  70%|#######   | 118/168 [00:22<00:09,  5.23it/s]
    216/499      4.32G   0.008261   0.007727   0.003353         79        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    216/499      4.32G   0.008277   0.007746   0.003361         77        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    216/499      4.32G   0.008277   0.007746   0.003361         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    216/499      4.32G   0.008278   0.007755   0.003359         82        640:  71%|#######1  | 120/168 [00:22<00:08,  5.38it/s]
    216/499      4.32G   0.008278   0.007755   0.003359         82        640:  72%|#######2  | 121/168 [00:22<00:09,  5.10it/s]
    216/499      4.32G   0.008275   0.007768   0.003356         83        640:  72%|#######2  | 121/168 [00:23<00:09,  5.10it/s]
    216/499      4.32G   0.008275   0.007768   0.003356         83        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    216/499      4.32G   0.008268   0.007764   0.003356         64        640:  73%|#######2  | 122/168 [00:23<00:08,  5.23it/s]
    216/499      4.32G   0.008268   0.007764   0.003356         64        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    216/499      4.32G   0.008275   0.007773   0.003367         77        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    216/499      4.32G   0.008275   0.007773   0.003367         77        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    216/499      4.32G   0.008286    0.00779   0.003352         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    216/499      4.32G   0.008286    0.00779   0.003352         75        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    216/499      4.32G   0.008278   0.007803   0.003352         68        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    216/499      4.32G   0.008278   0.007803   0.003352         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    216/499      4.32G   0.008275   0.007793   0.003354         68        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    216/499      4.32G   0.008275   0.007793   0.003354         68        640:  76%|#######5  | 127/168 [00:23<00:07,  5.21it/s]
    216/499      4.32G   0.008273   0.007788   0.003346         56        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    216/499      4.32G   0.008273   0.007788   0.003346         56        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    216/499      4.32G   0.008277   0.007784   0.003348         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.25it/s]
    216/499      4.32G   0.008277   0.007784   0.003348         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    216/499      4.32G   0.008276    0.00778   0.003338         65        640:  77%|#######6  | 129/168 [00:24<00:07,  5.31it/s]
    216/499      4.32G   0.008276    0.00778   0.003338         65        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
    216/499      4.32G   0.008268   0.007783   0.003381         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.14it/s]
    216/499      4.32G   0.008268   0.007783   0.003381         67        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
    216/499      4.32G   0.008267   0.007775   0.003381         80        640:  78%|#######7  | 131/168 [00:24<00:07,  5.25it/s]
    216/499      4.32G   0.008267   0.007775   0.003381         80        640:  79%|#######8  | 132/168 [00:24<00:06,  5.34it/s]
    216/499      4.32G   0.008265   0.007769    0.00338         61        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    216/499      4.32G   0.008265   0.007769    0.00338         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    216/499      4.32G   0.008258   0.007766   0.003372         63        640:  79%|#######9  | 133/168 [00:25<00:06,  5.20it/s]
    216/499      4.32G   0.008258   0.007766   0.003372         63        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    216/499      4.32G   0.008257   0.007758   0.003382         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.30it/s]
    216/499      4.32G   0.008257   0.007758   0.003382         61        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    216/499      4.32G   0.008266   0.007752   0.003385         60        640:  80%|########  | 135/168 [00:25<00:06,  5.36it/s]
    216/499      4.32G   0.008266   0.007752   0.003385         60        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    216/499      4.32G   0.008265   0.007754   0.003377         61        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    216/499      4.32G   0.008265   0.007754   0.003377         61        640:  82%|########1 | 137/168 [00:25<00:05,  5.22it/s]
    216/499      4.32G   0.008268   0.007758   0.003386         67        640:  82%|########1 | 137/168 [00:26<00:05,  5.22it/s]
    216/499      4.32G   0.008268   0.007758   0.003386         67        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    216/499      4.32G   0.008267   0.007753   0.003363         62        640:  82%|########2 | 138/168 [00:26<00:05,  5.31it/s]
    216/499      4.32G   0.008267   0.007753   0.003363         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    216/499      4.32G   0.008273   0.007759   0.003363         76        640:  83%|########2 | 139/168 [00:26<00:05,  5.15it/s]
    216/499      4.32G   0.008273   0.007759   0.003363         76        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    216/499      4.32G   0.008268   0.007758   0.003359         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.26it/s]
    216/499      4.32G   0.008268   0.007758   0.003359         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    216/499      4.32G   0.008256   0.007762   0.003366         78        640:  84%|########3 | 141/168 [00:26<00:05,  5.33it/s]
    216/499      4.32G   0.008256   0.007762   0.003366         78        640:  85%|########4 | 142/168 [00:26<00:04,  5.22it/s]
    216/499      4.32G   0.008262   0.007765   0.003358         73        640:  85%|########4 | 142/168 [00:27<00:04,  5.22it/s]
    216/499      4.32G   0.008262   0.007765   0.003358         73        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    216/499      4.32G    0.00827   0.007772   0.003365         70        640:  85%|########5 | 143/168 [00:27<00:04,  5.30it/s]
    216/499      4.32G    0.00827   0.007772   0.003365         70        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    216/499      4.32G   0.008286   0.007774    0.00337         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.37it/s]
    216/499      4.32G   0.008286   0.007774    0.00337         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    216/499      4.32G   0.008282   0.007782   0.003353         67        640:  86%|########6 | 145/168 [00:27<00:04,  5.20it/s]
    216/499      4.32G   0.008282   0.007782   0.003353         67        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    216/499      4.32G   0.008269   0.007777   0.003365         77        640:  87%|########6 | 146/168 [00:27<00:04,  5.30it/s]
    216/499      4.32G   0.008269   0.007777   0.003365         77        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    216/499      4.32G   0.008279   0.007785   0.003371         65        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    216/499      4.32G   0.008279   0.007785   0.003371         65        640:  88%|########8 | 148/168 [00:27<00:03,  5.25it/s]
    216/499      4.32G   0.008274   0.007779   0.003382         61        640:  88%|########8 | 148/168 [00:28<00:03,  5.25it/s]
    216/499      4.32G   0.008274   0.007779   0.003382         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
    216/499      4.32G   0.008265   0.007784   0.003377         68        640:  89%|########8 | 149/168 [00:28<00:03,  5.34it/s]
    216/499      4.32G   0.008265   0.007784   0.003377         68        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
    216/499      4.32G   0.008264   0.007778   0.003379         48        640:  89%|########9 | 150/168 [00:28<00:03,  5.41it/s]
    216/499      4.32G   0.008264   0.007778   0.003379         48        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    216/499      4.32G   0.008271   0.007788   0.003376         73        640:  90%|########9 | 151/168 [00:28<00:03,  5.22it/s]
    216/499      4.32G   0.008271   0.007788   0.003376         73        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    216/499      4.32G    0.00827   0.007799   0.003368         84        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    216/499      4.32G    0.00827   0.007799   0.003368         84        640:  91%|#########1| 153/168 [00:28<00:02,  5.39it/s]
    216/499      4.32G   0.008272   0.007794   0.003363         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.39it/s]
    216/499      4.32G   0.008272   0.007794   0.003363         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    216/499      4.32G   0.008279    0.00779   0.003376         59        640:  92%|#########1| 154/168 [00:29<00:02,  5.26it/s]
    216/499      4.32G   0.008279    0.00779   0.003376         59        640:  92%|#########2| 155/168 [00:29<00:02,  5.36it/s]
    216/499      4.32G   0.008274   0.007785   0.003376         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.36it/s]
    216/499      4.32G   0.008274   0.007785   0.003376         58        640:  93%|#########2| 156/168 [00:29<00:02,  5.42it/s]
    216/499      4.32G   0.008273   0.007789    0.00338         66        640:  93%|#########2| 156/168 [00:29<00:02,  5.42it/s]
    216/499      4.32G   0.008273   0.007789    0.00338         66        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
    216/499      4.32G   0.008269   0.007794   0.003367         82        640:  93%|#########3| 157/168 [00:29<00:02,  5.26it/s]
    216/499      4.32G   0.008269   0.007794   0.003367         82        640:  94%|#########4| 158/168 [00:29<00:01,  5.34it/s]
    216/499      4.32G   0.008277   0.007793   0.003373         65        640:  94%|#########4| 158/168 [00:30<00:01,  5.34it/s]
    216/499      4.32G   0.008277   0.007793   0.003373         65        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    216/499      4.32G   0.008271   0.007791   0.003381         66        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    216/499      4.32G   0.008271   0.007791   0.003381         66        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    216/499      4.32G   0.008274   0.007799    0.00338         65        640:  95%|#########5| 160/168 [00:30<00:01,  5.23it/s]
    216/499      4.32G   0.008274   0.007799    0.00338         65        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    216/499      4.32G   0.008277   0.007793    0.00337         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.32it/s]
    216/499      4.32G   0.008277   0.007793    0.00337         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    216/499      4.32G   0.008282    0.00781   0.003378         89        640:  96%|#########6| 162/168 [00:30<00:01,  5.37it/s]
    216/499      4.32G   0.008282    0.00781   0.003378         89        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    216/499      4.32G   0.008278   0.007809    0.00338         79        640:  97%|#########7| 163/168 [00:30<00:00,  5.25it/s]
    216/499      4.32G   0.008278   0.007809    0.00338         79        640:  98%|#########7| 164/168 [00:30<00:00,  5.34it/s]
    216/499      4.32G   0.008285    0.00781   0.003373         60        640:  98%|#########7| 164/168 [00:31<00:00,  5.34it/s]
    216/499      4.32G   0.008285    0.00781   0.003373         60        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    216/499      4.32G   0.008292   0.007814   0.003372         74        640:  98%|#########8| 165/168 [00:31<00:00,  5.40it/s]
    216/499      4.32G   0.008292   0.007814   0.003372         74        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
    216/499      4.32G   0.008291   0.007814   0.003379         64        640:  99%|#########8| 166/168 [00:31<00:00,  5.27it/s]
    216/499      4.32G   0.008291   0.007814   0.003379         64        640:  99%|#########9| 167/168 [00:31<00:00,  5.36it/s]
    216/499      4.32G   0.008299     0.0078   0.003385         21        640:  99%|#########9| 167/168 [00:31<00:00,  5.36it/s]
    216/499      4.32G   0.008299     0.0078   0.003385         21        640: 100%|##########| 168/168 [00:31<00:00,  5.50it/s]
    216/499      4.32G   0.008299     0.0078   0.003385         21        640: 100%|##########| 168/168 [00:31<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.48it/s]
                   all        132        263      0.847      0.854      0.877      0.766

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    217/499      4.32G   0.008633    0.00827   0.004224         58        640:   0%|          | 0/168 [00:00<?, ?it/s]
    217/499      4.32G   0.008633    0.00827   0.004224         58        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    217/499      4.32G   0.009408    0.00947    0.00457         82        640:   1%|          | 1/168 [00:00<00:33,  4.93it/s]
    217/499      4.32G   0.009408    0.00947    0.00457         82        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    217/499      4.32G   0.009123   0.008843   0.004192         57        640:   1%|1         | 2/168 [00:00<00:31,  5.28it/s]
    217/499      4.32G   0.009123   0.008843   0.004192         57        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    217/499      4.32G   0.008777   0.008773   0.004053         80        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    217/499      4.32G   0.008777   0.008773   0.004053         80        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    217/499      4.32G   0.008736   0.008886   0.003442         67        640:   2%|2         | 4/168 [00:00<00:31,  5.19it/s]
    217/499      4.32G   0.008736   0.008886   0.003442         67        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    217/499      4.32G   0.008633   0.008666   0.003465         64        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    217/499      4.32G   0.008633   0.008666   0.003465         64        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    217/499      4.32G   0.008575   0.008536   0.003817         62        640:   4%|3         | 6/168 [00:01<00:30,  5.39it/s]
    217/499      4.32G   0.008575   0.008536   0.003817         62        640:   4%|4         | 7/168 [00:01<00:30,  5.19it/s]
    217/499      4.32G    0.00851   0.008498   0.003986         83        640:   4%|4         | 7/168 [00:01<00:30,  5.19it/s]
    217/499      4.32G    0.00851   0.008498   0.003986         83        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    217/499      4.32G   0.008393   0.008556   0.004004         79        640:   5%|4         | 8/168 [00:01<00:30,  5.28it/s]
    217/499      4.32G   0.008393   0.008556   0.004004         79        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    217/499      4.32G   0.008412   0.008336    0.00431         60        640:   5%|5         | 9/168 [00:01<00:30,  5.30it/s]
    217/499      4.32G   0.008412   0.008336    0.00431         60        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    217/499      4.32G   0.008523   0.008826   0.004224         85        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    217/499      4.32G   0.008523   0.008826   0.004224         85        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    217/499      4.32G   0.008578   0.008672    0.00403         55        640:   7%|6         | 11/168 [00:02<00:29,  5.24it/s]
    217/499      4.32G   0.008578   0.008672    0.00403         55        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    217/499      4.32G   0.008522   0.008681   0.003834         67        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    217/499      4.32G   0.008522   0.008681   0.003834         67        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    217/499      4.32G   0.008494   0.008505   0.003773         71        640:   8%|7         | 13/168 [00:02<00:29,  5.21it/s]
    217/499      4.32G   0.008494   0.008505   0.003773         71        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    217/499      4.32G   0.008553   0.008424   0.003691         64        640:   8%|8         | 14/168 [00:02<00:29,  5.30it/s]
    217/499      4.32G   0.008553   0.008424   0.003691         64        640:   9%|8         | 15/168 [00:02<00:28,  5.36it/s]
    217/499      4.32G   0.008545   0.008421   0.003686         71        640:   9%|8         | 15/168 [00:03<00:28,  5.36it/s]
    217/499      4.32G   0.008545   0.008421   0.003686         71        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    217/499      4.32G   0.008487   0.008289   0.003575         61        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    217/499      4.32G   0.008487   0.008289   0.003575         61        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    217/499      4.32G   0.008479   0.008234   0.003594         68        640:  10%|#         | 17/168 [00:03<00:28,  5.32it/s]
    217/499      4.32G   0.008479   0.008234   0.003594         68        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    217/499      4.32G   0.008453   0.008211   0.003534         74        640:  11%|#         | 18/168 [00:03<00:27,  5.39it/s]
    217/499      4.32G   0.008453   0.008211   0.003534         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    217/499      4.32G   0.008409   0.008166   0.003634         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.25it/s]
    217/499      4.32G   0.008409   0.008166   0.003634         68        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    217/499      4.32G   0.008447    0.00809   0.003565         60        640:  12%|#1        | 20/168 [00:03<00:27,  5.33it/s]
    217/499      4.32G   0.008447    0.00809   0.003565         60        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    217/499      4.32G   0.008436    0.00814   0.003599         81        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    217/499      4.32G   0.008436    0.00814   0.003599         81        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    217/499      4.32G   0.008405   0.008106   0.003763         78        640:  13%|#3        | 22/168 [00:04<00:27,  5.24it/s]
    217/499      4.32G   0.008405   0.008106   0.003763         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    217/499      4.32G    0.00841   0.008074    0.00372         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    217/499      4.32G    0.00841   0.008074    0.00372         78        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    217/499      4.32G    0.00838   0.008032   0.003632         68        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    217/499      4.32G    0.00838   0.008032   0.003632         68        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    217/499      4.32G   0.008462    0.00804   0.003627         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.20it/s]
    217/499      4.32G   0.008462    0.00804   0.003627         65        640:  15%|#5        | 26/168 [00:04<00:26,  5.29it/s]
    217/499      4.32G   0.008538   0.008104   0.003656         81        640:  15%|#5        | 26/168 [00:05<00:26,  5.29it/s]
    217/499      4.32G   0.008538   0.008104   0.003656         81        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    217/499      4.32G   0.008543   0.008065   0.003595         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    217/499      4.32G   0.008543   0.008065   0.003595         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    217/499      4.32G   0.008523    0.00806   0.003559         78        640:  17%|#6        | 28/168 [00:05<00:26,  5.23it/s]
    217/499      4.32G   0.008523    0.00806   0.003559         78        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    217/499      4.32G   0.008518   0.008021   0.003596         73        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    217/499      4.32G   0.008518   0.008021   0.003596         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    217/499      4.32G   0.008515   0.007953     0.0036         57        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    217/499      4.32G   0.008515   0.007953     0.0036         57        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    217/499      4.32G   0.008534   0.007978   0.003548         72        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    217/499      4.32G   0.008534   0.007978   0.003548         72        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    217/499      4.32G   0.008548   0.008006   0.003658         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.32it/s]
    217/499      4.32G   0.008548   0.008006   0.003658         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    217/499      4.32G   0.008553   0.007971   0.003653         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.40it/s]
    217/499      4.32G   0.008553   0.007971   0.003653         62        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    217/499      4.32G   0.008594   0.007913   0.003609         51        640:  20%|##        | 34/168 [00:06<00:25,  5.25it/s]
    217/499      4.32G   0.008594   0.007913   0.003609         51        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    217/499      4.32G   0.008576   0.007919   0.003557         58        640:  21%|##        | 35/168 [00:06<00:24,  5.34it/s]
    217/499      4.32G   0.008576   0.007919   0.003557         58        640:  21%|##1       | 36/168 [00:06<00:24,  5.39it/s]
    217/499      4.32G   0.008567   0.007915   0.003562         66        640:  21%|##1       | 36/168 [00:07<00:24,  5.39it/s]
    217/499      4.32G   0.008567   0.007915   0.003562         66        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    217/499      4.32G   0.008574   0.007907   0.003541         58        640:  22%|##2       | 37/168 [00:07<00:25,  5.23it/s]
    217/499      4.32G   0.008574   0.007907   0.003541         58        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
    217/499      4.32G   0.008643   0.007908   0.003582         47        640:  23%|##2       | 38/168 [00:07<00:24,  5.33it/s]
    217/499      4.32G   0.008643   0.007908   0.003582         47        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    217/499      4.32G   0.008615   0.007862   0.003655         66        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    217/499      4.32G   0.008615   0.007862   0.003655         66        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    217/499      4.32G   0.008598   0.007855    0.00364         56        640:  24%|##3       | 40/168 [00:07<00:24,  5.17it/s]
    217/499      4.32G   0.008598   0.007855    0.00364         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.18it/s]
    217/499      4.32G   0.008597    0.00782    0.00362         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.18it/s]
    217/499      4.32G   0.008597    0.00782    0.00362         61        640:  25%|##5       | 42/168 [00:07<00:23,  5.26it/s]
    217/499      4.32G   0.008579   0.007851   0.003591         78        640:  25%|##5       | 42/168 [00:08<00:23,  5.26it/s]
    217/499      4.32G   0.008579   0.007851   0.003591         78        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    217/499      4.32G   0.008598   0.007835   0.003529         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.16it/s]
    217/499      4.32G   0.008598   0.007835   0.003529         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    217/499      4.32G   0.008581   0.007826   0.003526         69        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    217/499      4.32G   0.008581   0.007826   0.003526         69        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    217/499      4.32G    0.00859    0.00786   0.003506         65        640:  27%|##6       | 45/168 [00:08<00:22,  5.36it/s]
    217/499      4.32G    0.00859    0.00786   0.003506         65        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    217/499      4.32G   0.008568   0.007821   0.003498         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.20it/s]
    217/499      4.32G   0.008568   0.007821   0.003498         66        640:  28%|##7       | 47/168 [00:08<00:22,  5.29it/s]
    217/499      4.32G   0.008568   0.007806   0.003499         71        640:  28%|##7       | 47/168 [00:09<00:22,  5.29it/s]
    217/499      4.32G   0.008568   0.007806   0.003499         71        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    217/499      4.32G   0.008554    0.00785   0.003489         84        640:  29%|##8       | 48/168 [00:09<00:22,  5.35it/s]
    217/499      4.32G   0.008554    0.00785   0.003489         84        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    217/499      4.32G   0.008569   0.007839   0.003486         72        640:  29%|##9       | 49/168 [00:09<00:22,  5.20it/s]
    217/499      4.32G   0.008569   0.007839   0.003486         72        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    217/499      4.32G   0.008546   0.007793   0.003482         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    217/499      4.32G   0.008546   0.007793   0.003482         55        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    217/499      4.32G   0.008565   0.007823   0.003487         90        640:  30%|###       | 51/168 [00:09<00:21,  5.35it/s]
    217/499      4.32G   0.008565   0.007823   0.003487         90        640:  31%|###       | 52/168 [00:09<00:22,  5.21it/s]
    217/499      4.32G   0.008555    0.00782   0.003489         68        640:  31%|###       | 52/168 [00:10<00:22,  5.21it/s]
    217/499      4.32G   0.008555    0.00782   0.003489         68        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    217/499      4.32G   0.008546    0.00783   0.003488         73        640:  32%|###1      | 53/168 [00:10<00:21,  5.23it/s]
    217/499      4.32G   0.008546    0.00783   0.003488         73        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    217/499      4.32G   0.008525   0.007822   0.003514         67        640:  32%|###2      | 54/168 [00:10<00:21,  5.30it/s]
    217/499      4.32G   0.008525   0.007822   0.003514         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    217/499      4.32G   0.008522   0.007827   0.003519         72        640:  33%|###2      | 55/168 [00:10<00:21,  5.17it/s]
    217/499      4.32G   0.008522   0.007827   0.003519         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    217/499      4.32G   0.008528   0.007801     0.0035         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.24it/s]
    217/499      4.32G   0.008528   0.007801     0.0035         67        640:  34%|###3      | 57/168 [00:10<00:20,  5.32it/s]
    217/499      4.32G   0.008505   0.007832    0.00347         78        640:  34%|###3      | 57/168 [00:11<00:20,  5.32it/s]
    217/499      4.32G   0.008505   0.007832    0.00347         78        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    217/499      4.32G   0.008509   0.007816   0.003466         68        640:  35%|###4      | 58/168 [00:11<00:21,  5.15it/s]
    217/499      4.32G   0.008509   0.007816   0.003466         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    217/499      4.32G   0.008494   0.007793   0.003453         55        640:  35%|###5      | 59/168 [00:11<00:20,  5.22it/s]
    217/499      4.32G   0.008494   0.007793   0.003453         55        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    217/499      4.32G   0.008467   0.007776   0.003456         66        640:  36%|###5      | 60/168 [00:11<00:20,  5.31it/s]
    217/499      4.32G   0.008467   0.007776   0.003456         66        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    217/499      4.32G   0.008501   0.007766    0.00347         57        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    217/499      4.32G   0.008501   0.007766    0.00347         57        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
    217/499      4.32G    0.00848   0.007774   0.003489         71        640:  37%|###6      | 62/168 [00:11<00:20,  5.21it/s]
    217/499      4.32G    0.00848   0.007774   0.003489         71        640:  38%|###7      | 63/168 [00:11<00:19,  5.28it/s]
    217/499      4.32G   0.008481    0.00776   0.003465         60        640:  38%|###7      | 63/168 [00:12<00:19,  5.28it/s]
    217/499      4.32G   0.008481    0.00776   0.003465         60        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    217/499      4.32G   0.008482   0.007748   0.003442         66        640:  38%|###8      | 64/168 [00:12<00:20,  5.16it/s]
    217/499      4.32G   0.008482   0.007748   0.003442         66        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    217/499      4.32G   0.008468    0.00773   0.003435         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.27it/s]
    217/499      4.32G   0.008468    0.00773   0.003435         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    217/499      4.32G   0.008465    0.00778   0.003454         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    217/499      4.32G   0.008465    0.00778   0.003454         75        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    217/499      4.32G   0.008485   0.007775   0.003452         58        640:  40%|###9      | 67/168 [00:12<00:19,  5.17it/s]
    217/499      4.32G   0.008485   0.007775   0.003452         58        640:  40%|####      | 68/168 [00:12<00:18,  5.28it/s]
    217/499      4.32G   0.008472   0.007773   0.003448         73        640:  40%|####      | 68/168 [00:13<00:18,  5.28it/s]
    217/499      4.32G   0.008472   0.007773   0.003448         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    217/499      4.32G   0.008482   0.007774   0.003435         66        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    217/499      4.32G   0.008482   0.007774   0.003435         66        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    217/499      4.32G   0.008463   0.007751   0.003405         68        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    217/499      4.32G   0.008463   0.007751   0.003405         68        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    217/499      4.32G   0.008465   0.007752   0.003424         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    217/499      4.32G   0.008465   0.007752   0.003424         82        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    217/499      4.32G   0.008451   0.007733   0.003378         47        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    217/499      4.32G   0.008451   0.007733   0.003378         47        640:  43%|####3     | 73/168 [00:13<00:18,  5.18it/s]
    217/499      4.32G   0.008441   0.007712   0.003383         67        640:  43%|####3     | 73/168 [00:14<00:18,  5.18it/s]
    217/499      4.32G   0.008441   0.007712   0.003383         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    217/499      4.32G   0.008436    0.00773   0.003349         70        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    217/499      4.32G   0.008436    0.00773   0.003349         70        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    217/499      4.32G   0.008428   0.007741   0.003363         78        640:  45%|####4     | 75/168 [00:14<00:17,  5.36it/s]
    217/499      4.32G   0.008428   0.007741   0.003363         78        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    217/499      4.32G    0.00841   0.007744   0.003346         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    217/499      4.32G    0.00841   0.007744   0.003346         79        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    217/499      4.32G    0.00839   0.007748   0.003332         65        640:  46%|####5     | 77/168 [00:14<00:17,  5.33it/s]
    217/499      4.32G    0.00839   0.007748   0.003332         65        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    217/499      4.32G   0.008374   0.007729   0.003328         59        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    217/499      4.32G   0.008374   0.007729   0.003328         59        640:  47%|####7     | 79/168 [00:14<00:17,  5.23it/s]
    217/499      4.32G   0.008378    0.00773   0.003335         63        640:  47%|####7     | 79/168 [00:15<00:17,  5.23it/s]
    217/499      4.32G   0.008378    0.00773   0.003335         63        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    217/499      4.32G   0.008371   0.007732   0.003343         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    217/499      4.32G   0.008371   0.007732   0.003343         72        640:  48%|####8     | 81/168 [00:15<00:16,  5.40it/s]
    217/499      4.32G   0.008358   0.007716   0.003323         53        640:  48%|####8     | 81/168 [00:15<00:16,  5.40it/s]
    217/499      4.32G   0.008358   0.007716   0.003323         53        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    217/499      4.32G   0.008362   0.007712    0.00334         58        640:  49%|####8     | 82/168 [00:15<00:16,  5.25it/s]
    217/499      4.32G   0.008362   0.007712    0.00334         58        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    217/499      4.32G   0.008348   0.007722   0.003328         72        640:  49%|####9     | 83/168 [00:15<00:15,  5.34it/s]
    217/499      4.32G   0.008348   0.007722   0.003328         72        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    217/499      4.32G   0.008331   0.007723   0.003321         76        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    217/499      4.32G   0.008331   0.007723   0.003321         76        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    217/499      4.32G   0.008324   0.007734   0.003312         75        640:  51%|#####     | 85/168 [00:16<00:15,  5.21it/s]
    217/499      4.32G   0.008324   0.007734   0.003312         75        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    217/499      4.32G    0.00832   0.007738   0.003284         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.31it/s]
    217/499      4.32G    0.00832   0.007738   0.003284         74        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    217/499      4.32G    0.00832   0.007738   0.003257         78        640:  52%|#####1    | 87/168 [00:16<00:15,  5.37it/s]
    217/499      4.32G    0.00832   0.007738   0.003257         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    217/499      4.32G   0.008329   0.007742   0.003249         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    217/499      4.32G   0.008329   0.007742   0.003249         64        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    217/499      4.32G   0.008327   0.007755   0.003259         77        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    217/499      4.32G   0.008327   0.007755   0.003259         77        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    217/499      4.32G   0.008327   0.007758   0.003284         83        640:  54%|#####3    | 90/168 [00:17<00:14,  5.34it/s]
    217/499      4.32G   0.008327   0.007758   0.003284         83        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    217/499      4.32G   0.008337   0.007755   0.003268         58        640:  54%|#####4    | 91/168 [00:17<00:14,  5.21it/s]
    217/499      4.32G   0.008337   0.007755   0.003268         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    217/499      4.32G   0.008334   0.007781   0.003276         85        640:  55%|#####4    | 92/168 [00:17<00:14,  5.30it/s]
    217/499      4.32G   0.008334   0.007781   0.003276         85        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    217/499      4.32G   0.008314   0.007759   0.003261         57        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    217/499      4.32G   0.008314   0.007759   0.003261         57        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    217/499      4.32G   0.008309   0.007775   0.003261         77        640:  56%|#####5    | 94/168 [00:17<00:14,  5.22it/s]
    217/499      4.32G   0.008309   0.007775   0.003261         77        640:  57%|#####6    | 95/168 [00:17<00:13,  5.28it/s]
    217/499      4.32G   0.008302   0.007766   0.003256         65        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    217/499      4.32G   0.008302   0.007766   0.003256         65        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    217/499      4.32G   0.008301   0.007753   0.003238         58        640:  57%|#####7    | 96/168 [00:18<00:13,  5.35it/s]
    217/499      4.32G   0.008301   0.007753   0.003238         58        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    217/499      4.32G   0.008306   0.007765   0.003225         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    217/499      4.32G   0.008306   0.007765   0.003225         63        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    217/499      4.32G   0.008297   0.007753    0.00324         68        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    217/499      4.32G   0.008297   0.007753    0.00324         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    217/499      4.32G   0.008309   0.007757   0.003234         75        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    217/499      4.32G   0.008309   0.007757   0.003234         75        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    217/499      4.32G   0.008329   0.007759    0.00323         55        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    217/499      4.32G   0.008329   0.007759    0.00323         55        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    217/499      4.32G   0.008317   0.007735   0.003216         62        640:  60%|######    | 101/168 [00:19<00:12,  5.28it/s]
    217/499      4.32G   0.008317   0.007735   0.003216         62        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    217/499      4.32G   0.008312   0.007724   0.003244         63        640:  61%|######    | 102/168 [00:19<00:12,  5.34it/s]
    217/499      4.32G   0.008312   0.007724   0.003244         63        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    217/499      4.32G   0.008296   0.007727    0.00324         65        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    217/499      4.32G   0.008296   0.007727    0.00324         65        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    217/499      4.32G   0.008284   0.007721   0.003231         81        640:  62%|######1   | 104/168 [00:19<00:12,  5.28it/s]
    217/499      4.32G   0.008284   0.007721   0.003231         81        640:  62%|######2   | 105/168 [00:19<00:11,  5.34it/s]
    217/499      4.32G   0.008281   0.007723    0.00323         78        640:  62%|######2   | 105/168 [00:20<00:11,  5.34it/s]
    217/499      4.32G   0.008281   0.007723    0.00323         78        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    217/499      4.32G   0.008288   0.007731   0.003219         69        640:  63%|######3   | 106/168 [00:20<00:11,  5.20it/s]
    217/499      4.32G   0.008288   0.007731   0.003219         69        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    217/499      4.32G   0.008321   0.007753   0.003229         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.29it/s]
    217/499      4.32G   0.008321   0.007753   0.003229         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    217/499      4.32G   0.008333   0.007753   0.003246         55        640:  64%|######4   | 108/168 [00:20<00:11,  5.37it/s]
    217/499      4.32G   0.008333   0.007753   0.003246         55        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    217/499      4.32G   0.008328   0.007764   0.003241         69        640:  65%|######4   | 109/168 [00:20<00:11,  5.24it/s]
    217/499      4.32G   0.008328   0.007764   0.003241         69        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    217/499      4.32G   0.008318   0.007771   0.003234         77        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
    217/499      4.32G   0.008318   0.007771   0.003234         77        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    217/499      4.32G   0.008322   0.007771   0.003223         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.36it/s]
    217/499      4.32G   0.008322   0.007771   0.003223         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    217/499      4.32G   0.008315   0.007766   0.003217         58        640:  67%|######6   | 112/168 [00:21<00:10,  5.22it/s]
    217/499      4.32G   0.008315   0.007766   0.003217         58        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    217/499      4.32G   0.008318   0.007757   0.003201         60        640:  67%|######7   | 113/168 [00:21<00:10,  5.25it/s]
    217/499      4.32G   0.008318   0.007757   0.003201         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    217/499      4.32G   0.008303   0.007756   0.003201         66        640:  68%|######7   | 114/168 [00:21<00:10,  5.33it/s]
    217/499      4.32G   0.008303   0.007756   0.003201         66        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    217/499      4.32G   0.008302   0.007783   0.003207         80        640:  68%|######8   | 115/168 [00:21<00:10,  5.21it/s]
    217/499      4.32G   0.008302   0.007783   0.003207         80        640:  69%|######9   | 116/168 [00:21<00:09,  5.30it/s]
    217/499      4.32G     0.0083   0.007785   0.003214         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.30it/s]
    217/499      4.32G     0.0083   0.007785   0.003214         69        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    217/499      4.32G   0.008298   0.007787   0.003209         73        640:  70%|######9   | 117/168 [00:22<00:09,  5.37it/s]
    217/499      4.32G   0.008298   0.007787   0.003209         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    217/499      4.32G   0.008298    0.00777    0.00319         47        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    217/499      4.32G   0.008298    0.00777    0.00319         47        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    217/499      4.32G   0.008299   0.007763   0.003174         70        640:  71%|#######   | 119/168 [00:22<00:09,  5.30it/s]
    217/499      4.32G   0.008299   0.007763   0.003174         70        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    217/499      4.32G   0.008294   0.007755   0.003174         62        640:  71%|#######1  | 120/168 [00:22<00:08,  5.34it/s]
    217/499      4.32G   0.008294   0.007755   0.003174         62        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
    217/499      4.32G   0.008306    0.00776   0.003207         71        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    217/499      4.32G   0.008306    0.00776   0.003207         71        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    217/499      4.32G   0.008319   0.007783   0.003211         72        640:  73%|#######2  | 122/168 [00:23<00:08,  5.30it/s]
    217/499      4.32G   0.008319   0.007783   0.003211         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    217/499      4.32G   0.008334   0.007786   0.003204         63        640:  73%|#######3  | 123/168 [00:23<00:08,  5.37it/s]
    217/499      4.32G   0.008334   0.007786   0.003204         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    217/499      4.32G   0.008331   0.007778   0.003215         55        640:  74%|#######3  | 124/168 [00:23<00:08,  5.24it/s]
    217/499      4.32G   0.008331   0.007778   0.003215         55        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    217/499      4.32G   0.008333   0.007762   0.003215         55        640:  74%|#######4  | 125/168 [00:23<00:08,  5.33it/s]
    217/499      4.32G   0.008333   0.007762   0.003215         55        640:  75%|#######5  | 126/168 [00:23<00:07,  5.39it/s]
    217/499      4.32G   0.008329   0.007752   0.003227         59        640:  75%|#######5  | 126/168 [00:24<00:07,  5.39it/s]
    217/499      4.32G   0.008329   0.007752   0.003227         59        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    217/499      4.32G   0.008316    0.00774   0.003229         58        640:  76%|#######5  | 127/168 [00:24<00:07,  5.23it/s]
    217/499      4.32G   0.008316    0.00774   0.003229         58        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    217/499      4.32G   0.008311   0.007736   0.003237         63        640:  76%|#######6  | 128/168 [00:24<00:07,  5.30it/s]
    217/499      4.32G   0.008311   0.007736   0.003237         63        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    217/499      4.32G   0.008316   0.007727   0.003222         57        640:  77%|#######6  | 129/168 [00:24<00:07,  5.37it/s]
    217/499      4.32G   0.008316   0.007727   0.003222         57        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    217/499      4.32G   0.008322   0.007747   0.003222         75        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    217/499      4.32G   0.008322   0.007747   0.003222         75        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    217/499      4.32G    0.00832   0.007748   0.003199         60        640:  78%|#######7  | 131/168 [00:24<00:06,  5.32it/s]
    217/499      4.32G    0.00832   0.007748   0.003199         60        640:  79%|#######8  | 132/168 [00:24<00:06,  5.38it/s]
    217/499      4.32G   0.008321    0.00775   0.003195         78        640:  79%|#######8  | 132/168 [00:25<00:06,  5.38it/s]
    217/499      4.32G   0.008321    0.00775   0.003195         78        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    217/499      4.32G   0.008323    0.00775   0.003178         61        640:  79%|#######9  | 133/168 [00:25<00:06,  5.24it/s]
    217/499      4.32G   0.008323    0.00775   0.003178         61        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    217/499      4.32G   0.008309   0.007751   0.003169         72        640:  80%|#######9  | 134/168 [00:25<00:06,  5.31it/s]
    217/499      4.32G   0.008309   0.007751   0.003169         72        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    217/499      4.32G   0.008306   0.007754   0.003154         71        640:  80%|########  | 135/168 [00:25<00:06,  5.37it/s]
    217/499      4.32G   0.008306   0.007754   0.003154         71        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
    217/499      4.32G   0.008303   0.007759   0.003194         78        640:  81%|########  | 136/168 [00:25<00:06,  5.19it/s]
    217/499      4.32G   0.008303   0.007759   0.003194         78        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    217/499      4.32G   0.008294    0.00775   0.003193         65        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    217/499      4.32G   0.008294    0.00775   0.003193         65        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    217/499      4.32G   0.008298   0.007748   0.003213         61        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    217/499      4.32G   0.008298   0.007748   0.003213         61        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    217/499      4.32G   0.008295   0.007761    0.00322         84        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    217/499      4.32G   0.008295   0.007761    0.00322         84        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    217/499      4.32G   0.008288   0.007749   0.003215         56        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    217/499      4.32G   0.008288   0.007749   0.003215         56        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    217/499      4.32G   0.008303   0.007757   0.003205         62        640:  84%|########3 | 141/168 [00:26<00:05,  5.34it/s]
    217/499      4.32G   0.008303   0.007757   0.003205         62        640:  85%|########4 | 142/168 [00:26<00:05,  5.19it/s]
    217/499      4.32G   0.008308    0.00776   0.003198         80        640:  85%|########4 | 142/168 [00:27<00:05,  5.19it/s]
    217/499      4.32G   0.008308    0.00776   0.003198         80        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    217/499      4.32G   0.008315   0.007759   0.003186         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    217/499      4.32G   0.008315   0.007759   0.003186         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    217/499      4.32G   0.008324   0.007772   0.003206         74        640:  86%|########5 | 144/168 [00:27<00:04,  5.35it/s]
    217/499      4.32G   0.008324   0.007772   0.003206         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    217/499      4.32G   0.008325   0.007769   0.003225         68        640:  86%|########6 | 145/168 [00:27<00:04,  5.21it/s]
    217/499      4.32G   0.008325   0.007769   0.003225         68        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    217/499      4.32G   0.008333   0.007796   0.003224        101        640:  87%|########6 | 146/168 [00:27<00:04,  5.28it/s]
    217/499      4.32G   0.008333   0.007796   0.003224        101        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    217/499      4.32G   0.008341   0.007801    0.00324         59        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    217/499      4.32G   0.008341   0.007801    0.00324         59        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    217/499      4.32G   0.008347   0.007799   0.003234         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.19it/s]
    217/499      4.32G   0.008347   0.007799   0.003234         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    217/499      4.32G   0.008347   0.007799   0.003219         61        640:  89%|########8 | 149/168 [00:28<00:03,  5.29it/s]
    217/499      4.32G   0.008347   0.007799   0.003219         61        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    217/499      4.32G   0.008347   0.007804   0.003226         81        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    217/499      4.32G   0.008347   0.007804   0.003226         81        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    217/499      4.32G   0.008346   0.007808   0.003226         79        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    217/499      4.32G   0.008346   0.007808   0.003226         79        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    217/499      4.32G   0.008344   0.007806   0.003237         66        640:  90%|######### | 152/168 [00:28<00:03,  5.27it/s]
    217/499      4.32G   0.008344   0.007806   0.003237         66        640:  91%|#########1| 153/168 [00:28<00:02,  5.34it/s]
    217/499      4.32G    0.00834   0.007807   0.003229         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    217/499      4.32G    0.00834   0.007807   0.003229         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    217/499      4.32G   0.008342    0.00781   0.003212         57        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    217/499      4.32G   0.008342    0.00781   0.003212         57        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    217/499      4.32G   0.008337   0.007806   0.003219         61        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    217/499      4.32G   0.008337   0.007806   0.003219         61        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    217/499      4.32G   0.008327   0.007806   0.003235         70        640:  93%|#########2| 156/168 [00:29<00:02,  5.36it/s]
    217/499      4.32G   0.008327   0.007806   0.003235         70        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    217/499      4.32G    0.00833   0.007799   0.003228         51        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    217/499      4.32G    0.00833   0.007799   0.003228         51        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    217/499      4.32G   0.008328   0.007794   0.003236         73        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    217/499      4.32G   0.008328   0.007794   0.003236         73        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    217/499      4.32G   0.008323   0.007796   0.003228         68        640:  95%|#########4| 159/168 [00:30<00:01,  5.38it/s]
    217/499      4.32G   0.008323   0.007796   0.003228         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    217/499      4.32G   0.008327   0.007794   0.003219         68        640:  95%|#########5| 160/168 [00:30<00:01,  5.25it/s]
    217/499      4.32G   0.008327   0.007794   0.003219         68        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    217/499      4.32G   0.008333   0.007797   0.003213         66        640:  96%|#########5| 161/168 [00:30<00:01,  5.33it/s]
    217/499      4.32G   0.008333   0.007797   0.003213         66        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    217/499      4.32G   0.008335   0.007791   0.003206         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.40it/s]
    217/499      4.32G   0.008335   0.007791   0.003206         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.26it/s]
    217/499      4.32G   0.008342   0.007783   0.003196         62        640:  97%|#########7| 163/168 [00:31<00:00,  5.26it/s]
    217/499      4.32G   0.008342   0.007783   0.003196         62        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    217/499      4.32G   0.008335   0.007789   0.003197         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.33it/s]
    217/499      4.32G   0.008335   0.007789   0.003197         77        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    217/499      4.32G   0.008328    0.00779   0.003214         71        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    217/499      4.32G   0.008328    0.00779   0.003214         71        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    217/499      4.32G   0.008326   0.007791   0.003204         63        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    217/499      4.32G   0.008326   0.007791   0.003204         63        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    217/499      4.32G   0.008319   0.007786    0.00322         35        640:  99%|#########9| 167/168 [00:31<00:00,  5.32it/s]
    217/499      4.32G   0.008319   0.007786    0.00322         35        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    217/499      4.32G   0.008319   0.007786    0.00322         35        640: 100%|##########| 168/168 [00:31<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263      0.847      0.854      0.879      0.769

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    218/499      4.32G   0.007156   0.006689   0.002152         70        640:   0%|          | 0/168 [00:00<?, ?it/s]
    218/499      4.32G   0.007156   0.006689   0.002152         70        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    218/499      4.32G   0.008096    0.00716   0.003145         63        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    218/499      4.32G   0.008096    0.00716   0.003145         63        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    218/499      4.32G   0.007914   0.007399   0.003382         69        640:   1%|1         | 2/168 [00:00<00:31,  5.30it/s]
    218/499      4.32G   0.007914   0.007399   0.003382         69        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    218/499      4.32G   0.008118   0.007626   0.003713         74        640:   2%|1         | 3/168 [00:00<00:30,  5.41it/s]
    218/499      4.32G   0.008118   0.007626   0.003713         74        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    218/499      4.32G   0.008241   0.007402   0.004344         65        640:   2%|2         | 4/168 [00:00<00:31,  5.21it/s]
    218/499      4.32G   0.008241   0.007402   0.004344         65        640:   3%|2         | 5/168 [00:00<00:30,  5.31it/s]
    218/499      4.32G   0.008251   0.007467   0.004022         73        640:   3%|2         | 5/168 [00:01<00:30,  5.31it/s]
    218/499      4.32G   0.008251   0.007467   0.004022         73        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    218/499      4.32G   0.008267   0.007138   0.003757         48        640:   4%|3         | 6/168 [00:01<00:30,  5.40it/s]
    218/499      4.32G   0.008267   0.007138   0.003757         48        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    218/499      4.32G    0.00831   0.006929   0.003608         59        640:   4%|4         | 7/168 [00:01<00:30,  5.24it/s]
    218/499      4.32G    0.00831   0.006929   0.003608         59        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    218/499      4.32G   0.008372    0.00702   0.003377         67        640:   5%|4         | 8/168 [00:01<00:30,  5.29it/s]
    218/499      4.32G   0.008372    0.00702   0.003377         67        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    218/499      4.32G   0.008352   0.007069   0.003453         75        640:   5%|5         | 9/168 [00:01<00:29,  5.37it/s]
    218/499      4.32G   0.008352   0.007069   0.003453         75        640:   6%|5         | 10/168 [00:01<00:30,  5.20it/s]
    218/499      4.32G   0.008243   0.007032   0.003431         68        640:   6%|5         | 10/168 [00:02<00:30,  5.20it/s]
    218/499      4.32G   0.008243   0.007032   0.003431         68        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    218/499      4.32G   0.008244   0.006929   0.003219         58        640:   7%|6         | 11/168 [00:02<00:29,  5.27it/s]
    218/499      4.32G   0.008244   0.006929   0.003219         58        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    218/499      4.32G   0.008201   0.007151   0.003138         83        640:   7%|7         | 12/168 [00:02<00:29,  5.36it/s]
    218/499      4.32G   0.008201   0.007151   0.003138         83        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    218/499      4.32G   0.008166   0.007282   0.003336         66        640:   8%|7         | 13/168 [00:02<00:29,  5.23it/s]
    218/499      4.32G   0.008166   0.007282   0.003336         66        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    218/499      4.32G   0.008194   0.007421    0.00333         83        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    218/499      4.32G   0.008194   0.007421    0.00333         83        640:   9%|8         | 15/168 [00:02<00:28,  5.38it/s]
    218/499      4.32G   0.008084   0.007374   0.003207         59        640:   9%|8         | 15/168 [00:03<00:28,  5.38it/s]
    218/499      4.32G   0.008084   0.007374   0.003207         59        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    218/499      4.32G   0.008103   0.007378   0.003023         63        640:  10%|9         | 16/168 [00:03<00:29,  5.21it/s]
    218/499      4.32G   0.008103   0.007378   0.003023         63        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    218/499      4.32G   0.008152   0.007428   0.003035         81        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    218/499      4.32G   0.008152   0.007428   0.003035         81        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    218/499      4.32G   0.008277   0.007508   0.003015         65        640:  11%|#         | 18/168 [00:03<00:27,  5.37it/s]
    218/499      4.32G   0.008277   0.007508   0.003015         65        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    218/499      4.32G   0.008268   0.007531   0.003157         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.22it/s]
    218/499      4.32G   0.008268   0.007531   0.003157         70        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    218/499      4.32G   0.008264   0.007553   0.003214         66        640:  12%|#1        | 20/168 [00:03<00:27,  5.30it/s]
    218/499      4.32G   0.008264   0.007553   0.003214         66        640:  12%|#2        | 21/168 [00:03<00:27,  5.37it/s]
    218/499      4.32G   0.008253   0.007566    0.00315         61        640:  12%|#2        | 21/168 [00:04<00:27,  5.37it/s]
    218/499      4.32G   0.008253   0.007566    0.00315         61        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    218/499      4.32G    0.00827   0.007658   0.003171         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.19it/s]
    218/499      4.32G    0.00827   0.007658   0.003171         73        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    218/499      4.32G   0.008275   0.007761   0.003147         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    218/499      4.32G   0.008275   0.007761   0.003147         78        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    218/499      4.32G   0.008287   0.007744   0.003026         64        640:  14%|#4        | 24/168 [00:04<00:27,  5.33it/s]
    218/499      4.32G   0.008287   0.007744   0.003026         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    218/499      4.32G   0.008248   0.007737   0.003005         63        640:  15%|#4        | 25/168 [00:04<00:27,  5.18it/s]
    218/499      4.32G   0.008248   0.007737   0.003005         63        640:  15%|#5        | 26/168 [00:04<00:26,  5.26it/s]
    218/499      4.32G   0.008288   0.007667   0.002969         61        640:  15%|#5        | 26/168 [00:05<00:26,  5.26it/s]
    218/499      4.32G   0.008288   0.007667   0.002969         61        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    218/499      4.32G   0.008332   0.007716   0.002995         65        640:  16%|#6        | 27/168 [00:05<00:26,  5.33it/s]
    218/499      4.32G   0.008332   0.007716   0.002995         65        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    218/499      4.32G   0.008308   0.007739   0.002964         60        640:  17%|#6        | 28/168 [00:05<00:26,  5.21it/s]
    218/499      4.32G   0.008308   0.007739   0.002964         60        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    218/499      4.32G   0.008336    0.00768   0.002951         61        640:  17%|#7        | 29/168 [00:05<00:26,  5.26it/s]
    218/499      4.32G   0.008336    0.00768   0.002951         61        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    218/499      4.32G   0.008331   0.007677   0.002957         69        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    218/499      4.32G   0.008331   0.007677   0.002957         69        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    218/499      4.32G   0.008343   0.007672   0.002984         63        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    218/499      4.32G   0.008343   0.007672   0.002984         63        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    218/499      4.32G   0.008384   0.007665   0.002909         62        640:  19%|#9        | 32/168 [00:06<00:25,  5.29it/s]
    218/499      4.32G   0.008384   0.007665   0.002909         62        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    218/499      4.32G   0.008362   0.007631   0.002861         60        640:  20%|#9        | 33/168 [00:06<00:25,  5.36it/s]
    218/499      4.32G   0.008362   0.007631   0.002861         60        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    218/499      4.32G   0.008342    0.00765   0.002867         78        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    218/499      4.32G   0.008342    0.00765   0.002867         78        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    218/499      4.32G   0.008332   0.007698   0.002894         84        640:  21%|##        | 35/168 [00:06<00:24,  5.33it/s]
    218/499      4.32G   0.008332   0.007698   0.002894         84        640:  21%|##1       | 36/168 [00:06<00:24,  5.40it/s]
    218/499      4.32G   0.008303   0.007748   0.002858         78        640:  21%|##1       | 36/168 [00:07<00:24,  5.40it/s]
    218/499      4.32G   0.008303   0.007748   0.002858         78        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
    218/499      4.32G   0.008286   0.007779   0.002819         75        640:  22%|##2       | 37/168 [00:07<00:24,  5.24it/s]
    218/499      4.32G   0.008286   0.007779   0.002819         75        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    218/499      4.32G   0.008316   0.007753   0.002796         46        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    218/499      4.32G   0.008316   0.007753   0.002796         46        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    218/499      4.32G   0.008315   0.007748   0.002802         69        640:  23%|##3       | 39/168 [00:07<00:24,  5.36it/s]
    218/499      4.32G   0.008315   0.007748   0.002802         69        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    218/499      4.32G   0.008327   0.007754   0.002856         71        640:  24%|##3       | 40/168 [00:07<00:24,  5.22it/s]
    218/499      4.32G   0.008327   0.007754   0.002856         71        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    218/499      4.32G   0.008355   0.007777   0.002848         77        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    218/499      4.32G   0.008355   0.007777   0.002848         77        640:  25%|##5       | 42/168 [00:07<00:23,  5.36it/s]
    218/499      4.32G   0.008346   0.007793   0.002862         69        640:  25%|##5       | 42/168 [00:08<00:23,  5.36it/s]
    218/499      4.32G   0.008346   0.007793   0.002862         69        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    218/499      4.32G   0.008377   0.007777   0.002827         54        640:  26%|##5       | 43/168 [00:08<00:24,  5.20it/s]
    218/499      4.32G   0.008377   0.007777   0.002827         54        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    218/499      4.32G   0.008365   0.007765   0.002814         71        640:  26%|##6       | 44/168 [00:08<00:23,  5.30it/s]
    218/499      4.32G   0.008365   0.007765   0.002814         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    218/499      4.32G   0.008388   0.007782   0.002808         64        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    218/499      4.32G   0.008388   0.007782   0.002808         64        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    218/499      4.32G   0.008368   0.007767   0.002868         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.15it/s]
    218/499      4.32G   0.008368   0.007767   0.002868         62        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    218/499      4.32G   0.008363   0.007834   0.002841         81        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    218/499      4.32G   0.008363   0.007834   0.002841         81        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    218/499      4.32G   0.008395   0.007844   0.002851         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.31it/s]
    218/499      4.32G   0.008395   0.007844   0.002851         68        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    218/499      4.32G   0.008388    0.00784   0.002871         77        640:  29%|##9       | 49/168 [00:09<00:22,  5.19it/s]
    218/499      4.32G   0.008388    0.00784   0.002871         77        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    218/499      4.32G   0.008358   0.007811   0.002843         58        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    218/499      4.32G   0.008358   0.007811   0.002843         58        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    218/499      4.32G   0.008356   0.007826    0.00281         72        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    218/499      4.32G   0.008356   0.007826    0.00281         72        640:  31%|###       | 52/168 [00:09<00:22,  5.22it/s]
    218/499      4.32G   0.008354   0.007841   0.002837         79        640:  31%|###       | 52/168 [00:10<00:22,  5.22it/s]
    218/499      4.32G   0.008354   0.007841   0.002837         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    218/499      4.32G   0.008369   0.007833   0.002845         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.30it/s]
    218/499      4.32G   0.008369   0.007833   0.002845         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    218/499      4.32G   0.008371   0.007824   0.002843         68        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    218/499      4.32G   0.008371   0.007824   0.002843         68        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    218/499      4.32G   0.008361   0.007859   0.002848         77        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    218/499      4.32G   0.008361   0.007859   0.002848         77        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    218/499      4.32G   0.008378   0.007825   0.002837         49        640:  33%|###3      | 56/168 [00:10<00:21,  5.27it/s]
    218/499      4.32G   0.008378   0.007825   0.002837         49        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    218/499      4.32G   0.008379     0.0078   0.002861         64        640:  34%|###3      | 57/168 [00:10<00:20,  5.33it/s]
    218/499      4.32G   0.008379     0.0078   0.002861         64        640:  35%|###4      | 58/168 [00:10<00:21,  5.14it/s]
    218/499      4.32G   0.008356   0.007783   0.002861         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.14it/s]
    218/499      4.32G   0.008356   0.007783   0.002861         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    218/499      4.32G   0.008376   0.007809   0.002831         64        640:  35%|###5      | 59/168 [00:11<00:20,  5.25it/s]
    218/499      4.32G   0.008376   0.007809   0.002831         64        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    218/499      4.32G   0.008393   0.007834   0.002835         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.32it/s]
    218/499      4.32G   0.008393   0.007834   0.002835         76        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    218/499      4.32G   0.008386   0.007839   0.002841         64        640:  36%|###6      | 61/168 [00:11<00:20,  5.19it/s]
    218/499      4.32G   0.008386   0.007839   0.002841         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    218/499      4.32G   0.008375   0.007804   0.002831         64        640:  37%|###6      | 62/168 [00:11<00:20,  5.27it/s]
    218/499      4.32G   0.008375   0.007804   0.002831         64        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
    218/499      4.32G   0.008357   0.007825   0.002841         63        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    218/499      4.32G   0.008357   0.007825   0.002841         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    218/499      4.32G   0.008344   0.007814   0.002831         69        640:  38%|###8      | 64/168 [00:12<00:20,  5.17it/s]
    218/499      4.32G   0.008344   0.007814   0.002831         69        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    218/499      4.32G   0.008375   0.007834   0.002814         65        640:  39%|###8      | 65/168 [00:12<00:19,  5.28it/s]
    218/499      4.32G   0.008375   0.007834   0.002814         65        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    218/499      4.32G   0.008372   0.007874   0.002818         81        640:  39%|###9      | 66/168 [00:12<00:19,  5.34it/s]
    218/499      4.32G   0.008372   0.007874   0.002818         81        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    218/499      4.32G   0.008357   0.007873   0.002797         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.21it/s]
    218/499      4.32G   0.008357   0.007873   0.002797         64        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    218/499      4.32G   0.008349   0.007853   0.002775         62        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    218/499      4.32G   0.008349   0.007853   0.002775         62        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    218/499      4.32G   0.008344    0.00788   0.002779         89        640:  41%|####1     | 69/168 [00:13<00:18,  5.38it/s]
    218/499      4.32G   0.008344    0.00788   0.002779         89        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    218/499      4.32G   0.008333   0.007885   0.002766         87        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    218/499      4.32G   0.008333   0.007885   0.002766         87        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    218/499      4.32G   0.008333   0.007897   0.002772         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.30it/s]
    218/499      4.32G   0.008333   0.007897   0.002772         78        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    218/499      4.32G   0.008318   0.007893   0.002778         75        640:  43%|####2     | 72/168 [00:13<00:17,  5.37it/s]
    218/499      4.32G   0.008318   0.007893   0.002778         75        640:  43%|####3     | 73/168 [00:13<00:18,  5.16it/s]
    218/499      4.32G   0.008355   0.007884   0.002763         53        640:  43%|####3     | 73/168 [00:14<00:18,  5.16it/s]
    218/499      4.32G   0.008355   0.007884   0.002763         53        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    218/499      4.32G   0.008355   0.007882   0.002781         63        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    218/499      4.32G   0.008355   0.007882   0.002781         63        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    218/499      4.32G   0.008336   0.007884   0.002765         71        640:  45%|####4     | 75/168 [00:14<00:17,  5.29it/s]
    218/499      4.32G   0.008336   0.007884   0.002765         71        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    218/499      4.32G   0.008326   0.007859   0.002753         53        640:  45%|####5     | 76/168 [00:14<00:17,  5.18it/s]
    218/499      4.32G   0.008326   0.007859   0.002753         53        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    218/499      4.32G    0.00833   0.007878   0.002769         76        640:  46%|####5     | 77/168 [00:14<00:17,  5.28it/s]
    218/499      4.32G    0.00833   0.007878   0.002769         76        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    218/499      4.32G   0.008311   0.007866   0.002752         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    218/499      4.32G   0.008311   0.007866   0.002752         62        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    218/499      4.32G   0.008302   0.007871   0.002775         71        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    218/499      4.32G   0.008302   0.007871   0.002775         71        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    218/499      4.32G   0.008292   0.007854   0.002788         58        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    218/499      4.32G   0.008292   0.007854   0.002788         58        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    218/499      4.32G    0.00831   0.007881   0.002776         78        640:  48%|####8     | 81/168 [00:15<00:16,  5.36it/s]
    218/499      4.32G    0.00831   0.007881   0.002776         78        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    218/499      4.32G   0.008307   0.007878   0.002781         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.23it/s]
    218/499      4.32G   0.008307   0.007878   0.002781         68        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    218/499      4.32G    0.00831   0.007901   0.002773         79        640:  49%|####9     | 83/168 [00:15<00:15,  5.33it/s]
    218/499      4.32G    0.00831   0.007901   0.002773         79        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    218/499      4.32G    0.00833   0.007906   0.002773         74        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    218/499      4.32G    0.00833   0.007906   0.002773         74        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    218/499      4.32G   0.008331   0.007898   0.002771         62        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    218/499      4.32G   0.008331   0.007898   0.002771         62        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    218/499      4.32G   0.008317   0.007875   0.002829         58        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    218/499      4.32G   0.008317   0.007875   0.002829         58        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    218/499      4.32G   0.008326   0.007908   0.002821         82        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    218/499      4.32G   0.008326   0.007908   0.002821         82        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    218/499      4.32G   0.008322   0.007911   0.002808         71        640:  52%|#####2    | 88/168 [00:16<00:15,  5.25it/s]
    218/499      4.32G   0.008322   0.007911   0.002808         71        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    218/499      4.32G   0.008327    0.00791   0.002789         68        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    218/499      4.32G   0.008327    0.00791   0.002789         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    218/499      4.32G   0.008337   0.007917    0.00277         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.36it/s]
    218/499      4.32G   0.008337   0.007917    0.00277         72        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    218/499      4.32G   0.008318   0.007906   0.002771         65        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    218/499      4.32G   0.008318   0.007906   0.002771         65        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
    218/499      4.32G   0.008308   0.007906   0.002778         87        640:  55%|#####4    | 92/168 [00:17<00:14,  5.32it/s]
    218/499      4.32G   0.008308   0.007906   0.002778         87        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    218/499      4.32G   0.008294   0.007903   0.002801         70        640:  55%|#####5    | 93/168 [00:17<00:14,  5.32it/s]
    218/499      4.32G   0.008294   0.007903   0.002801         70        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    218/499      4.32G   0.008298   0.007907   0.002791         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.21it/s]
    218/499      4.32G   0.008298   0.007907   0.002791         79        640:  57%|#####6    | 95/168 [00:17<00:13,  5.29it/s]
    218/499      4.32G   0.008308   0.007909   0.002807         83        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    218/499      4.32G   0.008308   0.007909   0.002807         83        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    218/499      4.32G   0.008326   0.007917   0.002807         69        640:  57%|#####7    | 96/168 [00:18<00:13,  5.37it/s]
    218/499      4.32G   0.008326   0.007917   0.002807         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    218/499      4.32G   0.008317   0.007917   0.002806         74        640:  58%|#####7    | 97/168 [00:18<00:13,  5.15it/s]
    218/499      4.32G   0.008317   0.007917   0.002806         74        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    218/499      4.32G   0.008319   0.007904   0.002843         57        640:  58%|#####8    | 98/168 [00:18<00:13,  5.25it/s]
    218/499      4.32G   0.008319   0.007904   0.002843         57        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    218/499      4.32G   0.008314   0.007895   0.002836         65        640:  59%|#####8    | 99/168 [00:18<00:12,  5.34it/s]
    218/499      4.32G   0.008314   0.007895   0.002836         65        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    218/499      4.32G   0.008307   0.007883   0.002857         63        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    218/499      4.32G   0.008307   0.007883   0.002857         63        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    218/499      4.32G   0.008305   0.007866   0.002856         60        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    218/499      4.32G   0.008305   0.007866   0.002856         60        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    218/499      4.32G   0.008315   0.007869   0.002866         71        640:  61%|######    | 102/168 [00:19<00:12,  5.35it/s]
    218/499      4.32G   0.008315   0.007869   0.002866         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    218/499      4.32G   0.008313   0.007862   0.002871         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.21it/s]
    218/499      4.32G   0.008313   0.007862   0.002871         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    218/499      4.32G   0.008318   0.007864   0.002876         74        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    218/499      4.32G   0.008318   0.007864   0.002876         74        640:  62%|######2   | 105/168 [00:19<00:11,  5.30it/s]
    218/499      4.32G   0.008323   0.007863   0.002883         67        640:  62%|######2   | 105/168 [00:20<00:11,  5.30it/s]
    218/499      4.32G   0.008323   0.007863   0.002883         67        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    218/499      4.32G   0.008305   0.007857   0.002898         75        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    218/499      4.32G   0.008305   0.007857   0.002898         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    218/499      4.32G   0.008299   0.007878   0.002914         90        640:  64%|######3   | 107/168 [00:20<00:11,  5.27it/s]
    218/499      4.32G   0.008299   0.007878   0.002914         90        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    218/499      4.32G   0.008292   0.007864     0.0029         56        640:  64%|######4   | 108/168 [00:20<00:11,  5.34it/s]
    218/499      4.32G   0.008292   0.007864     0.0029         56        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    218/499      4.32G   0.008308    0.00789   0.002907         81        640:  65%|######4   | 109/168 [00:20<00:11,  5.17it/s]
    218/499      4.32G   0.008308    0.00789   0.002907         81        640:  65%|######5   | 110/168 [00:20<00:10,  5.28it/s]
    218/499      4.32G   0.008316   0.007903   0.002889         83        640:  65%|######5   | 110/168 [00:21<00:10,  5.28it/s]
    218/499      4.32G   0.008316   0.007903   0.002889         83        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    218/499      4.32G   0.008312   0.007918    0.00289         93        640:  66%|######6   | 111/168 [00:21<00:10,  5.34it/s]
    218/499      4.32G   0.008312   0.007918    0.00289         93        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    218/499      4.32G   0.008311   0.007911   0.002878         63        640:  67%|######6   | 112/168 [00:21<00:10,  5.15it/s]
    218/499      4.32G   0.008311   0.007911   0.002878         63        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    218/499      4.32G   0.008321   0.007918   0.002881         50        640:  67%|######7   | 113/168 [00:21<00:10,  5.27it/s]
    218/499      4.32G   0.008321   0.007918   0.002881         50        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
    218/499      4.32G   0.008309   0.007905   0.002896         69        640:  68%|######7   | 114/168 [00:21<00:10,  5.27it/s]
    218/499      4.32G   0.008309   0.007905   0.002896         69        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
    218/499      4.32G   0.008312   0.007928   0.002876         75        640:  68%|######8   | 115/168 [00:21<00:10,  5.11it/s]
    218/499      4.32G   0.008312   0.007928   0.002876         75        640:  69%|######9   | 116/168 [00:21<00:09,  5.20it/s]
    218/499      4.32G   0.008311   0.007939   0.002874         78        640:  69%|######9   | 116/168 [00:22<00:09,  5.20it/s]
    218/499      4.32G   0.008311   0.007939   0.002874         78        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    218/499      4.32G   0.008296   0.007932   0.002866         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.30it/s]
    218/499      4.32G   0.008296   0.007932   0.002866         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    218/499      4.32G   0.008303   0.007925   0.002897         54        640:  70%|#######   | 118/168 [00:22<00:09,  5.16it/s]
    218/499      4.32G   0.008303   0.007925   0.002897         54        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    218/499      4.32G   0.008301   0.007947   0.002917         82        640:  71%|#######   | 119/168 [00:22<00:09,  5.21it/s]
    218/499      4.32G   0.008301   0.007947   0.002917         82        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    218/499      4.32G   0.008293   0.007944   0.002917         64        640:  71%|#######1  | 120/168 [00:22<00:09,  5.32it/s]
    218/499      4.32G   0.008293   0.007944   0.002917         64        640:  72%|#######2  | 121/168 [00:22<00:09,  5.17it/s]
    218/499      4.32G   0.008304   0.007934   0.002902         57        640:  72%|#######2  | 121/168 [00:23<00:09,  5.17it/s]
    218/499      4.32G   0.008304   0.007934   0.002902         57        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    218/499      4.32G   0.008303    0.00792   0.002889         61        640:  73%|#######2  | 122/168 [00:23<00:08,  5.27it/s]
    218/499      4.32G   0.008303    0.00792   0.002889         61        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    218/499      4.32G   0.008292   0.007927   0.002894         72        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    218/499      4.32G   0.008292   0.007927   0.002894         72        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    218/499      4.32G   0.008285   0.007925   0.002896         67        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    218/499      4.32G   0.008285   0.007925   0.002896         67        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    218/499      4.32G   0.008271   0.007935   0.002888         66        640:  74%|#######4  | 125/168 [00:23<00:08,  5.27it/s]
    218/499      4.32G   0.008271   0.007935   0.002888         66        640:  75%|#######5  | 126/168 [00:23<00:07,  5.35it/s]
    218/499      4.32G   0.008268   0.007959   0.002874         88        640:  75%|#######5  | 126/168 [00:24<00:07,  5.35it/s]
    218/499      4.32G   0.008268   0.007959   0.002874         88        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    218/499      4.32G   0.008262   0.007954   0.002867         75        640:  76%|#######5  | 127/168 [00:24<00:07,  5.22it/s]
    218/499      4.32G   0.008262   0.007954   0.002867         75        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    218/499      4.32G   0.008268   0.007941   0.002856         45        640:  76%|#######6  | 128/168 [00:24<00:07,  5.32it/s]
    218/499      4.32G   0.008268   0.007941   0.002856         45        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    218/499      4.32G   0.008262   0.007944   0.002865         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.38it/s]
    218/499      4.32G   0.008262   0.007944   0.002865         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    218/499      4.32G   0.008258    0.00795   0.002871         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.22it/s]
    218/499      4.32G   0.008258    0.00795   0.002871         66        640:  78%|#######7  | 131/168 [00:24<00:06,  5.30it/s]
    218/499      4.32G   0.008253   0.007942   0.002877         67        640:  78%|#######7  | 131/168 [00:25<00:06,  5.30it/s]
    218/499      4.32G   0.008253   0.007942   0.002877         67        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    218/499      4.32G    0.00825   0.007924   0.002876         66        640:  79%|#######8  | 132/168 [00:25<00:06,  5.34it/s]
    218/499      4.32G    0.00825   0.007924   0.002876         66        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    218/499      4.32G   0.008248   0.007919   0.002861         65        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    218/499      4.32G   0.008248   0.007919   0.002861         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
    218/499      4.32G   0.008251   0.007918   0.002854         62        640:  80%|#######9  | 134/168 [00:25<00:06,  5.20it/s]
    218/499      4.32G   0.008251   0.007918   0.002854         62        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
    218/499      4.32G   0.008248   0.007919    0.00284         58        640:  80%|########  | 135/168 [00:25<00:06,  5.30it/s]
    218/499      4.32G   0.008248   0.007919    0.00284         58        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    218/499      4.32G   0.008242    0.00792   0.002838         66        640:  81%|########  | 136/168 [00:25<00:06,  5.20it/s]
    218/499      4.32G   0.008242    0.00792   0.002838         66        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    218/499      4.32G   0.008241   0.007909   0.002834         59        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    218/499      4.32G   0.008241   0.007909   0.002834         59        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    218/499      4.32G   0.008236   0.007901   0.002848         81        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    218/499      4.32G   0.008236   0.007901   0.002848         81        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    218/499      4.32G   0.008221   0.007885   0.002864         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    218/499      4.32G   0.008221   0.007885   0.002864         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    218/499      4.32G   0.008216   0.007885   0.002861         69        640:  83%|########3 | 140/168 [00:26<00:05,  5.31it/s]
    218/499      4.32G   0.008216   0.007885   0.002861         69        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    218/499      4.32G   0.008219   0.007893   0.002862         82        640:  84%|########3 | 141/168 [00:26<00:05,  5.39it/s]
    218/499      4.32G   0.008219   0.007893   0.002862         82        640:  85%|########4 | 142/168 [00:26<00:04,  5.24it/s]
    218/499      4.32G   0.008218   0.007914    0.00285         92        640:  85%|########4 | 142/168 [00:27<00:04,  5.24it/s]
    218/499      4.32G   0.008218   0.007914    0.00285         92        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    218/499      4.32G   0.008212   0.007911   0.002852         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.32it/s]
    218/499      4.32G   0.008212   0.007911   0.002852         65        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    218/499      4.32G   0.008209   0.007912   0.002841         69        640:  86%|########5 | 144/168 [00:27<00:04,  5.38it/s]
    218/499      4.32G   0.008209   0.007912   0.002841         69        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    218/499      4.32G   0.008209   0.007907   0.002832         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    218/499      4.32G   0.008209   0.007907   0.002832         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    218/499      4.32G   0.008205   0.007906   0.002834         76        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    218/499      4.32G   0.008205   0.007906   0.002834         76        640:  88%|########7 | 147/168 [00:27<00:03,  5.36it/s]
    218/499      4.32G   0.008208   0.007909   0.002835         75        640:  88%|########7 | 147/168 [00:28<00:03,  5.36it/s]
    218/499      4.32G   0.008208   0.007909   0.002835         75        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    218/499      4.32G   0.008196   0.007905   0.002846         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.16it/s]
    218/499      4.32G   0.008196   0.007905   0.002846         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    218/499      4.32G   0.008205   0.007911   0.002848         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.26it/s]
    218/499      4.32G   0.008205   0.007911   0.002848         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    218/499      4.32G   0.008212   0.007924   0.002858         78        640:  89%|########9 | 150/168 [00:28<00:03,  5.31it/s]
    218/499      4.32G   0.008212   0.007924   0.002858         78        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    218/499      4.32G   0.008209   0.007929   0.002853         74        640:  90%|########9 | 151/168 [00:28<00:03,  5.19it/s]
    218/499      4.32G   0.008209   0.007929   0.002853         74        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    218/499      4.32G   0.008209   0.007925   0.002863         68        640:  90%|######### | 152/168 [00:28<00:03,  5.30it/s]
    218/499      4.32G   0.008209   0.007925   0.002863         68        640:  91%|#########1| 153/168 [00:28<00:02,  5.32it/s]
    218/499      4.32G   0.008213   0.007936   0.002889         81        640:  91%|#########1| 153/168 [00:29<00:02,  5.32it/s]
    218/499      4.32G   0.008213   0.007936   0.002889         81        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    218/499      4.32G   0.008209   0.007929   0.002882         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.20it/s]
    218/499      4.32G   0.008209   0.007929   0.002882         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    218/499      4.32G   0.008206   0.007918   0.002888         60        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    218/499      4.32G   0.008206   0.007918   0.002888         60        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    218/499      4.32G   0.008202   0.007922   0.002892         83        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    218/499      4.32G   0.008202   0.007922   0.002892         83        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    218/499      4.32G   0.008198   0.007913   0.002878         54        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    218/499      4.32G   0.008198   0.007913   0.002878         54        640:  94%|#########4| 158/168 [00:29<00:01,  5.27it/s]
    218/499      4.32G   0.008197   0.007905   0.002879         50        640:  94%|#########4| 158/168 [00:30<00:01,  5.27it/s]
    218/499      4.32G   0.008197   0.007905   0.002879         50        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    218/499      4.32G   0.008202   0.007919   0.002885         72        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    218/499      4.32G   0.008202   0.007919   0.002885         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    218/499      4.32G   0.008195    0.00791   0.002898         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.20it/s]
    218/499      4.32G   0.008195    0.00791   0.002898         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    218/499      4.32G   0.008201   0.007915   0.002901         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    218/499      4.32G   0.008201   0.007915   0.002901         67        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    218/499      4.32G   0.008191    0.00791   0.002895         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.34it/s]
    218/499      4.32G   0.008191    0.00791   0.002895         70        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
    218/499      4.32G   0.008198   0.007906   0.002893         69        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
    218/499      4.32G   0.008198   0.007906   0.002893         69        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    218/499      4.32G   0.008203     0.0079   0.002912         58        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    218/499      4.32G   0.008203     0.0079   0.002912         58        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    218/499      4.32G   0.008197   0.007894   0.002916         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    218/499      4.32G   0.008197   0.007894   0.002916         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    218/499      4.32G   0.008193   0.007884   0.002915         58        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    218/499      4.32G   0.008193   0.007884   0.002915         58        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    218/499      4.32G   0.008204   0.007892   0.002937         31        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    218/499      4.32G   0.008204   0.007892   0.002937         31        640: 100%|##########| 168/168 [00:31<00:00,  5.49it/s]
    218/499      4.32G   0.008204   0.007892   0.002937         31        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263      0.848      0.855      0.879      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    219/499      4.32G   0.008669    0.01116   0.001558         81        640:   0%|          | 0/168 [00:00<?, ?it/s]
    219/499      4.32G   0.008669    0.01116   0.001558         81        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    219/499      4.32G   0.008004   0.009766   0.002325         77        640:   1%|          | 1/168 [00:00<00:33,  4.92it/s]
    219/499      4.32G   0.008004   0.009766   0.002325         77        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    219/499      4.32G   0.008096   0.009582   0.002886         83        640:   1%|1         | 2/168 [00:00<00:31,  5.26it/s]
    219/499      4.32G   0.008096   0.009582   0.002886         83        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    219/499      4.32G   0.007982   0.009546   0.002691         73        640:   2%|1         | 3/168 [00:00<00:30,  5.37it/s]
    219/499      4.32G   0.007982   0.009546   0.002691         73        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    219/499      4.32G   0.007882   0.009117   0.002894         67        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    219/499      4.32G   0.007882   0.009117   0.002894         67        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    219/499      4.32G   0.007937   0.008795   0.003108         69        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    219/499      4.32G   0.007937   0.008795   0.003108         69        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    219/499      4.32G   0.008077   0.008956   0.003308         72        640:   4%|3         | 6/168 [00:01<00:30,  5.35it/s]
    219/499      4.32G   0.008077   0.008956   0.003308         72        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    219/499      4.32G   0.008007   0.008984   0.003046         80        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    219/499      4.32G   0.008007   0.008984   0.003046         80        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    219/499      4.32G   0.007919   0.008814   0.002825         69        640:   5%|4         | 8/168 [00:01<00:30,  5.31it/s]
    219/499      4.32G   0.007919   0.008814   0.002825         69        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    219/499      4.32G    0.00789   0.008886   0.002699         73        640:   5%|5         | 9/168 [00:01<00:29,  5.38it/s]
    219/499      4.32G    0.00789   0.008886   0.002699         73        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    219/499      4.32G   0.007973   0.008713   0.003127         65        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    219/499      4.32G   0.007973   0.008713   0.003127         65        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    219/499      4.32G   0.007933   0.008589   0.003224         70        640:   7%|6         | 11/168 [00:02<00:29,  5.31it/s]
    219/499      4.32G   0.007933   0.008589   0.003224         70        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
    219/499      4.32G   0.007899   0.008448   0.003087         61        640:   7%|7         | 12/168 [00:02<00:28,  5.38it/s]
    219/499      4.32G   0.007899   0.008448   0.003087         61        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    219/499      4.32G   0.007957   0.008565   0.003171         85        640:   8%|7         | 13/168 [00:02<00:29,  5.24it/s]
    219/499      4.32G   0.007957   0.008565   0.003171         85        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    219/499      4.32G   0.007935   0.008446   0.003246         66        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    219/499      4.32G   0.007935   0.008446   0.003246         66        640:   9%|8         | 15/168 [00:02<00:28,  5.37it/s]
    219/499      4.32G   0.007984   0.008475   0.003303         72        640:   9%|8         | 15/168 [00:03<00:28,  5.37it/s]
    219/499      4.32G   0.007984   0.008475   0.003303         72        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    219/499      4.32G   0.007957   0.008469   0.003194         83        640:  10%|9         | 16/168 [00:03<00:29,  5.22it/s]
    219/499      4.32G   0.007957   0.008469   0.003194         83        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    219/499      4.32G   0.007889   0.008364   0.003021         58        640:  10%|#         | 17/168 [00:03<00:28,  5.28it/s]
    219/499      4.32G   0.007889   0.008364   0.003021         58        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    219/499      4.32G   0.008042   0.008265   0.002943         49        640:  11%|#         | 18/168 [00:03<00:28,  5.35it/s]
    219/499      4.32G   0.008042   0.008265   0.002943         49        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    219/499      4.32G   0.008086   0.008243   0.002974         64        640:  11%|#1        | 19/168 [00:03<00:28,  5.18it/s]
    219/499      4.32G   0.008086   0.008243   0.002974         64        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    219/499      4.32G   0.008074   0.008164   0.002933         56        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    219/499      4.32G   0.008074   0.008164   0.002933         56        640:  12%|#2        | 21/168 [00:03<00:27,  5.31it/s]
    219/499      4.32G   0.008041   0.008102     0.0029         62        640:  12%|#2        | 21/168 [00:04<00:27,  5.31it/s]
    219/499      4.32G   0.008041   0.008102     0.0029         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    219/499      4.32G   0.008088   0.008051   0.002924         47        640:  13%|#3        | 22/168 [00:04<00:28,  5.18it/s]
    219/499      4.32G   0.008088   0.008051   0.002924         47        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    219/499      4.32G   0.008053   0.008015   0.002814         60        640:  14%|#3        | 23/168 [00:04<00:27,  5.27it/s]
    219/499      4.32G   0.008053   0.008015   0.002814         60        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    219/499      4.32G   0.008073   0.008012   0.002832         71        640:  14%|#4        | 24/168 [00:04<00:26,  5.34it/s]
    219/499      4.32G   0.008073   0.008012   0.002832         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    219/499      4.32G   0.008071   0.008045   0.002813         64        640:  15%|#4        | 25/168 [00:04<00:27,  5.16it/s]
    219/499      4.32G   0.008071   0.008045   0.002813         64        640:  15%|#5        | 26/168 [00:04<00:27,  5.25it/s]
    219/499      4.32G   0.008049   0.007984    0.00276         56        640:  15%|#5        | 26/168 [00:05<00:27,  5.25it/s]
    219/499      4.32G   0.008049   0.007984    0.00276         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    219/499      4.32G     0.0081   0.007971    0.00281         58        640:  16%|#6        | 27/168 [00:05<00:26,  5.30it/s]
    219/499      4.32G     0.0081   0.007971    0.00281         58        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    219/499      4.32G   0.008124   0.008001   0.002727         67        640:  17%|#6        | 28/168 [00:05<00:27,  5.18it/s]
    219/499      4.32G   0.008124   0.008001   0.002727         67        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    219/499      4.32G   0.008087   0.008072   0.002688         83        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    219/499      4.32G   0.008087   0.008072   0.002688         83        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    219/499      4.32G   0.008098   0.008054   0.002681         67        640:  18%|#7        | 30/168 [00:05<00:25,  5.34it/s]
    219/499      4.32G   0.008098   0.008054   0.002681         67        640:  18%|#8        | 31/168 [00:05<00:26,  5.20it/s]
    219/499      4.32G   0.008094   0.008043   0.002645         68        640:  18%|#8        | 31/168 [00:06<00:26,  5.20it/s]
    219/499      4.32G   0.008094   0.008043   0.002645         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    219/499      4.32G   0.008096   0.007992   0.002677         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.28it/s]
    219/499      4.32G   0.008096   0.007992   0.002677         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    219/499      4.32G   0.008069   0.007996   0.002824         81        640:  20%|#9        | 33/168 [00:06<00:25,  5.35it/s]
    219/499      4.32G   0.008069   0.007996   0.002824         81        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    219/499      4.32G   0.008097   0.007962   0.002798         53        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    219/499      4.32G   0.008097   0.007962   0.002798         53        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    219/499      4.32G   0.008093   0.007911   0.002755         62        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    219/499      4.32G   0.008093   0.007911   0.002755         62        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    219/499      4.32G   0.008091   0.007944   0.002718         74        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    219/499      4.32G   0.008091   0.007944   0.002718         74        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    219/499      4.32G   0.008086   0.007925    0.00271         73        640:  22%|##2       | 37/168 [00:07<00:25,  5.21it/s]
    219/499      4.32G   0.008086   0.007925    0.00271         73        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    219/499      4.32G   0.008097   0.007934   0.002735         79        640:  23%|##2       | 38/168 [00:07<00:24,  5.29it/s]
    219/499      4.32G   0.008097   0.007934   0.002735         79        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    219/499      4.32G    0.00806    0.00792   0.002728         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.35it/s]
    219/499      4.32G    0.00806    0.00792   0.002728         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    219/499      4.32G    0.00805   0.007918   0.002724         67        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    219/499      4.32G    0.00805   0.007918   0.002724         67        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    219/499      4.32G   0.008045   0.007915   0.002684         59        640:  24%|##4       | 41/168 [00:07<00:23,  5.30it/s]
    219/499      4.32G   0.008045   0.007915   0.002684         59        640:  25%|##5       | 42/168 [00:07<00:23,  5.29it/s]
    219/499      4.32G    0.00804   0.007909   0.002757         61        640:  25%|##5       | 42/168 [00:08<00:23,  5.29it/s]
    219/499      4.32G    0.00804   0.007909   0.002757         61        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    219/499      4.32G   0.008024   0.007907   0.002757         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    219/499      4.32G   0.008024   0.007907   0.002757         75        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    219/499      4.32G   0.008017   0.007928   0.002777         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.28it/s]
    219/499      4.32G   0.008017   0.007928   0.002777         72        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    219/499      4.32G    0.00803   0.007916   0.002839         61        640:  27%|##6       | 45/168 [00:08<00:22,  5.35it/s]
    219/499      4.32G    0.00803   0.007916   0.002839         61        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    219/499      4.32G   0.008014   0.007934   0.002889         79        640:  27%|##7       | 46/168 [00:08<00:23,  5.21it/s]
    219/499      4.32G   0.008014   0.007934   0.002889         79        640:  28%|##7       | 47/168 [00:08<00:23,  5.24it/s]
    219/499      4.32G   0.007999    0.00793   0.002892         69        640:  28%|##7       | 47/168 [00:09<00:23,  5.24it/s]
    219/499      4.32G   0.007999    0.00793   0.002892         69        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    219/499      4.32G   0.007993   0.007938   0.002873         78        640:  29%|##8       | 48/168 [00:09<00:22,  5.34it/s]
    219/499      4.32G   0.007993   0.007938   0.002873         78        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    219/499      4.32G   0.007982   0.007939   0.002826         71        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    219/499      4.32G   0.007982   0.007939   0.002826         71        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    219/499      4.32G   0.007982   0.007915   0.002863         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.31it/s]
    219/499      4.32G   0.007982   0.007915   0.002863         65        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    219/499      4.32G   0.008015   0.007927   0.002856         73        640:  30%|###       | 51/168 [00:09<00:22,  5.31it/s]
    219/499      4.32G   0.008015   0.007927   0.002856         73        640:  31%|###       | 52/168 [00:09<00:22,  5.19it/s]
    219/499      4.32G    0.00799   0.007917   0.002857         75        640:  31%|###       | 52/168 [00:10<00:22,  5.19it/s]
    219/499      4.32G    0.00799   0.007917   0.002857         75        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    219/499      4.32G   0.008002   0.007947   0.002863         85        640:  32%|###1      | 53/168 [00:10<00:21,  5.29it/s]
    219/499      4.32G   0.008002   0.007947   0.002863         85        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    219/499      4.32G   0.007995    0.00793   0.002835         63        640:  32%|###2      | 54/168 [00:10<00:21,  5.35it/s]
    219/499      4.32G   0.007995    0.00793   0.002835         63        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    219/499      4.32G   0.007982   0.007897   0.002874         58        640:  33%|###2      | 55/168 [00:10<00:21,  5.21it/s]
    219/499      4.32G   0.007982   0.007897   0.002874         58        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    219/499      4.32G   0.007971   0.007917   0.002905         84        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    219/499      4.32G   0.007971   0.007917   0.002905         84        640:  34%|###3      | 57/168 [00:10<00:20,  5.36it/s]
    219/499      4.32G    0.00797   0.007899   0.002886         52        640:  34%|###3      | 57/168 [00:11<00:20,  5.36it/s]
    219/499      4.32G    0.00797   0.007899   0.002886         52        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    219/499      4.32G   0.007975   0.007913   0.002878         70        640:  35%|###4      | 58/168 [00:11<00:21,  5.23it/s]
    219/499      4.32G   0.007975   0.007913   0.002878         70        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    219/499      4.32G   0.007964   0.007961    0.00288         76        640:  35%|###5      | 59/168 [00:11<00:20,  5.31it/s]
    219/499      4.32G   0.007964   0.007961    0.00288         76        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    219/499      4.32G   0.007948   0.007935    0.00286         50        640:  36%|###5      | 60/168 [00:11<00:20,  5.39it/s]
    219/499      4.32G   0.007948   0.007935    0.00286         50        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    219/499      4.32G    0.00794   0.007945   0.002846         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.25it/s]
    219/499      4.32G    0.00794   0.007945   0.002846         62        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    219/499      4.32G   0.007941   0.007962    0.00285         88        640:  37%|###6      | 62/168 [00:11<00:19,  5.33it/s]
    219/499      4.32G   0.007941   0.007962    0.00285         88        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    219/499      4.32G    0.00794   0.007944   0.002831         59        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    219/499      4.32G    0.00794   0.007944   0.002831         59        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
    219/499      4.32G   0.007943   0.007951   0.002871         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.23it/s]
    219/499      4.32G   0.007943   0.007951   0.002871         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    219/499      4.32G   0.007939   0.007949   0.002894         75        640:  39%|###8      | 65/168 [00:12<00:19,  5.24it/s]
    219/499      4.32G   0.007939   0.007949   0.002894         75        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    219/499      4.32G   0.007956   0.007947   0.002913         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.28it/s]
    219/499      4.32G   0.007956   0.007947   0.002913         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    219/499      4.32G   0.007936   0.007931   0.002917         64        640:  40%|###9      | 67/168 [00:12<00:19,  5.16it/s]
    219/499      4.32G   0.007936   0.007931   0.002917         64        640:  40%|####      | 68/168 [00:12<00:19,  5.23it/s]
    219/499      4.32G   0.007922   0.007922   0.002948         81        640:  40%|####      | 68/168 [00:13<00:19,  5.23it/s]
    219/499      4.32G   0.007922   0.007922   0.002948         81        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    219/499      4.32G   0.007944   0.007976   0.002928         84        640:  41%|####1     | 69/168 [00:13<00:18,  5.32it/s]
    219/499      4.32G   0.007944   0.007976   0.002928         84        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    219/499      4.32G   0.007949   0.007996   0.002927         83        640:  42%|####1     | 70/168 [00:13<00:19,  5.14it/s]
    219/499      4.32G   0.007949   0.007996   0.002927         83        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
    219/499      4.32G   0.007963   0.007977   0.002894         54        640:  42%|####2     | 71/168 [00:13<00:18,  5.17it/s]
    219/499      4.32G   0.007963   0.007977   0.002894         54        640:  43%|####2     | 72/168 [00:13<00:18,  5.24it/s]
    219/499      4.32G   0.007958   0.008002   0.002887         89        640:  43%|####2     | 72/168 [00:13<00:18,  5.24it/s]
    219/499      4.32G   0.007958   0.008002   0.002887         89        640:  43%|####3     | 73/168 [00:13<00:18,  5.14it/s]
    219/499      4.32G   0.007981   0.007994   0.002928         62        640:  43%|####3     | 73/168 [00:14<00:18,  5.14it/s]
    219/499      4.32G   0.007981   0.007994   0.002928         62        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    219/499      4.32G   0.007978   0.008007   0.002965         65        640:  44%|####4     | 74/168 [00:14<00:17,  5.24it/s]
    219/499      4.32G   0.007978   0.008007   0.002965         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    219/499      4.32G   0.007977   0.007995   0.002992         65        640:  45%|####4     | 75/168 [00:14<00:17,  5.31it/s]
    219/499      4.32G   0.007977   0.007995   0.002992         65        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    219/499      4.32G   0.007963   0.007992   0.002998         72        640:  45%|####5     | 76/168 [00:14<00:17,  5.11it/s]
    219/499      4.32G   0.007963   0.007992   0.002998         72        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    219/499      4.32G   0.007986   0.007974   0.003021         50        640:  46%|####5     | 77/168 [00:14<00:17,  5.20it/s]
    219/499      4.32G   0.007986   0.007974   0.003021         50        640:  46%|####6     | 78/168 [00:14<00:16,  5.30it/s]
    219/499      4.32G      0.008   0.007964   0.003033         65        640:  46%|####6     | 78/168 [00:15<00:16,  5.30it/s]
    219/499      4.32G      0.008   0.007964   0.003033         65        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    219/499      4.32G   0.008015    0.00798   0.003005         67        640:  47%|####7     | 79/168 [00:15<00:17,  5.19it/s]
    219/499      4.32G   0.008015    0.00798   0.003005         67        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    219/499      4.32G      0.008   0.007984    0.00301         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.29it/s]
    219/499      4.32G      0.008   0.007984    0.00301         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    219/499      4.32G   0.007992   0.007975   0.003061         68        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    219/499      4.32G   0.007992   0.007975   0.003061         68        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    219/499      4.32G   0.007998   0.007986   0.003098         77        640:  49%|####8     | 82/168 [00:15<00:16,  5.22it/s]
    219/499      4.32G   0.007998   0.007986   0.003098         77        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    219/499      4.32G   0.008012   0.007978   0.003086         63        640:  49%|####9     | 83/168 [00:15<00:15,  5.32it/s]
    219/499      4.32G   0.008012   0.007978   0.003086         63        640:  50%|#####     | 84/168 [00:15<00:15,  5.38it/s]
    219/499      4.32G   0.008031   0.007977   0.003084         69        640:  50%|#####     | 84/168 [00:16<00:15,  5.38it/s]
    219/499      4.32G   0.008031   0.007977   0.003084         69        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    219/499      4.32G    0.00803   0.007974   0.003084         63        640:  51%|#####     | 85/168 [00:16<00:15,  5.25it/s]
    219/499      4.32G    0.00803   0.007974   0.003084         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    219/499      4.32G   0.008018   0.007972   0.003087         67        640:  51%|#####1    | 86/168 [00:16<00:15,  5.33it/s]
    219/499      4.32G   0.008018   0.007972   0.003087         67        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    219/499      4.32G   0.008022   0.007939   0.003077         56        640:  52%|#####1    | 87/168 [00:16<00:15,  5.39it/s]
    219/499      4.32G   0.008022   0.007939   0.003077         56        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    219/499      4.32G   0.008027    0.00795   0.003087         78        640:  52%|#####2    | 88/168 [00:16<00:15,  5.24it/s]
    219/499      4.32G   0.008027    0.00795   0.003087         78        640:  53%|#####2    | 89/168 [00:16<00:14,  5.31it/s]
    219/499      4.32G   0.008041   0.007949   0.003081         72        640:  53%|#####2    | 89/168 [00:17<00:14,  5.31it/s]
    219/499      4.32G   0.008041   0.007949   0.003081         72        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    219/499      4.32G   0.008044   0.007938   0.003066         64        640:  54%|#####3    | 90/168 [00:17<00:14,  5.38it/s]
    219/499      4.32G   0.008044   0.007938   0.003066         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    219/499      4.32G   0.008059   0.007959   0.003064         77        640:  54%|#####4    | 91/168 [00:17<00:14,  5.23it/s]
    219/499      4.32G   0.008059   0.007959   0.003064         77        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    219/499      4.32G   0.008059   0.007946   0.003058         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    219/499      4.32G   0.008059   0.007946   0.003058         64        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    219/499      4.32G    0.00805   0.007938   0.003076         78        640:  55%|#####5    | 93/168 [00:17<00:13,  5.36it/s]
    219/499      4.32G    0.00805   0.007938   0.003076         78        640:  56%|#####5    | 94/168 [00:17<00:14,  5.19it/s]
    219/499      4.32G   0.008059   0.007923   0.003074         59        640:  56%|#####5    | 94/168 [00:18<00:14,  5.19it/s]
    219/499      4.32G   0.008059   0.007923   0.003074         59        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    219/499      4.32G   0.008039   0.007911   0.003094         73        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    219/499      4.32G   0.008039   0.007911   0.003094         73        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    219/499      4.32G   0.008063    0.00791   0.003113         63        640:  57%|#####7    | 96/168 [00:18<00:13,  5.38it/s]
    219/499      4.32G   0.008063    0.00791   0.003113         63        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    219/499      4.32G   0.008077   0.007929   0.003136         69        640:  58%|#####7    | 97/168 [00:18<00:13,  5.21it/s]
    219/499      4.32G   0.008077   0.007929   0.003136         69        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    219/499      4.32G   0.008076   0.007924   0.003127         67        640:  58%|#####8    | 98/168 [00:18<00:13,  5.24it/s]
    219/499      4.32G   0.008076   0.007924   0.003127         67        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    219/499      4.32G   0.008066   0.007913   0.003114         55        640:  59%|#####8    | 99/168 [00:18<00:12,  5.32it/s]
    219/499      4.32G   0.008066   0.007913   0.003114         55        640:  60%|#####9    | 100/168 [00:18<00:13,  5.21it/s]
    219/499      4.32G    0.00808   0.007931   0.003136         79        640:  60%|#####9    | 100/168 [00:19<00:13,  5.21it/s]
    219/499      4.32G    0.00808   0.007931   0.003136         79        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    219/499      4.32G   0.008084   0.007956   0.003135         87        640:  60%|######    | 101/168 [00:19<00:12,  5.30it/s]
    219/499      4.32G   0.008084   0.007956   0.003135         87        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    219/499      4.32G   0.008066    0.00795    0.00314         62        640:  61%|######    | 102/168 [00:19<00:12,  5.40it/s]
    219/499      4.32G   0.008066    0.00795    0.00314         62        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    219/499      4.32G   0.008075   0.007973   0.003164         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.25it/s]
    219/499      4.32G   0.008075   0.007973   0.003164         71        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    219/499      4.32G   0.008074   0.007993   0.003164         85        640:  62%|######1   | 104/168 [00:19<00:12,  5.33it/s]
    219/499      4.32G   0.008074   0.007993   0.003164         85        640:  62%|######2   | 105/168 [00:19<00:11,  5.38it/s]
    219/499      4.32G    0.00807   0.008041   0.003163         83        640:  62%|######2   | 105/168 [00:20<00:11,  5.38it/s]
    219/499      4.32G    0.00807   0.008041   0.003163         83        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    219/499      4.32G   0.008074   0.008055   0.003149         77        640:  63%|######3   | 106/168 [00:20<00:11,  5.17it/s]
    219/499      4.32G   0.008074   0.008055   0.003149         77        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    219/499      4.32G    0.00808   0.008054   0.003143         75        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    219/499      4.32G    0.00808   0.008054   0.003143         75        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    219/499      4.32G   0.008075   0.008057   0.003137         76        640:  64%|######4   | 108/168 [00:20<00:11,  5.33it/s]
    219/499      4.32G   0.008075   0.008057   0.003137         76        640:  65%|######4   | 109/168 [00:20<00:11,  5.10it/s]
    219/499      4.32G   0.008074   0.008059   0.003141         82        640:  65%|######4   | 109/168 [00:20<00:11,  5.10it/s]
    219/499      4.32G   0.008074   0.008059   0.003141         82        640:  65%|######5   | 110/168 [00:20<00:11,  5.22it/s]
    219/499      4.32G   0.008083    0.00808   0.003134         68        640:  65%|######5   | 110/168 [00:21<00:11,  5.22it/s]
    219/499      4.32G   0.008083    0.00808   0.003134         68        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    219/499      4.32G   0.008108   0.008092   0.003142         61        640:  66%|######6   | 111/168 [00:21<00:10,  5.29it/s]
    219/499      4.32G   0.008108   0.008092   0.003142         61        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    219/499      4.32G   0.008122   0.008091   0.003122         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.16it/s]
    219/499      4.32G   0.008122   0.008091   0.003122         59        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    219/499      4.32G   0.008125   0.008091   0.003131         77        640:  67%|######7   | 113/168 [00:21<00:10,  5.23it/s]
    219/499      4.32G   0.008125   0.008091   0.003131         77        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    219/499      4.32G   0.008122   0.008075   0.003122         60        640:  68%|######7   | 114/168 [00:21<00:10,  5.30it/s]
    219/499      4.32G   0.008122   0.008075   0.003122         60        640:  68%|######8   | 115/168 [00:21<00:10,  5.18it/s]
    219/499      4.32G   0.008114   0.008061   0.003121         69        640:  68%|######8   | 115/168 [00:22<00:10,  5.18it/s]
    219/499      4.32G   0.008114   0.008061   0.003121         69        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    219/499      4.32G   0.008109   0.008074   0.003122         68        640:  69%|######9   | 116/168 [00:22<00:09,  5.24it/s]
    219/499      4.32G   0.008109   0.008074   0.003122         68        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    219/499      4.32G   0.008108    0.00809   0.003118         84        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    219/499      4.32G   0.008108    0.00809   0.003118         84        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    219/499      4.32G   0.008105   0.008081   0.003108         74        640:  70%|#######   | 118/168 [00:22<00:09,  5.14it/s]
    219/499      4.32G   0.008105   0.008081   0.003108         74        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    219/499      4.32G   0.008111   0.008067     0.0031         52        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    219/499      4.32G   0.008111   0.008067     0.0031         52        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    219/499      4.32G   0.008101   0.008059   0.003085         53        640:  71%|#######1  | 120/168 [00:22<00:09,  5.31it/s]
    219/499      4.32G   0.008101   0.008059   0.003085         53        640:  72%|#######2  | 121/168 [00:22<00:09,  5.18it/s]
    219/499      4.32G   0.008105   0.008076   0.003061         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.18it/s]
    219/499      4.32G   0.008105   0.008076   0.003061         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    219/499      4.32G   0.008105   0.008067   0.003058         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.24it/s]
    219/499      4.32G   0.008105   0.008067   0.003058         67        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    219/499      4.32G   0.008111   0.008071   0.003047         65        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    219/499      4.32G   0.008111   0.008071   0.003047         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    219/499      4.32G   0.008104   0.008067   0.003032         53        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    219/499      4.32G   0.008104   0.008067   0.003032         53        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    219/499      4.32G   0.008106   0.008066   0.003045         69        640:  74%|#######4  | 125/168 [00:23<00:08,  5.26it/s]
    219/499      4.32G   0.008106   0.008066   0.003045         69        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    219/499      4.32G     0.0081   0.008064   0.003027         63        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    219/499      4.32G     0.0081   0.008064   0.003027         63        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    219/499      4.32G   0.008089   0.008061   0.003032         67        640:  76%|#######5  | 127/168 [00:24<00:07,  5.18it/s]
    219/499      4.32G   0.008089   0.008061   0.003032         67        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    219/499      4.32G   0.008086    0.00807   0.003022         79        640:  76%|#######6  | 128/168 [00:24<00:07,  5.28it/s]
    219/499      4.32G   0.008086    0.00807   0.003022         79        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    219/499      4.32G    0.00808   0.008073    0.00302         71        640:  77%|#######6  | 129/168 [00:24<00:07,  5.34it/s]
    219/499      4.32G    0.00808   0.008073    0.00302         71        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    219/499      4.32G   0.008082   0.008079   0.003012         77        640:  77%|#######7  | 130/168 [00:24<00:07,  5.21it/s]
    219/499      4.32G   0.008082   0.008079   0.003012         77        640:  78%|#######7  | 131/168 [00:24<00:07,  5.27it/s]
    219/499      4.32G   0.008076   0.008072   0.002991         68        640:  78%|#######7  | 131/168 [00:25<00:07,  5.27it/s]
    219/499      4.32G   0.008076   0.008072   0.002991         68        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    219/499      4.32G   0.008088   0.008068   0.002994         60        640:  79%|#######8  | 132/168 [00:25<00:06,  5.35it/s]
    219/499      4.32G   0.008088   0.008068   0.002994         60        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    219/499      4.32G   0.008097    0.00808   0.002991         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.22it/s]
    219/499      4.32G   0.008097    0.00808   0.002991         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    219/499      4.32G   0.008094   0.008094   0.002995         82        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    219/499      4.32G   0.008094   0.008094   0.002995         82        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    219/499      4.32G   0.008102   0.008083   0.002988         51        640:  80%|########  | 135/168 [00:25<00:06,  5.32it/s]
    219/499      4.32G   0.008102   0.008083   0.002988         51        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    219/499      4.32G   0.008105   0.008102   0.002981         91        640:  81%|########  | 136/168 [00:26<00:06,  5.21it/s]
    219/499      4.32G   0.008105   0.008102   0.002981         91        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    219/499      4.32G    0.00809   0.008085   0.002999         53        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    219/499      4.32G    0.00809   0.008085   0.002999         53        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    219/499      4.32G   0.008098   0.008079   0.002992         70        640:  82%|########2 | 138/168 [00:26<00:05,  5.38it/s]
    219/499      4.32G   0.008098   0.008079   0.002992         70        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    219/499      4.32G   0.008097   0.008077   0.002997         64        640:  83%|########2 | 139/168 [00:26<00:05,  5.23it/s]
    219/499      4.32G   0.008097   0.008077   0.002997         64        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    219/499      4.32G   0.008111    0.00808   0.002995         58        640:  83%|########3 | 140/168 [00:26<00:05,  5.32it/s]
    219/499      4.32G   0.008111    0.00808   0.002995         58        640:  84%|########3 | 141/168 [00:26<00:05,  5.40it/s]
    219/499      4.32G   0.008108   0.008077   0.003013         70        640:  84%|########3 | 141/168 [00:26<00:05,  5.40it/s]
    219/499      4.32G   0.008108   0.008077   0.003013         70        640:  85%|########4 | 142/168 [00:26<00:04,  5.21it/s]
    219/499      4.32G   0.008108   0.008073   0.003002         57        640:  85%|########4 | 142/168 [00:27<00:04,  5.21it/s]
    219/499      4.32G   0.008108   0.008073   0.003002         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    219/499      4.32G   0.008116   0.008058   0.003016         59        640:  85%|########5 | 143/168 [00:27<00:04,  5.27it/s]
    219/499      4.32G   0.008116   0.008058   0.003016         59        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    219/499      4.32G   0.008119   0.008078   0.003021         97        640:  86%|########5 | 144/168 [00:27<00:04,  5.29it/s]
    219/499      4.32G   0.008119   0.008078   0.003021         97        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    219/499      4.32G    0.00811    0.00806    0.00301         59        640:  86%|########6 | 145/168 [00:27<00:04,  5.19it/s]
    219/499      4.32G    0.00811    0.00806    0.00301         59        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    219/499      4.32G   0.008116   0.008067   0.003011         87        640:  87%|########6 | 146/168 [00:27<00:04,  5.29it/s]
    219/499      4.32G   0.008116   0.008067   0.003011         87        640:  88%|########7 | 147/168 [00:27<00:03,  5.38it/s]
    219/499      4.32G   0.008118   0.008081   0.003024         76        640:  88%|########7 | 147/168 [00:28<00:03,  5.38it/s]
    219/499      4.32G   0.008118   0.008081   0.003024         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
    219/499      4.32G   0.008117   0.008074    0.00303         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.24it/s]
    219/499      4.32G   0.008117   0.008074    0.00303         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    219/499      4.32G   0.008109    0.00807   0.003028         64        640:  89%|########8 | 149/168 [00:28<00:03,  5.32it/s]
    219/499      4.32G   0.008109    0.00807   0.003028         64        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    219/499      4.32G   0.008108   0.008059   0.003029         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.38it/s]
    219/499      4.32G   0.008108   0.008059   0.003029         57        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    219/499      4.32G   0.008101   0.008049    0.00303         62        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    219/499      4.32G   0.008101   0.008049    0.00303         62        640:  90%|######### | 152/168 [00:28<00:03,  5.31it/s]
    219/499      4.32G   0.008104   0.008047   0.003032         69        640:  90%|######### | 152/168 [00:29<00:03,  5.31it/s]
    219/499      4.32G   0.008104   0.008047   0.003032         69        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    219/499      4.32G   0.008097   0.008044    0.00304         71        640:  91%|#########1| 153/168 [00:29<00:02,  5.31it/s]
    219/499      4.32G   0.008097   0.008044    0.00304         71        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    219/499      4.32G   0.008097   0.008036   0.003023         58        640:  92%|#########1| 154/168 [00:29<00:02,  5.14it/s]
    219/499      4.32G   0.008097   0.008036   0.003023         58        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    219/499      4.32G     0.0081   0.008021   0.003031         63        640:  92%|#########2| 155/168 [00:29<00:02,  5.25it/s]
    219/499      4.32G     0.0081   0.008021   0.003031         63        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    219/499      4.32G     0.0081   0.008005   0.003033         46        640:  93%|#########2| 156/168 [00:29<00:02,  5.30it/s]
    219/499      4.32G     0.0081   0.008005   0.003033         46        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    219/499      4.32G   0.008096    0.00801   0.003027         85        640:  93%|#########3| 157/168 [00:29<00:02,  5.17it/s]
    219/499      4.32G   0.008096    0.00801   0.003027         85        640:  94%|#########4| 158/168 [00:29<00:01,  5.26it/s]
    219/499      4.32G     0.0081    0.00802   0.003025         63        640:  94%|#########4| 158/168 [00:30<00:01,  5.26it/s]
    219/499      4.32G     0.0081    0.00802   0.003025         63        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    219/499      4.32G    0.00811   0.008034   0.003018         83        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    219/499      4.32G    0.00811   0.008034   0.003018         83        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    219/499      4.32G   0.008115   0.008043   0.003006         67        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    219/499      4.32G   0.008115   0.008043   0.003006         67        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    219/499      4.32G   0.008121   0.008055   0.003004         80        640:  96%|#########5| 161/168 [00:30<00:01,  5.27it/s]
    219/499      4.32G   0.008121   0.008055   0.003004         80        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    219/499      4.32G   0.008128   0.008052   0.002999         57        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    219/499      4.32G   0.008128   0.008052   0.002999         57        640:  97%|#########7| 163/168 [00:30<00:00,  5.21it/s]
    219/499      4.32G   0.008127    0.00805   0.003019         77        640:  97%|#########7| 163/168 [00:31<00:00,  5.21it/s]
    219/499      4.32G   0.008127    0.00805   0.003019         77        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    219/499      4.32G   0.008127   0.008058   0.003013         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.27it/s]
    219/499      4.32G   0.008127   0.008058   0.003013         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    219/499      4.32G   0.008126   0.008059   0.003017         65        640:  98%|#########8| 165/168 [00:31<00:00,  5.34it/s]
    219/499      4.32G   0.008126   0.008059   0.003017         65        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    219/499      4.32G   0.008124   0.008055   0.003031         61        640:  99%|#########8| 166/168 [00:31<00:00,  5.21it/s]
    219/499      4.32G   0.008124   0.008055   0.003031         61        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    219/499      4.32G    0.00812   0.008052   0.003033         36        640:  99%|#########9| 167/168 [00:31<00:00,  5.30it/s]
    219/499      4.32G    0.00812   0.008052   0.003033         36        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    219/499      4.32G    0.00812   0.008052   0.003033         36        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.49it/s]
                   all        132        263      0.848      0.855      0.876      0.757

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    220/499      4.32G   0.007944   0.005752   0.004301         59        640:   0%|          | 0/168 [00:00<?, ?it/s]
    220/499      4.32G   0.007944   0.005752   0.004301         59        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    220/499      4.32G   0.008825    0.00815   0.002671         80        640:   1%|          | 1/168 [00:00<00:33,  4.95it/s]
    220/499      4.32G   0.008825    0.00815   0.002671         80        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    220/499      4.32G   0.008499   0.007571   0.002091         59        640:   1%|1         | 2/168 [00:00<00:31,  5.29it/s]
    220/499      4.32G   0.008499   0.007571   0.002091         59        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    220/499      4.32G   0.008563    0.00717   0.002018         56        640:   2%|1         | 3/168 [00:00<00:30,  5.40it/s]
    220/499      4.32G   0.008563    0.00717   0.002018         56        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    220/499      4.32G   0.008608   0.007339   0.002344         68        640:   2%|2         | 4/168 [00:00<00:31,  5.22it/s]
    220/499      4.32G   0.008608   0.007339   0.002344         68        640:   3%|2         | 5/168 [00:00<00:30,  5.33it/s]
    220/499      4.32G   0.008681   0.007479   0.002884         71        640:   3%|2         | 5/168 [00:01<00:30,  5.33it/s]
    220/499      4.32G   0.008681   0.007479   0.002884         71        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    220/499      4.32G   0.008599   0.007573   0.003019         67        640:   4%|3         | 6/168 [00:01<00:30,  5.38it/s]
    220/499      4.32G   0.008599   0.007573   0.003019         67        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    220/499      4.32G   0.008516   0.007491   0.002808         53        640:   4%|4         | 7/168 [00:01<00:30,  5.22it/s]
    220/499      4.32G   0.008516   0.007491   0.002808         53        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
    220/499      4.32G   0.008499   0.007583    0.00268         57        640:   5%|4         | 8/168 [00:01<00:29,  5.34it/s]
    220/499      4.32G   0.008499   0.007583    0.00268         57        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    220/499      4.32G   0.008407   0.007544   0.002691         80        640:   5%|5         | 9/168 [00:01<00:29,  5.40it/s]
    220/499      4.32G   0.008407   0.007544   0.002691         80        640:   6%|5         | 10/168 [00:01<00:30,  5.25it/s]
    220/499      4.32G   0.008326   0.007448   0.002572         59        640:   6%|5         | 10/168 [00:02<00:30,  5.25it/s]
    220/499      4.32G   0.008326   0.007448   0.002572         59        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    220/499      4.32G    0.00837   0.007384   0.002653         69        640:   7%|6         | 11/168 [00:02<00:29,  5.33it/s]
    220/499      4.32G    0.00837   0.007384   0.002653         69        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    220/499      4.32G   0.008326   0.007541   0.002684         68        640:   7%|7         | 12/168 [00:02<00:28,  5.39it/s]
    220/499      4.32G   0.008326   0.007541   0.002684         68        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    220/499      4.32G   0.008268   0.007563   0.002607         68        640:   8%|7         | 13/168 [00:02<00:29,  5.25it/s]
    220/499      4.32G   0.008268   0.007563   0.002607         68        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    220/499      4.32G    0.00824   0.007474   0.002481         50        640:   8%|8         | 14/168 [00:02<00:28,  5.32it/s]
    220/499      4.32G    0.00824   0.007474   0.002481         50        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
    220/499      4.32G   0.008182   0.007491   0.002453         71        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
    220/499      4.32G   0.008182   0.007491   0.002453         71        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    220/499      4.32G   0.008233   0.007383   0.002574         50        640:  10%|9         | 16/168 [00:03<00:29,  5.20it/s]
    220/499      4.32G   0.008233   0.007383   0.002574         50        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    220/499      4.32G   0.008179   0.007285   0.002516         49        640:  10%|#         | 17/168 [00:03<00:28,  5.24it/s]
    220/499      4.32G   0.008179   0.007285   0.002516         49        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
    220/499      4.32G    0.00817   0.007331    0.00246         68        640:  11%|#         | 18/168 [00:03<00:28,  5.28it/s]
    220/499      4.32G    0.00817   0.007331    0.00246         68        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    220/499      4.32G   0.008217   0.007455   0.002605         88        640:  11%|#1        | 19/168 [00:03<00:28,  5.17it/s]
    220/499      4.32G   0.008217   0.007455   0.002605         88        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    220/499      4.32G   0.008212   0.007424    0.00271         65        640:  12%|#1        | 20/168 [00:03<00:28,  5.27it/s]
    220/499      4.32G   0.008212   0.007424    0.00271         65        640:  12%|#2        | 21/168 [00:03<00:27,  5.35it/s]
    220/499      4.32G   0.008206   0.007479   0.002722         73        640:  12%|#2        | 21/168 [00:04<00:27,  5.35it/s]
    220/499      4.32G   0.008206   0.007479   0.002722         73        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    220/499      4.32G    0.00819   0.007494   0.002732         78        640:  13%|#3        | 22/168 [00:04<00:28,  5.21it/s]
    220/499      4.32G    0.00819   0.007494   0.002732         78        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    220/499      4.32G   0.008123   0.007474   0.002719         57        640:  14%|#3        | 23/168 [00:04<00:27,  5.32it/s]
    220/499      4.32G   0.008123   0.007474   0.002719         57        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    220/499      4.32G    0.00813   0.007558   0.002698         78        640:  14%|#4        | 24/168 [00:04<00:26,  5.40it/s]
    220/499      4.32G    0.00813   0.007558   0.002698         78        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    220/499      4.32G   0.008086   0.007555   0.002722         71        640:  15%|#4        | 25/168 [00:04<00:27,  5.24it/s]
    220/499      4.32G   0.008086   0.007555   0.002722         71        640:  15%|#5        | 26/168 [00:04<00:26,  5.33it/s]
    220/499      4.32G    0.00807   0.007504     0.0027         56        640:  15%|#5        | 26/168 [00:05<00:26,  5.33it/s]
    220/499      4.32G    0.00807   0.007504     0.0027         56        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    220/499      4.32G   0.008078    0.00755   0.002746         62        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    220/499      4.32G   0.008078    0.00755   0.002746         62        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
    220/499      4.32G   0.008124   0.007568   0.002853         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.24it/s]
    220/499      4.32G   0.008124   0.007568   0.002853         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    220/499      4.32G    0.00811   0.007547    0.00291         71        640:  17%|#7        | 29/168 [00:05<00:26,  5.32it/s]
    220/499      4.32G    0.00811   0.007547    0.00291         71        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    220/499      4.32G   0.008123   0.007605   0.002893         70        640:  18%|#7        | 30/168 [00:05<00:25,  5.39it/s]
    220/499      4.32G   0.008123   0.007605   0.002893         70        640:  18%|#8        | 31/168 [00:05<00:26,  5.24it/s]
    220/499      4.32G   0.008099   0.007621   0.002843         66        640:  18%|#8        | 31/168 [00:06<00:26,  5.24it/s]
    220/499      4.32G   0.008099   0.007621   0.002843         66        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    220/499      4.32G   0.008068   0.007595   0.002817         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    220/499      4.32G   0.008068   0.007595   0.002817         64        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    220/499      4.32G   0.008087   0.007614   0.002856         71        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    220/499      4.32G   0.008087   0.007614   0.002856         71        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    220/499      4.32G   0.008052   0.007591   0.002861         56        640:  20%|##        | 34/168 [00:06<00:25,  5.23it/s]
    220/499      4.32G   0.008052   0.007591   0.002861         56        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    220/499      4.32G   0.008004   0.007547   0.002924         55        640:  21%|##        | 35/168 [00:06<00:25,  5.26it/s]
    220/499      4.32G   0.008004   0.007547   0.002924         55        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    220/499      4.32G   0.008011   0.007581   0.002997         63        640:  21%|##1       | 36/168 [00:06<00:24,  5.32it/s]
    220/499      4.32G   0.008011   0.007581   0.002997         63        640:  22%|##2       | 37/168 [00:06<00:25,  5.20it/s]
    220/499      4.32G   0.008014   0.007615   0.002985         77        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    220/499      4.32G   0.008014   0.007615   0.002985         77        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    220/499      4.32G   0.008034   0.007635   0.002995         67        640:  23%|##2       | 38/168 [00:07<00:24,  5.26it/s]
    220/499      4.32G   0.008034   0.007635   0.002995         67        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    220/499      4.32G   0.008042   0.007653   0.002989         70        640:  23%|##3       | 39/168 [00:07<00:24,  5.32it/s]
    220/499      4.32G   0.008042   0.007653   0.002989         70        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    220/499      4.32G   0.008033   0.007672   0.003072         71        640:  24%|##3       | 40/168 [00:07<00:25,  5.11it/s]
    220/499      4.32G   0.008033   0.007672   0.003072         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    220/499      4.32G   0.008012   0.007603    0.00307         56        640:  24%|##4       | 41/168 [00:07<00:24,  5.22it/s]
    220/499      4.32G   0.008012   0.007603    0.00307         56        640:  25%|##5       | 42/168 [00:07<00:23,  5.31it/s]
    220/499      4.32G   0.007976   0.007652   0.003087         75        640:  25%|##5       | 42/168 [00:08<00:23,  5.31it/s]
    220/499      4.32G   0.007976   0.007652   0.003087         75        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    220/499      4.32G   0.007969   0.007628   0.003128         60        640:  26%|##5       | 43/168 [00:08<00:24,  5.19it/s]
    220/499      4.32G   0.007969   0.007628   0.003128         60        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    220/499      4.32G   0.007972   0.007625   0.003115         74        640:  26%|##6       | 44/168 [00:08<00:23,  5.27it/s]
    220/499      4.32G   0.007972   0.007625   0.003115         74        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    220/499      4.32G   0.007984   0.007612   0.003106         62        640:  27%|##6       | 45/168 [00:08<00:23,  5.34it/s]
    220/499      4.32G   0.007984   0.007612   0.003106         62        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    220/499      4.32G   0.007958   0.007573   0.003041         53        640:  27%|##7       | 46/168 [00:08<00:23,  5.19it/s]
    220/499      4.32G   0.007958   0.007573   0.003041         53        640:  28%|##7       | 47/168 [00:08<00:22,  5.28it/s]
    220/499      4.32G   0.007963   0.007558   0.003094         63        640:  28%|##7       | 47/168 [00:09<00:22,  5.28it/s]
    220/499      4.32G   0.007963   0.007558   0.003094         63        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    220/499      4.32G   0.007983   0.007584   0.003121         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.36it/s]
    220/499      4.32G   0.007983   0.007584   0.003121         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    220/499      4.32G   0.007996    0.00759   0.003061         65        640:  29%|##9       | 49/168 [00:09<00:22,  5.22it/s]
    220/499      4.32G   0.007996    0.00759   0.003061         65        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    220/499      4.32G   0.008022   0.007595   0.003048         66        640:  30%|##9       | 50/168 [00:09<00:22,  5.30it/s]
    220/499      4.32G   0.008022   0.007595   0.003048         66        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    220/499      4.32G    0.00805   0.007646   0.003037         69        640:  30%|###       | 51/168 [00:09<00:21,  5.38it/s]
    220/499      4.32G    0.00805   0.007646   0.003037         69        640:  31%|###       | 52/168 [00:09<00:22,  5.23it/s]
    220/499      4.32G   0.008065   0.007638    0.00307         59        640:  31%|###       | 52/168 [00:10<00:22,  5.23it/s]
    220/499      4.32G   0.008065   0.007638    0.00307         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    220/499      4.32G   0.008036   0.007642   0.003049         79        640:  32%|###1      | 53/168 [00:10<00:21,  5.25it/s]
    220/499      4.32G   0.008036   0.007642   0.003049         79        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    220/499      4.32G   0.008049   0.007604    0.00304         51        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    220/499      4.32G   0.008049   0.007604    0.00304         51        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    220/499      4.32G   0.008062   0.007643   0.003045         75        640:  33%|###2      | 55/168 [00:10<00:21,  5.19it/s]
    220/499      4.32G   0.008062   0.007643   0.003045         75        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    220/499      4.32G   0.008121   0.007593   0.003013         46        640:  33%|###3      | 56/168 [00:10<00:21,  5.28it/s]
    220/499      4.32G   0.008121   0.007593   0.003013         46        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    220/499      4.32G   0.008136   0.007631   0.002996         69        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    220/499      4.32G   0.008136   0.007631   0.002996         69        640:  35%|###4      | 58/168 [00:10<00:21,  5.21it/s]
    220/499      4.32G   0.008131   0.007618    0.00299         73        640:  35%|###4      | 58/168 [00:11<00:21,  5.21it/s]
    220/499      4.32G   0.008131   0.007618    0.00299         73        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    220/499      4.32G    0.00811   0.007637   0.002953         68        640:  35%|###5      | 59/168 [00:11<00:20,  5.30it/s]
    220/499      4.32G    0.00811   0.007637   0.002953         68        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    220/499      4.32G   0.008097   0.007595   0.002951         55        640:  36%|###5      | 60/168 [00:11<00:20,  5.37it/s]
    220/499      4.32G   0.008097   0.007595   0.002951         55        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    220/499      4.32G   0.008089   0.007595   0.002957         62        640:  36%|###6      | 61/168 [00:11<00:20,  5.17it/s]
    220/499      4.32G   0.008089   0.007595   0.002957         62        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    220/499      4.32G   0.008105   0.007609   0.002988         65        640:  37%|###6      | 62/168 [00:11<00:20,  5.28it/s]
    220/499      4.32G   0.008105   0.007609   0.002988         65        640:  38%|###7      | 63/168 [00:11<00:19,  5.34it/s]
    220/499      4.32G   0.008098   0.007593   0.002987         52        640:  38%|###7      | 63/168 [00:12<00:19,  5.34it/s]
    220/499      4.32G   0.008098   0.007593   0.002987         52        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    220/499      4.32G   0.008107   0.007615   0.002978         73        640:  38%|###8      | 64/168 [00:12<00:19,  5.22it/s]
    220/499      4.32G   0.008107   0.007615   0.002978         73        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    220/499      4.32G    0.00809   0.007625   0.002985         67        640:  39%|###8      | 65/168 [00:12<00:19,  5.31it/s]
    220/499      4.32G    0.00809   0.007625   0.002985         67        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    220/499      4.32G   0.008074   0.007628   0.002981         71        640:  39%|###9      | 66/168 [00:12<00:19,  5.35it/s]
    220/499      4.32G   0.008074   0.007628   0.002981         71        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    220/499      4.32G   0.008089   0.007645   0.002971         73        640:  40%|###9      | 67/168 [00:12<00:19,  5.22it/s]
    220/499      4.32G   0.008089   0.007645   0.002971         73        640:  40%|####      | 68/168 [00:12<00:18,  5.30it/s]
    220/499      4.32G   0.008105   0.007632   0.002934         50        640:  40%|####      | 68/168 [00:13<00:18,  5.30it/s]
    220/499      4.32G   0.008105   0.007632   0.002934         50        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    220/499      4.32G   0.008112   0.007653   0.002942         73        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    220/499      4.32G   0.008112   0.007653   0.002942         73        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    220/499      4.32G   0.008103    0.00768   0.002973         87        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    220/499      4.32G   0.008103    0.00768   0.002973         87        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    220/499      4.32G   0.008099   0.007672   0.002948         45        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    220/499      4.32G   0.008099   0.007672   0.002948         45        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    220/499      4.32G   0.008096   0.007654    0.00295         66        640:  43%|####2     | 72/168 [00:13<00:17,  5.34it/s]
    220/499      4.32G   0.008096   0.007654    0.00295         66        640:  43%|####3     | 73/168 [00:13<00:18,  5.22it/s]
    220/499      4.32G   0.008079   0.007609   0.002935         49        640:  43%|####3     | 73/168 [00:14<00:18,  5.22it/s]
    220/499      4.32G   0.008079   0.007609   0.002935         49        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    220/499      4.32G   0.008077   0.007601   0.002913         52        640:  44%|####4     | 74/168 [00:14<00:17,  5.27it/s]
    220/499      4.32G   0.008077   0.007601   0.002913         52        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    220/499      4.32G   0.008099   0.007603   0.002877         58        640:  45%|####4     | 75/168 [00:14<00:17,  5.35it/s]
    220/499      4.32G   0.008099   0.007603   0.002877         58        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    220/499      4.32G   0.008092   0.007598   0.002865         63        640:  45%|####5     | 76/168 [00:14<00:17,  5.20it/s]
    220/499      4.32G   0.008092   0.007598   0.002865         63        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    220/499      4.32G   0.008085   0.007576   0.002847         58        640:  46%|####5     | 77/168 [00:14<00:17,  5.29it/s]
    220/499      4.32G   0.008085   0.007576   0.002847         58        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    220/499      4.32G   0.008074   0.007581   0.002844         72        640:  46%|####6     | 78/168 [00:14<00:16,  5.34it/s]
    220/499      4.32G   0.008074   0.007581   0.002844         72        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    220/499      4.32G    0.00808   0.007589   0.002845         72        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    220/499      4.32G    0.00808   0.007589   0.002845         72        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    220/499      4.32G   0.008058   0.007579   0.002865         75        640:  48%|####7     | 80/168 [00:15<00:16,  5.30it/s]
    220/499      4.32G   0.008058   0.007579   0.002865         75        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    220/499      4.32G   0.008067   0.007581   0.002853         59        640:  48%|####8     | 81/168 [00:15<00:16,  5.35it/s]
    220/499      4.32G   0.008067   0.007581   0.002853         59        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    220/499      4.32G    0.00805   0.007586   0.002862         69        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    220/499      4.32G    0.00805   0.007586   0.002862         69        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
    220/499      4.32G   0.008045   0.007564   0.002843         55        640:  49%|####9     | 83/168 [00:15<00:16,  5.20it/s]
    220/499      4.32G   0.008045   0.007564   0.002843         55        640:  50%|#####     | 84/168 [00:15<00:16,  5.18it/s]
    220/499      4.32G   0.008034   0.007548   0.002867         50        640:  50%|#####     | 84/168 [00:16<00:16,  5.18it/s]
    220/499      4.32G   0.008034   0.007548   0.002867         50        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
    220/499      4.32G    0.00803    0.00752   0.002856         52        640:  51%|#####     | 85/168 [00:16<00:16,  5.09it/s]
    220/499      4.32G    0.00803    0.00752   0.002856         52        640:  51%|#####1    | 86/168 [00:16<00:16,  5.12it/s]
    220/499      4.32G   0.008014   0.007526   0.002873         72        640:  51%|#####1    | 86/168 [00:16<00:16,  5.12it/s]
    220/499      4.32G   0.008014   0.007526   0.002873         72        640:  52%|#####1    | 87/168 [00:16<00:15,  5.24it/s]
    220/499      4.32G   0.008002   0.007545   0.002874         70        640:  52%|#####1    | 87/168 [00:16<00:15,  5.24it/s]
    220/499      4.32G   0.008002   0.007545   0.002874         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
    220/499      4.32G   0.008003   0.007558   0.002862         76        640:  52%|#####2    | 88/168 [00:16<00:15,  5.13it/s]
    220/499      4.32G   0.008003   0.007558   0.002862         76        640:  53%|#####2    | 89/168 [00:16<00:15,  5.24it/s]
    220/499      4.32G   0.008022   0.007539   0.002869         56        640:  53%|#####2    | 89/168 [00:17<00:15,  5.24it/s]
    220/499      4.32G   0.008022   0.007539   0.002869         56        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    220/499      4.32G   0.008022   0.007555   0.002867         79        640:  54%|#####3    | 90/168 [00:17<00:14,  5.32it/s]
    220/499      4.32G   0.008022   0.007555   0.002867         79        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    220/499      4.32G   0.008039    0.00756   0.002856         54        640:  54%|#####4    | 91/168 [00:17<00:14,  5.20it/s]
    220/499      4.32G   0.008039    0.00756   0.002856         54        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    220/499      4.32G   0.008044   0.007534   0.002837         58        640:  55%|#####4    | 92/168 [00:17<00:14,  5.29it/s]
    220/499      4.32G   0.008044   0.007534   0.002837         58        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    220/499      4.32G   0.008039   0.007514   0.002831         55        640:  55%|#####5    | 93/168 [00:17<00:14,  5.26it/s]
    220/499      4.32G   0.008039   0.007514   0.002831         55        640:  56%|#####5    | 94/168 [00:17<00:14,  5.15it/s]
    220/499      4.32G   0.008053   0.007505    0.00286         54        640:  56%|#####5    | 94/168 [00:18<00:14,  5.15it/s]
    220/499      4.32G   0.008053   0.007505    0.00286         54        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    220/499      4.32G   0.008046   0.007527   0.002848         82        640:  57%|#####6    | 95/168 [00:18<00:13,  5.24it/s]
    220/499      4.32G   0.008046   0.007527   0.002848         82        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    220/499      4.32G   0.008044   0.007523   0.002842         68        640:  57%|#####7    | 96/168 [00:18<00:13,  5.31it/s]
    220/499      4.32G   0.008044   0.007523   0.002842         68        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    220/499      4.32G   0.008039   0.007505   0.002839         54        640:  58%|#####7    | 97/168 [00:18<00:13,  5.19it/s]
    220/499      4.32G   0.008039   0.007505   0.002839         54        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    220/499      4.32G   0.008018   0.007515   0.002849         72        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    220/499      4.32G   0.008018   0.007515   0.002849         72        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    220/499      4.32G   0.008015   0.007537   0.002832         83        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    220/499      4.32G   0.008015   0.007537   0.002832         83        640:  60%|#####9    | 100/168 [00:18<00:13,  5.19it/s]
    220/499      4.32G   0.008003   0.007537   0.002825         69        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    220/499      4.32G   0.008003   0.007537   0.002825         69        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    220/499      4.32G   0.008004   0.007547   0.002816         74        640:  60%|######    | 101/168 [00:19<00:12,  5.27it/s]
    220/499      4.32G   0.008004   0.007547   0.002816         74        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    220/499      4.32G   0.007994    0.00754   0.002829         71        640:  61%|######    | 102/168 [00:19<00:12,  5.36it/s]
    220/499      4.32G   0.007994    0.00754   0.002829         71        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    220/499      4.32G   0.007989   0.007549   0.002817         70        640:  61%|######1   | 103/168 [00:19<00:12,  5.22it/s]
    220/499      4.32G   0.007989   0.007549   0.002817         70        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    220/499      4.32G    0.00799   0.007553   0.002798         57        640:  62%|######1   | 104/168 [00:19<00:12,  5.30it/s]
    220/499      4.32G    0.00799   0.007553   0.002798         57        640:  62%|######2   | 105/168 [00:19<00:11,  5.36it/s]
    220/499      4.32G   0.007994   0.007569    0.00278         76        640:  62%|######2   | 105/168 [00:20<00:11,  5.36it/s]
    220/499      4.32G   0.007994   0.007569    0.00278         76        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    220/499      4.32G   0.007995   0.007575   0.002779         80        640:  63%|######3   | 106/168 [00:20<00:11,  5.23it/s]
    220/499      4.32G   0.007995   0.007575   0.002779         80        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    220/499      4.32G   0.007992   0.007589   0.002779         71        640:  64%|######3   | 107/168 [00:20<00:11,  5.31it/s]
    220/499      4.32G   0.007992   0.007589   0.002779         71        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    220/499      4.32G   0.007989   0.007585   0.002773         66        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    220/499      4.32G   0.007989   0.007585   0.002773         66        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    220/499      4.32G   0.007976   0.007567   0.002799         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.23it/s]
    220/499      4.32G   0.007976   0.007567   0.002799         62        640:  65%|######5   | 110/168 [00:20<00:10,  5.31it/s]
    220/499      4.32G   0.007974   0.007566   0.002793         63        640:  65%|######5   | 110/168 [00:21<00:10,  5.31it/s]
    220/499      4.32G   0.007974   0.007566   0.002793         63        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    220/499      4.32G   0.007973   0.007547   0.002775         51        640:  66%|######6   | 111/168 [00:21<00:10,  5.39it/s]
    220/499      4.32G   0.007973   0.007547   0.002775         51        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    220/499      4.32G   0.007967   0.007565    0.00279         81        640:  67%|######6   | 112/168 [00:21<00:10,  5.24it/s]
    220/499      4.32G   0.007967   0.007565    0.00279         81        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    220/499      4.32G   0.007972   0.007565   0.002777         56        640:  67%|######7   | 113/168 [00:21<00:10,  5.32it/s]
    220/499      4.32G   0.007972   0.007565   0.002777         56        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    220/499      4.32G   0.007976   0.007579   0.002755         76        640:  68%|######7   | 114/168 [00:21<00:10,  5.39it/s]
    220/499      4.32G   0.007976   0.007579   0.002755         76        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    220/499      4.32G   0.007966   0.007577   0.002776         78        640:  68%|######8   | 115/168 [00:21<00:10,  5.26it/s]
    220/499      4.32G   0.007966   0.007577   0.002776         78        640:  69%|######9   | 116/168 [00:21<00:09,  5.34it/s]
    220/499      4.32G   0.007956   0.007556   0.002785         54        640:  69%|######9   | 116/168 [00:22<00:09,  5.34it/s]
    220/499      4.32G   0.007956   0.007556   0.002785         54        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    220/499      4.32G   0.007945    0.00756   0.002783         67        640:  70%|######9   | 117/168 [00:22<00:09,  5.36it/s]
    220/499      4.32G   0.007945    0.00756   0.002783         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    220/499      4.32G   0.007954   0.007558   0.002783         62        640:  70%|#######   | 118/168 [00:22<00:09,  5.21it/s]
    220/499      4.32G   0.007954   0.007558   0.002783         62        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    220/499      4.32G    0.00797   0.007571    0.00278         68        640:  71%|#######   | 119/168 [00:22<00:09,  5.29it/s]
    220/499      4.32G    0.00797   0.007571    0.00278         68        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    220/499      4.32G   0.007964   0.007578   0.002775         77        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    220/499      4.32G   0.007964   0.007578   0.002775         77        640:  72%|#######2  | 121/168 [00:22<00:09,  5.20it/s]
    220/499      4.32G   0.007956   0.007578   0.002771         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.20it/s]
    220/499      4.32G   0.007956   0.007578   0.002771         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    220/499      4.32G    0.00795   0.007563   0.002771         70        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    220/499      4.32G    0.00795   0.007563   0.002771         70        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    220/499      4.32G   0.007955   0.007571   0.002793         75        640:  73%|#######3  | 123/168 [00:23<00:08,  5.32it/s]
    220/499      4.32G   0.007955   0.007571   0.002793         75        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    220/499      4.32G   0.007962    0.00757   0.002805         63        640:  74%|#######3  | 124/168 [00:23<00:08,  5.19it/s]
    220/499      4.32G   0.007962    0.00757   0.002805         63        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    220/499      4.32G   0.007962   0.007565   0.002811         70        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    220/499      4.32G   0.007962   0.007565   0.002811         70        640:  75%|#######5  | 126/168 [00:23<00:07,  5.34it/s]
    220/499      4.32G   0.007962   0.007563   0.002793         49        640:  75%|#######5  | 126/168 [00:24<00:07,  5.34it/s]
    220/499      4.32G   0.007962   0.007563   0.002793         49        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    220/499      4.32G   0.007961   0.007575   0.002794         77        640:  76%|#######5  | 127/168 [00:24<00:07,  5.19it/s]
    220/499      4.32G   0.007961   0.007575   0.002794         77        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    220/499      4.32G   0.007961   0.007598   0.002819         85        640:  76%|#######6  | 128/168 [00:24<00:07,  5.27it/s]
    220/499      4.32G   0.007961   0.007598   0.002819         85        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    220/499      4.32G    0.00796     0.0076   0.002808         67        640:  77%|#######6  | 129/168 [00:24<00:07,  5.35it/s]
    220/499      4.32G    0.00796     0.0076   0.002808         67        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    220/499      4.32G   0.007965   0.007608   0.002815         89        640:  77%|#######7  | 130/168 [00:24<00:07,  5.19it/s]
    220/499      4.32G   0.007965   0.007608   0.002815         89        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    220/499      4.32G   0.007951   0.007601   0.002824         74        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    220/499      4.32G   0.007951   0.007601   0.002824         74        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    220/499      4.32G   0.007938   0.007591   0.002831         64        640:  79%|#######8  | 132/168 [00:25<00:06,  5.32it/s]
    220/499      4.32G   0.007938   0.007591   0.002831         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    220/499      4.32G   0.007944    0.00761   0.002817         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.19it/s]
    220/499      4.32G   0.007944    0.00761   0.002817         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    220/499      4.32G   0.007937   0.007615   0.002814         65        640:  80%|#######9  | 134/168 [00:25<00:06,  5.27it/s]
    220/499      4.32G   0.007937   0.007615   0.002814         65        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    220/499      4.32G    0.00794   0.007623   0.002824         80        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    220/499      4.32G    0.00794   0.007623   0.002824         80        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    220/499      4.32G    0.00794   0.007622   0.002835         74        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    220/499      4.32G    0.00794   0.007622   0.002835         74        640:  82%|########1 | 137/168 [00:25<00:05,  5.31it/s]
    220/499      4.32G   0.007946   0.007632   0.002845         79        640:  82%|########1 | 137/168 [00:26<00:05,  5.31it/s]
    220/499      4.32G   0.007946   0.007632   0.002845         79        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    220/499      4.32G   0.007942   0.007633   0.002862         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.37it/s]
    220/499      4.32G   0.007942   0.007633   0.002862         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    220/499      4.32G   0.007949   0.007628    0.00289         62        640:  83%|########2 | 139/168 [00:26<00:05,  5.24it/s]
    220/499      4.32G   0.007949   0.007628    0.00289         62        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    220/499      4.32G   0.007959   0.007632   0.002883         63        640:  83%|########3 | 140/168 [00:26<00:05,  5.34it/s]
    220/499      4.32G   0.007959   0.007632   0.002883         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    220/499      4.32G   0.007958   0.007654   0.002884         89        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    220/499      4.32G   0.007958   0.007654   0.002884         89        640:  85%|########4 | 142/168 [00:26<00:05,  5.15it/s]
    220/499      4.32G   0.007956   0.007654    0.00287         65        640:  85%|########4 | 142/168 [00:27<00:05,  5.15it/s]
    220/499      4.32G   0.007956   0.007654    0.00287         65        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    220/499      4.32G   0.007955   0.007651   0.002883         68        640:  85%|########5 | 143/168 [00:27<00:04,  5.25it/s]
    220/499      4.32G   0.007955   0.007651   0.002883         68        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    220/499      4.32G   0.007959   0.007649   0.002889         63        640:  86%|########5 | 144/168 [00:27<00:04,  5.34it/s]
    220/499      4.32G   0.007959   0.007649   0.002889         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    220/499      4.32G   0.007955   0.007648   0.002889         66        640:  86%|########6 | 145/168 [00:27<00:04,  5.22it/s]
    220/499      4.32G   0.007955   0.007648   0.002889         66        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    220/499      4.32G   0.007957   0.007647   0.002891         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    220/499      4.32G   0.007957   0.007647   0.002891         63        640:  88%|########7 | 147/168 [00:27<00:03,  5.34it/s]
    220/499      4.32G   0.007951   0.007652   0.002891         78        640:  88%|########7 | 147/168 [00:28<00:03,  5.34it/s]
    220/499      4.32G   0.007951   0.007652   0.002891         78        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    220/499      4.32G   0.007955   0.007658   0.002883         74        640:  88%|########8 | 148/168 [00:28<00:03,  5.21it/s]
    220/499      4.32G   0.007955   0.007658   0.002883         74        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    220/499      4.32G   0.007956   0.007672   0.002872         72        640:  89%|########8 | 149/168 [00:28<00:03,  5.31it/s]
    220/499      4.32G   0.007956   0.007672   0.002872         72        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    220/499      4.32G   0.007959   0.007666   0.002892         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.37it/s]
    220/499      4.32G   0.007959   0.007666   0.002892         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    220/499      4.32G    0.00796   0.007662   0.002895         61        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    220/499      4.32G    0.00796   0.007662   0.002895         61        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    220/499      4.32G   0.007967   0.007667   0.002889         72        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    220/499      4.32G   0.007967   0.007667   0.002889         72        640:  91%|#########1| 153/168 [00:28<00:02,  5.41it/s]
    220/499      4.32G   0.007965   0.007667   0.002895         73        640:  91%|#########1| 153/168 [00:29<00:02,  5.41it/s]
    220/499      4.32G   0.007965   0.007667   0.002895         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    220/499      4.32G   0.007964   0.007665   0.002892         72        640:  92%|#########1| 154/168 [00:29<00:02,  5.19it/s]
    220/499      4.32G   0.007964   0.007665   0.002892         72        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    220/499      4.32G   0.007965   0.007665    0.00291         69        640:  92%|#########2| 155/168 [00:29<00:02,  5.29it/s]
    220/499      4.32G   0.007965   0.007665    0.00291         69        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    220/499      4.32G   0.007967   0.007659   0.002916         67        640:  93%|#########2| 156/168 [00:29<00:02,  5.34it/s]
    220/499      4.32G   0.007967   0.007659   0.002916         67        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    220/499      4.32G   0.007961   0.007648   0.002914         61        640:  93%|#########3| 157/168 [00:29<00:02,  5.22it/s]
    220/499      4.32G   0.007961   0.007648   0.002914         61        640:  94%|#########4| 158/168 [00:29<00:01,  5.31it/s]
    220/499      4.32G   0.007957   0.007642    0.00291         57        640:  94%|#########4| 158/168 [00:30<00:01,  5.31it/s]
    220/499      4.32G   0.007957   0.007642    0.00291         57        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    220/499      4.32G   0.007962   0.007634   0.002905         52        640:  95%|#########4| 159/168 [00:30<00:01,  5.37it/s]
    220/499      4.32G   0.007962   0.007634   0.002905         52        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    220/499      4.32G    0.00796   0.007636    0.00291         72        640:  95%|#########5| 160/168 [00:30<00:01,  5.22it/s]
    220/499      4.32G    0.00796   0.007636    0.00291         72        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    220/499      4.32G   0.007968   0.007655   0.002918         73        640:  96%|#########5| 161/168 [00:30<00:01,  5.31it/s]
    220/499      4.32G   0.007968   0.007655   0.002918         73        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    220/499      4.32G   0.007961   0.007653   0.002922         69        640:  96%|#########6| 162/168 [00:30<00:01,  5.39it/s]
    220/499      4.32G   0.007961   0.007653   0.002922         69        640:  97%|#########7| 163/168 [00:30<00:00,  5.24it/s]
    220/499      4.32G   0.007966   0.007671   0.002928         92        640:  97%|#########7| 163/168 [00:31<00:00,  5.24it/s]
    220/499      4.32G   0.007966   0.007671   0.002928         92        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    220/499      4.32G   0.007961    0.00767   0.002955         68        640:  98%|#########7| 164/168 [00:31<00:00,  5.31it/s]
    220/499      4.32G   0.007961    0.00767   0.002955         68        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    220/499      4.32G   0.007968   0.007668    0.00298         67        640:  98%|#########8| 165/168 [00:31<00:00,  5.36it/s]
    220/499      4.32G   0.007968   0.007668    0.00298         67        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    220/499      4.32G   0.007973   0.007678   0.002976         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    220/499      4.32G   0.007973   0.007678   0.002976         62        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    220/499      4.32G   0.007977   0.007677   0.002995         34        640:  99%|#########9| 167/168 [00:31<00:00,  5.29it/s]
    220/499      4.32G   0.007977   0.007677   0.002995         34        640: 100%|##########| 168/168 [00:31<00:00,  5.48it/s]
    220/499      4.32G   0.007977   0.007677   0.002995         34        640: 100%|##########| 168/168 [00:31<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.848      0.854      0.875       0.76

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    221/499      4.32G   0.007049     0.0077   0.002791         76        640:   0%|          | 0/168 [00:00<?, ?it/s]
    221/499      4.32G   0.007049     0.0077   0.002791         76        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    221/499      4.32G   0.007649   0.008344   0.001665         73        640:   1%|          | 1/168 [00:00<00:34,  4.91it/s]
    221/499      4.32G   0.007649   0.008344   0.001665         73        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    221/499      4.32G   0.008235   0.008575   0.001777         64        640:   1%|1         | 2/168 [00:00<00:31,  5.23it/s]
    221/499      4.32G   0.008235   0.008575   0.001777         64        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    221/499      4.32G   0.008412   0.008477   0.002193         65        640:   2%|1         | 3/168 [00:00<00:30,  5.36it/s]
    221/499      4.32G   0.008412   0.008477   0.002193         65        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    221/499      4.32G   0.008454   0.008392   0.002095         67        640:   2%|2         | 4/168 [00:00<00:31,  5.16it/s]
    221/499      4.32G   0.008454   0.008392   0.002095         67        640:   3%|2         | 5/168 [00:00<00:30,  5.27it/s]
    221/499      4.32G   0.008453   0.008271   0.002278         73        640:   3%|2         | 5/168 [00:01<00:30,  5.27it/s]
    221/499      4.32G   0.008453   0.008271   0.002278         73        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    221/499      4.32G   0.008421    0.00824   0.002271         73        640:   4%|3         | 6/168 [00:01<00:30,  5.31it/s]
    221/499      4.32G   0.008421    0.00824   0.002271         73        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    221/499      4.32G   0.008303   0.008228    0.00242         74        640:   4%|4         | 7/168 [00:01<00:31,  5.16it/s]
    221/499      4.32G   0.008303   0.008228    0.00242         74        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    221/499      4.32G   0.008249   0.008093   0.002468         66        640:   5%|4         | 8/168 [00:01<00:30,  5.26it/s]
    221/499      4.32G   0.008249   0.008093   0.002468         66        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    221/499      4.32G   0.008362   0.008007    0.00267         53        640:   5%|5         | 9/168 [00:01<00:29,  5.33it/s]
    221/499      4.32G   0.008362   0.008007    0.00267         53        640:   6%|5         | 10/168 [00:01<00:30,  5.19it/s]
    221/499      4.32G   0.008383   0.007862   0.002734         67        640:   6%|5         | 10/168 [00:02<00:30,  5.19it/s]
    221/499      4.32G   0.008383   0.007862   0.002734         67        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    221/499      4.32G   0.008378    0.00793    0.00279         75        640:   7%|6         | 11/168 [00:02<00:29,  5.26it/s]
    221/499      4.32G   0.008378    0.00793    0.00279         75        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    221/499      4.32G   0.008321   0.008082   0.002819         84        640:   7%|7         | 12/168 [00:02<00:29,  5.33it/s]
    221/499      4.32G   0.008321   0.008082   0.002819         84        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    221/499      4.32G   0.008255   0.008009   0.002935         72        640:   8%|7         | 13/168 [00:02<00:29,  5.20it/s]
    221/499      4.32G   0.008255   0.008009   0.002935         72        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    221/499      4.32G    0.00822   0.008008   0.003075         76        640:   8%|8         | 14/168 [00:02<00:29,  5.28it/s]
    221/499      4.32G    0.00822   0.008008   0.003075         76        640:   9%|8         | 15/168 [00:02<00:28,  5.35it/s]
    221/499      4.32G   0.008171   0.008069   0.003038         80        640:   9%|8         | 15/168 [00:03<00:28,  5.35it/s]
    221/499      4.32G   0.008171   0.008069   0.003038         80        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    221/499      4.32G   0.008223   0.008154   0.003006         64        640:  10%|9         | 16/168 [00:03<00:29,  5.23it/s]
    221/499      4.32G   0.008223   0.008154   0.003006         64        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    221/499      4.32G   0.008281    0.00802   0.002994         61        640:  10%|#         | 17/168 [00:03<00:28,  5.31it/s]
    221/499      4.32G   0.008281    0.00802   0.002994         61        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    221/499      4.32G   0.008307   0.007908   0.002928         47        640:  11%|#         | 18/168 [00:03<00:27,  5.38it/s]
    221/499      4.32G   0.008307   0.007908   0.002928         47        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    221/499      4.32G   0.008309   0.007935   0.003056         74        640:  11%|#1        | 19/168 [00:03<00:28,  5.24it/s]
    221/499      4.32G   0.008309   0.007935   0.003056         74        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    221/499      4.32G   0.008342   0.008029   0.003053         85        640:  12%|#1        | 20/168 [00:03<00:27,  5.31it/s]
    221/499      4.32G   0.008342   0.008029   0.003053         85        640:  12%|#2        | 21/168 [00:03<00:27,  5.36it/s]
    221/499      4.32G   0.008309   0.008099   0.002993         71        640:  12%|#2        | 21/168 [00:04<00:27,  5.36it/s]
    221/499      4.32G   0.008309   0.008099   0.002993         71        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    221/499      4.32G   0.008302    0.00809   0.003059         72        640:  13%|#3        | 22/168 [00:04<00:27,  5.23it/s]
    221/499      4.32G   0.008302    0.00809   0.003059         72        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    221/499      4.32G   0.008296   0.008027   0.003018         54        640:  14%|#3        | 23/168 [00:04<00:27,  5.31it/s]
    221/499      4.32G   0.008296   0.008027   0.003018         54        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    221/499      4.32G   0.008269   0.008012   0.003055         67        640:  14%|#4        | 24/168 [00:04<00:26,  5.39it/s]
    221/499      4.32G   0.008269   0.008012   0.003055         67        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    221/499      4.32G   0.008232   0.007955   0.003113         58        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    221/499      4.32G   0.008232   0.007955   0.003113         58        640:  15%|#5        | 26/168 [00:04<00:26,  5.30it/s]
    221/499      4.32G   0.008273   0.007913   0.003105         60        640:  15%|#5        | 26/168 [00:05<00:26,  5.30it/s]
    221/499      4.32G   0.008273   0.007913   0.003105         60        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    221/499      4.32G   0.008282   0.007935   0.003107         67        640:  16%|#6        | 27/168 [00:05<00:26,  5.37it/s]
    221/499      4.32G   0.008282   0.007935   0.003107         67        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    221/499      4.32G   0.008297   0.007995   0.003074         77        640:  17%|#6        | 28/168 [00:05<00:26,  5.22it/s]
    221/499      4.32G   0.008297   0.007995   0.003074         77        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    221/499      4.32G    0.00831    0.00801   0.003002         64        640:  17%|#7        | 29/168 [00:05<00:26,  5.30it/s]
    221/499      4.32G    0.00831    0.00801   0.003002         64        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    221/499      4.32G   0.008267    0.00802   0.003054         73        640:  18%|#7        | 30/168 [00:05<00:25,  5.36it/s]
    221/499      4.32G   0.008267    0.00802   0.003054         73        640:  18%|#8        | 31/168 [00:05<00:26,  5.22it/s]
    221/499      4.32G   0.008308   0.007963   0.003082         57        640:  18%|#8        | 31/168 [00:06<00:26,  5.22it/s]
    221/499      4.32G   0.008308   0.007963   0.003082         57        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    221/499      4.32G   0.008298   0.008027   0.003025         70        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    221/499      4.32G   0.008298   0.008027   0.003025         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    221/499      4.32G   0.008289   0.008014   0.003006         70        640:  20%|#9        | 33/168 [00:06<00:25,  5.37it/s]
    221/499      4.32G   0.008289   0.008014   0.003006         70        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    221/499      4.32G    0.00828   0.008049   0.003006         77        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    221/499      4.32G    0.00828   0.008049   0.003006         77        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    221/499      4.32G   0.008303    0.00802   0.003046         69        640:  21%|##        | 35/168 [00:06<00:25,  5.25it/s]
    221/499      4.32G   0.008303    0.00802   0.003046         69        640:  21%|##1       | 36/168 [00:06<00:24,  5.33it/s]
    221/499      4.32G   0.008285   0.007977    0.00306         60        640:  21%|##1       | 36/168 [00:07<00:24,  5.33it/s]
    221/499      4.32G   0.008285   0.007977    0.00306         60        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    221/499      4.32G   0.008275   0.008001   0.003065         84        640:  22%|##2       | 37/168 [00:07<00:25,  5.20it/s]
    221/499      4.32G   0.008275   0.008001   0.003065         84        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    221/499      4.32G   0.008276   0.008033   0.003079         62        640:  23%|##2       | 38/168 [00:07<00:24,  5.25it/s]
    221/499      4.32G   0.008276   0.008033   0.003079         62        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    221/499      4.32G   0.008295   0.007976    0.00303         49        640:  23%|##3       | 39/168 [00:07<00:24,  5.33it/s]
    221/499      4.32G   0.008295   0.007976    0.00303         49        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    221/499      4.32G   0.008286   0.007937   0.003071         61        640:  24%|##3       | 40/168 [00:07<00:24,  5.21it/s]
    221/499      4.32G   0.008286   0.007937   0.003071         61        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    221/499      4.32G   0.008276    0.00793   0.003086         71        640:  24%|##4       | 41/168 [00:07<00:24,  5.29it/s]
    221/499      4.32G   0.008276    0.00793   0.003086         71        640:  25%|##5       | 42/168 [00:07<00:23,  5.33it/s]
    221/499      4.32G   0.008248   0.007918   0.003134         73        640:  25%|##5       | 42/168 [00:08<00:23,  5.33it/s]
    221/499      4.32G   0.008248   0.007918   0.003134         73        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    221/499      4.32G   0.008228    0.00786   0.003081         50        640:  26%|##5       | 43/168 [00:08<00:24,  5.18it/s]
    221/499      4.32G   0.008228    0.00786   0.003081         50        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    221/499      4.32G   0.008244   0.007834   0.003031         56        640:  26%|##6       | 44/168 [00:08<00:23,  5.24it/s]
    221/499      4.32G   0.008244   0.007834   0.003031         56        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    221/499      4.32G   0.008229   0.007828   0.003042         71        640:  27%|##6       | 45/168 [00:08<00:23,  5.32it/s]
    221/499      4.32G   0.008229   0.007828   0.003042         71        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    221/499      4.32G   0.008219   0.007844   0.003045         67        640:  27%|##7       | 46/168 [00:08<00:23,  5.18it/s]
    221/499      4.32G   0.008219   0.007844   0.003045         67        640:  28%|##7       | 47/168 [00:08<00:22,  5.27it/s]
    221/499      4.32G   0.008231   0.007835   0.003063         62        640:  28%|##7       | 47/168 [00:09<00:22,  5.27it/s]
    221/499      4.32G   0.008231   0.007835   0.003063         62        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    221/499      4.32G   0.008225    0.00783   0.003079         57        640:  29%|##8       | 48/168 [00:09<00:22,  5.33it/s]
    221/499      4.32G   0.008225    0.00783   0.003079         57        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    221/499      4.32G    0.00822   0.007814   0.003092         55        640:  29%|##9       | 49/168 [00:09<00:22,  5.18it/s]
    221/499      4.32G    0.00822   0.007814   0.003092         55        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    221/499      4.32G   0.008196   0.007822   0.003107         81        640:  30%|##9       | 50/168 [00:09<00:22,  5.26it/s]
    221/499      4.32G   0.008196   0.007822   0.003107         81        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    221/499      4.32G   0.008174   0.007792   0.003066         62        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    221/499      4.32G   0.008174   0.007792   0.003066         62        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    221/499      4.32G   0.008194   0.007765   0.003037         67        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    221/499      4.32G   0.008194   0.007765   0.003037         67        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    221/499      4.32G   0.008175    0.00773   0.003027         53        640:  32%|###1      | 53/168 [00:10<00:21,  5.24it/s]
    221/499      4.32G   0.008175    0.00773   0.003027         53        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    221/499      4.32G   0.008178   0.007716   0.003036         60        640:  32%|###2      | 54/168 [00:10<00:21,  5.31it/s]
    221/499      4.32G   0.008178   0.007716   0.003036         60        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    221/499      4.32G    0.00818   0.007693   0.003061         59        640:  33%|###2      | 55/168 [00:10<00:21,  5.20it/s]
    221/499      4.32G    0.00818   0.007693   0.003061         59        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    221/499      4.32G   0.008181   0.007708   0.003075         72        640:  33%|###3      | 56/168 [00:10<00:21,  5.29it/s]
    221/499      4.32G   0.008181   0.007708   0.003075         72        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    221/499      4.32G    0.00817   0.007713   0.003061         72        640:  34%|###3      | 57/168 [00:11<00:20,  5.35it/s]
    221/499      4.32G    0.00817   0.007713   0.003061         72        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    221/499      4.32G   0.008177   0.007676   0.003029         53        640:  35%|###4      | 58/168 [00:11<00:21,  5.19it/s]
    221/499      4.32G   0.008177   0.007676   0.003029         53        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    221/499      4.32G   0.008183   0.007739   0.003014         96        640:  35%|###5      | 59/168 [00:11<00:20,  5.27it/s]
    221/499      4.32G   0.008183   0.007739   0.003014         96        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    221/499      4.32G   0.008168   0.007734   0.002998         70        640:  36%|###5      | 60/168 [00:11<00:20,  5.34it/s]
    221/499      4.32G   0.008168   0.007734   0.002998         70        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    221/499      4.32G    0.00816   0.007731   0.002983         65        640:  36%|###6      | 61/168 [00:11<00:20,  5.21it/s]
    221/499      4.32G    0.00816   0.007731   0.002983         65        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
    221/499      4.32G   0.008167   0.007739   0.003021         81        640:  37%|###6      | 62/168 [00:11<00:19,  5.30it/s]
    221/499      4.32G   0.008167   0.007739   0.003021         81        640:  38%|###7      | 63/168 [00:11<00:19,  5.37it/s]
    221/499      4.32G    0.00817   0.007762    0.00303         80        640:  38%|###7      | 63/168 [00:12<00:19,  5.37it/s]
    221/499      4.32G    0.00817   0.007762    0.00303         80        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    221/499      4.32G   0.008205   0.007758   0.003017         54        640:  38%|###8      | 64/168 [00:12<00:19,  5.24it/s]
    221/499      4.32G   0.008205   0.007758   0.003017         54        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    221/499      4.32G   0.008187   0.007778   0.002986         80        640:  39%|###8      | 65/168 [00:12<00:19,  5.25it/s]
    221/499      4.32G   0.008187   0.007778   0.002986         80        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    221/499      4.32G   0.008179   0.007791   0.002986         85        640:  39%|###9      | 66/168 [00:12<00:19,  5.33it/s]
    221/499      4.32G   0.008179   0.007791   0.002986         85        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    221/499      4.32G   0.008163    0.00781   0.002968         83        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    221/499      4.32G   0.008163    0.00781   0.002968         83        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    221/499      4.32G   0.008191   0.007856   0.002976         72        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    221/499      4.32G   0.008191   0.007856   0.002976         72        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    221/499      4.32G   0.008205    0.00785   0.002982         58        640:  41%|####1     | 69/168 [00:13<00:18,  5.37it/s]
    221/499      4.32G   0.008205    0.00785   0.002982         58        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    221/499      4.32G   0.008197   0.007857   0.002979         82        640:  42%|####1     | 70/168 [00:13<00:18,  5.23it/s]
    221/499      4.32G   0.008197   0.007857   0.002979         82        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    221/499      4.32G   0.008198   0.007849   0.002955         63        640:  42%|####2     | 71/168 [00:13<00:18,  5.32it/s]
    221/499      4.32G   0.008198   0.007849   0.002955         63        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    221/499      4.32G     0.0082   0.007838   0.002944         61        640:  43%|####2     | 72/168 [00:13<00:17,  5.39it/s]
    221/499      4.32G     0.0082   0.007838   0.002944         61        640:  43%|####3     | 73/168 [00:13<00:18,  5.24it/s]
    221/499      4.32G   0.008212   0.007842   0.002934         72        640:  43%|####3     | 73/168 [00:14<00:18,  5.24it/s]
    221/499      4.32G   0.008212   0.007842   0.002934         72        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    221/499      4.32G     0.0082   0.007826   0.002962         68        640:  44%|####4     | 74/168 [00:14<00:17,  5.33it/s]
    221/499      4.32G     0.0082   0.007826   0.002962         68        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    221/499      4.32G   0.008186   0.007822   0.002974         79        640:  45%|####4     | 75/168 [00:14<00:17,  5.40it/s]
    221/499      4.32G   0.008186   0.007822   0.002974         79        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    221/499      4.32G   0.008179   0.007827   0.002969         84        640:  45%|####5     | 76/168 [00:14<00:17,  5.23it/s]
    221/499      4.32G   0.008179   0.007827   0.002969         84        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    221/499      4.32G   0.008192   0.007812   0.002952         62        640:  46%|####5     | 77/168 [00:14<00:17,  5.31it/s]
    221/499      4.32G   0.008192   0.007812   0.002952         62        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    221/499      4.32G   0.008179   0.007798   0.002942         56        640:  46%|####6     | 78/168 [00:14<00:16,  5.38it/s]
    221/499      4.32G   0.008179   0.007798   0.002942         56        640:  47%|####7     | 79/168 [00:14<00:16,  5.24it/s]
    221/499      4.32G   0.008182   0.007774   0.002942         64        640:  47%|####7     | 79/168 [00:15<00:16,  5.24it/s]
    221/499      4.32G   0.008182   0.007774   0.002942         64        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    221/499      4.32G   0.008181   0.007762   0.002919         70        640:  48%|####7     | 80/168 [00:15<00:16,  5.35it/s]
    221/499      4.32G   0.008181   0.007762   0.002919         70        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    221/499      4.32G   0.008183   0.007773   0.002926         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.34it/s]
    221/499      4.32G   0.008183   0.007773   0.002926         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    221/499      4.32G   0.008197   0.007778   0.002902         60        640:  49%|####8     | 82/168 [00:15<00:16,  5.20it/s]
    221/499      4.32G   0.008197   0.007778   0.002902         60        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    221/499      4.32G   0.008189   0.007783   0.002891         70        640:  49%|####9     | 83/168 [00:15<00:16,  5.29it/s]
    221/499      4.32G   0.008189   0.007783   0.002891         70        640:  50%|#####     | 84/168 [00:15<00:15,  5.33it/s]
    221/499      4.32G   0.008196   0.007768   0.002922         67        640:  50%|#####     | 84/168 [00:16<00:15,  5.33it/s]
    221/499      4.32G   0.008196   0.007768   0.002922         67        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    221/499      4.32G   0.008219    0.00777   0.002897         55        640:  51%|#####     | 85/168 [00:16<00:16,  5.16it/s]
    221/499      4.32G   0.008219    0.00777   0.002897         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    221/499      4.32G   0.008219    0.00775     0.0029         55        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    221/499      4.32G   0.008219    0.00775     0.0029         55        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    221/499      4.32G   0.008209   0.007765   0.002886         64        640:  52%|#####1    | 87/168 [00:16<00:15,  5.32it/s]
    221/499      4.32G   0.008209   0.007765   0.002886         64        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    221/499      4.32G   0.008209   0.007762   0.002889         68        640:  52%|#####2    | 88/168 [00:16<00:15,  5.20it/s]
    221/499      4.32G   0.008209   0.007762   0.002889         68        640:  53%|#####2    | 89/168 [00:16<00:14,  5.28it/s]
    221/499      4.32G   0.008208   0.007784   0.002877         65        640:  53%|#####2    | 89/168 [00:17<00:14,  5.28it/s]
    221/499      4.32G   0.008208   0.007784   0.002877         65        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    221/499      4.32G   0.008208   0.007795     0.0029         76        640:  54%|#####3    | 90/168 [00:17<00:14,  5.35it/s]
    221/499      4.32G   0.008208   0.007795     0.0029         76        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    221/499      4.32G   0.008217   0.007792   0.002898         56        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    221/499      4.32G   0.008217   0.007792   0.002898         56        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    221/499      4.32G   0.008227   0.007774   0.002885         51        640:  55%|#####4    | 92/168 [00:17<00:14,  5.27it/s]
    221/499      4.32G   0.008227   0.007774   0.002885         51        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    221/499      4.32G   0.008215   0.007788   0.002866         79        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    221/499      4.32G   0.008215   0.007788   0.002866         79        640:  56%|#####5    | 94/168 [00:17<00:14,  5.20it/s]
    221/499      4.32G   0.008223   0.007794   0.002872         67        640:  56%|#####5    | 94/168 [00:18<00:14,  5.20it/s]
    221/499      4.32G   0.008223   0.007794   0.002872         67        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    221/499      4.32G   0.008221   0.007788   0.002854         61        640:  57%|#####6    | 95/168 [00:18<00:13,  5.29it/s]
    221/499      4.32G   0.008221   0.007788   0.002854         61        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    221/499      4.32G   0.008215   0.007778   0.002882         75        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    221/499      4.32G   0.008215   0.007778   0.002882         75        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    221/499      4.32G   0.008209   0.007766   0.002893         70        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    221/499      4.32G   0.008209   0.007766   0.002893         70        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    221/499      4.32G   0.008207   0.007755   0.002897         66        640:  58%|#####8    | 98/168 [00:18<00:13,  5.26it/s]
    221/499      4.32G   0.008207   0.007755   0.002897         66        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    221/499      4.32G   0.008198   0.007754   0.002888         74        640:  59%|#####8    | 99/168 [00:18<00:12,  5.33it/s]
    221/499      4.32G   0.008198   0.007754   0.002888         74        640:  60%|#####9    | 100/168 [00:18<00:13,  5.18it/s]
    221/499      4.32G   0.008186   0.007745   0.002915         71        640:  60%|#####9    | 100/168 [00:19<00:13,  5.18it/s]
    221/499      4.32G   0.008186   0.007745   0.002915         71        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    221/499      4.32G   0.008174   0.007737   0.002946         61        640:  60%|######    | 101/168 [00:19<00:12,  5.26it/s]
    221/499      4.32G   0.008174   0.007737   0.002946         61        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    221/499      4.32G   0.008165   0.007743   0.002952         81        640:  61%|######    | 102/168 [00:19<00:12,  5.33it/s]
    221/499      4.32G   0.008165   0.007743   0.002952         81        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    221/499      4.32G   0.008159   0.007754   0.002951         73        640:  61%|######1   | 103/168 [00:19<00:12,  5.12it/s]
    221/499      4.32G   0.008159   0.007754   0.002951         73        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    221/499      4.32G   0.008168    0.00775   0.002959         68        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    221/499      4.32G   0.008168    0.00775   0.002959         68        640:  62%|######2   | 105/168 [00:19<00:11,  5.32it/s]
    221/499      4.32G   0.008165   0.007742   0.002966         59        640:  62%|######2   | 105/168 [00:20<00:11,  5.32it/s]
    221/499      4.32G   0.008165   0.007742   0.002966         59        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    221/499      4.32G   0.008163   0.007725   0.002949         57        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    221/499      4.32G   0.008163   0.007725   0.002949         57        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    221/499      4.32G   0.008176   0.007746   0.002945         78        640:  64%|######3   | 107/168 [00:20<00:11,  5.26it/s]
    221/499      4.32G   0.008176   0.007746   0.002945         78        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    221/499      4.32G    0.00817    0.00775   0.002941         67        640:  64%|######4   | 108/168 [00:20<00:11,  5.35it/s]
    221/499      4.32G    0.00817    0.00775   0.002941         67        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    221/499      4.32G   0.008161   0.007741   0.002981         74        640:  65%|######4   | 109/168 [00:20<00:11,  5.21it/s]
    221/499      4.32G   0.008161   0.007741   0.002981         74        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    221/499      4.32G   0.008158   0.007752   0.002982         79        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    221/499      4.32G   0.008158   0.007752   0.002982         79        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    221/499      4.32G   0.008153   0.007755    0.00296         64        640:  66%|######6   | 111/168 [00:21<00:10,  5.33it/s]
    221/499      4.32G   0.008153   0.007755    0.00296         64        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    221/499      4.32G   0.008151   0.007785   0.002971         93        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    221/499      4.32G   0.008151   0.007785   0.002971         93        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    221/499      4.32G   0.008144   0.007784   0.002952         68        640:  67%|######7   | 113/168 [00:21<00:10,  5.31it/s]
    221/499      4.32G   0.008144   0.007784   0.002952         68        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    221/499      4.32G   0.008148   0.007795   0.002971         85        640:  68%|######7   | 114/168 [00:21<00:10,  5.37it/s]
    221/499      4.32G   0.008148   0.007795   0.002971         85        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    221/499      4.32G   0.008141   0.007797    0.00296         73        640:  68%|######8   | 115/168 [00:21<00:10,  5.24it/s]
    221/499      4.32G   0.008141   0.007797    0.00296         73        640:  69%|######9   | 116/168 [00:21<00:09,  5.29it/s]
    221/499      4.32G   0.008136   0.007791   0.002968         63        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    221/499      4.32G   0.008136   0.007791   0.002968         63        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    221/499      4.32G   0.008129   0.007802   0.002964         75        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    221/499      4.32G   0.008129   0.007802   0.002964         75        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    221/499      4.32G   0.008128   0.007795   0.002951         67        640:  70%|#######   | 118/168 [00:22<00:09,  5.20it/s]
    221/499      4.32G   0.008128   0.007795   0.002951         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    221/499      4.32G   0.008123   0.007797   0.002932         67        640:  71%|#######   | 119/168 [00:22<00:09,  5.24it/s]
    221/499      4.32G   0.008123   0.007797   0.002932         67        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    221/499      4.32G   0.008116     0.0078   0.002934         81        640:  71%|#######1  | 120/168 [00:22<00:09,  5.33it/s]
    221/499      4.32G   0.008116     0.0078   0.002934         81        640:  72%|#######2  | 121/168 [00:22<00:09,  5.16it/s]
    221/499      4.32G   0.008116   0.007797    0.00294         67        640:  72%|#######2  | 121/168 [00:23<00:09,  5.16it/s]
    221/499      4.32G   0.008116   0.007797    0.00294         67        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    221/499      4.32G    0.00812   0.007818   0.002924         86        640:  73%|#######2  | 122/168 [00:23<00:08,  5.25it/s]
    221/499      4.32G    0.00812   0.007818   0.002924         86        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    221/499      4.32G   0.008135   0.007853   0.002917         79        640:  73%|#######3  | 123/168 [00:23<00:08,  5.33it/s]
    221/499      4.32G   0.008135   0.007853   0.002917         79        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    221/499      4.32G   0.008131   0.007842   0.002898         65        640:  74%|#######3  | 124/168 [00:23<00:08,  5.20it/s]
    221/499      4.32G   0.008131   0.007842   0.002898         65        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    221/499      4.32G   0.008118   0.007836    0.00291         74        640:  74%|#######4  | 125/168 [00:23<00:08,  5.28it/s]
    221/499      4.32G   0.008118   0.007836    0.00291         74        640:  75%|#######5  | 126/168 [00:23<00:07,  5.36it/s]
    221/499      4.32G   0.008116   0.007832   0.002897         73        640:  75%|#######5  | 126/168 [00:24<00:07,  5.36it/s]
    221/499      4.32G   0.008116   0.007832   0.002897         73        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    221/499      4.32G    0.00812   0.007828   0.002899         68        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    221/499      4.32G    0.00812   0.007828   0.002899         68        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    221/499      4.32G   0.008117   0.007833   0.002924         76        640:  76%|#######6  | 128/168 [00:24<00:07,  5.24it/s]
    221/499      4.32G   0.008117   0.007833   0.002924         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
    221/499      4.32G   0.008118   0.007828   0.002935         60        640:  77%|#######6  | 129/168 [00:24<00:07,  5.27it/s]
    221/499      4.32G   0.008118   0.007828   0.002935         60        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    221/499      4.32G   0.008113   0.007838    0.00293         73        640:  77%|#######7  | 130/168 [00:24<00:07,  5.15it/s]
    221/499      4.32G   0.008113   0.007838    0.00293         73        640:  78%|#######7  | 131/168 [00:24<00:07,  5.20it/s]
    221/499      4.32G   0.008114    0.00785   0.002923         82        640:  78%|#######7  | 131/168 [00:25<00:07,  5.20it/s]
    221/499      4.32G   0.008114    0.00785   0.002923         82        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    221/499      4.32G   0.008122   0.007856   0.002917         76        640:  79%|#######8  | 132/168 [00:25<00:06,  5.27it/s]
    221/499      4.32G   0.008122   0.007856   0.002917         76        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    221/499      4.32G    0.00813   0.007856   0.002905         64        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    221/499      4.32G    0.00813   0.007856   0.002905         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    221/499      4.32G    0.00813   0.007865   0.002891         69        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    221/499      4.32G    0.00813   0.007865   0.002891         69        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    221/499      4.32G   0.008122   0.007875   0.002916         74        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    221/499      4.32G   0.008122   0.007875   0.002916         74        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    221/499      4.32G   0.008112   0.007855   0.002929         56        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    221/499      4.32G   0.008112   0.007855   0.002929         56        640:  82%|########1 | 137/168 [00:25<00:05,  5.28it/s]
    221/499      4.32G    0.00812   0.007852   0.002929         54        640:  82%|########1 | 137/168 [00:26<00:05,  5.28it/s]
    221/499      4.32G    0.00812   0.007852   0.002929         54        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    221/499      4.32G   0.008122   0.007851    0.00292         71        640:  82%|########2 | 138/168 [00:26<00:05,  5.32it/s]
    221/499      4.32G   0.008122   0.007851    0.00292         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    221/499      4.32G   0.008115   0.007843   0.002917         71        640:  83%|########2 | 139/168 [00:26<00:05,  5.18it/s]
    221/499      4.32G   0.008115   0.007843   0.002917         71        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    221/499      4.32G   0.008108   0.007842   0.002908         67        640:  83%|########3 | 140/168 [00:26<00:05,  5.22it/s]
    221/499      4.32G   0.008108   0.007842   0.002908         67        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    221/499      4.32G   0.008103    0.00785   0.002917         75        640:  84%|########3 | 141/168 [00:26<00:05,  5.30it/s]
    221/499      4.32G   0.008103    0.00785   0.002917         75        640:  85%|########4 | 142/168 [00:26<00:05,  5.16it/s]
    221/499      4.32G   0.008091   0.007854   0.002899         64        640:  85%|########4 | 142/168 [00:27<00:05,  5.16it/s]
    221/499      4.32G   0.008091   0.007854   0.002899         64        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    221/499      4.32G   0.008089   0.007849   0.002884         58        640:  85%|########5 | 143/168 [00:27<00:04,  5.22it/s]
    221/499      4.32G   0.008089   0.007849   0.002884         58        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    221/499      4.32G   0.008081   0.007836   0.002887         64        640:  86%|########5 | 144/168 [00:27<00:04,  5.31it/s]
    221/499      4.32G   0.008081   0.007836   0.002887         64        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    221/499      4.32G   0.008082   0.007849   0.002869         74        640:  86%|########6 | 145/168 [00:27<00:04,  5.18it/s]
    221/499      4.32G   0.008082   0.007849   0.002869         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    221/499      4.32G   0.008085   0.007861   0.002873         87        640:  87%|########6 | 146/168 [00:27<00:04,  5.23it/s]
    221/499      4.32G   0.008085   0.007861   0.002873         87        640:  88%|########7 | 147/168 [00:27<00:03,  5.31it/s]
    221/499      4.32G   0.008082   0.007861    0.00287         63        640:  88%|########7 | 147/168 [00:28<00:03,  5.31it/s]
    221/499      4.32G   0.008082   0.007861    0.00287         63        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    221/499      4.32G   0.008081   0.007869   0.002855         73        640:  88%|########8 | 148/168 [00:28<00:03,  5.17it/s]
    221/499      4.32G   0.008081   0.007869   0.002855         73        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    221/499      4.32G   0.008097   0.007877   0.002847         57        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    221/499      4.32G   0.008097   0.007877   0.002847         57        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    221/499      4.32G   0.008095   0.007875   0.002836         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.35it/s]
    221/499      4.32G   0.008095   0.007875   0.002836         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    221/499      4.32G    0.00809   0.007878    0.00284         65        640:  90%|########9 | 151/168 [00:28<00:03,  5.23it/s]
    221/499      4.32G    0.00809   0.007878    0.00284         65        640:  90%|######### | 152/168 [00:28<00:03,  5.32it/s]
    221/499      4.32G   0.008089   0.007874   0.002841         56        640:  90%|######### | 152/168 [00:29<00:03,  5.32it/s]
    221/499      4.32G   0.008089   0.007874   0.002841         56        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    221/499      4.32G   0.008082   0.007874   0.002843         76        640:  91%|#########1| 153/168 [00:29<00:02,  5.40it/s]
    221/499      4.32G   0.008082   0.007874   0.002843         76        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    221/499      4.32G   0.008082   0.007881   0.002842         73        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    221/499      4.32G   0.008082   0.007881   0.002842         73        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    221/499      4.32G   0.008084   0.007882   0.002888         68        640:  92%|#########2| 155/168 [00:29<00:02,  5.31it/s]
    221/499      4.32G   0.008084   0.007882   0.002888         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    221/499      4.32G    0.00808   0.007878   0.002877         75        640:  93%|#########2| 156/168 [00:29<00:02,  5.38it/s]
    221/499      4.32G    0.00808   0.007878   0.002877         75        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    221/499      4.32G   0.008079   0.007881   0.002865         62        640:  93%|#########3| 157/168 [00:29<00:02,  5.24it/s]
    221/499      4.32G   0.008079   0.007881   0.002865         62        640:  94%|#########4| 158/168 [00:29<00:01,  5.28it/s]
    221/499      4.32G   0.008078    0.00789   0.002859         79        640:  94%|#########4| 158/168 [00:30<00:01,  5.28it/s]
    221/499      4.32G   0.008078    0.00789   0.002859         79        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    221/499      4.32G   0.008074    0.00788   0.002851         61        640:  95%|#########4| 159/168 [00:30<00:01,  5.34it/s]
    221/499      4.32G   0.008074    0.00788   0.002851         61        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    221/499      4.32G   0.008077     0.0079   0.002853         96        640:  95%|#########5| 160/168 [00:30<00:01,  5.21it/s]
    221/499      4.32G   0.008077     0.0079   0.002853         96        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    221/499      4.32G   0.008071   0.007896   0.002854         81        640:  96%|#########5| 161/168 [00:30<00:01,  5.28it/s]
    221/499      4.32G   0.008071   0.007896   0.002854         81        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    221/499      4.32G   0.008074   0.007893   0.002848         62        640:  96%|#########6| 162/168 [00:30<00:01,  5.36it/s]
    221/499      4.32G   0.008074   0.007893   0.002848         62        640:  97%|#########7| 163/168 [00:30<00:00,  5.22it/s]
    221/499      4.32G   0.008074   0.007887   0.002843         67        640:  97%|#########7| 163/168 [00:31<00:00,  5.22it/s]
    221/499      4.32G   0.008074   0.007887   0.002843         67        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    221/499      4.32G   0.008064   0.007872   0.002842         55        640:  98%|#########7| 164/168 [00:31<00:00,  5.29it/s]
    221/499      4.32G   0.008064   0.007872   0.002842         55        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    221/499      4.32G    0.00806    0.00787   0.002847         75        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    221/499      4.32G    0.00806    0.00787   0.002847         75        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    221/499      4.32G   0.008053   0.007872   0.002853         69        640:  99%|#########8| 166/168 [00:31<00:00,  5.23it/s]
    221/499      4.32G   0.008053   0.007872   0.002853         69        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    221/499      4.32G   0.008047   0.007871   0.002837         30        640:  99%|#########9| 167/168 [00:31<00:00,  5.27it/s]
    221/499      4.32G   0.008047   0.007871   0.002837         30        640: 100%|##########| 168/168 [00:31<00:00,  5.46it/s]
    221/499      4.32G   0.008047   0.007871   0.002837         30        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.50it/s]
                   all        132        263       0.85      0.855       0.88      0.761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/168 [00:00<?, ?it/s]
    222/499      4.32G   0.008538    0.00715   0.004855         74        640:   0%|          | 0/168 [00:00<?, ?it/s]
    222/499      4.32G   0.008538    0.00715   0.004855         74        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    222/499      4.32G   0.007764   0.007253   0.004089         71        640:   1%|          | 1/168 [00:00<00:33,  4.96it/s]
    222/499      4.32G   0.007764   0.007253   0.004089         71        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    222/499      4.32G   0.007971   0.007852   0.003958         80        640:   1%|1         | 2/168 [00:00<00:31,  5.25it/s]
    222/499      4.32G   0.007971   0.007852   0.003958         80        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    222/499      4.32G   0.008295   0.008071   0.003386         70        640:   2%|1         | 3/168 [00:00<00:30,  5.38it/s]
    222/499      4.32G   0.008295   0.008071   0.003386         70        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    222/499      4.32G   0.008239   0.007975   0.003513         74        640:   2%|2         | 4/168 [00:00<00:31,  5.18it/s]
    222/499      4.32G   0.008239   0.007975   0.003513         74        640:   3%|2         | 5/168 [00:00<00:30,  5.29it/s]
    222/499      4.32G   0.007903    0.00772   0.003547         69        640:   3%|2         | 5/168 [00:01<00:30,  5.29it/s]
    222/499      4.32G   0.007903    0.00772   0.003547         69        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    222/499      4.32G    0.00771    0.00775   0.003285         72        640:   4%|3         | 6/168 [00:01<00:30,  5.36it/s]
    222/499      4.32G    0.00771    0.00775   0.003285         72        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    222/499      4.32G   0.007845   0.007788   0.003077         57        640:   4%|4         | 7/168 [00:01<00:31,  5.19it/s]
    222/499      4.32G   0.007845   0.007788   0.003077         57        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    222/499      4.32G   0.007814   0.007824   0.002878         70        640:   5%|4         | 8/168 [00:01<00:30,  5.30it/s]
    222/499      4.32G   0.007814   0.007824   0.002878         70        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    222/499      4.32G   0.007815   0.007938   0.002869         70        640:   5%|5         | 9/168 [00:01<00:29,  5.36it/s]
    222/499      4.32G   0.007815   0.007938   0.002869         70        640:   6%|5         | 10/168 [00:01<00:30,  5.13it/s]
    222/499      4.32G   0.007756   0.007841   0.002923         68        640:   6%|5         | 10/168 [00:02<00:30,  5.13it/s]
    222/499      4.32G   0.007756   0.007841   0.002923         68        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
    222/499      4.32G    0.00768   0.007818   0.002781         71        640:   7%|6         | 11/168 [00:02<00:30,  5.20it/s]
    222/499      4.32G    0.00768   0.007818   0.002781         71        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    222/499      4.32G   0.007614   0.007693   0.002781         66        640:   7%|7         | 12/168 [00:02<00:29,  5.28it/s]
    222/499      4.32G   0.007614   0.007693   0.002781         66        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    222/499      4.32G   0.007671   0.007713   0.002786         63        640:   8%|7         | 13/168 [00:02<00:30,  5.16it/s]
    222/499      4.32G   0.007671   0.007713   0.002786         63        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    222/499      4.32G   0.007697    0.00766   0.002618         55        640:   8%|8         | 14/168 [00:02<00:29,  5.24it/s]
    222/499      4.32G   0.007697    0.00766   0.002618         55        640:   9%|8         | 15/168 [00:02<00:28,  5.34it/s]
    222/499      4.32G   0.007814   0.007664   0.002652         64        640:   9%|8         | 15/168 [00:03<00:28,  5.34it/s]
    222/499      4.32G   0.007814   0.007664   0.002652         64        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    222/499      4.32G     0.0078   0.007787   0.002718         80        640:  10%|9         | 16/168 [00:03<00:29,  5.17it/s]
    222/499      4.32G     0.0078   0.007787   0.002718         80        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    222/499      4.32G   0.007739   0.007643   0.002749         67        640:  10%|#         | 17/168 [00:03<00:28,  5.26it/s]
    222/499      4.32G   0.007739   0.007643   0.002749         67        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    222/499      4.32G    0.00772   0.007598   0.002841         66        640:  11%|#         | 18/168 [00:03<00:28,  5.33it/s]
    222/499      4.32G    0.00772   0.007598   0.002841         66        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    222/499      4.32G   0.007743    0.00757   0.002986         70        640:  11%|#1        | 19/168 [00:03<00:28,  5.19it/s]
    222/499      4.32G   0.007743    0.00757   0.002986         70        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    222/499      4.32G   0.007761   0.007591   0.002899         48        640:  12%|#1        | 20/168 [00:03<00:28,  5.26it/s]
    222/499      4.32G   0.007761   0.007591   0.002899         48        640:  12%|#2        | 21/168 [00:03<00:27,  5.34it/s]
    222/499      4.32G   0.007792   0.007742   0.002908         89        640:  12%|#2        | 21/168 [00:04<00:27,  5.34it/s]
    222/499      4.32G   0.007792   0.007742   0.002908         89        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    222/499      4.32G    0.00776     0.0078   0.002821         62        640:  13%|#3        | 22/168 [00:04<00:28,  5.20it/s]
    222/499      4.32G    0.00776     0.0078   0.002821         62        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    222/499      4.32G   0.007746   0.007791   0.002831         65        640:  14%|#3        | 23/168 [00:04<00:27,  5.30it/s]
    222/499      4.32G   0.007746   0.007791   0.002831         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    222/499      4.32G   0.007776   0.007796   0.002791         65        640:  14%|#4        | 24/168 [00:04<00:26,  5.38it/s]
    222/499      4.32G   0.007776   0.007796   0.002791         65        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    222/499      4.32G   0.007798   0.007746   0.002764         56        640:  15%|#4        | 25/168 [00:04<00:27,  5.22it/s]
    222/499      4.32G   0.007798   0.007746   0.002764         56        640:  15%|#5        | 26/168 [00:04<00:26,  5.31it/s]
    222/499      4.32G   0.007752   0.007727   0.002767         63        640:  15%|#5        | 26/168 [00:05<00:26,  5.31it/s]
    222/499      4.32G   0.007752   0.007727   0.002767         63        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    222/499      4.32G   0.007793   0.007757   0.002742         71        640:  16%|#6        | 27/168 [00:05<00:26,  5.39it/s]
    222/499      4.32G   0.007793   0.007757   0.002742         71        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    222/499      4.32G   0.007769    0.00777   0.002694         76        640:  17%|#6        | 28/168 [00:05<00:26,  5.19it/s]
    222/499      4.32G   0.007769    0.00777   0.002694         76        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    222/499      4.32G   0.007767   0.007817   0.002709         84        640:  17%|#7        | 29/168 [00:05<00:26,  5.29it/s]
    222/499      4.32G   0.007767   0.007817   0.002709         84        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    222/499      4.32G   0.007834   0.007914   0.002717         78        640:  18%|#7        | 30/168 [00:05<00:25,  5.35it/s]
    222/499      4.32G   0.007834   0.007914   0.002717         78        640:  18%|#8        | 31/168 [00:05<00:26,  5.21it/s]
    222/499      4.32G   0.007832   0.007879   0.002736         64        640:  18%|#8        | 31/168 [00:06<00:26,  5.21it/s]
    222/499      4.32G   0.007832   0.007879   0.002736         64        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    222/499      4.32G   0.007839   0.007886   0.002683         68        640:  19%|#9        | 32/168 [00:06<00:25,  5.31it/s]
    222/499      4.32G   0.007839   0.007886   0.002683         68        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    222/499      4.32G   0.007836   0.007834   0.002708         66        640:  20%|#9        | 33/168 [00:06<00:25,  5.38it/s]
    222/499      4.32G   0.007836   0.007834   0.002708         66        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    222/499      4.32G   0.007825   0.007863   0.002752         84        640:  20%|##        | 34/168 [00:06<00:25,  5.21it/s]
    222/499      4.32G   0.007825   0.007863   0.002752         84        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    222/499      4.32G   0.007827   0.007908    0.00276         76        640:  21%|##        | 35/168 [00:06<00:25,  5.30it/s]
    222/499      4.32G   0.007827   0.007908    0.00276         76        640:  21%|##1       | 36/168 [00:06<00:24,  5.37it/s]
    222/499      4.32G   0.007792   0.007896   0.002731         67        640:  21%|##1       | 36/168 [00:07<00:24,  5.37it/s]
    222/499      4.32G   0.007792   0.007896   0.002731         67        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    222/499      4.32G   0.007802   0.007911   0.002747         56        640:  22%|##2       | 37/168 [00:07<00:24,  5.25it/s]
    222/499      4.32G   0.007802   0.007911   0.002747         56        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    222/499      4.32G   0.007824    0.00794   0.002727         69        640:  23%|##2       | 38/168 [00:07<00:24,  5.30it/s]
    222/499      4.32G   0.007824    0.00794   0.002727         69        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    222/499      4.32G   0.007806   0.007944   0.002812         73        640:  23%|##3       | 39/168 [00:07<00:23,  5.38it/s]
    222/499      4.32G   0.007806   0.007944   0.002812         73        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    222/499      4.32G   0.007835   0.007883   0.002765         43        640:  24%|##3       | 40/168 [00:07<00:24,  5.24it/s]
    222/499      4.32G   0.007835   0.007883   0.002765         43        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    222/499      4.32G   0.007812   0.007878   0.002784         64        640:  24%|##4       | 41/168 [00:07<00:24,  5.28it/s]
    222/499      4.32G   0.007812   0.007878   0.002784         64        640:  25%|##5       | 42/168 [00:07<00:23,  5.37it/s]
    222/499      4.32G   0.007825   0.007874   0.002806         71        640:  25%|##5       | 42/168 [00:08<00:23,  5.37it/s]
    222/499      4.32G   0.007825   0.007874   0.002806         71        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    222/499      4.32G   0.007818   0.007862    0.00283         65        640:  26%|##5       | 43/168 [00:08<00:23,  5.23it/s]
    222/499      4.32G   0.007818   0.007862    0.00283         65        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    222/499      4.32G   0.007826   0.007888   0.002831         72        640:  26%|##6       | 44/168 [00:08<00:23,  5.31it/s]
    222/499      4.32G   0.007826   0.007888   0.002831         72        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    222/499      4.32G   0.007828   0.007875   0.002841         66        640:  27%|##6       | 45/168 [00:08<00:22,  5.37it/s]
    222/499      4.32G   0.007828   0.007875   0.002841         66        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    222/499      4.32G   0.007799    0.00787   0.002803         78        640:  27%|##7       | 46/168 [00:08<00:23,  5.22it/s]
    222/499      4.32G   0.007799    0.00787   0.002803         78        640:  28%|##7       | 47/168 [00:08<00:22,  5.31it/s]
    222/499      4.32G   0.007802   0.007848   0.002749         68        640:  28%|##7       | 47/168 [00:09<00:22,  5.31it/s]
    222/499      4.32G   0.007802   0.007848   0.002749         68        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    222/499      4.32G   0.007799   0.007841   0.002745         60        640:  29%|##8       | 48/168 [00:09<00:22,  5.38it/s]
    222/499      4.32G   0.007799   0.007841   0.002745         60        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    222/499      4.32G   0.007802   0.007851   0.002706         70        640:  29%|##9       | 49/168 [00:09<00:22,  5.21it/s]
    222/499      4.32G   0.007802   0.007851   0.002706         70        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    222/499      4.32G   0.007815   0.007861   0.002706         63        640:  30%|##9       | 50/168 [00:09<00:22,  5.29it/s]
    222/499      4.32G   0.007815   0.007861   0.002706         63        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    222/499      4.32G   0.007846    0.00786   0.002683         64        640:  30%|###       | 51/168 [00:09<00:21,  5.34it/s]
    222/499      4.32G   0.007846    0.00786   0.002683         64        640:  31%|###       | 52/168 [00:09<00:22,  5.20it/s]
    222/499      4.32G   0.007859   0.007865   0.002696         61        640:  31%|###       | 52/168 [00:10<00:22,  5.20it/s]
    222/499      4.32G   0.007859   0.007865   0.002696         61        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    222/499      4.32G    0.00785   0.007831    0.00268         59        640:  32%|###1      | 53/168 [00:10<00:21,  5.28it/s]
    222/499      4.32G    0.00785   0.007831    0.00268         59        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    222/499      4.32G   0.007871   0.007864   0.002676         83        640:  32%|###2      | 54/168 [00:10<00:21,  5.33it/s]
    222/499      4.32G   0.007871   0.007864   0.002676         83        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    222/499      4.32G   0.007904   0.007875   0.002712         67        640:  33%|###2      | 55/168 [00:10<00:21,  5.18it/s]
    222/499      4.32G   0.007904   0.007875   0.002712         67        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    222/499      4.32G   0.007922   0.007853   0.002718         57        640:  33%|###3      | 56/168 [00:10<00:21,  5.26it/s]
    222/499      4.32G   0.007922   0.007853   0.002718         57        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    222/499      4.32G   0.007911   0.007864   0.002726         87        640:  34%|###3      | 57/168 [00:10<00:20,  5.35it/s]
    222/499      4.32G   0.007911   0.007864   0.002726         87        640:  35%|###4      | 58/168 [00:10<00:21,  5.22it/s]
    222/499      4.32G   0.007912   0.007886   0.002704         65        640:  35%|###4      | 58/168 [00:11<00:21,  5.22it/s]
    222/499      4.32G   0.007912   0.007886   0.002704         65        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    222/499      4.32G   0.007891    0.00787   0.002678         63        640:  35%|###5      | 59/168 [00:11<00:20,  5.26it/s]
    222/499      4.32G   0.007891    0.00787   0.002678         63        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
    222/499      4.32G   0.007876   0.007853    0.00267         58        640:  36%|###5      | 60/168 [00:11<00:20,  5.26it/s]
    222/499      4.32G   0.007876   0.007853    0.00267         58        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    222/499      4.32G   0.007874   0.007839    0.00268         61        640:  36%|###6      | 61/168 [00:11<00:20,  5.16it/s]
    222/499      4.32G   0.007874   0.007839    0.00268         61        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    222/499      4.32G   0.007863   0.007851   0.002672         73        640:  37%|###6      | 62/168 [00:11<00:20,  5.22it/s]
    222/499      4.32G   0.007863   0.007851   0.002672         73        640:  38%|###7      | 63/168 [00:11<00:19,  5.32it/s]
    222/499      4.32G   0.007862   0.007843   0.002672         68        640:  38%|###7      | 63/168 [00:12<00:19,  5.32it/s]
    222/499      4.32G   0.007862   0.007843   0.002672         68        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    222/499      4.32G   0.007869   0.007836   0.002649         63        640:  38%|###8      | 64/168 [00:12<00:20,  5.20it/s]
    222/499      4.32G   0.007869   0.007836   0.002649         63        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    222/499      4.32G    0.00787   0.007859    0.00267         83        640:  39%|###8      | 65/168 [00:12<00:19,  5.23it/s]
    222/499      4.32G    0.00787   0.007859    0.00267         83        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    222/499      4.32G   0.007866    0.00784   0.002674         53        640:  39%|###9      | 66/168 [00:12<00:19,  5.31it/s]
    222/499      4.32G   0.007866    0.00784   0.002674         53        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    222/499      4.32G   0.007853   0.007823   0.002678         67        640:  40%|###9      | 67/168 [00:12<00:19,  5.19it/s]
    222/499      4.32G   0.007853   0.007823   0.002678         67        640:  40%|####      | 68/168 [00:12<00:18,  5.29it/s]
    222/499      4.32G   0.007875   0.007848   0.002667         65        640:  40%|####      | 68/168 [00:13<00:18,  5.29it/s]
    222/499      4.32G   0.007875   0.007848   0.002667         65        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    222/499      4.32G   0.007897   0.007868   0.002706         63        640:  41%|####1     | 69/168 [00:13<00:18,  5.36it/s]
    222/499      4.32G   0.007897   0.007868   0.002706         63        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    222/499      4.32G   0.007893   0.007883   0.002695         78        640:  42%|####1     | 70/168 [00:13<00:18,  5.21it/s]
    222/499      4.32G   0.007893   0.007883   0.002695         78        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    222/499      4.32G   0.007885   0.007896   0.002695         74        640:  42%|####2     | 71/168 [00:13<00:18,  5.28it/s]
    222/499      4.32G   0.007885   0.007896   0.002695         74        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    222/499      4.32G   0.007888   0.007885    0.00272         71        640:  43%|####2     | 72/168 [00:13<00:18,  5.33it/s]
    222/499      4.32G   0.007888   0.007885    0.00272         71        640:  43%|####3     | 73/168 [00:13<00:18,  5.20it/s]
    222/499      4.32G    0.00791   0.007897   0.002714         78        640:  43%|####3     | 73/168 [00:14<00:18,  5.20it/s]
    222/499      4.32G    0.00791   0.007897   0.002714         78        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    222/499      4.32G   0.007922   0.007914    0.00272         67        640:  44%|####4     | 74/168 [00:14<00:17,  5.29it/s]
    222/499      4.32G   0.007922   0.007914    0.00272         67        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    222/499      4.32G   0.007927   0.007894   0.002708         52        640:  45%|####4     | 75/168 [00:14<00:17,  5.37it/s]
    222/499      4.32G   0.007927   0.007894   0.002708         52        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    222/499      4.32G   0.007915   0.007857   0.002685         41        640:  45%|####5     | 76/168 [00:14<00:17,  5.22it/s]
    222/499      4.32G   0.007915   0.007857   0.002685         41        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    222/499      4.32G   0.007916   0.007838   0.002668         60        640:  46%|####5     | 77/168 [00:14<00:17,  5.27it/s]
    222/499      4.32G   0.007916   0.007838   0.002668         60        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    222/499      4.32G   0.007918   0.007843   0.002671         68        640:  46%|####6     | 78/168 [00:14<00:16,  5.33it/s]
    222/499      4.32G   0.007918   0.007843   0.002671         68        640:  47%|####7     | 79/168 [00:14<00:17,  5.20it/s]
    222/499      4.32G   0.007902   0.007825   0.002653         66        640:  47%|####7     | 79/168 [00:15<00:17,  5.20it/s]
    222/499      4.32G   0.007902   0.007825   0.002653         66        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    222/499      4.32G   0.007887   0.007797   0.002649         60        640:  48%|####7     | 80/168 [00:15<00:16,  5.32it/s]
    222/499      4.32G   0.007887   0.007797   0.002649         60        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    222/499      4.32G   0.007892   0.007801   0.002637         67        640:  48%|####8     | 81/168 [00:15<00:16,  5.39it/s]
    222/499      4.32G   0.007892   0.007801   0.002637         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    222/499      4.32G   0.007894   0.007784   0.002649         67        640:  49%|####8     | 82/168 [00:15<00:16,  5.24it/s]
    222/499      4.32G   0.007894   0.007784   0.002649         67        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    222/499      4.32G   0.007895   0.007793   0.002663         68        640:  49%|####9     | 83/168 [00:15<00:16,  5.30it/s]
    222/499      4.32G   0.007895   0.007793   0.002663         68        640:  50%|#####     | 84/168 [00:15<00:15,  5.37it/s]
    222/499      4.32G   0.007875   0.007792   0.002657         71        640:  50%|#####     | 84/168 [00:16<00:15,  5.37it/s]
    222/499      4.32G   0.007875   0.007792   0.002657         71        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    222/499      4.32G   0.007862   0.007791   0.002651         74        640:  51%|#####     | 85/168 [00:16<00:15,  5.23it/s]
    222/499      4.32G   0.007862   0.007791   0.002651         74        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    222/499      4.32G   0.007878   0.007801   0.002642         63        640:  51%|#####1    | 86/168 [00:16<00:15,  5.24it/s]
    222/499      4.32G   0.007878   0.007801   0.002642         63        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    222/499      4.32G   0.007904   0.007813   0.002649         65        640:  52%|#####1    | 87/168 [00:16<00:15,  5.33it/s]
    222/499      4.32G   0.007904   0.007813   0.002649         65        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    222/499      4.32G   0.007914   0.007817   0.002629         70        640:  52%|#####2    | 88/168 [00:16<00:15,  5.21it/s]
    222/499      4.32G   0.007914   0.007817   0.002629         70        640:  53%|#####2    | 89/168 [00:16<00:14,  5.30it/s]
    222/499      4.32G   0.007924   0.007808   0.002635         62        640:  53%|#####2    | 89/168 [00:17<00:14,  5.30it/s]
    222/499      4.32G   0.007924   0.007808   0.002635         62        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    222/499      4.32G    0.00793   0.007794   0.002629         68        640:  54%|#####3    | 90/168 [00:17<00:14,  5.37it/s]
    222/499      4.32G    0.00793   0.007794   0.002629         68        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    222/499      4.32G    0.00793   0.007791   0.002655         64        640:  54%|#####4    | 91/168 [00:17<00:14,  5.18it/s]
    222/499      4.32G    0.00793   0.007791   0.002655         64        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    222/499      4.32G   0.007925   0.007778   0.002671         63        640:  55%|#####4    | 92/168 [00:17<00:14,  5.26it/s]
    222/499      4.32G   0.007925   0.007778   0.002671         63        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    222/499      4.32G   0.007946   0.007785   0.002694         80        640:  55%|#####5    | 93/168 [00:17<00:14,  5.34it/s]
    222/499      4.32G   0.007946   0.007785   0.002694         80        640:  56%|#####5    | 94/168 [00:17<00:14,  5.18it/s]
    222/499      4.32G   0.007948   0.007813    0.00271         79        640:  56%|#####5    | 94/168 [00:18<00:14,  5.18it/s]
    222/499      4.32G   0.007948   0.007813    0.00271         79        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    222/499      4.32G   0.007951   0.007814    0.00269         71        640:  57%|#####6    | 95/168 [00:18<00:13,  5.28it/s]
    222/499      4.32G   0.007951   0.007814    0.00269         71        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    222/499      4.32G   0.007948   0.007805   0.002674         56        640:  57%|#####7    | 96/168 [00:18<00:13,  5.34it/s]
    222/499      4.32G   0.007948   0.007805   0.002674         56        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    222/499      4.32G   0.007963   0.007793   0.002669         59        640:  58%|#####7    | 97/168 [00:18<00:13,  5.20it/s]
    222/499      4.32G   0.007963   0.007793   0.002669         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    222/499      4.32G    0.00797   0.007792   0.002668         59        640:  58%|#####8    | 98/168 [00:18<00:13,  5.28it/s]
    222/499      4.32G    0.00797   0.007792   0.002668         59        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    222/499      4.32G   0.007991   0.007796   0.002706         68        640:  59%|#####8    | 99/168 [00:18<00:12,  5.36it/s]
    222/499      4.32G   0.007991   0.007796   0.002706         68        640:  60%|#####9    | 100/168 [00:18<00:13,  5.19it/s]
    222/499      4.32G   0.007982   0.007789   0.002695         70        640:  60%|#####9    | 100/168 [00:19<00:13,  5.19it/s]
    222/499      4.32G   0.007982   0.007789   0.002695         70        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
    222/499      4.32G   0.007978   0.007769   0.002737         54        640:  60%|######    | 101/168 [00:19<00:12,  5.18it/s]
    222/499      4.32G   0.007978   0.007769   0.002737         54        640:  61%|######    | 102/168 [00:19<00:12,  5.23it/s]
    222/499      4.32G    0.00798   0.007779    0.00272         68        640:  61%|######    | 102/168 [00:19<00:12,  5.23it/s]
    222/499      4.32G    0.00798   0.007779    0.00272         68        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
    222/499      4.32G   0.007995   0.007766   0.002718         51        640:  61%|######1   | 103/168 [00:19<00:12,  5.13it/s]
    222/499      4.32G   0.007995   0.007766   0.002718         51        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    222/499      4.32G   0.008002   0.007773   0.002701         63        640:  62%|######1   | 104/168 [00:19<00:12,  5.24it/s]
    222/499      4.32G   0.008002   0.007773   0.002701         63        640:  62%|######2   | 105/168 [00:19<00:11,  5.31it/s]
    222/499      4.32G   0.008007   0.007763   0.002691         68        640:  62%|######2   | 105/168 [00:20<00:11,  5.31it/s]
    222/499      4.32G   0.008007   0.007763   0.002691         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    222/499      4.32G   0.008003    0.00775   0.002713         68        640:  63%|######3   | 106/168 [00:20<00:11,  5.18it/s]
    222/499      4.32G   0.008003    0.00775   0.002713         68        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    222/499      4.32G    0.00801    0.00775   0.002733         73        640:  64%|######3   | 107/168 [00:20<00:11,  5.25it/s]
    222/499      4.32G    0.00801    0.00775   0.002733         73        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    222/499      4.32G   0.007996   0.007726   0.002734         49        640:  64%|######4   | 108/168 [00:20<00:11,  5.32it/s]
    222/499      4.32G   0.007996   0.007726   0.002734         49        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    222/499      4.32G   0.008016   0.007722   0.002745         62        640:  65%|######4   | 109/168 [00:20<00:11,  5.19it/s]
    222/499      4.32G   0.008016   0.007722   0.002745         62        640:  65%|######5   | 110/168 [00:20<00:11,  5.26it/s]
    222/499      4.32G   0.008011   0.007739   0.002751         72        640:  65%|######5   | 110/168 [00:21<00:11,  5.26it/s]
    222/499      4.32G   0.008011   0.007739   0.002751         72        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    222/499      4.32G   0.008029   0.007746   0.002733         59        640:  66%|######6   | 111/168 [00:21<00:10,  5.32it/s]
    222/499      4.32G   0.008029   0.007746   0.002733         59        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    222/499      4.32G   0.008034   0.007736    0.00273         62        640:  67%|######6   | 112/168 [00:21<00:10,  5.21it/s]
    222/499      4.32G   0.008034   0.007736    0.00273         62        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    222/499      4.32G   0.008037    0.00774    0.00274         75        640:  67%|######7   | 113/168 [00:21<00:10,  5.29it/s]
    222/499      4.32G   0.008037    0.00774    0.00274         75        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    222/499      4.32G   0.008053   0.007741   0.002716         57        640:  68%|######7   | 114/168 [00:21<00:10,  5.35it/s]
    222/499      4.32G   0.008053   0.007741   0.002716         57        640:  68%|######8   | 115/168 [00:21<00:10,  5.20it/s]
    222/499      4.32G   0.008044   0.007741   0.002719         73        640:  68%|######8   | 115/168 [00:22<00:10,  5.20it/s]
    222/499      4.32G   0.008044   0.007741   0.002719         73        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    222/499      4.32G   0.008038    0.00773   0.002731         61        640:  69%|######9   | 116/168 [00:22<00:09,  5.29it/s]
    222/499      4.32G   0.008038    0.00773   0.002731         61        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    222/499      4.32G   0.008039   0.007734   0.002729         77        640:  70%|######9   | 117/168 [00:22<00:09,  5.33it/s]
    222/499      4.32G   0.008039   0.007734   0.002729         77        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    222/499      4.32G   0.008033   0.007733   0.002747         73        640:  70%|#######   | 118/168 [00:22<00:09,  5.17it/s]
    222/499      4.32G   0.008033   0.007733   0.002747         73        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    222/499      4.32G   0.008026   0.007735   0.002745         69        640:  71%|#######   | 119/168 [00:22<00:09,  5.26it/s]
    222/499      4.32G   0.008026   0.007735   0.002745         69        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    222/499      4.32G   0.008015   0.007719   0.002758         61        640:  71%|#######1  | 120/168 [00:22<00:08,  5.36it/s]
    222/499      4.32G   0.008015   0.007719   0.002758         61        640:  72%|#######2  | 121/168 [00:22<00:09,  5.19it/s]
    222/499      4.32G   0.008001   0.007715   0.002759         75        640:  72%|#######2  | 121/168 [00:23<00:09,  5.19it/s]
    222/499      4.32G   0.008001   0.007715   0.002759         75        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    222/499      4.32G   0.008001   0.007717   0.002764         69        640:  73%|#######2  | 122/168 [00:23<00:08,  5.28it/s]
    222/499      4.32G   0.008001   0.007717   0.002764         69        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    222/499      4.32G   0.008004    0.00772   0.002762         68        640:  73%|#######3  | 123/168 [00:23<00:08,  5.36it/s]
    222/499      4.32G   0.008004    0.00772   0.002762         68        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    222/499      4.32G   0.007992   0.007714   0.002771         64        640:  74%|#######3  | 124/168 [00:23<00:08,  5.18it/s]
    222/499      4.32G   0.007992   0.007714   0.002771         64        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    222/499      4.32G   0.007987     0.0077   0.002788         76        640:  74%|#######4  | 125/168 [00:23<00:08,  5.23it/s]
    222/499      4.32G   0.007987     0.0077   0.002788         76        640:  75%|#######5  | 126/168 [00:23<00:07,  5.33it/s]
    222/499      4.32G    0.00799   0.007704   0.002797         81        640:  75%|#######5  | 126/168 [00:24<00:07,  5.33it/s]
    222/499      4.32G    0.00799   0.007704   0.002797         81        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    222/499      4.32G   0.007985   0.007708   0.002784         65        640:  76%|#######5  | 127/168 [00:24<00:07,  5.21it/s]
    222/499      4.32G   0.007985   0.007708   0.002784         65        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    222/499      4.32G   0.007992   0.007705   0.002799         73        640:  76%|#######6  | 128/168 [00:24<00:07,  5.31it/s]
    222/499      4.32G   0.007992   0.007705   0.002799         73        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    222/499      4.32G   0.008004    0.00771   0.002817         76        640:  77%|#######6  | 129/168 [00:24<00:07,  5.36it/s]
    222/499      4.32G   0.008004    0.00771   0.002817         76        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    222/499      4.32G   0.008001   0.007704   0.002831         66        640:  77%|#######7  | 130/168 [00:24<00:07,  5.16it/s]
    222/499      4.32G   0.008001   0.007704   0.002831         66        640:  78%|#######7  | 131/168 [00:24<00:07,  5.26it/s]
    222/499      4.32G      0.008   0.007724   0.002837         80        640:  78%|#######7  | 131/168 [00:25<00:07,  5.26it/s]
    222/499      4.32G      0.008   0.007724   0.002837         80        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    222/499      4.32G    0.00799   0.007704   0.002843         56        640:  79%|#######8  | 132/168 [00:25<00:06,  5.31it/s]
    222/499      4.32G    0.00799   0.007704   0.002843         56        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    222/499      4.32G   0.007984   0.007702   0.002845         73        640:  79%|#######9  | 133/168 [00:25<00:06,  5.15it/s]
    222/499      4.32G   0.007984   0.007702   0.002845         73        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    222/499      4.32G   0.007992   0.007708   0.002838         64        640:  80%|#######9  | 134/168 [00:25<00:06,  5.25it/s]
    222/499      4.32G   0.007992   0.007708   0.002838         64        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    222/499      4.32G   0.008002   0.007696   0.002856         61        640:  80%|########  | 135/168 [00:25<00:06,  5.34it/s]
    222/499      4.32G   0.008002   0.007696   0.002856         61        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    222/499      4.32G   0.008004    0.00771   0.002862         84        640:  81%|########  | 136/168 [00:25<00:06,  5.21it/s]
    222/499      4.32G   0.008004    0.00771   0.002862         84        640:  82%|########1 | 137/168 [00:25<00:05,  5.29it/s]
    222/499      4.32G   0.008007   0.007728    0.00285         81        640:  82%|########1 | 137/168 [00:26<00:05,  5.29it/s]
    222/499      4.32G   0.008007   0.007728    0.00285         81        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    222/499      4.32G   0.008008   0.007742   0.002863         72        640:  82%|########2 | 138/168 [00:26<00:05,  5.35it/s]
    222/499      4.32G   0.008008   0.007742   0.002863         72        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    222/499      4.32G   0.008007   0.007757   0.002861         86        640:  83%|########2 | 139/168 [00:26<00:05,  5.22it/s]
    222/499      4.32G   0.008007   0.007757   0.002861         86        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    222/499      4.32G    0.00801    0.00776   0.002882         79        640:  83%|########3 | 140/168 [00:26<00:05,  5.29it/s]
    222/499      4.32G    0.00801    0.00776   0.002882         79        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
    222/499      4.32G   0.008007   0.007765   0.002871         63        640:  84%|########3 | 141/168 [00:26<00:05,  5.26it/s]
    222/499      4.32G   0.008007   0.007765   0.002871         63        640:  85%|########4 | 142/168 [00:26<00:05,  5.14it/s]
    222/499      4.32G   0.008007   0.007764   0.002875         57        640:  85%|########4 | 142/168 [00:27<00:05,  5.14it/s]
    222/499      4.32G   0.008007   0.007764   0.002875         57        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    222/499      4.32G   0.008011   0.007741   0.002873         56        640:  85%|########5 | 143/168 [00:27<00:04,  5.24it/s]
    222/499      4.32G   0.008011   0.007741   0.002873         56        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    222/499      4.32G   0.008004    0.00775   0.002887         84        640:  86%|########5 | 144/168 [00:27<00:04,  5.30it/s]
    222/499      4.32G   0.008004    0.00775   0.002887         84        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    222/499      4.32G   0.008008   0.007752    0.00289         63        640:  86%|########6 | 145/168 [00:27<00:04,  5.16it/s]
    222/499      4.32G   0.008008   0.007752    0.00289         63        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    222/499      4.32G   0.008013   0.007753   0.002902         74        640:  87%|########6 | 146/168 [00:27<00:04,  5.26it/s]
    222/499      4.32G   0.008013   0.007753   0.002902         74        640:  88%|########7 | 147/168 [00:27<00:03,  5.33it/s]
    222/499      4.32G   0.008022   0.007742   0.002942         55        640:  88%|########7 | 147/168 [00:28<00:03,  5.33it/s]
    222/499      4.32G   0.008022   0.007742   0.002942         55        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    222/499      4.32G   0.008025    0.00775    0.00294         76        640:  88%|########8 | 148/168 [00:28<00:03,  5.18it/s]
    222/499      4.32G   0.008025    0.00775    0.00294         76        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    222/499      4.32G   0.008035    0.00777   0.002929         84        640:  89%|########8 | 149/168 [00:28<00:03,  5.27it/s]
    222/499      4.32G   0.008035    0.00777   0.002929         84        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    222/499      4.32G   0.008037   0.007772    0.00293         70        640:  89%|########9 | 150/168 [00:28<00:03,  5.27it/s]
    222/499      4.32G   0.008037   0.007772    0.00293         70        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    222/499      4.32G   0.008035    0.00778   0.002938         85        640:  90%|########9 | 151/168 [00:28<00:03,  5.16it/s]
    222/499      4.32G   0.008035    0.00778   0.002938         85        640:  90%|######### | 152/168 [00:28<00:03,  5.25it/s]
    222/499      4.32G   0.008041   0.007781   0.002944         75        640:  90%|######### | 152/168 [00:29<00:03,  5.25it/s]
    222/499      4.32G   0.008041   0.007781   0.002944         75        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    222/499      4.32G   0.008039   0.007776    0.00294         68        640:  91%|#########1| 153/168 [00:29<00:02,  5.34it/s]
    222/499      4.32G   0.008039   0.007776    0.00294         68        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    222/499      4.32G   0.008039   0.007762   0.002936         49        640:  92%|#########1| 154/168 [00:29<00:02,  5.21it/s]
    222/499      4.32G   0.008039   0.007762   0.002936         49        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    222/499      4.32G   0.008033   0.007757   0.002938         78        640:  92%|#########2| 155/168 [00:29<00:02,  5.28it/s]
    222/499      4.32G   0.008033   0.007757   0.002938         78        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
    222/499      4.32G   0.008029   0.007754   0.002952         68        640:  93%|#########2| 156/168 [00:29<00:02,  5.27it/s]
    222/499      4.32G   0.008029   0.007754   0.002952         68        640:  93%|#########3| 157/168 [00:29<00:02,  5.18it/s]
    222/499      4.32G   0.008022   0.007744   0.002949         67        640:  93%|#########3| 157/168 [00:30<00:02,  5.18it/s]
    222/499      4.32G   0.008022   0.007744   0.002949         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    222/499      4.32G   0.008017   0.007752   0.002943         67        640:  94%|#########4| 158/168 [00:30<00:01,  5.24it/s]
    222/499      4.32G   0.008017   0.007752   0.002943         67        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    222/499      4.32G    0.00801   0.007751   0.002936         80        640:  95%|#########4| 159/168 [00:30<00:01,  5.32it/s]
    222/499      4.32G    0.00801   0.007751   0.002936         80        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    222/499      4.32G   0.008007   0.007757   0.002926         71        640:  95%|#########5| 160/168 [00:30<00:01,  5.19it/s]
    222/499      4.32G   0.008007   0.007757   0.002926         71        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    222/499      4.32G    0.00802   0.007762   0.002924         70        640:  96%|#########5| 161/168 [00:30<00:01,  5.29it/s]
    222/499      4.32G    0.00802   0.007762   0.002924         70        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    222/499      4.32G    0.00801   0.007751   0.002926         64        640:  96%|#########6| 162/168 [00:30<00:01,  5.35it/s]
    222/499      4.32G    0.00801   0.007751   0.002926         64        640:  97%|#########7| 163/168 [00:30<00:00,  5.23it/s]
    222/499      4.32G    0.00801   0.007746   0.002917         48        640:  97%|#########7| 163/168 [00:31<00:00,  5.23it/s]
    222/499      4.32G    0.00801   0.007746   0.002917         48        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    222/499      4.32G   0.008001   0.007742   0.002925         72        640:  98%|#########7| 164/168 [00:31<00:00,  5.28it/s]
    222/499      4.32G   0.008001   0.007742   0.002925         72        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    222/499      4.32G   0.007997   0.007736   0.002919         62        640:  98%|#########8| 165/168 [00:31<00:00,  5.35it/s]
    222/499      4.32G   0.007997   0.007736   0.002919         62        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    222/499      4.32G   0.007995   0.007735   0.002919         77        640:  99%|#########8| 166/168 [00:31<00:00,  5.20it/s]
    222/499      4.32G   0.007995   0.007735   0.002919         77        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    222/499      4.32G   0.008009   0.007732   0.002925         25        640:  99%|#########9| 167/168 [00:31<00:00,  5.26it/s]
    222/499      4.32G   0.008009   0.007732   0.002925         25        640: 100%|##########| 168/168 [00:31<00:00,  5.43it/s]
    222/499      4.32G   0.008009   0.007732   0.002925         25        640: 100%|##########| 168/168 [00:31<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.52it/s]
                   all        132        263       0.85      0.856      0.886      0.768
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 122, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.

223 epochs completed in 2.049 hours.
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp11\weights\last.pt, 14.4MB
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp11\weights\best.pt, 14.4MB

Validating yolov5_ws\yolov5\runs\train\exp11\weights\best.pt...
Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:01<00:00,  2.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  2.98it/s]
                   all        132        263      0.888      0.897      0.915      0.792
        Right_Scissors        132         29      0.873      0.931      0.973      0.854
   Right_Needle_driver        132         95      0.989      0.979      0.989      0.871
    Left_Needle_driver        132          6      0.781      0.833      0.844      0.784
          Left_Forceps        132         44       0.93      0.903      0.942      0.856
           Right_Empty        132          7      0.823      0.857      0.803      0.583
            Left_Empty        132         82      0.935      0.877      0.941      0.806
Results saved to yolov5_ws\yolov5\runs\train\exp11

import imgaug as ia
import imgaug.augmenters as iaa

def augment_dataset(images_src, labels_src):
    images = []
    labels = []
    for img_name, lbl_name in zip(os.listdir(images_src), os.listdir(labels_src)):
        img = cv.imread(os.path.join(images_src, img_name))[..., ::-1]
        with open(os.path.join(labels_src, lbl_name), "r") as f:
            lines = f.readlines()
            bbox_label = [reverse_transform_format([int(cls), float(x), float(y), float(w), float(h)], 640, 480)
                          for cls, x, y, w, h in [line.split(" ") for line in lines]]
        images.append(img)
        labels.append(bbox_label)

    seq = iaa.Sequential([
        iaa.AdditiveGaussianNoise(scale=(0, 0.1*255)),  # add random noise to the images
        iaa.Multiply((0.8, 1.2)),  # adjust the brightness of the images
        iaa.GaussianBlur(sigma=(0, 1.5))  # blur images with a sigma of 0 to 1.5
    ])

    images_aug = seq(images=images)
    return images_aug, images, labels

def write_augmented_dataset(images_src, labels_src, images_dest, labels_dest):
    images_aug, _, labels = augment_dataset(images_src, labels_src)
    for augmented_image, img_filename, label_filename in zip(images_aug, os.listdir(images_src), os.listdir(labels_src)):
        cv.imwrite(os.path.join(images_dest, img_filename), augmented_image)
        shutil.copy2(os.path.join(labels_src, label_filename), os.path.join(labels_dest, label_filename))
    return images_aug, labels

create_train_test_val_dirs()
images_aug, labels = write_augmented_dataset("data/raw/images/training", "data/raw/labels/training",
                                             "data/augmented/images/training", "data/augmented/labels/training")

c = 0
for img, label in zip(images_aug, labels):
    if c > 10:
        break
    draw_bboxes_and_classes(img, label)
    c += 1

!python yolov5_ws/yolov5/train.py --img 640 --batch 20 --epochs 500 --optimizer "AdamW" --device "cuda:0" --data yolov5_ws/yolov5/dataset-augmented.yaml --weights yolov5_ws/yolov5/yolov5s.pt

github: skipping check (not a git repository), for updates see https://github.com/ultralytics/yolov5

train: weights=yolov5_ws/yolov5/yolov5s.pt, cfg=, data=yolov5_ws/yolov5/dataset-augmented.yaml, hyp=yolov5_ws\yolov5\data\hyps\hyp.scratch-low.yaml, epochs=500, batch_size=20, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=cuda:0, multi_scale=False, single_cls=False, optimizer=AdamW, sync_bn=False, workers=8, project=yolov5_ws\yolov5\runs\train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
ClearML: run 'pip install clearml' to automatically track, visualize and remotely train YOLOv5  in ClearML
Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5  runs in Comet
TensorBoard: Start with 'tensorboard --logdir yolov5_ws\yolov5\runs\train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=8

                 from  n    params  module                                  arguments                     
  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              
  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                
  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   
  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               
  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 
  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              
  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 
  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              
  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 
  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 
 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              
 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 12           [-1, 6]  1         0  models.common.Concat                    [1]                           
 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          
 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              
 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 16           [-1, 4]  1         0  models.common.Concat                    [1]                           
 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          
 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              
 19          [-1, 14]  1         0  models.common.Concat                    [1]                           
 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          
 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              
 22          [-1, 10]  1         0  models.common.Concat                    [1]                           
 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          
 24      [17, 20, 23]  1     35061  models.yolo.Detect                      [8, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model summary: 214 layers, 7041205 parameters, 7041205 gradients, 16.0 GFLOPs

Transferred 343/349 items from yolov5_ws\yolov5\yolov5s.pt
AMP: checks passed 
optimizer: AdamW(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.00046875), 60 bias

train: Scanning C:\Users\user\Projects\cvor1\data\augmented\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s]
train: Scanning C:\Users\user\Projects\cvor1\data\augmented\labels\training.cache... 790 images, 0 backgrounds, 0 corrupt: 100%|##########| 790/790 [00:00<?, ?it/s]

val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s]
val: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\validation.cache... 132 images, 0 backgrounds, 0 corrupt: 100%|##########| 132/132 [00:00<?, ?it/s]

AutoAnchor: 5.37 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset 
Plotting labels to yolov5_ws\yolov5\runs\train\exp12\labels.jpg... 
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to yolov5_ws\yolov5\runs\train\exp12
Starting training for 500 epochs...

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      0/499      3.68G     0.1162    0.03831    0.06458         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
      0/499      3.68G     0.1162    0.03831    0.06458         75        640:   2%|2         | 1/40 [00:01<01:15,  1.94s/it]
      0/499      3.75G     0.1125    0.03813    0.06126         73        640:   2%|2         | 1/40 [00:02<01:15,  1.94s/it]
      0/499      3.75G     0.1125    0.03813    0.06126         73        640:   5%|5         | 2/40 [00:02<00:34,  1.09it/s]
      0/499      3.88G     0.1093    0.03718    0.05932         65        640:   5%|5         | 2/40 [00:02<00:34,  1.09it/s]
      0/499      3.88G     0.1093    0.03718    0.05932         65        640:   8%|7         | 3/40 [00:02<00:22,  1.67it/s]
      0/499      3.88G     0.1052    0.03726    0.05761         70        640:   8%|7         | 3/40 [00:02<00:22,  1.67it/s]
      0/499      3.88G     0.1052    0.03726    0.05761         70        640:  10%|#         | 4/40 [00:02<00:16,  2.22it/s]
      0/499      3.88G     0.1004    0.03785     0.0563         69        640:  10%|#         | 4/40 [00:02<00:16,  2.22it/s]
      0/499      3.88G     0.1004    0.03785     0.0563         69        640:  12%|#2        | 5/40 [00:02<00:12,  2.77it/s]
      0/499      3.88G    0.09703     0.0398    0.05523         85        640:  12%|#2        | 5/40 [00:02<00:12,  2.77it/s]
      0/499      3.88G    0.09703     0.0398    0.05523         85        640:  15%|#5        | 6/40 [00:02<00:10,  3.25it/s]
      0/499      3.88G     0.0946    0.03953     0.0541         68        640:  15%|#5        | 6/40 [00:03<00:10,  3.25it/s]
      0/499      3.88G     0.0946    0.03953     0.0541         68        640:  18%|#7        | 7/40 [00:03<00:08,  3.67it/s]
      0/499      3.88G    0.09198    0.03955    0.05298         69        640:  18%|#7        | 7/40 [00:03<00:08,  3.67it/s]
      0/499      3.88G    0.09198    0.03955    0.05298         69        640:  20%|##        | 8/40 [00:03<00:08,  3.99it/s]
      0/499      3.88G    0.08936    0.03937    0.05227         63        640:  20%|##        | 8/40 [00:03<00:08,  3.99it/s]
      0/499      3.88G    0.08936    0.03937    0.05227         63        640:  22%|##2       | 9/40 [00:03<00:07,  4.27it/s]
      0/499      3.88G    0.08739     0.0393    0.05171         66        640:  22%|##2       | 9/40 [00:03<00:07,  4.27it/s]
      0/499      3.88G    0.08739     0.0393    0.05171         66        640:  25%|##5       | 10/40 [00:03<00:06,  4.47it/s]
      0/499      3.88G    0.08534    0.03907    0.05055         62        640:  25%|##5       | 10/40 [00:03<00:06,  4.47it/s]
      0/499      3.88G    0.08534    0.03907    0.05055         62        640:  28%|##7       | 11/40 [00:03<00:06,  4.71it/s]
      0/499      3.88G    0.08391     0.0391    0.04994         70        640:  28%|##7       | 11/40 [00:04<00:06,  4.71it/s]
      0/499      3.88G    0.08391     0.0391    0.04994         70        640:  30%|###       | 12/40 [00:04<00:05,  4.73it/s]
      0/499      3.88G    0.08253     0.0393    0.04959         75        640:  30%|###       | 12/40 [00:04<00:05,  4.73it/s]
      0/499      3.88G    0.08253     0.0393    0.04959         75        640:  32%|###2      | 13/40 [00:04<00:05,  4.80it/s]
      0/499      3.88G    0.08113    0.03927    0.04926         67        640:  32%|###2      | 13/40 [00:04<00:05,  4.80it/s]
      0/499      3.88G    0.08113    0.03927    0.04926         67        640:  35%|###5      | 14/40 [00:04<00:05,  4.86it/s]
      0/499      3.88G    0.08016    0.03963    0.04891         83        640:  35%|###5      | 14/40 [00:04<00:05,  4.86it/s]
      0/499      3.88G    0.08016    0.03963    0.04891         83        640:  38%|###7      | 15/40 [00:04<00:05,  4.90it/s]
      0/499      3.88G    0.07966    0.03954    0.04848         75        640:  38%|###7      | 15/40 [00:04<00:05,  4.90it/s]
      0/499      3.88G    0.07966    0.03954    0.04848         75        640:  40%|####      | 16/40 [00:04<00:04,  4.90it/s]
      0/499      3.88G    0.07876    0.03938    0.04817         73        640:  40%|####      | 16/40 [00:05<00:04,  4.90it/s]
      0/499      3.88G    0.07876    0.03938    0.04817         73        640:  42%|####2     | 17/40 [00:05<00:04,  4.94it/s]
      0/499      3.88G    0.07757     0.0395    0.04793         78        640:  42%|####2     | 17/40 [00:05<00:04,  4.94it/s]
      0/499      3.88G    0.07757     0.0395    0.04793         78        640:  45%|####5     | 18/40 [00:05<00:04,  4.91it/s]
      0/499      3.88G    0.07673    0.03929    0.04779         74        640:  45%|####5     | 18/40 [00:05<00:04,  4.91it/s]
      0/499      3.88G    0.07673    0.03929    0.04779         74        640:  48%|####7     | 19/40 [00:05<00:04,  4.91it/s]
      0/499      3.88G    0.07574    0.03922    0.04765         83        640:  48%|####7     | 19/40 [00:05<00:04,  4.91it/s]
      0/499      3.88G    0.07574    0.03922    0.04765         83        640:  50%|#####     | 20/40 [00:05<00:04,  4.94it/s]
      0/499      3.88G    0.07495    0.03927    0.04732         86        640:  50%|#####     | 20/40 [00:06<00:04,  4.94it/s]
      0/499      3.88G    0.07495    0.03927    0.04732         86        640:  52%|#####2    | 21/40 [00:06<00:03,  4.96it/s]
      0/499      3.88G    0.07412    0.03931      0.047         89        640:  52%|#####2    | 21/40 [00:06<00:03,  4.96it/s]
      0/499      3.88G    0.07412    0.03931      0.047         89        640:  55%|#####5    | 22/40 [00:06<00:03,  4.97it/s]
      0/499      3.88G    0.07321    0.03911    0.04681         73        640:  55%|#####5    | 22/40 [00:06<00:03,  4.97it/s]
      0/499      3.88G    0.07321    0.03911    0.04681         73        640:  57%|#####7    | 23/40 [00:06<00:03,  4.98it/s]
      0/499      3.88G    0.07233    0.03864    0.04666         64        640:  57%|#####7    | 23/40 [00:06<00:03,  4.98it/s]
      0/499      3.88G    0.07233    0.03864    0.04666         64        640:  60%|######    | 24/40 [00:06<00:03,  4.94it/s]
      0/499      3.88G     0.0715    0.03852    0.04654         83        640:  60%|######    | 24/40 [00:06<00:03,  4.94it/s]
      0/499      3.88G     0.0715    0.03852    0.04654         83        640:  62%|######2   | 25/40 [00:06<00:03,  4.98it/s]
      0/499      3.88G    0.07071    0.03821    0.04647         71        640:  62%|######2   | 25/40 [00:07<00:03,  4.98it/s]
      0/499      3.88G    0.07071    0.03821    0.04647         71        640:  65%|######5   | 26/40 [00:07<00:02,  4.96it/s]
      0/499      3.88G    0.07007    0.03774    0.04629         59        640:  65%|######5   | 26/40 [00:07<00:02,  4.96it/s]
      0/499      3.88G    0.07007    0.03774    0.04629         59        640:  68%|######7   | 27/40 [00:07<00:02,  4.97it/s]
      0/499      3.88G    0.06949    0.03751    0.04609         76        640:  68%|######7   | 27/40 [00:07<00:02,  4.97it/s]
      0/499      3.88G    0.06949    0.03751    0.04609         76        640:  70%|#######   | 28/40 [00:07<00:02,  4.98it/s]
      0/499      3.88G    0.06888    0.03707    0.04602         60        640:  70%|#######   | 28/40 [00:07<00:02,  4.98it/s]
      0/499      3.88G    0.06888    0.03707    0.04602         60        640:  72%|#######2  | 29/40 [00:07<00:02,  5.17it/s]
      0/499      3.88G     0.0683    0.03686    0.04596         74        640:  72%|#######2  | 29/40 [00:07<00:02,  5.17it/s]
      0/499      3.88G     0.0683    0.03686    0.04596         74        640:  75%|#######5  | 30/40 [00:07<00:01,  5.11it/s]
      0/499      3.88G    0.06798    0.03659    0.04581         77        640:  75%|#######5  | 30/40 [00:07<00:01,  5.11it/s]
      0/499      3.88G    0.06798    0.03659    0.04581         77        640:  78%|#######7  | 31/40 [00:07<00:01,  5.25it/s]
      0/499      3.88G    0.06779    0.03647    0.04565         90        640:  78%|#######7  | 31/40 [00:08<00:01,  5.25it/s]
      0/499      3.88G    0.06779    0.03647    0.04565         90        640:  80%|########  | 32/40 [00:08<00:01,  4.45it/s]
      0/499      3.88G     0.0675    0.03643    0.04541         93        640:  80%|########  | 32/40 [00:08<00:01,  4.45it/s]
      0/499      3.88G     0.0675    0.03643    0.04541         93        640:  82%|########2 | 33/40 [00:08<00:01,  4.73it/s]
      0/499      3.88G    0.06725    0.03624    0.04536         75        640:  82%|########2 | 33/40 [00:08<00:01,  4.73it/s]
      0/499      3.88G    0.06725    0.03624    0.04536         75        640:  85%|########5 | 34/40 [00:08<00:01,  4.81it/s]
      0/499      3.88G    0.06682    0.03606    0.04532         69        640:  85%|########5 | 34/40 [00:08<00:01,  4.81it/s]
      0/499      3.88G    0.06682    0.03606    0.04532         69        640:  88%|########7 | 35/40 [00:08<00:00,  5.01it/s]
      0/499      3.88G    0.06644    0.03585     0.0453         68        640:  88%|########7 | 35/40 [00:09<00:00,  5.01it/s]
      0/499      3.88G    0.06644    0.03585     0.0453         68        640:  90%|######### | 36/40 [00:09<00:00,  4.99it/s]
      0/499      3.88G    0.06623    0.03567    0.04518         69        640:  90%|######### | 36/40 [00:09<00:00,  4.99it/s]
      0/499      3.88G    0.06623    0.03567    0.04518         69        640:  92%|#########2| 37/40 [00:09<00:00,  5.15it/s]
      0/499      3.88G    0.06592    0.03553    0.04515         74        640:  92%|#########2| 37/40 [00:09<00:00,  5.15it/s]
      0/499      3.88G    0.06592    0.03553    0.04515         74        640:  95%|#########5| 38/40 [00:09<00:00,  5.09it/s]
      0/499      3.88G    0.06561    0.03551     0.0451         82        640:  95%|#########5| 38/40 [00:09<00:00,  5.09it/s]
      0/499      3.88G    0.06561    0.03551     0.0451         82        640:  98%|#########7| 39/40 [00:09<00:00,  5.22it/s]
      0/499      3.88G    0.06534    0.03535    0.04503         37        640:  98%|#########7| 39/40 [00:09<00:00,  5.22it/s]
      0/499      3.88G    0.06534    0.03535    0.04503         37        640: 100%|##########| 40/40 [00:09<00:00,  5.22it/s]
      0/499      3.88G    0.06534    0.03535    0.04503         37        640: 100%|##########| 40/40 [00:09<00:00,  4.09it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:01<00:04,  1.45s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:02<00:02,  1.43s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:04<00:01,  1.43s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:04<00:00,  1.07s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:04<00:00,  1.21s/it]
                   all        132        263   0.000231     0.0316   0.000161   3.09e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      1/499      4.32G    0.05781    0.03822    0.03945         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
      1/499      4.32G    0.05781    0.03822    0.03945         85        640:   2%|2         | 1/40 [00:00<00:11,  3.50it/s]
      1/499      4.32G    0.06081    0.03067    0.04137         52        640:   2%|2         | 1/40 [00:00<00:11,  3.50it/s]
      1/499      4.32G    0.06081    0.03067    0.04137         52        640:   5%|5         | 2/40 [00:00<00:08,  4.39it/s]
      1/499      4.32G    0.06118     0.0295    0.04194         60        640:   5%|5         | 2/40 [00:00<00:08,  4.39it/s]
      1/499      4.32G    0.06118     0.0295    0.04194         60        640:   8%|7         | 3/40 [00:00<00:07,  4.89it/s]
      1/499      4.32G     0.0608    0.03004    0.04232         72        640:   8%|7         | 3/40 [00:00<00:07,  4.89it/s]
      1/499      4.32G     0.0608    0.03004    0.04232         72        640:  10%|#         | 4/40 [00:00<00:07,  4.94it/s]
      1/499      4.32G     0.0593    0.02908    0.04279         60        640:  10%|#         | 4/40 [00:01<00:07,  4.94it/s]
      1/499      4.32G     0.0593    0.02908    0.04279         60        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
      1/499      4.32G    0.05829    0.02987    0.04251         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
      1/499      4.32G    0.05829    0.02987    0.04251         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.12it/s]
      1/499      4.32G    0.05708    0.02982    0.04211         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.12it/s]
      1/499      4.32G    0.05708    0.02982    0.04211         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
      1/499      4.32G    0.05667    0.02964    0.04171         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
      1/499      4.32G    0.05667    0.02964    0.04171         70        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
      1/499      4.32G    0.05654    0.02984    0.04164         83        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
      1/499      4.32G    0.05654    0.02984    0.04164         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
      1/499      4.32G    0.05607    0.03025    0.04156         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
      1/499      4.32G    0.05607    0.03025    0.04156         87        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
      1/499      4.32G    0.05578    0.02964    0.04176         56        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
      1/499      4.32G    0.05578    0.02964    0.04176         56        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
      1/499      4.32G    0.05553    0.02967    0.04186         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
      1/499      4.32G    0.05553    0.02967    0.04186         77        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
      1/499      4.32G    0.05518    0.02956    0.04178         74        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
      1/499      4.32G    0.05518    0.02956    0.04178         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
      1/499      4.32G    0.05512    0.02963    0.04182         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
      1/499      4.32G    0.05512    0.02963    0.04182         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
      1/499      4.32G    0.05498    0.02936     0.0419         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
      1/499      4.32G    0.05498    0.02936     0.0419         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
      1/499      4.32G    0.05478    0.02966    0.04172         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
      1/499      4.32G    0.05478    0.02966    0.04172         87        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
      1/499      4.32G    0.05442    0.02976    0.04177         81        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
      1/499      4.32G    0.05442    0.02976    0.04177         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
      1/499      4.32G    0.05417    0.02963     0.0416         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
      1/499      4.32G    0.05417    0.02963     0.0416         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
      1/499      4.32G    0.05389    0.02959    0.04137         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
      1/499      4.32G    0.05389    0.02959    0.04137         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
      1/499      4.32G    0.05372    0.02973    0.04115         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
      1/499      4.32G    0.05372    0.02973    0.04115         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
      1/499      4.32G    0.05342    0.02964    0.04112         71        640:  50%|#####     | 20/40 [00:04<00:03,  5.19it/s]
      1/499      4.32G    0.05342    0.02964    0.04112         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
      1/499      4.32G    0.05315    0.02974    0.04105         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
      1/499      4.32G    0.05315    0.02974    0.04105         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
      1/499      4.32G    0.05335    0.02967    0.04112         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
      1/499      4.32G    0.05335    0.02967    0.04112         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
      1/499      4.32G    0.05322    0.02954    0.04115         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
      1/499      4.32G    0.05322    0.02954    0.04115         69        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
      1/499      4.32G    0.05317     0.0296    0.04113         81        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
      1/499      4.32G    0.05317     0.0296    0.04113         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
      1/499      4.32G    0.05319    0.02936      0.041         64        640:  62%|######2   | 25/40 [00:05<00:02,  5.25it/s]
      1/499      4.32G    0.05319    0.02936      0.041         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
      1/499      4.32G    0.05308     0.0296    0.04103         94        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
      1/499      4.32G    0.05308     0.0296    0.04103         94        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
      1/499      4.32G    0.05286    0.02965    0.04097         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
      1/499      4.32G    0.05286    0.02965    0.04097         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
      1/499      4.32G    0.05261    0.02967    0.04096         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
      1/499      4.32G    0.05261    0.02967    0.04096         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
      1/499      4.32G    0.05237    0.02969    0.04094         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
      1/499      4.32G    0.05237    0.02969    0.04094         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
      1/499      4.32G    0.05228    0.02952    0.04092         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
      1/499      4.32G    0.05228    0.02952    0.04092         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
      1/499      4.32G    0.05202    0.02933    0.04087         63        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
      1/499      4.32G    0.05202    0.02933    0.04087         63        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
      1/499      4.32G    0.05181    0.02926    0.04077         80        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
      1/499      4.32G    0.05181    0.02926    0.04077         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
      1/499      4.32G    0.05166    0.02938    0.04079         96        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
      1/499      4.32G    0.05166    0.02938    0.04079         96        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
      1/499      4.32G     0.0515    0.02936    0.04065         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
      1/499      4.32G     0.0515    0.02936    0.04065         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
      1/499      4.32G    0.05136    0.02937    0.04059         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
      1/499      4.32G    0.05136    0.02937    0.04059         85        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
      1/499      4.32G    0.05117    0.02921    0.04054         66        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
      1/499      4.32G    0.05117    0.02921    0.04054         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
      1/499      4.32G    0.05097    0.02915    0.04047         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
      1/499      4.32G    0.05097    0.02915    0.04047         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
      1/499      4.32G    0.05079    0.02916     0.0404         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
      1/499      4.32G    0.05079    0.02916     0.0404         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
      1/499      4.32G    0.05078    0.02923    0.04042         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
      1/499      4.32G    0.05078    0.02923    0.04042         43        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
      1/499      4.32G    0.05078    0.02923    0.04042         43        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.39it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.90it/s]
                   all        132        263   0.000167    0.00175   7.22e-05    2.2e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      2/499      4.32G    0.04588    0.02775    0.03632         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
      2/499      4.32G    0.04588    0.02775    0.03632         78        640:   2%|2         | 1/40 [00:00<00:06,  5.64it/s]
      2/499      4.32G    0.04808     0.0286     0.0355         84        640:   2%|2         | 1/40 [00:00<00:06,  5.64it/s]
      2/499      4.32G    0.04808     0.0286     0.0355         84        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
      2/499      4.32G    0.04799    0.02712    0.03577         73        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
      2/499      4.32G    0.04799    0.02712    0.03577         73        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
      2/499      4.32G    0.04752    0.02638    0.03539         70        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
      2/499      4.32G    0.04752    0.02638    0.03539         70        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
      2/499      4.32G    0.04726    0.02592     0.0351         77        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
      2/499      4.32G    0.04726    0.02592     0.0351         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
      2/499      4.32G    0.04673    0.02644     0.0363         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
      2/499      4.32G    0.04673    0.02644     0.0363         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
      2/499      4.32G    0.04697    0.02695    0.03685         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
      2/499      4.32G    0.04697    0.02695    0.03685         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.43it/s]
      2/499      4.32G    0.04731    0.02753    0.03705         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.43it/s]
      2/499      4.32G    0.04731    0.02753    0.03705         79        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
      2/499      4.32G    0.04743    0.02806     0.0367         79        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
      2/499      4.32G    0.04743    0.02806     0.0367         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
      2/499      4.32G    0.04767    0.02831    0.03671         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
      2/499      4.32G    0.04767    0.02831    0.03671         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.40it/s]
      2/499      4.32G    0.04774    0.02852    0.03652         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.40it/s]
      2/499      4.32G    0.04774    0.02852    0.03652         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
      2/499      4.32G     0.0474    0.02879    0.03648         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
      2/499      4.32G     0.0474    0.02879    0.03648         86        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
      2/499      4.32G    0.04722    0.02876    0.03634         74        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
      2/499      4.32G    0.04722    0.02876    0.03634         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
      2/499      4.32G    0.04728    0.02886    0.03645         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
      2/499      4.32G    0.04728    0.02886    0.03645         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
      2/499      4.32G    0.04752    0.02902    0.03634         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
      2/499      4.32G    0.04752    0.02902    0.03634         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
      2/499      4.32G    0.04772    0.02905    0.03647         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
      2/499      4.32G    0.04772    0.02905    0.03647         68        640:  40%|####      | 16/40 [00:02<00:04,  5.40it/s]
      2/499      4.32G      0.048    0.02928    0.03633         82        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
      2/499      4.32G      0.048    0.02928    0.03633         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
      2/499      4.32G    0.04785    0.02935    0.03607         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
      2/499      4.32G    0.04785    0.02935    0.03607         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
      2/499      4.32G    0.04794    0.02953    0.03625         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
      2/499      4.32G    0.04794    0.02953    0.03625         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
      2/499      4.32G    0.04782    0.02931    0.03618         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
      2/499      4.32G    0.04782    0.02931    0.03618         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
      2/499      4.32G    0.04795    0.02913    0.03606         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
      2/499      4.32G    0.04795    0.02913    0.03606         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
      2/499      4.32G    0.04783    0.02926    0.03624         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
      2/499      4.32G    0.04783    0.02926    0.03624         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
      2/499      4.32G    0.04794     0.0293    0.03625         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
      2/499      4.32G    0.04794     0.0293    0.03625         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
      2/499      4.32G    0.04783     0.0293     0.0362         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
      2/499      4.32G    0.04783     0.0293     0.0362         79        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
      2/499      4.32G    0.04792    0.02939    0.03619         82        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
      2/499      4.32G    0.04792    0.02939    0.03619         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
      2/499      4.32G    0.04783    0.02918    0.03625         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
      2/499      4.32G    0.04783    0.02918    0.03625         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
      2/499      4.32G    0.04795    0.02905    0.03631         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
      2/499      4.32G    0.04795    0.02905    0.03631         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
      2/499      4.32G    0.04805    0.02904    0.03625         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
      2/499      4.32G    0.04805    0.02904    0.03625         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
      2/499      4.32G    0.04814     0.0289    0.03634         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
      2/499      4.32G    0.04814     0.0289    0.03634         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
      2/499      4.32G    0.04817     0.0288    0.03636         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
      2/499      4.32G    0.04817     0.0288    0.03636         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
      2/499      4.32G     0.0481    0.02885     0.0363         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
      2/499      4.32G     0.0481    0.02885     0.0363         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.39it/s]
      2/499      4.32G    0.04822    0.02891    0.03631         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.39it/s]
      2/499      4.32G    0.04822    0.02891    0.03631         83        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
      2/499      4.32G    0.04835      0.029    0.03628         80        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
      2/499      4.32G    0.04835      0.029    0.03628         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
      2/499      4.32G    0.04832    0.02911    0.03632         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
      2/499      4.32G    0.04832    0.02911    0.03632         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
      2/499      4.32G    0.04834    0.02912    0.03631         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
      2/499      4.32G    0.04834    0.02912    0.03631         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
      2/499      4.32G    0.04835    0.02896    0.03631         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
      2/499      4.32G    0.04835    0.02896    0.03631         67        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
      2/499      4.32G    0.04826    0.02887    0.03628         68        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
      2/499      4.32G    0.04826    0.02887    0.03628         68        640:  92%|#########2| 37/40 [00:06<00:00,  5.42it/s]
      2/499      4.32G    0.04828    0.02886     0.0362         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.42it/s]
      2/499      4.32G    0.04828    0.02886     0.0362         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
      2/499      4.32G    0.04826    0.02874    0.03619         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
      2/499      4.32G    0.04826    0.02874    0.03619         62        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
      2/499      4.32G    0.04843    0.02895    0.03627         51        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
      2/499      4.32G    0.04843    0.02895    0.03627         51        640: 100%|##########| 40/40 [00:07<00:00,  5.49it/s]
      2/499      4.32G    0.04843    0.02895    0.03627         51        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:01<00:03,  1.02s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:02<00:02,  1.01s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:03<00:01,  1.08s/it]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:03<00:00,  1.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:03<00:00,  1.13it/s]
                   all        132        263      0.503     0.0281    0.00119   0.000174

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      3/499      4.32G    0.04716    0.03196    0.03142         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
      3/499      4.32G    0.04716    0.03196    0.03142         85        640:   2%|2         | 1/40 [00:00<00:10,  3.62it/s]
      3/499      4.32G    0.04984     0.0293    0.03357         69        640:   2%|2         | 1/40 [00:00<00:10,  3.62it/s]
      3/499      4.32G    0.04984     0.0293    0.03357         69        640:   5%|5         | 2/40 [00:00<00:08,  4.55it/s]
      3/499      4.32G    0.04981    0.02891     0.0325         72        640:   5%|5         | 2/40 [00:00<00:08,  4.55it/s]
      3/499      4.32G    0.04981    0.02891     0.0325         72        640:   8%|7         | 3/40 [00:00<00:07,  4.99it/s]
      3/499      4.32G    0.05053    0.02838    0.03381         69        640:   8%|7         | 3/40 [00:00<00:07,  4.99it/s]
      3/499      4.32G    0.05053    0.02838    0.03381         69        640:  10%|#         | 4/40 [00:00<00:07,  4.98it/s]
      3/499      4.32G    0.04939    0.02894    0.03401         83        640:  10%|#         | 4/40 [00:01<00:07,  4.98it/s]
      3/499      4.32G    0.04939    0.02894    0.03401         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
      3/499      4.32G    0.04896    0.02884    0.03401         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
      3/499      4.32G    0.04896    0.02884    0.03401         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
      3/499      4.32G    0.04867    0.02841    0.03419         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
      3/499      4.32G    0.04867    0.02841    0.03419         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
      3/499      4.32G    0.04865    0.02824    0.03444         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
      3/499      4.32G    0.04865    0.02824    0.03444         74        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
      3/499      4.32G    0.04861    0.02902    0.03421         91        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
      3/499      4.32G    0.04861    0.02902    0.03421         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
      3/499      4.32G    0.04793    0.02836    0.03435         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
      3/499      4.32G    0.04793    0.02836    0.03435         58        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
      3/499      4.32G     0.0479    0.02825    0.03429         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
      3/499      4.32G     0.0479    0.02825    0.03429         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
      3/499      4.32G    0.04794    0.02861    0.03402         97        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
      3/499      4.32G    0.04794    0.02861    0.03402         97        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
      3/499      4.32G    0.04782    0.02875    0.03413         81        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
      3/499      4.32G    0.04782    0.02875    0.03413         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
      3/499      4.32G    0.04739    0.02855    0.03398         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
      3/499      4.32G    0.04739    0.02855    0.03398         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
      3/499      4.32G    0.04731    0.02867    0.03381         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
      3/499      4.32G    0.04731    0.02867    0.03381         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.47it/s]
      3/499      4.32G    0.04719    0.02845    0.03373         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.47it/s]
      3/499      4.32G    0.04719    0.02845    0.03373         68        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
      3/499      4.32G    0.04712    0.02825    0.03384         68        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
      3/499      4.32G    0.04712    0.02825    0.03384         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
      3/499      4.32G     0.0473      0.028    0.03384         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
      3/499      4.32G     0.0473      0.028    0.03384         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
      3/499      4.32G    0.04718    0.02791    0.03391         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
      3/499      4.32G    0.04718    0.02791    0.03391         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
      3/499      4.32G    0.04713    0.02777    0.03377         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
      3/499      4.32G    0.04713    0.02777    0.03377         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
      3/499      4.32G    0.04694    0.02757    0.03358         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
      3/499      4.32G    0.04694    0.02757    0.03358         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.44it/s]
      3/499      4.32G     0.0469    0.02728    0.03348         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.44it/s]
      3/499      4.32G     0.0469    0.02728    0.03348         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
      3/499      4.32G    0.04701    0.02731    0.03346         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
      3/499      4.32G    0.04701    0.02731    0.03346         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
      3/499      4.32G    0.04706    0.02753    0.03354         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
      3/499      4.32G    0.04706    0.02753    0.03354         89        640:  60%|######    | 24/40 [00:04<00:02,  5.46it/s]
      3/499      4.32G     0.0471    0.02754    0.03368         78        640:  60%|######    | 24/40 [00:04<00:02,  5.46it/s]
      3/499      4.32G     0.0471    0.02754    0.03368         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
      3/499      4.32G    0.04702     0.0276    0.03376         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
      3/499      4.32G    0.04702     0.0276    0.03376         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.40it/s]
      3/499      4.32G    0.04693    0.02767    0.03374         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.40it/s]
      3/499      4.32G    0.04693    0.02767    0.03374         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.47it/s]
      3/499      4.32G    0.04678     0.0274    0.03372         54        640:  68%|######7   | 27/40 [00:05<00:02,  5.47it/s]
      3/499      4.32G    0.04678     0.0274    0.03372         54        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
      3/499      4.32G    0.04684    0.02717    0.03389         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
      3/499      4.32G    0.04684    0.02717    0.03389         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
      3/499      4.32G    0.04687    0.02719    0.03392         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
      3/499      4.32G    0.04687    0.02719    0.03392         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.43it/s]
      3/499      4.32G    0.04686    0.02713    0.03387         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.43it/s]
      3/499      4.32G    0.04686    0.02713    0.03387         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
      3/499      4.32G    0.04679     0.0269    0.03404         58        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
      3/499      4.32G    0.04679     0.0269    0.03404         58        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
      3/499      4.32G    0.04675    0.02677    0.03411         68        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
      3/499      4.32G    0.04675    0.02677    0.03411         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.43it/s]
      3/499      4.32G    0.04666    0.02673    0.03424         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.43it/s]
      3/499      4.32G    0.04666    0.02673    0.03424         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
      3/499      4.32G    0.04655    0.02674    0.03414         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
      3/499      4.32G    0.04655    0.02674    0.03414         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
      3/499      4.32G    0.04647    0.02655    0.03398         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
      3/499      4.32G    0.04647    0.02655    0.03398         56        640:  90%|######### | 36/40 [00:06<00:00,  5.46it/s]
      3/499      4.32G    0.04635    0.02645    0.03395         69        640:  90%|######### | 36/40 [00:06<00:00,  5.46it/s]
      3/499      4.32G    0.04635    0.02645    0.03395         69        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
      3/499      4.32G    0.04639    0.02639    0.03396         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
      3/499      4.32G    0.04639    0.02639    0.03396         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.38it/s]
      3/499      4.32G     0.0464    0.02641    0.03389         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.38it/s]
      3/499      4.32G     0.0464    0.02641    0.03389         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
      3/499      4.32G    0.04644    0.02644    0.03385         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
      3/499      4.32G    0.04644    0.02644    0.03385         39        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
      3/499      4.32G    0.04644    0.02644    0.03385         39        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.77it/s]
                   all        132        263    0.00255      0.344    0.00211   0.000595

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      4/499      4.32G    0.04517    0.02747     0.0357         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
      4/499      4.32G    0.04517    0.02747     0.0357         75        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
      4/499      4.32G    0.04487    0.02658    0.03239         76        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
      4/499      4.32G    0.04487    0.02658    0.03239         76        640:   5%|5         | 2/40 [00:00<00:06,  5.66it/s]
      4/499      4.32G    0.04527    0.02621    0.03256         73        640:   5%|5         | 2/40 [00:00<00:06,  5.66it/s]
      4/499      4.32G    0.04527    0.02621    0.03256         73        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
      4/499      4.32G    0.04603    0.02588    0.03325         76        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
      4/499      4.32G    0.04603    0.02588    0.03325         76        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
      4/499      4.32G     0.0464    0.02475    0.03355         58        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
      4/499      4.32G     0.0464    0.02475    0.03355         58        640:  12%|#2        | 5/40 [00:00<00:06,  5.49it/s]
      4/499      4.32G    0.04624    0.02438     0.0336         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.49it/s]
      4/499      4.32G    0.04624    0.02438     0.0336         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
      4/499      4.32G    0.04608    0.02349    0.03333         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
      4/499      4.32G    0.04608    0.02349    0.03333         55        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
      4/499      4.32G    0.04578    0.02414    0.03335         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
      4/499      4.32G    0.04578    0.02414    0.03335         83        640:  20%|##        | 8/40 [00:01<00:05,  5.47it/s]
      4/499      4.32G    0.04549    0.02462    0.03397         88        640:  20%|##        | 8/40 [00:01<00:05,  5.47it/s]
      4/499      4.32G    0.04549    0.02462    0.03397         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
      4/499      4.32G    0.04546    0.02487    0.03376         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
      4/499      4.32G    0.04546    0.02487    0.03376         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
      4/499      4.32G    0.04548    0.02502    0.03372         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
      4/499      4.32G    0.04548    0.02502    0.03372         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.48it/s]
      4/499      4.32G    0.04549    0.02529    0.03385         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.48it/s]
      4/499      4.32G    0.04549    0.02529    0.03385         80        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
      4/499      4.32G    0.04521    0.02488    0.03388         52        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
      4/499      4.32G    0.04521    0.02488    0.03388         52        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
      4/499      4.32G    0.04524    0.02527    0.03418         86        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
      4/499      4.32G    0.04524    0.02527    0.03418         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.48it/s]
      4/499      4.32G    0.04491    0.02546    0.03429         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.48it/s]
      4/499      4.32G    0.04491    0.02546    0.03429         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
      4/499      4.32G    0.04477    0.02522    0.03432         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
      4/499      4.32G    0.04477    0.02522    0.03432         65        640:  40%|####      | 16/40 [00:02<00:04,  5.42it/s]
      4/499      4.32G    0.04481    0.02531    0.03432         80        640:  40%|####      | 16/40 [00:03<00:04,  5.42it/s]
      4/499      4.32G    0.04481    0.02531    0.03432         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.50it/s]
      4/499      4.32G    0.04466    0.02528    0.03436         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.50it/s]
      4/499      4.32G    0.04466    0.02528    0.03436         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
      4/499      4.32G    0.04457    0.02522    0.03418         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
      4/499      4.32G    0.04457    0.02522    0.03418         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
      4/499      4.32G    0.04443     0.0252    0.03406         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
      4/499      4.32G    0.04443     0.0252    0.03406         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.47it/s]
      4/499      4.32G    0.04419    0.02509    0.03397         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.47it/s]
      4/499      4.32G    0.04419    0.02509    0.03397         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
      4/499      4.32G    0.04411    0.02518    0.03373         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
      4/499      4.32G    0.04411    0.02518    0.03373         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
      4/499      4.32G    0.04398    0.02547    0.03362         94        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
      4/499      4.32G    0.04398    0.02547    0.03362         94        640:  57%|#####7    | 23/40 [00:04<00:03,  5.49it/s]
      4/499      4.32G    0.04391    0.02541    0.03361         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.49it/s]
      4/499      4.32G    0.04391    0.02541    0.03361         71        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
      4/499      4.32G     0.0437    0.02548    0.03343         83        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
      4/499      4.32G     0.0437    0.02548    0.03343         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
      4/499      4.32G    0.04355    0.02533    0.03327         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
      4/499      4.32G    0.04355    0.02533    0.03327         63        640:  65%|######5   | 26/40 [00:04<00:02,  5.46it/s]
      4/499      4.32G    0.04353    0.02549    0.03334         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.46it/s]
      4/499      4.32G    0.04353    0.02549    0.03334         87        640:  68%|######7   | 27/40 [00:04<00:02,  5.33it/s]
      4/499      4.32G     0.0435    0.02575    0.03337         95        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
      4/499      4.32G     0.0435    0.02575    0.03337         95        640:  70%|#######   | 28/40 [00:05<00:02,  5.42it/s]
      4/499      4.32G    0.04337    0.02575     0.0333         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.42it/s]
      4/499      4.32G    0.04337    0.02575     0.0333         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.50it/s]
      4/499      4.32G    0.04335    0.02587    0.03326         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.50it/s]
      4/499      4.32G    0.04335    0.02587    0.03326         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
      4/499      4.32G    0.04328    0.02582    0.03317         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
      4/499      4.32G    0.04328    0.02582    0.03317         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.40it/s]
      4/499      4.32G    0.04329    0.02589    0.03319         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.40it/s]
      4/499      4.32G    0.04329    0.02589    0.03319         80        640:  80%|########  | 32/40 [00:05<00:01,  5.48it/s]
      4/499      4.32G    0.04334     0.0259    0.03328         77        640:  80%|########  | 32/40 [00:06<00:01,  5.48it/s]
      4/499      4.32G    0.04334     0.0259    0.03328         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
      4/499      4.32G    0.04328    0.02599    0.03338         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
      4/499      4.32G    0.04328    0.02599    0.03338         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.42it/s]
      4/499      4.32G    0.04319    0.02609    0.03334         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.42it/s]
      4/499      4.32G    0.04319    0.02609    0.03334         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.48it/s]
      4/499      4.32G    0.04311    0.02606    0.03323         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.48it/s]
      4/499      4.32G    0.04311    0.02606    0.03323         69        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
      4/499      4.32G     0.0432    0.02613    0.03327         81        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
      4/499      4.32G     0.0432    0.02613    0.03327         81        640:  92%|#########2| 37/40 [00:06<00:00,  5.38it/s]
      4/499      4.32G    0.04321    0.02609     0.0331         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.38it/s]
      4/499      4.32G    0.04321    0.02609     0.0331         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.46it/s]
      4/499      4.32G    0.04321    0.02611    0.03311         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.46it/s]
      4/499      4.32G    0.04321    0.02611    0.03311         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
      4/499      4.32G    0.04298     0.0259    0.03305         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
      4/499      4.32G    0.04298     0.0259    0.03305         28        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
      4/499      4.32G    0.04298     0.0259    0.03305         28        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.64it/s]
                   all        132        263      0.534      0.103     0.0305     0.0104

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      5/499      4.32G    0.04277    0.02387    0.02687         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
      5/499      4.32G    0.04277    0.02387    0.02687         71        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
      5/499      4.32G    0.04131    0.02616    0.03003         81        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
      5/499      4.32G    0.04131    0.02616    0.03003         81        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
      5/499      4.32G    0.04211    0.02553     0.0302         71        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
      5/499      4.32G    0.04211    0.02553     0.0302         71        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
      5/499      4.32G    0.04222    0.02546    0.02965         77        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
      5/499      4.32G    0.04222    0.02546    0.02965         77        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
      5/499      4.32G    0.04213    0.02584    0.03027         82        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
      5/499      4.32G    0.04213    0.02584    0.03027         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
      5/499      4.32G    0.04177    0.02583    0.03015         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
      5/499      4.32G    0.04177    0.02583    0.03015         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
      5/499      4.32G    0.04201     0.0255    0.03136         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
      5/499      4.32G    0.04201     0.0255    0.03136         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
      5/499      4.32G    0.04171    0.02562    0.03157         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
      5/499      4.32G    0.04171    0.02562    0.03157         80        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
      5/499      4.32G    0.04116    0.02519    0.03186         61        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
      5/499      4.32G    0.04116    0.02519    0.03186         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
      5/499      4.32G    0.04126    0.02572    0.03206         95        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
      5/499      4.32G    0.04126    0.02572    0.03206         95        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
      5/499      4.32G      0.041    0.02544    0.03206         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
      5/499      4.32G      0.041    0.02544    0.03206         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
      5/499      4.32G     0.0408    0.02529     0.0321         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
      5/499      4.32G     0.0408    0.02529     0.0321         80        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
      5/499      4.32G    0.04083    0.02526    0.03205         71        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
      5/499      4.32G    0.04083    0.02526    0.03205         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
      5/499      4.32G    0.04058     0.0249    0.03196         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
      5/499      4.32G    0.04058     0.0249    0.03196         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
      5/499      4.32G    0.04034    0.02501    0.03203         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
      5/499      4.32G    0.04034    0.02501    0.03203         86        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
      5/499      4.32G    0.04022    0.02499     0.0321         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
      5/499      4.32G    0.04022    0.02499     0.0321         78        640:  40%|####      | 16/40 [00:03<00:04,  5.42it/s]
      5/499      4.32G    0.04022    0.02514    0.03208         86        640:  40%|####      | 16/40 [00:03<00:04,  5.42it/s]
      5/499      4.32G    0.04022    0.02514    0.03208         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
      5/499      4.32G    0.04015    0.02506    0.03213         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
      5/499      4.32G    0.04015    0.02506    0.03213         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
      5/499      4.32G    0.04015    0.02508    0.03226         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
      5/499      4.32G    0.04015    0.02508    0.03226         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.48it/s]
      5/499      4.32G    0.04006    0.02512    0.03215         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.48it/s]
      5/499      4.32G    0.04006    0.02512    0.03215         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
      5/499      4.32G    0.04009    0.02513    0.03213         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
      5/499      4.32G    0.04009    0.02513    0.03213         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.41it/s]
      5/499      4.32G    0.04015    0.02522    0.03208         89        640:  52%|#####2    | 21/40 [00:04<00:03,  5.41it/s]
      5/499      4.32G    0.04015    0.02522    0.03208         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.46it/s]
      5/499      4.32G    0.04005     0.0251    0.03213         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.46it/s]
      5/499      4.32G    0.04005     0.0251    0.03213         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
      5/499      4.32G    0.04002    0.02494    0.03204         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
      5/499      4.32G    0.04002    0.02494    0.03204         60        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
      5/499      4.32G    0.03997    0.02482    0.03195         65        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
      5/499      4.32G    0.03997    0.02482    0.03195         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.43it/s]
      5/499      4.32G    0.03997    0.02484    0.03209         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.43it/s]
      5/499      4.32G    0.03997    0.02484    0.03209         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
      5/499      4.32G    0.03988     0.0247    0.03201         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
      5/499      4.32G    0.03988     0.0247    0.03201         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
      5/499      4.32G    0.03969    0.02458    0.03226         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
      5/499      4.32G    0.03969    0.02458    0.03226         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.46it/s]
      5/499      4.32G    0.03958    0.02451    0.03233         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.46it/s]
      5/499      4.32G    0.03958    0.02451    0.03233         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
      5/499      4.32G    0.03946    0.02445    0.03225         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
      5/499      4.32G    0.03946    0.02445    0.03225         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.41it/s]
      5/499      4.32G    0.03932    0.02448    0.03208         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.41it/s]
      5/499      4.32G    0.03932    0.02448    0.03208         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.45it/s]
      5/499      4.32G    0.03931     0.0244    0.03203         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.45it/s]
      5/499      4.32G    0.03931     0.0244    0.03203         69        640:  80%|########  | 32/40 [00:05<00:01,  5.30it/s]
      5/499      4.32G    0.03919    0.02442    0.03192         80        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
      5/499      4.32G    0.03919    0.02442    0.03192         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
      5/499      4.32G     0.0391    0.02442    0.03181         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
      5/499      4.32G     0.0391    0.02442    0.03181         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.43it/s]
      5/499      4.32G    0.03895    0.02424     0.0318         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.43it/s]
      5/499      4.32G    0.03895    0.02424     0.0318         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
      5/499      4.32G    0.03882    0.02431    0.03179         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
      5/499      4.32G    0.03882    0.02431    0.03179         83        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
      5/499      4.32G    0.03882    0.02424    0.03165         68        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
      5/499      4.32G    0.03882    0.02424    0.03165         68        640:  92%|#########2| 37/40 [00:06<00:00,  5.46it/s]
      5/499      4.32G    0.03875    0.02412    0.03157         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.46it/s]
      5/499      4.32G    0.03875    0.02412    0.03157         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
      5/499      4.32G    0.03868    0.02404    0.03157         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
      5/499      4.32G    0.03868    0.02404    0.03157         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
      5/499      4.32G    0.03878    0.02394    0.03165         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
      5/499      4.32G    0.03878    0.02394    0.03165         28        640: 100%|##########| 40/40 [00:07<00:00,  5.50it/s]
      5/499      4.32G    0.03878    0.02394    0.03165         28        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.25it/s]
                   all        132        263      0.696     0.0298     0.0127    0.00202

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      6/499      4.32G    0.03474    0.02175    0.02794         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
      6/499      4.32G    0.03474    0.02175    0.02794         68        640:   2%|2         | 1/40 [00:00<00:07,  5.02it/s]
      6/499      4.32G    0.03883    0.02198    0.02884         59        640:   2%|2         | 1/40 [00:00<00:07,  5.02it/s]
      6/499      4.32G    0.03883    0.02198    0.02884         59        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
      6/499      4.32G    0.03826    0.02297    0.02826         86        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
      6/499      4.32G    0.03826    0.02297    0.02826         86        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
      6/499      4.32G    0.03852    0.02341     0.0286         79        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
      6/499      4.32G    0.03852    0.02341     0.0286         79        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
      6/499      4.32G    0.03773    0.02353    0.02868         81        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
      6/499      4.32G    0.03773    0.02353    0.02868         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
      6/499      4.32G    0.03733    0.02351    0.02809         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
      6/499      4.32G    0.03733    0.02351    0.02809         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.46it/s]
      6/499      4.32G    0.03766    0.02367    0.02851         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.46it/s]
      6/499      4.32G    0.03766    0.02367    0.02851         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
      6/499      4.32G    0.03758    0.02349    0.02895         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
      6/499      4.32G    0.03758    0.02349    0.02895         75        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
      6/499      4.32G     0.0376    0.02388    0.02899         83        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
      6/499      4.32G     0.0376    0.02388    0.02899         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.42it/s]
      6/499      4.32G    0.03746    0.02376    0.02902         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.42it/s]
      6/499      4.32G    0.03746    0.02376    0.02902         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
      6/499      4.32G    0.03756    0.02412    0.02928         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
      6/499      4.32G    0.03756    0.02412    0.02928         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
      6/499      4.32G    0.03785    0.02406     0.0291         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
      6/499      4.32G    0.03785    0.02406     0.0291         71        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
      6/499      4.32G    0.03792    0.02407    0.02939         81        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
      6/499      4.32G    0.03792    0.02407    0.02939         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
      6/499      4.32G    0.03791    0.02382    0.02907         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
      6/499      4.32G    0.03791    0.02382    0.02907         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
      6/499      4.32G    0.03796    0.02354    0.02926         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
      6/499      4.32G    0.03796    0.02354    0.02926         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.44it/s]
      6/499      4.32G    0.03787    0.02358     0.0292         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.44it/s]
      6/499      4.32G    0.03787    0.02358     0.0292         79        640:  40%|####      | 16/40 [00:02<00:04,  5.30it/s]
      6/499      4.32G    0.03785    0.02349    0.02917         72        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
      6/499      4.32G    0.03785    0.02349    0.02917         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
      6/499      4.32G    0.03792    0.02347    0.02914         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
      6/499      4.32G    0.03792    0.02347    0.02914         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.46it/s]
      6/499      4.32G    0.03795    0.02359    0.02929         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.46it/s]
      6/499      4.32G    0.03795    0.02359    0.02929         87        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
      6/499      4.32G    0.03783     0.0236    0.02915         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
      6/499      4.32G    0.03783     0.0236    0.02915         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
      6/499      4.32G    0.03771    0.02339    0.02911         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
      6/499      4.32G    0.03771    0.02339    0.02911         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.42it/s]
      6/499      4.32G    0.03772    0.02333    0.02913         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.42it/s]
      6/499      4.32G    0.03772    0.02333    0.02913         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
      6/499      4.32G    0.03757    0.02328    0.02891         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
      6/499      4.32G    0.03757    0.02328    0.02891         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
      6/499      4.32G     0.0375    0.02347    0.02876         95        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
      6/499      4.32G     0.0375    0.02347    0.02876         95        640:  60%|######    | 24/40 [00:04<00:02,  5.46it/s]
      6/499      4.32G    0.03746    0.02363    0.02879         87        640:  60%|######    | 24/40 [00:04<00:02,  5.46it/s]
      6/499      4.32G    0.03746    0.02363    0.02879         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
      6/499      4.32G    0.03739     0.0235    0.02899         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
      6/499      4.32G    0.03739     0.0235    0.02899         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
      6/499      4.32G    0.03738    0.02347    0.02916         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
      6/499      4.32G    0.03738    0.02347    0.02916         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.46it/s]
      6/499      4.32G    0.03737    0.02351    0.02913         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.46it/s]
      6/499      4.32G    0.03737    0.02351    0.02913         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
      6/499      4.32G    0.03747     0.0236     0.0291         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
      6/499      4.32G    0.03747     0.0236     0.0291         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.42it/s]
      6/499      4.32G     0.0376    0.02356    0.02924         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.42it/s]
      6/499      4.32G     0.0376    0.02356    0.02924         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.49it/s]
      6/499      4.32G     0.0376    0.02354    0.02924         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.49it/s]
      6/499      4.32G     0.0376    0.02354    0.02924         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
      6/499      4.32G    0.03751    0.02338    0.02927         59        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
      6/499      4.32G    0.03751    0.02338    0.02927         59        640:  80%|########  | 32/40 [00:05<00:01,  5.42it/s]
      6/499      4.32G    0.03758    0.02344    0.02932         80        640:  80%|########  | 32/40 [00:06<00:01,  5.42it/s]
      6/499      4.32G    0.03758    0.02344    0.02932         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.49it/s]
      6/499      4.32G    0.03766    0.02342    0.02931         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.49it/s]
      6/499      4.32G    0.03766    0.02342    0.02931         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
      6/499      4.32G    0.03755    0.02347    0.02927         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
      6/499      4.32G    0.03755    0.02347    0.02927         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.42it/s]
      6/499      4.32G    0.03749    0.02336    0.02927         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.42it/s]
      6/499      4.32G    0.03749    0.02336    0.02927         68        640:  90%|######### | 36/40 [00:06<00:00,  5.49it/s]
      6/499      4.32G    0.03747    0.02345    0.02919         84        640:  90%|######### | 36/40 [00:06<00:00,  5.49it/s]
      6/499      4.32G    0.03747    0.02345    0.02919         84        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
      6/499      4.32G    0.03736    0.02351    0.02912         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
      6/499      4.32G    0.03736    0.02351    0.02912         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.43it/s]
      6/499      4.32G    0.03735    0.02359    0.02916         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.43it/s]
      6/499      4.32G    0.03735    0.02359    0.02916         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.48it/s]
      6/499      4.32G    0.03731    0.02374    0.02925         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.48it/s]
      6/499      4.32G    0.03731    0.02374    0.02925         41        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
      6/499      4.32G    0.03731    0.02374    0.02925         41        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                   all        132        263      0.519     0.0519     0.0113    0.00272

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      7/499      4.32G    0.03197    0.02195    0.02914         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
      7/499      4.32G    0.03197    0.02195    0.02914         72        640:   2%|2         | 1/40 [00:00<00:06,  5.66it/s]
      7/499      4.32G     0.0353    0.02134    0.03203         59        640:   2%|2         | 1/40 [00:00<00:06,  5.66it/s]
      7/499      4.32G     0.0353    0.02134    0.03203         59        640:   5%|5         | 2/40 [00:00<00:06,  5.62it/s]
      7/499      4.32G     0.0357    0.02222    0.03092         78        640:   5%|5         | 2/40 [00:00<00:06,  5.62it/s]
      7/499      4.32G     0.0357    0.02222    0.03092         78        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
      7/499      4.32G    0.03619    0.02287    0.03101         84        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
      7/499      4.32G    0.03619    0.02287    0.03101         84        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
      7/499      4.32G    0.03563    0.02298     0.0301         77        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
      7/499      4.32G    0.03563    0.02298     0.0301         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.48it/s]
      7/499      4.32G    0.03514    0.02278    0.02896         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.48it/s]
      7/499      4.32G    0.03514    0.02278    0.02896         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
      7/499      4.32G    0.03554    0.02244    0.02904         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
      7/499      4.32G    0.03554    0.02244    0.02904         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
      7/499      4.32G     0.0359    0.02288    0.02902         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
      7/499      4.32G     0.0359    0.02288    0.02902         76        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
      7/499      4.32G    0.03574    0.02263    0.02927         72        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
      7/499      4.32G    0.03574    0.02263    0.02927         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
      7/499      4.32G    0.03603    0.02255    0.02932         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
      7/499      4.32G    0.03603    0.02255    0.02932         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
      7/499      4.32G    0.03587    0.02279    0.02923         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
      7/499      4.32G    0.03587    0.02279    0.02923         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.42it/s]
      7/499      4.32G    0.03563     0.0225    0.02882         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.42it/s]
      7/499      4.32G    0.03563     0.0225    0.02882         64        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
      7/499      4.32G    0.03546    0.02264    0.02881         81        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
      7/499      4.32G    0.03546    0.02264    0.02881         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
      7/499      4.32G    0.03549    0.02271     0.0289         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.37it/s]
      7/499      4.32G    0.03549    0.02271     0.0289         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
      7/499      4.32G    0.03567    0.02296    0.02891         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
      7/499      4.32G    0.03567    0.02296    0.02891         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
      7/499      4.32G    0.03553    0.02284    0.02859         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
      7/499      4.32G    0.03553    0.02284    0.02859         66        640:  40%|####      | 16/40 [00:02<00:04,  5.37it/s]
      7/499      4.32G    0.03549    0.02274    0.02859         66        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
      7/499      4.32G    0.03549    0.02274    0.02859         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.46it/s]
      7/499      4.32G    0.03548    0.02292    0.02851         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.46it/s]
      7/499      4.32G    0.03548    0.02292    0.02851         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
      7/499      4.32G     0.0356      0.023    0.02844         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
      7/499      4.32G     0.0356      0.023    0.02844         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
      7/499      4.32G    0.03563    0.02296    0.02842         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
      7/499      4.32G    0.03563    0.02296    0.02842         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
      7/499      4.32G    0.03558    0.02298    0.02845         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
      7/499      4.32G    0.03558    0.02298    0.02845         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
      7/499      4.32G    0.03553    0.02293    0.02843         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
      7/499      4.32G    0.03553    0.02293    0.02843         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
      7/499      4.32G    0.03552    0.02299     0.0285         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
      7/499      4.32G    0.03552    0.02299     0.0285         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.44it/s]
      7/499      4.32G    0.03553     0.0229    0.02846         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.44it/s]
      7/499      4.32G    0.03553     0.0229    0.02846         69        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
      7/499      4.32G    0.03547    0.02276    0.02852         69        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
      7/499      4.32G    0.03547    0.02276    0.02852         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
      7/499      4.32G    0.03547    0.02274    0.02841         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
      7/499      4.32G    0.03547    0.02274    0.02841         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
      7/499      4.32G    0.03542    0.02276    0.02835         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
      7/499      4.32G    0.03542    0.02276    0.02835         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
      7/499      4.32G    0.03545    0.02283     0.0283         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
      7/499      4.32G    0.03545    0.02283     0.0283         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
      7/499      4.32G    0.03542    0.02268    0.02821         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
      7/499      4.32G    0.03542    0.02268    0.02821         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
      7/499      4.32G    0.03531    0.02256    0.02801         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
      7/499      4.32G    0.03531    0.02256    0.02801         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
      7/499      4.32G    0.03535    0.02253    0.02792         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
      7/499      4.32G    0.03535    0.02253    0.02792         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
      7/499      4.32G    0.03528    0.02247    0.02795         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
      7/499      4.32G    0.03528    0.02247    0.02795         70        640:  80%|########  | 32/40 [00:05<00:01,  5.40it/s]
      7/499      4.32G    0.03535    0.02257    0.02797         89        640:  80%|########  | 32/40 [00:06<00:01,  5.40it/s]
      7/499      4.32G    0.03535    0.02257    0.02797         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
      7/499      4.32G    0.03536    0.02262     0.0278         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
      7/499      4.32G    0.03536    0.02262     0.0278         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
      7/499      4.32G    0.03526     0.0225    0.02778         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
      7/499      4.32G    0.03526     0.0225    0.02778         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
      7/499      4.32G    0.03525    0.02248    0.02778         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
      7/499      4.32G    0.03525    0.02248    0.02778         69        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
      7/499      4.32G    0.03526     0.0226    0.02774         82        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
      7/499      4.32G    0.03526     0.0226    0.02774         82        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
      7/499      4.32G    0.03523    0.02264    0.02775         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
      7/499      4.32G    0.03523    0.02264    0.02775         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.42it/s]
      7/499      4.32G    0.03526    0.02252    0.02793         54        640:  95%|#########5| 38/40 [00:07<00:00,  5.42it/s]
      7/499      4.32G    0.03526    0.02252    0.02793         54        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
      7/499      4.32G    0.03525    0.02258    0.02789         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
      7/499      4.32G    0.03525    0.02258    0.02789         39        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
      7/499      4.32G    0.03525    0.02258    0.02789         39        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.38it/s]
                   all        132        263      0.404     0.0708     0.0537     0.0185

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      8/499      4.32G    0.03503    0.02216    0.02558         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
      8/499      4.32G    0.03503    0.02216    0.02558         79        640:   2%|2         | 1/40 [00:00<00:06,  5.64it/s]
      8/499      4.32G    0.03433    0.02124    0.02865         66        640:   2%|2         | 1/40 [00:00<00:06,  5.64it/s]
      8/499      4.32G    0.03433    0.02124    0.02865         66        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
      8/499      4.32G     0.0358    0.02284    0.02756         78        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
      8/499      4.32G     0.0358    0.02284    0.02756         78        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
      8/499      4.32G    0.03524    0.02344    0.02777         89        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
      8/499      4.32G    0.03524    0.02344    0.02777         89        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
      8/499      4.32G    0.03577    0.02271    0.02783         61        640:  10%|#         | 4/40 [00:00<00:06,  5.43it/s]
      8/499      4.32G    0.03577    0.02271    0.02783         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
      8/499      4.32G     0.0353    0.02223    0.02803         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
      8/499      4.32G     0.0353    0.02223    0.02803         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
      8/499      4.32G    0.03519    0.02256    0.02816         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
      8/499      4.32G    0.03519    0.02256    0.02816         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.44it/s]
      8/499      4.32G    0.03518    0.02238    0.02766         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.44it/s]
      8/499      4.32G    0.03518    0.02238    0.02766         68        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
      8/499      4.32G    0.03526    0.02213    0.02764         68        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
      8/499      4.32G    0.03526    0.02213    0.02764         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
      8/499      4.32G    0.03519    0.02214    0.02748         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
      8/499      4.32G    0.03519    0.02214    0.02748         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.43it/s]
      8/499      4.32G    0.03524    0.02237    0.02736         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.43it/s]
      8/499      4.32G    0.03524    0.02237    0.02736         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
      8/499      4.32G     0.0352    0.02288    0.02705         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
      8/499      4.32G     0.0352    0.02288    0.02705         91        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
      8/499      4.32G     0.0348    0.02268    0.02726         67        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
      8/499      4.32G     0.0348    0.02268    0.02726         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
      8/499      4.32G    0.03473    0.02266    0.02699         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.39it/s]
      8/499      4.32G    0.03473    0.02266    0.02699         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
      8/499      4.32G    0.03481    0.02286    0.02698         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
      8/499      4.32G    0.03481    0.02286    0.02698         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
      8/499      4.32G    0.03468    0.02266    0.02671         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
      8/499      4.32G    0.03468    0.02266    0.02671         66        640:  40%|####      | 16/40 [00:02<00:04,  5.41it/s]
      8/499      4.32G    0.03475    0.02258    0.02665         68        640:  40%|####      | 16/40 [00:03<00:04,  5.41it/s]
      8/499      4.32G    0.03475    0.02258    0.02665         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
      8/499      4.32G    0.03484    0.02251    0.02681         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
      8/499      4.32G    0.03484    0.02251    0.02681         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
      8/499      4.32G     0.0348     0.0224    0.02647         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
      8/499      4.32G     0.0348     0.0224    0.02647         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.42it/s]
      8/499      4.32G    0.03489    0.02248    0.02656         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.42it/s]
      8/499      4.32G    0.03489    0.02248    0.02656         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
      8/499      4.32G    0.03488    0.02256    0.02694         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
      8/499      4.32G    0.03488    0.02256    0.02694         87        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
      8/499      4.32G    0.03478    0.02249    0.02696         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
      8/499      4.32G    0.03478    0.02249    0.02696         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
      8/499      4.32G    0.03473     0.0224    0.02687         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.42it/s]
      8/499      4.32G    0.03473     0.0224    0.02687         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
      8/499      4.32G    0.03463    0.02226    0.02668         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
      8/499      4.32G    0.03463    0.02226    0.02668         62        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
      8/499      4.32G    0.03459     0.0225    0.02662         85        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
      8/499      4.32G    0.03459     0.0225    0.02662         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.46it/s]
      8/499      4.32G    0.03456    0.02261     0.0265         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.46it/s]
      8/499      4.32G    0.03456    0.02261     0.0265         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
      8/499      4.32G    0.03463    0.02263    0.02656         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
      8/499      4.32G    0.03463    0.02263    0.02656         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
      8/499      4.32G    0.03471     0.0226    0.02648         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
      8/499      4.32G    0.03471     0.0226    0.02648         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.49it/s]
      8/499      4.32G    0.03486    0.02252    0.02644         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.49it/s]
      8/499      4.32G    0.03486    0.02252    0.02644         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
      8/499      4.32G    0.03479    0.02248    0.02643         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
      8/499      4.32G    0.03479    0.02248    0.02643         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.43it/s]
      8/499      4.32G    0.03481    0.02247    0.02659         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.43it/s]
      8/499      4.32G    0.03481    0.02247    0.02659         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.49it/s]
      8/499      4.32G     0.0347    0.02234    0.02655         58        640:  78%|#######7  | 31/40 [00:05<00:01,  5.49it/s]
      8/499      4.32G     0.0347    0.02234    0.02655         58        640:  80%|########  | 32/40 [00:05<00:01,  5.34it/s]
      8/499      4.32G    0.03477    0.02224    0.02669         64        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
      8/499      4.32G    0.03477    0.02224    0.02669         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.43it/s]
      8/499      4.32G    0.03481    0.02227    0.02687         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.43it/s]
      8/499      4.32G    0.03481    0.02227    0.02687         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.50it/s]
      8/499      4.32G    0.03489    0.02231    0.02681         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.50it/s]
      8/499      4.32G    0.03489    0.02231    0.02681         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
      8/499      4.32G    0.03485     0.0224    0.02687         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
      8/499      4.32G    0.03485     0.0224    0.02687         80        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
      8/499      4.32G    0.03485    0.02248    0.02684         85        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
      8/499      4.32G    0.03485    0.02248    0.02684         85        640:  92%|#########2| 37/40 [00:06<00:00,  5.49it/s]
      8/499      4.32G    0.03483    0.02249    0.02676         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.49it/s]
      8/499      4.32G    0.03483    0.02249    0.02676         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
      8/499      4.32G    0.03484    0.02243    0.02686         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
      8/499      4.32G    0.03484    0.02243    0.02686         62        640:  98%|#########7| 39/40 [00:07<00:00,  5.42it/s]
      8/499      4.32G     0.0349    0.02234    0.02696         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.42it/s]
      8/499      4.32G     0.0349    0.02234    0.02696         30        640: 100%|##########| 40/40 [00:07<00:00,  5.58it/s]
      8/499      4.32G     0.0349    0.02234    0.02696         30        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  4.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.98it/s]
                   all        132        263      0.946      0.093     0.0963     0.0375

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
      9/499      4.32G    0.03516    0.02358    0.02394         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
      9/499      4.32G    0.03516    0.02358    0.02394         70        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
      9/499      4.32G    0.03926    0.02539    0.02676         83        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
      9/499      4.32G    0.03926    0.02539    0.02676         83        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
      9/499      4.32G    0.04183    0.02525    0.02728         73        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
      9/499      4.32G    0.04183    0.02525    0.02728         73        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
      9/499      4.32G    0.04234     0.0246    0.02667         72        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
      9/499      4.32G    0.04234     0.0246    0.02667         72        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
      9/499      4.32G    0.04096     0.0243     0.0276         69        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
      9/499      4.32G    0.04096     0.0243     0.0276         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
      9/499      4.32G    0.04074    0.02437    0.02804         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
      9/499      4.32G    0.04074    0.02437    0.02804         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
      9/499      4.32G    0.04051    0.02432    0.02809         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
      9/499      4.32G    0.04051    0.02432    0.02809         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
      9/499      4.32G    0.03994     0.0241    0.02793         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
      9/499      4.32G    0.03994     0.0241    0.02793         70        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
      9/499      4.32G    0.03982    0.02447     0.0277         90        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
      9/499      4.32G    0.03982    0.02447     0.0277         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.43it/s]
      9/499      4.32G     0.0397    0.02415    0.02791         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.43it/s]
      9/499      4.32G     0.0397    0.02415    0.02791         64        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
      9/499      4.32G    0.03922    0.02396    0.02817         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
      9/499      4.32G    0.03922    0.02396    0.02817         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
      9/499      4.32G    0.03891     0.0243    0.02807         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
      9/499      4.32G    0.03891     0.0243    0.02807         91        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
      9/499      4.32G    0.03877    0.02449    0.02806         80        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
      9/499      4.32G    0.03877    0.02449    0.02806         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
      9/499      4.32G    0.03821    0.02425    0.02815         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
      9/499      4.32G    0.03821    0.02425    0.02815         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
      9/499      4.32G    0.03794    0.02439    0.02848         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
      9/499      4.32G    0.03794    0.02439    0.02848         89        640:  38%|###7      | 15/40 [00:02<00:04,  5.44it/s]
      9/499      4.32G    0.03777    0.02403    0.02821         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.44it/s]
      9/499      4.32G    0.03777    0.02403    0.02821         65        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
      9/499      4.32G    0.03764    0.02404    0.02781         81        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
      9/499      4.32G    0.03764    0.02404    0.02781         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
      9/499      4.32G    0.03752    0.02392      0.028         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
      9/499      4.32G    0.03752    0.02392      0.028         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.45it/s]
      9/499      4.32G    0.03742    0.02384    0.02799         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.45it/s]
      9/499      4.32G    0.03742    0.02384    0.02799         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
      9/499      4.32G    0.03728     0.0239    0.02784         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
      9/499      4.32G    0.03728     0.0239    0.02784         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
      9/499      4.32G    0.03718    0.02377    0.02772         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
      9/499      4.32G    0.03718    0.02377    0.02772         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.44it/s]
      9/499      4.32G     0.0371    0.02385    0.02776         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.44it/s]
      9/499      4.32G     0.0371    0.02385    0.02776         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
      9/499      4.32G    0.03706    0.02407    0.02797         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
      9/499      4.32G    0.03706    0.02407    0.02797         93        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
      9/499      4.32G    0.03696    0.02405    0.02805         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
      9/499      4.32G    0.03696    0.02405    0.02805         76        640:  60%|######    | 24/40 [00:04<00:02,  5.44it/s]
      9/499      4.32G      0.037    0.02413    0.02809         89        640:  60%|######    | 24/40 [00:04<00:02,  5.44it/s]
      9/499      4.32G      0.037    0.02413    0.02809         89        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
      9/499      4.32G    0.03696     0.0241    0.02801         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
      9/499      4.32G    0.03696     0.0241    0.02801         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.41it/s]
      9/499      4.32G    0.03701    0.02394    0.02818         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.41it/s]
      9/499      4.32G    0.03701    0.02394    0.02818         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.48it/s]
      9/499      4.32G    0.03684    0.02381    0.02804         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.48it/s]
      9/499      4.32G    0.03684    0.02381    0.02804         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
      9/499      4.32G    0.03669    0.02367      0.028         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
      9/499      4.32G    0.03669    0.02367      0.028         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
      9/499      4.32G    0.03659    0.02357    0.02782         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
      9/499      4.32G    0.03659    0.02357    0.02782         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
      9/499      4.32G    0.03642    0.02359    0.02774         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
      9/499      4.32G    0.03642    0.02359    0.02774         83        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
      9/499      4.32G    0.03627    0.02344    0.02773         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
      9/499      4.32G    0.03627    0.02344    0.02773         61        640:  80%|########  | 32/40 [00:05<00:01,  5.38it/s]
      9/499      4.32G     0.0362    0.02338    0.02756         79        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
      9/499      4.32G     0.0362    0.02338    0.02756         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.45it/s]
      9/499      4.32G    0.03609     0.0234    0.02747         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.45it/s]
      9/499      4.32G    0.03609     0.0234    0.02747         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
      9/499      4.32G    0.03604    0.02323    0.02754         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
      9/499      4.32G    0.03604    0.02323    0.02754         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
      9/499      4.32G    0.03596    0.02323    0.02759         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
      9/499      4.32G    0.03596    0.02323    0.02759         77        640:  90%|######### | 36/40 [00:06<00:00,  5.42it/s]
      9/499      4.32G    0.03594    0.02331    0.02752         84        640:  90%|######### | 36/40 [00:06<00:00,  5.42it/s]
      9/499      4.32G    0.03594    0.02331    0.02752         84        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
      9/499      4.32G    0.03589    0.02323    0.02765         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
      9/499      4.32G    0.03589    0.02323    0.02765         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
      9/499      4.32G    0.03587    0.02321    0.02749         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
      9/499      4.32G    0.03587    0.02321    0.02749         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.43it/s]
      9/499      4.32G    0.03586    0.02309    0.02752         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.43it/s]
      9/499      4.32G    0.03586    0.02309    0.02752         35        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
      9/499      4.32G    0.03586    0.02309    0.02752         35        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  3.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.46it/s]
                   all        132        263      0.389      0.166     0.0606     0.0212

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     10/499      4.32G    0.03362    0.02317    0.02765         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     10/499      4.32G    0.03362    0.02317    0.02765         75        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
     10/499      4.32G    0.03508     0.0261    0.02795         92        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
     10/499      4.32G    0.03508     0.0261    0.02795         92        640:   5%|5         | 2/40 [00:00<00:06,  5.64it/s]
     10/499      4.32G    0.03458    0.02474    0.02625         68        640:   5%|5         | 2/40 [00:00<00:06,  5.64it/s]
     10/499      4.32G    0.03458    0.02474    0.02625         68        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     10/499      4.32G    0.03398     0.0229    0.02657         57        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     10/499      4.32G    0.03398     0.0229    0.02657         57        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
     10/499      4.32G    0.03428    0.02232    0.02687         64        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
     10/499      4.32G    0.03428    0.02232    0.02687         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.49it/s]
     10/499      4.32G    0.03455    0.02318    0.02697         89        640:  12%|#2        | 5/40 [00:01<00:06,  5.49it/s]
     10/499      4.32G    0.03455    0.02318    0.02697         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     10/499      4.32G    0.03406    0.02259    0.02684         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     10/499      4.32G    0.03406    0.02259    0.02684         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
     10/499      4.32G    0.03409    0.02288    0.02675         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
     10/499      4.32G    0.03409    0.02288    0.02675         82        640:  20%|##        | 8/40 [00:01<00:05,  5.46it/s]
     10/499      4.32G     0.0341    0.02307    0.02729         78        640:  20%|##        | 8/40 [00:01<00:05,  5.46it/s]
     10/499      4.32G     0.0341    0.02307    0.02729         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     10/499      4.32G    0.03398    0.02275    0.02733         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     10/499      4.32G    0.03398    0.02275    0.02733         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
     10/499      4.32G    0.03377     0.0225    0.02725         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
     10/499      4.32G    0.03377     0.0225    0.02725         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.42it/s]
     10/499      4.32G    0.03367    0.02253    0.02717         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.42it/s]
     10/499      4.32G    0.03367    0.02253    0.02717         75        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
     10/499      4.32G    0.03339    0.02222    0.02715         65        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
     10/499      4.32G    0.03339    0.02222    0.02715         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
     10/499      4.32G    0.03355    0.02202    0.02756         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
     10/499      4.32G    0.03355    0.02202    0.02756         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.46it/s]
     10/499      4.32G    0.03325    0.02174    0.02736         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.46it/s]
     10/499      4.32G    0.03325    0.02174    0.02736         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
     10/499      4.32G    0.03314    0.02191      0.027         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
     10/499      4.32G    0.03314    0.02191      0.027         88        640:  40%|####      | 16/40 [00:02<00:04,  5.34it/s]
     10/499      4.32G    0.03341    0.02214    0.02669         89        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
     10/499      4.32G    0.03341    0.02214    0.02669         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.42it/s]
     10/499      4.32G    0.03345    0.02212    0.02672         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.42it/s]
     10/499      4.32G    0.03345    0.02212    0.02672         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     10/499      4.32G    0.03344    0.02212    0.02688         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     10/499      4.32G    0.03344    0.02212    0.02688         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
     10/499      4.32G    0.03351    0.02222     0.0268         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
     10/499      4.32G    0.03351    0.02222     0.0268         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.47it/s]
     10/499      4.32G    0.03331    0.02212     0.0268         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.47it/s]
     10/499      4.32G    0.03331    0.02212     0.0268         66        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
     10/499      4.32G    0.03317    0.02215    0.02679         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
     10/499      4.32G    0.03317    0.02215    0.02679         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
     10/499      4.32G    0.03318    0.02216    0.02679         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.39it/s]
     10/499      4.32G    0.03318    0.02216    0.02679         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.47it/s]
     10/499      4.32G    0.03313    0.02213    0.02667         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.47it/s]
     10/499      4.32G    0.03313    0.02213    0.02667         79        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
     10/499      4.32G    0.03308    0.02217    0.02649         79        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
     10/499      4.32G    0.03308    0.02217    0.02649         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
     10/499      4.32G    0.03309    0.02235    0.02638         96        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
     10/499      4.32G    0.03309    0.02235    0.02638         96        640:  65%|######5   | 26/40 [00:04<00:02,  5.48it/s]
     10/499      4.32G     0.0331    0.02217    0.02631         61        640:  65%|######5   | 26/40 [00:05<00:02,  5.48it/s]
     10/499      4.32G     0.0331    0.02217    0.02631         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
     10/499      4.32G    0.03308    0.02235    0.02616         92        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
     10/499      4.32G    0.03308    0.02235    0.02616         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     10/499      4.32G    0.03311    0.02239    0.02606         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     10/499      4.32G    0.03311    0.02239    0.02606         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.43it/s]
     10/499      4.32G    0.03311    0.02246    0.02614         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.43it/s]
     10/499      4.32G    0.03311    0.02246    0.02614         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     10/499      4.32G    0.03307    0.02245    0.02619         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     10/499      4.32G    0.03307    0.02245    0.02619         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
     10/499      4.32G      0.033    0.02239    0.02636         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
     10/499      4.32G      0.033    0.02239    0.02636         70        640:  80%|########  | 32/40 [00:05<00:01,  5.45it/s]
     10/499      4.32G    0.03292     0.0222    0.02613         56        640:  80%|########  | 32/40 [00:06<00:01,  5.45it/s]
     10/499      4.32G    0.03292     0.0222    0.02613         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
     10/499      4.32G     0.0329    0.02227    0.02603         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
     10/499      4.32G     0.0329    0.02227    0.02603         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     10/499      4.32G    0.03295     0.0222    0.02615         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     10/499      4.32G    0.03295     0.0222    0.02615         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
     10/499      4.32G    0.03293    0.02216    0.02618         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
     10/499      4.32G    0.03293    0.02216    0.02618         74        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     10/499      4.32G    0.03301    0.02218    0.02615         76        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     10/499      4.32G    0.03301    0.02218    0.02615         76        640:  92%|#########2| 37/40 [00:06<00:00,  5.37it/s]
     10/499      4.32G    0.03291    0.02211    0.02611         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     10/499      4.32G    0.03291    0.02211    0.02611         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.44it/s]
     10/499      4.32G    0.03293    0.02224    0.02607         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.44it/s]
     10/499      4.32G    0.03293    0.02224    0.02607         87        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     10/499      4.32G    0.03288    0.02223      0.026         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     10/499      4.32G    0.03288    0.02223      0.026         42        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
     10/499      4.32G    0.03288    0.02223      0.026         42        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.91it/s]
                   all        132        263      0.775     0.0667     0.0693     0.0326

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     11/499      4.32G      0.037    0.02305    0.02552         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
     11/499      4.32G      0.037    0.02305    0.02552         76        640:   2%|2         | 1/40 [00:00<00:06,  5.64it/s]
     11/499      4.32G    0.03416    0.02282    0.02444         81        640:   2%|2         | 1/40 [00:00<00:06,  5.64it/s]
     11/499      4.32G    0.03416    0.02282    0.02444         81        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
     11/499      4.32G    0.03348    0.02154    0.02514         61        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
     11/499      4.32G    0.03348    0.02154    0.02514         61        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
     11/499      4.32G    0.03412    0.02214    0.02449         82        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
     11/499      4.32G    0.03412    0.02214    0.02449         82        640:  10%|#         | 4/40 [00:00<00:06,  5.49it/s]
     11/499      4.32G    0.03396    0.02167    0.02436         68        640:  10%|#         | 4/40 [00:00<00:06,  5.49it/s]
     11/499      4.32G    0.03396    0.02167    0.02436         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
     11/499      4.32G    0.03355    0.02137    0.02455         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
     11/499      4.32G    0.03355    0.02137    0.02455         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     11/499      4.32G    0.03367    0.02232    0.02454         95        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     11/499      4.32G    0.03367    0.02232    0.02454         95        640:  18%|#7        | 7/40 [00:01<00:06,  5.45it/s]
     11/499      4.32G    0.03376    0.02193    0.02437         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.45it/s]
     11/499      4.32G    0.03376    0.02193    0.02437         67        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
     11/499      4.32G    0.03352    0.02178    0.02451         70        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
     11/499      4.32G    0.03352    0.02178    0.02451         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     11/499      4.32G    0.03342    0.02212    0.02438         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     11/499      4.32G    0.03342    0.02212    0.02438         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.42it/s]
     11/499      4.32G     0.0336    0.02243    0.02444         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.42it/s]
     11/499      4.32G     0.0336    0.02243    0.02444         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     11/499      4.32G    0.03369    0.02268    0.02462         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     11/499      4.32G    0.03369    0.02268    0.02462         86        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
     11/499      4.32G    0.03334    0.02248    0.02464         73        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
     11/499      4.32G    0.03334    0.02248    0.02464         73        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
     11/499      4.32G    0.03321    0.02271    0.02452         94        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
     11/499      4.32G    0.03321    0.02271    0.02452         94        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     11/499      4.32G     0.0332    0.02256    0.02461         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     11/499      4.32G     0.0332    0.02256    0.02461         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
     11/499      4.32G    0.03312    0.02258    0.02465         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
     11/499      4.32G    0.03312    0.02258    0.02465         81        640:  40%|####      | 16/40 [00:02<00:04,  5.43it/s]
     11/499      4.32G    0.03295    0.02263    0.02472         82        640:  40%|####      | 16/40 [00:03<00:04,  5.43it/s]
     11/499      4.32G    0.03295    0.02263    0.02472         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     11/499      4.32G    0.03291    0.02267     0.0247         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     11/499      4.32G    0.03291    0.02267     0.0247         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
     11/499      4.32G    0.03277    0.02256    0.02459         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
     11/499      4.32G    0.03277    0.02256    0.02459         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
     11/499      4.32G    0.03271    0.02254    0.02458         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
     11/499      4.32G    0.03271    0.02254    0.02458         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
     11/499      4.32G    0.03277    0.02253    0.02451         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
     11/499      4.32G    0.03277    0.02253    0.02451         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
     11/499      4.32G    0.03281    0.02243    0.02457         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
     11/499      4.32G    0.03281    0.02243    0.02457         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.45it/s]
     11/499      4.32G    0.03275    0.02241    0.02453         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.45it/s]
     11/499      4.32G    0.03275    0.02241    0.02453         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     11/499      4.32G     0.0328    0.02231    0.02437         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     11/499      4.32G     0.0328    0.02231    0.02437         71        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
     11/499      4.32G    0.03288    0.02225    0.02426         64        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
     11/499      4.32G    0.03288    0.02225    0.02426         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
     11/499      4.32G    0.03286    0.02213    0.02422         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
     11/499      4.32G    0.03286    0.02213    0.02422         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
     11/499      4.32G    0.03278    0.02207    0.02417         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
     11/499      4.32G    0.03278    0.02207    0.02417         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
     11/499      4.32G    0.03268    0.02192     0.0243         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
     11/499      4.32G    0.03268    0.02192     0.0243         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.46it/s]
     11/499      4.32G    0.03254    0.02181    0.02423         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.46it/s]
     11/499      4.32G    0.03254    0.02181    0.02423         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     11/499      4.32G    0.03251    0.02186    0.02413         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     11/499      4.32G    0.03251    0.02186    0.02413         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     11/499      4.32G    0.03251    0.02172    0.02416         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     11/499      4.32G    0.03251    0.02172    0.02416         62        640:  78%|#######7  | 31/40 [00:05<00:01,  5.47it/s]
     11/499      4.32G     0.0324    0.02154    0.02394         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.47it/s]
     11/499      4.32G     0.0324    0.02154    0.02394         65        640:  80%|########  | 32/40 [00:05<00:01,  5.31it/s]
     11/499      4.32G     0.0324     0.0216    0.02393         83        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
     11/499      4.32G     0.0324     0.0216    0.02393         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.40it/s]
     11/499      4.32G     0.0325    0.02155    0.02383         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.40it/s]
     11/499      4.32G     0.0325    0.02155    0.02383         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.45it/s]
     11/499      4.32G    0.03261    0.02154    0.02383         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.45it/s]
     11/499      4.32G    0.03261    0.02154    0.02383         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     11/499      4.32G    0.03248    0.02149    0.02376         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     11/499      4.32G    0.03248    0.02149    0.02376         81        640:  90%|######### | 36/40 [00:06<00:00,  5.40it/s]
     11/499      4.32G    0.03248    0.02151    0.02382         82        640:  90%|######### | 36/40 [00:06<00:00,  5.40it/s]
     11/499      4.32G    0.03248    0.02151    0.02382         82        640:  92%|#########2| 37/40 [00:06<00:00,  5.46it/s]
     11/499      4.32G    0.03251    0.02157    0.02387         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.46it/s]
     11/499      4.32G    0.03251    0.02157    0.02387         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     11/499      4.32G    0.03248    0.02158    0.02389         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     11/499      4.32G    0.03248    0.02158    0.02389         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     11/499      4.32G     0.0325    0.02147    0.02418         27        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     11/499      4.32G     0.0325    0.02147    0.02418         27        640: 100%|##########| 40/40 [00:07<00:00,  5.53it/s]
     11/499      4.32G     0.0325    0.02147    0.02418         27        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.54it/s]
                   all        132        263      0.864     0.0246     0.0114     0.0035

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     12/499      4.32G    0.03598    0.02025    0.02908         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
     12/499      4.32G    0.03598    0.02025    0.02908         68        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
     12/499      4.32G    0.03413    0.02075    0.02509         71        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
     12/499      4.32G    0.03413    0.02075    0.02509         71        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
     12/499      4.32G    0.03426    0.02232    0.02417         84        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
     12/499      4.32G    0.03426    0.02232    0.02417         84        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     12/499      4.32G    0.03451    0.02205    0.02411         71        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     12/499      4.32G    0.03451    0.02205    0.02411         71        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
     12/499      4.32G    0.03382    0.02146     0.0228         71        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
     12/499      4.32G    0.03382    0.02146     0.0228         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
     12/499      4.32G    0.03344    0.02154    0.02316         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
     12/499      4.32G    0.03344    0.02154    0.02316         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
     12/499      4.32G    0.03299    0.02217    0.02275        101        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
     12/499      4.32G    0.03299    0.02217    0.02275        101        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     12/499      4.32G    0.03327    0.02261    0.02303         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     12/499      4.32G    0.03327    0.02261    0.02303         88        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
     12/499      4.32G    0.03315    0.02259    0.02374         72        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
     12/499      4.32G    0.03315    0.02259    0.02374         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     12/499      4.32G    0.03318    0.02242    0.02361         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     12/499      4.32G    0.03318    0.02242    0.02361         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
     12/499      4.32G    0.03308    0.02224     0.0236         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
     12/499      4.32G    0.03308    0.02224     0.0236         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     12/499      4.32G     0.0329    0.02209    0.02332         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     12/499      4.32G     0.0329    0.02209    0.02332         64        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     12/499      4.32G    0.03257    0.02191    0.02302         70        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     12/499      4.32G    0.03257    0.02191    0.02302         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     12/499      4.32G    0.03255    0.02185    0.02288         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     12/499      4.32G    0.03255    0.02185    0.02288         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
     12/499      4.32G    0.03235    0.02184    0.02262         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
     12/499      4.32G    0.03235    0.02184    0.02262         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
     12/499      4.32G    0.03228    0.02181    0.02249         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
     12/499      4.32G    0.03228    0.02181    0.02249         72        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     12/499      4.32G     0.0322    0.02214    0.02236         96        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     12/499      4.32G     0.0322    0.02214    0.02236         96        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     12/499      4.32G    0.03233    0.02193    0.02224         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     12/499      4.32G    0.03233    0.02193    0.02224         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
     12/499      4.32G    0.03237    0.02211    0.02221         93        640:  45%|####5     | 18/40 [00:03<00:04,  5.40it/s]
     12/499      4.32G    0.03237    0.02211    0.02221         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
     12/499      4.32G    0.03239    0.02196    0.02239         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
     12/499      4.32G    0.03239    0.02196    0.02239         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
     12/499      4.32G    0.03237    0.02207    0.02247         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
     12/499      4.32G    0.03237    0.02207    0.02247         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
     12/499      4.32G    0.03235     0.0221    0.02241         89        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
     12/499      4.32G    0.03235     0.0221    0.02241         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
     12/499      4.32G     0.0324    0.02211    0.02251         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
     12/499      4.32G     0.0324    0.02211    0.02251         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
     12/499      4.32G    0.03243    0.02202    0.02267         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
     12/499      4.32G    0.03243    0.02202    0.02267         70        640:  60%|######    | 24/40 [00:04<00:02,  5.41it/s]
     12/499      4.32G    0.03245    0.02216    0.02268         86        640:  60%|######    | 24/40 [00:04<00:02,  5.41it/s]
     12/499      4.32G    0.03245    0.02216    0.02268         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     12/499      4.32G    0.03255    0.02213    0.02262         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     12/499      4.32G    0.03255    0.02213    0.02262         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
     12/499      4.32G    0.03251    0.02218    0.02264         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
     12/499      4.32G    0.03251    0.02218    0.02264         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
     12/499      4.32G    0.03248    0.02215    0.02273         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
     12/499      4.32G    0.03248    0.02215    0.02273         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
     12/499      4.32G    0.03252    0.02201    0.02272         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
     12/499      4.32G    0.03252    0.02201    0.02272         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
     12/499      4.32G    0.03247    0.02204    0.02273         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
     12/499      4.32G    0.03247    0.02204    0.02273         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.42it/s]
     12/499      4.32G    0.03246    0.02193    0.02275         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.42it/s]
     12/499      4.32G    0.03246    0.02193    0.02275         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
     12/499      4.32G    0.03244    0.02187    0.02266         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
     12/499      4.32G    0.03244    0.02187    0.02266         75        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
     12/499      4.32G    0.03236    0.02182    0.02275         66        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
     12/499      4.32G    0.03236    0.02182    0.02275         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
     12/499      4.32G    0.03232    0.02187    0.02294         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
     12/499      4.32G    0.03232    0.02187    0.02294         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     12/499      4.32G    0.03228    0.02182    0.02294         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     12/499      4.32G    0.03228    0.02182    0.02294         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     12/499      4.32G    0.03217    0.02177    0.02286         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     12/499      4.32G    0.03217    0.02177    0.02286         71        640:  90%|######### | 36/40 [00:06<00:00,  5.43it/s]
     12/499      4.32G    0.03215    0.02175    0.02285         75        640:  90%|######### | 36/40 [00:06<00:00,  5.43it/s]
     12/499      4.32G    0.03215    0.02175    0.02285         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
     12/499      4.32G    0.03203    0.02166    0.02289         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     12/499      4.32G    0.03203    0.02166    0.02289         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
     12/499      4.32G    0.03199     0.0216     0.0228         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
     12/499      4.32G    0.03199     0.0216     0.0228         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
     12/499      4.32G    0.03199    0.02172    0.02278         52        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
     12/499      4.32G    0.03199    0.02172    0.02278         52        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
     12/499      4.32G    0.03199    0.02172    0.02278         52        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.53it/s]
                   all        132        263      0.172    0.00877    0.00161   0.000681

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     13/499      4.32G    0.03208    0.02211    0.02045         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     13/499      4.32G    0.03208    0.02211    0.02045         73        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     13/499      4.32G    0.03123    0.02081    0.02148         72        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     13/499      4.32G    0.03123    0.02081    0.02148         72        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
     13/499      4.32G    0.03127    0.02047    0.02154         74        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
     13/499      4.32G    0.03127    0.02047    0.02154         74        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
     13/499      4.32G    0.03182    0.02095    0.02221         84        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
     13/499      4.32G    0.03182    0.02095    0.02221         84        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     13/499      4.32G    0.03149    0.02042    0.02151         67        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     13/499      4.32G    0.03149    0.02042    0.02151         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
     13/499      4.32G    0.03106    0.01968    0.02127         61        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
     13/499      4.32G    0.03106    0.01968    0.02127         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
     13/499      4.32G    0.03125    0.01966    0.02148         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
     13/499      4.32G    0.03125    0.01966    0.02148         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
     13/499      4.32G    0.03088    0.02033    0.02134         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
     13/499      4.32G    0.03088    0.02033    0.02134         89        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
     13/499      4.32G    0.03107    0.02048    0.02151         76        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
     13/499      4.32G    0.03107    0.02048    0.02151         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     13/499      4.32G    0.03116    0.02057    0.02148         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     13/499      4.32G    0.03116    0.02057    0.02148         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
     13/499      4.32G    0.03106    0.02039    0.02108         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
     13/499      4.32G    0.03106    0.02039    0.02108         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
     13/499      4.32G    0.03113    0.02023     0.0209         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
     13/499      4.32G    0.03113    0.02023     0.0209         62        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
     13/499      4.32G    0.03109    0.02047    0.02115         83        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
     13/499      4.32G    0.03109    0.02047    0.02115         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
     13/499      4.32G    0.03117    0.02063    0.02104         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
     13/499      4.32G    0.03117    0.02063    0.02104         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     13/499      4.32G     0.0313    0.02052    0.02087         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     13/499      4.32G     0.0313    0.02052    0.02087         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.12it/s]
     13/499      4.32G    0.03142    0.02075    0.02072         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.12it/s]
     13/499      4.32G    0.03142    0.02075    0.02072         85        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     13/499      4.32G    0.03122    0.02069    0.02078         72        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     13/499      4.32G    0.03122    0.02069    0.02078         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     13/499      4.32G    0.03127    0.02061    0.02079         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     13/499      4.32G    0.03127    0.02061    0.02079         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
     13/499      4.32G    0.03118    0.02072    0.02105         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
     13/499      4.32G    0.03118    0.02072    0.02105         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     13/499      4.32G    0.03111    0.02063    0.02097         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     13/499      4.32G    0.03111    0.02063    0.02097         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     13/499      4.32G    0.03101    0.02072      0.021         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     13/499      4.32G    0.03101    0.02072      0.021         92        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
     13/499      4.32G      0.031    0.02075    0.02108         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
     13/499      4.32G      0.031    0.02075    0.02108         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
     13/499      4.32G    0.03105    0.02097    0.02126         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
     13/499      4.32G    0.03105    0.02097    0.02126         91        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
     13/499      4.32G    0.03117    0.02096    0.02131         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
     13/499      4.32G    0.03117    0.02096    0.02131         62        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
     13/499      4.32G    0.03112    0.02092    0.02128         65        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
     13/499      4.32G    0.03112    0.02092    0.02128         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
     13/499      4.32G    0.03113    0.02085    0.02105         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
     13/499      4.32G    0.03113    0.02085    0.02105         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.40it/s]
     13/499      4.32G    0.03103    0.02079    0.02106         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.40it/s]
     13/499      4.32G    0.03103    0.02079    0.02106         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
     13/499      4.32G    0.03103    0.02078    0.02116         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
     13/499      4.32G    0.03103    0.02078    0.02116         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     13/499      4.32G    0.03091     0.0207    0.02128         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     13/499      4.32G    0.03091     0.0207    0.02128         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     13/499      4.32G    0.03084     0.0206    0.02138         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     13/499      4.32G    0.03084     0.0206    0.02138         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     13/499      4.32G    0.03074    0.02054    0.02123         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     13/499      4.32G    0.03074    0.02054    0.02123         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
     13/499      4.32G    0.03081    0.02058    0.02117         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
     13/499      4.32G    0.03081    0.02058    0.02117         79        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
     13/499      4.32G    0.03073     0.0205    0.02123         69        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
     13/499      4.32G    0.03073     0.0205    0.02123         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     13/499      4.32G    0.03071    0.02074    0.02114        106        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     13/499      4.32G    0.03071    0.02074    0.02114        106        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     13/499      4.32G    0.03076    0.02078    0.02114         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     13/499      4.32G    0.03076    0.02078    0.02114         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     13/499      4.32G    0.03068    0.02073     0.0214         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     13/499      4.32G    0.03068    0.02073     0.0214         68        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
     13/499      4.32G     0.0307    0.02085     0.0214         88        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
     13/499      4.32G     0.0307    0.02085     0.0214         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     13/499      4.32G    0.03076    0.02088    0.02135         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     13/499      4.32G    0.03076    0.02088    0.02135         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     13/499      4.32G    0.03081    0.02093    0.02142         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     13/499      4.32G    0.03081    0.02093    0.02142         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
     13/499      4.32G    0.03062    0.02074    0.02142         25        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
     13/499      4.32G    0.03062    0.02074    0.02142         25        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     13/499      4.32G    0.03062    0.02074    0.02142         25        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263      0.706    0.00582    0.00217   0.000516

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     14/499      4.32G    0.03014    0.02048    0.01903         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
     14/499      4.32G    0.03014    0.02048    0.01903         70        640:   2%|2         | 1/40 [00:00<00:07,  5.16it/s]
     14/499      4.32G    0.03005    0.01913    0.02027         64        640:   2%|2         | 1/40 [00:00<00:07,  5.16it/s]
     14/499      4.32G    0.03005    0.01913    0.02027         64        640:   5%|5         | 2/40 [00:00<00:07,  5.04it/s]
     14/499      4.32G    0.03048    0.02058    0.02077         79        640:   5%|5         | 2/40 [00:00<00:07,  5.04it/s]
     14/499      4.32G    0.03048    0.02058    0.02077         79        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     14/499      4.32G    0.03064    0.02006    0.02047         66        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     14/499      4.32G    0.03064    0.02006    0.02047         66        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
     14/499      4.32G    0.03099    0.02035     0.0208         73        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
     14/499      4.32G    0.03099    0.02035     0.0208         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
     14/499      4.32G     0.0314    0.02049     0.0203         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
     14/499      4.32G     0.0314    0.02049     0.0203         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
     14/499      4.32G      0.031    0.02008    0.01985         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
     14/499      4.32G      0.031    0.02008    0.01985         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     14/499      4.32G    0.03086    0.02009    0.01985         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     14/499      4.32G    0.03086    0.02009    0.01985         76        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
     14/499      4.32G    0.03078    0.02025    0.02017         74        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
     14/499      4.32G    0.03078    0.02025    0.02017         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     14/499      4.32G    0.03041       0.02    0.02026         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     14/499      4.32G    0.03041       0.02    0.02026         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
     14/499      4.32G    0.03031    0.02018    0.02022         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
     14/499      4.32G    0.03031    0.02018    0.02022         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
     14/499      4.32G    0.03034    0.02035    0.02011         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
     14/499      4.32G    0.03034    0.02035    0.02011         78        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     14/499      4.32G    0.03031    0.02039    0.02036         78        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     14/499      4.32G    0.03031    0.02039    0.02036         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
     14/499      4.32G    0.03025    0.02041    0.02039         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
     14/499      4.32G    0.03025    0.02041    0.02039         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
     14/499      4.32G    0.03032    0.02034    0.02054         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
     14/499      4.32G    0.03032    0.02034    0.02054         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
     14/499      4.32G    0.03047    0.02029    0.02042         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
     14/499      4.32G    0.03047    0.02029    0.02042         65        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
     14/499      4.32G    0.03053    0.02038    0.02056         75        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
     14/499      4.32G    0.03053    0.02038    0.02056         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     14/499      4.32G    0.03054    0.02045    0.02057         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     14/499      4.32G    0.03054    0.02045    0.02057         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
     14/499      4.32G    0.03057    0.02063    0.02059         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
     14/499      4.32G    0.03057    0.02063    0.02059         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
     14/499      4.32G    0.03051     0.0207     0.0206         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
     14/499      4.32G    0.03051     0.0207     0.0206         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
     14/499      4.32G    0.03047    0.02043    0.02053         57        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
     14/499      4.32G    0.03047    0.02043    0.02053         57        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
     14/499      4.32G    0.03041     0.0204    0.02058         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
     14/499      4.32G    0.03041     0.0204    0.02058         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     14/499      4.32G    0.03039    0.02045    0.02058         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     14/499      4.32G    0.03039    0.02045    0.02058         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     14/499      4.32G    0.03036    0.02045     0.0208         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     14/499      4.32G    0.03036    0.02045     0.0208         73        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
     14/499      4.32G    0.03036    0.02049    0.02074         80        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
     14/499      4.32G    0.03036    0.02049    0.02074         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
     14/499      4.32G     0.0303    0.02062    0.02075         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
     14/499      4.32G     0.0303    0.02062    0.02075         86        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
     14/499      4.32G    0.03024    0.02056    0.02084         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
     14/499      4.32G    0.03024    0.02056    0.02084         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     14/499      4.32G    0.03019     0.0205    0.02084         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     14/499      4.32G    0.03019     0.0205    0.02084         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     14/499      4.32G    0.03007    0.02036    0.02072         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     14/499      4.32G    0.03007    0.02036    0.02072         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     14/499      4.32G    0.03002    0.02029    0.02065         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     14/499      4.32G    0.03002    0.02029    0.02065         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     14/499      4.32G    0.03006     0.0203     0.0208         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     14/499      4.32G    0.03006     0.0203     0.0208         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
     14/499      4.32G    0.03006    0.02029    0.02081         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
     14/499      4.32G    0.03006    0.02029    0.02081         75        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
     14/499      4.32G    0.03003    0.02041    0.02082         83        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
     14/499      4.32G    0.03003    0.02041    0.02082         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
     14/499      4.32G    0.03005    0.02029    0.02086         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
     14/499      4.32G    0.03005    0.02029    0.02086         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
     14/499      4.32G    0.03004    0.02026    0.02078         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
     14/499      4.32G    0.03004    0.02026    0.02078         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     14/499      4.32G    0.03005    0.02021    0.02095         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     14/499      4.32G    0.03005    0.02021    0.02095         69        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     14/499      4.32G    0.02995    0.02017    0.02092         67        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
     14/499      4.32G    0.02995    0.02017    0.02092         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
     14/499      4.32G    0.02985    0.02021    0.02083         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
     14/499      4.32G    0.02985    0.02021    0.02083         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
     14/499      4.32G    0.02983    0.02021    0.02079         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
     14/499      4.32G    0.02983    0.02021    0.02079         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
     14/499      4.32G     0.0299    0.02024    0.02087         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
     14/499      4.32G     0.0299    0.02024    0.02087         40        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
     14/499      4.32G     0.0299    0.02024    0.02087         40        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.49it/s]
                   all        132        263      0.587     0.0296     0.0329     0.0102

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     15/499      4.32G    0.02747    0.02334    0.02257         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
     15/499      4.32G    0.02747    0.02334    0.02257         87        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     15/499      4.32G    0.02979    0.02155    0.02174         71        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     15/499      4.32G    0.02979    0.02155    0.02174         71        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     15/499      4.32G    0.03121    0.02281    0.02204         88        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     15/499      4.32G    0.03121    0.02281    0.02204         88        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     15/499      4.32G    0.03165    0.02313    0.02194         80        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     15/499      4.32G    0.03165    0.02313    0.02194         80        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
     15/499      4.32G    0.03123    0.02198    0.02228         66        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
     15/499      4.32G    0.03123    0.02198    0.02228         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
     15/499      4.32G    0.03096    0.02128    0.02177         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
     15/499      4.32G    0.03096    0.02128    0.02177         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
     15/499      4.32G    0.03099    0.02141    0.02056         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
     15/499      4.32G    0.03099    0.02141    0.02056         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     15/499      4.32G    0.03083    0.02089    0.02081         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     15/499      4.32G    0.03083    0.02089    0.02081         63        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
     15/499      4.32G    0.03071    0.02111    0.02078         81        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
     15/499      4.32G    0.03071    0.02111    0.02078         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     15/499      4.32G    0.03066    0.02095    0.02194         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     15/499      4.32G    0.03066    0.02095    0.02194         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
     15/499      4.32G    0.03048    0.02091    0.02156         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
     15/499      4.32G    0.03048    0.02091    0.02156         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     15/499      4.32G    0.03045    0.02082    0.02132         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     15/499      4.32G    0.03045    0.02082    0.02132         74        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     15/499      4.32G     0.0304     0.0208    0.02157         75        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     15/499      4.32G     0.0304     0.0208    0.02157         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
     15/499      4.32G    0.03027    0.02093    0.02189         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
     15/499      4.32G    0.03027    0.02093    0.02189         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     15/499      4.32G    0.03046    0.02079    0.02213         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     15/499      4.32G    0.03046    0.02079    0.02213         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
     15/499      4.32G    0.03065    0.02089     0.0223         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
     15/499      4.32G    0.03065    0.02089     0.0223         77        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
     15/499      4.32G    0.03072    0.02106    0.02233         87        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
     15/499      4.32G    0.03072    0.02106    0.02233         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     15/499      4.32G    0.03083    0.02082    0.02258         53        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     15/499      4.32G    0.03083    0.02082    0.02258         53        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     15/499      4.32G    0.03074    0.02092    0.02236         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     15/499      4.32G    0.03074    0.02092    0.02236         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     15/499      4.32G    0.03075    0.02085    0.02266         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     15/499      4.32G    0.03075    0.02085    0.02266         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     15/499      4.32G     0.0307    0.02104    0.02276         91        640:  50%|#####     | 20/40 [00:04<00:03,  5.24it/s]
     15/499      4.32G     0.0307    0.02104    0.02276         91        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
     15/499      4.32G    0.03059    0.02101    0.02264         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
     15/499      4.32G    0.03059    0.02101    0.02264         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.10it/s]
     15/499      4.32G    0.03064    0.02088    0.02246         60        640:  55%|#####5    | 22/40 [00:04<00:03,  5.10it/s]
     15/499      4.32G    0.03064    0.02088    0.02246         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     15/499      4.32G    0.03064    0.02073     0.0225         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     15/499      4.32G    0.03064    0.02073     0.0225         61        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
     15/499      4.32G    0.03055    0.02059     0.0224         65        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
     15/499      4.32G    0.03055    0.02059     0.0224         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     15/499      4.32G    0.03048    0.02051    0.02237         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     15/499      4.32G    0.03048    0.02051    0.02237         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
     15/499      4.32G    0.03038    0.02057    0.02231         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
     15/499      4.32G    0.03038    0.02057    0.02231         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
     15/499      4.32G    0.03031     0.0205    0.02236         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
     15/499      4.32G    0.03031     0.0205    0.02236         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     15/499      4.32G    0.03023    0.02055    0.02229         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     15/499      4.32G    0.03023    0.02055    0.02229         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     15/499      4.32G    0.03014    0.02058    0.02242         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     15/499      4.32G    0.03014    0.02058    0.02242         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     15/499      4.32G    0.03011    0.02071    0.02245         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     15/499      4.32G    0.03011    0.02071    0.02245         89        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
     15/499      4.32G    0.03009    0.02062    0.02247         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
     15/499      4.32G    0.03009    0.02062    0.02247         64        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
     15/499      4.32G    0.03019    0.02059    0.02254         70        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
     15/499      4.32G    0.03019    0.02059    0.02254         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
     15/499      4.32G    0.03019    0.02066    0.02244         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
     15/499      4.32G    0.03019    0.02066    0.02244         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     15/499      4.32G    0.03012    0.02067    0.02235         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     15/499      4.32G    0.03012    0.02067    0.02235         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     15/499      4.32G    0.03002    0.02064    0.02221         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     15/499      4.32G    0.03002    0.02064    0.02221         73        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
     15/499      4.32G    0.02997    0.02068    0.02212         82        640:  90%|######### | 36/40 [00:07<00:00,  5.41it/s]
     15/499      4.32G    0.02997    0.02068    0.02212         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     15/499      4.32G    0.02989    0.02066    0.02193         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     15/499      4.32G    0.02989    0.02066    0.02193         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     15/499      4.32G    0.02986    0.02073    0.02202         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     15/499      4.32G    0.02986    0.02073    0.02202         87        640:  98%|#########7| 39/40 [00:07<00:00,  5.38it/s]
     15/499      4.32G     0.0299    0.02085    0.02192         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.38it/s]
     15/499      4.32G     0.0299    0.02085    0.02192         45        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     15/499      4.32G     0.0299    0.02085    0.02192         45        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.69it/s]
                   all        132        263     0.0226    0.00877    0.00315   0.000578

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     16/499      4.32G    0.02846    0.01873    0.02307         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
     16/499      4.32G    0.02846    0.01873    0.02307         63        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
     16/499      4.32G    0.03085    0.01976    0.02488         68        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
     16/499      4.32G    0.03085    0.01976    0.02488         68        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     16/499      4.32G    0.03099    0.02008    0.02247         73        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     16/499      4.32G    0.03099    0.02008    0.02247         73        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     16/499      4.32G    0.03038    0.01973     0.0247         69        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     16/499      4.32G    0.03038    0.01973     0.0247         69        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     16/499      4.32G    0.02977    0.02025     0.0237         83        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     16/499      4.32G    0.02977    0.02025     0.0237         83        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
     16/499      4.32G    0.02959    0.02062    0.02282         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
     16/499      4.32G    0.02959    0.02062    0.02282         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     16/499      4.32G    0.02885    0.02084    0.02213         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     16/499      4.32G    0.02885    0.02084    0.02213         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     16/499      4.32G    0.02894    0.02065    0.02206         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     16/499      4.32G    0.02894    0.02065    0.02206         65        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     16/499      4.32G     0.0289    0.02113    0.02181         89        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     16/499      4.32G     0.0289    0.02113    0.02181         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     16/499      4.32G    0.02892    0.02122    0.02178         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     16/499      4.32G    0.02892    0.02122    0.02178         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
     16/499      4.32G    0.02893    0.02099    0.02158         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
     16/499      4.32G    0.02893    0.02099    0.02158         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
     16/499      4.32G    0.02898    0.02112    0.02197         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
     16/499      4.32G    0.02898    0.02112    0.02197         86        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     16/499      4.32G    0.02908    0.02107    0.02218         71        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     16/499      4.32G    0.02908    0.02107    0.02218         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     16/499      4.32G    0.02915    0.02097    0.02202         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     16/499      4.32G    0.02915    0.02097    0.02202         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     16/499      4.32G    0.02942    0.02086    0.02249         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     16/499      4.32G    0.02942    0.02086    0.02249         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
     16/499      4.32G    0.02955    0.02079    0.02248         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
     16/499      4.32G    0.02955    0.02079    0.02248         70        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     16/499      4.32G    0.02965    0.02081    0.02257         75        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     16/499      4.32G    0.02965    0.02081    0.02257         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     16/499      4.32G     0.0298    0.02085     0.0227         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     16/499      4.32G     0.0298    0.02085     0.0227         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
     16/499      4.32G    0.02974    0.02094    0.02258         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
     16/499      4.32G    0.02974    0.02094    0.02258         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     16/499      4.32G    0.02974    0.02101    0.02251         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     16/499      4.32G    0.02974    0.02101    0.02251         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
     16/499      4.32G    0.02974      0.021    0.02244         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
     16/499      4.32G    0.02974      0.021    0.02244         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
     16/499      4.32G    0.02977    0.02098     0.0225         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     16/499      4.32G    0.02977    0.02098     0.0225         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
     16/499      4.32G    0.02972    0.02091    0.02263         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
     16/499      4.32G    0.02972    0.02091    0.02263         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
     16/499      4.32G    0.02969    0.02098    0.02252         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
     16/499      4.32G    0.02969    0.02098    0.02252         88        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     16/499      4.32G    0.02961    0.02089    0.02247         71        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     16/499      4.32G    0.02961    0.02089    0.02247         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     16/499      4.32G     0.0295    0.02106    0.02231         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     16/499      4.32G     0.0295    0.02106    0.02231         93        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
     16/499      4.32G    0.02955    0.02116     0.0221         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
     16/499      4.32G    0.02955    0.02116     0.0221         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     16/499      4.32G     0.0296    0.02117    0.02197         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     16/499      4.32G     0.0296    0.02117    0.02197         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     16/499      4.32G    0.02952    0.02106    0.02171         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     16/499      4.32G    0.02952    0.02106    0.02171         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.40it/s]
     16/499      4.32G    0.02946    0.02096    0.02144         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.40it/s]
     16/499      4.32G    0.02946    0.02096    0.02144         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     16/499      4.32G    0.02943    0.02088    0.02125         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     16/499      4.32G    0.02943    0.02088    0.02125         57        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
     16/499      4.32G    0.02944    0.02086    0.02142         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
     16/499      4.32G    0.02944    0.02086    0.02142         77        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     16/499      4.32G    0.02948    0.02088    0.02124         79        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     16/499      4.32G    0.02948    0.02088    0.02124         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
     16/499      4.32G    0.02944    0.02085     0.0212         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
     16/499      4.32G    0.02944    0.02085     0.0212         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     16/499      4.32G    0.02948    0.02085    0.02106         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     16/499      4.32G    0.02948    0.02085    0.02106         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
     16/499      4.32G    0.02946    0.02079    0.02103         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
     16/499      4.32G    0.02946    0.02079    0.02103         71        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
     16/499      4.32G    0.02951    0.02074    0.02097         64        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
     16/499      4.32G    0.02951    0.02074    0.02097         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
     16/499      4.32G     0.0295    0.02075    0.02086         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
     16/499      4.32G     0.0295    0.02075    0.02086         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
     16/499      4.32G    0.02955     0.0208    0.02083         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
     16/499      4.32G    0.02955     0.0208    0.02083         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
     16/499      4.32G    0.02956    0.02084    0.02088         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
     16/499      4.32G    0.02956    0.02084    0.02088         41        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
     16/499      4.32G    0.02956    0.02084    0.02088         41        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.49it/s]
                   all        132        263      0.206     0.0389     0.0225    0.00805

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     17/499      4.32G    0.02836    0.02021    0.01467         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     17/499      4.32G    0.02836    0.02021    0.01467         75        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
     17/499      4.32G    0.02926    0.02209     0.0181         91        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
     17/499      4.32G    0.02926    0.02209     0.0181         91        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
     17/499      4.32G    0.03018    0.02352    0.01902         94        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
     17/499      4.32G    0.03018    0.02352    0.01902         94        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     17/499      4.32G    0.03149    0.02276    0.01938         68        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     17/499      4.32G    0.03149    0.02276    0.01938         68        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     17/499      4.32G    0.03137     0.0233    0.01953         99        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     17/499      4.32G    0.03137     0.0233    0.01953         99        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
     17/499      4.32G    0.03083    0.02312    0.01922         91        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
     17/499      4.32G    0.03083    0.02312    0.01922         91        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     17/499      4.32G     0.0312    0.02304    0.01973         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     17/499      4.32G     0.0312    0.02304    0.01973         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     17/499      4.32G    0.03111    0.02279    0.02011         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     17/499      4.32G    0.03111    0.02279    0.02011         77        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     17/499      4.32G    0.03103    0.02237    0.02007         71        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     17/499      4.32G    0.03103    0.02237    0.02007         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
     17/499      4.32G    0.03101    0.02245     0.0201         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
     17/499      4.32G    0.03101    0.02245     0.0201         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
     17/499      4.32G     0.0312    0.02222    0.02043         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
     17/499      4.32G     0.0312    0.02222    0.02043         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     17/499      4.32G    0.03135    0.02236    0.02067         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     17/499      4.32G    0.03135    0.02236    0.02067         87        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
     17/499      4.32G    0.03124    0.02221    0.02044         72        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
     17/499      4.32G    0.03124    0.02221    0.02044         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
     17/499      4.32G    0.03119    0.02222    0.02034         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
     17/499      4.32G    0.03119    0.02222    0.02034         80        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     17/499      4.32G    0.03116    0.02193    0.02021         67        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     17/499      4.32G    0.03116    0.02193    0.02021         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
     17/499      4.32G    0.03108    0.02192    0.01999         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
     17/499      4.32G    0.03108    0.02192    0.01999         83        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     17/499      4.32G    0.03102    0.02203    0.01998         88        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     17/499      4.32G    0.03102    0.02203    0.01998         88        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     17/499      4.32G    0.03095    0.02187    0.02007         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     17/499      4.32G    0.03095    0.02187    0.02007         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     17/499      4.32G    0.03088    0.02183    0.02004         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     17/499      4.32G    0.03088    0.02183    0.02004         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     17/499      4.32G    0.03069     0.0217    0.02019         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     17/499      4.32G    0.03069     0.0217    0.02019         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
     17/499      4.32G    0.03053    0.02157       0.02         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
     17/499      4.32G    0.03053    0.02157       0.02         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
     17/499      4.32G    0.03049    0.02166    0.01995         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
     17/499      4.32G    0.03049    0.02166    0.01995         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
     17/499      4.32G    0.03044    0.02149    0.02009         53        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
     17/499      4.32G    0.03044    0.02149    0.02009         53        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     17/499      4.32G    0.03039     0.0215    0.02002         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     17/499      4.32G    0.03039     0.0215    0.02002         87        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
     17/499      4.32G    0.03032    0.02147    0.01992         81        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
     17/499      4.32G    0.03032    0.02147    0.01992         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
     17/499      4.32G    0.03026    0.02131    0.01988         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
     17/499      4.32G    0.03026    0.02131    0.01988         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
     17/499      4.32G    0.03027     0.0214    0.01977         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
     17/499      4.32G    0.03027     0.0214    0.01977         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
     17/499      4.32G    0.03025    0.02133    0.01971         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
     17/499      4.32G    0.03025    0.02133    0.01971         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
     17/499      4.32G    0.03032    0.02124    0.01962         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
     17/499      4.32G    0.03032    0.02124    0.01962         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
     17/499      4.32G    0.03034    0.02126    0.01973         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
     17/499      4.32G    0.03034    0.02126    0.01973         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
     17/499      4.32G    0.03036    0.02124    0.01975         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
     17/499      4.32G    0.03036    0.02124    0.01975         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
     17/499      4.32G     0.0303    0.02117    0.01998         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
     17/499      4.32G     0.0303    0.02117    0.01998         71        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     17/499      4.32G    0.03026     0.0211    0.01988         70        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     17/499      4.32G    0.03026     0.0211    0.01988         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
     17/499      4.32G    0.03027    0.02125     0.0198        101        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
     17/499      4.32G    0.03027    0.02125     0.0198        101        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
     17/499      4.32G    0.03028    0.02122    0.01993         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
     17/499      4.32G    0.03028    0.02122    0.01993         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
     17/499      4.32G    0.03034    0.02128    0.01994         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
     17/499      4.32G    0.03034    0.02128    0.01994         84        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
     17/499      4.32G    0.03031    0.02116    0.01999         63        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
     17/499      4.32G    0.03031    0.02116    0.01999         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.38it/s]
     17/499      4.32G    0.03023    0.02107    0.01992         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.38it/s]
     17/499      4.32G    0.03023    0.02107    0.01992         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     17/499      4.32G    0.03025    0.02096    0.02005         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     17/499      4.32G    0.03025    0.02096    0.02005         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
     17/499      4.32G    0.03029    0.02113    0.02011         55        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
     17/499      4.32G    0.03029    0.02113    0.02011         55        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
     17/499      4.32G    0.03029    0.02113    0.02011         55        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.44it/s]
                   all        132        263      0.227     0.0324     0.0232     0.0104

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     18/499      4.32G    0.02924    0.01907    0.01791         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
     18/499      4.32G    0.02924    0.01907    0.01791         66        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
     18/499      4.32G    0.03095    0.02054    0.01933         82        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
     18/499      4.32G    0.03095    0.02054    0.01933         82        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
     18/499      4.32G    0.03135    0.02026    0.01894         68        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
     18/499      4.32G    0.03135    0.02026    0.01894         68        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     18/499      4.32G    0.03129    0.02007    0.01867         74        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     18/499      4.32G    0.03129    0.02007    0.01867         74        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
     18/499      4.32G    0.03066    0.02032    0.01888         87        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
     18/499      4.32G    0.03066    0.02032    0.01888         87        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
     18/499      4.32G    0.03044    0.02095    0.01927         86        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
     18/499      4.32G    0.03044    0.02095    0.01927         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
     18/499      4.32G    0.03037    0.02078    0.01986         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
     18/499      4.32G    0.03037    0.02078    0.01986         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
     18/499      4.32G     0.0299    0.02077    0.01944         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
     18/499      4.32G     0.0299    0.02077    0.01944         77        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
     18/499      4.32G    0.02989    0.02086    0.01932         80        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
     18/499      4.32G    0.02989    0.02086    0.01932         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     18/499      4.32G    0.02955    0.02071    0.01935         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     18/499      4.32G    0.02955    0.02071    0.01935         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
     18/499      4.32G    0.02965    0.02083    0.01994         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
     18/499      4.32G    0.02965    0.02083    0.01994         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     18/499      4.32G    0.02957    0.02064    0.01978         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     18/499      4.32G    0.02957    0.02064    0.01978         63        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     18/499      4.32G    0.02971     0.0207    0.01983         76        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     18/499      4.32G    0.02971     0.0207    0.01983         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
     18/499      4.32G    0.02971    0.02055    0.01982         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
     18/499      4.32G    0.02971    0.02055    0.01982         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
     18/499      4.32G    0.02948    0.02019    0.01967         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
     18/499      4.32G    0.02948    0.02019    0.01967         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
     18/499      4.32G     0.0296    0.02028    0.02003         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
     18/499      4.32G     0.0296    0.02028    0.02003         81        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
     18/499      4.32G    0.02952    0.02012    0.01996         63        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
     18/499      4.32G    0.02952    0.02012    0.01996         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     18/499      4.32G    0.02955    0.02012     0.0199         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     18/499      4.32G    0.02955    0.02012     0.0199         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     18/499      4.32G    0.02951    0.02007     0.0196         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     18/499      4.32G    0.02951    0.02007     0.0196         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
     18/499      4.32G     0.0295    0.02015    0.01966         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
     18/499      4.32G     0.0295    0.02015    0.01966         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
     18/499      4.32G    0.02946    0.02027    0.01991         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
     18/499      4.32G    0.02946    0.02027    0.01991         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
     18/499      4.32G    0.02949    0.02027    0.01993         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
     18/499      4.32G    0.02949    0.02027    0.01993         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     18/499      4.32G    0.02959     0.0203    0.01984         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     18/499      4.32G    0.02959     0.0203    0.01984         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
     18/499      4.32G    0.02958    0.02052     0.0198         97        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
     18/499      4.32G    0.02958    0.02052     0.0198         97        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
     18/499      4.32G    0.02963    0.02048    0.01977         74        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
     18/499      4.32G    0.02963    0.02048    0.01977         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
     18/499      4.32G    0.02963    0.02056    0.01973         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
     18/499      4.32G    0.02963    0.02056    0.01973         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
     18/499      4.32G    0.02951    0.02054    0.01966         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
     18/499      4.32G    0.02951    0.02054    0.01966         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
     18/499      4.32G    0.02951    0.02054    0.01974         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
     18/499      4.32G    0.02951    0.02054    0.01974         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     18/499      4.32G    0.02956    0.02051    0.01967         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     18/499      4.32G    0.02956    0.02051    0.01967         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     18/499      4.32G    0.02946     0.0205    0.01956         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     18/499      4.32G    0.02946     0.0205    0.01956         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     18/499      4.32G    0.02954    0.02053    0.01959         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     18/499      4.32G    0.02954    0.02053    0.01959         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
     18/499      4.32G    0.02951     0.0205    0.01959         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
     18/499      4.32G    0.02951     0.0205    0.01959         70        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     18/499      4.32G    0.02945    0.02045    0.01952         70        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     18/499      4.32G    0.02945    0.02045    0.01952         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     18/499      4.32G    0.02937    0.02032     0.0194         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     18/499      4.32G    0.02937    0.02032     0.0194         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     18/499      4.32G    0.02945    0.02019    0.01925         57        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     18/499      4.32G    0.02945    0.02019    0.01925         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     18/499      4.32G    0.02954    0.02018    0.01932         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     18/499      4.32G    0.02954    0.02018    0.01932         75        640:  90%|######### | 36/40 [00:06<00:00,  5.40it/s]
     18/499      4.32G    0.02957    0.02011    0.01934         68        640:  90%|######### | 36/40 [00:07<00:00,  5.40it/s]
     18/499      4.32G    0.02957    0.02011    0.01934         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
     18/499      4.32G    0.02959    0.02016    0.01934         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
     18/499      4.32G    0.02959    0.02016    0.01934         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     18/499      4.32G     0.0296    0.02011    0.01924         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     18/499      4.32G     0.0296    0.02011    0.01924         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
     18/499      4.32G     0.0297    0.02003    0.01922         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
     18/499      4.32G     0.0297    0.02003    0.01922         32        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     18/499      4.32G     0.0297    0.02003    0.01922         32        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  4.93it/s]
                   all        132        263      0.141      0.153      0.103     0.0427

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     19/499      4.32G    0.02986    0.02044    0.02055         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     19/499      4.32G    0.02986    0.02044    0.02055         72        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
     19/499      4.32G    0.03014    0.02199    0.01948         85        640:   2%|2         | 1/40 [00:00<00:07,  5.26it/s]
     19/499      4.32G    0.03014    0.02199    0.01948         85        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
     19/499      4.32G    0.02991    0.02119    0.01762         70        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
     19/499      4.32G    0.02991    0.02119    0.01762         70        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
     19/499      4.32G     0.0293    0.02165    0.01721         81        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
     19/499      4.32G     0.0293    0.02165    0.01721         81        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
     19/499      4.32G    0.02947    0.02228    0.01648         87        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
     19/499      4.32G    0.02947    0.02228    0.01648         87        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
     19/499      4.32G    0.02929    0.02215      0.017         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
     19/499      4.32G    0.02929    0.02215      0.017         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     19/499      4.32G    0.02898    0.02175    0.01659         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     19/499      4.32G    0.02898    0.02175    0.01659         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
     19/499      4.32G    0.02881    0.02162    0.01699         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
     19/499      4.32G    0.02881    0.02162    0.01699         69        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
     19/499      4.32G    0.02886     0.0215    0.01726         73        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
     19/499      4.32G    0.02886     0.0215    0.01726         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     19/499      4.32G    0.02904    0.02127    0.01714         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     19/499      4.32G    0.02904    0.02127    0.01714         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
     19/499      4.32G    0.02889    0.02101    0.01785         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
     19/499      4.32G    0.02889    0.02101    0.01785         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     19/499      4.32G    0.02883     0.0207    0.01833         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     19/499      4.32G    0.02883     0.0207    0.01833         62        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
     19/499      4.32G    0.02907    0.02082    0.01848         79        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
     19/499      4.32G    0.02907    0.02082    0.01848         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     19/499      4.32G    0.02907    0.02096    0.01838         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     19/499      4.32G    0.02907    0.02096    0.01838         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
     19/499      4.32G    0.02906    0.02106    0.01842         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
     19/499      4.32G    0.02906    0.02106    0.01842         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.07it/s]
     19/499      4.32G    0.02902    0.02117    0.01858         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.07it/s]
     19/499      4.32G    0.02902    0.02117    0.01858         86        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     19/499      4.32G    0.02899    0.02109    0.01856         63        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     19/499      4.32G    0.02899    0.02109    0.01856         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     19/499      4.32G    0.02904    0.02103    0.01842         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     19/499      4.32G    0.02904    0.02103    0.01842         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.11it/s]
     19/499      4.32G    0.02915    0.02106    0.01825         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.11it/s]
     19/499      4.32G    0.02915    0.02106    0.01825         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     19/499      4.32G    0.02904    0.02099    0.01807         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     19/499      4.32G    0.02904    0.02099    0.01807         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
     19/499      4.32G     0.0291    0.02086    0.01819         61        640:  50%|#####     | 20/40 [00:04<00:03,  5.19it/s]
     19/499      4.32G     0.0291    0.02086    0.01819         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.03it/s]
     19/499      4.32G    0.02901    0.02079    0.01802         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.03it/s]
     19/499      4.32G    0.02901    0.02079    0.01802         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     19/499      4.32G    0.02885    0.02063    0.01806         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     19/499      4.32G    0.02885    0.02063    0.01806         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     19/499      4.32G    0.02891    0.02069      0.018         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     19/499      4.32G    0.02891    0.02069      0.018         79        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
     19/499      4.32G    0.02888    0.02063    0.01799         71        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
     19/499      4.32G    0.02888    0.02063    0.01799         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     19/499      4.32G    0.02889    0.02073    0.01803         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     19/499      4.32G    0.02889    0.02073    0.01803         86        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
     19/499      4.32G    0.02878    0.02063     0.0179         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
     19/499      4.32G    0.02878    0.02063     0.0179         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     19/499      4.32G     0.0289    0.02061    0.01807         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     19/499      4.32G     0.0289    0.02061    0.01807         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     19/499      4.32G    0.02885    0.02054    0.01806         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     19/499      4.32G    0.02885    0.02054    0.01806         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.39it/s]
     19/499      4.32G    0.02887    0.02049    0.01801         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.39it/s]
     19/499      4.32G    0.02887    0.02049    0.01801         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     19/499      4.32G    0.02884    0.02053    0.01802         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     19/499      4.32G    0.02884    0.02053    0.01802         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     19/499      4.32G    0.02871    0.02047    0.01832         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
     19/499      4.32G    0.02871    0.02047    0.01832         76        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     19/499      4.32G    0.02866    0.02055    0.01824         82        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     19/499      4.32G    0.02866    0.02055    0.01824         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     19/499      4.32G    0.02853    0.02056    0.01802         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     19/499      4.32G    0.02853    0.02056    0.01802         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     19/499      4.32G    0.02853    0.02056    0.01815         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     19/499      4.32G    0.02853    0.02056    0.01815         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     19/499      4.32G    0.02844    0.02047    0.01809         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     19/499      4.32G    0.02844    0.02047    0.01809         64        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
     19/499      4.32G    0.02832    0.02042    0.01818         70        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
     19/499      4.32G    0.02832    0.02042    0.01818         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     19/499      4.32G    0.02826     0.0204    0.01819         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     19/499      4.32G    0.02826     0.0204    0.01819         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     19/499      4.32G    0.02824    0.02037    0.01816         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     19/499      4.32G    0.02824    0.02037    0.01816         82        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
     19/499      4.32G    0.02816     0.0203    0.01807         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
     19/499      4.32G    0.02816     0.0203    0.01807         34        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
     19/499      4.32G    0.02816     0.0203    0.01807         34        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.71it/s]
                   all        132        263     0.0138    0.00175    0.00349    0.00109

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     20/499      4.32G    0.02728    0.01918    0.02189         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
     20/499      4.32G    0.02728    0.01918    0.02189         65        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     20/499      4.32G     0.0266    0.01835    0.02063         75        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     20/499      4.32G     0.0266    0.01835    0.02063         75        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
     20/499      4.32G     0.0266    0.01856    0.01796         72        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
     20/499      4.32G     0.0266    0.01856    0.01796         72        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     20/499      4.32G    0.02605    0.01808    0.01681         69        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     20/499      4.32G    0.02605    0.01808    0.01681         69        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     20/499      4.32G    0.02644    0.01855    0.01744         80        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     20/499      4.32G    0.02644    0.01855    0.01744         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
     20/499      4.32G    0.02666    0.01901     0.0177         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
     20/499      4.32G    0.02666    0.01901     0.0177         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     20/499      4.32G    0.02651    0.01911    0.01732         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     20/499      4.32G    0.02651    0.01911    0.01732         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     20/499      4.32G    0.02694    0.01957    0.01747         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     20/499      4.32G    0.02694    0.01957    0.01747         82        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
     20/499      4.32G    0.02703    0.01951    0.01704         75        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
     20/499      4.32G    0.02703    0.01951    0.01704         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     20/499      4.32G    0.02696    0.01936    0.01725         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     20/499      4.32G    0.02696    0.01936    0.01725         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
     20/499      4.32G    0.02712    0.01937    0.01727         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
     20/499      4.32G    0.02712    0.01937    0.01727         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     20/499      4.32G    0.02716    0.01915    0.01719         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     20/499      4.32G    0.02716    0.01915    0.01719         65        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     20/499      4.32G    0.02737    0.01931    0.01791         71        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     20/499      4.32G    0.02737    0.01931    0.01791         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     20/499      4.32G    0.02727    0.01918    0.01812         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     20/499      4.32G    0.02727    0.01918    0.01812         65        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
     20/499      4.32G    0.02718    0.01927    0.01784         79        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
     20/499      4.32G    0.02718    0.01927    0.01784         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
     20/499      4.32G    0.02714    0.01918    0.01749         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
     20/499      4.32G    0.02714    0.01918    0.01749         67        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     20/499      4.32G    0.02721    0.01936    0.01765         84        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     20/499      4.32G    0.02721    0.01936    0.01765         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
     20/499      4.32G    0.02703    0.01948    0.01789         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
     20/499      4.32G    0.02703    0.01948    0.01789         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     20/499      4.32G    0.02704    0.01959    0.01826         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     20/499      4.32G    0.02704    0.01959    0.01826         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
     20/499      4.32G    0.02685     0.0196    0.01817         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
     20/499      4.32G    0.02685     0.0196    0.01817         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
     20/499      4.32G    0.02702    0.01961     0.0184         73        640:  50%|#####     | 20/40 [00:04<00:03,  5.15it/s]
     20/499      4.32G    0.02702    0.01961     0.0184         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
     20/499      4.32G     0.0271    0.01964    0.01841         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
     20/499      4.32G     0.0271    0.01964    0.01841         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
     20/499      4.32G    0.02719    0.01958    0.01822         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
     20/499      4.32G    0.02719    0.01958    0.01822         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     20/499      4.32G    0.02724    0.01951     0.0182         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     20/499      4.32G    0.02724    0.01951     0.0182         66        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     20/499      4.32G    0.02727    0.01963     0.0182         88        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     20/499      4.32G    0.02727    0.01963     0.0182         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
     20/499      4.32G    0.02734    0.01954    0.01833         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
     20/499      4.32G    0.02734    0.01954    0.01833         60        640:  65%|######5   | 26/40 [00:04<00:02,  5.16it/s]
     20/499      4.32G    0.02737    0.01961    0.01836         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
     20/499      4.32G    0.02737    0.01961    0.01836         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     20/499      4.32G    0.02743    0.01957    0.01832         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     20/499      4.32G    0.02743    0.01957    0.01832         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     20/499      4.32G    0.02745    0.01959    0.01826         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     20/499      4.32G    0.02745    0.01959    0.01826         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     20/499      4.32G    0.02759    0.01953    0.01813         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     20/499      4.32G    0.02759    0.01953    0.01813         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     20/499      4.32G     0.0276    0.01966    0.01815         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     20/499      4.32G     0.0276    0.01966    0.01815         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
     20/499      4.32G    0.02763    0.01977    0.01823         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
     20/499      4.32G    0.02763    0.01977    0.01823         82        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     20/499      4.32G     0.0277     0.0197    0.01833         64        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     20/499      4.32G     0.0277     0.0197    0.01833         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
     20/499      4.32G    0.02777     0.0197     0.0184         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
     20/499      4.32G    0.02777     0.0197     0.0184         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
     20/499      4.32G    0.02776    0.01976    0.01831         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
     20/499      4.32G    0.02776    0.01976    0.01831         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     20/499      4.32G    0.02781    0.01976    0.01844         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     20/499      4.32G    0.02781    0.01976    0.01844         72        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
     20/499      4.32G    0.02779    0.01971    0.01846         69        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
     20/499      4.32G    0.02779    0.01971    0.01846         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     20/499      4.32G    0.02782    0.01962     0.0185         58        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     20/499      4.32G    0.02782    0.01962     0.0185         58        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     20/499      4.32G    0.02787    0.01972    0.01858         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     20/499      4.32G    0.02787    0.01972    0.01858         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     20/499      4.32G    0.02794    0.01971    0.01849         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     20/499      4.32G    0.02794    0.01971    0.01849         37        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
     20/499      4.32G    0.02794    0.01971    0.01849         37        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.71it/s]
                   all        132        263      0.397    0.00175    0.00147    0.00121

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     21/499      4.32G    0.02697    0.01732    0.02108         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
     21/499      4.32G    0.02697    0.01732    0.02108         67        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
     21/499      4.32G    0.03031    0.01981    0.02046         75        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
     21/499      4.32G    0.03031    0.01981    0.02046         75        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
     21/499      4.32G    0.03052    0.01831    0.01969         52        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
     21/499      4.32G    0.03052    0.01831    0.01969         52        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
     21/499      4.32G    0.03043      0.018    0.02039         65        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
     21/499      4.32G    0.03043      0.018    0.02039         65        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     21/499      4.32G    0.03014    0.01837    0.01952         73        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     21/499      4.32G    0.03014    0.01837    0.01952         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
     21/499      4.32G    0.03026    0.01797    0.01925         60        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
     21/499      4.32G    0.03026    0.01797    0.01925         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     21/499      4.32G    0.02973    0.01842     0.0191         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     21/499      4.32G    0.02973    0.01842     0.0191         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     21/499      4.32G    0.02953    0.01897    0.01861         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     21/499      4.32G    0.02953    0.01897    0.01861         91        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
     21/499      4.32G    0.02961    0.01884     0.0187         66        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
     21/499      4.32G    0.02961    0.01884     0.0187         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
     21/499      4.32G    0.03002    0.01883    0.01894         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
     21/499      4.32G    0.03002    0.01883    0.01894         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
     21/499      4.32G    0.02991    0.01922    0.01866         91        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
     21/499      4.32G    0.02991    0.01922    0.01866         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     21/499      4.32G    0.02993    0.01918    0.01868         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     21/499      4.32G    0.02993    0.01918    0.01868         71        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
     21/499      4.32G    0.02976    0.01919    0.01856         74        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
     21/499      4.32G    0.02976    0.01919    0.01856         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
     21/499      4.32G       0.03    0.01919    0.01854         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
     21/499      4.32G       0.03    0.01919    0.01854         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     21/499      4.32G    0.03005    0.01913    0.01853         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     21/499      4.32G    0.03005    0.01913    0.01853         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
     21/499      4.32G    0.03008    0.01928    0.01853         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
     21/499      4.32G    0.03008    0.01928    0.01853         76        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     21/499      4.32G    0.03012    0.01926     0.0187         71        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     21/499      4.32G    0.03012    0.01926     0.0187         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     21/499      4.32G    0.03027    0.01935    0.01883         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     21/499      4.32G    0.03027    0.01935    0.01883         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     21/499      4.32G    0.03036    0.01917    0.01926         58        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     21/499      4.32G    0.03036    0.01917    0.01926         58        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     21/499      4.32G    0.03016    0.01908    0.01934         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     21/499      4.32G    0.03016    0.01908    0.01934         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
     21/499      4.32G    0.03007    0.01924    0.01921         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
     21/499      4.32G    0.03007    0.01924    0.01921         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
     21/499      4.32G    0.02999    0.01932    0.01913         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
     21/499      4.32G    0.02999    0.01932    0.01913         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     21/499      4.32G    0.02987    0.01954    0.01895         97        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     21/499      4.32G    0.02987    0.01954    0.01895         97        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     21/499      4.32G    0.02963    0.01958    0.01887         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     21/499      4.32G    0.02963    0.01958    0.01887         82        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     21/499      4.32G    0.02962    0.01946    0.01873         64        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     21/499      4.32G    0.02962    0.01946    0.01873         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     21/499      4.32G    0.02961    0.01951    0.01878         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     21/499      4.32G    0.02961    0.01951    0.01878         74        640:  65%|######5   | 26/40 [00:04<00:02,  4.94it/s]
     21/499      4.32G    0.02969    0.01953    0.01877         75        640:  65%|######5   | 26/40 [00:05<00:02,  4.94it/s]
     21/499      4.32G    0.02969    0.01953    0.01877         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
     21/499      4.32G    0.02965    0.01956    0.01897         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
     21/499      4.32G    0.02965    0.01956    0.01897         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.06it/s]
     21/499      4.32G    0.02963    0.01964    0.01894         91        640:  70%|#######   | 28/40 [00:05<00:02,  5.06it/s]
     21/499      4.32G    0.02963    0.01964    0.01894         91        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     21/499      4.32G    0.02963    0.01961    0.01891         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     21/499      4.32G    0.02963    0.01961    0.01891         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     21/499      4.32G    0.02957    0.01953    0.01861         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     21/499      4.32G    0.02957    0.01953    0.01861         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
     21/499      4.32G    0.02953    0.01957     0.0185         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
     21/499      4.32G    0.02953    0.01957     0.0185         76        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
     21/499      4.32G    0.02952    0.01967    0.01849         86        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
     21/499      4.32G    0.02952    0.01967    0.01849         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     21/499      4.32G    0.02943    0.01971    0.01848         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     21/499      4.32G    0.02943    0.01971    0.01848         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     21/499      4.32G    0.02941    0.01964    0.01844         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     21/499      4.32G    0.02941    0.01964    0.01844         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     21/499      4.32G    0.02941     0.0197    0.01833         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     21/499      4.32G    0.02941     0.0197    0.01833         84        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
     21/499      4.32G    0.02947    0.01962     0.0185         59        640:  90%|######### | 36/40 [00:07<00:00,  5.39it/s]
     21/499      4.32G    0.02947    0.01962     0.0185         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     21/499      4.32G    0.02945     0.0197    0.01844         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     21/499      4.32G    0.02945     0.0197    0.01844         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     21/499      4.32G    0.02939    0.01956    0.01834         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     21/499      4.32G    0.02939    0.01956    0.01834         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
     21/499      4.32G    0.02932    0.01948    0.01827         27        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
     21/499      4.32G    0.02932    0.01948    0.01827         27        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     21/499      4.32G    0.02932    0.01948    0.01827         27        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.14it/s]
                   all        132        263      0.374     0.0707     0.0377     0.0159

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     22/499      4.32G    0.03283    0.02141    0.02085         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
     22/499      4.32G    0.03283    0.02141    0.02085         80        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     22/499      4.32G    0.03001    0.02006    0.02096         74        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     22/499      4.32G    0.03001    0.02006    0.02096         74        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     22/499      4.32G    0.02957     0.0204      0.019         87        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     22/499      4.32G    0.02957     0.0204      0.019         87        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     22/499      4.32G    0.02866    0.01914    0.01867         65        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     22/499      4.32G    0.02866    0.01914    0.01867         65        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     22/499      4.32G    0.02875    0.01896    0.01768         69        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     22/499      4.32G    0.02875    0.01896    0.01768         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.39it/s]
     22/499      4.32G    0.02894    0.01982    0.01864         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.39it/s]
     22/499      4.32G    0.02894    0.01982    0.01864         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     22/499      4.32G    0.02856     0.0194    0.01835         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     22/499      4.32G    0.02856     0.0194    0.01835         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     22/499      4.32G    0.02867    0.01928    0.01848         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     22/499      4.32G    0.02867    0.01928    0.01848         67        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     22/499      4.32G    0.02891     0.0193    0.01824         74        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     22/499      4.32G    0.02891     0.0193    0.01824         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     22/499      4.32G    0.02901    0.01952    0.01793         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     22/499      4.32G    0.02901    0.01952    0.01793         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     22/499      4.32G    0.02929    0.01922    0.01815         54        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     22/499      4.32G    0.02929    0.01922    0.01815         54        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     22/499      4.32G    0.02939    0.01902     0.0181         61        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     22/499      4.32G    0.02939    0.01902     0.0181         61        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
     22/499      4.32G    0.02939    0.01904    0.01792         72        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
     22/499      4.32G    0.02939    0.01904    0.01792         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     22/499      4.32G    0.02927    0.01889    0.01813         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     22/499      4.32G    0.02927    0.01889    0.01813         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     22/499      4.32G    0.02911    0.01893    0.01836         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     22/499      4.32G    0.02911    0.01893    0.01836         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.18it/s]
     22/499      4.32G    0.02907      0.019    0.01841         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.18it/s]
     22/499      4.32G    0.02907      0.019    0.01841         78        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     22/499      4.32G     0.0291    0.01901    0.01867         77        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     22/499      4.32G     0.0291    0.01901    0.01867         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     22/499      4.32G    0.02897    0.01916    0.01849         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     22/499      4.32G    0.02897    0.01916    0.01849         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
     22/499      4.32G    0.02889     0.0193    0.01835         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
     22/499      4.32G    0.02889     0.0193    0.01835         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
     22/499      4.32G    0.02886     0.0193    0.01821         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
     22/499      4.32G    0.02886     0.0193    0.01821         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     22/499      4.32G     0.0289    0.01926    0.01785         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     22/499      4.32G     0.0289    0.01926    0.01785         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.09it/s]
     22/499      4.32G    0.02885    0.01933    0.01797         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.09it/s]
     22/499      4.32G    0.02885    0.01933    0.01797         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     22/499      4.32G    0.02896    0.01936    0.01764         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     22/499      4.32G    0.02896    0.01936    0.01764         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     22/499      4.32G    0.02907    0.01935     0.0177         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     22/499      4.32G    0.02907    0.01935     0.0177         67        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     22/499      4.32G    0.02909     0.0193    0.01779         65        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     22/499      4.32G    0.02909     0.0193    0.01779         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
     22/499      4.32G    0.02902    0.01918    0.01766         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
     22/499      4.32G    0.02902    0.01918    0.01766         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
     22/499      4.32G    0.02902    0.01943    0.01761         98        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
     22/499      4.32G    0.02902    0.01943    0.01761         98        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
     22/499      4.32G    0.02893    0.01935    0.01747         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
     22/499      4.32G    0.02893    0.01935    0.01747         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     22/499      4.32G    0.02897    0.01933    0.01773         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     22/499      4.32G    0.02897    0.01933    0.01773         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.39it/s]
     22/499      4.32G    0.02893    0.01931    0.01757         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.39it/s]
     22/499      4.32G    0.02893    0.01931    0.01757         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     22/499      4.32G    0.02896    0.01915    0.01759         47        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     22/499      4.32G    0.02896    0.01915    0.01759         47        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
     22/499      4.32G    0.02899    0.01924    0.01767         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
     22/499      4.32G    0.02899    0.01924    0.01767         78        640:  80%|########  | 32/40 [00:06<00:01,  5.42it/s]
     22/499      4.32G      0.029    0.01926    0.01774         74        640:  80%|########  | 32/40 [00:06<00:01,  5.42it/s]
     22/499      4.32G      0.029    0.01926    0.01774         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     22/499      4.32G    0.02899    0.01932    0.01776         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     22/499      4.32G    0.02899    0.01932    0.01776         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
     22/499      4.32G    0.02896    0.01935    0.01774         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
     22/499      4.32G    0.02896    0.01935    0.01774         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
     22/499      4.32G    0.02894    0.01935    0.01775         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
     22/499      4.32G    0.02894    0.01935    0.01775         76        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
     22/499      4.32G    0.02891     0.0194    0.01773         81        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
     22/499      4.32G    0.02891     0.0194    0.01773         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     22/499      4.32G    0.02888    0.01944    0.01761         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     22/499      4.32G    0.02888    0.01944    0.01761         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
     22/499      4.32G    0.02894    0.01947    0.01759         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
     22/499      4.32G    0.02894    0.01947    0.01759         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     22/499      4.32G    0.02894    0.01953    0.01761         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     22/499      4.32G    0.02894    0.01953    0.01761         41        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
     22/499      4.32G    0.02894    0.01953    0.01761         41        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.47it/s]
                   all        132        263      0.204     0.0333     0.0159    0.00359

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     23/499      4.32G    0.02763    0.01487    0.01978         55        640:   0%|          | 0/40 [00:00<?, ?it/s]
     23/499      4.32G    0.02763    0.01487    0.01978         55        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     23/499      4.32G    0.02588    0.01643    0.01932         77        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     23/499      4.32G    0.02588    0.01643    0.01932         77        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
     23/499      4.32G    0.02793    0.01844    0.01767         79        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
     23/499      4.32G    0.02793    0.01844    0.01767         79        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     23/499      4.32G    0.02843     0.0174    0.01809         52        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     23/499      4.32G    0.02843     0.0174    0.01809         52        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
     23/499      4.32G    0.02921    0.01896     0.0176         98        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
     23/499      4.32G    0.02921    0.01896     0.0176         98        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
     23/499      4.32G    0.02871    0.01925    0.01711         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
     23/499      4.32G    0.02871    0.01925    0.01711         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     23/499      4.32G     0.0288    0.01942    0.01654         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     23/499      4.32G     0.0288    0.01942    0.01654         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     23/499      4.32G    0.02861    0.01938     0.0172         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     23/499      4.32G    0.02861    0.01938     0.0172         61        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
     23/499      4.32G    0.02815    0.01895    0.01741         57        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
     23/499      4.32G    0.02815    0.01895    0.01741         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     23/499      4.32G    0.02823    0.01909    0.01736         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     23/499      4.32G    0.02823    0.01909    0.01736         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
     23/499      4.32G    0.02826    0.01944    0.01763         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
     23/499      4.32G    0.02826    0.01944    0.01763         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
     23/499      4.32G    0.02843    0.01938    0.01768         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
     23/499      4.32G    0.02843    0.01938    0.01768         73        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
     23/499      4.32G    0.02868     0.0192    0.01758         62        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
     23/499      4.32G    0.02868     0.0192    0.01758         62        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     23/499      4.32G    0.02862    0.01933    0.01742         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     23/499      4.32G    0.02862    0.01933    0.01742         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     23/499      4.32G    0.02857     0.0194    0.01753         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     23/499      4.32G    0.02857     0.0194    0.01753         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
     23/499      4.32G    0.02825    0.01936    0.01744         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
     23/499      4.32G    0.02825    0.01936    0.01744         77        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
     23/499      4.32G    0.02827    0.01967    0.01751         93        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
     23/499      4.32G    0.02827    0.01967    0.01751         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     23/499      4.32G    0.02823    0.01972    0.01739         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     23/499      4.32G    0.02823    0.01972    0.01739         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     23/499      4.32G    0.02823     0.0195     0.0172         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     23/499      4.32G    0.02823     0.0195     0.0172         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     23/499      4.32G    0.02817    0.01944    0.01723         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     23/499      4.32G    0.02817    0.01944    0.01723         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
     23/499      4.32G    0.02825    0.01946    0.01714         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
     23/499      4.32G    0.02825    0.01946    0.01714         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
     23/499      4.32G    0.02828    0.01952     0.0171         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
     23/499      4.32G    0.02828    0.01952     0.0171         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     23/499      4.32G    0.02842    0.01967    0.01695         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     23/499      4.32G    0.02842    0.01967    0.01695         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     23/499      4.32G    0.02841    0.01974    0.01683         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     23/499      4.32G    0.02841    0.01974    0.01683         83        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     23/499      4.32G    0.02844    0.01976    0.01678         74        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     23/499      4.32G    0.02844    0.01976    0.01678         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     23/499      4.32G    0.02843    0.01968     0.0171         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     23/499      4.32G    0.02843    0.01968     0.0171         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
     23/499      4.32G    0.02844     0.0197    0.01725         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
     23/499      4.32G    0.02844     0.0197    0.01725         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     23/499      4.32G    0.02848    0.01979    0.01728         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     23/499      4.32G    0.02848    0.01979    0.01728         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     23/499      4.32G     0.0285    0.01985    0.01719         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     23/499      4.32G     0.0285    0.01985    0.01719         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     23/499      4.32G    0.02861    0.01997     0.0172         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     23/499      4.32G    0.02861    0.01997     0.0172         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     23/499      4.32G    0.02862     0.0198    0.01713         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     23/499      4.32G    0.02862     0.0198    0.01713         55        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
     23/499      4.32G    0.02849    0.01972    0.01727         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
     23/499      4.32G    0.02849    0.01972    0.01727         69        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
     23/499      4.32G     0.0285     0.0197    0.01734         73        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
     23/499      4.32G     0.0285     0.0197    0.01734         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
     23/499      4.32G    0.02844    0.01964    0.01728         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
     23/499      4.32G    0.02844    0.01964    0.01728         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
     23/499      4.32G    0.02842    0.01956     0.0172         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
     23/499      4.32G    0.02842    0.01956     0.0172         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
     23/499      4.32G    0.02834    0.01944     0.0171         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
     23/499      4.32G    0.02834    0.01944     0.0171         59        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
     23/499      4.32G    0.02834    0.01962    0.01709         97        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
     23/499      4.32G    0.02834    0.01962    0.01709         97        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     23/499      4.32G    0.02827    0.01963    0.01699         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     23/499      4.32G    0.02827    0.01963    0.01699         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
     23/499      4.32G     0.0282     0.0196    0.01686         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
     23/499      4.32G     0.0282     0.0196    0.01686         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
     23/499      4.32G    0.02818    0.01957    0.01673         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
     23/499      4.32G    0.02818    0.01957    0.01673         37        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
     23/499      4.32G    0.02818    0.01957    0.01673         37        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.71it/s]
                   all        132        263     0.0094     0.0158    0.00289   0.000703

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     24/499      4.32G    0.02787    0.01972    0.02272         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     24/499      4.32G    0.02787    0.01972    0.02272         79        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     24/499      4.32G    0.02926    0.02071    0.01922         77        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     24/499      4.32G    0.02926    0.02071    0.01922         77        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
     24/499      4.32G    0.02898    0.02005    0.01626         73        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
     24/499      4.32G    0.02898    0.02005    0.01626         73        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
     24/499      4.32G    0.02863    0.01931    0.01517         65        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
     24/499      4.32G    0.02863    0.01931    0.01517         65        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
     24/499      4.32G    0.02883    0.01891    0.01473         62        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
     24/499      4.32G    0.02883    0.01891    0.01473         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
     24/499      4.32G    0.02879    0.01935    0.01461         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
     24/499      4.32G    0.02879    0.01935    0.01461         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
     24/499      4.32G    0.02928    0.01945    0.01483         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
     24/499      4.32G    0.02928    0.01945    0.01483         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
     24/499      4.32G     0.0291    0.01962    0.01551         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.16it/s]
     24/499      4.32G     0.0291    0.01962    0.01551         77        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     24/499      4.32G    0.02895    0.01984    0.01623         87        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     24/499      4.32G    0.02895    0.01984    0.01623         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
     24/499      4.32G    0.02884    0.01955    0.01678         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
     24/499      4.32G    0.02884    0.01955    0.01678         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.11it/s]
     24/499      4.32G    0.02851    0.01957    0.01698         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.11it/s]
     24/499      4.32G    0.02851    0.01957    0.01698         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
     24/499      4.32G    0.02832    0.01943    0.01677         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
     24/499      4.32G    0.02832    0.01943    0.01677         73        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     24/499      4.32G    0.02827    0.01964    0.01669         87        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     24/499      4.32G    0.02827    0.01964    0.01669         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     24/499      4.32G    0.02813    0.01964    0.01635         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     24/499      4.32G    0.02813    0.01964    0.01635         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     24/499      4.32G    0.02805    0.01971    0.01609         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     24/499      4.32G    0.02805    0.01971    0.01609         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
     24/499      4.32G    0.02804     0.0198    0.01606         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
     24/499      4.32G    0.02804     0.0198    0.01606         85        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
     24/499      4.32G    0.02806    0.01969    0.01616         68        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
     24/499      4.32G    0.02806    0.01969    0.01616         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
     24/499      4.32G    0.02787    0.01976    0.01605         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
     24/499      4.32G    0.02787    0.01976    0.01605         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
     24/499      4.32G    0.02788    0.01989    0.01588         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
     24/499      4.32G    0.02788    0.01989    0.01588         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     24/499      4.32G    0.02779    0.01999    0.01588         89        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     24/499      4.32G    0.02779    0.01999    0.01588         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     24/499      4.32G    0.02771    0.02001    0.01579         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
     24/499      4.32G    0.02771    0.02001    0.01579         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     24/499      4.32G    0.02777    0.01986    0.01609         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     24/499      4.32G    0.02777    0.01986    0.01609         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     24/499      4.32G    0.02778    0.01992     0.0162         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     24/499      4.32G    0.02778    0.01992     0.0162         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
     24/499      4.32G    0.02779    0.01985    0.01618         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
     24/499      4.32G    0.02779    0.01985    0.01618         69        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     24/499      4.32G    0.02776    0.01992    0.01623         93        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     24/499      4.32G    0.02776    0.01992    0.01623         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.11it/s]
     24/499      4.32G     0.0278    0.01974     0.0163         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.11it/s]
     24/499      4.32G     0.0278    0.01974     0.0163         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
     24/499      4.32G    0.02789    0.01971     0.0164         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     24/499      4.32G    0.02789    0.01971     0.0164         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
     24/499      4.32G    0.02786    0.01954    0.01633         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
     24/499      4.32G    0.02786    0.01954    0.01633         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
     24/499      4.32G    0.02781     0.0196    0.01636         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
     24/499      4.32G    0.02781     0.0196    0.01636         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     24/499      4.32G    0.02776    0.01962    0.01631         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     24/499      4.32G    0.02776    0.01962    0.01631         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     24/499      4.32G    0.02777     0.0197     0.0166         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     24/499      4.32G    0.02777     0.0197     0.0166         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
     24/499      4.32G     0.0278     0.0197    0.01647         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
     24/499      4.32G     0.0278     0.0197    0.01647         79        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
     24/499      4.32G    0.02779    0.01973    0.01656         75        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
     24/499      4.32G    0.02779    0.01973    0.01656         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
     24/499      4.32G    0.02783    0.01963    0.01668         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
     24/499      4.32G    0.02783    0.01963    0.01668         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
     24/499      4.32G    0.02788    0.01959    0.01668         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
     24/499      4.32G    0.02788    0.01959    0.01668         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     24/499      4.32G    0.02787    0.01954    0.01657         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     24/499      4.32G    0.02787    0.01954    0.01657         70        640:  90%|######### | 36/40 [00:06<00:00,  5.38it/s]
     24/499      4.32G    0.02775     0.0195    0.01657         75        640:  90%|######### | 36/40 [00:07<00:00,  5.38it/s]
     24/499      4.32G    0.02775     0.0195    0.01657         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     24/499      4.32G     0.0277     0.0194    0.01652         56        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     24/499      4.32G     0.0277     0.0194    0.01652         56        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     24/499      4.32G    0.02768    0.01919    0.01655         40        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     24/499      4.32G    0.02768    0.01919    0.01655         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     24/499      4.32G    0.02762    0.01929     0.0167         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     24/499      4.32G    0.02762    0.01929     0.0167         46        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
     24/499      4.32G    0.02762    0.01929     0.0167         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.78it/s]
                   all        132        263   3.35e-05    0.00351   1.96e-05   5.67e-06

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     25/499      4.32G    0.02892    0.01835    0.01664         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     25/499      4.32G    0.02892    0.01835    0.01664         74        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     25/499      4.32G    0.02801    0.01967    0.01664         85        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     25/499      4.32G    0.02801    0.01967    0.01664         85        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
     25/499      4.32G    0.02855    0.01967    0.01564         77        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
     25/499      4.32G    0.02855    0.01967    0.01564         77        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
     25/499      4.32G    0.02781    0.01904    0.01548         71        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
     25/499      4.32G    0.02781    0.01904    0.01548         71        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
     25/499      4.32G    0.02768    0.01874    0.01455         74        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
     25/499      4.32G    0.02768    0.01874    0.01455         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
     25/499      4.32G    0.02773    0.01856    0.01483         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
     25/499      4.32G    0.02773    0.01856    0.01483         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     25/499      4.32G    0.02758    0.01821    0.01516         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     25/499      4.32G    0.02758    0.01821    0.01516         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     25/499      4.32G     0.0274    0.01888    0.01474         94        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     25/499      4.32G     0.0274    0.01888    0.01474         94        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     25/499      4.32G    0.02731    0.01895    0.01462         81        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     25/499      4.32G    0.02731    0.01895    0.01462         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     25/499      4.32G    0.02739    0.01871    0.01481         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     25/499      4.32G    0.02739    0.01871    0.01481         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
     25/499      4.32G    0.02744    0.01856    0.01541         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
     25/499      4.32G    0.02744    0.01856    0.01541         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     25/499      4.32G    0.02749    0.01869    0.01504         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     25/499      4.32G    0.02749    0.01869    0.01504         79        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
     25/499      4.32G    0.02744    0.01871    0.01465         74        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
     25/499      4.32G    0.02744    0.01871    0.01465         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     25/499      4.32G    0.02742    0.01869    0.01497         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     25/499      4.32G    0.02742    0.01869    0.01497         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
     25/499      4.32G    0.02744    0.01862    0.01519         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
     25/499      4.32G    0.02744    0.01862    0.01519         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
     25/499      4.32G    0.02731     0.0188    0.01517         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
     25/499      4.32G    0.02731     0.0188    0.01517         91        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     25/499      4.32G    0.02729    0.01869    0.01491         71        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     25/499      4.32G    0.02729    0.01869    0.01491         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
     25/499      4.32G    0.02738    0.01869    0.01537         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
     25/499      4.32G    0.02738    0.01869    0.01537         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
     25/499      4.32G    0.02731    0.01881    0.01529         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
     25/499      4.32G    0.02731    0.01881    0.01529         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     25/499      4.32G    0.02723     0.0186    0.01511         59        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     25/499      4.32G    0.02723     0.0186    0.01511         59        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
     25/499      4.32G     0.0271    0.01859    0.01483         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
     25/499      4.32G     0.0271    0.01859    0.01483         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
     25/499      4.32G    0.02706    0.01859    0.01471         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
     25/499      4.32G    0.02706    0.01859    0.01471         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     25/499      4.32G    0.02698    0.01845    0.01499         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     25/499      4.32G    0.02698    0.01845    0.01499         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
     25/499      4.32G    0.02688    0.01845    0.01507         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
     25/499      4.32G    0.02688    0.01845    0.01507         73        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     25/499      4.32G    0.02688    0.01851    0.01502         76        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     25/499      4.32G    0.02688    0.01851    0.01502         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
     25/499      4.32G    0.02677    0.01835    0.01484         59        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
     25/499      4.32G    0.02677    0.01835    0.01484         59        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
     25/499      4.32G    0.02668    0.01834    0.01475         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
     25/499      4.32G    0.02668    0.01834    0.01475         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
     25/499      4.32G    0.02671    0.01852    0.01487         96        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
     25/499      4.32G    0.02671    0.01852    0.01487         96        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     25/499      4.32G    0.02674    0.01843    0.01497         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     25/499      4.32G    0.02674    0.01843    0.01497         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
     25/499      4.32G    0.02675    0.01836    0.01505         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
     25/499      4.32G    0.02675    0.01836    0.01505         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     25/499      4.32G    0.02672    0.01835    0.01514         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     25/499      4.32G    0.02672    0.01835    0.01514         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     25/499      4.32G    0.02676    0.01835    0.01501         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     25/499      4.32G    0.02676    0.01835    0.01501         71        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
     25/499      4.32G    0.02678     0.0183    0.01498         65        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
     25/499      4.32G    0.02678     0.0183    0.01498         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     25/499      4.32G    0.02689     0.0184    0.01504         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     25/499      4.32G    0.02689     0.0184    0.01504         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
     25/499      4.32G    0.02697    0.01838    0.01508         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
     25/499      4.32G    0.02697    0.01838    0.01508         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     25/499      4.32G    0.02701    0.01829    0.01517         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     25/499      4.32G    0.02701    0.01829    0.01517         61        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
     25/499      4.32G    0.02704     0.0183    0.01517         73        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
     25/499      4.32G    0.02704     0.0183    0.01517         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     25/499      4.32G    0.02707    0.01824    0.01537         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     25/499      4.32G    0.02707    0.01824    0.01537         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
     25/499      4.32G    0.02706    0.01816    0.01561         58        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
     25/499      4.32G    0.02706    0.01816    0.01561         58        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     25/499      4.32G    0.02699    0.01808     0.0157         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     25/499      4.32G    0.02699    0.01808     0.0157         34        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
     25/499      4.32G    0.02699    0.01808     0.0157         34        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.50it/s]
                   all        132        263     0.0225      0.028    0.00589    0.00161

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     26/499      4.32G    0.02474    0.01851     0.0157         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     26/499      4.32G    0.02474    0.01851     0.0157         77        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     26/499      4.32G     0.0257    0.01719    0.01743         65        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     26/499      4.32G     0.0257    0.01719    0.01743         65        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
     26/499      4.32G    0.02615     0.0175    0.01598         69        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
     26/499      4.32G    0.02615     0.0175    0.01598         69        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     26/499      4.32G    0.02665    0.01813    0.01755         78        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     26/499      4.32G    0.02665    0.01813    0.01755         78        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
     26/499      4.32G    0.02657    0.01845    0.01713         82        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
     26/499      4.32G    0.02657    0.01845    0.01713         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
     26/499      4.32G    0.02649    0.01885    0.01673         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
     26/499      4.32G    0.02649    0.01885    0.01673         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
     26/499      4.32G    0.02634    0.01875    0.01662         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
     26/499      4.32G    0.02634    0.01875    0.01662         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
     26/499      4.32G    0.02656    0.01907    0.01713         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
     26/499      4.32G    0.02656    0.01907    0.01713         83        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
     26/499      4.32G    0.02682     0.0192    0.01747         68        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
     26/499      4.32G    0.02682     0.0192    0.01747         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
     26/499      4.32G     0.0268    0.01935    0.01717         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
     26/499      4.32G     0.0268    0.01935    0.01717         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
     26/499      4.32G    0.02683    0.01968    0.01686         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
     26/499      4.32G    0.02683    0.01968    0.01686         87        640:  28%|##7       | 11/40 [00:02<00:05,  4.85it/s]
     26/499      4.32G    0.02693    0.02002    0.01712         95        640:  28%|##7       | 11/40 [00:02<00:05,  4.85it/s]
     26/499      4.32G    0.02693    0.02002    0.01712         95        640:  30%|###       | 12/40 [00:02<00:05,  5.01it/s]
     26/499      4.32G     0.0269    0.02019    0.01713         87        640:  30%|###       | 12/40 [00:02<00:05,  5.01it/s]
     26/499      4.32G     0.0269    0.02019    0.01713         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.13it/s]
     26/499      4.32G    0.02695    0.01981    0.01667         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.13it/s]
     26/499      4.32G    0.02695    0.01981    0.01667         60        640:  35%|###5      | 14/40 [00:02<00:05,  5.07it/s]
     26/499      4.32G    0.02702       0.02    0.01667         87        640:  35%|###5      | 14/40 [00:02<00:05,  5.07it/s]
     26/499      4.32G    0.02702       0.02    0.01667         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
     26/499      4.32G     0.0268    0.01951    0.01637         49        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
     26/499      4.32G     0.0268    0.01951    0.01637         49        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
     26/499      4.32G    0.02683    0.01961    0.01611         86        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
     26/499      4.32G    0.02683    0.01961    0.01611         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     26/499      4.32G    0.02669    0.01948     0.0163         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     26/499      4.32G    0.02669    0.01948     0.0163         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     26/499      4.32G    0.02657    0.01956    0.01636         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     26/499      4.32G    0.02657    0.01956    0.01636         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
     26/499      4.32G    0.02652    0.01967    0.01608         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
     26/499      4.32G    0.02652    0.01967    0.01608         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
     26/499      4.32G    0.02651    0.01978    0.01611         80        640:  50%|#####     | 20/40 [00:04<00:03,  5.17it/s]
     26/499      4.32G    0.02651    0.01978    0.01611         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
     26/499      4.32G    0.02643    0.01968     0.0162         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
     26/499      4.32G    0.02643    0.01968     0.0162         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     26/499      4.32G    0.02638    0.01956    0.01606         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     26/499      4.32G    0.02638    0.01956    0.01606         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     26/499      4.32G    0.02632     0.0195    0.01582         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     26/499      4.32G    0.02632     0.0195    0.01582         78        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     26/499      4.32G    0.02627    0.01943    0.01574         72        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     26/499      4.32G    0.02627    0.01943    0.01574         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
     26/499      4.32G    0.02622    0.01939     0.0156         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
     26/499      4.32G    0.02622    0.01939     0.0156         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
     26/499      4.32G    0.02627     0.0193    0.01561         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
     26/499      4.32G    0.02627     0.0193    0.01561         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     26/499      4.32G    0.02625    0.01927    0.01562         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     26/499      4.32G    0.02625    0.01927    0.01562         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     26/499      4.32G    0.02619    0.01919    0.01581         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     26/499      4.32G    0.02619    0.01919    0.01581         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     26/499      4.32G    0.02621    0.01912    0.01578         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     26/499      4.32G    0.02621    0.01912    0.01578         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
     26/499      4.32G    0.02617    0.01921    0.01582         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
     26/499      4.32G    0.02617    0.01921    0.01582         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
     26/499      4.32G    0.02613    0.01928    0.01582         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
     26/499      4.32G    0.02613    0.01928    0.01582         76        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
     26/499      4.32G    0.02621    0.01928    0.01601         73        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
     26/499      4.32G    0.02621    0.01928    0.01601         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
     26/499      4.32G    0.02623    0.01935      0.016         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
     26/499      4.32G    0.02623    0.01935      0.016         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
     26/499      4.32G    0.02626    0.01928    0.01598         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
     26/499      4.32G    0.02626    0.01928    0.01598         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     26/499      4.32G    0.02627    0.01924     0.0162         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     26/499      4.32G    0.02627    0.01924     0.0162         75        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     26/499      4.32G    0.02628     0.0192    0.01617         72        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
     26/499      4.32G    0.02628     0.0192    0.01617         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
     26/499      4.32G    0.02634    0.01914    0.01607         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
     26/499      4.32G    0.02634    0.01914    0.01607         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     26/499      4.32G     0.0263     0.0192    0.01608         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     26/499      4.32G     0.0263     0.0192    0.01608         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
     26/499      4.32G    0.02627    0.01914    0.01596         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
     26/499      4.32G    0.02627    0.01914    0.01596         33        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
     26/499      4.32G    0.02627    0.01914    0.01596         33        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.75it/s]
                   all        132        263   0.000995    0.00757   0.000516   0.000108

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     27/499      4.32G    0.02463    0.02003    0.01003         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     27/499      4.32G    0.02463    0.02003    0.01003         79        640:   2%|2         | 1/40 [00:00<00:07,  5.03it/s]
     27/499      4.32G     0.0261     0.0189    0.01453         67        640:   2%|2         | 1/40 [00:00<00:07,  5.03it/s]
     27/499      4.32G     0.0261     0.0189    0.01453         67        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     27/499      4.32G    0.02712    0.02104    0.01488         96        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     27/499      4.32G    0.02712    0.02104    0.01488         96        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
     27/499      4.32G    0.02696    0.02041    0.01424         74        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
     27/499      4.32G    0.02696    0.02041    0.01424         74        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     27/499      4.32G    0.02718     0.0204    0.01498         74        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     27/499      4.32G    0.02718     0.0204    0.01498         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
     27/499      4.32G    0.02744     0.0207     0.0159         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
     27/499      4.32G    0.02744     0.0207     0.0159         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     27/499      4.32G    0.02755    0.02049    0.01625         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     27/499      4.32G    0.02755    0.02049    0.01625         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     27/499      4.32G    0.02723    0.02072    0.01619         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     27/499      4.32G    0.02723    0.02072    0.01619         90        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
     27/499      4.32G    0.02708    0.02064    0.01601         74        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
     27/499      4.32G    0.02708    0.02064    0.01601         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
     27/499      4.32G    0.02691    0.02047    0.01591         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
     27/499      4.32G    0.02691    0.02047    0.01591         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
     27/499      4.32G     0.0268    0.02056    0.01616         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
     27/499      4.32G     0.0268    0.02056    0.01616         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     27/499      4.32G    0.02681    0.02054    0.01559         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     27/499      4.32G    0.02681    0.02054    0.01559         83        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     27/499      4.32G     0.0268    0.02038    0.01549         68        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     27/499      4.32G     0.0268    0.02038    0.01549         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     27/499      4.32G    0.02667    0.02042    0.01529         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     27/499      4.32G    0.02667    0.02042    0.01529         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
     27/499      4.32G    0.02674    0.02035    0.01523         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
     27/499      4.32G    0.02674    0.02035    0.01523         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
     27/499      4.32G    0.02677    0.02015    0.01568         66        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
     27/499      4.32G    0.02677    0.02015    0.01568         66        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     27/499      4.32G    0.02667    0.01991    0.01568         64        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     27/499      4.32G    0.02667    0.01991    0.01568         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
     27/499      4.32G    0.02651    0.01972    0.01562         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
     27/499      4.32G    0.02651    0.01972    0.01562         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
     27/499      4.32G     0.0265    0.01972    0.01568         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
     27/499      4.32G     0.0265    0.01972    0.01568         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
     27/499      4.32G    0.02644    0.01966    0.01545         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
     27/499      4.32G    0.02644    0.01966    0.01545         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
     27/499      4.32G    0.02632    0.01979    0.01559         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
     27/499      4.32G    0.02632    0.01979    0.01559         92        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
     27/499      4.32G    0.02618    0.01969    0.01558         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
     27/499      4.32G    0.02618    0.01969    0.01558         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     27/499      4.32G     0.0263    0.01954    0.01552         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     27/499      4.32G     0.0263    0.01954    0.01552         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     27/499      4.32G    0.02643    0.01944    0.01561         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     27/499      4.32G    0.02643    0.01944    0.01561         66        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
     27/499      4.32G    0.02643    0.01945    0.01558         81        640:  60%|######    | 24/40 [00:04<00:02,  5.38it/s]
     27/499      4.32G    0.02643    0.01945    0.01558         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     27/499      4.32G    0.02652    0.01945    0.01553         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     27/499      4.32G    0.02652    0.01945    0.01553         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
     27/499      4.32G    0.02649    0.01947    0.01555         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
     27/499      4.32G    0.02649    0.01947    0.01555         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     27/499      4.32G    0.02643    0.01938    0.01536         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     27/499      4.32G    0.02643    0.01938    0.01536         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     27/499      4.32G    0.02634    0.01937    0.01524         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     27/499      4.32G    0.02634    0.01937    0.01524         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     27/499      4.32G    0.02635     0.0194    0.01523         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     27/499      4.32G    0.02635     0.0194    0.01523         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     27/499      4.32G    0.02636    0.01945     0.0152         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     27/499      4.32G    0.02636    0.01945     0.0152         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
     27/499      4.32G    0.02639    0.01936    0.01514         63        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
     27/499      4.32G    0.02639    0.01936    0.01514         63        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
     27/499      4.32G    0.02637    0.01938    0.01531         74        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
     27/499      4.32G    0.02637    0.01938    0.01531         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
     27/499      4.32G    0.02636    0.01932    0.01522         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
     27/499      4.32G    0.02636    0.01932    0.01522         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
     27/499      4.32G    0.02633     0.0194    0.01525         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
     27/499      4.32G    0.02633     0.0194    0.01525         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     27/499      4.32G    0.02628    0.01934     0.0152         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     27/499      4.32G    0.02628    0.01934     0.0152         69        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
     27/499      4.32G    0.02623    0.01937    0.01517         84        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
     27/499      4.32G    0.02623    0.01937    0.01517         84        640:  92%|#########2| 37/40 [00:06<00:00,  5.24it/s]
     27/499      4.32G    0.02625    0.01932    0.01506         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     27/499      4.32G    0.02625    0.01932    0.01506         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     27/499      4.32G    0.02619    0.01924    0.01496         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     27/499      4.32G    0.02619    0.01924    0.01496         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.43it/s]
     27/499      4.32G    0.02628    0.01912    0.01487         25        640:  98%|#########7| 39/40 [00:07<00:00,  5.43it/s]
     27/499      4.32G    0.02628    0.01912    0.01487         25        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
     27/499      4.32G    0.02628    0.01912    0.01487         25        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.78it/s]
                   all        132        263      0.719     0.0123     0.0102    0.00298

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     28/499      4.32G    0.02595    0.02037    0.01207         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
     28/499      4.32G    0.02595    0.02037    0.01207         82        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     28/499      4.32G     0.0262    0.02114    0.01391         74        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     28/499      4.32G     0.0262    0.02114    0.01391         74        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     28/499      4.32G    0.02707    0.02236    0.01399         90        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     28/499      4.32G    0.02707    0.02236    0.01399         90        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
     28/499      4.32G    0.02666    0.02185    0.01576         77        640:   8%|7         | 3/40 [00:00<00:07,  5.15it/s]
     28/499      4.32G    0.02666    0.02185    0.01576         77        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     28/499      4.32G    0.02621    0.02056    0.01614         54        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     28/499      4.32G    0.02621    0.02056    0.01614         54        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
     28/499      4.32G    0.02598    0.02018     0.0159         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
     28/499      4.32G    0.02598    0.02018     0.0159         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     28/499      4.32G    0.02626     0.0204    0.01559         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     28/499      4.32G    0.02626     0.0204    0.01559         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     28/499      4.32G    0.02589    0.01954    0.01531         54        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     28/499      4.32G    0.02589    0.01954    0.01531         54        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
     28/499      4.32G    0.02592    0.01989    0.01556         85        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
     28/499      4.32G    0.02592    0.01989    0.01556         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     28/499      4.32G    0.02584    0.01979    0.01571         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     28/499      4.32G    0.02584    0.01979    0.01571         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
     28/499      4.32G    0.02573    0.01956    0.01538         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
     28/499      4.32G    0.02573    0.01956    0.01538         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
     28/499      4.32G    0.02571    0.01929     0.0153         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
     28/499      4.32G    0.02571    0.01929     0.0153         68        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
     28/499      4.32G    0.02569    0.01932     0.0152         81        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
     28/499      4.32G    0.02569    0.01932     0.0152         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     28/499      4.32G    0.02572    0.01915    0.01509         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     28/499      4.32G    0.02572    0.01915    0.01509         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
     28/499      4.32G    0.02565    0.01884    0.01503         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
     28/499      4.32G    0.02565    0.01884    0.01503         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
     28/499      4.32G    0.02555    0.01873    0.01483         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
     28/499      4.32G    0.02555    0.01873    0.01483         72        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     28/499      4.32G    0.02548    0.01861     0.0148         72        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     28/499      4.32G    0.02548    0.01861     0.0148         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     28/499      4.32G    0.02553    0.01879    0.01473         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     28/499      4.32G    0.02553    0.01879    0.01473         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
     28/499      4.32G    0.02542    0.01877    0.01472         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
     28/499      4.32G    0.02542    0.01877    0.01472         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     28/499      4.32G    0.02539    0.01886     0.0146         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     28/499      4.32G    0.02539    0.01886     0.0146         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
     28/499      4.32G     0.0254    0.01887    0.01463         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
     28/499      4.32G     0.0254    0.01887    0.01463         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
     28/499      4.32G    0.02534    0.01891    0.01451         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
     28/499      4.32G    0.02534    0.01891    0.01451         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
     28/499      4.32G    0.02526    0.01887     0.0144         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
     28/499      4.32G    0.02526    0.01887     0.0144         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     28/499      4.32G    0.02528    0.01883    0.01437         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     28/499      4.32G    0.02528    0.01883    0.01437         71        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     28/499      4.32G    0.02528     0.0188     0.0141         76        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     28/499      4.32G    0.02528     0.0188     0.0141         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     28/499      4.32G    0.02524    0.01871    0.01415         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     28/499      4.32G    0.02524    0.01871    0.01415         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
     28/499      4.32G    0.02514    0.01861    0.01412         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
     28/499      4.32G    0.02514    0.01861    0.01412         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
     28/499      4.32G    0.02519    0.01866    0.01409         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
     28/499      4.32G    0.02519    0.01866    0.01409         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     28/499      4.32G    0.02512    0.01875      0.014         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     28/499      4.32G    0.02512    0.01875      0.014         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
     28/499      4.32G    0.02528    0.01865    0.01415         55        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
     28/499      4.32G    0.02528    0.01865    0.01415         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     28/499      4.32G    0.02525    0.01859      0.014         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     28/499      4.32G    0.02525    0.01859      0.014         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
     28/499      4.32G    0.02522    0.01863      0.014         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
     28/499      4.32G    0.02522    0.01863      0.014         77        640:  80%|########  | 32/40 [00:06<00:01,  5.39it/s]
     28/499      4.32G    0.02522    0.01854    0.01405         62        640:  80%|########  | 32/40 [00:06<00:01,  5.39it/s]
     28/499      4.32G    0.02522    0.01854    0.01405         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     28/499      4.32G    0.02535    0.01862    0.01403         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     28/499      4.32G    0.02535    0.01862    0.01403         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
     28/499      4.32G    0.02538    0.01862    0.01394         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
     28/499      4.32G    0.02538    0.01862    0.01394         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
     28/499      4.32G    0.02535    0.01868    0.01388         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
     28/499      4.32G    0.02535    0.01868    0.01388         91        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     28/499      4.32G    0.02533     0.0186    0.01388         63        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     28/499      4.32G    0.02533     0.0186    0.01388         63        640:  92%|#########2| 37/40 [00:06<00:00,  5.35it/s]
     28/499      4.32G    0.02545    0.01851    0.01377         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
     28/499      4.32G    0.02545    0.01851    0.01377         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.41it/s]
     28/499      4.32G    0.02545    0.01845    0.01385         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.41it/s]
     28/499      4.32G    0.02545    0.01845    0.01385         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     28/499      4.32G    0.02549    0.01842    0.01389         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     28/499      4.32G    0.02549    0.01842    0.01389         31        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
     28/499      4.32G    0.02549    0.01842    0.01389         31        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.60it/s]
                   all        132        263      0.176     0.0175    0.00287      0.001

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     29/499      4.32G    0.02359    0.01373    0.01083         59        640:   0%|          | 0/40 [00:00<?, ?it/s]
     29/499      4.32G    0.02359    0.01373    0.01083         59        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     29/499      4.32G    0.02438    0.01666    0.01053         89        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     29/499      4.32G    0.02438    0.01666    0.01053         89        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
     29/499      4.32G    0.02566    0.01714    0.01385         73        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
     29/499      4.32G    0.02566    0.01714    0.01385         73        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     29/499      4.32G    0.02592    0.01803    0.01392         85        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     29/499      4.32G    0.02592    0.01803    0.01392         85        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
     29/499      4.32G     0.0263     0.0181    0.01416         73        640:  10%|#         | 4/40 [00:00<00:06,  5.44it/s]
     29/499      4.32G     0.0263     0.0181    0.01416         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
     29/499      4.32G    0.02646    0.01898    0.01389         94        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
     29/499      4.32G    0.02646    0.01898    0.01389         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     29/499      4.32G    0.02661    0.01905    0.01328         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     29/499      4.32G    0.02661    0.01905    0.01328         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     29/499      4.32G    0.02669    0.01922    0.01329         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     29/499      4.32G    0.02669    0.01922    0.01329         79        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
     29/499      4.32G    0.02644    0.01881     0.0136         63        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
     29/499      4.32G    0.02644    0.01881     0.0136         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
     29/499      4.32G    0.02665    0.01854    0.01328         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
     29/499      4.32G    0.02665    0.01854    0.01328         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
     29/499      4.32G    0.02665    0.01837    0.01292         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
     29/499      4.32G    0.02665    0.01837    0.01292         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     29/499      4.32G    0.02642    0.01824    0.01309         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     29/499      4.32G    0.02642    0.01824    0.01309         64        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     29/499      4.32G    0.02618     0.0181    0.01314         71        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     29/499      4.32G    0.02618     0.0181    0.01314         71        640:  32%|###2      | 13/40 [00:02<00:04,  5.43it/s]
     29/499      4.32G    0.02605    0.01812    0.01331         79        640:  32%|###2      | 13/40 [00:02<00:04,  5.43it/s]
     29/499      4.32G    0.02605    0.01812    0.01331         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     29/499      4.32G    0.02619    0.01813    0.01321         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     29/499      4.32G    0.02619    0.01813    0.01321         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
     29/499      4.32G    0.02623    0.01812    0.01342         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
     29/499      4.32G    0.02623    0.01812    0.01342         67        640:  40%|####      | 16/40 [00:02<00:04,  5.40it/s]
     29/499      4.32G    0.02623    0.01811    0.01345         68        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
     29/499      4.32G    0.02623    0.01811    0.01345         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
     29/499      4.32G    0.02619    0.01816    0.01322         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
     29/499      4.32G    0.02619    0.01816    0.01322         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     29/499      4.32G    0.02596    0.01804    0.01326         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     29/499      4.32G    0.02596    0.01804    0.01326         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.42it/s]
     29/499      4.32G    0.02602    0.01794    0.01329         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.42it/s]
     29/499      4.32G    0.02602    0.01794    0.01329         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
     29/499      4.32G    0.02606    0.01794    0.01319         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
     29/499      4.32G    0.02606    0.01794    0.01319         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
     29/499      4.32G    0.02607    0.01793    0.01351         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
     29/499      4.32G    0.02607    0.01793    0.01351         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     29/499      4.32G    0.02609    0.01786    0.01361         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     29/499      4.32G    0.02609    0.01786    0.01361         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     29/499      4.32G    0.02614    0.01798    0.01347         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     29/499      4.32G    0.02614    0.01798    0.01347         84        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     29/499      4.32G     0.0261    0.01808     0.0135         84        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     29/499      4.32G     0.0261    0.01808     0.0135         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
     29/499      4.32G    0.02617    0.01819    0.01348         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
     29/499      4.32G    0.02617    0.01819    0.01348         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
     29/499      4.32G    0.02614    0.01812    0.01348         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
     29/499      4.32G    0.02614    0.01812    0.01348         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
     29/499      4.32G    0.02609    0.01814    0.01329         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
     29/499      4.32G    0.02609    0.01814    0.01329         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     29/499      4.32G    0.02614    0.01804    0.01336         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     29/499      4.32G    0.02614    0.01804    0.01336         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
     29/499      4.32G    0.02617    0.01807    0.01325         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
     29/499      4.32G    0.02617    0.01807    0.01325         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     29/499      4.32G     0.0263    0.01819    0.01321         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     29/499      4.32G     0.0263    0.01819    0.01321         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
     29/499      4.32G    0.02621     0.0182    0.01323         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
     29/499      4.32G    0.02621     0.0182    0.01323         73        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     29/499      4.32G    0.02624    0.01824    0.01319         73        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     29/499      4.32G    0.02624    0.01824    0.01319         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
     29/499      4.32G    0.02624    0.01826    0.01304         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
     29/499      4.32G    0.02624    0.01826    0.01304         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
     29/499      4.32G    0.02622    0.01816    0.01307         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
     29/499      4.32G    0.02622    0.01816    0.01307         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     29/499      4.32G    0.02615    0.01806    0.01315         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     29/499      4.32G    0.02615    0.01806    0.01315         67        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
     29/499      4.32G    0.02616    0.01814    0.01324         86        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
     29/499      4.32G    0.02616    0.01814    0.01324         86        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
     29/499      4.32G    0.02616    0.01817     0.0132         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
     29/499      4.32G    0.02616    0.01817     0.0132         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     29/499      4.32G    0.02623    0.01814    0.01326         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     29/499      4.32G    0.02623    0.01814    0.01326         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     29/499      4.32G    0.02628    0.01821    0.01324         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     29/499      4.32G    0.02628    0.01821    0.01324         39        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
     29/499      4.32G    0.02628    0.01821    0.01324         39        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.56it/s]
                   all        132        263      0.592     0.0316     0.0337     0.0102

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     30/499      4.32G    0.02665    0.01699    0.01179         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     30/499      4.32G    0.02665    0.01699    0.01179         74        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
     30/499      4.32G    0.02781    0.01848     0.0127         81        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
     30/499      4.32G    0.02781    0.01848     0.0127         81        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
     30/499      4.32G    0.02818    0.01912    0.01272         78        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
     30/499      4.32G    0.02818    0.01912    0.01272         78        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
     30/499      4.32G    0.02775    0.01896     0.0125         75        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
     30/499      4.32G    0.02775    0.01896     0.0125         75        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     30/499      4.32G    0.02761     0.0183    0.01345         61        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     30/499      4.32G    0.02761     0.0183    0.01345         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
     30/499      4.32G    0.02755    0.01886    0.01308         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
     30/499      4.32G    0.02755    0.01886    0.01308         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     30/499      4.32G    0.02763    0.01864    0.01338         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     30/499      4.32G    0.02763    0.01864    0.01338         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     30/499      4.32G    0.02738    0.01817    0.01423         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     30/499      4.32G    0.02738    0.01817    0.01423         59        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     30/499      4.32G    0.02794    0.01827    0.01428         76        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     30/499      4.32G    0.02794    0.01827    0.01428         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
     30/499      4.32G    0.02772    0.01804    0.01359         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
     30/499      4.32G    0.02772    0.01804    0.01359         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
     30/499      4.32G    0.02747    0.01833    0.01327         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
     30/499      4.32G    0.02747    0.01833    0.01327         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     30/499      4.32G    0.02753    0.01838    0.01424         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     30/499      4.32G    0.02753    0.01838    0.01424         67        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     30/499      4.32G    0.02743    0.01841    0.01453         78        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     30/499      4.32G    0.02743    0.01841    0.01453         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     30/499      4.32G    0.02764    0.01848    0.01453         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     30/499      4.32G    0.02764    0.01848    0.01453         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
     30/499      4.32G     0.0277    0.01848     0.0145         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
     30/499      4.32G     0.0277    0.01848     0.0145         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
     30/499      4.32G    0.02775    0.01849    0.01472         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
     30/499      4.32G    0.02775    0.01849    0.01472         68        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     30/499      4.32G    0.02777    0.01839    0.01455         68        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     30/499      4.32G    0.02777    0.01839    0.01455         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     30/499      4.32G    0.02764    0.01862    0.01451         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     30/499      4.32G    0.02764    0.01862    0.01451         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
     30/499      4.32G    0.02765    0.01849    0.01437         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
     30/499      4.32G    0.02765    0.01849    0.01437         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
     30/499      4.32G     0.0276    0.01859    0.01447         89        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
     30/499      4.32G     0.0276    0.01859    0.01447         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
     30/499      4.32G    0.02758    0.01871    0.01452         94        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
     30/499      4.32G    0.02758    0.01871    0.01452         94        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
     30/499      4.32G    0.02757     0.0186    0.01474         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     30/499      4.32G    0.02757     0.0186    0.01474         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     30/499      4.32G    0.02761    0.01848    0.01465         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     30/499      4.32G    0.02761    0.01848    0.01465         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
     30/499      4.32G    0.02766    0.01867    0.01457         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
     30/499      4.32G    0.02766    0.01867    0.01457         89        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
     30/499      4.32G    0.02777    0.01882    0.01468         89        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
     30/499      4.32G    0.02777    0.01882    0.01468         89        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     30/499      4.32G    0.02774    0.01883     0.0149         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     30/499      4.32G    0.02774    0.01883     0.0149         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
     30/499      4.32G    0.02766    0.01871    0.01489         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
     30/499      4.32G    0.02766    0.01871    0.01489         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
     30/499      4.32G    0.02758    0.01861    0.01493         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
     30/499      4.32G    0.02758    0.01861    0.01493         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
     30/499      4.32G    0.02762    0.01857    0.01503         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
     30/499      4.32G    0.02762    0.01857    0.01503         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
     30/499      4.32G    0.02761    0.01853    0.01518         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
     30/499      4.32G    0.02761    0.01853    0.01518         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
     30/499      4.32G    0.02757     0.0185    0.01506         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
     30/499      4.32G    0.02757     0.0185    0.01506         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
     30/499      4.32G    0.02752    0.01844    0.01506         65        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
     30/499      4.32G    0.02752    0.01844    0.01506         65        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
     30/499      4.32G    0.02759    0.01868    0.01508         89        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
     30/499      4.32G    0.02759    0.01868    0.01508         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     30/499      4.32G    0.02756     0.0186    0.01514         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     30/499      4.32G    0.02756     0.0186    0.01514         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
     30/499      4.32G    0.02756    0.01864    0.01512         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
     30/499      4.32G    0.02756    0.01864    0.01512         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     30/499      4.32G    0.02748     0.0186    0.01519         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     30/499      4.32G    0.02748     0.0186    0.01519         76        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
     30/499      4.32G    0.02738    0.01857    0.01504         73        640:  90%|######### | 36/40 [00:07<00:00,  5.37it/s]
     30/499      4.32G    0.02738    0.01857    0.01504         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     30/499      4.32G    0.02736    0.01857    0.01497         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     30/499      4.32G    0.02736    0.01857    0.01497         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     30/499      4.32G    0.02733    0.01859     0.0149         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     30/499      4.32G    0.02733    0.01859     0.0149         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
     30/499      4.32G    0.02721     0.0186    0.01488         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
     30/499      4.32G    0.02721     0.0186    0.01488         43        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
     30/499      4.32G    0.02721     0.0186    0.01488         43        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263       0.58     0.0175     0.0185    0.00522

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     31/499      4.32G    0.02425    0.01823    0.01456         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     31/499      4.32G    0.02425    0.01823    0.01456         73        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
     31/499      4.32G    0.02447    0.01707    0.01221         67        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
     31/499      4.32G    0.02447    0.01707    0.01221         67        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
     31/499      4.32G     0.0255    0.01814    0.01169         80        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
     31/499      4.32G     0.0255    0.01814    0.01169         80        640:   8%|7         | 3/40 [00:00<00:07,  5.29it/s]
     31/499      4.32G    0.02535    0.01764    0.01377         66        640:   8%|7         | 3/40 [00:00<00:07,  5.29it/s]
     31/499      4.32G    0.02535    0.01764    0.01377         66        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     31/499      4.32G    0.02505    0.01786     0.0138         80        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     31/499      4.32G    0.02505    0.01786     0.0138         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.44it/s]
     31/499      4.32G    0.02464    0.01747    0.01438         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.44it/s]
     31/499      4.32G    0.02464    0.01747    0.01438         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     31/499      4.32G    0.02472    0.01766    0.01425         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     31/499      4.32G    0.02472    0.01766    0.01425         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     31/499      4.32G    0.02473    0.01786    0.01396         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     31/499      4.32G    0.02473    0.01786    0.01396         74        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     31/499      4.32G    0.02504    0.01783    0.01415         72        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     31/499      4.32G    0.02504    0.01783    0.01415         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     31/499      4.32G    0.02488    0.01758    0.01347         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     31/499      4.32G    0.02488    0.01758    0.01347         61        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
     31/499      4.32G    0.02482    0.01775    0.01357         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
     31/499      4.32G    0.02482    0.01775    0.01357         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
     31/499      4.32G    0.02479    0.01777    0.01348         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
     31/499      4.32G    0.02479    0.01777    0.01348         72        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
     31/499      4.32G    0.02474    0.01792    0.01305         83        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
     31/499      4.32G    0.02474    0.01792    0.01305         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     31/499      4.32G    0.02471    0.01778    0.01337         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     31/499      4.32G    0.02471    0.01778    0.01337         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
     31/499      4.32G    0.02484    0.01809    0.01364         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
     31/499      4.32G    0.02484    0.01809    0.01364         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     31/499      4.32G    0.02496    0.01823    0.01385         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     31/499      4.32G    0.02496    0.01823    0.01385         79        640:  40%|####      | 16/40 [00:02<00:04,  5.33it/s]
     31/499      4.32G     0.0251    0.01821    0.01386         66        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
     31/499      4.32G     0.0251    0.01821    0.01386         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     31/499      4.32G    0.02502    0.01829    0.01399         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     31/499      4.32G    0.02502    0.01829    0.01399         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     31/499      4.32G    0.02509     0.0182    0.01383         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     31/499      4.32G    0.02509     0.0182    0.01383         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     31/499      4.32G    0.02506    0.01816    0.01365         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     31/499      4.32G    0.02506    0.01816    0.01365         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
     31/499      4.32G    0.02525     0.0184    0.01366         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
     31/499      4.32G    0.02525     0.0184    0.01366         92        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
     31/499      4.32G    0.02521    0.01847    0.01374         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     31/499      4.32G    0.02521    0.01847    0.01374         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
     31/499      4.32G    0.02522    0.01847    0.01378         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
     31/499      4.32G    0.02522    0.01847    0.01378         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
     31/499      4.32G    0.02511    0.01837    0.01374         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
     31/499      4.32G    0.02511    0.01837    0.01374         65        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
     31/499      4.32G    0.02516    0.01833    0.01377         64        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
     31/499      4.32G    0.02516    0.01833    0.01377         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
     31/499      4.32G    0.02526    0.01836    0.01385         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
     31/499      4.32G    0.02526    0.01836    0.01385         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.42it/s]
     31/499      4.32G    0.02515    0.01828    0.01388         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.42it/s]
     31/499      4.32G    0.02515    0.01828    0.01388         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     31/499      4.32G     0.0251    0.01834    0.01378         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     31/499      4.32G     0.0251    0.01834    0.01378         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
     31/499      4.32G    0.02505    0.01833    0.01376         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
     31/499      4.32G    0.02505    0.01833    0.01376         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.42it/s]
     31/499      4.32G    0.02495    0.01824    0.01365         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.42it/s]
     31/499      4.32G    0.02495    0.01824    0.01365         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     31/499      4.32G    0.02491    0.01817    0.01368         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     31/499      4.32G    0.02491    0.01817    0.01368         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     31/499      4.32G    0.02487    0.01808    0.01366         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     31/499      4.32G    0.02487    0.01808    0.01366         65        640:  80%|########  | 32/40 [00:05<00:01,  5.36it/s]
     31/499      4.32G    0.02476    0.01797    0.01357         63        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
     31/499      4.32G    0.02476    0.01797    0.01357         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     31/499      4.32G    0.02477    0.01797    0.01341         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     31/499      4.32G    0.02477    0.01797    0.01341         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     31/499      4.32G    0.02473    0.01795    0.01328         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     31/499      4.32G    0.02473    0.01795    0.01328         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
     31/499      4.32G    0.02472    0.01804     0.0133         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
     31/499      4.32G    0.02472    0.01804     0.0133         87        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     31/499      4.32G    0.02476      0.018    0.01321         70        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     31/499      4.32G    0.02476      0.018    0.01321         70        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
     31/499      4.32G    0.02475    0.01802    0.01315         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
     31/499      4.32G    0.02475    0.01802    0.01315         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
     31/499      4.32G    0.02475      0.018    0.01314         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
     31/499      4.32G    0.02475      0.018    0.01314         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     31/499      4.32G    0.02471    0.01817    0.01326         52        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     31/499      4.32G    0.02471    0.01817    0.01326         52        640: 100%|##########| 40/40 [00:07<00:00,  5.43it/s]
     31/499      4.32G    0.02471    0.01817    0.01326         52        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.71it/s]
                   all        132        263    0.00048    0.00526   0.000266   2.66e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     32/499      4.32G    0.02429    0.01755    0.02135         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     32/499      4.32G    0.02429    0.01755    0.02135         72        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
     32/499      4.32G    0.02449    0.01645    0.01578         64        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
     32/499      4.32G    0.02449    0.01645    0.01578         64        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     32/499      4.32G    0.02595    0.01717    0.01386         75        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     32/499      4.32G    0.02595    0.01717    0.01386         75        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
     32/499      4.32G    0.02589    0.01704    0.01276         66        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
     32/499      4.32G    0.02589    0.01704    0.01276         66        640:  10%|#         | 4/40 [00:00<00:06,  5.46it/s]
     32/499      4.32G    0.02586    0.01712    0.01197         77        640:  10%|#         | 4/40 [00:00<00:06,  5.46it/s]
     32/499      4.32G    0.02586    0.01712    0.01197         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
     32/499      4.32G    0.02562     0.0171    0.01172         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
     32/499      4.32G    0.02562     0.0171    0.01172         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
     32/499      4.32G    0.02563     0.0176    0.01185         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
     32/499      4.32G    0.02563     0.0176    0.01185         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.44it/s]
     32/499      4.32G    0.02582     0.0173    0.01281         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.44it/s]
     32/499      4.32G    0.02582     0.0173    0.01281         64        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     32/499      4.32G    0.02564    0.01753    0.01245         76        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     32/499      4.32G    0.02564    0.01753    0.01245         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     32/499      4.32G    0.02555    0.01782    0.01332         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     32/499      4.32G    0.02555    0.01782    0.01332         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
     32/499      4.32G    0.02539    0.01793    0.01334         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
     32/499      4.32G    0.02539    0.01793    0.01334         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     32/499      4.32G    0.02554    0.01816    0.01298         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     32/499      4.32G    0.02554    0.01816    0.01298         77        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     32/499      4.32G    0.02555    0.01811    0.01298         69        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     32/499      4.32G    0.02555    0.01811    0.01298         69        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
     32/499      4.32G    0.02576    0.01797    0.01306         60        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
     32/499      4.32G    0.02576    0.01797    0.01306         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
     32/499      4.32G    0.02578    0.01797    0.01321         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
     32/499      4.32G    0.02578    0.01797    0.01321         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
     32/499      4.32G    0.02576    0.01781    0.01333         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
     32/499      4.32G    0.02576    0.01781    0.01333         61        640:  40%|####      | 16/40 [00:02<00:04,  5.39it/s]
     32/499      4.32G    0.02557    0.01787     0.0132         80        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
     32/499      4.32G    0.02557    0.01787     0.0132         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
     32/499      4.32G    0.02559    0.01799    0.01316         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
     32/499      4.32G    0.02559    0.01799    0.01316         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
     32/499      4.32G    0.02556    0.01803     0.0132         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
     32/499      4.32G    0.02556    0.01803     0.0132         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
     32/499      4.32G    0.02542    0.01782    0.01311         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
     32/499      4.32G    0.02542    0.01782    0.01311         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     32/499      4.32G    0.02527    0.01782    0.01304         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     32/499      4.32G    0.02527    0.01782    0.01304         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
     32/499      4.32G     0.0253      0.018    0.01305         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
     32/499      4.32G     0.0253      0.018    0.01305         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
     32/499      4.32G     0.0252    0.01814    0.01303         89        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
     32/499      4.32G     0.0252    0.01814    0.01303         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
     32/499      4.32G    0.02506     0.0179    0.01298         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
     32/499      4.32G    0.02506     0.0179    0.01298         56        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     32/499      4.32G    0.02495    0.01779    0.01295         60        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     32/499      4.32G    0.02495    0.01779    0.01295         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     32/499      4.32G    0.02496    0.01781    0.01288         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     32/499      4.32G    0.02496    0.01781    0.01288         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
     32/499      4.32G    0.02488    0.01773     0.0127         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
     32/499      4.32G    0.02488    0.01773     0.0127         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     32/499      4.32G    0.02485    0.01778    0.01265         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     32/499      4.32G    0.02485    0.01778    0.01265         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
     32/499      4.32G    0.02476    0.01764    0.01247         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
     32/499      4.32G    0.02476    0.01764    0.01247         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     32/499      4.32G    0.02478    0.01768    0.01244         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     32/499      4.32G    0.02478    0.01768    0.01244         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
     32/499      4.32G    0.02468    0.01766    0.01254         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
     32/499      4.32G    0.02468    0.01766    0.01254         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
     32/499      4.32G    0.02468    0.01769    0.01259         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
     32/499      4.32G    0.02468    0.01769    0.01259         78        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     32/499      4.32G     0.0247    0.01775    0.01281         83        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     32/499      4.32G     0.0247    0.01775    0.01281         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     32/499      4.32G    0.02465    0.01772    0.01274         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     32/499      4.32G    0.02465    0.01772    0.01274         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.41it/s]
     32/499      4.32G     0.0247    0.01773     0.0128         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.41it/s]
     32/499      4.32G     0.0247    0.01773     0.0128         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     32/499      4.32G    0.02468     0.0177    0.01288         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     32/499      4.32G    0.02468     0.0177    0.01288         68        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     32/499      4.32G    0.02464    0.01766    0.01287         67        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     32/499      4.32G    0.02464    0.01766    0.01287         67        640:  92%|#########2| 37/40 [00:06<00:00,  5.41it/s]
     32/499      4.32G    0.02462     0.0176    0.01283         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.41it/s]
     32/499      4.32G    0.02462     0.0176    0.01283         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     32/499      4.32G    0.02457    0.01765     0.0129         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     32/499      4.32G    0.02457    0.01765     0.0129         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
     32/499      4.32G    0.02452    0.01771    0.01283         49        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
     32/499      4.32G    0.02452    0.01771    0.01283         49        640: 100%|##########| 40/40 [00:07<00:00,  5.52it/s]
     32/499      4.32G    0.02452    0.01771    0.01283         49        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.11it/s]
                   all        132        263      0.029      0.085      0.052     0.0237

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     33/499      4.32G    0.02646    0.01633    0.01317         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
     33/499      4.32G    0.02646    0.01633    0.01317         68        640:   2%|2         | 1/40 [00:00<00:07,  5.03it/s]
     33/499      4.32G    0.02623    0.01777     0.0126         72        640:   2%|2         | 1/40 [00:00<00:07,  5.03it/s]
     33/499      4.32G    0.02623    0.01777     0.0126         72        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
     33/499      4.32G    0.02623    0.01787    0.01224         77        640:   5%|5         | 2/40 [00:00<00:07,  5.33it/s]
     33/499      4.32G    0.02623    0.01787    0.01224         77        640:   8%|7         | 3/40 [00:00<00:06,  5.46it/s]
     33/499      4.32G    0.02599    0.01813    0.01241         80        640:   8%|7         | 3/40 [00:00<00:06,  5.46it/s]
     33/499      4.32G    0.02599    0.01813    0.01241         80        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
     33/499      4.32G    0.02553    0.01787    0.01187         70        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
     33/499      4.32G    0.02553    0.01787    0.01187         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
     33/499      4.32G    0.02552    0.01754    0.01153         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
     33/499      4.32G    0.02552    0.01754    0.01153         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.47it/s]
     33/499      4.32G    0.02549    0.01783    0.01177         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.47it/s]
     33/499      4.32G    0.02549    0.01783    0.01177         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     33/499      4.32G    0.02499     0.0175    0.01192         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     33/499      4.32G    0.02499     0.0175    0.01192         67        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
     33/499      4.32G    0.02488    0.01755    0.01171         77        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
     33/499      4.32G    0.02488    0.01755    0.01171         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
     33/499      4.32G    0.02495    0.01744    0.01197         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
     33/499      4.32G    0.02495    0.01744    0.01197         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     33/499      4.32G    0.02487    0.01742    0.01205         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     33/499      4.32G    0.02487    0.01742    0.01205         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
     33/499      4.32G    0.02492    0.01731    0.01166         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
     33/499      4.32G    0.02492    0.01731    0.01166         70        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
     33/499      4.32G    0.02496    0.01734    0.01181         65        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
     33/499      4.32G    0.02496    0.01734    0.01181         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     33/499      4.32G    0.02498    0.01739    0.01193         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     33/499      4.32G    0.02498    0.01739    0.01193         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     33/499      4.32G    0.02518    0.01757    0.01177         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     33/499      4.32G    0.02518    0.01757    0.01177         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.40it/s]
     33/499      4.32G     0.0252    0.01752    0.01189         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.40it/s]
     33/499      4.32G     0.0252    0.01752    0.01189         65        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
     33/499      4.32G    0.02499    0.01738    0.01172         62        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
     33/499      4.32G    0.02499    0.01738    0.01172         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     33/499      4.32G    0.02511    0.01749    0.01162         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     33/499      4.32G    0.02511    0.01749    0.01162         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.41it/s]
     33/499      4.32G    0.02522    0.01752    0.01204         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.41it/s]
     33/499      4.32G    0.02522    0.01752    0.01204         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     33/499      4.32G    0.02537    0.01756    0.01231         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     33/499      4.32G    0.02537    0.01756    0.01231         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
     33/499      4.32G    0.02526    0.01765    0.01207         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
     33/499      4.32G    0.02526    0.01765    0.01207         85        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
     33/499      4.32G    0.02532    0.01765    0.01199         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
     33/499      4.32G    0.02532    0.01765    0.01199         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     33/499      4.32G    0.02524    0.01756    0.01188         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     33/499      4.32G    0.02524    0.01756    0.01188         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
     33/499      4.32G    0.02526    0.01759    0.01186         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
     33/499      4.32G    0.02526    0.01759    0.01186         74        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
     33/499      4.32G    0.02526    0.01757    0.01186         74        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
     33/499      4.32G    0.02526    0.01757    0.01186         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     33/499      4.32G    0.02518    0.01744     0.0119         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     33/499      4.32G    0.02518    0.01744     0.0119         63        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
     33/499      4.32G    0.02513    0.01755    0.01202         88        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
     33/499      4.32G    0.02513    0.01755    0.01202         88        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     33/499      4.32G    0.02512    0.01764    0.01212         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     33/499      4.32G    0.02512    0.01764    0.01212         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     33/499      4.32G    0.02505    0.01767    0.01196         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     33/499      4.32G    0.02505    0.01767    0.01196         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     33/499      4.32G    0.02505     0.0177    0.01182         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     33/499      4.32G    0.02505     0.0177    0.01182         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.39it/s]
     33/499      4.32G    0.02498    0.01765    0.01198         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.39it/s]
     33/499      4.32G    0.02498    0.01765    0.01198         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
     33/499      4.32G    0.02505    0.01764    0.01222         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
     33/499      4.32G    0.02505    0.01764    0.01222         68        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
     33/499      4.32G    0.02504    0.01759    0.01225         68        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
     33/499      4.32G    0.02504    0.01759    0.01225         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
     33/499      4.32G    0.02488    0.01746    0.01219         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
     33/499      4.32G    0.02488    0.01746    0.01219         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     33/499      4.32G    0.02485    0.01742    0.01231         57        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     33/499      4.32G    0.02485    0.01742    0.01231         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
     33/499      4.32G    0.02493    0.01732    0.01259         49        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
     33/499      4.32G    0.02493    0.01732    0.01259         49        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
     33/499      4.32G    0.02498     0.0174    0.01255         83        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
     33/499      4.32G    0.02498     0.0174    0.01255         83        640:  92%|#########2| 37/40 [00:06<00:00,  5.24it/s]
     33/499      4.32G    0.02498    0.01743     0.0126         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     33/499      4.32G    0.02498    0.01743     0.0126         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     33/499      4.32G      0.025    0.01744    0.01263         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     33/499      4.32G      0.025    0.01744    0.01263         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     33/499      4.32G    0.02491    0.01733    0.01253         27        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     33/499      4.32G    0.02491    0.01733    0.01253         27        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
     33/499      4.32G    0.02491    0.01733    0.01253         27        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263      0.274      0.038       0.05      0.017

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     34/499      4.32G      0.023    0.01587   0.008014         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     34/499      4.32G      0.023    0.01587   0.008014         72        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     34/499      4.32G    0.02401    0.01786    0.01034         84        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     34/499      4.32G    0.02401    0.01786    0.01034         84        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
     34/499      4.32G    0.02405     0.0189    0.01206         88        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
     34/499      4.32G    0.02405     0.0189    0.01206         88        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     34/499      4.32G     0.0242    0.01904    0.01229         86        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     34/499      4.32G     0.0242    0.01904    0.01229         86        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
     34/499      4.32G    0.02404    0.01878     0.0122         76        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
     34/499      4.32G    0.02404    0.01878     0.0122         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.43it/s]
     34/499      4.32G    0.02474    0.01869    0.01352         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.43it/s]
     34/499      4.32G    0.02474    0.01869    0.01352         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     34/499      4.32G    0.02477    0.01866     0.0133         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     34/499      4.32G    0.02477    0.01866     0.0133         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     34/499      4.32G    0.02493    0.01885    0.01335         93        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     34/499      4.32G    0.02493    0.01885    0.01335         93        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     34/499      4.32G    0.02492    0.01836    0.01357         69        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     34/499      4.32G    0.02492    0.01836    0.01357         69        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
     34/499      4.32G    0.02478    0.01834    0.01338         81        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
     34/499      4.32G    0.02478    0.01834    0.01338         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
     34/499      4.32G    0.02451    0.01801    0.01351         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
     34/499      4.32G    0.02451    0.01801    0.01351         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
     34/499      4.32G    0.02447    0.01793     0.0132         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
     34/499      4.32G    0.02447    0.01793     0.0132         78        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
     34/499      4.32G    0.02446    0.01797    0.01333         85        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
     34/499      4.32G    0.02446    0.01797    0.01333         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     34/499      4.32G    0.02433    0.01786    0.01311         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     34/499      4.32G    0.02433    0.01786    0.01311         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
     34/499      4.32G    0.02417    0.01774     0.0128         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
     34/499      4.32G    0.02417    0.01774     0.0128         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
     34/499      4.32G    0.02415    0.01781    0.01247         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
     34/499      4.32G    0.02415    0.01781    0.01247         85        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
     34/499      4.32G    0.02412    0.01782    0.01281         80        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
     34/499      4.32G    0.02412    0.01782    0.01281         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
     34/499      4.32G    0.02415    0.01794    0.01265         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
     34/499      4.32G    0.02415    0.01794    0.01265         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     34/499      4.32G     0.0242    0.01803    0.01252         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     34/499      4.32G     0.0242    0.01803    0.01252         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     34/499      4.32G    0.02411    0.01787    0.01234         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     34/499      4.32G    0.02411    0.01787    0.01234         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     34/499      4.32G    0.02426    0.01784    0.01242         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     34/499      4.32G    0.02426    0.01784    0.01242         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
     34/499      4.32G    0.02421    0.01766    0.01229         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
     34/499      4.32G    0.02421    0.01766    0.01229         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     34/499      4.32G    0.02419    0.01758    0.01222         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     34/499      4.32G    0.02419    0.01758    0.01222         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     34/499      4.32G    0.02422    0.01744     0.0122         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     34/499      4.32G    0.02422    0.01744     0.0122         57        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     34/499      4.32G    0.02419    0.01739    0.01219         73        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     34/499      4.32G    0.02419    0.01739    0.01219         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     34/499      4.32G    0.02424    0.01729    0.01221         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     34/499      4.32G    0.02424    0.01729    0.01221         63        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
     34/499      4.32G    0.02423    0.01736    0.01205         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
     34/499      4.32G    0.02423    0.01736    0.01205         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     34/499      4.32G    0.02427    0.01754    0.01214         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     34/499      4.32G    0.02427    0.01754    0.01214         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     34/499      4.32G    0.02427    0.01746    0.01218         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     34/499      4.32G    0.02427    0.01746    0.01218         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
     34/499      4.32G    0.02429    0.01751    0.01208         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
     34/499      4.32G    0.02429    0.01751    0.01208         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
     34/499      4.32G    0.02442    0.01742    0.01212         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
     34/499      4.32G    0.02442    0.01742    0.01212         59        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     34/499      4.32G    0.02445    0.01752    0.01214         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
     34/499      4.32G    0.02445    0.01752    0.01214         82        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     34/499      4.32G     0.0244    0.01742     0.0121         68        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     34/499      4.32G     0.0244    0.01742     0.0121         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     34/499      4.32G    0.02437    0.01745    0.01205         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     34/499      4.32G    0.02437    0.01745    0.01205         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
     34/499      4.32G    0.02442    0.01735    0.01214         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
     34/499      4.32G    0.02442    0.01735    0.01214         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
     34/499      4.32G    0.02433    0.01729    0.01216         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
     34/499      4.32G    0.02433    0.01729    0.01216         57        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     34/499      4.32G    0.02428    0.01727    0.01203         68        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     34/499      4.32G    0.02428    0.01727    0.01203         68        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
     34/499      4.32G    0.02422    0.01712     0.0121         52        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     34/499      4.32G    0.02422    0.01712     0.0121         52        640:  95%|#########5| 38/40 [00:07<00:00,  5.38it/s]
     34/499      4.32G    0.02427    0.01719    0.01204         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.38it/s]
     34/499      4.32G    0.02427    0.01719    0.01204         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     34/499      4.32G    0.02429     0.0172    0.01214         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     34/499      4.32G    0.02429     0.0172    0.01214         38        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
     34/499      4.32G    0.02429     0.0172    0.01214         38        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.52it/s]
                   all        132        263      0.607     0.0421     0.0442     0.0126

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     35/499      4.32G    0.02538    0.01857   0.009873         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     35/499      4.32G    0.02538    0.01857   0.009873         77        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
     35/499      4.32G     0.0251    0.01824    0.01041         77        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
     35/499      4.32G     0.0251    0.01824    0.01041         77        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
     35/499      4.32G    0.02536    0.01761    0.01004         80        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
     35/499      4.32G    0.02536    0.01761    0.01004         80        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     35/499      4.32G    0.02491    0.01831    0.01088         84        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     35/499      4.32G    0.02491    0.01831    0.01088         84        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
     35/499      4.32G      0.025    0.01786    0.01045         70        640:  10%|#         | 4/40 [00:00<00:06,  5.45it/s]
     35/499      4.32G      0.025    0.01786    0.01045         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
     35/499      4.32G    0.02528    0.01751    0.01101         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
     35/499      4.32G    0.02528    0.01751    0.01101         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
     35/499      4.32G    0.02531    0.01733    0.01102         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
     35/499      4.32G    0.02531    0.01733    0.01102         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
     35/499      4.32G    0.02527    0.01721    0.01099         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
     35/499      4.32G    0.02527    0.01721    0.01099         64        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
     35/499      4.32G    0.02526     0.0171    0.01171         68        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
     35/499      4.32G    0.02526     0.0171    0.01171         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
     35/499      4.32G    0.02503    0.01686    0.01274         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
     35/499      4.32G    0.02503    0.01686    0.01274         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
     35/499      4.32G    0.02475    0.01672    0.01276         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
     35/499      4.32G    0.02475    0.01672    0.01276         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     35/499      4.32G    0.02478    0.01646    0.01325         57        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     35/499      4.32G    0.02478    0.01646    0.01325         57        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     35/499      4.32G     0.0248    0.01651    0.01298         71        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
     35/499      4.32G     0.0248    0.01651    0.01298         71        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
     35/499      4.32G    0.02455    0.01657     0.0129         77        640:  32%|###2      | 13/40 [00:02<00:04,  5.42it/s]
     35/499      4.32G    0.02455    0.01657     0.0129         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     35/499      4.32G    0.02444    0.01661     0.0126         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     35/499      4.32G    0.02444    0.01661     0.0126         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
     35/499      4.32G    0.02443    0.01693    0.01246         89        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
     35/499      4.32G    0.02443    0.01693    0.01246         89        640:  40%|####      | 16/40 [00:02<00:04,  5.40it/s]
     35/499      4.32G     0.0245    0.01679    0.01242         63        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
     35/499      4.32G     0.0245    0.01679    0.01242         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
     35/499      4.32G    0.02444    0.01688    0.01271         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
     35/499      4.32G    0.02444    0.01688    0.01271         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
     35/499      4.32G    0.02433    0.01684    0.01262         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
     35/499      4.32G    0.02433    0.01684    0.01262         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
     35/499      4.32G    0.02428    0.01671    0.01254         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.41it/s]
     35/499      4.32G    0.02428    0.01671    0.01254         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
     35/499      4.32G    0.02428    0.01673    0.01252         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
     35/499      4.32G    0.02428    0.01673    0.01252         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
     35/499      4.32G    0.02427    0.01694    0.01239         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
     35/499      4.32G    0.02427    0.01694    0.01239         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
     35/499      4.32G    0.02448    0.01705    0.01274         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
     35/499      4.32G    0.02448    0.01705    0.01274         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     35/499      4.32G    0.02438    0.01695    0.01255         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     35/499      4.32G    0.02438    0.01695    0.01255         69        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
     35/499      4.32G    0.02449    0.01702    0.01252         76        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
     35/499      4.32G    0.02449    0.01702    0.01252         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
     35/499      4.32G    0.02453    0.01702     0.0127         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
     35/499      4.32G    0.02453    0.01702     0.0127         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
     35/499      4.32G    0.02444    0.01709    0.01259         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
     35/499      4.32G    0.02444    0.01709    0.01259         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
     35/499      4.32G    0.02438    0.01706    0.01263         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
     35/499      4.32G    0.02438    0.01706    0.01263         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
     35/499      4.32G     0.0244    0.01709    0.01267         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.40it/s]
     35/499      4.32G     0.0244    0.01709    0.01267         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     35/499      4.32G    0.02428    0.01706    0.01247         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     35/499      4.32G    0.02428    0.01706    0.01247         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
     35/499      4.32G    0.02432    0.01707    0.01244         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
     35/499      4.32G    0.02432    0.01707    0.01244         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.37it/s]
     35/499      4.32G    0.02432    0.01715    0.01242         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.37it/s]
     35/499      4.32G    0.02432    0.01715    0.01242         81        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     35/499      4.32G    0.02429    0.01707    0.01235         64        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     35/499      4.32G    0.02429    0.01707    0.01235         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     35/499      4.32G    0.02427    0.01717    0.01221         91        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     35/499      4.32G    0.02427    0.01717    0.01221         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
     35/499      4.32G    0.02434    0.01722    0.01218         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
     35/499      4.32G    0.02434    0.01722    0.01218         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     35/499      4.32G    0.02436     0.0172    0.01224         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     35/499      4.32G    0.02436     0.0172    0.01224         63        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
     35/499      4.32G    0.02429     0.0172    0.01217         72        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
     35/499      4.32G    0.02429     0.0172    0.01217         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.37it/s]
     35/499      4.32G     0.0243    0.01726    0.01212         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     35/499      4.32G     0.0243    0.01726    0.01212         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     35/499      4.32G    0.02438    0.01733    0.01215         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     35/499      4.32G    0.02438    0.01733    0.01215         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     35/499      4.32G     0.0243    0.01729    0.01228         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     35/499      4.32G     0.0243    0.01729    0.01228         34        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
     35/499      4.32G     0.0243    0.01729    0.01228         34        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.68it/s]
                   all        132        263    0.00121     0.0283   0.000709   0.000214

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     36/499      4.32G    0.02549    0.01722   0.008143         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     36/499      4.32G    0.02549    0.01722   0.008143         77        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     36/499      4.32G    0.02591    0.01578    0.01246         65        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     36/499      4.32G    0.02591    0.01578    0.01246         65        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     36/499      4.32G     0.0254    0.01572    0.01301         69        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     36/499      4.32G     0.0254    0.01572    0.01301         69        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
     36/499      4.32G     0.0249    0.01566    0.01344         68        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
     36/499      4.32G     0.0249    0.01566    0.01344         68        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
     36/499      4.32G    0.02518    0.01628    0.01302         86        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
     36/499      4.32G    0.02518    0.01628    0.01302         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
     36/499      4.32G    0.02525    0.01704    0.01351         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
     36/499      4.32G    0.02525    0.01704    0.01351         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
     36/499      4.32G    0.02524    0.01672    0.01378         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
     36/499      4.32G    0.02524    0.01672    0.01378         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     36/499      4.32G     0.0247    0.01674    0.01291         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     36/499      4.32G     0.0247    0.01674    0.01291         79        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     36/499      4.32G    0.02476    0.01716     0.0127         87        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     36/499      4.32G    0.02476    0.01716     0.0127         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.43it/s]
     36/499      4.32G    0.02464    0.01717    0.01262         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.43it/s]
     36/499      4.32G    0.02464    0.01717    0.01262         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
     36/499      4.32G     0.0245    0.01728    0.01252         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
     36/499      4.32G     0.0245    0.01728    0.01252         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
     36/499      4.32G    0.02444    0.01723    0.01247         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
     36/499      4.32G    0.02444    0.01723    0.01247         80        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
     36/499      4.32G     0.0244    0.01731    0.01251         79        640:  30%|###       | 12/40 [00:02<00:05,  5.43it/s]
     36/499      4.32G     0.0244    0.01731    0.01251         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
     36/499      4.32G    0.02423    0.01727    0.01235         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
     36/499      4.32G    0.02423    0.01727    0.01235         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
     36/499      4.32G     0.0242    0.01733    0.01225         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
     36/499      4.32G     0.0242    0.01733    0.01225         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.43it/s]
     36/499      4.32G    0.02433    0.01748    0.01237         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.43it/s]
     36/499      4.32G    0.02433    0.01748    0.01237         77        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     36/499      4.32G     0.0244     0.0175     0.0125         77        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     36/499      4.32G     0.0244     0.0175     0.0125         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     36/499      4.32G    0.02425    0.01735    0.01209         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
     36/499      4.32G    0.02425    0.01735    0.01209         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
     36/499      4.32G    0.02421    0.01758     0.0119         93        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
     36/499      4.32G    0.02421    0.01758     0.0119         93        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     36/499      4.32G    0.02424    0.01774    0.01183         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     36/499      4.32G    0.02424    0.01774    0.01183         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
     36/499      4.32G     0.0243     0.0179    0.01186         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
     36/499      4.32G     0.0243     0.0179    0.01186         88        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
     36/499      4.32G    0.02441    0.01794    0.01245         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
     36/499      4.32G    0.02441    0.01794    0.01245         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     36/499      4.32G    0.02438    0.01795     0.0127         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     36/499      4.32G    0.02438    0.01795     0.0127         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
     36/499      4.32G    0.02436    0.01788     0.0124         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
     36/499      4.32G    0.02436    0.01788     0.0124         69        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
     36/499      4.32G    0.02434    0.01794    0.01251         87        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
     36/499      4.32G    0.02434    0.01794    0.01251         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     36/499      4.32G    0.02429    0.01785    0.01258         61        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     36/499      4.32G    0.02429    0.01785    0.01258         61        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
     36/499      4.32G    0.02442    0.01782    0.01261         58        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
     36/499      4.32G    0.02442    0.01782    0.01261         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     36/499      4.32G    0.02438    0.01776    0.01264         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     36/499      4.32G    0.02438    0.01776    0.01264         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     36/499      4.32G     0.0243     0.0177    0.01241         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     36/499      4.32G     0.0243     0.0177    0.01241         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     36/499      4.32G    0.02431    0.01777    0.01235         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     36/499      4.32G    0.02431    0.01777    0.01235         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.39it/s]
     36/499      4.32G    0.02428    0.01776    0.01255         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.39it/s]
     36/499      4.32G    0.02428    0.01776    0.01255         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
     36/499      4.32G    0.02431    0.01793    0.01253         97        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
     36/499      4.32G    0.02431    0.01793    0.01253         97        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
     36/499      4.32G     0.0243    0.01796    0.01257         85        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
     36/499      4.32G     0.0243    0.01796    0.01257         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
     36/499      4.32G    0.02425    0.01802    0.01242         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
     36/499      4.32G    0.02425    0.01802    0.01242         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
     36/499      4.32G    0.02423    0.01809    0.01248         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
     36/499      4.32G    0.02423    0.01809    0.01248         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     36/499      4.32G     0.0242    0.01803    0.01231         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     36/499      4.32G     0.0242    0.01803    0.01231         63        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
     36/499      4.32G    0.02419    0.01796    0.01223         66        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
     36/499      4.32G    0.02419    0.01796    0.01223         66        640:  92%|#########2| 37/40 [00:06<00:00,  5.17it/s]
     36/499      4.32G    0.02417    0.01793    0.01234         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
     36/499      4.32G    0.02417    0.01793    0.01234         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     36/499      4.32G    0.02415    0.01786    0.01233         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     36/499      4.32G    0.02415    0.01786    0.01233         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     36/499      4.32G    0.02413    0.01785    0.01251         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     36/499      4.32G    0.02413    0.01785    0.01251         37        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
     36/499      4.32G    0.02413    0.01785    0.01251         37        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263      0.211     0.0235     0.0199    0.00494

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     37/499      4.32G    0.02469     0.0175    0.01374         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     37/499      4.32G    0.02469     0.0175    0.01374         72        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     37/499      4.32G     0.0248     0.0162    0.01502         59        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     37/499      4.32G     0.0248     0.0162    0.01502         59        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
     37/499      4.32G    0.02539    0.01637    0.01521         64        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
     37/499      4.32G    0.02539    0.01637    0.01521         64        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     37/499      4.32G    0.02483    0.01656    0.01369         72        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     37/499      4.32G    0.02483    0.01656    0.01369         72        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
     37/499      4.32G    0.02459    0.01695    0.01266         81        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
     37/499      4.32G    0.02459    0.01695    0.01266         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
     37/499      4.32G    0.02449    0.01742    0.01228         94        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
     37/499      4.32G    0.02449    0.01742    0.01228         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     37/499      4.32G    0.02426     0.0179    0.01201         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     37/499      4.32G    0.02426     0.0179    0.01201         92        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     37/499      4.32G    0.02418    0.01815    0.01186         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     37/499      4.32G    0.02418    0.01815    0.01186         82        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
     37/499      4.32G      0.024    0.01853    0.01215         84        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
     37/499      4.32G      0.024    0.01853    0.01215         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     37/499      4.32G     0.0243    0.01842    0.01238         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     37/499      4.32G     0.0243    0.01842    0.01238         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     37/499      4.32G    0.02448    0.01819    0.01283         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     37/499      4.32G    0.02448    0.01819    0.01283         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
     37/499      4.32G    0.02444    0.01811     0.0127         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
     37/499      4.32G    0.02444    0.01811     0.0127         75        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     37/499      4.32G     0.0244    0.01799    0.01308         70        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     37/499      4.32G     0.0244    0.01799    0.01308         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     37/499      4.32G     0.0243    0.01806    0.01307         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     37/499      4.32G     0.0243    0.01806    0.01307         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
     37/499      4.32G    0.02423    0.01818    0.01317         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
     37/499      4.32G    0.02423    0.01818    0.01317         86        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     37/499      4.32G    0.02433    0.01796    0.01321         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
     37/499      4.32G    0.02433    0.01796    0.01321         58        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
     37/499      4.32G    0.02463    0.01813    0.01313         89        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
     37/499      4.32G    0.02463    0.01813    0.01313         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
     37/499      4.32G    0.02485    0.01794    0.01345         58        640:  42%|####2     | 17/40 [00:03<00:04,  5.41it/s]
     37/499      4.32G    0.02485    0.01794    0.01345         58        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
     37/499      4.32G    0.02476    0.01793    0.01335         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
     37/499      4.32G    0.02476    0.01793    0.01335         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     37/499      4.32G     0.0248    0.01789    0.01316         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     37/499      4.32G     0.0248    0.01789    0.01316         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
     37/499      4.32G    0.02486    0.01805    0.01326         90        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
     37/499      4.32G    0.02486    0.01805    0.01326         90        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
     37/499      4.32G    0.02491    0.01807    0.01318         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
     37/499      4.32G    0.02491    0.01807    0.01318         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     37/499      4.32G    0.02479    0.01802    0.01303         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     37/499      4.32G    0.02479    0.01802    0.01303         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
     37/499      4.32G    0.02472    0.01793    0.01297         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
     37/499      4.32G    0.02472    0.01793    0.01297         74        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     37/499      4.32G    0.02482    0.01782    0.01288         65        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     37/499      4.32G    0.02482    0.01782    0.01288         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     37/499      4.32G    0.02481    0.01771    0.01274         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     37/499      4.32G    0.02481    0.01771    0.01274         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
     37/499      4.32G    0.02472    0.01774    0.01273         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
     37/499      4.32G    0.02472    0.01774    0.01273         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     37/499      4.32G    0.02482    0.01774    0.01273         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     37/499      4.32G    0.02482    0.01774    0.01273         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     37/499      4.32G    0.02478    0.01785    0.01256         93        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     37/499      4.32G    0.02478    0.01785    0.01256         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
     37/499      4.32G    0.02483    0.01769    0.01259         49        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
     37/499      4.32G    0.02483    0.01769    0.01259         49        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
     37/499      4.32G    0.02488    0.01764    0.01259         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
     37/499      4.32G    0.02488    0.01764    0.01259         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
     37/499      4.32G    0.02484    0.01764    0.01245         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
     37/499      4.32G    0.02484    0.01764    0.01245         69        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
     37/499      4.32G     0.0249    0.01767    0.01245         74        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
     37/499      4.32G     0.0249    0.01767    0.01245         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     37/499      4.32G    0.02477    0.01757    0.01234         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     37/499      4.32G    0.02477    0.01757    0.01234         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     37/499      4.32G    0.02469     0.0177    0.01243        103        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     37/499      4.32G    0.02469     0.0177    0.01243        103        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
     37/499      4.32G    0.02463    0.01769    0.01243         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
     37/499      4.32G    0.02463    0.01769    0.01243         74        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
     37/499      4.32G    0.02463    0.01766    0.01252         72        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
     37/499      4.32G    0.02463    0.01766    0.01252         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.31it/s]
     37/499      4.32G    0.02461    0.01761    0.01238         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
     37/499      4.32G    0.02461    0.01761    0.01238         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
     37/499      4.32G    0.02473    0.01757    0.01233         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
     37/499      4.32G    0.02473    0.01757    0.01233         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     37/499      4.32G    0.02472    0.01751    0.01229         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     37/499      4.32G    0.02472    0.01751    0.01229         34        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
     37/499      4.32G    0.02472    0.01751    0.01229         34        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.71it/s]
                   all        132        263      0.198     0.0105      0.013    0.00494

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     38/499      4.32G    0.02184    0.01714    0.01005         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     38/499      4.32G    0.02184    0.01714    0.01005         77        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     38/499      4.32G    0.02401    0.01712   0.009782         70        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     38/499      4.32G    0.02401    0.01712   0.009782         70        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
     38/499      4.32G     0.0237    0.01706    0.01036         81        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
     38/499      4.32G     0.0237    0.01706    0.01036         81        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     38/499      4.32G    0.02329    0.01617   0.009863         59        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     38/499      4.32G    0.02329    0.01617   0.009863         59        640:  10%|#         | 4/40 [00:00<00:06,  5.47it/s]
     38/499      4.32G    0.02309    0.01656   0.009513         76        640:  10%|#         | 4/40 [00:00<00:06,  5.47it/s]
     38/499      4.32G    0.02309    0.01656   0.009513         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
     38/499      4.32G    0.02332     0.0172   0.009814         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
     38/499      4.32G    0.02332     0.0172   0.009814         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     38/499      4.32G    0.02337    0.01752    0.01077         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
     38/499      4.32G    0.02337    0.01752    0.01077         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
     38/499      4.32G    0.02339    0.01764    0.01071         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
     38/499      4.32G    0.02339    0.01764    0.01071         73        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     38/499      4.32G    0.02367    0.01784    0.01092         85        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     38/499      4.32G    0.02367    0.01784    0.01092         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     38/499      4.32G    0.02354    0.01789    0.01097         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     38/499      4.32G    0.02354    0.01789    0.01097         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.43it/s]
     38/499      4.32G    0.02348    0.01775    0.01057         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.43it/s]
     38/499      4.32G    0.02348    0.01775    0.01057         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     38/499      4.32G    0.02378    0.01746    0.01145         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     38/499      4.32G    0.02378    0.01746    0.01145         59        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     38/499      4.32G     0.0242    0.01743    0.01136         66        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     38/499      4.32G     0.0242    0.01743    0.01136         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     38/499      4.32G    0.02456    0.01724    0.01154         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     38/499      4.32G    0.02456    0.01724    0.01154         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
     38/499      4.32G    0.02456    0.01716    0.01145         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
     38/499      4.32G    0.02456    0.01716    0.01145         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
     38/499      4.32G    0.02455    0.01745    0.01165         89        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
     38/499      4.32G    0.02455    0.01745    0.01165         89        640:  40%|####      | 16/40 [00:02<00:04,  5.44it/s]
     38/499      4.32G    0.02447    0.01765    0.01134         92        640:  40%|####      | 16/40 [00:03<00:04,  5.44it/s]
     38/499      4.32G    0.02447    0.01765    0.01134         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
     38/499      4.32G    0.02445     0.0176    0.01138         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
     38/499      4.32G    0.02445     0.0176    0.01138         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     38/499      4.32G    0.02447    0.01753    0.01159         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
     38/499      4.32G    0.02447    0.01753    0.01159         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.43it/s]
     38/499      4.32G    0.02442    0.01754     0.0119         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.43it/s]
     38/499      4.32G    0.02442    0.01754     0.0119         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
     38/499      4.32G    0.02425    0.01742    0.01185         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
     38/499      4.32G    0.02425    0.01742    0.01185         72        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
     38/499      4.32G    0.02421    0.01738    0.01211         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
     38/499      4.32G    0.02421    0.01738    0.01211         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.43it/s]
     38/499      4.32G    0.02423    0.01745    0.01214         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.43it/s]
     38/499      4.32G    0.02423    0.01745    0.01214         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     38/499      4.32G    0.02414    0.01733    0.01213         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     38/499      4.32G    0.02414    0.01733    0.01213         63        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
     38/499      4.32G    0.02402    0.01729    0.01205         72        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
     38/499      4.32G    0.02402    0.01729    0.01205         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
     38/499      4.32G    0.02392    0.01727    0.01191         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
     38/499      4.32G    0.02392    0.01727    0.01191         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
     38/499      4.32G    0.02389    0.01718    0.01193         62        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
     38/499      4.32G    0.02389    0.01718    0.01193         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
     38/499      4.32G    0.02386    0.01723    0.01191         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
     38/499      4.32G    0.02386    0.01723    0.01191         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
     38/499      4.32G    0.02377     0.0171    0.01196         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
     38/499      4.32G    0.02377     0.0171    0.01196         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
     38/499      4.32G    0.02372    0.01712    0.01178         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
     38/499      4.32G    0.02372    0.01712    0.01178         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     38/499      4.32G    0.02385    0.01719    0.01177         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     38/499      4.32G    0.02385    0.01719    0.01177         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.37it/s]
     38/499      4.32G    0.02383    0.01708    0.01174         58        640:  78%|#######7  | 31/40 [00:06<00:01,  5.37it/s]
     38/499      4.32G    0.02383    0.01708    0.01174         58        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     38/499      4.32G    0.02386    0.01712    0.01185         72        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     38/499      4.32G    0.02386    0.01712    0.01185         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     38/499      4.32G    0.02388    0.01711    0.01184         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     38/499      4.32G    0.02388    0.01711    0.01184         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
     38/499      4.32G    0.02376    0.01703    0.01167         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
     38/499      4.32G    0.02376    0.01703    0.01167         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
     38/499      4.32G     0.0237    0.01695    0.01161         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
     38/499      4.32G     0.0237    0.01695    0.01161         63        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
     38/499      4.32G    0.02378    0.01705    0.01172         82        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
     38/499      4.32G    0.02378    0.01705    0.01172         82        640:  92%|#########2| 37/40 [00:06<00:00,  5.31it/s]
     38/499      4.32G    0.02377    0.01709    0.01172         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
     38/499      4.32G    0.02377    0.01709    0.01172         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
     38/499      4.32G    0.02369    0.01716    0.01167         93        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
     38/499      4.32G    0.02369    0.01716    0.01167         93        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
     38/499      4.32G    0.02384    0.01733    0.01183         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
     38/499      4.32G    0.02384    0.01733    0.01183         43        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
     38/499      4.32G    0.02384    0.01733    0.01183         43        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.45it/s]
                   all        132        263      0.255     0.0491     0.0556     0.0156

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     39/499      4.32G    0.02194    0.01968   0.008518         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
     39/499      4.32G    0.02194    0.01968   0.008518         85        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     39/499      4.32G    0.02214    0.01829   0.007882         77        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     39/499      4.32G    0.02214    0.01829   0.007882         77        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
     39/499      4.32G    0.02306    0.01887   0.009256         83        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
     39/499      4.32G    0.02306    0.01887   0.009256         83        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     39/499      4.32G     0.0232    0.01862   0.009668         77        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     39/499      4.32G     0.0232    0.01862   0.009668         77        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
     39/499      4.32G      0.023    0.01826   0.009967         71        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
     39/499      4.32G      0.023    0.01826   0.009967         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
     39/499      4.32G    0.02315    0.01792   0.009898         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
     39/499      4.32G    0.02315    0.01792   0.009898         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
     39/499      4.32G     0.0231    0.01787     0.0103         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.41it/s]
     39/499      4.32G     0.0231    0.01787     0.0103         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     39/499      4.32G    0.02325    0.01761    0.01109         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     39/499      4.32G    0.02325    0.01761    0.01109         67        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     39/499      4.32G    0.02311    0.01789    0.01114         92        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
     39/499      4.32G    0.02311    0.01789    0.01114         92        640:  22%|##2       | 9/40 [00:01<00:05,  5.42it/s]
     39/499      4.32G    0.02287    0.01779    0.01075         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.42it/s]
     39/499      4.32G    0.02287    0.01779    0.01075         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     39/499      4.32G    0.02303     0.0181    0.01123         92        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     39/499      4.32G    0.02303     0.0181    0.01123         92        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     39/499      4.32G     0.0229    0.01772    0.01085         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     39/499      4.32G     0.0229    0.01772    0.01085         60        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
     39/499      4.32G    0.02305    0.01776    0.01105         76        640:  30%|###       | 12/40 [00:02<00:05,  5.41it/s]
     39/499      4.32G    0.02305    0.01776    0.01105         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
     39/499      4.32G    0.02293    0.01764    0.01082         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
     39/499      4.32G    0.02293    0.01764    0.01082         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     39/499      4.32G    0.02301    0.01775    0.01138         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     39/499      4.32G    0.02301    0.01775    0.01138         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
     39/499      4.32G    0.02296    0.01758    0.01184         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
     39/499      4.32G    0.02296    0.01758    0.01184         69        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
     39/499      4.32G    0.02312     0.0177    0.01194         73        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
     39/499      4.32G    0.02312     0.0177    0.01194         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
     39/499      4.32G    0.02317    0.01749    0.01204         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
     39/499      4.32G    0.02317    0.01749    0.01204         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
     39/499      4.32G    0.02321    0.01749    0.01217         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
     39/499      4.32G    0.02321    0.01749    0.01217         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     39/499      4.32G    0.02325    0.01762    0.01211         87        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     39/499      4.32G    0.02325    0.01762    0.01211         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
     39/499      4.32G    0.02316    0.01747    0.01192         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
     39/499      4.32G    0.02316    0.01747    0.01192         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.40it/s]
     39/499      4.32G     0.0231    0.01761    0.01169         93        640:  52%|#####2    | 21/40 [00:04<00:03,  5.40it/s]
     39/499      4.32G     0.0231    0.01761    0.01169         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     39/499      4.32G    0.02316    0.01761    0.01168         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     39/499      4.32G    0.02316    0.01761    0.01168         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     39/499      4.32G    0.02307    0.01744    0.01165         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     39/499      4.32G    0.02307    0.01744    0.01165         64        640:  60%|######    | 24/40 [00:04<00:02,  5.42it/s]
     39/499      4.32G     0.0231    0.01734    0.01166         62        640:  60%|######    | 24/40 [00:04<00:02,  5.42it/s]
     39/499      4.32G     0.0231    0.01734    0.01166         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
     39/499      4.32G    0.02304    0.01736    0.01175         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
     39/499      4.32G    0.02304    0.01736    0.01175         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
     39/499      4.32G    0.02303     0.0173    0.01176         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
     39/499      4.32G    0.02303     0.0173    0.01176         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
     39/499      4.32G    0.02315    0.01728    0.01178         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.40it/s]
     39/499      4.32G    0.02315    0.01728    0.01178         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     39/499      4.32G    0.02317    0.01741    0.01176         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     39/499      4.32G    0.02317    0.01741    0.01176         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     39/499      4.32G    0.02313    0.01731    0.01199         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     39/499      4.32G    0.02313    0.01731    0.01199         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
     39/499      4.32G    0.02319    0.01733    0.01203         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
     39/499      4.32G    0.02319    0.01733    0.01203         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
     39/499      4.32G     0.0232    0.01739    0.01205         93        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
     39/499      4.32G     0.0232    0.01739    0.01205         93        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
     39/499      4.32G    0.02328    0.01741    0.01208         73        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
     39/499      4.32G    0.02328    0.01741    0.01208         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
     39/499      4.32G    0.02331     0.0174    0.01203         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
     39/499      4.32G    0.02331     0.0174    0.01203         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     39/499      4.32G    0.02335    0.01749    0.01194         97        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     39/499      4.32G    0.02335    0.01749    0.01194         97        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
     39/499      4.32G    0.02337     0.0174    0.01186         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
     39/499      4.32G    0.02337     0.0174    0.01186         64        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
     39/499      4.32G    0.02351     0.0174    0.01201         64        640:  90%|######### | 36/40 [00:06<00:00,  5.41it/s]
     39/499      4.32G    0.02351     0.0174    0.01201         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.25it/s]
     39/499      4.32G    0.02353    0.01737     0.0119         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     39/499      4.32G    0.02353    0.01737     0.0119         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     39/499      4.32G    0.02357    0.01742    0.01186         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
     39/499      4.32G    0.02357    0.01742    0.01186         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     39/499      4.32G    0.02364    0.01743    0.01183         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.40it/s]
     39/499      4.32G    0.02364    0.01743    0.01183         35        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
     39/499      4.32G    0.02364    0.01743    0.01183         35        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.54it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.37it/s]
                   all        132        263      0.594     0.0544     0.0594     0.0194

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     40/499      4.32G    0.02273    0.01614    0.01426         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     40/499      4.32G    0.02273    0.01614    0.01426         74        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     40/499      4.32G     0.0225    0.01464    0.01401         61        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
     40/499      4.32G     0.0225    0.01464    0.01401         61        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
     40/499      4.32G    0.02258    0.01492    0.01302         67        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
     40/499      4.32G    0.02258    0.01492    0.01302         67        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     40/499      4.32G    0.02251    0.01566    0.01295         84        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     40/499      4.32G    0.02251    0.01566    0.01295         84        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     40/499      4.32G    0.02307    0.01574    0.01234         72        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     40/499      4.32G    0.02307    0.01574    0.01234         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
     40/499      4.32G    0.02308    0.01574    0.01285         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
     40/499      4.32G    0.02308    0.01574    0.01285         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     40/499      4.32G    0.02337    0.01573    0.01261         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     40/499      4.32G    0.02337    0.01573    0.01261         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     40/499      4.32G    0.02339    0.01622     0.0121         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     40/499      4.32G    0.02339    0.01622     0.0121         79        640:  20%|##        | 8/40 [00:01<00:05,  5.43it/s]
     40/499      4.32G    0.02331    0.01622    0.01177         66        640:  20%|##        | 8/40 [00:01<00:05,  5.43it/s]
     40/499      4.32G    0.02331    0.01622    0.01177         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     40/499      4.32G    0.02332    0.01591    0.01157         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     40/499      4.32G    0.02332    0.01591    0.01157         62        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
     40/499      4.32G    0.02348    0.01591    0.01214         58        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
     40/499      4.32G    0.02348    0.01591    0.01214         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
     40/499      4.32G    0.02338    0.01614    0.01247         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
     40/499      4.32G    0.02338    0.01614    0.01247         84        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     40/499      4.32G    0.02324    0.01607    0.01234         63        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     40/499      4.32G    0.02324    0.01607    0.01234         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
     40/499      4.32G    0.02317    0.01619    0.01217         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
     40/499      4.32G    0.02317    0.01619    0.01217         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
     40/499      4.32G     0.0232    0.01627    0.01219         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
     40/499      4.32G     0.0232    0.01627    0.01219         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     40/499      4.32G    0.02305    0.01613    0.01194         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     40/499      4.32G    0.02305    0.01613    0.01194         68        640:  40%|####      | 16/40 [00:02<00:04,  5.33it/s]
     40/499      4.32G    0.02303    0.01627    0.01178         81        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
     40/499      4.32G    0.02303    0.01627    0.01178         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
     40/499      4.32G    0.02306    0.01616    0.01194         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
     40/499      4.32G    0.02306    0.01616    0.01194         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     40/499      4.32G     0.0231    0.01641    0.01185         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     40/499      4.32G     0.0231    0.01641    0.01185         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     40/499      4.32G    0.02297    0.01645    0.01156         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     40/499      4.32G    0.02297    0.01645    0.01156         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
     40/499      4.32G    0.02308    0.01652    0.01146         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.40it/s]
     40/499      4.32G    0.02308    0.01652    0.01146         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
     40/499      4.32G    0.02309    0.01651     0.0116         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     40/499      4.32G    0.02309    0.01651     0.0116         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
     40/499      4.32G    0.02319    0.01655    0.01151         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
     40/499      4.32G    0.02319    0.01655    0.01151         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.41it/s]
     40/499      4.32G    0.02309     0.0164    0.01171         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.41it/s]
     40/499      4.32G    0.02309     0.0164    0.01171         57        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     40/499      4.32G    0.02312    0.01635    0.01156         66        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     40/499      4.32G    0.02312    0.01635    0.01156         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
     40/499      4.32G    0.02313    0.01616    0.01191         51        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
     40/499      4.32G    0.02313    0.01616    0.01191         51        640:  65%|######5   | 26/40 [00:04<00:02,  5.41it/s]
     40/499      4.32G    0.02321    0.01622    0.01188         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.41it/s]
     40/499      4.32G    0.02321    0.01622    0.01188         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
     40/499      4.32G    0.02333    0.01621    0.01193         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
     40/499      4.32G    0.02333    0.01621    0.01193         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     40/499      4.32G     0.0234    0.01628     0.0119         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     40/499      4.32G     0.0234    0.01628     0.0119         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
     40/499      4.32G     0.0234    0.01626    0.01204         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
     40/499      4.32G     0.0234    0.01626    0.01204         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     40/499      4.32G    0.02343    0.01631    0.01193         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     40/499      4.32G    0.02343    0.01631    0.01193         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
     40/499      4.32G    0.02344    0.01639    0.01187         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
     40/499      4.32G    0.02344    0.01639    0.01187         86        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     40/499      4.32G    0.02345    0.01632    0.01186         65        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     40/499      4.32G    0.02345    0.01632    0.01186         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     40/499      4.32G     0.0234    0.01625    0.01175         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     40/499      4.32G     0.0234    0.01625    0.01175         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     40/499      4.32G    0.02337    0.01628     0.0118         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     40/499      4.32G    0.02337    0.01628     0.0118         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     40/499      4.32G    0.02336    0.01624    0.01203         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     40/499      4.32G    0.02336    0.01624    0.01203         67        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
     40/499      4.32G    0.02336    0.01636      0.012         94        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
     40/499      4.32G    0.02336    0.01636      0.012         94        640:  92%|#########2| 37/40 [00:06<00:00,  5.26it/s]
     40/499      4.32G    0.02332    0.01633    0.01193         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
     40/499      4.32G    0.02332    0.01633    0.01193         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     40/499      4.32G    0.02338    0.01637    0.01191         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     40/499      4.32G    0.02338    0.01637    0.01191         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     40/499      4.32G    0.02331    0.01632    0.01181         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     40/499      4.32G    0.02331    0.01632    0.01181         35        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
     40/499      4.32G    0.02331    0.01632    0.01181         35        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.57it/s]
                   all        132        263      0.532     0.0123    0.00541    0.00158

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     41/499      4.32G    0.02128    0.01871    0.01182         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
     41/499      4.32G    0.02128    0.01871    0.01182         78        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     41/499      4.32G    0.02345    0.01722    0.01367         67        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     41/499      4.32G    0.02345    0.01722    0.01367         67        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
     41/499      4.32G    0.02324    0.01673    0.01243         71        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
     41/499      4.32G    0.02324    0.01673    0.01243         71        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     41/499      4.32G    0.02317    0.01724    0.01194         85        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     41/499      4.32G    0.02317    0.01724    0.01194         85        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
     41/499      4.32G    0.02325    0.01721    0.01175         77        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
     41/499      4.32G    0.02325    0.01721    0.01175         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
     41/499      4.32G    0.02323    0.01706    0.01241         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
     41/499      4.32G    0.02323    0.01706    0.01241         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     41/499      4.32G    0.02342    0.01711    0.01159         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     41/499      4.32G    0.02342    0.01711    0.01159         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     41/499      4.32G    0.02323    0.01703    0.01124         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     41/499      4.32G    0.02323    0.01703    0.01124         74        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     41/499      4.32G    0.02312    0.01683    0.01126         70        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     41/499      4.32G    0.02312    0.01683    0.01126         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
     41/499      4.32G    0.02297    0.01658    0.01098         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
     41/499      4.32G    0.02297    0.01658    0.01098         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.42it/s]
     41/499      4.32G      0.023    0.01679    0.01127         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.42it/s]
     41/499      4.32G      0.023    0.01679    0.01127         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     41/499      4.32G    0.02308    0.01687    0.01121         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     41/499      4.32G    0.02308    0.01687    0.01121         67        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
     41/499      4.32G    0.02323    0.01677    0.01129         70        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
     41/499      4.32G    0.02323    0.01677    0.01129         70        640:  32%|###2      | 13/40 [00:02<00:04,  5.41it/s]
     41/499      4.32G    0.02294    0.01655    0.01129         66        640:  32%|###2      | 13/40 [00:02<00:04,  5.41it/s]
     41/499      4.32G    0.02294    0.01655    0.01129         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     41/499      4.32G    0.02301    0.01653    0.01133         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     41/499      4.32G    0.02301    0.01653    0.01133         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
     41/499      4.32G    0.02323    0.01653     0.0114         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
     41/499      4.32G    0.02323    0.01653     0.0114         68        640:  40%|####      | 16/40 [00:02<00:04,  5.44it/s]
     41/499      4.32G    0.02323    0.01665    0.01158         73        640:  40%|####      | 16/40 [00:03<00:04,  5.44it/s]
     41/499      4.32G    0.02323    0.01665    0.01158         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     41/499      4.32G    0.02324    0.01683    0.01176         90        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     41/499      4.32G    0.02324    0.01683    0.01176         90        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
     41/499      4.32G    0.02321    0.01679    0.01158         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
     41/499      4.32G    0.02321    0.01679    0.01158         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.43it/s]
     41/499      4.32G    0.02319     0.0167    0.01144         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.43it/s]
     41/499      4.32G    0.02319     0.0167    0.01144         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
     41/499      4.32G    0.02318    0.01682    0.01144         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
     41/499      4.32G    0.02318    0.01682    0.01144         87        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
     41/499      4.32G    0.02316    0.01693     0.0113         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
     41/499      4.32G    0.02316    0.01693     0.0113         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.44it/s]
     41/499      4.32G    0.02308    0.01702    0.01121         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.44it/s]
     41/499      4.32G    0.02308    0.01702    0.01121         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     41/499      4.32G    0.02305     0.0172    0.01103         95        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     41/499      4.32G    0.02305     0.0172    0.01103         95        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
     41/499      4.32G     0.0231    0.01715    0.01095         68        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
     41/499      4.32G     0.0231    0.01715    0.01095         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
     41/499      4.32G    0.02305    0.01714    0.01116         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
     41/499      4.32G    0.02305    0.01714    0.01116         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
     41/499      4.32G    0.02306    0.01708    0.01107         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
     41/499      4.32G    0.02306    0.01708    0.01107         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
     41/499      4.32G     0.0231    0.01704     0.0111         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.35it/s]
     41/499      4.32G     0.0231    0.01704     0.0111         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
     41/499      4.32G    0.02308    0.01703    0.01107         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
     41/499      4.32G    0.02308    0.01703    0.01107         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     41/499      4.32G    0.02316    0.01709    0.01114         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     41/499      4.32G    0.02316    0.01709    0.01114         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     41/499      4.32G     0.0232    0.01706    0.01111         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     41/499      4.32G     0.0232    0.01706    0.01111         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.39it/s]
     41/499      4.32G    0.02325    0.01708    0.01111         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.39it/s]
     41/499      4.32G    0.02325    0.01708    0.01111         72        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     41/499      4.32G    0.02314    0.01696    0.01109         67        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     41/499      4.32G    0.02314    0.01696    0.01109         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     41/499      4.32G    0.02318    0.01694    0.01108         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     41/499      4.32G    0.02318    0.01694    0.01108         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
     41/499      4.32G    0.02321    0.01688    0.01108         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
     41/499      4.32G    0.02321    0.01688    0.01108         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     41/499      4.32G    0.02324    0.01698    0.01103         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     41/499      4.32G    0.02324    0.01698    0.01103         84        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     41/499      4.32G    0.02322    0.01687    0.01096         55        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     41/499      4.32G    0.02322    0.01687    0.01096         55        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
     41/499      4.32G    0.02318    0.01692     0.0109         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
     41/499      4.32G    0.02318    0.01692     0.0109         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     41/499      4.32G    0.02326    0.01705    0.01096         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     41/499      4.32G    0.02326    0.01705    0.01096         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     41/499      4.32G    0.02323    0.01699    0.01095         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     41/499      4.32G    0.02323    0.01699    0.01095         33        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
     41/499      4.32G    0.02323    0.01699    0.01095         33        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.53it/s]
                   all        132        263       0.31     0.0108      0.019    0.00817

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     42/499      4.32G    0.02327    0.01725   0.009078         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     42/499      4.32G    0.02327    0.01725   0.009078         81        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     42/499      4.32G    0.02381    0.01777    0.01058         73        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     42/499      4.32G    0.02381    0.01777    0.01058         73        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     42/499      4.32G    0.02506     0.0185     0.0113         77        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     42/499      4.32G    0.02506     0.0185     0.0113         77        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     42/499      4.32G    0.02425     0.0175    0.01078         66        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
     42/499      4.32G    0.02425     0.0175    0.01078         66        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
     42/499      4.32G    0.02418    0.01704    0.01184         62        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
     42/499      4.32G    0.02418    0.01704    0.01184         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
     42/499      4.32G    0.02395    0.01735    0.01121         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
     42/499      4.32G    0.02395    0.01735    0.01121         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     42/499      4.32G    0.02388    0.01731    0.01171         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     42/499      4.32G    0.02388    0.01731    0.01171         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
     42/499      4.32G     0.0238    0.01714    0.01194         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
     42/499      4.32G     0.0238    0.01714    0.01194         70        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     42/499      4.32G    0.02372    0.01729    0.01194         86        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     42/499      4.32G    0.02372    0.01729    0.01194         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     42/499      4.32G    0.02363    0.01739      0.012         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     42/499      4.32G    0.02363    0.01739      0.012         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
     42/499      4.32G    0.02345    0.01728    0.01148         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
     42/499      4.32G    0.02345    0.01728    0.01148         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     42/499      4.32G    0.02343     0.0172     0.0111         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     42/499      4.32G    0.02343     0.0172     0.0111         73        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
     42/499      4.32G     0.0237    0.01699    0.01147         57        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
     42/499      4.32G     0.0237    0.01699    0.01147         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     42/499      4.32G    0.02353    0.01674    0.01155         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     42/499      4.32G    0.02353    0.01674    0.01155         58        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     42/499      4.32G    0.02339     0.0166    0.01146         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     42/499      4.32G    0.02339     0.0166    0.01146         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
     42/499      4.32G    0.02354    0.01677    0.01143         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
     42/499      4.32G    0.02354    0.01677    0.01143         78        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     42/499      4.32G    0.02355    0.01688    0.01157         83        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     42/499      4.32G    0.02355    0.01688    0.01157         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
     42/499      4.32G    0.02338    0.01709    0.01151         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
     42/499      4.32G    0.02338    0.01709    0.01151         93        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
     42/499      4.32G    0.02344     0.0172    0.01137         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
     42/499      4.32G    0.02344     0.0172    0.01137         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
     42/499      4.32G    0.02331    0.01729    0.01132         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
     42/499      4.32G    0.02331    0.01729    0.01132         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
     42/499      4.32G    0.02326    0.01723    0.01115         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
     42/499      4.32G    0.02326    0.01723    0.01115         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.42it/s]
     42/499      4.32G    0.02318    0.01733    0.01107         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.42it/s]
     42/499      4.32G    0.02318    0.01733    0.01107         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     42/499      4.32G    0.02317    0.01717    0.01089         59        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     42/499      4.32G    0.02317    0.01717    0.01089         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     42/499      4.32G    0.02314    0.01706    0.01086         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     42/499      4.32G    0.02314    0.01706    0.01086         69        640:  60%|######    | 24/40 [00:04<00:02,  5.43it/s]
     42/499      4.32G    0.02313    0.01703    0.01078         75        640:  60%|######    | 24/40 [00:04<00:02,  5.43it/s]
     42/499      4.32G    0.02313    0.01703    0.01078         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     42/499      4.32G    0.02316    0.01718    0.01075         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     42/499      4.32G    0.02316    0.01718    0.01075         84        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
     42/499      4.32G    0.02318    0.01722    0.01069         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
     42/499      4.32G    0.02318    0.01722    0.01069         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     42/499      4.32G    0.02322    0.01712     0.0108         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     42/499      4.32G    0.02322    0.01712     0.0108         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
     42/499      4.32G     0.0232    0.01715    0.01065         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
     42/499      4.32G     0.0232    0.01715    0.01065         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     42/499      4.32G    0.02321    0.01711    0.01067         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     42/499      4.32G    0.02321    0.01711    0.01067         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     42/499      4.32G    0.02313    0.01714    0.01054         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     42/499      4.32G    0.02313    0.01714    0.01054         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
     42/499      4.32G    0.02312    0.01723     0.0106         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
     42/499      4.32G    0.02312    0.01723     0.0106         91        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
     42/499      4.32G    0.02317    0.01715    0.01054         68        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
     42/499      4.32G    0.02317    0.01715    0.01054         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
     42/499      4.32G    0.02323    0.01715     0.0106         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.38it/s]
     42/499      4.32G    0.02323    0.01715     0.0106         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
     42/499      4.32G    0.02324    0.01721    0.01055         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
     42/499      4.32G    0.02324    0.01721    0.01055         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     42/499      4.32G    0.02332    0.01722    0.01051         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     42/499      4.32G    0.02332    0.01722    0.01051         78        640:  90%|######### | 36/40 [00:06<00:00,  5.38it/s]
     42/499      4.32G    0.02336    0.01722    0.01053         75        640:  90%|######### | 36/40 [00:06<00:00,  5.38it/s]
     42/499      4.32G    0.02336    0.01722    0.01053         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.25it/s]
     42/499      4.32G    0.02337    0.01725    0.01055         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     42/499      4.32G    0.02337    0.01725    0.01055         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     42/499      4.32G     0.0234    0.01717    0.01058         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     42/499      4.32G     0.0234    0.01717    0.01058         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
     42/499      4.32G    0.02334    0.01719    0.01058         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
     42/499      4.32G    0.02334    0.01719    0.01058         36        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
     42/499      4.32G    0.02334    0.01719    0.01058         36        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.55it/s]
                   all        132        263      0.576     0.0263     0.0238     0.0106

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     43/499      4.32G    0.02508    0.02042   0.009883         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
     43/499      4.32G    0.02508    0.02042   0.009883         83        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
     43/499      4.32G    0.02415    0.02011    0.01063         92        640:   2%|2         | 1/40 [00:00<00:07,  5.29it/s]
     43/499      4.32G    0.02415    0.02011    0.01063         92        640:   5%|5         | 2/40 [00:00<00:06,  5.43it/s]
     43/499      4.32G    0.02394     0.0189    0.01076         67        640:   5%|5         | 2/40 [00:00<00:06,  5.43it/s]
     43/499      4.32G    0.02394     0.0189    0.01076         67        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
     43/499      4.32G    0.02392    0.01807   0.009924         63        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
     43/499      4.32G    0.02392    0.01807   0.009924         63        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
     43/499      4.32G    0.02349    0.01775    0.01009         73        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
     43/499      4.32G    0.02349    0.01775    0.01009         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
     43/499      4.32G    0.02331    0.01698   0.009652         59        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
     43/499      4.32G    0.02331    0.01698   0.009652         59        640:  15%|#5        | 6/40 [00:01<00:07,  4.82it/s]
     43/499      4.32G    0.02297    0.01681    0.01005         74        640:  15%|#5        | 6/40 [00:01<00:07,  4.82it/s]
     43/499      4.32G    0.02297    0.01681    0.01005         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.00it/s]
     43/499      4.32G    0.02293    0.01711    0.01045         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.00it/s]
     43/499      4.32G    0.02293    0.01711    0.01045         82        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
     43/499      4.32G    0.02295    0.01704     0.0106         70        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
     43/499      4.32G    0.02295    0.01704     0.0106         70        640:  22%|##2       | 9/40 [00:01<00:06,  5.06it/s]
     43/499      4.32G    0.02288    0.01712    0.01072         80        640:  22%|##2       | 9/40 [00:01<00:06,  5.06it/s]
     43/499      4.32G    0.02288    0.01712    0.01072         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
     43/499      4.32G     0.0228    0.01732    0.01053         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
     43/499      4.32G     0.0228    0.01732    0.01053         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     43/499      4.32G    0.02285    0.01732    0.01063         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     43/499      4.32G    0.02285    0.01732    0.01063         74        640:  30%|###       | 12/40 [00:02<00:05,  5.11it/s]
     43/499      4.32G    0.02293    0.01713    0.01071         60        640:  30%|###       | 12/40 [00:02<00:05,  5.11it/s]
     43/499      4.32G    0.02293    0.01713    0.01071         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     43/499      4.32G    0.02297    0.01709    0.01068         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     43/499      4.32G    0.02297    0.01709    0.01068         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     43/499      4.32G    0.02288    0.01702    0.01042         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     43/499      4.32G    0.02288    0.01702    0.01042         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
     43/499      4.32G    0.02293    0.01704    0.01072         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
     43/499      4.32G    0.02293    0.01704    0.01072         78        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     43/499      4.32G    0.02284     0.0172    0.01075         89        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     43/499      4.32G    0.02284     0.0172    0.01075         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
     43/499      4.32G    0.02283    0.01713    0.01085         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
     43/499      4.32G    0.02283    0.01713    0.01085         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     43/499      4.32G    0.02275    0.01704    0.01089         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     43/499      4.32G    0.02275    0.01704    0.01089         63        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
     43/499      4.32G    0.02268    0.01707    0.01072         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
     43/499      4.32G    0.02268    0.01707    0.01072         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     43/499      4.32G    0.02268    0.01702    0.01063         69        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
     43/499      4.32G    0.02268    0.01702    0.01063         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     43/499      4.32G    0.02274    0.01689    0.01071         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     43/499      4.32G    0.02274    0.01689    0.01071         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
     43/499      4.32G    0.02273    0.01701    0.01064         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
     43/499      4.32G    0.02273    0.01701    0.01064         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     43/499      4.32G    0.02288    0.01699    0.01059         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     43/499      4.32G    0.02288    0.01699    0.01059         75        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     43/499      4.32G    0.02286    0.01687     0.0106         67        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     43/499      4.32G    0.02286    0.01687     0.0106         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
     43/499      4.32G    0.02287    0.01688    0.01045         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
     43/499      4.32G    0.02287    0.01688    0.01045         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
     43/499      4.32G    0.02276    0.01673    0.01051         58        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
     43/499      4.32G    0.02276    0.01673    0.01051         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     43/499      4.32G    0.02281    0.01669    0.01046         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     43/499      4.32G    0.02281    0.01669    0.01046         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     43/499      4.32G    0.02281    0.01669    0.01066         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     43/499      4.32G    0.02281    0.01669    0.01066         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
     43/499      4.32G    0.02275    0.01676    0.01066         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
     43/499      4.32G    0.02275    0.01676    0.01066         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
     43/499      4.32G    0.02272    0.01683    0.01063         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
     43/499      4.32G    0.02272    0.01683    0.01063         92        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     43/499      4.32G    0.02273    0.01674    0.01066         59        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
     43/499      4.32G    0.02273    0.01674    0.01066         59        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
     43/499      4.32G    0.02268    0.01676     0.0106         86        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
     43/499      4.32G    0.02268    0.01676     0.0106         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     43/499      4.32G    0.02271    0.01679    0.01087         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     43/499      4.32G    0.02271    0.01679    0.01087         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     43/499      4.32G    0.02272    0.01683    0.01085         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     43/499      4.32G    0.02272    0.01683    0.01085         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     43/499      4.32G    0.02276    0.01674    0.01087         54        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     43/499      4.32G    0.02276    0.01674    0.01087         54        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
     43/499      4.32G    0.02274    0.01672     0.0109         68        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
     43/499      4.32G    0.02274    0.01672     0.0109         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     43/499      4.32G    0.02278    0.01664     0.0109         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     43/499      4.32G    0.02278    0.01664     0.0109         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
     43/499      4.32G    0.02281    0.01672    0.01103         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
     43/499      4.32G    0.02281    0.01672    0.01103         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
     43/499      4.32G    0.02285    0.01683    0.01089         51        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
     43/499      4.32G    0.02285    0.01683    0.01089         51        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     43/499      4.32G    0.02285    0.01683    0.01089         51        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263      0.195     0.0126    0.00862    0.00298

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     44/499      4.32G    0.02253    0.01529    0.01096         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     44/499      4.32G    0.02253    0.01529    0.01096         71        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     44/499      4.32G    0.02278    0.01654    0.01123         80        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     44/499      4.32G    0.02278    0.01654    0.01123         80        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
     44/499      4.32G    0.02243    0.01653    0.01072         77        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
     44/499      4.32G    0.02243    0.01653    0.01072         77        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
     44/499      4.32G     0.0223    0.01672    0.01018         84        640:   8%|7         | 3/40 [00:00<00:07,  5.22it/s]
     44/499      4.32G     0.0223    0.01672    0.01018         84        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     44/499      4.32G    0.02301    0.01669    0.01025         67        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     44/499      4.32G    0.02301    0.01669    0.01025         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.14it/s]
     44/499      4.32G    0.02273    0.01631    0.01006         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.14it/s]
     44/499      4.32G    0.02273    0.01631    0.01006         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     44/499      4.32G    0.02286    0.01644    0.01042         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     44/499      4.32G    0.02286    0.01644    0.01042         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     44/499      4.32G     0.0228    0.01661    0.01047         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     44/499      4.32G     0.0228    0.01661    0.01047         75        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     44/499      4.32G    0.02297    0.01658    0.01055         72        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     44/499      4.32G    0.02297    0.01658    0.01055         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     44/499      4.32G     0.0234     0.0166    0.01062         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     44/499      4.32G     0.0234     0.0166    0.01062         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
     44/499      4.32G    0.02334    0.01652    0.01051         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
     44/499      4.32G    0.02334    0.01652    0.01051         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     44/499      4.32G    0.02342    0.01684    0.01085         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     44/499      4.32G    0.02342    0.01684    0.01085         87        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
     44/499      4.32G     0.0233    0.01688    0.01061         78        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
     44/499      4.32G     0.0233    0.01688    0.01061         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     44/499      4.32G    0.02358    0.01667    0.01109         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     44/499      4.32G    0.02358    0.01667    0.01109         56        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
     44/499      4.32G    0.02342    0.01645    0.01099         64        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
     44/499      4.32G    0.02342    0.01645    0.01099         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
     44/499      4.32G    0.02356    0.01659     0.0114         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
     44/499      4.32G    0.02356    0.01659     0.0114         75        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     44/499      4.32G    0.02345    0.01669    0.01124         82        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     44/499      4.32G    0.02345    0.01669    0.01124         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     44/499      4.32G    0.02349    0.01667    0.01125         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     44/499      4.32G    0.02349    0.01667    0.01125         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     44/499      4.32G     0.0235     0.0166    0.01122         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     44/499      4.32G     0.0235     0.0166    0.01122         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
     44/499      4.32G    0.02346    0.01661     0.0113         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
     44/499      4.32G    0.02346    0.01661     0.0113         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     44/499      4.32G     0.0235    0.01653    0.01157         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     44/499      4.32G     0.0235    0.01653    0.01157         66        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
     44/499      4.32G    0.02362    0.01655    0.01173         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
     44/499      4.32G    0.02362    0.01655    0.01173         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
     44/499      4.32G     0.0235    0.01651    0.01166         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
     44/499      4.32G     0.0235    0.01651    0.01166         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     44/499      4.32G    0.02342    0.01649    0.01157         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     44/499      4.32G    0.02342    0.01649    0.01157         70        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
     44/499      4.32G    0.02343    0.01642     0.0114         74        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
     44/499      4.32G    0.02343    0.01642     0.0114         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
     44/499      4.32G    0.02337    0.01648    0.01135         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
     44/499      4.32G    0.02337    0.01648    0.01135         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
     44/499      4.32G    0.02349    0.01631     0.0112         48        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
     44/499      4.32G    0.02349    0.01631     0.0112         48        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
     44/499      4.32G    0.02357    0.01634     0.0111         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
     44/499      4.32G    0.02357    0.01634     0.0111         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     44/499      4.32G     0.0235    0.01626    0.01108         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     44/499      4.32G     0.0235    0.01626    0.01108         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     44/499      4.32G    0.02337    0.01628    0.01097         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     44/499      4.32G    0.02337    0.01628    0.01097         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
     44/499      4.32G    0.02335    0.01637     0.0109         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
     44/499      4.32G    0.02335    0.01637     0.0109         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.40it/s]
     44/499      4.32G    0.02334    0.01647    0.01098         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.40it/s]
     44/499      4.32G    0.02334    0.01647    0.01098         82        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     44/499      4.32G    0.02333    0.01659    0.01096         86        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     44/499      4.32G    0.02333    0.01659    0.01096         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     44/499      4.32G    0.02325    0.01657    0.01103         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
     44/499      4.32G    0.02325    0.01657    0.01103         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
     44/499      4.32G    0.02326    0.01656      0.011         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
     44/499      4.32G    0.02326    0.01656      0.011         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     44/499      4.32G    0.02331    0.01665    0.01103         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     44/499      4.32G    0.02331    0.01665    0.01103         84        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
     44/499      4.32G    0.02333    0.01672    0.01092         83        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
     44/499      4.32G    0.02333    0.01672    0.01092         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
     44/499      4.32G    0.02337    0.01678    0.01089         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
     44/499      4.32G    0.02337    0.01678    0.01089         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
     44/499      4.32G    0.02332    0.01682    0.01083         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
     44/499      4.32G    0.02332    0.01682    0.01083         89        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     44/499      4.32G    0.02336    0.01676    0.01079         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     44/499      4.32G    0.02336    0.01676    0.01079         32        640: 100%|##########| 40/40 [00:07<00:00,  5.48it/s]
     44/499      4.32G    0.02336    0.01676    0.01079         32        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263     0.0326     0.0359     0.0294    0.00754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     45/499      4.32G     0.0231    0.01893    0.01587         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     45/499      4.32G     0.0231    0.01893    0.01587         77        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     45/499      4.32G    0.02374    0.01796    0.01523         73        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     45/499      4.32G    0.02374    0.01796    0.01523         73        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
     45/499      4.32G    0.02368    0.01772     0.0133         84        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
     45/499      4.32G    0.02368    0.01772     0.0133         84        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
     45/499      4.32G     0.0241    0.01706    0.01241         70        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
     45/499      4.32G     0.0241    0.01706    0.01241         70        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
     45/499      4.32G    0.02349    0.01677    0.01155         74        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
     45/499      4.32G    0.02349    0.01677    0.01155         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
     45/499      4.32G    0.02369    0.01634    0.01222         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
     45/499      4.32G    0.02369    0.01634    0.01222         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
     45/499      4.32G    0.02333      0.016    0.01149         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
     45/499      4.32G    0.02333      0.016    0.01149         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     45/499      4.32G    0.02303    0.01609    0.01131         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     45/499      4.32G    0.02303    0.01609    0.01131         77        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
     45/499      4.32G    0.02308    0.01591    0.01138         60        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
     45/499      4.32G    0.02308    0.01591    0.01138         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
     45/499      4.32G    0.02338    0.01573    0.01171         55        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
     45/499      4.32G    0.02338    0.01573    0.01171         55        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     45/499      4.32G    0.02349    0.01599    0.01186         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     45/499      4.32G    0.02349    0.01599    0.01186         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     45/499      4.32G    0.02355    0.01616    0.01151         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
     45/499      4.32G    0.02355    0.01616    0.01151         78        640:  30%|###       | 12/40 [00:02<00:05,  5.42it/s]
     45/499      4.32G    0.02343    0.01618    0.01126         75        640:  30%|###       | 12/40 [00:02<00:05,  5.42it/s]
     45/499      4.32G    0.02343    0.01618    0.01126         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     45/499      4.32G    0.02335    0.01618    0.01152         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     45/499      4.32G    0.02335    0.01618    0.01152         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     45/499      4.32G    0.02357    0.01618    0.01189         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     45/499      4.32G    0.02357    0.01618    0.01189         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.40it/s]
     45/499      4.32G    0.02343    0.01624    0.01174         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.40it/s]
     45/499      4.32G    0.02343    0.01624    0.01174         76        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     45/499      4.32G    0.02333    0.01641    0.01176         85        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     45/499      4.32G    0.02333    0.01641    0.01176         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
     45/499      4.32G    0.02338    0.01648    0.01164         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
     45/499      4.32G    0.02338    0.01648    0.01164         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
     45/499      4.32G    0.02359    0.01646    0.01189         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
     45/499      4.32G    0.02359    0.01646    0.01189         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     45/499      4.32G    0.02354    0.01646    0.01178         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     45/499      4.32G    0.02354    0.01646    0.01178         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
     45/499      4.32G    0.02352    0.01654    0.01175         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.36it/s]
     45/499      4.32G    0.02352    0.01654    0.01175         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.42it/s]
     45/499      4.32G    0.02341     0.0167    0.01198         91        640:  52%|#####2    | 21/40 [00:04<00:03,  5.42it/s]
     45/499      4.32G    0.02341     0.0167    0.01198         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
     45/499      4.32G    0.02342    0.01695    0.01177         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
     45/499      4.32G    0.02342    0.01695    0.01177         93        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
     45/499      4.32G    0.02334    0.01685    0.01177         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
     45/499      4.32G    0.02334    0.01685    0.01177         64        640:  60%|######    | 24/40 [00:04<00:02,  5.44it/s]
     45/499      4.32G    0.02358    0.01685    0.01199         67        640:  60%|######    | 24/40 [00:04<00:02,  5.44it/s]
     45/499      4.32G    0.02358    0.01685    0.01199         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     45/499      4.32G    0.02359    0.01688    0.01195         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     45/499      4.32G    0.02359    0.01688    0.01195         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
     45/499      4.32G     0.0236    0.01688    0.01201         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
     45/499      4.32G     0.0236    0.01688    0.01201         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
     45/499      4.32G    0.02368    0.01692    0.01192         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
     45/499      4.32G    0.02368    0.01692    0.01192         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     45/499      4.32G    0.02365    0.01698    0.01185         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     45/499      4.32G    0.02365    0.01698    0.01185         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     45/499      4.32G    0.02359    0.01687    0.01167         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     45/499      4.32G    0.02359    0.01687    0.01167         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.41it/s]
     45/499      4.32G    0.02352    0.01682    0.01153         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.41it/s]
     45/499      4.32G    0.02352    0.01682    0.01153         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
     45/499      4.32G    0.02345    0.01678    0.01168         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
     45/499      4.32G    0.02345    0.01678    0.01168         68        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
     45/499      4.32G    0.02341    0.01678     0.0116         76        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
     45/499      4.32G    0.02341    0.01678     0.0116         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.41it/s]
     45/499      4.32G    0.02338    0.01669     0.0116         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.41it/s]
     45/499      4.32G    0.02338    0.01669     0.0116         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
     45/499      4.32G    0.02335     0.0168    0.01161         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
     45/499      4.32G    0.02335     0.0168    0.01161         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     45/499      4.32G    0.02329    0.01681    0.01174         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     45/499      4.32G    0.02329    0.01681    0.01174         78        640:  90%|######### | 36/40 [00:06<00:00,  5.40it/s]
     45/499      4.32G    0.02335    0.01686     0.0117         79        640:  90%|######### | 36/40 [00:06<00:00,  5.40it/s]
     45/499      4.32G    0.02335    0.01686     0.0117         79        640:  92%|#########2| 37/40 [00:06<00:00,  5.26it/s]
     45/499      4.32G    0.02333    0.01687    0.01157         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
     45/499      4.32G    0.02333    0.01687    0.01157         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
     45/499      4.32G    0.02326    0.01683    0.01163         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
     45/499      4.32G    0.02326    0.01683    0.01163         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.41it/s]
     45/499      4.32G    0.02321    0.01674    0.01158         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.41it/s]
     45/499      4.32G    0.02321    0.01674    0.01158         32        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
     45/499      4.32G    0.02321    0.01674    0.01158         32        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263      0.518    0.00351    0.00253   0.000879

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     46/499      4.32G    0.02457    0.01618    0.01584         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
     46/499      4.32G    0.02457    0.01618    0.01584         68        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     46/499      4.32G    0.02561    0.01625    0.01276         67        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     46/499      4.32G    0.02561    0.01625    0.01276         67        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     46/499      4.32G    0.02457    0.01662    0.01401         81        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
     46/499      4.32G    0.02457    0.01662    0.01401         81        640:   8%|7         | 3/40 [00:00<00:07,  5.10it/s]
     46/499      4.32G    0.02387    0.01654    0.01269         78        640:   8%|7         | 3/40 [00:00<00:07,  5.10it/s]
     46/499      4.32G    0.02387    0.01654    0.01269         78        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
     46/499      4.32G    0.02386    0.01689    0.01312         76        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
     46/499      4.32G    0.02386    0.01689    0.01312         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
     46/499      4.32G    0.02315    0.01669    0.01177         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
     46/499      4.32G    0.02315    0.01669    0.01177         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     46/499      4.32G    0.02287     0.0163    0.01189         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     46/499      4.32G    0.02287     0.0163    0.01189         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
     46/499      4.32G    0.02309      0.017    0.01147         95        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
     46/499      4.32G    0.02309      0.017    0.01147         95        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     46/499      4.32G    0.02273    0.01679    0.01131         70        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
     46/499      4.32G    0.02273    0.01679    0.01131         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
     46/499      4.32G    0.02294    0.01679    0.01155         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
     46/499      4.32G    0.02294    0.01679    0.01155         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
     46/499      4.32G    0.02276    0.01691    0.01148         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
     46/499      4.32G    0.02276    0.01691    0.01148         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
     46/499      4.32G    0.02307    0.01708    0.01129         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
     46/499      4.32G    0.02307    0.01708    0.01129         77        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     46/499      4.32G     0.0229    0.01692     0.0112         75        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     46/499      4.32G     0.0229    0.01692     0.0112         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     46/499      4.32G    0.02288    0.01682     0.0113         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     46/499      4.32G    0.02288    0.01682     0.0113         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
     46/499      4.32G    0.02296    0.01681    0.01122         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
     46/499      4.32G    0.02296    0.01681    0.01122         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
     46/499      4.32G    0.02298    0.01685    0.01119         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
     46/499      4.32G    0.02298    0.01685    0.01119         77        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
     46/499      4.32G    0.02293     0.0167      0.011         69        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
     46/499      4.32G    0.02293     0.0167      0.011         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
     46/499      4.32G    0.02283    0.01668    0.01079         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
     46/499      4.32G    0.02283    0.01668    0.01079         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     46/499      4.32G    0.02285    0.01693    0.01076         90        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     46/499      4.32G    0.02285    0.01693    0.01076         90        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     46/499      4.32G    0.02272    0.01674    0.01082         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
     46/499      4.32G    0.02272    0.01674    0.01082         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     46/499      4.32G    0.02273    0.01662    0.01102         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     46/499      4.32G    0.02273    0.01662    0.01102         62        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
     46/499      4.32G     0.0228    0.01657    0.01086         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
     46/499      4.32G     0.0228    0.01657    0.01086         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     46/499      4.32G    0.02282    0.01659    0.01079         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     46/499      4.32G    0.02282    0.01659    0.01079         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
     46/499      4.32G    0.02294    0.01663    0.01079         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.39it/s]
     46/499      4.32G    0.02294    0.01663    0.01079         78        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     46/499      4.32G    0.02294    0.01654    0.01089         68        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     46/499      4.32G    0.02294    0.01654    0.01089         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
     46/499      4.32G    0.02295    0.01649    0.01099         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
     46/499      4.32G    0.02295    0.01649    0.01099         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.45it/s]
     46/499      4.32G    0.02286    0.01645    0.01098         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.45it/s]
     46/499      4.32G    0.02286    0.01645    0.01098         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     46/499      4.32G     0.0229    0.01658    0.01099         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     46/499      4.32G     0.0229    0.01658    0.01099         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
     46/499      4.32G    0.02291    0.01665    0.01092         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
     46/499      4.32G    0.02291    0.01665    0.01092         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.44it/s]
     46/499      4.32G    0.02296    0.01669    0.01084         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.44it/s]
     46/499      4.32G    0.02296    0.01669    0.01084         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     46/499      4.32G    0.02296    0.01672    0.01078         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     46/499      4.32G    0.02296    0.01672    0.01078         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
     46/499      4.32G    0.02296    0.01674    0.01078         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
     46/499      4.32G    0.02296    0.01674    0.01078         80        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
     46/499      4.32G    0.02298     0.0167    0.01085         67        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
     46/499      4.32G    0.02298     0.0167    0.01085         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     46/499      4.32G    0.02295    0.01667    0.01069         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     46/499      4.32G    0.02295    0.01667    0.01069         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     46/499      4.32G     0.0229    0.01657    0.01069         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     46/499      4.32G     0.0229    0.01657    0.01069         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
     46/499      4.32G    0.02286    0.01655    0.01056         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
     46/499      4.32G    0.02286    0.01655    0.01056         74        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
     46/499      4.32G     0.0228    0.01654    0.01058         76        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
     46/499      4.32G     0.0228    0.01654    0.01058         76        640:  92%|#########2| 37/40 [00:06<00:00,  5.32it/s]
     46/499      4.32G    0.02286    0.01651     0.0105         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
     46/499      4.32G    0.02286    0.01651     0.0105         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
     46/499      4.32G    0.02284    0.01652    0.01047         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
     46/499      4.32G    0.02284    0.01652    0.01047         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     46/499      4.32G    0.02282    0.01663    0.01046         52        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     46/499      4.32G    0.02282    0.01663    0.01046         52        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
     46/499      4.32G    0.02282    0.01663    0.01046         52        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.67it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.57it/s]
                   all        132        263      0.559     0.0175      0.011    0.00504

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     47/499      4.32G    0.02338    0.01631   0.009008         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     47/499      4.32G    0.02338    0.01631   0.009008         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     47/499      4.32G    0.02304    0.01507    0.01716         63        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     47/499      4.32G    0.02304    0.01507    0.01716         63        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     47/499      4.32G    0.02286    0.01561    0.01442         75        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     47/499      4.32G    0.02286    0.01561    0.01442         75        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     47/499      4.32G    0.02312    0.01609    0.01395         74        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     47/499      4.32G    0.02312    0.01609    0.01395         74        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     47/499      4.32G    0.02323    0.01581    0.01298         70        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     47/499      4.32G    0.02323    0.01581    0.01298         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
     47/499      4.32G     0.0231    0.01582    0.01244         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
     47/499      4.32G     0.0231    0.01582    0.01244         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
     47/499      4.32G    0.02292    0.01613    0.01149         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
     47/499      4.32G    0.02292    0.01613    0.01149         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
     47/499      4.32G     0.0231    0.01632    0.01104         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
     47/499      4.32G     0.0231    0.01632    0.01104         81        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     47/499      4.32G    0.02326    0.01638    0.01048         77        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     47/499      4.32G    0.02326    0.01638    0.01048         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     47/499      4.32G    0.02332    0.01634     0.0111         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     47/499      4.32G    0.02332    0.01634     0.0111         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
     47/499      4.32G    0.02338    0.01617    0.01081         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
     47/499      4.32G    0.02338    0.01617    0.01081         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     47/499      4.32G    0.02342      0.016    0.01088         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     47/499      4.32G    0.02342      0.016    0.01088         67        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
     47/499      4.32G    0.02313    0.01585     0.0108         69        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
     47/499      4.32G    0.02313    0.01585     0.0108         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     47/499      4.32G    0.02314    0.01609    0.01064         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     47/499      4.32G    0.02314    0.01609    0.01064         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     47/499      4.32G    0.02303    0.01631    0.01088         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     47/499      4.32G    0.02303    0.01631    0.01088         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
     47/499      4.32G    0.02301    0.01629    0.01071         66        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
     47/499      4.32G    0.02301    0.01629    0.01071         66        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
     47/499      4.32G    0.02289    0.01628    0.01136         76        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
     47/499      4.32G    0.02289    0.01628    0.01136         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     47/499      4.32G    0.02301    0.01634    0.01155         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     47/499      4.32G    0.02301    0.01634    0.01155         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     47/499      4.32G    0.02307     0.0163    0.01152         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     47/499      4.32G    0.02307     0.0163    0.01152         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
     47/499      4.32G    0.02319    0.01632    0.01137         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
     47/499      4.32G    0.02319    0.01632    0.01137         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
     47/499      4.32G    0.02306    0.01637    0.01149         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
     47/499      4.32G    0.02306    0.01637    0.01149         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
     47/499      4.32G     0.0231     0.0164     0.0115         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
     47/499      4.32G     0.0231     0.0164     0.0115         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
     47/499      4.32G    0.02303     0.0165    0.01141         95        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
     47/499      4.32G    0.02303     0.0165    0.01141         95        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
     47/499      4.32G    0.02292    0.01649    0.01115         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
     47/499      4.32G    0.02292    0.01649    0.01115         79        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
     47/499      4.32G    0.02291    0.01645     0.0111         71        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
     47/499      4.32G    0.02291    0.01645     0.0111         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
     47/499      4.32G    0.02299    0.01663    0.01117         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.40it/s]
     47/499      4.32G    0.02299    0.01663    0.01117         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
     47/499      4.32G    0.02292    0.01667    0.01105         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
     47/499      4.32G    0.02292    0.01667    0.01105         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
     47/499      4.32G    0.02293    0.01657    0.01131         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
     47/499      4.32G    0.02293    0.01657    0.01131         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
     47/499      4.32G    0.02303    0.01661     0.0115         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
     47/499      4.32G    0.02303    0.01661     0.0115         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
     47/499      4.32G    0.02294     0.0166    0.01146         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
     47/499      4.32G    0.02294     0.0166    0.01146         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
     47/499      4.32G     0.0229    0.01671    0.01134         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
     47/499      4.32G     0.0229    0.01671    0.01134         91        640:  78%|#######7  | 31/40 [00:05<00:01,  5.41it/s]
     47/499      4.32G    0.02283    0.01661    0.01118         60        640:  78%|#######7  | 31/40 [00:06<00:01,  5.41it/s]
     47/499      4.32G    0.02283    0.01661    0.01118         60        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     47/499      4.32G    0.02278    0.01667    0.01102         83        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     47/499      4.32G    0.02278    0.01667    0.01102         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
     47/499      4.32G    0.02269     0.0166    0.01113         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
     47/499      4.32G    0.02269     0.0166    0.01113         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.42it/s]
     47/499      4.32G     0.0226    0.01657    0.01104         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.42it/s]
     47/499      4.32G     0.0226    0.01657    0.01104         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     47/499      4.32G    0.02256    0.01662    0.01106         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     47/499      4.32G    0.02256    0.01662    0.01106         77        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
     47/499      4.32G    0.02255    0.01663    0.01099         86        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
     47/499      4.32G    0.02255    0.01663    0.01099         86        640:  92%|#########2| 37/40 [00:06<00:00,  5.41it/s]
     47/499      4.32G    0.02245    0.01665    0.01094         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.41it/s]
     47/499      4.32G    0.02245    0.01665    0.01094         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
     47/499      4.32G    0.02244    0.01663    0.01085         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
     47/499      4.32G    0.02244    0.01663    0.01085         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     47/499      4.32G    0.02249    0.01648    0.01093         23        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     47/499      4.32G    0.02249    0.01648    0.01093         23        640: 100%|##########| 40/40 [00:07<00:00,  5.47it/s]
     47/499      4.32G    0.02249    0.01648    0.01093         23        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.45it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.39it/s]
                   all        132        263      0.419     0.0391     0.0371     0.0107

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     48/499      4.32G    0.02432    0.01718    0.01284         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
     48/499      4.32G    0.02432    0.01718    0.01284         78        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
     48/499      4.32G    0.02336    0.01628    0.01158         69        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
     48/499      4.32G    0.02336    0.01628    0.01158         69        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     48/499      4.32G    0.02401    0.01669    0.01136         78        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     48/499      4.32G    0.02401    0.01669    0.01136         78        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
     48/499      4.32G     0.0237     0.0164    0.01099         74        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
     48/499      4.32G     0.0237     0.0164    0.01099         74        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
     48/499      4.32G    0.02323    0.01628    0.01064         74        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
     48/499      4.32G    0.02323    0.01628    0.01064         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
     48/499      4.32G    0.02333    0.01692    0.01034         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
     48/499      4.32G    0.02333    0.01692    0.01034         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
     48/499      4.32G    0.02327    0.01693     0.0106         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
     48/499      4.32G    0.02327    0.01693     0.0106         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     48/499      4.32G    0.02326     0.0168    0.01074         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     48/499      4.32G    0.02326     0.0168    0.01074         69        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
     48/499      4.32G    0.02313    0.01647     0.0104         66        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
     48/499      4.32G    0.02313    0.01647     0.0104         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
     48/499      4.32G    0.02285    0.01646     0.0103         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
     48/499      4.32G    0.02285    0.01646     0.0103         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
     48/499      4.32G    0.02271    0.01632     0.0102         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
     48/499      4.32G    0.02271    0.01632     0.0102         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
     48/499      4.32G    0.02276    0.01663    0.01039         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
     48/499      4.32G    0.02276    0.01663    0.01039         80        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
     48/499      4.32G    0.02268    0.01663    0.01024         71        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
     48/499      4.32G    0.02268    0.01663    0.01024         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     48/499      4.32G    0.02264     0.0167    0.01029         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     48/499      4.32G    0.02264     0.0167    0.01029         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     48/499      4.32G    0.02274    0.01702    0.01045         92        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     48/499      4.32G    0.02274    0.01702    0.01045         92        640:  38%|###7      | 15/40 [00:02<00:04,  5.43it/s]
     48/499      4.32G    0.02275    0.01712    0.01022         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.43it/s]
     48/499      4.32G    0.02275    0.01712    0.01022         87        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     48/499      4.32G    0.02266    0.01702    0.01018         71        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     48/499      4.32G    0.02266    0.01702    0.01018         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
     48/499      4.32G    0.02267    0.01707    0.01015         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
     48/499      4.32G    0.02267    0.01707    0.01015         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.45it/s]
     48/499      4.32G    0.02276    0.01706    0.01011         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.45it/s]
     48/499      4.32G    0.02276    0.01706    0.01011         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     48/499      4.32G    0.02276    0.01703    0.01008         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     48/499      4.32G    0.02276    0.01703    0.01008         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
     48/499      4.32G    0.02271    0.01698     0.0102         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
     48/499      4.32G    0.02271    0.01698     0.0102         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.45it/s]
     48/499      4.32G    0.02266    0.01675    0.01012         54        640:  52%|#####2    | 21/40 [00:04<00:03,  5.45it/s]
     48/499      4.32G    0.02266    0.01675    0.01012         54        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     48/499      4.32G     0.0227    0.01674    0.01015         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     48/499      4.32G     0.0227    0.01674    0.01015         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
     48/499      4.32G    0.02276    0.01681    0.01005         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
     48/499      4.32G    0.02276    0.01681    0.01005         86        640:  60%|######    | 24/40 [00:04<00:02,  5.45it/s]
     48/499      4.32G    0.02278    0.01675    0.01001         70        640:  60%|######    | 24/40 [00:04<00:02,  5.45it/s]
     48/499      4.32G    0.02278    0.01675    0.01001         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
     48/499      4.32G     0.0227    0.01664    0.01006         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
     48/499      4.32G     0.0227    0.01664    0.01006         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
     48/499      4.32G    0.02276    0.01676   0.009959         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
     48/499      4.32G    0.02276    0.01676   0.009959         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     48/499      4.32G    0.02267    0.01682   0.009836         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     48/499      4.32G    0.02267    0.01682   0.009836         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     48/499      4.32G     0.0226    0.01673   0.009891         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     48/499      4.32G     0.0226    0.01673   0.009891         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     48/499      4.32G    0.02257    0.01685   0.009881         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     48/499      4.32G    0.02257    0.01685   0.009881         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.42it/s]
     48/499      4.32G    0.02262    0.01678   0.009957         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.42it/s]
     48/499      4.32G    0.02262    0.01678   0.009957         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     48/499      4.32G    0.02263    0.01675   0.009891         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     48/499      4.32G    0.02263    0.01675   0.009891         73        640:  80%|########  | 32/40 [00:05<00:01,  5.36it/s]
     48/499      4.32G    0.02267    0.01674    0.01007         69        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
     48/499      4.32G    0.02267    0.01674    0.01007         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.44it/s]
     48/499      4.32G    0.02263    0.01675   0.009998         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.44it/s]
     48/499      4.32G    0.02263    0.01675   0.009998         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     48/499      4.32G    0.02266    0.01679   0.009942         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     48/499      4.32G    0.02266    0.01679   0.009942         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     48/499      4.32G    0.02264    0.01686   0.009954         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     48/499      4.32G    0.02264    0.01686   0.009954         90        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
     48/499      4.32G    0.02265    0.01679     0.0102         69        640:  90%|######### | 36/40 [00:06<00:00,  5.36it/s]
     48/499      4.32G    0.02265    0.01679     0.0102         69        640:  92%|#########2| 37/40 [00:06<00:00,  5.16it/s]
     48/499      4.32G     0.0226     0.0168    0.01016         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
     48/499      4.32G     0.0226     0.0168    0.01016         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     48/499      4.32G    0.02255    0.01685     0.0101         93        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     48/499      4.32G    0.02255    0.01685     0.0101         93        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     48/499      4.32G    0.02261    0.01684    0.01005         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     48/499      4.32G    0.02261    0.01684    0.01005         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
     48/499      4.32G    0.02261    0.01684    0.01005         36        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.42it/s]
                   all        132        263      0.452     0.0526      0.112     0.0466

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     49/499      4.32G    0.02167    0.01599    0.01217         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     49/499      4.32G    0.02167    0.01599    0.01217         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     49/499      4.32G    0.02179    0.01522   0.009609         70        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     49/499      4.32G    0.02179    0.01522   0.009609         70        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
     49/499      4.32G    0.02161    0.01705   0.008757        101        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
     49/499      4.32G    0.02161    0.01705   0.008757        101        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     49/499      4.32G     0.0219    0.01699    0.01033         72        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     49/499      4.32G     0.0219    0.01699    0.01033         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     49/499      4.32G    0.02176    0.01732   0.009977         85        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     49/499      4.32G    0.02176    0.01732   0.009977         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
     49/499      4.32G    0.02169    0.01682   0.009542         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
     49/499      4.32G    0.02169    0.01682   0.009542         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     49/499      4.32G    0.02177    0.01707   0.009729         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
     49/499      4.32G    0.02177    0.01707   0.009729         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
     49/499      4.32G    0.02242    0.01685    0.01038         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
     49/499      4.32G    0.02242    0.01685    0.01038         61        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     49/499      4.32G    0.02237    0.01686    0.01056         72        640:  20%|##        | 8/40 [00:01<00:05,  5.40it/s]
     49/499      4.32G    0.02237    0.01686    0.01056         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     49/499      4.32G    0.02273     0.0167    0.01115         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     49/499      4.32G    0.02273     0.0167    0.01115         61        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
     49/499      4.32G    0.02286    0.01673    0.01078         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
     49/499      4.32G    0.02286    0.01673    0.01078         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
     49/499      4.32G     0.0228    0.01663    0.01038         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
     49/499      4.32G     0.0228    0.01663    0.01038         75        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
     49/499      4.32G    0.02271     0.0168    0.01026         89        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
     49/499      4.32G    0.02271     0.0168    0.01026         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
     49/499      4.32G     0.0231    0.01654    0.01053         51        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
     49/499      4.32G     0.0231    0.01654    0.01053         51        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
     49/499      4.32G    0.02307    0.01647    0.01046         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
     49/499      4.32G    0.02307    0.01647    0.01046         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     49/499      4.32G    0.02304    0.01661    0.01031         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
     49/499      4.32G    0.02304    0.01661    0.01031         79        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
     49/499      4.32G    0.02296    0.01634    0.01075         60        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
     49/499      4.32G    0.02296    0.01634    0.01075         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
     49/499      4.32G    0.02298    0.01656    0.01063         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
     49/499      4.32G    0.02298    0.01656    0.01063         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     49/499      4.32G    0.02294    0.01659    0.01045         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     49/499      4.32G    0.02294    0.01659    0.01045         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     49/499      4.32G    0.02283    0.01657    0.01079         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     49/499      4.32G    0.02283    0.01657    0.01079         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     49/499      4.32G    0.02291    0.01675    0.01074         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     49/499      4.32G    0.02291    0.01675    0.01074         85        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
     49/499      4.32G    0.02289    0.01693    0.01064         93        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
     49/499      4.32G    0.02289    0.01693    0.01064         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     49/499      4.32G     0.0229    0.01684     0.0106         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     49/499      4.32G     0.0229    0.01684     0.0106         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     49/499      4.32G    0.02301    0.01678    0.01069         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     49/499      4.32G    0.02301    0.01678    0.01069         58        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     49/499      4.32G    0.02302    0.01692    0.01062         92        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     49/499      4.32G    0.02302    0.01692    0.01062         92        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
     49/499      4.32G    0.02295    0.01693    0.01071         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
     49/499      4.32G    0.02295    0.01693    0.01071         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
     49/499      4.32G     0.0229    0.01708     0.0106         95        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
     49/499      4.32G     0.0229    0.01708     0.0106         95        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     49/499      4.32G    0.02293    0.01706    0.01052         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     49/499      4.32G    0.02293    0.01706    0.01052         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     49/499      4.32G    0.02289    0.01709     0.0106         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     49/499      4.32G    0.02289    0.01709     0.0106         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
     49/499      4.32G    0.02299    0.01703    0.01059         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
     49/499      4.32G    0.02299    0.01703    0.01059         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     49/499      4.32G    0.02299    0.01706    0.01065         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     49/499      4.32G    0.02299    0.01706    0.01065         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
     49/499      4.32G    0.02296    0.01714    0.01065         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
     49/499      4.32G    0.02296    0.01714    0.01065         78        640:  80%|########  | 32/40 [00:06<00:01,  5.41it/s]
     49/499      4.32G      0.023    0.01709    0.01069         74        640:  80%|########  | 32/40 [00:06<00:01,  5.41it/s]
     49/499      4.32G      0.023    0.01709    0.01069         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     49/499      4.32G    0.02293    0.01697    0.01067         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     49/499      4.32G    0.02293    0.01697    0.01067         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     49/499      4.32G    0.02289    0.01695    0.01074         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     49/499      4.32G    0.02289    0.01695    0.01074         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     49/499      4.32G    0.02292    0.01708    0.01065         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
     49/499      4.32G    0.02292    0.01708    0.01065         92        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
     49/499      4.32G    0.02286    0.01704    0.01056         72        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
     49/499      4.32G    0.02286    0.01704    0.01056         72        640:  92%|#########2| 37/40 [00:06<00:00,  5.25it/s]
     49/499      4.32G    0.02303      0.017    0.01057         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     49/499      4.32G    0.02303      0.017    0.01057         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     49/499      4.32G    0.02299    0.01697    0.01057         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     49/499      4.32G    0.02299    0.01697    0.01057         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     49/499      4.32G    0.02311    0.01708    0.01065         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     49/499      4.32G    0.02311    0.01708    0.01065         37        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
     49/499      4.32G    0.02311    0.01708    0.01065         37        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.49it/s]
                   all        132        263      0.606     0.0266     0.0266     0.0104

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     50/499      4.32G    0.02427     0.0214    0.01793         91        640:   0%|          | 0/40 [00:00<?, ?it/s]
     50/499      4.32G    0.02427     0.0214    0.01793         91        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     50/499      4.32G    0.02237    0.01842    0.01386         74        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
     50/499      4.32G    0.02237    0.01842    0.01386         74        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     50/499      4.32G    0.02177    0.01665    0.01212         64        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     50/499      4.32G    0.02177    0.01665    0.01212         64        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     50/499      4.32G    0.02206    0.01622     0.0114         65        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     50/499      4.32G    0.02206    0.01622     0.0114         65        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
     50/499      4.32G    0.02237     0.0166    0.01072         74        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
     50/499      4.32G    0.02237     0.0166    0.01072         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
     50/499      4.32G    0.02209    0.01674   0.009936         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
     50/499      4.32G    0.02209    0.01674   0.009936         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     50/499      4.32G    0.02227    0.01664    0.00999         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     50/499      4.32G    0.02227    0.01664    0.00999         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     50/499      4.32G    0.02231    0.01675    0.01028         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
     50/499      4.32G    0.02231    0.01675    0.01028         74        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
     50/499      4.32G    0.02227    0.01683    0.01045         87        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
     50/499      4.32G    0.02227    0.01683    0.01045         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     50/499      4.32G      0.022    0.01649    0.01068         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     50/499      4.32G      0.022    0.01649    0.01068         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
     50/499      4.32G      0.022    0.01633    0.01029         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
     50/499      4.32G      0.022    0.01633    0.01029         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     50/499      4.32G    0.02211    0.01664    0.01009         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     50/499      4.32G    0.02211    0.01664    0.01009         83        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
     50/499      4.32G    0.02226    0.01657    0.01061         60        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
     50/499      4.32G    0.02226    0.01657    0.01061         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
     50/499      4.32G    0.02247     0.0165    0.01094         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
     50/499      4.32G    0.02247     0.0165    0.01094         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
     50/499      4.32G     0.0224    0.01647    0.01076         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
     50/499      4.32G     0.0224    0.01647    0.01076         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
     50/499      4.32G    0.02209    0.01625    0.01038         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
     50/499      4.32G    0.02209    0.01625    0.01038         68        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
     50/499      4.32G    0.02206    0.01627    0.01026         81        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
     50/499      4.32G    0.02206    0.01627    0.01026         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
     50/499      4.32G    0.02192    0.01615    0.01024         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
     50/499      4.32G    0.02192    0.01615    0.01024         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
     50/499      4.32G    0.02189    0.01621    0.01038         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
     50/499      4.32G    0.02189    0.01621    0.01038         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
     50/499      4.32G    0.02183    0.01608    0.01023         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
     50/499      4.32G    0.02183    0.01608    0.01023         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     50/499      4.32G    0.02186    0.01619    0.01025         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     50/499      4.32G    0.02186    0.01619    0.01025         83        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
     50/499      4.32G    0.02191    0.01638    0.01049         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
     50/499      4.32G    0.02191    0.01638    0.01049         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
     50/499      4.32G    0.02205    0.01633    0.01038         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
     50/499      4.32G    0.02205    0.01633    0.01038         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     50/499      4.32G    0.02213    0.01634    0.01032         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     50/499      4.32G    0.02213    0.01634    0.01032         75        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     50/499      4.32G    0.02211    0.01639    0.01027         79        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     50/499      4.32G    0.02211    0.01639    0.01027         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
     50/499      4.32G    0.02206    0.01635    0.01009         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
     50/499      4.32G    0.02206    0.01635    0.01009         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
     50/499      4.32G    0.02212    0.01641    0.01007         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
     50/499      4.32G    0.02212    0.01641    0.01007         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
     50/499      4.32G    0.02216    0.01634    0.01006         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
     50/499      4.32G    0.02216    0.01634    0.01006         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.44it/s]
     50/499      4.32G     0.0222    0.01632    0.01009         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.44it/s]
     50/499      4.32G     0.0222    0.01632    0.01009         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
     50/499      4.32G    0.02221    0.01626    0.01023         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
     50/499      4.32G    0.02221    0.01626    0.01023         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
     50/499      4.32G    0.02217     0.0163     0.0101         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
     50/499      4.32G    0.02217     0.0163     0.0101         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
     50/499      4.32G    0.02222    0.01633    0.01018         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
     50/499      4.32G    0.02222    0.01633    0.01018         75        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
     50/499      4.32G    0.02222    0.01633     0.0102         72        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
     50/499      4.32G    0.02222    0.01633     0.0102         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     50/499      4.32G    0.02217    0.01632    0.01015         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     50/499      4.32G    0.02217    0.01632    0.01015         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.41it/s]
     50/499      4.32G    0.02211    0.01638   0.009989         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.41it/s]
     50/499      4.32G    0.02211    0.01638   0.009989         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     50/499      4.32G    0.02216    0.01636   0.009905         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
     50/499      4.32G    0.02216    0.01636   0.009905         71        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     50/499      4.32G    0.02214    0.01634    0.01003         70        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     50/499      4.32G    0.02214    0.01634    0.01003         70        640:  92%|#########2| 37/40 [00:06<00:00,  5.37it/s]
     50/499      4.32G     0.0222    0.01629    0.01016         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.37it/s]
     50/499      4.32G     0.0222    0.01629    0.01016         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
     50/499      4.32G    0.02217    0.01628    0.01005         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
     50/499      4.32G    0.02217    0.01628    0.01005         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
     50/499      4.32G    0.02224    0.01637    0.01005         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
     50/499      4.32G    0.02224    0.01637    0.01005         42        640: 100%|##########| 40/40 [00:07<00:00,  5.47it/s]
     50/499      4.32G    0.02224    0.01637    0.01005         42        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263      0.598     0.0123     0.0148    0.00637

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     51/499      4.32G    0.02193    0.01602   0.009835         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
     51/499      4.32G    0.02193    0.01602   0.009835         76        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     51/499      4.32G    0.02148    0.01415    0.00875         56        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
     51/499      4.32G    0.02148    0.01415    0.00875         56        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
     51/499      4.32G    0.02285    0.01459    0.01207         74        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
     51/499      4.32G    0.02285    0.01459    0.01207         74        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
     51/499      4.32G    0.02267    0.01426    0.01135         61        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
     51/499      4.32G    0.02267    0.01426    0.01135         61        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
     51/499      4.32G    0.02249    0.01444    0.01111         70        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
     51/499      4.32G    0.02249    0.01444    0.01111         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
     51/499      4.32G    0.02268    0.01496    0.01129         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
     51/499      4.32G    0.02268    0.01496    0.01129         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
     51/499      4.32G    0.02258    0.01567    0.01124         91        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
     51/499      4.32G    0.02258    0.01567    0.01124         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     51/499      4.32G    0.02285     0.0162    0.01055         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     51/499      4.32G    0.02285     0.0162    0.01055         87        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
     51/499      4.32G    0.02296    0.01641    0.01023         78        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
     51/499      4.32G    0.02296    0.01641    0.01023         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     51/499      4.32G    0.02293    0.01636    0.01023         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
     51/499      4.32G    0.02293    0.01636    0.01023         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
     51/499      4.32G    0.02274     0.0167    0.01036         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
     51/499      4.32G    0.02274     0.0167    0.01036         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     51/499      4.32G    0.02286    0.01644    0.01009         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     51/499      4.32G    0.02286    0.01644    0.01009         59        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     51/499      4.32G    0.02282    0.01667    0.01009         90        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     51/499      4.32G    0.02282    0.01667    0.01009         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     51/499      4.32G    0.02277    0.01683    0.01027         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     51/499      4.32G    0.02277    0.01683    0.01027         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     51/499      4.32G    0.02265    0.01689    0.01031         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     51/499      4.32G    0.02265    0.01689    0.01031         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.41it/s]
     51/499      4.32G     0.0226    0.01705     0.0103         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.41it/s]
     51/499      4.32G     0.0226    0.01705     0.0103         86        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
     51/499      4.32G    0.02252    0.01696    0.01069         72        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
     51/499      4.32G    0.02252    0.01696    0.01069         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     51/499      4.32G    0.02243    0.01693    0.01066         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
     51/499      4.32G    0.02243    0.01693    0.01066         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.43it/s]
     51/499      4.32G    0.02241    0.01704    0.01053         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.43it/s]
     51/499      4.32G    0.02241    0.01704    0.01053         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
     51/499      4.32G    0.02236    0.01708    0.01054         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
     51/499      4.32G    0.02236    0.01708    0.01054         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     51/499      4.32G    0.02235    0.01702     0.0106         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
     51/499      4.32G    0.02235    0.01702     0.0106         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.43it/s]
     51/499      4.32G    0.02226    0.01698     0.0106         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.43it/s]
     51/499      4.32G    0.02226    0.01698     0.0106         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
     51/499      4.32G    0.02221    0.01696     0.0104         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
     51/499      4.32G    0.02221    0.01696     0.0104         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
     51/499      4.32G    0.02222    0.01683    0.01042         57        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
     51/499      4.32G    0.02222    0.01683    0.01042         57        640:  60%|######    | 24/40 [00:04<00:02,  5.42it/s]
     51/499      4.32G    0.02218    0.01679    0.01033         77        640:  60%|######    | 24/40 [00:04<00:02,  5.42it/s]
     51/499      4.32G    0.02218    0.01679    0.01033         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     51/499      4.32G    0.02218     0.0167    0.01045         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     51/499      4.32G    0.02218     0.0167    0.01045         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
     51/499      4.32G    0.02212    0.01677    0.01033         88        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
     51/499      4.32G    0.02212    0.01677    0.01033         88        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     51/499      4.32G    0.02209    0.01665    0.01031         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
     51/499      4.32G    0.02209    0.01665    0.01031         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     51/499      4.32G    0.02209    0.01677    0.01025         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     51/499      4.32G    0.02209    0.01677    0.01025         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     51/499      4.32G    0.02208     0.0168    0.01026         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     51/499      4.32G    0.02208     0.0168    0.01026         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     51/499      4.32G     0.0221     0.0169    0.01027         98        640:  75%|#######5  | 30/40 [00:05<00:01,  5.40it/s]
     51/499      4.32G     0.0221     0.0169    0.01027         98        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
     51/499      4.32G    0.02214     0.0169    0.01029         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
     51/499      4.32G    0.02214     0.0169    0.01029         77        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     51/499      4.32G    0.02211    0.01693     0.0103         80        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     51/499      4.32G    0.02211    0.01693     0.0103         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     51/499      4.32G    0.02204    0.01689    0.01019         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     51/499      4.32G    0.02204    0.01689    0.01019         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     51/499      4.32G    0.02205    0.01688     0.0102         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     51/499      4.32G    0.02205    0.01688     0.0102         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
     51/499      4.32G    0.02203    0.01683    0.01024         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
     51/499      4.32G    0.02203    0.01683    0.01024         74        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     51/499      4.32G    0.02203    0.01681    0.01013         83        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     51/499      4.32G    0.02203    0.01681    0.01013         83        640:  92%|#########2| 37/40 [00:06<00:00,  5.21it/s]
     51/499      4.32G    0.02208    0.01683    0.01017         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     51/499      4.32G    0.02208    0.01683    0.01017         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
     51/499      4.32G     0.0221    0.01692    0.01021         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
     51/499      4.32G     0.0221    0.01692    0.01021         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     51/499      4.32G    0.02205     0.0169    0.01027         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     51/499      4.32G    0.02205     0.0169    0.01027         44        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
     51/499      4.32G    0.02205     0.0169    0.01027         44        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.53it/s]
                   all        132        263    0.00301     0.0637    0.00242   0.000673

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     52/499      4.32G    0.02188    0.01804   0.008379         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     52/499      4.32G    0.02188    0.01804   0.008379         81        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
     52/499      4.32G    0.02176    0.01548    0.01495         59        640:   2%|2         | 1/40 [00:00<00:07,  5.27it/s]
     52/499      4.32G    0.02176    0.01548    0.01495         59        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
     52/499      4.32G    0.02179    0.01612    0.01358         83        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
     52/499      4.32G    0.02179    0.01612    0.01358         83        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
     52/499      4.32G    0.02161     0.0155    0.01257         62        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
     52/499      4.32G    0.02161     0.0155    0.01257         62        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     52/499      4.32G    0.02175     0.0156    0.01154         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     52/499      4.32G    0.02175     0.0156    0.01154         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
     52/499      4.32G     0.0222    0.01555    0.01178         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
     52/499      4.32G     0.0222    0.01555    0.01178         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     52/499      4.32G    0.02206    0.01577    0.01081         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     52/499      4.32G    0.02206    0.01577    0.01081         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
     52/499      4.32G     0.0223     0.0157    0.01069         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
     52/499      4.32G     0.0223     0.0157    0.01069         62        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
     52/499      4.32G    0.02216     0.0154    0.01027         63        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
     52/499      4.32G    0.02216     0.0154    0.01027         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     52/499      4.32G    0.02242    0.01534    0.01044         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     52/499      4.32G    0.02242    0.01534    0.01044         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
     52/499      4.32G    0.02233    0.01549    0.01051         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
     52/499      4.32G    0.02233    0.01549    0.01051         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
     52/499      4.32G    0.02234    0.01558    0.01035         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
     52/499      4.32G    0.02234    0.01558    0.01035         81        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     52/499      4.32G    0.02232    0.01548    0.01031         65        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     52/499      4.32G    0.02232    0.01548    0.01031         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     52/499      4.32G    0.02205     0.0152    0.01056         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     52/499      4.32G    0.02205     0.0152    0.01056         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
     52/499      4.32G    0.02205    0.01513    0.01037         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
     52/499      4.32G    0.02205    0.01513    0.01037         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
     52/499      4.32G    0.02215    0.01529    0.01037         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
     52/499      4.32G    0.02215    0.01529    0.01037         81        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
     52/499      4.32G    0.02219    0.01542    0.01032         75        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
     52/499      4.32G    0.02219    0.01542    0.01032         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
     52/499      4.32G    0.02204     0.0155     0.0104         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
     52/499      4.32G    0.02204     0.0155     0.0104         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     52/499      4.32G    0.02204    0.01574    0.01028         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     52/499      4.32G    0.02204    0.01574    0.01028         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     52/499      4.32G    0.02206     0.0157    0.01035         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
     52/499      4.32G    0.02206     0.0157    0.01035         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
     52/499      4.32G    0.02208     0.0158    0.01044         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.41it/s]
     52/499      4.32G    0.02208     0.0158    0.01044         83        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
     52/499      4.32G    0.02214    0.01568    0.01078         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
     52/499      4.32G    0.02214    0.01568    0.01078         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
     52/499      4.32G    0.02219    0.01578     0.0108         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
     52/499      4.32G    0.02219    0.01578     0.0108         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
     52/499      4.32G    0.02205    0.01569    0.01076         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
     52/499      4.32G    0.02205    0.01569    0.01076         63        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     52/499      4.32G    0.02205    0.01566    0.01088         70        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     52/499      4.32G    0.02205    0.01566    0.01088         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
     52/499      4.32G    0.02203    0.01569    0.01094         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
     52/499      4.32G    0.02203    0.01569    0.01094         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.43it/s]
     52/499      4.32G    0.02214    0.01574    0.01088         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.43it/s]
     52/499      4.32G    0.02214    0.01574    0.01088         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
     52/499      4.32G    0.02219    0.01582    0.01092         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
     52/499      4.32G    0.02219    0.01582    0.01092         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
     52/499      4.32G    0.02218    0.01591    0.01078         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
     52/499      4.32G    0.02218    0.01591    0.01078         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.43it/s]
     52/499      4.32G    0.02212    0.01586    0.01086         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.43it/s]
     52/499      4.32G    0.02212    0.01586    0.01086         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
     52/499      4.32G     0.0221    0.01594    0.01084         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
     52/499      4.32G     0.0221    0.01594    0.01084         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
     52/499      4.32G    0.02207    0.01592     0.0107         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
     52/499      4.32G    0.02207    0.01592     0.0107         75        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
     52/499      4.32G    0.02209      0.016    0.01078         86        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
     52/499      4.32G    0.02209      0.016    0.01078         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     52/499      4.32G    0.02211    0.01597    0.01076         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     52/499      4.32G    0.02211    0.01597    0.01076         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     52/499      4.32G      0.022     0.0159    0.01099         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     52/499      4.32G      0.022     0.0159    0.01099         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
     52/499      4.32G    0.02202    0.01596    0.01102         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
     52/499      4.32G    0.02202    0.01596    0.01102         75        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
     52/499      4.32G    0.02204    0.01594     0.0109         69        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
     52/499      4.32G    0.02204    0.01594     0.0109         69        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
     52/499      4.32G    0.02202    0.01599    0.01082         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
     52/499      4.32G    0.02202    0.01599    0.01082         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.43it/s]
     52/499      4.32G    0.02202    0.01601    0.01076         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.43it/s]
     52/499      4.32G    0.02202    0.01601    0.01076         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     52/499      4.32G    0.02195    0.01589    0.01064         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     52/499      4.32G    0.02195    0.01589    0.01064         28        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
     52/499      4.32G    0.02195    0.01589    0.01064         28        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.27it/s]
                   all        132        263      0.565     0.0596     0.0494     0.0223

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     53/499      4.32G    0.02407    0.02225   0.007763         92        640:   0%|          | 0/40 [00:00<?, ?it/s]
     53/499      4.32G    0.02407    0.02225   0.007763         92        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     53/499      4.32G    0.02295    0.01983   0.009644         67        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     53/499      4.32G    0.02295    0.01983   0.009644         67        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     53/499      4.32G    0.02268    0.01897   0.009957         73        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     53/499      4.32G    0.02268    0.01897   0.009957         73        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     53/499      4.32G     0.0234    0.01806   0.009752         55        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     53/499      4.32G     0.0234    0.01806   0.009752         55        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
     53/499      4.32G     0.0232    0.01723    0.01046         70        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
     53/499      4.32G     0.0232    0.01723    0.01046         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
     53/499      4.32G    0.02323    0.01713     0.0102         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
     53/499      4.32G    0.02323    0.01713     0.0102         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     53/499      4.32G    0.02325    0.01764    0.01078         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     53/499      4.32G    0.02325    0.01764    0.01078         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     53/499      4.32G    0.02377    0.01737    0.01078         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     53/499      4.32G    0.02377    0.01737    0.01078         73        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     53/499      4.32G     0.0234    0.01722    0.01037         84        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     53/499      4.32G     0.0234    0.01722    0.01037         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     53/499      4.32G    0.02334    0.01708    0.01037         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     53/499      4.32G    0.02334    0.01708    0.01037         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
     53/499      4.32G     0.0231    0.01682    0.01033         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
     53/499      4.32G     0.0231    0.01682    0.01033         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
     53/499      4.32G    0.02297    0.01689    0.01069         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
     53/499      4.32G    0.02297    0.01689    0.01069         79        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
     53/499      4.32G    0.02277    0.01673     0.0105         74        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
     53/499      4.32G    0.02277    0.01673     0.0105         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     53/499      4.32G     0.0229    0.01665    0.01113         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
     53/499      4.32G     0.0229    0.01665    0.01113         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     53/499      4.32G    0.02286    0.01646    0.01073         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     53/499      4.32G    0.02286    0.01646    0.01073         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
     53/499      4.32G    0.02292    0.01632    0.01076         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
     53/499      4.32G    0.02292    0.01632    0.01076         64        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
     53/499      4.32G    0.02283    0.01625    0.01084         65        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
     53/499      4.32G    0.02283    0.01625    0.01084         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     53/499      4.32G    0.02278    0.01628     0.0108         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     53/499      4.32G    0.02278    0.01628     0.0108         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     53/499      4.32G    0.02265    0.01617    0.01059         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     53/499      4.32G    0.02265    0.01617    0.01059         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
     53/499      4.32G    0.02267    0.01639    0.01044         91        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
     53/499      4.32G    0.02267    0.01639    0.01044         91        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     53/499      4.32G    0.02254    0.01636    0.01052         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     53/499      4.32G    0.02254    0.01636    0.01052         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
     53/499      4.32G    0.02247    0.01636    0.01052         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
     53/499      4.32G    0.02247    0.01636    0.01052         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
     53/499      4.32G    0.02241    0.01652    0.01043         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
     53/499      4.32G    0.02241    0.01652    0.01043         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     53/499      4.32G    0.02245    0.01643    0.01041         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     53/499      4.32G    0.02245    0.01643    0.01041         68        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
     53/499      4.32G    0.02238     0.0164    0.01041         72        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
     53/499      4.32G    0.02238     0.0164    0.01041         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
     53/499      4.32G    0.02237    0.01629    0.01054         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
     53/499      4.32G    0.02237    0.01629    0.01054         60        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
     53/499      4.32G    0.02229    0.01619    0.01067         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
     53/499      4.32G    0.02229    0.01619    0.01067         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
     53/499      4.32G    0.02231    0.01615    0.01077         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
     53/499      4.32G    0.02231    0.01615    0.01077         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
     53/499      4.32G    0.02224    0.01623    0.01065         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
     53/499      4.32G    0.02224    0.01623    0.01065         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     53/499      4.32G    0.02217    0.01627    0.01058         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     53/499      4.32G    0.02217    0.01627    0.01058         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
     53/499      4.32G    0.02216    0.01626    0.01067         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
     53/499      4.32G    0.02216    0.01626    0.01067         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.37it/s]
     53/499      4.32G    0.02207    0.01618    0.01053         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.37it/s]
     53/499      4.32G    0.02207    0.01618    0.01053         69        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     53/499      4.32G    0.02203    0.01614    0.01052         69        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     53/499      4.32G    0.02203    0.01614    0.01052         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     53/499      4.32G      0.022    0.01612    0.01071         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     53/499      4.32G      0.022    0.01612    0.01071         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
     53/499      4.32G    0.02199    0.01628    0.01073         98        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
     53/499      4.32G    0.02199    0.01628    0.01073         98        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     53/499      4.32G    0.02201     0.0163    0.01064         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     53/499      4.32G    0.02201     0.0163    0.01064         78        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
     53/499      4.32G      0.022    0.01629    0.01077         74        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
     53/499      4.32G      0.022    0.01629    0.01077         74        640:  92%|#########2| 37/40 [00:06<00:00,  5.35it/s]
     53/499      4.32G    0.02199    0.01632    0.01078         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
     53/499      4.32G    0.02199    0.01632    0.01078         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
     53/499      4.32G    0.02204    0.01632    0.01061         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
     53/499      4.32G    0.02204    0.01632    0.01061         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     53/499      4.32G    0.02201    0.01629    0.01051         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     53/499      4.32G    0.02201    0.01629    0.01051         35        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
     53/499      4.32G    0.02201    0.01629    0.01051         35        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.49it/s]
                   all        132        263      0.454     0.0632      0.075     0.0241

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     54/499      4.32G    0.02209    0.01608   0.007957         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     54/499      4.32G    0.02209    0.01608   0.007957         71        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
     54/499      4.32G    0.02257    0.01554   0.007499         70        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
     54/499      4.32G    0.02257    0.01554   0.007499         70        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
     54/499      4.32G    0.02241     0.0144   0.006596         56        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
     54/499      4.32G    0.02241     0.0144   0.006596         56        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
     54/499      4.32G    0.02279    0.01578    0.00664         90        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
     54/499      4.32G    0.02279    0.01578    0.00664         90        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
     54/499      4.32G    0.02278    0.01559   0.007053         65        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
     54/499      4.32G    0.02278    0.01559   0.007053         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
     54/499      4.32G    0.02269    0.01576   0.007076         84        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
     54/499      4.32G    0.02269    0.01576   0.007076         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     54/499      4.32G    0.02329    0.01643   0.007421         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     54/499      4.32G    0.02329    0.01643   0.007421         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
     54/499      4.32G    0.02327    0.01645   0.007602         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
     54/499      4.32G    0.02327    0.01645   0.007602         75        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
     54/499      4.32G    0.02299    0.01651   0.007659         79        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
     54/499      4.32G    0.02299    0.01651   0.007659         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     54/499      4.32G    0.02294     0.0163   0.008336         55        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     54/499      4.32G    0.02294     0.0163   0.008336         55        640:  25%|##5       | 10/40 [00:01<00:05,  5.06it/s]
     54/499      4.32G    0.02304    0.01618   0.008526         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.06it/s]
     54/499      4.32G    0.02304    0.01618   0.008526         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     54/499      4.32G    0.02289    0.01627   0.008465         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     54/499      4.32G    0.02289    0.01627   0.008465         70        640:  30%|###       | 12/40 [00:02<00:05,  5.11it/s]
     54/499      4.32G    0.02276    0.01627     0.0085         78        640:  30%|###       | 12/40 [00:02<00:05,  5.11it/s]
     54/499      4.32G    0.02276    0.01627     0.0085         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
     54/499      4.32G    0.02263    0.01639   0.008331         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
     54/499      4.32G    0.02263    0.01639   0.008331         84        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
     54/499      4.32G    0.02274    0.01635   0.008412         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
     54/499      4.32G    0.02274    0.01635   0.008412         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     54/499      4.32G    0.02266    0.01635   0.008465         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
     54/499      4.32G    0.02266    0.01635   0.008465         75        640:  40%|####      | 16/40 [00:03<00:04,  5.14it/s]
     54/499      4.32G    0.02251    0.01618   0.008638         67        640:  40%|####      | 16/40 [00:03<00:04,  5.14it/s]
     54/499      4.32G    0.02251    0.01618   0.008638         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     54/499      4.32G     0.0224    0.01606   0.008524         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     54/499      4.32G     0.0224    0.01606   0.008524         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     54/499      4.32G    0.02242    0.01605   0.008812         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     54/499      4.32G    0.02242    0.01605   0.008812         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     54/499      4.32G    0.02234    0.01599   0.009092         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     54/499      4.32G    0.02234    0.01599   0.009092         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
     54/499      4.32G    0.02229    0.01595   0.009015         72        640:  50%|#####     | 20/40 [00:04<00:03,  5.25it/s]
     54/499      4.32G    0.02229    0.01595   0.009015         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
     54/499      4.32G    0.02227    0.01599   0.009027         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
     54/499      4.32G    0.02227    0.01599   0.009027         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     54/499      4.32G    0.02223    0.01595   0.009024         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     54/499      4.32G    0.02223    0.01595   0.009024         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     54/499      4.32G    0.02223    0.01588   0.008895         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     54/499      4.32G    0.02223    0.01588   0.008895         68        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     54/499      4.32G    0.02214    0.01584   0.008902         69        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
     54/499      4.32G    0.02214    0.01584   0.008902         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     54/499      4.32G    0.02209    0.01584   0.008788         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     54/499      4.32G    0.02209    0.01584   0.008788         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
     54/499      4.32G    0.02201    0.01591   0.008691         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
     54/499      4.32G    0.02201    0.01591   0.008691         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
     54/499      4.32G    0.02192    0.01594   0.008489         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
     54/499      4.32G    0.02192    0.01594   0.008489         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
     54/499      4.32G    0.02191    0.01602   0.008455         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
     54/499      4.32G    0.02191    0.01602   0.008455         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     54/499      4.32G    0.02184    0.01599   0.008361         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     54/499      4.32G    0.02184    0.01599   0.008361         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     54/499      4.32G    0.02174    0.01597   0.008302         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     54/499      4.32G    0.02174    0.01597   0.008302         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
     54/499      4.32G    0.02175    0.01594   0.008258         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
     54/499      4.32G    0.02175    0.01594   0.008258         77        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     54/499      4.32G    0.02174    0.01593   0.008233         73        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     54/499      4.32G    0.02174    0.01593   0.008233         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     54/499      4.32G    0.02174    0.01602   0.008433         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     54/499      4.32G    0.02174    0.01602   0.008433         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     54/499      4.32G    0.02174    0.01603   0.008403         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     54/499      4.32G    0.02174    0.01603   0.008403         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     54/499      4.32G    0.02171    0.01598    0.00845         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     54/499      4.32G    0.02171    0.01598    0.00845         72        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
     54/499      4.32G    0.02171      0.016   0.008398         75        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
     54/499      4.32G    0.02171      0.016   0.008398         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     54/499      4.32G    0.02169    0.01596   0.008398         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     54/499      4.32G    0.02169    0.01596   0.008398         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     54/499      4.32G    0.02164    0.01593   0.008398         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     54/499      4.32G    0.02164    0.01593   0.008398         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
     54/499      4.32G    0.02164    0.01591   0.008324         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
     54/499      4.32G    0.02164    0.01591   0.008324         37        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
     54/499      4.32G    0.02164    0.01591   0.008324         37        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.42it/s]
                   all        132        263      0.314     0.0401     0.0549     0.0133

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     55/499      4.32G    0.01879    0.01452   0.004863         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     55/499      4.32G    0.01879    0.01452   0.004863         73        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     55/499      4.32G    0.02074    0.01524   0.006911         72        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
     55/499      4.32G    0.02074    0.01524   0.006911         72        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
     55/499      4.32G    0.02114    0.01576   0.007217         72        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
     55/499      4.32G    0.02114    0.01576   0.007217         72        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
     55/499      4.32G    0.02085    0.01577   0.006756         79        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
     55/499      4.32G    0.02085    0.01577   0.006756         79        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     55/499      4.32G    0.02075    0.01576   0.006741         72        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     55/499      4.32G    0.02075    0.01576   0.006741         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
     55/499      4.32G    0.02083    0.01544   0.007687         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
     55/499      4.32G    0.02083    0.01544   0.007687         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
     55/499      4.32G    0.02072    0.01556   0.007018         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
     55/499      4.32G    0.02072    0.01556   0.007018         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     55/499      4.32G    0.02065    0.01623   0.007275        100        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     55/499      4.32G    0.02065    0.01623   0.007275        100        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
     55/499      4.32G    0.02058    0.01659   0.007597         94        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
     55/499      4.32G    0.02058    0.01659   0.007597         94        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     55/499      4.32G     0.0204    0.01681   0.007392         91        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     55/499      4.32G     0.0204    0.01681   0.007392         91        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
     55/499      4.32G    0.02051     0.0168   0.007719         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
     55/499      4.32G    0.02051     0.0168   0.007719         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     55/499      4.32G    0.02056    0.01669   0.007834         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     55/499      4.32G    0.02056    0.01669   0.007834         76        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     55/499      4.32G    0.02068    0.01669   0.008264         73        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     55/499      4.32G    0.02068    0.01669   0.008264         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     55/499      4.32G     0.0207    0.01648   0.008146         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     55/499      4.32G     0.0207    0.01648   0.008146         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     55/499      4.32G    0.02063    0.01628   0.008154         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     55/499      4.32G    0.02063    0.01628   0.008154         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.15it/s]
     55/499      4.32G    0.02055     0.0161   0.008113         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.15it/s]
     55/499      4.32G    0.02055     0.0161   0.008113         67        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
     55/499      4.32G    0.02058    0.01616   0.007958         76        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
     55/499      4.32G    0.02058    0.01616   0.007958         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     55/499      4.32G    0.02054    0.01636    0.00783         95        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     55/499      4.32G    0.02054    0.01636    0.00783         95        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
     55/499      4.32G    0.02047    0.01623   0.007797         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
     55/499      4.32G    0.02047    0.01623   0.007797         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     55/499      4.32G     0.0206    0.01614   0.007873         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     55/499      4.32G     0.0206    0.01614   0.007873         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
     55/499      4.32G    0.02063    0.01622   0.007844         78        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
     55/499      4.32G    0.02063    0.01622   0.007844         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
     55/499      4.32G    0.02062    0.01617   0.007753         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
     55/499      4.32G    0.02062    0.01617   0.007753         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
     55/499      4.32G    0.02074    0.01619   0.007836         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
     55/499      4.32G    0.02074    0.01619   0.007836         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     55/499      4.32G    0.02079    0.01606   0.008088         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
     55/499      4.32G    0.02079    0.01606   0.008088         63        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
     55/499      4.32G    0.02079    0.01608   0.008037         81        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
     55/499      4.32G    0.02079    0.01608   0.008037         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     55/499      4.32G    0.02085    0.01616   0.008138         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     55/499      4.32G    0.02085    0.01616   0.008138         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
     55/499      4.32G    0.02099    0.01621   0.008236         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
     55/499      4.32G    0.02099    0.01621   0.008236         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
     55/499      4.32G    0.02097    0.01626   0.008138         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
     55/499      4.32G    0.02097    0.01626   0.008138         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     55/499      4.32G    0.02097     0.0162   0.008186         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     55/499      4.32G    0.02097     0.0162   0.008186         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     55/499      4.32G    0.02098    0.01619   0.008242         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     55/499      4.32G    0.02098    0.01619   0.008242         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     55/499      4.32G    0.02105    0.01618   0.008379         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     55/499      4.32G    0.02105    0.01618   0.008379         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
     55/499      4.32G    0.02104     0.0162    0.00856         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
     55/499      4.32G    0.02104     0.0162    0.00856         80        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
     55/499      4.32G    0.02102    0.01622   0.008441         87        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
     55/499      4.32G    0.02102    0.01622   0.008441         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     55/499      4.32G    0.02097    0.01615   0.008605         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     55/499      4.32G    0.02097    0.01615   0.008605         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
     55/499      4.32G    0.02086    0.01609     0.0086         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
     55/499      4.32G    0.02086    0.01609     0.0086         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     55/499      4.32G    0.02095    0.01613   0.008688         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     55/499      4.32G    0.02095    0.01613   0.008688         80        640:  90%|######### | 36/40 [00:06<00:00,  5.10it/s]
     55/499      4.32G    0.02102    0.01617   0.008896         78        640:  90%|######### | 36/40 [00:07<00:00,  5.10it/s]
     55/499      4.32G    0.02102    0.01617   0.008896         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     55/499      4.32G    0.02102    0.01621   0.008831         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     55/499      4.32G    0.02102    0.01621   0.008831         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     55/499      4.32G    0.02099    0.01619   0.008797         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     55/499      4.32G    0.02099    0.01619   0.008797         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
     55/499      4.32G    0.02097    0.01605   0.008843         27        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
     55/499      4.32G    0.02097    0.01605   0.008843         27        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     55/499      4.32G    0.02097    0.01605   0.008843         27        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.06it/s]
                   all        132        263    0.00388    0.00702    0.00228    0.00048

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     56/499      4.32G    0.02207    0.01846    0.01135         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
     56/499      4.32G    0.02207    0.01846    0.01135         74        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
     56/499      4.32G    0.02245    0.01694    0.01358         70        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
     56/499      4.32G    0.02245    0.01694    0.01358         70        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
     56/499      4.32G    0.02209    0.01666    0.01164         72        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
     56/499      4.32G    0.02209    0.01666    0.01164         72        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
     56/499      4.32G    0.02203    0.01643     0.0112         65        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
     56/499      4.32G    0.02203    0.01643     0.0112         65        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
     56/499      4.32G    0.02233    0.01645    0.01095         70        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
     56/499      4.32G    0.02233    0.01645    0.01095         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.05it/s]
     56/499      4.32G    0.02217    0.01645    0.01049         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.05it/s]
     56/499      4.32G    0.02217    0.01645    0.01049         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
     56/499      4.32G    0.02197    0.01634    0.01072         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
     56/499      4.32G    0.02197    0.01634    0.01072         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     56/499      4.32G    0.02182    0.01668    0.01016         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     56/499      4.32G    0.02182    0.01668    0.01016         82        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     56/499      4.32G    0.02192    0.01648    0.01055         60        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     56/499      4.32G    0.02192    0.01648    0.01055         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     56/499      4.32G    0.02193    0.01677    0.01063         95        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     56/499      4.32G    0.02193    0.01677    0.01063         95        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     56/499      4.32G    0.02189    0.01666    0.01029         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     56/499      4.32G    0.02189    0.01666    0.01029         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
     56/499      4.32G    0.02179    0.01626    0.01014         57        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
     56/499      4.32G    0.02179    0.01626    0.01014         57        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     56/499      4.32G    0.02177    0.01622    0.01039         67        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     56/499      4.32G    0.02177    0.01622    0.01039         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     56/499      4.32G    0.02174     0.0162    0.01044         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     56/499      4.32G    0.02174     0.0162    0.01044         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     56/499      4.32G    0.02158    0.01621    0.01046         81        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     56/499      4.32G    0.02158    0.01621    0.01046         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
     56/499      4.32G    0.02151     0.0161    0.01038         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
     56/499      4.32G    0.02151     0.0161    0.01038         71        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
     56/499      4.32G    0.02148    0.01611    0.01034         73        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
     56/499      4.32G    0.02148    0.01611    0.01034         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     56/499      4.32G    0.02136    0.01618    0.01038         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     56/499      4.32G    0.02136    0.01618    0.01038         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     56/499      4.32G    0.02126    0.01622    0.01021         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
     56/499      4.32G    0.02126    0.01622    0.01021         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     56/499      4.32G     0.0214    0.01611    0.01023         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     56/499      4.32G     0.0214    0.01611    0.01023         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
     56/499      4.32G    0.02129    0.01599   0.009996         67        640:  50%|#####     | 20/40 [00:04<00:03,  5.17it/s]
     56/499      4.32G    0.02129    0.01599   0.009996         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     56/499      4.32G    0.02119    0.01596   0.009904         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     56/499      4.32G    0.02119    0.01596   0.009904         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     56/499      4.32G    0.02112      0.016   0.009902         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
     56/499      4.32G    0.02112      0.016   0.009902         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     56/499      4.32G     0.0211    0.01612    0.01002         89        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     56/499      4.32G     0.0211    0.01612    0.01002         89        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
     56/499      4.32G    0.02119     0.0162     0.0102         88        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
     56/499      4.32G    0.02119     0.0162     0.0102         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     56/499      4.32G    0.02128    0.01623     0.0102         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     56/499      4.32G    0.02128    0.01623     0.0102         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.15it/s]
     56/499      4.32G    0.02129    0.01616    0.01022         61        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     56/499      4.32G    0.02129    0.01616    0.01022         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
     56/499      4.32G    0.02128    0.01616    0.01006         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
     56/499      4.32G    0.02128    0.01616    0.01006         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     56/499      4.32G    0.02123    0.01604   0.009955         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     56/499      4.32G    0.02123    0.01604   0.009955         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
     56/499      4.32G    0.02122    0.01595   0.009884         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
     56/499      4.32G    0.02122    0.01595   0.009884         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     56/499      4.32G    0.02119    0.01589   0.009888         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     56/499      4.32G    0.02119    0.01589   0.009888         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
     56/499      4.32G    0.02118    0.01592   0.009768         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
     56/499      4.32G    0.02118    0.01592   0.009768         81        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     56/499      4.32G    0.02117    0.01579   0.009674         62        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     56/499      4.32G    0.02117    0.01579   0.009674         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
     56/499      4.32G    0.02116    0.01582   0.009703         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
     56/499      4.32G    0.02116    0.01582   0.009703         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     56/499      4.32G    0.02119    0.01588   0.009701         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     56/499      4.32G    0.02119    0.01588   0.009701         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     56/499      4.32G    0.02119    0.01586   0.009652         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     56/499      4.32G    0.02119    0.01586   0.009652         66        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
     56/499      4.32G     0.0212     0.0159   0.009629         79        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
     56/499      4.32G     0.0212     0.0159   0.009629         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
     56/499      4.32G    0.02116    0.01592   0.009609         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
     56/499      4.32G    0.02116    0.01592   0.009609         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     56/499      4.32G    0.02112    0.01592   0.009508         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     56/499      4.32G    0.02112    0.01592   0.009508         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
     56/499      4.32G    0.02117    0.01602   0.009544         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
     56/499      4.32G    0.02117    0.01602   0.009544         42        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
     56/499      4.32G    0.02117    0.01602   0.009544         42        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.69it/s]
                   all        132        263      0.357    0.00175    0.00318   0.000953

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     57/499      4.32G    0.01848    0.01331   0.006271         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
     57/499      4.32G    0.01848    0.01331   0.006271         66        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
     57/499      4.32G    0.02037    0.01485   0.007765         75        640:   2%|2         | 1/40 [00:00<00:07,  4.90it/s]
     57/499      4.32G    0.02037    0.01485   0.007765         75        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
     57/499      4.32G    0.02016    0.01502   0.008279         77        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
     57/499      4.32G    0.02016    0.01502   0.008279         77        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
     57/499      4.32G    0.02022     0.0157   0.009433         78        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
     57/499      4.32G    0.02022     0.0157   0.009433         78        640:  10%|#         | 4/40 [00:00<00:07,  5.08it/s]
     57/499      4.32G    0.02003    0.01557   0.009874         69        640:  10%|#         | 4/40 [00:00<00:07,  5.08it/s]
     57/499      4.32G    0.02003    0.01557   0.009874         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
     57/499      4.32G    0.01989    0.01578   0.009304         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
     57/499      4.32G    0.01989    0.01578   0.009304         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     57/499      4.32G    0.02008    0.01592   0.009342         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     57/499      4.32G    0.02008    0.01592   0.009342         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     57/499      4.32G    0.01993    0.01561   0.009464         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     57/499      4.32G    0.01993    0.01561   0.009464         68        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
     57/499      4.32G    0.02012    0.01554   0.009489         72        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
     57/499      4.32G    0.02012    0.01554   0.009489         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     57/499      4.32G     0.0204    0.01564     0.0096         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     57/499      4.32G     0.0204    0.01564     0.0096         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
     57/499      4.32G    0.02058    0.01579   0.009481         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
     57/499      4.32G    0.02058    0.01579   0.009481         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     57/499      4.32G     0.0204    0.01562    0.01022         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     57/499      4.32G     0.0204    0.01562    0.01022         65        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
     57/499      4.32G    0.02039    0.01545       0.01         63        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
     57/499      4.32G    0.02039    0.01545       0.01         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.06it/s]
     57/499      4.32G    0.02033    0.01539    0.00977         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.06it/s]
     57/499      4.32G    0.02033    0.01539    0.00977         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
     57/499      4.32G    0.02037    0.01558    0.01042         80        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
     57/499      4.32G    0.02037    0.01558    0.01042         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
     57/499      4.32G    0.02034    0.01563    0.01049         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
     57/499      4.32G    0.02034    0.01563    0.01049         84        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
     57/499      4.32G     0.0204    0.01572     0.0109         77        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
     57/499      4.32G     0.0204    0.01572     0.0109         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     57/499      4.32G    0.02045    0.01572    0.01074         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
     57/499      4.32G    0.02045    0.01572    0.01074         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     57/499      4.32G    0.02045    0.01576    0.01076         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     57/499      4.32G    0.02045    0.01576    0.01076         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     57/499      4.32G    0.02038    0.01562    0.01052         62        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     57/499      4.32G    0.02038    0.01562    0.01052         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
     57/499      4.32G    0.02042    0.01572    0.01037         83        640:  50%|#####     | 20/40 [00:04<00:03,  5.23it/s]
     57/499      4.32G    0.02042    0.01572    0.01037         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
     57/499      4.32G    0.02055    0.01564    0.01033         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
     57/499      4.32G    0.02055    0.01564    0.01033         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     57/499      4.32G    0.02055    0.01571     0.0101         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     57/499      4.32G    0.02055    0.01571     0.0101         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
     57/499      4.32G    0.02053     0.0157    0.01002         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
     57/499      4.32G    0.02053     0.0157    0.01002         75        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
     57/499      4.32G    0.02069     0.0157    0.01003         73        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
     57/499      4.32G    0.02069     0.0157    0.01003         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.09it/s]
     57/499      4.32G    0.02083    0.01562    0.01012         58        640:  62%|######2   | 25/40 [00:05<00:02,  5.09it/s]
     57/499      4.32G    0.02083    0.01562    0.01012         58        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     57/499      4.32G    0.02088    0.01568    0.01015         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     57/499      4.32G    0.02088    0.01568    0.01015         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     57/499      4.32G    0.02101    0.01567    0.01029         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     57/499      4.32G    0.02101    0.01567    0.01029         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
     57/499      4.32G    0.02106    0.01567     0.0103         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
     57/499      4.32G    0.02106    0.01567     0.0103         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.11it/s]
     57/499      4.32G    0.02115    0.01585    0.01049         95        640:  72%|#######2  | 29/40 [00:05<00:02,  5.11it/s]
     57/499      4.32G    0.02115    0.01585    0.01049         95        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     57/499      4.32G    0.02117    0.01588    0.01039         83        640:  75%|#######5  | 30/40 [00:06<00:01,  5.22it/s]
     57/499      4.32G    0.02117    0.01588    0.01039         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.03it/s]
     57/499      4.32G    0.02114    0.01589    0.01029         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.03it/s]
     57/499      4.32G    0.02114    0.01589    0.01029         84        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
     57/499      4.32G    0.02111    0.01589    0.01016         75        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
     57/499      4.32G    0.02111    0.01589    0.01016         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     57/499      4.32G    0.02119    0.01594    0.01014         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     57/499      4.32G    0.02119    0.01594    0.01014         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.08it/s]
     57/499      4.32G    0.02117    0.01585    0.01013         57        640:  85%|########5 | 34/40 [00:06<00:01,  5.08it/s]
     57/499      4.32G    0.02117    0.01585    0.01013         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     57/499      4.32G    0.02117    0.01583    0.01012         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     57/499      4.32G    0.02117    0.01583    0.01012         72        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
     57/499      4.32G    0.02114    0.01585    0.01015         83        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
     57/499      4.32G    0.02114    0.01585    0.01015         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
     57/499      4.32G    0.02115    0.01578    0.01017         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
     57/499      4.32G    0.02115    0.01578    0.01017         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     57/499      4.32G     0.0211     0.0157    0.01005         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     57/499      4.32G     0.0211     0.0157    0.01005         62        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     57/499      4.32G    0.02122    0.01572    0.01009         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
     57/499      4.32G    0.02122    0.01572    0.01009         38        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
     57/499      4.32G    0.02122    0.01572    0.01009         38        640: 100%|##########| 40/40 [00:07<00:00,  5.18it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.65it/s]
                   all        132        263      0.617    0.00877     0.0129    0.00409

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     58/499      4.32G    0.02255    0.01942    0.01243         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
     58/499      4.32G    0.02255    0.01942    0.01243         88        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     58/499      4.32G    0.02309    0.01708    0.01395         69        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     58/499      4.32G    0.02309    0.01708    0.01395         69        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
     58/499      4.32G    0.02349    0.01616    0.01271         61        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
     58/499      4.32G    0.02349    0.01616    0.01271         61        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
     58/499      4.32G    0.02322    0.01477     0.0128         49        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
     58/499      4.32G    0.02322    0.01477     0.0128         49        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     58/499      4.32G    0.02298    0.01565    0.01128         81        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     58/499      4.32G    0.02298    0.01565    0.01128         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
     58/499      4.32G     0.0225    0.01535    0.01243         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
     58/499      4.32G     0.0225    0.01535    0.01243         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
     58/499      4.32G    0.02222     0.0154    0.01167         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
     58/499      4.32G    0.02222     0.0154    0.01167         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
     58/499      4.32G    0.02203    0.01581    0.01104         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
     58/499      4.32G    0.02203    0.01581    0.01104         90        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
     58/499      4.32G    0.02173    0.01589    0.01036         82        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
     58/499      4.32G    0.02173    0.01589    0.01036         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
     58/499      4.32G    0.02161    0.01571    0.00983         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
     58/499      4.32G    0.02161    0.01571    0.00983         64        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     58/499      4.32G    0.02175    0.01538    0.01063         54        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     58/499      4.32G    0.02175    0.01538    0.01063         54        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     58/499      4.32G    0.02165    0.01542    0.01051         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     58/499      4.32G    0.02165    0.01542    0.01051         78        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
     58/499      4.32G    0.02162    0.01557     0.0105         76        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
     58/499      4.32G    0.02162    0.01557     0.0105         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     58/499      4.32G    0.02166    0.01563    0.01039         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
     58/499      4.32G    0.02166    0.01563    0.01039         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     58/499      4.32G    0.02164    0.01575    0.01035         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     58/499      4.32G    0.02164    0.01575    0.01035         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
     58/499      4.32G    0.02155    0.01569    0.01021         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
     58/499      4.32G    0.02155    0.01569    0.01021         70        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     58/499      4.32G    0.02154    0.01583    0.00996         78        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     58/499      4.32G    0.02154    0.01583    0.00996         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
     58/499      4.32G    0.02144    0.01576   0.009918         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
     58/499      4.32G    0.02144    0.01576   0.009918         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     58/499      4.32G    0.02139    0.01589   0.009904         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     58/499      4.32G    0.02139    0.01589   0.009904         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     58/499      4.32G    0.02125    0.01586   0.009826         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     58/499      4.32G    0.02125    0.01586   0.009826         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     58/499      4.32G    0.02113    0.01583    0.01008         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     58/499      4.32G    0.02113    0.01583    0.01008         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
     58/499      4.32G    0.02107    0.01579   0.009919         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     58/499      4.32G    0.02107    0.01579   0.009919         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     58/499      4.32G    0.02102    0.01577   0.009823         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
     58/499      4.32G    0.02102    0.01577   0.009823         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     58/499      4.32G    0.02118    0.01586    0.01003         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
     58/499      4.32G    0.02118    0.01586    0.01003         76        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     58/499      4.32G    0.02128    0.01587   0.009992         77        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
     58/499      4.32G    0.02128    0.01587   0.009992         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
     58/499      4.32G    0.02135    0.01584    0.01002         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
     58/499      4.32G    0.02135    0.01584    0.01002         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
     58/499      4.32G    0.02133     0.0158   0.009959         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
     58/499      4.32G    0.02133     0.0158   0.009959         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     58/499      4.32G    0.02136    0.01591   0.009849         93        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     58/499      4.32G    0.02136    0.01591   0.009849         93        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     58/499      4.32G    0.02131    0.01595   0.009671         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
     58/499      4.32G    0.02131    0.01595   0.009671         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     58/499      4.32G    0.02126    0.01595   0.009816         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     58/499      4.32G    0.02126    0.01595   0.009816         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     58/499      4.32G    0.02121    0.01595   0.009615         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     58/499      4.32G    0.02121    0.01595   0.009615         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     58/499      4.32G    0.02122    0.01603   0.009464         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
     58/499      4.32G    0.02122    0.01603   0.009464         84        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     58/499      4.32G    0.02127    0.01606    0.00941         81        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     58/499      4.32G    0.02127    0.01606    0.00941         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     58/499      4.32G    0.02128    0.01617   0.009297         96        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     58/499      4.32G    0.02128    0.01617   0.009297         96        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     58/499      4.32G    0.02124     0.0162   0.009322         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     58/499      4.32G    0.02124     0.0162   0.009322         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     58/499      4.32G    0.02119    0.01618    0.00931         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     58/499      4.32G    0.02119    0.01618    0.00931         77        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
     58/499      4.32G    0.02121    0.01615    0.00936         79        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
     58/499      4.32G    0.02121    0.01615    0.00936         79        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
     58/499      4.32G    0.02115    0.01615   0.009325         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     58/499      4.32G    0.02115    0.01615   0.009325         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     58/499      4.32G    0.02121    0.01612   0.009342         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
     58/499      4.32G    0.02121    0.01612   0.009342         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
     58/499      4.32G     0.0212    0.01616   0.009363         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
     58/499      4.32G     0.0212    0.01616   0.009363         42        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
     58/499      4.32G     0.0212    0.01616   0.009363         42        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.57it/s]
                   all        132        263      0.462     0.0236     0.0302     0.0106

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     59/499      4.32G    0.02429    0.01443   0.007914         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
     59/499      4.32G    0.02429    0.01443   0.007914         72        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     59/499      4.32G    0.02331    0.01512   0.007507         75        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     59/499      4.32G    0.02331    0.01512   0.007507         75        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
     59/499      4.32G    0.02152    0.01568   0.008994         82        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
     59/499      4.32G    0.02152    0.01568   0.008994         82        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     59/499      4.32G    0.02205    0.01621   0.009875         76        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     59/499      4.32G    0.02205    0.01621   0.009875         76        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     59/499      4.32G    0.02182    0.01639   0.009047         79        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     59/499      4.32G    0.02182    0.01639   0.009047         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.08it/s]
     59/499      4.32G    0.02159    0.01636   0.008229         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.08it/s]
     59/499      4.32G    0.02159    0.01636   0.008229         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     59/499      4.32G    0.02157    0.01597   0.008406         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     59/499      4.32G    0.02157    0.01597   0.008406         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     59/499      4.32G    0.02136    0.01607   0.007913         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     59/499      4.32G    0.02136    0.01607   0.007913         85        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
     59/499      4.32G    0.02136    0.01596   0.007567         69        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
     59/499      4.32G    0.02136    0.01596   0.007567         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     59/499      4.32G     0.0213      0.016   0.008186         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
     59/499      4.32G     0.0213      0.016   0.008186         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
     59/499      4.32G    0.02118    0.01594    0.00802         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
     59/499      4.32G    0.02118    0.01594    0.00802         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.10it/s]
     59/499      4.32G    0.02132    0.01563   0.008251         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.10it/s]
     59/499      4.32G    0.02132    0.01563   0.008251         64        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     59/499      4.32G    0.02131    0.01567   0.008095         76        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     59/499      4.32G    0.02131    0.01567   0.008095         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     59/499      4.32G    0.02143    0.01559   0.008074         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     59/499      4.32G    0.02143    0.01559   0.008074         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     59/499      4.32G    0.02136    0.01578   0.008263         85        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     59/499      4.32G    0.02136    0.01578   0.008263         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
     59/499      4.32G    0.02141     0.0159   0.008282         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
     59/499      4.32G    0.02141     0.0159   0.008282         79        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     59/499      4.32G    0.02119    0.01574   0.008307         69        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     59/499      4.32G    0.02119    0.01574   0.008307         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
     59/499      4.32G    0.02115    0.01571   0.008267         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
     59/499      4.32G    0.02115    0.01571   0.008267         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
     59/499      4.32G    0.02118     0.0157   0.008287         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
     59/499      4.32G    0.02118     0.0157   0.008287         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     59/499      4.32G    0.02107    0.01574   0.008267         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     59/499      4.32G    0.02107    0.01574   0.008267         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.04it/s]
     59/499      4.32G      0.021    0.01561   0.008391         68        640:  50%|#####     | 20/40 [00:04<00:03,  5.04it/s]
     59/499      4.32G      0.021    0.01561   0.008391         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
     59/499      4.32G    0.02108    0.01572   0.008724         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
     59/499      4.32G    0.02108    0.01572   0.008724         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
     59/499      4.32G    0.02107    0.01584   0.008558         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
     59/499      4.32G    0.02107    0.01584   0.008558         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.03it/s]
     59/499      4.32G    0.02115     0.0161   0.008557         96        640:  57%|#####7    | 23/40 [00:04<00:03,  5.03it/s]
     59/499      4.32G    0.02115     0.0161   0.008557         96        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
     59/499      4.32G    0.02114    0.01614   0.008674         82        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
     59/499      4.32G    0.02114    0.01614   0.008674         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.12it/s]
     59/499      4.32G    0.02108    0.01597   0.008494         65        640:  62%|######2   | 25/40 [00:05<00:02,  5.12it/s]
     59/499      4.32G    0.02108    0.01597   0.008494         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.06it/s]
     59/499      4.32G    0.02103    0.01601   0.008495         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.06it/s]
     59/499      4.32G    0.02103    0.01601   0.008495         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
     59/499      4.32G    0.02094    0.01597   0.008401         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
     59/499      4.32G    0.02094    0.01597   0.008401         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     59/499      4.32G    0.02099    0.01606   0.008414         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     59/499      4.32G    0.02099    0.01606   0.008414         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     59/499      4.32G    0.02103    0.01626    0.00842         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     59/499      4.32G    0.02103    0.01626    0.00842         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     59/499      4.32G    0.02101    0.01631   0.008721         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     59/499      4.32G    0.02101    0.01631   0.008721         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
     59/499      4.32G    0.02108    0.01631   0.008838         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
     59/499      4.32G    0.02108    0.01631   0.008838         76        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
     59/499      4.32G    0.02108    0.01635   0.008939         76        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
     59/499      4.32G    0.02108    0.01635   0.008939         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     59/499      4.32G     0.0211    0.01636   0.008968         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     59/499      4.32G     0.0211    0.01636   0.008968         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
     59/499      4.32G    0.02112    0.01636   0.008965         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
     59/499      4.32G    0.02112    0.01636   0.008965         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
     59/499      4.32G    0.02113    0.01636   0.008993         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
     59/499      4.32G    0.02113    0.01636   0.008993         69        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
     59/499      4.32G    0.02111    0.01636   0.008965         79        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
     59/499      4.32G    0.02111    0.01636   0.008965         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     59/499      4.32G    0.02117    0.01631   0.008947         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     59/499      4.32G    0.02117    0.01631   0.008947         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
     59/499      4.32G    0.02114    0.01643   0.009026         97        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
     59/499      4.32G    0.02114    0.01643   0.009026         97        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     59/499      4.32G    0.02114    0.01651   0.009052         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     59/499      4.32G    0.02114    0.01651   0.009052         44        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
     59/499      4.32G    0.02114    0.01651   0.009052         44        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.38it/s]
                   all        132        263       0.46     0.0424     0.0545     0.0161

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     60/499      4.32G    0.02104    0.01861   0.009746         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     60/499      4.32G    0.02104    0.01861   0.009746         81        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
     60/499      4.32G    0.02061    0.01539   0.009026         60        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
     60/499      4.32G    0.02061    0.01539   0.009026         60        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
     60/499      4.32G    0.02088    0.01509   0.008919         65        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
     60/499      4.32G    0.02088    0.01509   0.008919         65        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     60/499      4.32G    0.02136    0.01523   0.009595         69        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     60/499      4.32G    0.02136    0.01523   0.009595         69        640:  10%|#         | 4/40 [00:00<00:07,  5.08it/s]
     60/499      4.32G    0.02075    0.01576   0.009319         91        640:  10%|#         | 4/40 [00:00<00:07,  5.08it/s]
     60/499      4.32G    0.02075    0.01576   0.009319         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
     60/499      4.32G    0.02051    0.01561    0.01093         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
     60/499      4.32G    0.02051    0.01561    0.01093         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     60/499      4.32G     0.0204    0.01551    0.01045         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     60/499      4.32G     0.0204    0.01551    0.01045         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     60/499      4.32G    0.02062    0.01542    0.01077         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     60/499      4.32G    0.02062    0.01542    0.01077         64        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     60/499      4.32G    0.02064    0.01559    0.01062         78        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     60/499      4.32G    0.02064    0.01559    0.01062         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     60/499      4.32G    0.02072    0.01574    0.01055         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
     60/499      4.32G    0.02072    0.01574    0.01055         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.13it/s]
     60/499      4.32G    0.02059    0.01612    0.01009         91        640:  25%|##5       | 10/40 [00:02<00:05,  5.13it/s]
     60/499      4.32G    0.02059    0.01612    0.01009         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     60/499      4.32G    0.02056    0.01639   0.009925         92        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     60/499      4.32G    0.02056    0.01639   0.009925         92        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
     60/499      4.32G    0.02063    0.01633   0.009615         73        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
     60/499      4.32G    0.02063    0.01633   0.009615         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
     60/499      4.32G    0.02085    0.01623   0.009551         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
     60/499      4.32G    0.02085    0.01623   0.009551         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     60/499      4.32G    0.02074    0.01649    0.00951         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     60/499      4.32G    0.02074    0.01649    0.00951         90        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
     60/499      4.32G    0.02061    0.01645   0.009485         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
     60/499      4.32G    0.02061    0.01645   0.009485         79        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
     60/499      4.32G    0.02056     0.0166    0.00938         89        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
     60/499      4.32G    0.02056     0.0166    0.00938         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     60/499      4.32G    0.02056    0.01643   0.009413         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     60/499      4.32G    0.02056    0.01643   0.009413         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     60/499      4.32G    0.02046    0.01627   0.009455         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     60/499      4.32G    0.02046    0.01627   0.009455         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     60/499      4.32G    0.02053    0.01618   0.009548         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     60/499      4.32G    0.02053    0.01618   0.009548         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
     60/499      4.32G    0.02058    0.01611    0.00951         68        640:  50%|#####     | 20/40 [00:04<00:03,  5.25it/s]
     60/499      4.32G    0.02058    0.01611    0.00951         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
     60/499      4.32G    0.02061     0.0162   0.009411         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
     60/499      4.32G    0.02061     0.0162   0.009411         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     60/499      4.32G    0.02056    0.01612   0.009497         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     60/499      4.32G    0.02056    0.01612   0.009497         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
     60/499      4.32G    0.02051    0.01617   0.009409         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
     60/499      4.32G    0.02051    0.01617   0.009409         88        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
     60/499      4.32G     0.0205    0.01626   0.009376         81        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
     60/499      4.32G     0.0205    0.01626   0.009376         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     60/499      4.32G    0.02048    0.01623   0.009425         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     60/499      4.32G    0.02048    0.01623   0.009425         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
     60/499      4.32G    0.02045     0.0162   0.009423         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
     60/499      4.32G    0.02045     0.0162   0.009423         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
     60/499      4.32G    0.02044    0.01618   0.009284         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
     60/499      4.32G    0.02044    0.01618   0.009284         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     60/499      4.32G    0.02042     0.0161    0.00923         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     60/499      4.32G    0.02042     0.0161    0.00923         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     60/499      4.32G    0.02039    0.01614   0.009252         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
     60/499      4.32G    0.02039    0.01614   0.009252         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
     60/499      4.32G    0.02033    0.01617   0.009262         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
     60/499      4.32G    0.02033    0.01617   0.009262         91        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
     60/499      4.32G    0.02035    0.01622   0.009252         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
     60/499      4.32G    0.02035    0.01622   0.009252         86        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     60/499      4.32G    0.02036    0.01625   0.009297         78        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     60/499      4.32G    0.02036    0.01625   0.009297         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     60/499      4.32G    0.02031    0.01625   0.009384         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     60/499      4.32G    0.02031    0.01625   0.009384         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     60/499      4.32G    0.02024    0.01621   0.009329         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     60/499      4.32G    0.02024    0.01621   0.009329         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     60/499      4.32G    0.02028     0.0163   0.009241         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     60/499      4.32G    0.02028     0.0163   0.009241         88        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     60/499      4.32G    0.02023    0.01621   0.009102         68        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
     60/499      4.32G    0.02023    0.01621   0.009102         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     60/499      4.32G    0.02019    0.01609   0.009039         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     60/499      4.32G    0.02019    0.01609   0.009039         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
     60/499      4.32G    0.02021    0.01612   0.009054         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
     60/499      4.32G    0.02021    0.01612   0.009054         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
     60/499      4.32G    0.02023    0.01609   0.009181         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
     60/499      4.32G    0.02023    0.01609   0.009181         39        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
     60/499      4.32G    0.02023    0.01609   0.009181         39        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.46it/s]
                   all        132        263      0.452     0.0175     0.0285      0.011

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     61/499      4.32G    0.02232      0.017    0.01036         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     61/499      4.32G    0.02232      0.017    0.01036         75        640:   2%|2         | 1/40 [00:00<00:07,  5.12it/s]
     61/499      4.32G    0.02137    0.01584   0.008338         77        640:   2%|2         | 1/40 [00:00<00:07,  5.12it/s]
     61/499      4.32G    0.02137    0.01584   0.008338         77        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
     61/499      4.32G    0.02237    0.01645   0.007852         84        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
     61/499      4.32G    0.02237    0.01645   0.007852         84        640:   8%|7         | 3/40 [00:00<00:07,  5.10it/s]
     61/499      4.32G     0.0217    0.01641   0.008323         79        640:   8%|7         | 3/40 [00:00<00:07,  5.10it/s]
     61/499      4.32G     0.0217    0.01641   0.008323         79        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
     61/499      4.32G    0.02121    0.01583    0.00841         63        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
     61/499      4.32G    0.02121    0.01583    0.00841         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
     61/499      4.32G    0.02077    0.01547    0.00776         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
     61/499      4.32G    0.02077    0.01547    0.00776         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     61/499      4.32G    0.02076     0.0158   0.007636         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     61/499      4.32G    0.02076     0.0158   0.007636         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     61/499      4.32G    0.02073    0.01594   0.007572         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     61/499      4.32G    0.02073    0.01594   0.007572         81        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     61/499      4.32G    0.02064    0.01594   0.007503         78        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     61/499      4.32G    0.02064    0.01594   0.007503         78        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     61/499      4.32G    0.02044      0.016   0.007703         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     61/499      4.32G    0.02044      0.016   0.007703         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
     61/499      4.32G    0.02055    0.01615   0.008005         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
     61/499      4.32G    0.02055    0.01615   0.008005         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     61/499      4.32G    0.02039    0.01599   0.007938         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     61/499      4.32G    0.02039    0.01599   0.007938         67        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     61/499      4.32G    0.02036      0.016    0.00779         77        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     61/499      4.32G    0.02036      0.016    0.00779         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
     61/499      4.32G    0.02045    0.01592   0.007979         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
     61/499      4.32G    0.02045    0.01592   0.007979         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     61/499      4.32G    0.02039     0.0159      0.008         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     61/499      4.32G    0.02039     0.0159      0.008         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.06it/s]
     61/499      4.32G    0.02059    0.01606   0.008267         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.06it/s]
     61/499      4.32G    0.02059    0.01606   0.008267         76        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
     61/499      4.32G    0.02062    0.01613   0.008256         83        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
     61/499      4.32G    0.02062    0.01613   0.008256         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
     61/499      4.32G    0.02064     0.0162   0.008216         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
     61/499      4.32G    0.02064     0.0162   0.008216         84        640:  45%|####5     | 18/40 [00:03<00:04,  4.94it/s]
     61/499      4.32G    0.02062    0.01596   0.008186         54        640:  45%|####5     | 18/40 [00:03<00:04,  4.94it/s]
     61/499      4.32G    0.02062    0.01596   0.008186         54        640:  48%|####7     | 19/40 [00:03<00:04,  5.06it/s]
     61/499      4.32G     0.0207    0.01603   0.008416         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.06it/s]
     61/499      4.32G     0.0207    0.01603   0.008416         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
     61/499      4.32G    0.02066    0.01588   0.008465         63        640:  50%|#####     | 20/40 [00:04<00:03,  5.19it/s]
     61/499      4.32G    0.02066    0.01588   0.008465         63        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
     61/499      4.32G    0.02061    0.01589   0.008328         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
     61/499      4.32G    0.02061    0.01589   0.008328         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     61/499      4.32G    0.02061      0.016   0.008318         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     61/499      4.32G    0.02061      0.016   0.008318         91        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
     61/499      4.32G    0.02061    0.01595     0.0083         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
     61/499      4.32G    0.02061    0.01595     0.0083         66        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     61/499      4.32G     0.0206    0.01595     0.0082         72        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     61/499      4.32G     0.0206    0.01595     0.0082         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     61/499      4.32G    0.02072    0.01595   0.008176         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     61/499      4.32G    0.02072    0.01595   0.008176         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
     61/499      4.32G    0.02069     0.0158   0.008346         53        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
     61/499      4.32G    0.02069     0.0158   0.008346         53        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     61/499      4.32G     0.0207    0.01567   0.008354         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     61/499      4.32G     0.0207    0.01567   0.008354         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     61/499      4.32G    0.02078    0.01577   0.008251         89        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     61/499      4.32G    0.02078    0.01577   0.008251         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     61/499      4.32G    0.02075    0.01572   0.008087         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
     61/499      4.32G    0.02075    0.01572   0.008087         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
     61/499      4.32G    0.02074    0.01564   0.008024         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
     61/499      4.32G    0.02074    0.01564   0.008024         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
     61/499      4.32G    0.02062    0.01556   0.008026         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
     61/499      4.32G    0.02062    0.01556   0.008026         67        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
     61/499      4.32G    0.02067    0.01554    0.00802         69        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
     61/499      4.32G    0.02067    0.01554    0.00802         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
     61/499      4.32G    0.02071    0.01561   0.008032         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
     61/499      4.32G    0.02071    0.01561   0.008032         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
     61/499      4.32G    0.02071    0.01571   0.007983        100        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
     61/499      4.32G    0.02071    0.01571   0.007983        100        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     61/499      4.32G    0.02076    0.01571   0.007823         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
     61/499      4.32G    0.02076    0.01571   0.007823         72        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
     61/499      4.32G    0.02079    0.01575   0.007852         78        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
     61/499      4.32G    0.02079    0.01575   0.007852         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
     61/499      4.32G    0.02072    0.01576    0.00779         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
     61/499      4.32G    0.02072    0.01576    0.00779         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     61/499      4.32G    0.02069    0.01578    0.00779         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
     61/499      4.32G    0.02069    0.01578    0.00779         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
     61/499      4.32G    0.02066    0.01572   0.007754         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
     61/499      4.32G    0.02066    0.01572   0.007754         38        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
     61/499      4.32G    0.02066    0.01572   0.007754         38        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.65it/s]
                   all        132        263      0.768     0.0189     0.0218     0.0108

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     62/499      4.32G    0.02029     0.0141   0.006523         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
     62/499      4.32G    0.02029     0.0141   0.006523         64        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     62/499      4.32G    0.01921    0.01494   0.007331         85        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     62/499      4.32G    0.01921    0.01494   0.007331         85        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     62/499      4.32G    0.02026    0.01436   0.008887         61        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     62/499      4.32G    0.02026    0.01436   0.008887         61        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     62/499      4.32G    0.02072    0.01458   0.009985         68        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
     62/499      4.32G    0.02072    0.01458   0.009985         68        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     62/499      4.32G    0.02046    0.01472   0.009046         77        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     62/499      4.32G    0.02046    0.01472   0.009046         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.14it/s]
     62/499      4.32G    0.02062    0.01456   0.009623         60        640:  12%|#2        | 5/40 [00:01<00:06,  5.14it/s]
     62/499      4.32G    0.02062    0.01456   0.009623         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     62/499      4.32G    0.02053     0.0143    0.01007         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     62/499      4.32G    0.02053     0.0143    0.01007         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
     62/499      4.32G    0.02066     0.0143   0.009947         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
     62/499      4.32G    0.02066     0.0143   0.009947         64        640:  20%|##        | 8/40 [00:01<00:06,  5.08it/s]
     62/499      4.32G    0.02065    0.01444    0.00919         72        640:  20%|##        | 8/40 [00:01<00:06,  5.08it/s]
     62/499      4.32G    0.02065    0.01444    0.00919         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     62/499      4.32G    0.02079    0.01434   0.009154         61        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     62/499      4.32G    0.02079    0.01434   0.009154         61        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
     62/499      4.32G    0.02126    0.01459   0.008957         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
     62/499      4.32G    0.02126    0.01459   0.008957         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.10it/s]
     62/499      4.32G    0.02136    0.01462   0.009125         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.10it/s]
     62/499      4.32G    0.02136    0.01462   0.009125         70        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
     62/499      4.32G    0.02134    0.01489   0.009338         75        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
     62/499      4.32G    0.02134    0.01489   0.009338         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
     62/499      4.32G    0.02137    0.01503   0.009311         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
     62/499      4.32G    0.02137    0.01503   0.009311         85        640:  35%|###5      | 14/40 [00:02<00:05,  5.09it/s]
     62/499      4.32G    0.02135    0.01484   0.009385         58        640:  35%|###5      | 14/40 [00:02<00:05,  5.09it/s]
     62/499      4.32G    0.02135    0.01484   0.009385         58        640:  38%|###7      | 15/40 [00:02<00:04,  5.18it/s]
     62/499      4.32G    0.02145    0.01503   0.009453         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.18it/s]
     62/499      4.32G    0.02145    0.01503   0.009453         77        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     62/499      4.32G     0.0215    0.01509   0.009683         76        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     62/499      4.32G     0.0215    0.01509   0.009683         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.09it/s]
     62/499      4.32G    0.02153    0.01531   0.009895         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.09it/s]
     62/499      4.32G    0.02153    0.01531   0.009895         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
     62/499      4.32G    0.02155    0.01549   0.009838         93        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
     62/499      4.32G    0.02155    0.01549   0.009838         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     62/499      4.32G    0.02151    0.01559   0.009714         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     62/499      4.32G    0.02151    0.01559   0.009714         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.11it/s]
     62/499      4.32G    0.02155    0.01548   0.009524         61        640:  50%|#####     | 20/40 [00:04<00:03,  5.11it/s]
     62/499      4.32G    0.02155    0.01548   0.009524         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     62/499      4.32G    0.02153    0.01568   0.009588         95        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     62/499      4.32G    0.02153    0.01568   0.009588         95        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     62/499      4.32G    0.02145    0.01556   0.009383         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     62/499      4.32G    0.02145    0.01556   0.009383         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     62/499      4.32G    0.02159    0.01573   0.009378         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     62/499      4.32G    0.02159    0.01573   0.009378         81        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     62/499      4.32G    0.02168    0.01572   0.009313         69        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
     62/499      4.32G    0.02168    0.01572   0.009313         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
     62/499      4.32G    0.02163    0.01583   0.009127         81        640:  62%|######2   | 25/40 [00:05<00:02,  5.29it/s]
     62/499      4.32G    0.02163    0.01583   0.009127         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
     62/499      4.32G    0.02158    0.01587   0.009179         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
     62/499      4.32G    0.02158    0.01587   0.009179         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     62/499      4.32G     0.0216    0.01587   0.009238         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     62/499      4.32G     0.0216    0.01587   0.009238         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     62/499      4.32G    0.02162    0.01581   0.009291         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
     62/499      4.32G    0.02162    0.01581   0.009291         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     62/499      4.32G    0.02168    0.01596   0.009251         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     62/499      4.32G    0.02168    0.01596   0.009251         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     62/499      4.32G    0.02167    0.01598   0.009192         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     62/499      4.32G    0.02167    0.01598   0.009192         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     62/499      4.32G    0.02163    0.01598   0.009085         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     62/499      4.32G    0.02163    0.01598   0.009085         81        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
     62/499      4.32G    0.02157    0.01587   0.009081         60        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
     62/499      4.32G    0.02157    0.01587   0.009081         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     62/499      4.32G    0.02156    0.01586   0.008983         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     62/499      4.32G    0.02156    0.01586   0.008983         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
     62/499      4.32G    0.02155    0.01588   0.009042         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
     62/499      4.32G    0.02155    0.01588   0.009042         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.05it/s]
     62/499      4.32G    0.02155    0.01594   0.008988         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.05it/s]
     62/499      4.32G    0.02155    0.01594   0.008988         92        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
     62/499      4.32G    0.02159    0.01604    0.00899         82        640:  90%|######### | 36/40 [00:07<00:00,  5.12it/s]
     62/499      4.32G    0.02159    0.01604    0.00899         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     62/499      4.32G    0.02164    0.01608   0.008988         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
     62/499      4.32G    0.02164    0.01608   0.008988         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
     62/499      4.32G    0.02163    0.01607   0.008964         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
     62/499      4.32G    0.02163    0.01607   0.008964         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     62/499      4.32G    0.02167    0.01604   0.008992         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     62/499      4.32G    0.02167    0.01604   0.008992         30        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
     62/499      4.32G    0.02167    0.01604   0.008992         30        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.66it/s]
                   all        132        263      0.625     0.0316     0.0346     0.0116

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     63/499      4.32G    0.02289    0.01361   0.007686         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
     63/499      4.32G    0.02289    0.01361   0.007686         64        640:   2%|2         | 1/40 [00:00<00:07,  4.89it/s]
     63/499      4.32G    0.02206    0.01386   0.007823         70        640:   2%|2         | 1/40 [00:00<00:07,  4.89it/s]
     63/499      4.32G    0.02206    0.01386   0.007823         70        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
     63/499      4.32G    0.02186    0.01397     0.0077         78        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
     63/499      4.32G    0.02186    0.01397     0.0077         78        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     63/499      4.32G     0.0219    0.01387   0.008624         68        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     63/499      4.32G     0.0219    0.01387   0.008624         68        640:  10%|#         | 4/40 [00:00<00:07,  5.07it/s]
     63/499      4.32G    0.02195    0.01451   0.009345         86        640:  10%|#         | 4/40 [00:00<00:07,  5.07it/s]
     63/499      4.32G    0.02195    0.01451   0.009345         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
     63/499      4.32G    0.02171    0.01489   0.009495         85        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
     63/499      4.32G    0.02171    0.01489   0.009495         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
     63/499      4.32G    0.02139    0.01435   0.009481         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
     63/499      4.32G    0.02139    0.01435   0.009481         55        640:  18%|#7        | 7/40 [00:01<00:06,  5.13it/s]
     63/499      4.32G    0.02133    0.01458   0.009326         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.13it/s]
     63/499      4.32G    0.02133    0.01458   0.009326         78        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     63/499      4.32G    0.02132    0.01449   0.009001         59        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     63/499      4.32G    0.02132    0.01449   0.009001         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
     63/499      4.32G    0.02112    0.01481   0.009032         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
     63/499      4.32G    0.02112    0.01481   0.009032         91        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
     63/499      4.32G    0.02101    0.01479   0.009272         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
     63/499      4.32G    0.02101    0.01479   0.009272         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
     63/499      4.32G    0.02102    0.01514   0.009169         95        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
     63/499      4.32G    0.02102    0.01514   0.009169         95        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     63/499      4.32G    0.02112    0.01529   0.009189         75        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     63/499      4.32G    0.02112    0.01529   0.009189         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
     63/499      4.32G     0.0211    0.01549   0.009058         92        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
     63/499      4.32G     0.0211    0.01549   0.009058         92        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     63/499      4.32G    0.02115    0.01538   0.008717         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     63/499      4.32G    0.02115    0.01538   0.008717         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
     63/499      4.32G    0.02125    0.01547   0.008616         85        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
     63/499      4.32G    0.02125    0.01547   0.008616         85        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
     63/499      4.32G    0.02111    0.01549   0.008581         83        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
     63/499      4.32G    0.02111    0.01549   0.008581         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     63/499      4.32G    0.02109    0.01549   0.008425         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     63/499      4.32G    0.02109    0.01549   0.008425         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     63/499      4.32G    0.02118    0.01536   0.008657         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     63/499      4.32G    0.02118    0.01536   0.008657         60        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     63/499      4.32G    0.02111    0.01538   0.008481         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     63/499      4.32G    0.02111    0.01538   0.008481         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     63/499      4.32G    0.02104    0.01536   0.008271         72        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
     63/499      4.32G    0.02104    0.01536   0.008271         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
     63/499      4.32G    0.02103    0.01546   0.008238         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
     63/499      4.32G    0.02103    0.01546   0.008238         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
     63/499      4.32G    0.02103    0.01558   0.008308         93        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
     63/499      4.32G    0.02103    0.01558   0.008308         93        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     63/499      4.32G    0.02099    0.01557   0.008248         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     63/499      4.32G    0.02099    0.01557   0.008248         73        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
     63/499      4.32G    0.02098    0.01551   0.008285         75        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
     63/499      4.32G    0.02098    0.01551   0.008285         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     63/499      4.32G    0.02094    0.01539   0.008255         56        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     63/499      4.32G    0.02094    0.01539   0.008255         56        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
     63/499      4.32G    0.02089    0.01535   0.008209         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
     63/499      4.32G    0.02089    0.01535   0.008209         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     63/499      4.32G    0.02084     0.0152    0.00838         52        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     63/499      4.32G    0.02084     0.0152    0.00838         52        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
     63/499      4.32G    0.02082    0.01528   0.008321         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.15it/s]
     63/499      4.32G    0.02082    0.01528   0.008321         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
     63/499      4.32G    0.02085    0.01531   0.008261         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
     63/499      4.32G    0.02085    0.01531   0.008261         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     63/499      4.32G    0.02083    0.01529   0.008221         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
     63/499      4.32G    0.02083    0.01529   0.008221         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
     63/499      4.32G    0.02078     0.0153    0.00823         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
     63/499      4.32G    0.02078     0.0153    0.00823         78        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     63/499      4.32G    0.02069    0.01523   0.008142         66        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     63/499      4.32G    0.02069    0.01523   0.008142         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     63/499      4.32G    0.02065    0.01532   0.008156         97        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
     63/499      4.32G    0.02065    0.01532   0.008156         97        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
     63/499      4.32G    0.02062    0.01529   0.008229         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
     63/499      4.32G    0.02062    0.01529   0.008229         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
     63/499      4.32G    0.02063    0.01536   0.008411         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
     63/499      4.32G    0.02063    0.01536   0.008411         87        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
     63/499      4.32G    0.02059    0.01534   0.008325         73        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
     63/499      4.32G    0.02059    0.01534   0.008325         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
     63/499      4.32G    0.02055    0.01533   0.008279         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
     63/499      4.32G    0.02055    0.01533   0.008279         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
     63/499      4.32G    0.02057    0.01533   0.008246         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
     63/499      4.32G    0.02057    0.01533   0.008246         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
     63/499      4.32G    0.02051    0.01532   0.008224         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
     63/499      4.32G    0.02051    0.01532   0.008224         38        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
     63/499      4.32G    0.02051    0.01532   0.008224         38        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263       0.11     0.0427     0.0418     0.0133

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     64/499      4.32G    0.01933    0.01429   0.005965         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
     64/499      4.32G    0.01933    0.01429   0.005965         69        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     64/499      4.32G    0.01908    0.01369   0.006817         59        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     64/499      4.32G    0.01908    0.01369   0.006817         59        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
     64/499      4.32G    0.01893    0.01464   0.006538         77        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
     64/499      4.32G    0.01893    0.01464   0.006538         77        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
     64/499      4.32G    0.01989    0.01438   0.007011         68        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
     64/499      4.32G    0.01989    0.01438   0.007011         68        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
     64/499      4.32G    0.01981    0.01358   0.006252         59        640:  10%|#         | 4/40 [00:00<00:06,  5.25it/s]
     64/499      4.32G    0.01981    0.01358   0.006252         59        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
     64/499      4.32G    0.01956     0.0137   0.006924         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
     64/499      4.32G    0.01956     0.0137   0.006924         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
     64/499      4.32G    0.01954     0.0142   0.006656         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
     64/499      4.32G    0.01954     0.0142   0.006656         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     64/499      4.32G    0.01962     0.0143   0.006712         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     64/499      4.32G    0.01962     0.0143   0.006712         68        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     64/499      4.32G    0.01985    0.01422   0.007108         65        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     64/499      4.32G    0.01985    0.01422   0.007108         65        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     64/499      4.32G    0.01996    0.01424   0.006635         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     64/499      4.32G    0.01996    0.01424   0.006635         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
     64/499      4.32G    0.01999    0.01433    0.00647         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
     64/499      4.32G    0.01999    0.01433    0.00647         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     64/499      4.32G    0.02008    0.01437   0.006563         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
     64/499      4.32G    0.02008    0.01437   0.006563         74        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     64/499      4.32G    0.02007    0.01448   0.006783         77        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     64/499      4.32G    0.02007    0.01448   0.006783         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.11it/s]
     64/499      4.32G    0.02004    0.01459   0.006732         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.11it/s]
     64/499      4.32G    0.02004    0.01459   0.006732         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
     64/499      4.32G       0.02    0.01448   0.006684         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
     64/499      4.32G       0.02    0.01448   0.006684         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.09it/s]
     64/499      4.32G    0.02012    0.01426    0.00667         57        640:  38%|###7      | 15/40 [00:03<00:04,  5.09it/s]
     64/499      4.32G    0.02012    0.01426    0.00667         57        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     64/499      4.32G    0.02004    0.01427   0.006756         72        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     64/499      4.32G    0.02004    0.01427   0.006756         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     64/499      4.32G    0.01998    0.01433   0.006637         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     64/499      4.32G    0.01998    0.01433   0.006637         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.12it/s]
     64/499      4.32G    0.01998    0.01424   0.006579         56        640:  45%|####5     | 18/40 [00:03<00:04,  5.12it/s]
     64/499      4.32G    0.01998    0.01424   0.006579         56        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     64/499      4.32G    0.01999    0.01413   0.006462         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     64/499      4.32G    0.01999    0.01413   0.006462         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
     64/499      4.32G    0.02002    0.01436   0.006473         95        640:  50%|#####     | 20/40 [00:04<00:03,  5.29it/s]
     64/499      4.32G    0.02002    0.01436   0.006473         95        640:  52%|#####2    | 21/40 [00:04<00:03,  4.88it/s]
     64/499      4.32G    0.02007    0.01441   0.006578         79        640:  52%|#####2    | 21/40 [00:04<00:03,  4.88it/s]
     64/499      4.32G    0.02007    0.01441   0.006578         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.00it/s]
     64/499      4.32G       0.02     0.0144    0.00656         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.00it/s]
     64/499      4.32G       0.02     0.0144    0.00656         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.09it/s]
     64/499      4.32G    0.01994    0.01433   0.006736         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.09it/s]
     64/499      4.32G    0.01994    0.01433   0.006736         60        640:  60%|######    | 24/40 [00:04<00:03,  5.03it/s]
     64/499      4.32G     0.0199     0.0144   0.006817         71        640:  60%|######    | 24/40 [00:04<00:03,  5.03it/s]
     64/499      4.32G     0.0199     0.0144   0.006817         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
     64/499      4.32G    0.01988    0.01435   0.006876         76        640:  62%|######2   | 25/40 [00:05<00:02,  5.18it/s]
     64/499      4.32G    0.01988    0.01435   0.006876         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
     64/499      4.32G    0.01993    0.01443   0.006823         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
     64/499      4.32G    0.01993    0.01443   0.006823         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
     64/499      4.32G    0.01988    0.01444   0.006774         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
     64/499      4.32G    0.01988    0.01444   0.006774         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     64/499      4.32G    0.01987    0.01435   0.006736         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     64/499      4.32G    0.01987    0.01435   0.006736         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     64/499      4.32G    0.01983     0.0144   0.006636         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     64/499      4.32G    0.01983     0.0144   0.006636         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.09it/s]
     64/499      4.32G    0.01994    0.01446    0.00681         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.09it/s]
     64/499      4.32G    0.01994    0.01446    0.00681         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
     64/499      4.32G    0.01994    0.01448   0.006794         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
     64/499      4.32G    0.01994    0.01448   0.006794         78        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     64/499      4.32G    0.02005    0.01445   0.006838         65        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     64/499      4.32G    0.02005    0.01445   0.006838         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
     64/499      4.32G    0.02003    0.01448   0.006879         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
     64/499      4.32G    0.02003    0.01448   0.006879         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
     64/499      4.32G    0.02008    0.01449   0.006924         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
     64/499      4.32G    0.02008    0.01449   0.006924         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
     64/499      4.32G    0.02008    0.01456   0.006944         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
     64/499      4.32G    0.02008    0.01456   0.006944         79        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
     64/499      4.32G    0.02013    0.01462    0.00706         71        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
     64/499      4.32G    0.02013    0.01462    0.00706         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     64/499      4.32G    0.02012    0.01465   0.006957         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
     64/499      4.32G    0.02012    0.01465   0.006957         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     64/499      4.32G     0.0201    0.01468   0.006954         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     64/499      4.32G     0.0201    0.01468   0.006954         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     64/499      4.32G    0.02005     0.0146    0.00681         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     64/499      4.32G    0.02005     0.0146    0.00681         31        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
     64/499      4.32G    0.02005     0.0146    0.00681         31        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.65it/s]
                   all        132        263      0.657     0.0296      0.056     0.0225

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     65/499      4.32G    0.02063    0.01669   0.004907         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     65/499      4.32G    0.02063    0.01669   0.004907         81        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
     65/499      4.32G    0.02092    0.01499   0.006612         66        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
     65/499      4.32G    0.02092    0.01499   0.006612         66        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
     65/499      4.32G    0.02128    0.01625   0.006847         85        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
     65/499      4.32G    0.02128    0.01625   0.006847         85        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
     65/499      4.32G    0.02179    0.01562   0.006273         65        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
     65/499      4.32G    0.02179    0.01562   0.006273         65        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     65/499      4.32G    0.02189    0.01572   0.006545         75        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     65/499      4.32G    0.02189    0.01572   0.006545         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.10it/s]
     65/499      4.32G    0.02183    0.01562   0.006169         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.10it/s]
     65/499      4.32G    0.02183    0.01562   0.006169         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
     65/499      4.32G    0.02155    0.01568   0.006315         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
     65/499      4.32G    0.02155    0.01568   0.006315         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     65/499      4.32G    0.02139    0.01544    0.00645         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
     65/499      4.32G    0.02139    0.01544    0.00645         62        640:  20%|##        | 8/40 [00:01<00:06,  5.11it/s]
     65/499      4.32G    0.02132    0.01565   0.006384         90        640:  20%|##        | 8/40 [00:01<00:06,  5.11it/s]
     65/499      4.32G    0.02132    0.01565   0.006384         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
     65/499      4.32G    0.02106    0.01551   0.006368         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
     65/499      4.32G    0.02106    0.01551   0.006368         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     65/499      4.32G    0.02111    0.01559   0.006767         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     65/499      4.32G    0.02111    0.01559   0.006767         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.11it/s]
     65/499      4.32G    0.02103    0.01528   0.007614         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.11it/s]
     65/499      4.32G    0.02103    0.01528   0.007614         60        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     65/499      4.32G      0.021    0.01552   0.007338         82        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     65/499      4.32G      0.021    0.01552   0.007338         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
     65/499      4.32G    0.02118    0.01554   0.007807         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
     65/499      4.32G    0.02118    0.01554   0.007807         73        640:  35%|###5      | 14/40 [00:02<00:05,  5.12it/s]
     65/499      4.32G    0.02103    0.01545   0.007689         75        640:  35%|###5      | 14/40 [00:02<00:05,  5.12it/s]
     65/499      4.32G    0.02103    0.01545   0.007689         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
     65/499      4.32G    0.02102    0.01561   0.007838         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
     65/499      4.32G    0.02102    0.01561   0.007838         82        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     65/499      4.32G    0.02107    0.01572   0.007853         86        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
     65/499      4.32G    0.02107    0.01572   0.007853         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.04it/s]
     65/499      4.32G      0.021    0.01577   0.007759         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.04it/s]
     65/499      4.32G      0.021    0.01577   0.007759         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
     65/499      4.32G    0.02097    0.01582   0.007895         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
     65/499      4.32G    0.02097    0.01582   0.007895         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     65/499      4.32G    0.02089    0.01583   0.007764         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     65/499      4.32G    0.02089    0.01583   0.007764         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.06it/s]
     65/499      4.32G    0.02086    0.01576   0.007886         69        640:  50%|#####     | 20/40 [00:04<00:03,  5.06it/s]
     65/499      4.32G    0.02086    0.01576   0.007886         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
     65/499      4.32G    0.02082     0.0157   0.007873         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
     65/499      4.32G    0.02082     0.0157   0.007873         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
     65/499      4.32G    0.02087    0.01579    0.00794         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
     65/499      4.32G    0.02087    0.01579    0.00794         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.11it/s]
     65/499      4.32G    0.02088    0.01571   0.007842         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.11it/s]
     65/499      4.32G    0.02088    0.01571   0.007842         66        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     65/499      4.32G    0.02095    0.01552   0.008009         46        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     65/499      4.32G    0.02095    0.01552   0.008009         46        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
     65/499      4.32G    0.02087    0.01559   0.008038         82        640:  62%|######2   | 25/40 [00:05<00:02,  5.27it/s]
     65/499      4.32G    0.02087    0.01559   0.008038         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
     65/499      4.32G     0.0209    0.01552   0.008124         62        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
     65/499      4.32G     0.0209    0.01552   0.008124         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
     65/499      4.32G    0.02088    0.01551   0.008182         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
     65/499      4.32G    0.02088    0.01551   0.008182         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
     65/499      4.32G    0.02081    0.01532   0.007971         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
     65/499      4.32G    0.02081    0.01532   0.007971         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     65/499      4.32G    0.02077    0.01536   0.007978         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     65/499      4.32G    0.02077    0.01536   0.007978         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     65/499      4.32G    0.02081    0.01542   0.008022         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     65/499      4.32G    0.02081    0.01542   0.008022         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
     65/499      4.32G    0.02083    0.01537   0.008123         63        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
     65/499      4.32G    0.02083    0.01537   0.008123         63        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
     65/499      4.32G     0.0208    0.01538   0.008094         81        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
     65/499      4.32G     0.0208    0.01538   0.008094         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
     65/499      4.32G    0.02077    0.01536   0.007994         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
     65/499      4.32G    0.02077    0.01536   0.007994         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
     65/499      4.32G    0.02072    0.01535   0.007978         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
     65/499      4.32G    0.02072    0.01535   0.007978         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.07it/s]
     65/499      4.32G    0.02075    0.01528   0.008217         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.07it/s]
     65/499      4.32G    0.02075    0.01528   0.008217         61        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
     65/499      4.32G    0.02073    0.01524   0.008222         77        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
     65/499      4.32G    0.02073    0.01524   0.008222         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
     65/499      4.32G    0.02066    0.01525   0.008264         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
     65/499      4.32G    0.02066    0.01525   0.008264         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
     65/499      4.32G    0.02064    0.01528   0.008218         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
     65/499      4.32G    0.02064    0.01528   0.008218         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
     65/499      4.32G    0.02059     0.0152   0.008263         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
     65/499      4.32G    0.02059     0.0152   0.008263         32        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
     65/499      4.32G    0.02059     0.0152   0.008263         32        640: 100%|##########| 40/40 [00:07<00:00,  5.18it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263      0.563     0.0105     0.0225    0.00725

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     66/499      4.32G    0.02174    0.01993    0.01069         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
     66/499      4.32G    0.02174    0.01993    0.01069         96        640:   2%|2         | 1/40 [00:00<00:08,  4.77it/s]
     66/499      4.32G    0.02112    0.01889   0.007174         75        640:   2%|2         | 1/40 [00:00<00:08,  4.77it/s]
     66/499      4.32G    0.02112    0.01889   0.007174         75        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
     66/499      4.32G    0.02064    0.01645    0.00659         61        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
     66/499      4.32G    0.02064    0.01645    0.00659         61        640:   8%|7         | 3/40 [00:00<00:07,  5.06it/s]
     66/499      4.32G    0.02044    0.01693   0.006082         91        640:   8%|7         | 3/40 [00:00<00:07,  5.06it/s]
     66/499      4.32G    0.02044    0.01693   0.006082         91        640:  10%|#         | 4/40 [00:00<00:07,  4.90it/s]
     66/499      4.32G    0.02053    0.01639   0.007641         65        640:  10%|#         | 4/40 [00:01<00:07,  4.90it/s]
     66/499      4.32G    0.02053    0.01639   0.007641         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.01it/s]
     66/499      4.32G     0.0208    0.01612   0.008538         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.01it/s]
     66/499      4.32G     0.0208    0.01612   0.008538         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
     66/499      4.32G    0.02081    0.01602   0.008999         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
     66/499      4.32G    0.02081    0.01602   0.008999         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.06it/s]
     66/499      4.32G    0.02075    0.01568   0.009568         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.06it/s]
     66/499      4.32G    0.02075    0.01568   0.009568         68        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
     66/499      4.32G    0.02087    0.01595   0.009471         84        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
     66/499      4.32G    0.02087    0.01595   0.009471         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     66/499      4.32G     0.0209    0.01579   0.009625         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     66/499      4.32G     0.0209    0.01579   0.009625         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.10it/s]
     66/499      4.32G    0.02077    0.01552   0.009488         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.10it/s]
     66/499      4.32G    0.02077    0.01552   0.009488         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     66/499      4.32G    0.02099    0.01539   0.009675         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     66/499      4.32G    0.02099    0.01539   0.009675         60        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     66/499      4.32G    0.02082    0.01528   0.009593         79        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     66/499      4.32G    0.02082    0.01528   0.009593         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.11it/s]
     66/499      4.32G    0.02085    0.01546   0.009505         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.11it/s]
     66/499      4.32G    0.02085    0.01546   0.009505         84        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
     66/499      4.32G    0.02086    0.01527   0.009346         66        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
     66/499      4.32G    0.02086    0.01527   0.009346         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
     66/499      4.32G    0.02092    0.01542   0.009465         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
     66/499      4.32G    0.02092    0.01542   0.009465         78        640:  40%|####      | 16/40 [00:03<00:04,  5.07it/s]
     66/499      4.32G    0.02099    0.01543   0.009651         69        640:  40%|####      | 16/40 [00:03<00:04,  5.07it/s]
     66/499      4.32G    0.02099    0.01543   0.009651         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
     66/499      4.32G     0.0209    0.01546   0.009729         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
     66/499      4.32G     0.0209    0.01546   0.009729         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     66/499      4.32G    0.02093     0.0156   0.009717         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     66/499      4.32G    0.02093     0.0156   0.009717         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     66/499      4.32G    0.02098     0.0156   0.009669         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     66/499      4.32G    0.02098     0.0156   0.009669         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
     66/499      4.32G    0.02096    0.01558   0.009649         74        640:  50%|#####     | 20/40 [00:04<00:03,  5.18it/s]
     66/499      4.32G    0.02096    0.01558   0.009649         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     66/499      4.32G    0.02088    0.01561   0.009666         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     66/499      4.32G    0.02088    0.01561   0.009666         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
     66/499      4.32G    0.02092    0.01571   0.009739         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
     66/499      4.32G    0.02092    0.01571   0.009739         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
     66/499      4.32G    0.02087    0.01578   0.009663         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
     66/499      4.32G    0.02087    0.01578   0.009663         83        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     66/499      4.32G    0.02077    0.01576   0.009554         79        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     66/499      4.32G    0.02077    0.01576   0.009554         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
     66/499      4.32G    0.02086    0.01567   0.009573         66        640:  62%|######2   | 25/40 [00:05<00:02,  5.14it/s]
     66/499      4.32G    0.02086    0.01567   0.009573         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     66/499      4.32G    0.02086    0.01563    0.00955         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     66/499      4.32G    0.02086    0.01563    0.00955         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
     66/499      4.32G    0.02085     0.0157   0.009554         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
     66/499      4.32G    0.02085     0.0157   0.009554         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     66/499      4.32G    0.02082    0.01563   0.009463         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     66/499      4.32G    0.02082    0.01563   0.009463         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     66/499      4.32G    0.02081    0.01568   0.009482         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     66/499      4.32G    0.02081    0.01568   0.009482         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     66/499      4.32G    0.02078    0.01575   0.009408         89        640:  75%|#######5  | 30/40 [00:06<00:01,  5.27it/s]
     66/499      4.32G    0.02078    0.01575   0.009408         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
     66/499      4.32G    0.02077    0.01573   0.009321         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
     66/499      4.32G    0.02077    0.01573   0.009321         75        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     66/499      4.32G    0.02077    0.01573   0.009316         75        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
     66/499      4.32G    0.02077    0.01573   0.009316         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     66/499      4.32G    0.02074    0.01562   0.009217         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
     66/499      4.32G    0.02074    0.01562   0.009217         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
     66/499      4.32G    0.02074    0.01568   0.009161         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
     66/499      4.32G    0.02074    0.01568   0.009161         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     66/499      4.32G    0.02068    0.01562   0.009144         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     66/499      4.32G    0.02068    0.01562   0.009144         68        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
     66/499      4.32G    0.02071    0.01553   0.009259         61        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
     66/499      4.32G    0.02071    0.01553   0.009259         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
     66/499      4.32G    0.02067    0.01543   0.009334         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
     66/499      4.32G    0.02067    0.01543   0.009334         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     66/499      4.32G    0.02065    0.01548   0.009216         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     66/499      4.32G    0.02065    0.01548   0.009216         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
     66/499      4.32G    0.02066     0.0155    0.00922         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
     66/499      4.32G    0.02066     0.0155    0.00922         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
     66/499      4.32G    0.02066     0.0155    0.00922         36        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.52it/s]
                   all        132        263      0.181     0.0281    0.00901    0.00525

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     67/499      4.32G    0.02277    0.02194    0.01116         93        640:   0%|          | 0/40 [00:00<?, ?it/s]
     67/499      4.32G    0.02277    0.02194    0.01116         93        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
     67/499      4.32G    0.02137    0.01852    0.01153         73        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
     67/499      4.32G    0.02137    0.01852    0.01153         73        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
     67/499      4.32G    0.02059    0.01745   0.009703         78        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
     67/499      4.32G    0.02059    0.01745   0.009703         78        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
     67/499      4.32G    0.02059    0.01732   0.009459         79        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
     67/499      4.32G    0.02059    0.01732   0.009459         79        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     67/499      4.32G    0.01996    0.01617   0.008677         62        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     67/499      4.32G    0.01996    0.01617   0.008677         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
     67/499      4.32G       0.02    0.01599    0.00912         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
     67/499      4.32G       0.02    0.01599    0.00912         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
     67/499      4.32G    0.02025     0.0159   0.008925         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.14it/s]
     67/499      4.32G    0.02025     0.0159   0.008925         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
     67/499      4.32G    0.02007    0.01571   0.008738         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
     67/499      4.32G    0.02007    0.01571   0.008738         76        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     67/499      4.32G    0.01999    0.01557   0.008719         73        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     67/499      4.32G    0.01999    0.01557   0.008719         73        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
     67/499      4.32G    0.01989    0.01534   0.008848         70        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
     67/499      4.32G    0.01989    0.01534   0.008848         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
     67/499      4.32G    0.02003    0.01524   0.008451         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
     67/499      4.32G    0.02003    0.01524   0.008451         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     67/499      4.32G    0.02014    0.01513   0.008809         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     67/499      4.32G    0.02014    0.01513   0.008809         64        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     67/499      4.32G    0.02021    0.01526    0.00846         87        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     67/499      4.32G    0.02021    0.01526    0.00846         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
     67/499      4.32G    0.02007    0.01529   0.008295         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
     67/499      4.32G    0.02007    0.01529   0.008295         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
     67/499      4.32G    0.01998     0.0152   0.008066         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
     67/499      4.32G    0.01998     0.0152   0.008066         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.12it/s]
     67/499      4.32G     0.0198    0.01512   0.007835         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.12it/s]
     67/499      4.32G     0.0198    0.01512   0.007835         73        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     67/499      4.32G    0.01981    0.01502   0.007877         63        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     67/499      4.32G    0.01981    0.01502   0.007877         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
     67/499      4.32G    0.01993    0.01479   0.008218         47        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
     67/499      4.32G    0.01993    0.01479   0.008218         47        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
     67/499      4.32G    0.01994    0.01479   0.008113         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
     67/499      4.32G    0.01994    0.01479   0.008113         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     67/499      4.32G    0.02002     0.0149   0.008223         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     67/499      4.32G    0.02002     0.0149   0.008223         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
     67/499      4.32G     0.0201    0.01507   0.008264         89        640:  50%|#####     | 20/40 [00:04<00:03,  5.30it/s]
     67/499      4.32G     0.0201    0.01507   0.008264         89        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
     67/499      4.32G    0.02006    0.01498   0.008255         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
     67/499      4.32G    0.02006    0.01498   0.008255         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     67/499      4.32G    0.02002    0.01495   0.008438         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     67/499      4.32G    0.02002    0.01495   0.008438         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     67/499      4.32G    0.01994    0.01483   0.008426         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     67/499      4.32G    0.01994    0.01483   0.008426         64        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
     67/499      4.32G    0.01993    0.01484   0.008319         79        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
     67/499      4.32G    0.01993    0.01484   0.008319         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
     67/499      4.32G    0.01984    0.01476   0.008513         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
     67/499      4.32G    0.01984    0.01476   0.008513         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
     67/499      4.32G    0.01989    0.01478   0.008413         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
     67/499      4.32G    0.01989    0.01478   0.008413         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     67/499      4.32G    0.01995    0.01484   0.008342         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     67/499      4.32G    0.01995    0.01484   0.008342         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     67/499      4.32G     0.0199    0.01483   0.008371         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     67/499      4.32G     0.0199    0.01483   0.008371         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     67/499      4.32G    0.01998    0.01484   0.008371         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     67/499      4.32G    0.01998    0.01484   0.008371         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
     67/499      4.32G    0.01993    0.01487   0.008301         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
     67/499      4.32G    0.01993    0.01487   0.008301         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
     67/499      4.32G    0.01994    0.01489   0.008387         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
     67/499      4.32G    0.01994    0.01489   0.008387         71        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
     67/499      4.32G    0.01991     0.0148   0.008495         65        640:  80%|########  | 32/40 [00:06<00:01,  5.31it/s]
     67/499      4.32G    0.01991     0.0148   0.008495         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
     67/499      4.32G    0.01988    0.01479   0.008487         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
     67/499      4.32G    0.01988    0.01479   0.008487         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     67/499      4.32G    0.01982    0.01482    0.00839         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     67/499      4.32G    0.01982    0.01482    0.00839         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     67/499      4.32G    0.01989     0.0149   0.008392         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
     67/499      4.32G    0.01989     0.0149   0.008392         79        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
     67/499      4.32G    0.01993    0.01495   0.008319         86        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
     67/499      4.32G    0.01993    0.01495   0.008319         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
     67/499      4.32G    0.01991    0.01505    0.00837         97        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
     67/499      4.32G    0.01991    0.01505    0.00837         97        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
     67/499      4.32G     0.0199    0.01509   0.008264         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
     67/499      4.32G     0.0199    0.01509   0.008264         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
     67/499      4.32G    0.02008    0.01507   0.008552         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
     67/499      4.32G    0.02008    0.01507   0.008552         29        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
     67/499      4.32G    0.02008    0.01507   0.008552         29        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.38it/s]
                   all        132        263      0.519     0.0803      0.093     0.0486

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     68/499      4.32G    0.01758    0.01428   0.006374         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     68/499      4.32G    0.01758    0.01428   0.006374         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     68/499      4.32G    0.01964    0.01512   0.007287         77        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     68/499      4.32G    0.01964    0.01512   0.007287         77        640:   5%|5         | 2/40 [00:00<00:07,  5.00it/s]
     68/499      4.32G    0.01981    0.01532    0.00742         76        640:   5%|5         | 2/40 [00:00<00:07,  5.00it/s]
     68/499      4.32G    0.01981    0.01532    0.00742         76        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
     68/499      4.32G    0.02136    0.01513   0.007976         66        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
     68/499      4.32G    0.02136    0.01513   0.007976         66        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     68/499      4.32G     0.0209    0.01483    0.00705         70        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
     68/499      4.32G     0.0209    0.01483    0.00705         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.08it/s]
     68/499      4.32G    0.02082    0.01467   0.006676         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.08it/s]
     68/499      4.32G    0.02082    0.01467   0.006676         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
     68/499      4.32G    0.02094     0.0147   0.007018         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
     68/499      4.32G    0.02094     0.0147   0.007018         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     68/499      4.32G    0.02099    0.01468    0.00749         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     68/499      4.32G    0.02099    0.01468    0.00749         69        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     68/499      4.32G     0.0212    0.01533   0.008603         91        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     68/499      4.32G     0.0212    0.01533   0.008603         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
     68/499      4.32G    0.02105    0.01515   0.008581         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
     68/499      4.32G    0.02105    0.01515   0.008581         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     68/499      4.32G    0.02123      0.015   0.008418         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     68/499      4.32G    0.02123      0.015   0.008418         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.09it/s]
     68/499      4.32G    0.02121    0.01541   0.008538         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.09it/s]
     68/499      4.32G    0.02121    0.01541   0.008538         90        640:  30%|###       | 12/40 [00:02<00:05,  5.12it/s]
     68/499      4.32G    0.02116    0.01518   0.008451         63        640:  30%|###       | 12/40 [00:02<00:05,  5.12it/s]
     68/499      4.32G    0.02116    0.01518   0.008451         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     68/499      4.32G    0.02117    0.01526   0.008747         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     68/499      4.32G    0.02117    0.01526   0.008747         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.08it/s]
     68/499      4.32G    0.02111    0.01511   0.008499         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.08it/s]
     68/499      4.32G    0.02111    0.01511   0.008499         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.18it/s]
     68/499      4.32G    0.02116    0.01499   0.008589         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.18it/s]
     68/499      4.32G    0.02116    0.01499   0.008589         65        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     68/499      4.32G    0.02127    0.01505   0.008853         67        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
     68/499      4.32G    0.02127    0.01505   0.008853         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     68/499      4.32G    0.02116    0.01525   0.008847         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     68/499      4.32G    0.02116    0.01525   0.008847         89        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
     68/499      4.32G    0.02128    0.01534   0.008775         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
     68/499      4.32G    0.02128    0.01534   0.008775         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     68/499      4.32G    0.02118    0.01537   0.008743         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
     68/499      4.32G    0.02118    0.01537   0.008743         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.09it/s]
     68/499      4.32G    0.02121    0.01555   0.008703         90        640:  50%|#####     | 20/40 [00:04<00:03,  5.09it/s]
     68/499      4.32G    0.02121    0.01555   0.008703         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.16it/s]
     68/499      4.32G    0.02119    0.01549   0.008739         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.16it/s]
     68/499      4.32G    0.02119    0.01549   0.008739         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
     68/499      4.32G    0.02121    0.01553   0.008746         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
     68/499      4.32G    0.02121    0.01553   0.008746         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.10it/s]
     68/499      4.32G    0.02117    0.01548   0.008901         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.10it/s]
     68/499      4.32G    0.02117    0.01548   0.008901         67        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
     68/499      4.32G    0.02134     0.0155   0.009144         64        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
     68/499      4.32G    0.02134     0.0155   0.009144         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
     68/499      4.32G    0.02119    0.01543   0.009113         70        640:  62%|######2   | 25/40 [00:05<00:02,  5.27it/s]
     68/499      4.32G    0.02119    0.01543   0.009113         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.13it/s]
     68/499      4.32G     0.0212    0.01552   0.009036         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.13it/s]
     68/499      4.32G     0.0212    0.01552   0.009036         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
     68/499      4.32G    0.02121    0.01558   0.009074         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
     68/499      4.32G    0.02121    0.01558   0.009074         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     68/499      4.32G    0.02121    0.01562    0.00922         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     68/499      4.32G    0.02121    0.01562    0.00922         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
     68/499      4.32G    0.02117    0.01554    0.00914         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
     68/499      4.32G    0.02117    0.01554    0.00914         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     68/499      4.32G    0.02112    0.01547   0.009038         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     68/499      4.32G    0.02112    0.01547   0.009038         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     68/499      4.32G     0.0211    0.01546   0.009019         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     68/499      4.32G     0.0211    0.01546   0.009019         74        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     68/499      4.32G    0.02103    0.01542   0.008943         71        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     68/499      4.32G    0.02103    0.01542   0.008943         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     68/499      4.32G    0.02109    0.01543   0.008867         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     68/499      4.32G    0.02109    0.01543   0.008867         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     68/499      4.32G    0.02104    0.01542   0.008744         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     68/499      4.32G    0.02104    0.01542   0.008744         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     68/499      4.32G    0.02104    0.01542   0.008734         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     68/499      4.32G    0.02104    0.01542   0.008734         71        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
     68/499      4.32G    0.02096    0.01536   0.008696         71        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
     68/499      4.32G    0.02096    0.01536   0.008696         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     68/499      4.32G    0.02098    0.01537   0.008787         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
     68/499      4.32G    0.02098    0.01537   0.008787         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
     68/499      4.32G    0.02091    0.01538   0.008814         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
     68/499      4.32G    0.02091    0.01538   0.008814         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     68/499      4.32G    0.02091    0.01539   0.008931         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     68/499      4.32G    0.02091    0.01539   0.008931         43        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
     68/499      4.32G    0.02091    0.01539   0.008931         43        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.00it/s]
                   all        132        263     0.0169     0.0158     0.0151     0.0056

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     69/499      4.32G    0.02102    0.01259    0.01196         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
     69/499      4.32G    0.02102    0.01259    0.01196         58        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
     69/499      4.32G    0.02058     0.0137    0.01048         72        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
     69/499      4.32G    0.02058     0.0137    0.01048         72        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
     69/499      4.32G     0.0218     0.0153   0.008634         84        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
     69/499      4.32G     0.0218     0.0153   0.008634         84        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     69/499      4.32G    0.02161    0.01557   0.009799         77        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     69/499      4.32G    0.02161    0.01557   0.009799         77        640:  10%|#         | 4/40 [00:00<00:07,  5.09it/s]
     69/499      4.32G     0.0214    0.01474   0.008895         57        640:  10%|#         | 4/40 [00:00<00:07,  5.09it/s]
     69/499      4.32G     0.0214    0.01474   0.008895         57        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
     69/499      4.32G    0.02121    0.01507    0.01007         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
     69/499      4.32G    0.02121    0.01507    0.01007         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     69/499      4.32G    0.02141    0.01536   0.009701         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     69/499      4.32G    0.02141    0.01536   0.009701         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
     69/499      4.32G    0.02131    0.01541   0.009042         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
     69/499      4.32G    0.02131    0.01541   0.009042         79        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
     69/499      4.32G    0.02118    0.01513   0.008624         62        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
     69/499      4.32G    0.02118    0.01513   0.008624         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     69/499      4.32G    0.02106    0.01508   0.008137         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     69/499      4.32G    0.02106    0.01508   0.008137         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.09it/s]
     69/499      4.32G    0.02104    0.01485   0.007864         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.09it/s]
     69/499      4.32G    0.02104    0.01485   0.007864         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
     69/499      4.32G    0.02095    0.01489   0.007781         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
     69/499      4.32G    0.02095    0.01489   0.007781         74        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
     69/499      4.32G    0.02099    0.01487   0.008184         71        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
     69/499      4.32G    0.02099    0.01487   0.008184         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
     69/499      4.32G    0.02098     0.0148   0.008254         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
     69/499      4.32G    0.02098     0.0148   0.008254         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
     69/499      4.32G    0.02114    0.01487   0.008482         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
     69/499      4.32G    0.02114    0.01487   0.008482         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
     69/499      4.32G    0.02114    0.01492   0.008495         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
     69/499      4.32G    0.02114    0.01492   0.008495         72        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
     69/499      4.32G    0.02113    0.01485   0.008457         68        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
     69/499      4.32G    0.02113    0.01485   0.008457         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     69/499      4.32G    0.02134    0.01506   0.008468         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     69/499      4.32G    0.02134    0.01506   0.008468         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     69/499      4.32G    0.02127    0.01503   0.008251         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     69/499      4.32G    0.02127    0.01503   0.008251         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     69/499      4.32G    0.02128    0.01501   0.008159         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     69/499      4.32G    0.02128    0.01501   0.008159         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
     69/499      4.32G    0.02123    0.01503   0.008046         75        640:  50%|#####     | 20/40 [00:04<00:03,  5.25it/s]
     69/499      4.32G    0.02123    0.01503   0.008046         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
     69/499      4.32G     0.0212    0.01504   0.007961         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
     69/499      4.32G     0.0212    0.01504   0.007961         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
     69/499      4.32G    0.02116    0.01503   0.008002         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
     69/499      4.32G    0.02116    0.01503   0.008002         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     69/499      4.32G     0.0211    0.01493   0.007905         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     69/499      4.32G     0.0211    0.01493   0.007905         65        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
     69/499      4.32G    0.02098    0.01493    0.00775         69        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
     69/499      4.32G    0.02098    0.01493    0.00775         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     69/499      4.32G    0.02099     0.0151   0.007825         89        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     69/499      4.32G    0.02099     0.0151   0.007825         89        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
     69/499      4.32G    0.02091    0.01501   0.007735         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
     69/499      4.32G    0.02091    0.01501   0.007735         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
     69/499      4.32G    0.02084    0.01494   0.007618         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
     69/499      4.32G    0.02084    0.01494   0.007618         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
     69/499      4.32G    0.02078    0.01501   0.007616         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
     69/499      4.32G    0.02078    0.01501   0.007616         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
     69/499      4.32G    0.02074    0.01493   0.007674         57        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
     69/499      4.32G    0.02074    0.01493   0.007674         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
     69/499      4.32G    0.02082    0.01482   0.007678         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
     69/499      4.32G    0.02082    0.01482   0.007678         57        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
     69/499      4.32G    0.02088    0.01489   0.007671         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
     69/499      4.32G    0.02088    0.01489   0.007671         70        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     69/499      4.32G    0.02088    0.01491    0.00767         71        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     69/499      4.32G    0.02088    0.01491    0.00767         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
     69/499      4.32G    0.02087    0.01495   0.007809         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
     69/499      4.32G    0.02087    0.01495   0.007809         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
     69/499      4.32G    0.02082    0.01505   0.007841         93        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
     69/499      4.32G    0.02082    0.01505   0.007841         93        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     69/499      4.32G    0.02079    0.01513   0.007764         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     69/499      4.32G    0.02079    0.01513   0.007764         90        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
     69/499      4.32G    0.02087    0.01512   0.007767         63        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
     69/499      4.32G    0.02087    0.01512   0.007767         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
     69/499      4.32G    0.02088    0.01509   0.007859         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
     69/499      4.32G    0.02088    0.01509   0.007859         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
     69/499      4.32G    0.02093    0.01512      0.008         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
     69/499      4.32G    0.02093    0.01512      0.008         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
     69/499      4.32G     0.0209    0.01514   0.008058         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
     69/499      4.32G     0.0209    0.01514   0.008058         36        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
     69/499      4.32G     0.0209    0.01514   0.008058         36        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.53it/s]
                   all        132        263      0.219     0.0391     0.0239    0.00858

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     70/499      4.32G    0.01986    0.01418    0.01086         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
     70/499      4.32G    0.01986    0.01418    0.01086         73        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
     70/499      4.32G    0.02054    0.01383   0.007107         59        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
     70/499      4.32G    0.02054    0.01383   0.007107         59        640:   5%|5         | 2/40 [00:00<00:06,  5.45it/s]
     70/499      4.32G     0.0205     0.0148   0.007885         80        640:   5%|5         | 2/40 [00:00<00:06,  5.45it/s]
     70/499      4.32G     0.0205     0.0148   0.007885         80        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     70/499      4.32G     0.0207    0.01502   0.007261         75        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     70/499      4.32G     0.0207    0.01502   0.007261         75        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     70/499      4.32G    0.02071    0.01458   0.007445         56        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     70/499      4.32G    0.02071    0.01458   0.007445         56        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
     70/499      4.32G    0.02081    0.01514   0.007395         89        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
     70/499      4.32G    0.02081    0.01514   0.007395         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     70/499      4.32G    0.02078    0.01517   0.007057         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     70/499      4.32G    0.02078    0.01517   0.007057         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     70/499      4.32G    0.02108    0.01537   0.007002         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     70/499      4.32G    0.02108    0.01537   0.007002         75        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     70/499      4.32G    0.02105    0.01508   0.007252         61        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     70/499      4.32G    0.02105    0.01508   0.007252         61        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
     70/499      4.32G      0.021     0.0151   0.007308         75        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
     70/499      4.32G      0.021     0.0151   0.007308         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
     70/499      4.32G    0.02095    0.01519   0.007531         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
     70/499      4.32G    0.02095    0.01519   0.007531         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
     70/499      4.32G    0.02098    0.01531   0.007607         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
     70/499      4.32G    0.02098    0.01531   0.007607         83        640:  30%|###       | 12/40 [00:02<00:05,  5.04it/s]
     70/499      4.32G    0.02102    0.01524   0.007585         63        640:  30%|###       | 12/40 [00:02<00:05,  5.04it/s]
     70/499      4.32G    0.02102    0.01524   0.007585         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
     70/499      4.32G    0.02108    0.01537    0.00796         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.14it/s]
     70/499      4.32G    0.02108    0.01537    0.00796         76        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
     70/499      4.32G      0.021    0.01522   0.007958         64        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
     70/499      4.32G      0.021    0.01522   0.007958         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.06it/s]
     70/499      4.32G    0.02081    0.01516   0.008077         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.06it/s]
     70/499      4.32G    0.02081    0.01516   0.008077         79        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
     70/499      4.32G    0.02076    0.01503   0.008086         63        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
     70/499      4.32G    0.02076    0.01503   0.008086         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     70/499      4.32G    0.02074    0.01503   0.007897         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     70/499      4.32G    0.02074    0.01503   0.007897         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     70/499      4.32G    0.02072    0.01506   0.008027         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     70/499      4.32G    0.02072    0.01506   0.008027         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.09it/s]
     70/499      4.32G    0.02067    0.01498   0.008006         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.09it/s]
     70/499      4.32G    0.02067    0.01498   0.008006         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     70/499      4.32G    0.02059    0.01484    0.00795         58        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
     70/499      4.32G    0.02059    0.01484    0.00795         58        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
     70/499      4.32G    0.02055    0.01485    0.00828         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
     70/499      4.32G    0.02055    0.01485    0.00828         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     70/499      4.32G    0.02062    0.01506   0.008228         98        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     70/499      4.32G    0.02062    0.01506   0.008228         98        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     70/499      4.32G    0.02063    0.01494   0.008224         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     70/499      4.32G    0.02063    0.01494   0.008224         56        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
     70/499      4.32G    0.02064     0.0151    0.00819         99        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
     70/499      4.32G    0.02064     0.0151    0.00819         99        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
     70/499      4.32G    0.02056    0.01508   0.008263         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
     70/499      4.32G    0.02056    0.01508   0.008263         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
     70/499      4.32G    0.02053    0.01519   0.008175         90        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
     70/499      4.32G    0.02053    0.01519   0.008175         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
     70/499      4.32G    0.02069    0.01524   0.008335         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
     70/499      4.32G    0.02069    0.01524   0.008335         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     70/499      4.32G     0.0207    0.01529   0.008318         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     70/499      4.32G     0.0207    0.01529   0.008318         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
     70/499      4.32G     0.0207    0.01528   0.008285         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
     70/499      4.32G     0.0207    0.01528   0.008285         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
     70/499      4.32G     0.0207    0.01521   0.008338         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
     70/499      4.32G     0.0207    0.01521   0.008338         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
     70/499      4.32G    0.02069     0.0152   0.008348         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
     70/499      4.32G    0.02069     0.0152   0.008348         73        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
     70/499      4.32G    0.02068    0.01522    0.00829         83        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
     70/499      4.32G    0.02068    0.01522    0.00829         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
     70/499      4.32G    0.02066    0.01515   0.008236         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
     70/499      4.32G    0.02066    0.01515   0.008236         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     70/499      4.32G    0.02071    0.01519   0.008283         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     70/499      4.32G    0.02071    0.01519   0.008283         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     70/499      4.32G    0.02071    0.01514    0.00823         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
     70/499      4.32G    0.02071    0.01514    0.00823         69        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
     70/499      4.32G    0.02071    0.01511   0.008272         76        640:  90%|######### | 36/40 [00:07<00:00,  5.15it/s]
     70/499      4.32G    0.02071    0.01511   0.008272         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     70/499      4.32G    0.02069    0.01506   0.008155         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     70/499      4.32G    0.02069    0.01506   0.008155         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     70/499      4.32G    0.02064    0.01504   0.008193         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     70/499      4.32G    0.02064    0.01504   0.008193         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     70/499      4.32G    0.02067    0.01507   0.008169         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     70/499      4.32G    0.02067    0.01507   0.008169         32        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
     70/499      4.32G    0.02067    0.01507   0.008169         32        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263     0.0967     0.0421     0.0476     0.0124

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     71/499      4.32G    0.02114    0.01534   0.006981         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     71/499      4.32G    0.02114    0.01534   0.006981         75        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
     71/499      4.32G     0.0208    0.01451   0.008951         64        640:   2%|2         | 1/40 [00:00<00:07,  5.34it/s]
     71/499      4.32G     0.0208    0.01451   0.008951         64        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
     71/499      4.32G    0.02148     0.0156   0.009305         77        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
     71/499      4.32G    0.02148     0.0156   0.009305         77        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     71/499      4.32G    0.02118    0.01532   0.009467         68        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     71/499      4.32G    0.02118    0.01532   0.009467         68        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     71/499      4.32G    0.02123    0.01537   0.009885         71        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     71/499      4.32G    0.02123    0.01537   0.009885         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
     71/499      4.32G    0.02118    0.01584   0.009803         88        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
     71/499      4.32G    0.02118    0.01584   0.009803         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     71/499      4.32G     0.0209    0.01579   0.009133         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     71/499      4.32G     0.0209    0.01579   0.009133         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     71/499      4.32G    0.02099    0.01562   0.009861         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     71/499      4.32G    0.02099    0.01562   0.009861         70        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     71/499      4.32G    0.02081    0.01565   0.009277         73        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     71/499      4.32G    0.02081    0.01565   0.009277         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
     71/499      4.32G    0.02066    0.01575    0.00895         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
     71/499      4.32G    0.02066    0.01575    0.00895         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     71/499      4.32G    0.02044    0.01561   0.008586         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     71/499      4.32G    0.02044    0.01561   0.008586         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.08it/s]
     71/499      4.32G    0.02035     0.0156     0.0083         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.08it/s]
     71/499      4.32G    0.02035     0.0156     0.0083         86        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     71/499      4.32G     0.0202    0.01559   0.007989         78        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     71/499      4.32G     0.0202    0.01559   0.007989         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
     71/499      4.32G     0.0204    0.01584    0.00804         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
     71/499      4.32G     0.0204    0.01584    0.00804         88        640:  35%|###5      | 14/40 [00:02<00:05,  5.12it/s]
     71/499      4.32G    0.02036    0.01583   0.007957         85        640:  35%|###5      | 14/40 [00:02<00:05,  5.12it/s]
     71/499      4.32G    0.02036    0.01583   0.007957         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.18it/s]
     71/499      4.32G    0.02051    0.01562   0.008118         56        640:  38%|###7      | 15/40 [00:03<00:04,  5.18it/s]
     71/499      4.32G    0.02051    0.01562   0.008118         56        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     71/499      4.32G    0.02054    0.01566   0.007916         75        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     71/499      4.32G    0.02054    0.01566   0.007916         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.10it/s]
     71/499      4.32G    0.02052    0.01574   0.007824         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.10it/s]
     71/499      4.32G    0.02052    0.01574   0.007824         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     71/499      4.32G    0.02056    0.01575   0.007901         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     71/499      4.32G    0.02056    0.01575   0.007901         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     71/499      4.32G    0.02059    0.01574   0.007854         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     71/499      4.32G    0.02059    0.01574   0.007854         73        640:  50%|#####     | 20/40 [00:03<00:04,  4.95it/s]
     71/499      4.32G    0.02047    0.01567    0.00778         75        640:  50%|#####     | 20/40 [00:04<00:04,  4.95it/s]
     71/499      4.32G    0.02047    0.01567    0.00778         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.06it/s]
     71/499      4.32G    0.02039    0.01566   0.007876         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.06it/s]
     71/499      4.32G    0.02039    0.01566   0.007876         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
     71/499      4.32G    0.02033    0.01554   0.007817         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
     71/499      4.32G    0.02033    0.01554   0.007817         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.08it/s]
     71/499      4.32G    0.02032    0.01554   0.007752         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.08it/s]
     71/499      4.32G    0.02032    0.01554   0.007752         82        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     71/499      4.32G    0.02033    0.01546   0.007709         63        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     71/499      4.32G    0.02033    0.01546   0.007709         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
     71/499      4.32G    0.02039    0.01549   0.007807         75        640:  62%|######2   | 25/40 [00:05<00:02,  5.25it/s]
     71/499      4.32G    0.02039    0.01549   0.007807         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     71/499      4.32G    0.02032    0.01546   0.007755         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     71/499      4.32G    0.02032    0.01546   0.007755         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     71/499      4.32G    0.02031    0.01548   0.007704         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     71/499      4.32G    0.02031    0.01548   0.007704         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     71/499      4.32G    0.02028    0.01547   0.007676         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     71/499      4.32G    0.02028    0.01547   0.007676         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
     71/499      4.32G    0.02026    0.01542   0.007624         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
     71/499      4.32G    0.02026    0.01542   0.007624         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
     71/499      4.32G    0.02023    0.01547     0.0076         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
     71/499      4.32G    0.02023    0.01547     0.0076         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     71/499      4.32G    0.02019    0.01545    0.00753         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     71/499      4.32G    0.02019    0.01545    0.00753         75        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     71/499      4.32G    0.02024    0.01548   0.007628         79        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     71/499      4.32G    0.02024    0.01548   0.007628         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     71/499      4.32G    0.02021    0.01548   0.007665         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     71/499      4.32G    0.02021    0.01548   0.007665         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     71/499      4.32G     0.0202    0.01545   0.007696         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     71/499      4.32G     0.0202    0.01545   0.007696         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
     71/499      4.32G    0.02019    0.01546   0.007672         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
     71/499      4.32G    0.02019    0.01546   0.007672         75        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
     71/499      4.32G    0.02025    0.01553   0.007656         81        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
     71/499      4.32G    0.02025    0.01553   0.007656         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
     71/499      4.32G    0.02024     0.0155   0.007838         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
     71/499      4.32G    0.02024     0.0155   0.007838         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.02it/s]
     71/499      4.32G    0.02025    0.01545   0.007908         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.02it/s]
     71/499      4.32G    0.02025    0.01545   0.007908         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
     71/499      4.32G     0.0203    0.01557   0.007884         51        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
     71/499      4.32G     0.0203    0.01557   0.007884         51        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
     71/499      4.32G     0.0203    0.01557   0.007884         51        640: 100%|##########| 40/40 [00:07<00:00,  5.17it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.80it/s]
                   all        132        263     0.0025     0.0246    0.00169   0.000567

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     72/499      4.32G    0.02002    0.01164   0.005253         53        640:   0%|          | 0/40 [00:00<?, ?it/s]
     72/499      4.32G    0.02002    0.01164   0.005253         53        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     72/499      4.32G      0.021    0.01279   0.008333         62        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     72/499      4.32G      0.021    0.01279   0.008333         62        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
     72/499      4.32G    0.02058    0.01311   0.007746         70        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
     72/499      4.32G    0.02058    0.01311   0.007746         70        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     72/499      4.32G    0.02095    0.01432   0.008183         76        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     72/499      4.32G    0.02095    0.01432   0.008183         76        640:  10%|#         | 4/40 [00:00<00:07,  5.09it/s]
     72/499      4.32G    0.02125    0.01448   0.007901         66        640:  10%|#         | 4/40 [00:00<00:07,  5.09it/s]
     72/499      4.32G    0.02125    0.01448   0.007901         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
     72/499      4.32G    0.02081    0.01428   0.007253         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
     72/499      4.32G    0.02081    0.01428   0.007253         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
     72/499      4.32G    0.02106    0.01463   0.007716         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
     72/499      4.32G    0.02106    0.01463   0.007716         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     72/499      4.32G    0.02067    0.01451   0.007331         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     72/499      4.32G    0.02067    0.01451   0.007331         72        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
     72/499      4.32G    0.02041    0.01475   0.007216         82        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
     72/499      4.32G    0.02041    0.01475   0.007216         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     72/499      4.32G    0.02056    0.01465   0.007345         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     72/499      4.32G    0.02056    0.01465   0.007345         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.12it/s]
     72/499      4.32G    0.02037    0.01457   0.007103         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.12it/s]
     72/499      4.32G    0.02037    0.01457   0.007103         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     72/499      4.32G    0.02051    0.01466   0.007049         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     72/499      4.32G    0.02051    0.01466   0.007049         71        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
     72/499      4.32G    0.02047     0.0147   0.006923         72        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
     72/499      4.32G    0.02047     0.0147   0.006923         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
     72/499      4.32G    0.02029    0.01459   0.006743         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
     72/499      4.32G    0.02029    0.01459   0.006743         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
     72/499      4.32G    0.02025    0.01477   0.006833         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
     72/499      4.32G    0.02025    0.01477   0.006833         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
     72/499      4.32G     0.0203    0.01479   0.006767         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
     72/499      4.32G     0.0203    0.01479   0.006767         76        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
     72/499      4.32G    0.02034    0.01482   0.006994         71        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
     72/499      4.32G    0.02034    0.01482   0.006994         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
     72/499      4.32G    0.02022    0.01466    0.00708         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
     72/499      4.32G    0.02022    0.01466    0.00708         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     72/499      4.32G    0.02023     0.0147   0.007245         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     72/499      4.32G    0.02023     0.0147   0.007245         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
     72/499      4.32G    0.02022     0.0147   0.007441         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
     72/499      4.32G    0.02022     0.0147   0.007441         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     72/499      4.32G    0.02022    0.01474   0.007405         71        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
     72/499      4.32G    0.02022    0.01474   0.007405         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     72/499      4.32G    0.02015    0.01471   0.007466         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     72/499      4.32G    0.02015    0.01471   0.007466         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
     72/499      4.32G    0.02006     0.0147    0.00738         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
     72/499      4.32G    0.02006     0.0147    0.00738         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     72/499      4.32G    0.02004    0.01472   0.007379         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     72/499      4.32G    0.02004    0.01472   0.007379         72        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     72/499      4.32G    0.02006    0.01471   0.007289         71        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     72/499      4.32G    0.02006    0.01471   0.007289         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
     72/499      4.32G    0.01998    0.01468   0.007286         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
     72/499      4.32G    0.01998    0.01468   0.007286         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
     72/499      4.32G    0.01997    0.01467   0.007257         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
     72/499      4.32G    0.01997    0.01467   0.007257         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
     72/499      4.32G    0.02011    0.01477   0.007642         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
     72/499      4.32G    0.02011    0.01477   0.007642         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     72/499      4.32G    0.02006    0.01482   0.007605         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     72/499      4.32G    0.02006    0.01482   0.007605         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     72/499      4.32G    0.02009    0.01474   0.007906         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     72/499      4.32G    0.02009    0.01474   0.007906         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
     72/499      4.32G    0.02007    0.01476   0.008033         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
     72/499      4.32G    0.02007    0.01476   0.008033         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
     72/499      4.32G    0.02003    0.01473   0.008218         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
     72/499      4.32G    0.02003    0.01473   0.008218         69        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     72/499      4.32G    0.01997    0.01471   0.008195         73        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
     72/499      4.32G    0.01997    0.01471   0.008195         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     72/499      4.32G    0.01998    0.01482   0.008125         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.34it/s]
     72/499      4.32G    0.01998    0.01482   0.008125         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     72/499      4.32G    0.01997    0.01497    0.00808        105        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     72/499      4.32G    0.01997    0.01497    0.00808        105        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
     72/499      4.32G    0.01997    0.01499    0.00802         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
     72/499      4.32G    0.01997    0.01499    0.00802         69        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
     72/499      4.32G    0.01994    0.01497   0.007994         69        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
     72/499      4.32G    0.01994    0.01497   0.007994         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
     72/499      4.32G    0.01992    0.01505   0.007925        101        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
     72/499      4.32G    0.01992    0.01505   0.007925        101        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     72/499      4.32G    0.01996      0.015   0.007963         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     72/499      4.32G    0.01996      0.015   0.007963         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
     72/499      4.32G    0.01991    0.01488   0.007845         25        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
     72/499      4.32G    0.01991    0.01488   0.007845         25        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
     72/499      4.32G    0.01991    0.01488   0.007845         25        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.72it/s]
                   all        132        263    0.00202     0.0316     0.0014   0.000473

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     73/499      4.32G    0.01978    0.01581   0.006519         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
     73/499      4.32G    0.01978    0.01581   0.006519         77        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     73/499      4.32G    0.01975    0.01605   0.006487         80        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     73/499      4.32G    0.01975    0.01605   0.006487         80        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
     73/499      4.32G    0.01997    0.01577   0.006612         75        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
     73/499      4.32G    0.01997    0.01577   0.006612         75        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
     73/499      4.32G    0.01994    0.01528   0.006708         69        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
     73/499      4.32G    0.01994    0.01528   0.006708         69        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     73/499      4.32G    0.01955    0.01536   0.007502         85        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
     73/499      4.32G    0.01955    0.01536   0.007502         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
     73/499      4.32G    0.01937    0.01504   0.007321         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
     73/499      4.32G    0.01937    0.01504   0.007321         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     73/499      4.32G    0.01962    0.01518   0.007397         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     73/499      4.32G    0.01962    0.01518   0.007397         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     73/499      4.32G    0.01978    0.01535    0.00825         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     73/499      4.32G    0.01978    0.01535    0.00825         71        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
     73/499      4.32G    0.01983    0.01565   0.007813         82        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
     73/499      4.32G    0.01983    0.01565   0.007813         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
     73/499      4.32G    0.01979    0.01592   0.007572         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
     73/499      4.32G    0.01979    0.01592   0.007572         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     73/499      4.32G    0.01953    0.01573   0.007174         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     73/499      4.32G    0.01953    0.01573   0.007174         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
     73/499      4.32G    0.01936    0.01531   0.007335         53        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
     73/499      4.32G    0.01936    0.01531   0.007335         53        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
     73/499      4.32G    0.01932    0.01497   0.007027         58        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
     73/499      4.32G    0.01932    0.01497   0.007027         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
     73/499      4.32G    0.01918    0.01495   0.006916         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
     73/499      4.32G    0.01918    0.01495   0.006916         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
     73/499      4.32G    0.01909    0.01495   0.007137         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
     73/499      4.32G    0.01909    0.01495   0.007137         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.06it/s]
     73/499      4.32G    0.01909    0.01513   0.007133         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.06it/s]
     73/499      4.32G    0.01909    0.01513   0.007133         91        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     73/499      4.32G    0.01902    0.01506    0.00707         77        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     73/499      4.32G    0.01902    0.01506    0.00707         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
     73/499      4.32G      0.019    0.01522   0.007179         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
     73/499      4.32G      0.019    0.01522   0.007179         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.11it/s]
     73/499      4.32G    0.01892    0.01523   0.007184         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.11it/s]
     73/499      4.32G    0.01892    0.01523   0.007184         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     73/499      4.32G    0.01903    0.01521   0.007218         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     73/499      4.32G    0.01903    0.01521   0.007218         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     73/499      4.32G    0.01905    0.01542   0.007267        103        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
     73/499      4.32G    0.01905    0.01542   0.007267        103        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
     73/499      4.32G    0.01908    0.01541   0.007147         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
     73/499      4.32G    0.01908    0.01541   0.007147         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
     73/499      4.32G    0.01909    0.01532   0.007057         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
     73/499      4.32G    0.01909    0.01532   0.007057         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
     73/499      4.32G     0.0192    0.01527   0.007154         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
     73/499      4.32G     0.0192    0.01527   0.007154         68        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     73/499      4.32G    0.01917    0.01518   0.007046         68        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     73/499      4.32G    0.01917    0.01518   0.007046         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
     73/499      4.32G    0.01917    0.01518   0.007017         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
     73/499      4.32G    0.01917    0.01518   0.007017         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
     73/499      4.32G    0.01928    0.01518   0.006963         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
     73/499      4.32G    0.01928    0.01518   0.006963         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
     73/499      4.32G    0.01922    0.01511   0.006868         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
     73/499      4.32G    0.01922    0.01511   0.006868         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
     73/499      4.32G    0.01922    0.01509    0.00693         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
     73/499      4.32G    0.01922    0.01509    0.00693         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     73/499      4.32G    0.01924    0.01501   0.006839         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     73/499      4.32G    0.01924    0.01501   0.006839         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
     73/499      4.32G    0.01924     0.0149   0.006825         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
     73/499      4.32G    0.01924     0.0149   0.006825         59        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
     73/499      4.32G    0.01926    0.01492   0.006779         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
     73/499      4.32G    0.01926    0.01492   0.006779         74        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
     73/499      4.32G    0.01926    0.01481   0.006885         58        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
     73/499      4.32G    0.01926    0.01481   0.006885         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.09it/s]
     73/499      4.32G     0.0193    0.01487   0.006881         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.09it/s]
     73/499      4.32G     0.0193    0.01487   0.006881         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     73/499      4.32G    0.01933    0.01487   0.006871         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     73/499      4.32G    0.01933    0.01487   0.006871         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
     73/499      4.32G    0.01929    0.01488   0.006835         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
     73/499      4.32G    0.01929    0.01488   0.006835         81        640:  90%|######### | 36/40 [00:06<00:00,  5.09it/s]
     73/499      4.32G    0.01927    0.01483    0.00677         63        640:  90%|######### | 36/40 [00:07<00:00,  5.09it/s]
     73/499      4.32G    0.01927    0.01483    0.00677         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
     73/499      4.32G    0.01933    0.01483   0.006819         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
     73/499      4.32G    0.01933    0.01483   0.006819         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     73/499      4.32G    0.01939    0.01481   0.006941         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     73/499      4.32G    0.01939    0.01481   0.006941         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     73/499      4.32G    0.01945    0.01477   0.006938         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     73/499      4.32G    0.01945    0.01477   0.006938         30        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
     73/499      4.32G    0.01945    0.01477   0.006938         30        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.30it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.39it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.48it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.98it/s]
                   all        132        263     0.0111     0.0333      0.013     0.0034

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     74/499      4.32G    0.02045    0.01571   0.003385         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
     74/499      4.32G    0.02045    0.01571   0.003385         81        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
     74/499      4.32G     0.0202     0.0165   0.007046         79        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
     74/499      4.32G     0.0202     0.0165   0.007046         79        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
     74/499      4.32G    0.01992    0.01511   0.008488         66        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
     74/499      4.32G    0.01992    0.01511   0.008488         66        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
     74/499      4.32G    0.02018    0.01485   0.007746         70        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
     74/499      4.32G    0.02018    0.01485   0.007746         70        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     74/499      4.32G    0.02047    0.01453   0.007872         61        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     74/499      4.32G    0.02047    0.01453   0.007872         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
     74/499      4.32G    0.02035    0.01457   0.007518         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
     74/499      4.32G    0.02035    0.01457   0.007518         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     74/499      4.32G    0.02027    0.01449   0.007208         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
     74/499      4.32G    0.02027    0.01449   0.007208         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     74/499      4.32G    0.02029    0.01472   0.007126         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     74/499      4.32G    0.02029    0.01472   0.007126         81        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     74/499      4.32G    0.02027    0.01465    0.00707         70        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     74/499      4.32G    0.02027    0.01465    0.00707         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     74/499      4.32G    0.02025    0.01469   0.007047         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     74/499      4.32G    0.02025    0.01469   0.007047         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
     74/499      4.32G    0.02037    0.01444   0.007213         57        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
     74/499      4.32G    0.02037    0.01444   0.007213         57        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
     74/499      4.32G    0.02039    0.01457   0.007036         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
     74/499      4.32G    0.02039    0.01457   0.007036         78        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     74/499      4.32G    0.02037    0.01452   0.006884         73        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     74/499      4.32G    0.02037    0.01452   0.006884         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     74/499      4.32G     0.0203    0.01456   0.006863         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
     74/499      4.32G     0.0203    0.01456   0.006863         79        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
     74/499      4.32G    0.02029    0.01477   0.006936         84        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
     74/499      4.32G    0.02029    0.01477   0.006936         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     74/499      4.32G    0.02007    0.01468   0.006759         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
     74/499      4.32G    0.02007    0.01468   0.006759         70        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
     74/499      4.32G    0.02005    0.01464   0.006599         65        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
     74/499      4.32G    0.02005    0.01464   0.006599         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.07it/s]
     74/499      4.32G    0.01996     0.0147    0.00651         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.07it/s]
     74/499      4.32G    0.01996     0.0147    0.00651         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     74/499      4.32G    0.02007    0.01476   0.006687         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     74/499      4.32G    0.02007    0.01476   0.006687         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     74/499      4.32G    0.01998    0.01476     0.0066         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     74/499      4.32G    0.01998    0.01476     0.0066         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.11it/s]
     74/499      4.32G    0.01998    0.01459   0.007096         51        640:  50%|#####     | 20/40 [00:04<00:03,  5.11it/s]
     74/499      4.32G    0.01998    0.01459   0.007096         51        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
     74/499      4.32G    0.02005    0.01465   0.007208         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
     74/499      4.32G    0.02005    0.01465   0.007208         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
     74/499      4.32G    0.02008    0.01463   0.007108         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
     74/499      4.32G    0.02008    0.01463   0.007108         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
     74/499      4.32G    0.02013    0.01473   0.007194         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
     74/499      4.32G    0.02013    0.01473   0.007194         74        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
     74/499      4.32G    0.02012    0.01466   0.007193         66        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
     74/499      4.32G    0.02012    0.01466   0.007193         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
     74/499      4.32G    0.02008    0.01467   0.007263         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
     74/499      4.32G    0.02008    0.01467   0.007263         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
     74/499      4.32G    0.02003    0.01469   0.007241         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
     74/499      4.32G    0.02003    0.01469   0.007241         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     74/499      4.32G    0.02008    0.01466   0.007141         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
     74/499      4.32G    0.02008    0.01466   0.007141         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     74/499      4.32G    0.02015    0.01467   0.007285         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
     74/499      4.32G    0.02015    0.01467   0.007285         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
     74/499      4.32G     0.0201    0.01462   0.007262         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
     74/499      4.32G     0.0201    0.01462   0.007262         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     74/499      4.32G    0.01999    0.01452   0.007118         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     74/499      4.32G    0.01999    0.01452   0.007118         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
     74/499      4.32G    0.02003    0.01464   0.007368         88        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
     74/499      4.32G    0.02003    0.01464   0.007368         88        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
     74/499      4.32G    0.02008    0.01459   0.007372         64        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
     74/499      4.32G    0.02008    0.01459   0.007372         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
     74/499      4.32G    0.02001    0.01462   0.007427         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
     74/499      4.32G    0.02001    0.01462   0.007427         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
     74/499      4.32G    0.02003    0.01467   0.007468         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
     74/499      4.32G    0.02003    0.01467   0.007468         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     74/499      4.32G    0.01995    0.01455   0.007471         55        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     74/499      4.32G    0.01995    0.01455   0.007471         55        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     74/499      4.32G    0.01996    0.01457   0.007479         74        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
     74/499      4.32G    0.01996    0.01457   0.007479         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
     74/499      4.32G    0.01993    0.01449   0.007378         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
     74/499      4.32G    0.01993    0.01449   0.007378         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     74/499      4.32G     0.0199    0.01452   0.007316         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     74/499      4.32G     0.0199    0.01452   0.007316         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     74/499      4.32G    0.01998    0.01453   0.007651         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     74/499      4.32G    0.01998    0.01453   0.007651         38        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
     74/499      4.32G    0.01998    0.01453   0.007651         38        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.67it/s]
                   all        132        263      0.012     0.0441      0.013    0.00465

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     75/499      4.32G     0.0198    0.01492   0.007897         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     75/499      4.32G     0.0198    0.01492   0.007897         75        640:   2%|2         | 1/40 [00:00<00:08,  4.67it/s]
     75/499      4.32G    0.02019    0.01617   0.009379         86        640:   2%|2         | 1/40 [00:00<00:08,  4.67it/s]
     75/499      4.32G    0.02019    0.01617   0.009379         86        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
     75/499      4.32G     0.0195    0.01491   0.009103         68        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
     75/499      4.32G     0.0195    0.01491   0.009103         68        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     75/499      4.32G    0.01956    0.01528   0.009797         77        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
     75/499      4.32G    0.01956    0.01528   0.009797         77        640:  10%|#         | 4/40 [00:00<00:07,  5.11it/s]
     75/499      4.32G    0.01977    0.01555   0.008679         81        640:  10%|#         | 4/40 [00:00<00:07,  5.11it/s]
     75/499      4.32G    0.01977    0.01555   0.008679         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
     75/499      4.32G    0.01992    0.01526   0.008471         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
     75/499      4.32G    0.01992    0.01526   0.008471         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     75/499      4.32G    0.01979    0.01558   0.008228         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
     75/499      4.32G    0.01979    0.01558   0.008228         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     75/499      4.32G    0.01981     0.0157   0.008144         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.11it/s]
     75/499      4.32G    0.01981     0.0157   0.008144         83        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     75/499      4.32G    0.01957    0.01505   0.008015         58        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     75/499      4.32G    0.01957    0.01505   0.008015         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     75/499      4.32G    0.01942    0.01523   0.008118         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     75/499      4.32G    0.01942    0.01523   0.008118         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.09it/s]
     75/499      4.32G    0.01944    0.01507   0.007959         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.09it/s]
     75/499      4.32G    0.01944    0.01507   0.007959         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     75/499      4.32G    0.01948    0.01511   0.008364         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     75/499      4.32G    0.01948    0.01511   0.008364         80        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
     75/499      4.32G    0.01934    0.01505   0.008405         82        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
     75/499      4.32G    0.01934    0.01505   0.008405         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
     75/499      4.32G    0.01951    0.01532   0.008177         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.05it/s]
     75/499      4.32G    0.01951    0.01532   0.008177         86        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
     75/499      4.32G    0.01973    0.01534   0.008638         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
     75/499      4.32G    0.01973    0.01534   0.008638         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
     75/499      4.32G    0.01977    0.01536     0.0088         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
     75/499      4.32G    0.01977    0.01536     0.0088         76        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
     75/499      4.32G     0.0197    0.01517   0.008635         62        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
     75/499      4.32G     0.0197    0.01517   0.008635         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     75/499      4.32G     0.0197    0.01513   0.008483         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     75/499      4.32G     0.0197    0.01513   0.008483         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
     75/499      4.32G    0.01971    0.01518   0.008364         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
     75/499      4.32G    0.01971    0.01518   0.008364         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
     75/499      4.32G    0.01966    0.01529   0.008207         95        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
     75/499      4.32G    0.01966    0.01529   0.008207         95        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
     75/499      4.32G    0.01971    0.01532   0.008112         75        640:  50%|#####     | 20/40 [00:04<00:03,  5.18it/s]
     75/499      4.32G    0.01971    0.01532   0.008112         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     75/499      4.32G    0.01984     0.0154   0.008101         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     75/499      4.32G    0.01984     0.0154   0.008101         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     75/499      4.32G    0.01983    0.01538   0.008163         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     75/499      4.32G    0.01983    0.01538   0.008163         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     75/499      4.32G    0.01969    0.01544   0.008198         95        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     75/499      4.32G    0.01969    0.01544   0.008198         95        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
     75/499      4.32G    0.01968    0.01539    0.00806         78        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
     75/499      4.32G    0.01968    0.01539    0.00806         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.13it/s]
     75/499      4.32G    0.01966     0.0153    0.00831         63        640:  62%|######2   | 25/40 [00:05<00:02,  5.13it/s]
     75/499      4.32G    0.01966     0.0153    0.00831         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
     75/499      4.32G    0.01957    0.01532   0.008394         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
     75/499      4.32G    0.01957    0.01532   0.008394         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
     75/499      4.32G     0.0196    0.01536   0.008262         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
     75/499      4.32G     0.0196    0.01536   0.008262         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     75/499      4.32G    0.01956    0.01527   0.008221         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     75/499      4.32G    0.01956    0.01527   0.008221         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     75/499      4.32G     0.0195    0.01532   0.008142         94        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
     75/499      4.32G     0.0195    0.01532   0.008142         94        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     75/499      4.32G    0.01949    0.01529   0.008288         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     75/499      4.32G    0.01949    0.01529   0.008288         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
     75/499      4.32G    0.01955    0.01522   0.008292         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
     75/499      4.32G    0.01955    0.01522   0.008292         70        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     75/499      4.32G    0.01953    0.01518   0.008212         73        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     75/499      4.32G    0.01953    0.01518   0.008212         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
     75/499      4.32G    0.01955    0.01516   0.008156         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
     75/499      4.32G    0.01955    0.01516   0.008156         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     75/499      4.32G    0.01951    0.01516   0.008086         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     75/499      4.32G    0.01951    0.01516   0.008086         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
     75/499      4.32G    0.01952    0.01515   0.008079         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
     75/499      4.32G    0.01952    0.01515   0.008079         69        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     75/499      4.32G    0.01954    0.01511   0.008148         72        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
     75/499      4.32G    0.01954    0.01511   0.008148         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
     75/499      4.32G    0.01952    0.01501   0.008097         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
     75/499      4.32G    0.01952    0.01501   0.008097         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
     75/499      4.32G    0.01948    0.01497   0.007993         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
     75/499      4.32G    0.01948    0.01497   0.007993         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     75/499      4.32G    0.01952    0.01521   0.008051         56        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
     75/499      4.32G    0.01952    0.01521   0.008051         56        640: 100%|##########| 40/40 [00:07<00:00,  5.15it/s]
     75/499      4.32G    0.01952    0.01521   0.008051         56        640: 100%|##########| 40/40 [00:07<00:00,  5.18it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263     0.0705     0.0333     0.0452     0.0168

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     76/499      4.32G    0.01808    0.01452    0.00464         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
     76/499      4.32G    0.01808    0.01452    0.00464         84        640:   2%|2         | 1/40 [00:00<00:07,  5.12it/s]
     76/499      4.32G    0.01852    0.01279   0.006533         52        640:   2%|2         | 1/40 [00:00<00:07,  5.12it/s]
     76/499      4.32G    0.01852    0.01279   0.006533         52        640:   5%|5         | 2/40 [00:00<00:07,  5.34it/s]
     76/499      4.32G    0.01924    0.01234   0.007662         64        640:   5%|5         | 2/40 [00:00<00:07,  5.34it/s]
     76/499      4.32G    0.01924    0.01234   0.007662         64        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
     76/499      4.32G    0.01893    0.01326   0.007328         89        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
     76/499      4.32G    0.01893    0.01326   0.007328         89        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     76/499      4.32G    0.01904    0.01427   0.007745         92        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
     76/499      4.32G    0.01904    0.01427   0.007745         92        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
     76/499      4.32G    0.01886    0.01441   0.007759         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
     76/499      4.32G    0.01886    0.01441   0.007759         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     76/499      4.32G    0.01899    0.01405   0.007539         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     76/499      4.32G    0.01899    0.01405   0.007539         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     76/499      4.32G    0.01891    0.01409   0.007155         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     76/499      4.32G    0.01891    0.01409   0.007155         81        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
     76/499      4.32G    0.01869    0.01447   0.006955         93        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
     76/499      4.32G    0.01869    0.01447   0.006955         93        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
     76/499      4.32G    0.01881    0.01473   0.007004         90        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
     76/499      4.32G    0.01881    0.01473   0.007004         90        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
     76/499      4.32G    0.01901    0.01471   0.007734         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
     76/499      4.32G    0.01901    0.01471   0.007734         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     76/499      4.32G    0.01901    0.01474   0.007494         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     76/499      4.32G    0.01901    0.01474   0.007494         76        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     76/499      4.32G    0.01895    0.01452   0.008197         59        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     76/499      4.32G    0.01895    0.01452   0.008197         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     76/499      4.32G    0.01911    0.01477   0.008043         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     76/499      4.32G    0.01911    0.01477   0.008043         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
     76/499      4.32G    0.01903    0.01481   0.008129         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
     76/499      4.32G    0.01903    0.01481   0.008129         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
     76/499      4.32G    0.01897    0.01467     0.0084         60        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
     76/499      4.32G    0.01897    0.01467     0.0084         60        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     76/499      4.32G    0.01893    0.01478   0.008564         91        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     76/499      4.32G    0.01893    0.01478   0.008564         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     76/499      4.32G     0.0189    0.01461   0.008667         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     76/499      4.32G     0.0189    0.01461   0.008667         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     76/499      4.32G    0.01895    0.01457   0.008639         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     76/499      4.32G    0.01895    0.01457   0.008639         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     76/499      4.32G    0.01893    0.01455   0.008602         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     76/499      4.32G    0.01893    0.01455   0.008602         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
     76/499      4.32G    0.01895    0.01453   0.008559         67        640:  50%|#####     | 20/40 [00:04<00:03,  5.26it/s]
     76/499      4.32G    0.01895    0.01453   0.008559         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
     76/499      4.32G    0.01889    0.01438   0.008545         56        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
     76/499      4.32G    0.01889    0.01438   0.008545         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     76/499      4.32G    0.01894    0.01436   0.008388         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     76/499      4.32G    0.01894    0.01436   0.008388         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     76/499      4.32G     0.0191    0.01422   0.008374         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     76/499      4.32G     0.0191    0.01422   0.008374         54        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     76/499      4.32G    0.01917    0.01438   0.008698         86        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     76/499      4.32G    0.01917    0.01438   0.008698         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     76/499      4.32G    0.01913    0.01439   0.008575         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     76/499      4.32G    0.01913    0.01439   0.008575         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
     76/499      4.32G    0.01914    0.01438   0.008405         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
     76/499      4.32G    0.01914    0.01438   0.008405         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
     76/499      4.32G    0.01917    0.01433   0.008497         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
     76/499      4.32G    0.01917    0.01433   0.008497         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     76/499      4.32G    0.01921    0.01444   0.008727         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
     76/499      4.32G    0.01921    0.01444   0.008727         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
     76/499      4.32G    0.01917    0.01435   0.008745         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
     76/499      4.32G    0.01917    0.01435   0.008745         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
     76/499      4.32G     0.0192     0.0145   0.008708         98        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
     76/499      4.32G     0.0192     0.0145   0.008708         98        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
     76/499      4.32G    0.01924    0.01444   0.008645         58        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
     76/499      4.32G    0.01924    0.01444   0.008645         58        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     76/499      4.32G    0.01922    0.01436   0.008567         61        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     76/499      4.32G    0.01922    0.01436   0.008567         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
     76/499      4.32G    0.01925    0.01441    0.00858         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
     76/499      4.32G    0.01925    0.01441    0.00858         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     76/499      4.32G    0.01926    0.01445   0.008528         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     76/499      4.32G    0.01926    0.01445   0.008528         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     76/499      4.32G    0.01922    0.01442    0.00858         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
     76/499      4.32G    0.01922    0.01442    0.00858         62        640:  90%|######### | 36/40 [00:06<00:00,  5.07it/s]
     76/499      4.32G    0.01928    0.01458   0.008686         93        640:  90%|######### | 36/40 [00:07<00:00,  5.07it/s]
     76/499      4.32G    0.01928    0.01458   0.008686         93        640:  92%|#########2| 37/40 [00:07<00:00,  5.05it/s]
     76/499      4.32G    0.01924    0.01466   0.008655         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.05it/s]
     76/499      4.32G    0.01924    0.01466   0.008655         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     76/499      4.32G    0.01926    0.01467   0.008664         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     76/499      4.32G    0.01926    0.01467   0.008664         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.08it/s]
     76/499      4.32G    0.01922    0.01463   0.008706         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.08it/s]
     76/499      4.32G    0.01922    0.01463   0.008706         35        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
     76/499      4.32G    0.01922    0.01463   0.008706         35        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  6.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.80it/s]
                   all        132        263     0.0034    0.00175    0.00176   0.000176

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     77/499      4.32G    0.01982    0.01558    0.01273         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
     77/499      4.32G    0.01982    0.01558    0.01273         80        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     77/499      4.32G     0.0203    0.01789    0.01136         90        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     77/499      4.32G     0.0203    0.01789    0.01136         90        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     77/499      4.32G    0.01968    0.01687   0.009562         73        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     77/499      4.32G    0.01968    0.01687   0.009562         73        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     77/499      4.32G    0.01976     0.0162   0.008946         67        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     77/499      4.32G    0.01976     0.0162   0.008946         67        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     77/499      4.32G    0.01979    0.01592   0.009129         71        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
     77/499      4.32G    0.01979    0.01592   0.009129         71        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
     77/499      4.32G    0.01937    0.01528   0.008886         62        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
     77/499      4.32G    0.01937    0.01528   0.008886         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
     77/499      4.32G    0.01922    0.01487   0.008546         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.19it/s]
     77/499      4.32G    0.01922    0.01487   0.008546         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
     77/499      4.32G    0.01936    0.01507   0.008715         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
     77/499      4.32G    0.01936    0.01507   0.008715         86        640:  20%|##        | 8/40 [00:01<00:06,  5.09it/s]
     77/499      4.32G    0.01936    0.01514   0.008639         75        640:  20%|##        | 8/40 [00:01<00:06,  5.09it/s]
     77/499      4.32G    0.01936    0.01514   0.008639         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
     77/499      4.32G    0.01944    0.01527   0.008291         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
     77/499      4.32G    0.01944    0.01527   0.008291         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
     77/499      4.32G    0.01918    0.01492   0.008967         61        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
     77/499      4.32G    0.01918    0.01492   0.008967         61        640:  28%|##7       | 11/40 [00:02<00:05,  5.03it/s]
     77/499      4.32G    0.01928    0.01509   0.009008         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.03it/s]
     77/499      4.32G    0.01928    0.01509   0.009008         82        640:  30%|###       | 12/40 [00:02<00:05,  5.10it/s]
     77/499      4.32G    0.01927    0.01508   0.008745         78        640:  30%|###       | 12/40 [00:02<00:05,  5.10it/s]
     77/499      4.32G    0.01927    0.01508   0.008745         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     77/499      4.32G    0.01929    0.01527   0.008623         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     77/499      4.32G    0.01929    0.01527   0.008623         85        640:  35%|###5      | 14/40 [00:02<00:05,  5.03it/s]
     77/499      4.32G     0.0193    0.01535   0.008362         84        640:  35%|###5      | 14/40 [00:02<00:05,  5.03it/s]
     77/499      4.32G     0.0193    0.01535   0.008362         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.16it/s]
     77/499      4.32G    0.01935    0.01532   0.008383         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.16it/s]
     77/499      4.32G    0.01935    0.01532   0.008383         73        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     77/499      4.32G    0.01926    0.01515   0.008647         60        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     77/499      4.32G    0.01926    0.01515   0.008647         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     77/499      4.32G     0.0192    0.01518   0.008602         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     77/499      4.32G     0.0192    0.01518   0.008602         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
     77/499      4.32G     0.0191     0.0152   0.008496         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
     77/499      4.32G     0.0191     0.0152   0.008496         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     77/499      4.32G    0.01904    0.01527   0.008345         91        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
     77/499      4.32G    0.01904    0.01527   0.008345         91        640:  50%|#####     | 20/40 [00:03<00:03,  5.12it/s]
     77/499      4.32G    0.01899    0.01532   0.008154         87        640:  50%|#####     | 20/40 [00:04<00:03,  5.12it/s]
     77/499      4.32G    0.01899    0.01532   0.008154         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
     77/499      4.32G    0.01906    0.01537   0.008066         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
     77/499      4.32G    0.01906    0.01537   0.008066         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     77/499      4.32G    0.01897    0.01528   0.007951         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     77/499      4.32G    0.01897    0.01528   0.007951         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.15it/s]
     77/499      4.32G    0.01902    0.01522   0.008387         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.15it/s]
     77/499      4.32G    0.01902    0.01522   0.008387         64        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     77/499      4.32G      0.019    0.01518   0.008235         76        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     77/499      4.32G      0.019    0.01518   0.008235         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
     77/499      4.32G    0.01895    0.01512   0.008223         70        640:  62%|######2   | 25/40 [00:05<00:02,  5.15it/s]
     77/499      4.32G    0.01895    0.01512   0.008223         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.03it/s]
     77/499      4.32G    0.01902    0.01517   0.008134         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.03it/s]
     77/499      4.32G    0.01902    0.01517   0.008134         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.13it/s]
     77/499      4.32G    0.01898    0.01515   0.008082         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.13it/s]
     77/499      4.32G    0.01898    0.01515   0.008082         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     77/499      4.32G    0.01897    0.01517      0.008         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
     77/499      4.32G    0.01897    0.01517      0.008         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.07it/s]
     77/499      4.32G    0.01905    0.01528   0.008182         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.07it/s]
     77/499      4.32G    0.01905    0.01528   0.008182         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     77/499      4.32G      0.019    0.01529   0.008278         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     77/499      4.32G      0.019    0.01529   0.008278         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
     77/499      4.32G    0.01907    0.01523   0.008262         61        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     77/499      4.32G    0.01907    0.01523   0.008262         61        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
     77/499      4.32G    0.01909    0.01517   0.008196         73        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
     77/499      4.32G    0.01909    0.01517   0.008196         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     77/499      4.32G    0.01903    0.01523   0.008396         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     77/499      4.32G    0.01903    0.01523   0.008396         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
     77/499      4.32G     0.0191    0.01514   0.008349         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
     77/499      4.32G     0.0191    0.01514   0.008349         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     77/499      4.32G     0.0191    0.01513    0.00821         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     77/499      4.32G     0.0191    0.01513    0.00821         73        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
     77/499      4.32G    0.01915    0.01506   0.008428         61        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
     77/499      4.32G    0.01915    0.01506   0.008428         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
     77/499      4.32G    0.01918     0.0151   0.008341         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
     77/499      4.32G    0.01918     0.0151   0.008341         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
     77/499      4.32G    0.01916    0.01507   0.008307         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
     77/499      4.32G    0.01916    0.01507   0.008307         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
     77/499      4.32G    0.01918     0.0151   0.008169         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
     77/499      4.32G    0.01918     0.0151   0.008169         40        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
     77/499      4.32G    0.01918     0.0151   0.008169         40        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.78it/s]
                   all        132        263   0.000156    0.00351   7.97e-05   3.58e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     78/499      4.32G     0.0171    0.01296   0.006648         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     78/499      4.32G     0.0171    0.01296   0.006648         75        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     78/499      4.32G    0.01829    0.01371   0.007137         71        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     78/499      4.32G    0.01829    0.01371   0.007137         71        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
     78/499      4.32G    0.01935    0.01368   0.006917         64        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
     78/499      4.32G    0.01935    0.01368   0.006917         64        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     78/499      4.32G    0.01916    0.01425   0.006612         84        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
     78/499      4.32G    0.01916    0.01425   0.006612         84        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
     78/499      4.32G    0.01945    0.01428   0.007264         65        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
     78/499      4.32G    0.01945    0.01428   0.007264         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
     78/499      4.32G    0.01936    0.01433   0.006702         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
     78/499      4.32G    0.01936    0.01433   0.006702         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
     78/499      4.32G    0.01951    0.01426    0.00686         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
     78/499      4.32G    0.01951    0.01426    0.00686         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
     78/499      4.32G    0.01951    0.01442   0.006793         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
     78/499      4.32G    0.01951    0.01442   0.006793         83        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
     78/499      4.32G    0.01941    0.01456   0.006835         77        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
     78/499      4.32G    0.01941    0.01456   0.006835         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     78/499      4.32G    0.01922     0.0148   0.006556         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
     78/499      4.32G    0.01922     0.0148   0.006556         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.08it/s]
     78/499      4.32G    0.01923    0.01468   0.006364         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.08it/s]
     78/499      4.32G    0.01923    0.01468   0.006364         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     78/499      4.32G    0.01957    0.01469   0.007153         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     78/499      4.32G    0.01957    0.01469   0.007153         63        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     78/499      4.32G    0.01955    0.01475   0.007054         74        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     78/499      4.32G    0.01955    0.01475   0.007054         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
     78/499      4.32G    0.01957    0.01468    0.00713         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
     78/499      4.32G    0.01957    0.01468    0.00713         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     78/499      4.32G    0.01958    0.01481   0.006923         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     78/499      4.32G    0.01958    0.01481   0.006923         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
     78/499      4.32G    0.01963    0.01485   0.006901         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
     78/499      4.32G    0.01963    0.01485   0.006901         77        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
     78/499      4.32G    0.01955    0.01472   0.006771         59        640:  40%|####      | 16/40 [00:03<00:04,  5.12it/s]
     78/499      4.32G    0.01955    0.01472   0.006771         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     78/499      4.32G     0.0195    0.01474   0.006714         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     78/499      4.32G     0.0195    0.01474   0.006714         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
     78/499      4.32G    0.01934    0.01474   0.006789         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
     78/499      4.32G    0.01934    0.01474   0.006789         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
     78/499      4.32G    0.01926    0.01467   0.006875         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
     78/499      4.32G    0.01926    0.01467   0.006875         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
     78/499      4.32G    0.01924    0.01457   0.006723         66        640:  50%|#####     | 20/40 [00:04<00:03,  5.15it/s]
     78/499      4.32G    0.01924    0.01457   0.006723         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
     78/499      4.32G    0.01932    0.01459   0.006691         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
     78/499      4.32G    0.01932    0.01459   0.006691         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     78/499      4.32G    0.01931    0.01467   0.006726         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     78/499      4.32G    0.01931    0.01467   0.006726         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     78/499      4.32G    0.01941    0.01471   0.006883         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
     78/499      4.32G    0.01941    0.01471   0.006883         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     78/499      4.32G    0.01941    0.01471   0.006857         75        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     78/499      4.32G    0.01941    0.01471   0.006857         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.12it/s]
     78/499      4.32G    0.01937    0.01464   0.006933         68        640:  62%|######2   | 25/40 [00:05<00:02,  5.12it/s]
     78/499      4.32G    0.01937    0.01464   0.006933         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     78/499      4.32G    0.01932    0.01455    0.00689         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     78/499      4.32G    0.01932    0.01455    0.00689         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
     78/499      4.32G    0.01935    0.01442   0.007116         54        640:  68%|######7   | 27/40 [00:05<00:02,  5.27it/s]
     78/499      4.32G    0.01935    0.01442   0.007116         54        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     78/499      4.32G    0.01933    0.01437   0.007055         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     78/499      4.32G    0.01933    0.01437   0.007055         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
     78/499      4.32G    0.01932    0.01451   0.007388         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
     78/499      4.32G    0.01932    0.01451   0.007388         93        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
     78/499      4.32G    0.01925    0.01457   0.007287         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
     78/499      4.32G    0.01925    0.01457   0.007287         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
     78/499      4.32G    0.01927    0.01465    0.00735         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
     78/499      4.32G    0.01927    0.01465    0.00735         86        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     78/499      4.32G    0.01926    0.01456   0.007348         52        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     78/499      4.32G    0.01926    0.01456   0.007348         52        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     78/499      4.32G    0.01922    0.01451    0.00729         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     78/499      4.32G    0.01922    0.01451    0.00729         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     78/499      4.32G     0.0192     0.0146   0.007205         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     78/499      4.32G     0.0192     0.0146   0.007205         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     78/499      4.32G    0.01912    0.01458   0.007123         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     78/499      4.32G    0.01912    0.01458   0.007123         76        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
     78/499      4.32G    0.01905    0.01452   0.007011         65        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
     78/499      4.32G    0.01905    0.01452   0.007011         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.12it/s]
     78/499      4.32G    0.01906    0.01447   0.007081         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.12it/s]
     78/499      4.32G    0.01906    0.01447   0.007081         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     78/499      4.32G    0.01899    0.01447   0.007012         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     78/499      4.32G    0.01899    0.01447   0.007012         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
     78/499      4.32G    0.01895    0.01446    0.00692         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
     78/499      4.32G    0.01895    0.01446    0.00692         41        640: 100%|##########| 40/40 [00:07<00:00,  5.17it/s]
     78/499      4.32G    0.01895    0.01446    0.00692         41        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.82it/s]
                   all        132        263     0.0038     0.0175    0.00494   0.000847

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     79/499      4.32G    0.01885    0.01324   0.008749         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     79/499      4.32G    0.01885    0.01324   0.008749         71        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     79/499      4.32G    0.01905    0.01371   0.007565         77        640:   2%|2         | 1/40 [00:00<00:07,  5.37it/s]
     79/499      4.32G    0.01905    0.01371   0.007565         77        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     79/499      4.32G    0.01879    0.01411   0.008563         81        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
     79/499      4.32G    0.01879    0.01411   0.008563         81        640:   8%|7         | 3/40 [00:00<00:07,  5.03it/s]
     79/499      4.32G    0.01874    0.01405   0.008015         76        640:   8%|7         | 3/40 [00:00<00:07,  5.03it/s]
     79/499      4.32G    0.01874    0.01405   0.008015         76        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
     79/499      4.32G    0.01882    0.01464    0.00779         95        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
     79/499      4.32G    0.01882    0.01464    0.00779         95        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
     79/499      4.32G    0.01894    0.01492   0.006856         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
     79/499      4.32G    0.01894    0.01492   0.006856         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
     79/499      4.32G    0.01894    0.01482   0.006504         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
     79/499      4.32G    0.01894    0.01482   0.006504         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     79/499      4.32G    0.01916    0.01488   0.006427         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
     79/499      4.32G    0.01916    0.01488   0.006427         75        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
     79/499      4.32G    0.01927    0.01488   0.006873         78        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
     79/499      4.32G    0.01927    0.01488   0.006873         78        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
     79/499      4.32G    0.01969    0.01511   0.007184         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
     79/499      4.32G    0.01969    0.01511   0.007184         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
     79/499      4.32G    0.01975    0.01546   0.007026         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
     79/499      4.32G    0.01975    0.01546   0.007026         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     79/499      4.32G    0.01959    0.01539   0.006869         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
     79/499      4.32G    0.01959    0.01539   0.006869         66        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
     79/499      4.32G    0.01934    0.01506   0.006836         61        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
     79/499      4.32G    0.01934    0.01506   0.006836         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
     79/499      4.32G    0.01933    0.01487   0.006716         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
     79/499      4.32G    0.01933    0.01487   0.006716         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
     79/499      4.32G    0.01923    0.01503   0.006596         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
     79/499      4.32G    0.01923    0.01503   0.006596         89        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
     79/499      4.32G    0.01906    0.01505   0.006368         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
     79/499      4.32G    0.01906    0.01505   0.006368         84        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     79/499      4.32G    0.01889    0.01499   0.006459         77        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
     79/499      4.32G    0.01889    0.01499   0.006459         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     79/499      4.32G    0.01888    0.01511   0.006494         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
     79/499      4.32G    0.01888    0.01511   0.006494         89        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
     79/499      4.32G    0.01882    0.01505   0.006632         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
     79/499      4.32G    0.01882    0.01505   0.006632         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
     79/499      4.32G    0.01879    0.01503   0.006524         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
     79/499      4.32G    0.01879    0.01503   0.006524         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
     79/499      4.32G    0.01884    0.01496    0.00683         72        640:  50%|#####     | 20/40 [00:04<00:03,  5.27it/s]
     79/499      4.32G    0.01884    0.01496    0.00683         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
     79/499      4.32G    0.01891    0.01508   0.007012         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
     79/499      4.32G    0.01891    0.01508   0.007012         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     79/499      4.32G    0.01885    0.01506   0.007045         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
     79/499      4.32G    0.01885    0.01506   0.007045         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     79/499      4.32G    0.01884    0.01516   0.007114         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
     79/499      4.32G    0.01884    0.01516   0.007114         82        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
     79/499      4.32G    0.01875    0.01507   0.007445         70        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
     79/499      4.32G    0.01875    0.01507   0.007445         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
     79/499      4.32G    0.01868    0.01503   0.007351         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
     79/499      4.32G    0.01868    0.01503   0.007351         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
     79/499      4.32G    0.01861    0.01509    0.00734         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
     79/499      4.32G    0.01861    0.01509    0.00734         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
     79/499      4.32G    0.01857    0.01502   0.007929         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
     79/499      4.32G    0.01857    0.01502   0.007929         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     79/499      4.32G     0.0186    0.01501   0.007849         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     79/499      4.32G     0.0186    0.01501   0.007849         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     79/499      4.32G    0.01863    0.01499   0.007666         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
     79/499      4.32G    0.01863    0.01499   0.007666         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     79/499      4.32G    0.01859    0.01505    0.00753         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     79/499      4.32G    0.01859    0.01505    0.00753         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
     79/499      4.32G    0.01865    0.01509   0.007471         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
     79/499      4.32G    0.01865    0.01509   0.007471         86        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     79/499      4.32G    0.01871    0.01512   0.007458         77        640:  80%|########  | 32/40 [00:06<00:01,  5.35it/s]
     79/499      4.32G    0.01871    0.01512   0.007458         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     79/499      4.32G    0.01872    0.01514   0.007474         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
     79/499      4.32G    0.01872    0.01514   0.007474         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
     79/499      4.32G    0.01875    0.01506   0.007438         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
     79/499      4.32G    0.01875    0.01506   0.007438         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     79/499      4.32G    0.01876    0.01513   0.007359         93        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
     79/499      4.32G    0.01876    0.01513   0.007359         93        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
     79/499      4.32G    0.01876    0.01509   0.007287         65        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
     79/499      4.32G    0.01876    0.01509   0.007287         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     79/499      4.32G    0.01876    0.01509   0.007236         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     79/499      4.32G    0.01876    0.01509   0.007236         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
     79/499      4.32G    0.01879    0.01508   0.007272         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
     79/499      4.32G    0.01879    0.01508   0.007272         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
     79/499      4.32G    0.01892    0.01523   0.007336         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
     79/499      4.32G    0.01892    0.01523   0.007336         45        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
     79/499      4.32G    0.01892    0.01523   0.007336         45        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.32it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.89it/s]
                   all        132        263     0.0121     0.0439     0.0102    0.00416

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     80/499      4.32G    0.02115    0.01312    0.01108         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
     80/499      4.32G    0.02115    0.01312    0.01108         58        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     80/499      4.32G    0.01947     0.0138    0.01017         78        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
     80/499      4.32G    0.01947     0.0138    0.01017         78        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
     80/499      4.32G    0.01929    0.01397   0.009565         79        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
     80/499      4.32G    0.01929    0.01397   0.009565         79        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     80/499      4.32G    0.01944    0.01412   0.008475         77        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
     80/499      4.32G    0.01944    0.01412   0.008475         77        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
     80/499      4.32G    0.01969     0.0142   0.008455         69        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
     80/499      4.32G    0.01969     0.0142   0.008455         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
     80/499      4.32G    0.01999     0.0145   0.008397         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
     80/499      4.32G    0.01999     0.0145   0.008397         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     80/499      4.32G    0.01964    0.01447   0.007684         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     80/499      4.32G    0.01964    0.01447   0.007684         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
     80/499      4.32G    0.01953    0.01427   0.007251         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
     80/499      4.32G    0.01953    0.01427   0.007251         64        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     80/499      4.32G    0.01949    0.01415   0.007153         68        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     80/499      4.32G    0.01949    0.01415   0.007153         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     80/499      4.32G    0.01945     0.0144   0.006879         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     80/499      4.32G    0.01945     0.0144   0.006879         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
     80/499      4.32G    0.01937    0.01419   0.006785         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
     80/499      4.32G    0.01937    0.01419   0.006785         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     80/499      4.32G    0.01932    0.01395   0.007037         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
     80/499      4.32G    0.01932    0.01395   0.007037         65        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     80/499      4.32G    0.01937    0.01464   0.007407        107        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
     80/499      4.32G    0.01937    0.01464   0.007407        107        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
     80/499      4.32G    0.01952    0.01481   0.007636         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
     80/499      4.32G    0.01952    0.01481   0.007636         82        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
     80/499      4.32G    0.01948    0.01472   0.007621         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
     80/499      4.32G    0.01948    0.01472   0.007621         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
     80/499      4.32G    0.01959    0.01492   0.007638         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
     80/499      4.32G    0.01959    0.01492   0.007638         84        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
     80/499      4.32G    0.01944    0.01492    0.00753         83        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
     80/499      4.32G    0.01944    0.01492    0.00753         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.05it/s]
     80/499      4.32G    0.01943    0.01482   0.007785         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.05it/s]
     80/499      4.32G    0.01943    0.01482   0.007785         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.06it/s]
     80/499      4.32G    0.01942    0.01487   0.007595         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.06it/s]
     80/499      4.32G    0.01942    0.01487   0.007595         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     80/499      4.32G    0.01927    0.01488   0.007475         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
     80/499      4.32G    0.01927    0.01488   0.007475         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.06it/s]
     80/499      4.32G    0.01934    0.01491   0.007425         74        640:  50%|#####     | 20/40 [00:04<00:03,  5.06it/s]
     80/499      4.32G    0.01934    0.01491   0.007425         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.16it/s]
     80/499      4.32G    0.01931    0.01492    0.00738         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.16it/s]
     80/499      4.32G    0.01931    0.01492    0.00738         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
     80/499      4.32G    0.01926    0.01477   0.007449         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
     80/499      4.32G    0.01926    0.01477   0.007449         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.13it/s]
     80/499      4.32G    0.01924    0.01477   0.007345         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.13it/s]
     80/499      4.32G    0.01924    0.01477   0.007345         76        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     80/499      4.32G    0.01911    0.01474    0.00742         66        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     80/499      4.32G    0.01911    0.01474    0.00742         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     80/499      4.32G    0.01908    0.01467   0.007478         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     80/499      4.32G    0.01908    0.01467   0.007478         60        640:  65%|######5   | 26/40 [00:04<00:02,  5.16it/s]
     80/499      4.32G    0.01918    0.01462   0.007429         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
     80/499      4.32G    0.01918    0.01462   0.007429         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     80/499      4.32G    0.01915    0.01467   0.007492         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     80/499      4.32G    0.01915    0.01467   0.007492         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     80/499      4.32G    0.01913     0.0147   0.007473         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
     80/499      4.32G    0.01913     0.0147   0.007473         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     80/499      4.32G    0.01911    0.01469   0.007482         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     80/499      4.32G    0.01911    0.01469   0.007482         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
     80/499      4.32G    0.01912    0.01481   0.007418         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
     80/499      4.32G    0.01912    0.01481   0.007418         92        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
     80/499      4.32G    0.01917    0.01482   0.007334         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
     80/499      4.32G    0.01917    0.01482   0.007334         72        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
     80/499      4.32G    0.01915    0.01484   0.007331         76        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
     80/499      4.32G    0.01915    0.01484   0.007331         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
     80/499      4.32G    0.01914    0.01485   0.007409         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
     80/499      4.32G    0.01914    0.01485   0.007409         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
     80/499      4.32G    0.01913    0.01495   0.007411         95        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
     80/499      4.32G    0.01913    0.01495   0.007411         95        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     80/499      4.32G     0.0192    0.01494   0.007377         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     80/499      4.32G     0.0192    0.01494   0.007377         71        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
     80/499      4.32G    0.01922    0.01489   0.007361         65        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
     80/499      4.32G    0.01922    0.01489   0.007361         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
     80/499      4.32G    0.01922    0.01481   0.007304         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
     80/499      4.32G    0.01922    0.01481   0.007304         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
     80/499      4.32G    0.01926    0.01483   0.007219         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
     80/499      4.32G    0.01926    0.01483   0.007219         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     80/499      4.32G    0.01923    0.01473    0.00711         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     80/499      4.32G    0.01923    0.01473    0.00711         34        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
     80/499      4.32G    0.01923    0.01473    0.00711         34        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.59it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.34it/s]
                   all        132        263     0.0205     0.0123     0.0136    0.00381

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     81/499      4.32G    0.01701    0.01425   0.007251         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
     81/499      4.32G    0.01701    0.01425   0.007251         82        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     81/499      4.32G    0.01837    0.01463   0.008602         79        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
     81/499      4.32G    0.01837    0.01463   0.008602         79        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
     81/499      4.32G    0.01965    0.01433    0.00808         71        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
     81/499      4.32G    0.01965    0.01433    0.00808         71        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     81/499      4.32G    0.01949    0.01537   0.007728         94        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     81/499      4.32G    0.01949    0.01537   0.007728         94        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
     81/499      4.32G    0.01984    0.01478   0.007888         61        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
     81/499      4.32G    0.01984    0.01478   0.007888         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
     81/499      4.32G    0.01954    0.01424   0.007362         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
     81/499      4.32G    0.01954    0.01424   0.007362         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
     81/499      4.32G    0.01972    0.01438     0.0076         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
     81/499      4.32G    0.01972    0.01438     0.0076         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.06it/s]
     81/499      4.32G    0.01996    0.01449   0.007669         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.06it/s]
     81/499      4.32G    0.01996    0.01449   0.007669         80        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     81/499      4.32G    0.01977    0.01442     0.0077         70        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     81/499      4.32G    0.01977    0.01442     0.0077         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     81/499      4.32G    0.01972    0.01466   0.007449         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
     81/499      4.32G    0.01972    0.01466   0.007449         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.15it/s]
     81/499      4.32G    0.01951    0.01444   0.007832         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.15it/s]
     81/499      4.32G    0.01951    0.01444   0.007832         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     81/499      4.32G    0.01973     0.0146   0.007841         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     81/499      4.32G    0.01973     0.0146   0.007841         71        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
     81/499      4.32G    0.01981    0.01461   0.007725         74        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
     81/499      4.32G    0.01981    0.01461   0.007725         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
     81/499      4.32G    0.01979    0.01455   0.007762         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
     81/499      4.32G    0.01979    0.01455   0.007762         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     81/499      4.32G    0.01978    0.01443   0.007881         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
     81/499      4.32G    0.01978    0.01443   0.007881         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
     81/499      4.32G    0.01963    0.01437   0.007771         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
     81/499      4.32G    0.01963    0.01437   0.007771         68        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
     81/499      4.32G    0.01963    0.01439   0.007812         70        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
     81/499      4.32G    0.01963    0.01439   0.007812         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
     81/499      4.32G     0.0195    0.01419   0.007922         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
     81/499      4.32G     0.0195    0.01419   0.007922         59        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     81/499      4.32G    0.01958    0.01432   0.007832         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     81/499      4.32G    0.01958    0.01432   0.007832         85        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     81/499      4.32G    0.01949    0.01437   0.007732         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.12it/s]
     81/499      4.32G    0.01949    0.01437   0.007732         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
     81/499      4.32G    0.01953    0.01444   0.007748         83        640:  50%|#####     | 20/40 [00:04<00:03,  5.16it/s]
     81/499      4.32G    0.01953    0.01444   0.007748         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
     81/499      4.32G    0.01936    0.01435   0.007506         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
     81/499      4.32G    0.01936    0.01435   0.007506         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.07it/s]
     81/499      4.32G     0.0194    0.01447   0.007656         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.07it/s]
     81/499      4.32G     0.0194    0.01447   0.007656         91        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     81/499      4.32G    0.01941    0.01476   0.007583        107        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
     81/499      4.32G    0.01941    0.01476   0.007583        107        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
     81/499      4.32G    0.01944    0.01469   0.007493         63        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
     81/499      4.32G    0.01944    0.01469   0.007493         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.09it/s]
     81/499      4.32G    0.01946    0.01471   0.007654         69        640:  62%|######2   | 25/40 [00:05<00:02,  5.09it/s]
     81/499      4.32G    0.01946    0.01471   0.007654         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
     81/499      4.32G    0.01934    0.01469   0.007469         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
     81/499      4.32G    0.01934    0.01469   0.007469         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
     81/499      4.32G    0.01928    0.01466   0.007446         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
     81/499      4.32G    0.01928    0.01466   0.007446         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.05it/s]
     81/499      4.32G    0.01917     0.0146     0.0073         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.05it/s]
     81/499      4.32G    0.01917     0.0146     0.0073         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
     81/499      4.32G    0.01918    0.01466   0.007446         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
     81/499      4.32G    0.01918    0.01466   0.007446         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     81/499      4.32G    0.01911    0.01458   0.007393         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
     81/499      4.32G    0.01911    0.01458   0.007393         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.11it/s]
     81/499      4.32G    0.01905    0.01471   0.007323         99        640:  78%|#######7  | 31/40 [00:06<00:01,  5.11it/s]
     81/499      4.32G    0.01905    0.01471   0.007323         99        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     81/499      4.32G    0.01911    0.01486   0.007351        100        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     81/499      4.32G    0.01911    0.01486   0.007351        100        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     81/499      4.32G    0.01909    0.01481   0.007277         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     81/499      4.32G    0.01909    0.01481   0.007277         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     81/499      4.32G    0.01906    0.01486   0.007334         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
     81/499      4.32G    0.01906    0.01486   0.007334         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
     81/499      4.32G    0.01907    0.01486   0.007382         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
     81/499      4.32G    0.01907    0.01486   0.007382         76        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
     81/499      4.32G    0.01905     0.0149   0.007324         84        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
     81/499      4.32G    0.01905     0.0149   0.007324         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
     81/499      4.32G    0.01901    0.01486   0.007341         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
     81/499      4.32G    0.01901    0.01486   0.007341         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     81/499      4.32G    0.01898    0.01486   0.007336         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
     81/499      4.32G    0.01898    0.01486   0.007336         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
     81/499      4.32G      0.019    0.01499   0.007387         55        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
     81/499      4.32G      0.019    0.01499   0.007387         55        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
     81/499      4.32G      0.019    0.01499   0.007387         55        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263    0.00701     0.0526    0.00619    0.00247

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     82/499      4.32G     0.0203    0.01552    0.00599         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
     82/499      4.32G     0.0203    0.01552    0.00599         75        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     82/499      4.32G     0.0187    0.01625   0.005599         93        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     82/499      4.32G     0.0187    0.01625   0.005599         93        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
     82/499      4.32G    0.01847    0.01605   0.005632         78        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
     82/499      4.32G    0.01847    0.01605   0.005632         78        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
     82/499      4.32G    0.01836    0.01576   0.006116         74        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
     82/499      4.32G    0.01836    0.01576   0.006116         74        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
     82/499      4.32G    0.01879    0.01491   0.007567         53        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
     82/499      4.32G    0.01879    0.01491   0.007567         53        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
     82/499      4.32G    0.01902    0.01541   0.007612         88        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
     82/499      4.32G    0.01902    0.01541   0.007612         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.11it/s]
     82/499      4.32G    0.01898    0.01533   0.007663         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.11it/s]
     82/499      4.32G    0.01898    0.01533   0.007663         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
     82/499      4.32G    0.01912    0.01487   0.007618         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
     82/499      4.32G    0.01912    0.01487   0.007618         57        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     82/499      4.32G    0.01915    0.01505   0.007346         80        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
     82/499      4.32G    0.01915    0.01505   0.007346         80        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     82/499      4.32G    0.01888    0.01486    0.00719         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
     82/499      4.32G    0.01888    0.01486    0.00719         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
     82/499      4.32G    0.01885    0.01475   0.007053         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
     82/499      4.32G    0.01885    0.01475   0.007053         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     82/499      4.32G    0.01908    0.01485   0.007432         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     82/499      4.32G    0.01908    0.01485   0.007432         73        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
     82/499      4.32G    0.01919    0.01481   0.008026         68        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
     82/499      4.32G    0.01919    0.01481   0.008026         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
     82/499      4.32G    0.01914     0.0148   0.008057         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
     82/499      4.32G    0.01914     0.0148   0.008057         69        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
     82/499      4.32G     0.0192    0.01475   0.008403         61        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
     82/499      4.32G     0.0192    0.01475   0.008403         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.00it/s]
     82/499      4.32G    0.01912    0.01491    0.00821         87        640:  38%|###7      | 15/40 [00:03<00:04,  5.00it/s]
     82/499      4.32G    0.01912    0.01491    0.00821         87        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
     82/499      4.32G    0.01929     0.0151   0.008045         85        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
     82/499      4.32G    0.01929     0.0151   0.008045         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     82/499      4.32G    0.01918      0.015   0.008158         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     82/499      4.32G    0.01918      0.015   0.008158         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.08it/s]
     82/499      4.32G    0.01909    0.01491   0.008024         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.08it/s]
     82/499      4.32G    0.01909    0.01491   0.008024         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
     82/499      4.32G    0.01904    0.01494    0.00786         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
     82/499      4.32G    0.01904    0.01494    0.00786         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     82/499      4.32G    0.01911    0.01507   0.007915         85        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
     82/499      4.32G    0.01911    0.01507   0.007915         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.09it/s]
     82/499      4.32G    0.01901    0.01508   0.008114         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.09it/s]
     82/499      4.32G    0.01901    0.01508   0.008114         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     82/499      4.32G    0.01902    0.01511   0.008209         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
     82/499      4.32G    0.01902    0.01511   0.008209         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
     82/499      4.32G    0.01902    0.01506   0.008224         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
     82/499      4.32G    0.01902    0.01506   0.008224         72        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
     82/499      4.32G    0.01889    0.01493   0.008245         60        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
     82/499      4.32G    0.01889    0.01493   0.008245         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.13it/s]
     82/499      4.32G    0.01888    0.01495   0.008088         75        640:  62%|######2   | 25/40 [00:05<00:02,  5.13it/s]
     82/499      4.32G    0.01888    0.01495   0.008088         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     82/499      4.32G    0.01886    0.01491   0.008194         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     82/499      4.32G    0.01886    0.01491   0.008194         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.04it/s]
     82/499      4.32G    0.01888    0.01487   0.008105         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.04it/s]
     82/499      4.32G    0.01888    0.01487   0.008105         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     82/499      4.32G    0.01886    0.01486   0.007986         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     82/499      4.32G    0.01886    0.01486   0.007986         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     82/499      4.32G    0.01882    0.01484   0.008104         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     82/499      4.32G    0.01882    0.01484   0.008104         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
     82/499      4.32G    0.01879    0.01486    0.00807         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
     82/499      4.32G    0.01879    0.01486    0.00807         90        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
     82/499      4.32G    0.01875    0.01478   0.007979         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
     82/499      4.32G    0.01875    0.01478   0.007979         69        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     82/499      4.32G     0.0187    0.01469   0.007951         69        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
     82/499      4.32G     0.0187    0.01469   0.007951         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
     82/499      4.32G    0.01874    0.01468   0.007844         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
     82/499      4.32G    0.01874    0.01468   0.007844         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
     82/499      4.32G    0.01869    0.01458   0.007824         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.21it/s]
     82/499      4.32G    0.01869    0.01458   0.007824         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
     82/499      4.32G    0.01864    0.01456   0.007847         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
     82/499      4.32G    0.01864    0.01456   0.007847         78        640:  90%|######### | 36/40 [00:06<00:00,  5.07it/s]
     82/499      4.32G    0.01864    0.01447   0.007753         60        640:  90%|######### | 36/40 [00:07<00:00,  5.07it/s]
     82/499      4.32G    0.01864    0.01447   0.007753         60        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
     82/499      4.32G    0.01863    0.01452   0.007639         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
     82/499      4.32G    0.01863    0.01452   0.007639         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     82/499      4.32G    0.01861     0.0145   0.007642         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
     82/499      4.32G    0.01861     0.0145   0.007642         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     82/499      4.32G    0.01856    0.01442   0.007615         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     82/499      4.32G    0.01856    0.01442   0.007615         30        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
     82/499      4.32G    0.01856    0.01442   0.007615         30        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.72it/s]
                   all        132        263     0.0143     0.0491     0.0166    0.00476

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     83/499      4.32G    0.01936    0.01713   0.006672         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
     83/499      4.32G    0.01936    0.01713   0.006672         84        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     83/499      4.32G    0.01864    0.01505   0.005711         72        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     83/499      4.32G    0.01864    0.01505   0.005711         72        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
     83/499      4.32G    0.01876    0.01608    0.00573         80        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
     83/499      4.32G    0.01876    0.01608    0.00573         80        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
     83/499      4.32G    0.01854    0.01623   0.005934         80        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
     83/499      4.32G    0.01854    0.01623   0.005934         80        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     83/499      4.32G    0.01873    0.01531   0.006744         51        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     83/499      4.32G    0.01873    0.01531   0.006744         51        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
     83/499      4.32G    0.01869    0.01474    0.00703         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
     83/499      4.32G    0.01869    0.01474    0.00703         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     83/499      4.32G    0.01875    0.01498   0.007593         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     83/499      4.32G    0.01875    0.01498   0.007593         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
     83/499      4.32G    0.01853    0.01475   0.007176         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
     83/499      4.32G    0.01853    0.01475   0.007176         68        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
     83/499      4.32G    0.01886    0.01486   0.006984         77        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
     83/499      4.32G    0.01886    0.01486   0.006984         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
     83/499      4.32G    0.01877    0.01499   0.007005         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
     83/499      4.32G    0.01877    0.01499   0.007005         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
     83/499      4.32G     0.0187    0.01502   0.007245         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
     83/499      4.32G     0.0187    0.01502   0.007245         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
     83/499      4.32G    0.01859    0.01481   0.007055         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
     83/499      4.32G    0.01859    0.01481   0.007055         74        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
     83/499      4.32G    0.01858     0.0149   0.007362         85        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
     83/499      4.32G    0.01858     0.0149   0.007362         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
     83/499      4.32G    0.01851    0.01485   0.007023         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
     83/499      4.32G    0.01851    0.01485   0.007023         77        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     83/499      4.32G     0.0186     0.0148   0.007043         76        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
     83/499      4.32G     0.0186     0.0148   0.007043         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
     83/499      4.32G     0.0186    0.01468   0.007341         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
     83/499      4.32G     0.0186    0.01468   0.007341         70        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
     83/499      4.32G    0.01864    0.01464   0.007228         79        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
     83/499      4.32G    0.01864    0.01464   0.007228         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
     83/499      4.32G    0.01865    0.01472   0.007324         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
     83/499      4.32G    0.01865    0.01472   0.007324         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     83/499      4.32G    0.01864    0.01488   0.007178         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
     83/499      4.32G    0.01864    0.01488   0.007178         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
     83/499      4.32G    0.01865    0.01468   0.007236         52        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
     83/499      4.32G    0.01865    0.01468   0.007236         52        640:  50%|#####     | 20/40 [00:03<00:03,  5.13it/s]
     83/499      4.32G    0.01866    0.01478   0.007329         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.13it/s]
     83/499      4.32G    0.01866    0.01478   0.007329         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
     83/499      4.32G    0.01874    0.01468   0.007391         60        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
     83/499      4.32G    0.01874    0.01468   0.007391         60        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
     83/499      4.32G    0.01863    0.01451   0.007255         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
     83/499      4.32G    0.01863    0.01451   0.007255         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     83/499      4.32G    0.01863    0.01448   0.007177         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     83/499      4.32G    0.01863    0.01448   0.007177         62        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
     83/499      4.32G    0.01863    0.01442   0.007136         67        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
     83/499      4.32G    0.01863    0.01442   0.007136         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     83/499      4.32G    0.01853    0.01432   0.006971         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
     83/499      4.32G    0.01853    0.01432   0.006971         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
     83/499      4.32G    0.01851    0.01421   0.006873         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
     83/499      4.32G    0.01851    0.01421   0.006873         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     83/499      4.32G    0.01852    0.01415   0.006815         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     83/499      4.32G    0.01852    0.01415   0.006815         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     83/499      4.32G    0.01857    0.01415   0.006799         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     83/499      4.32G    0.01857    0.01415   0.006799         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     83/499      4.32G    0.01857    0.01421   0.006883         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
     83/499      4.32G    0.01857    0.01421   0.006883         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
     83/499      4.32G    0.01863    0.01417   0.006898         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
     83/499      4.32G    0.01863    0.01417   0.006898         67        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
     83/499      4.32G    0.01863    0.01413   0.006857         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
     83/499      4.32G    0.01863    0.01413   0.006857         68        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
     83/499      4.32G    0.01861    0.01411   0.006884         74        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
     83/499      4.32G    0.01861    0.01411   0.006884         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     83/499      4.32G    0.01861    0.01417   0.006927         89        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     83/499      4.32G    0.01861    0.01417   0.006927         89        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
     83/499      4.32G    0.01858    0.01429   0.006889         97        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
     83/499      4.32G    0.01858    0.01429   0.006889         97        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     83/499      4.32G    0.01862    0.01426   0.006995         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
     83/499      4.32G    0.01862    0.01426   0.006995         63        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
     83/499      4.32G     0.0186    0.01434   0.007031         87        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
     83/499      4.32G     0.0186    0.01434   0.007031         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
     83/499      4.32G     0.0186    0.01438    0.00719         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
     83/499      4.32G     0.0186    0.01438    0.00719         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     83/499      4.32G    0.01861    0.01436   0.007141         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
     83/499      4.32G    0.01861    0.01436   0.007141         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     83/499      4.32G    0.01861     0.0144   0.007369         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     83/499      4.32G    0.01861     0.0144   0.007369         37        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
     83/499      4.32G    0.01861     0.0144   0.007369         37        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.71it/s]
                   all        132        263      0.608    0.00526     0.0122    0.00495

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     84/499      4.32G    0.01923     0.0119   0.006516         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
     84/499      4.32G    0.01923     0.0119   0.006516         61        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
     84/499      4.32G    0.01892    0.01344   0.005643         82        640:   2%|2         | 1/40 [00:00<00:08,  4.83it/s]
     84/499      4.32G    0.01892    0.01344   0.005643         82        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
     84/499      4.32G    0.01978    0.01357   0.007336         69        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
     84/499      4.32G    0.01978    0.01357   0.007336         69        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     84/499      4.32G    0.02058    0.01418   0.006854         71        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     84/499      4.32G    0.02058    0.01418   0.006854         71        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
     84/499      4.32G    0.01992    0.01387   0.006451         68        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
     84/499      4.32G    0.01992    0.01387   0.006451         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
     84/499      4.32G    0.01988    0.01378   0.006494         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
     84/499      4.32G    0.01988    0.01378   0.006494         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     84/499      4.32G    0.01974     0.0138   0.007115         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     84/499      4.32G    0.01974     0.0138   0.007115         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
     84/499      4.32G    0.01977    0.01391   0.007372         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
     84/499      4.32G    0.01977    0.01391   0.007372         71        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     84/499      4.32G    0.01996    0.01384   0.007114         62        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
     84/499      4.32G    0.01996    0.01384   0.007114         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
     84/499      4.32G    0.01994    0.01392   0.007062         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
     84/499      4.32G    0.01994    0.01392   0.007062         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.14it/s]
     84/499      4.32G    0.01999    0.01395   0.006608         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.14it/s]
     84/499      4.32G    0.01999    0.01395   0.006608         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     84/499      4.32G    0.01996    0.01361   0.006509         54        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
     84/499      4.32G    0.01996    0.01361   0.006509         54        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     84/499      4.32G    0.02006    0.01375   0.006629         70        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     84/499      4.32G    0.02006    0.01375   0.006629         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
     84/499      4.32G    0.01993    0.01388   0.006579         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
     84/499      4.32G    0.01993    0.01388   0.006579         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     84/499      4.32G    0.02017    0.01397    0.00651         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     84/499      4.32G    0.02017    0.01397    0.00651         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
     84/499      4.32G    0.02013    0.01387   0.006418         59        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
     84/499      4.32G    0.02013    0.01387   0.006418         59        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
     84/499      4.32G    0.02001    0.01387   0.006335         70        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
     84/499      4.32G    0.02001    0.01387   0.006335         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     84/499      4.32G    0.01991     0.0139   0.006097         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
     84/499      4.32G    0.01991     0.0139   0.006097         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     84/499      4.32G    0.01986    0.01397   0.006074         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
     84/499      4.32G    0.01986    0.01397   0.006074         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
     84/499      4.32G    0.01978    0.01402   0.005987         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
     84/499      4.32G    0.01978    0.01402   0.005987         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     84/499      4.32G    0.01975    0.01394   0.006349         63        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
     84/499      4.32G    0.01975    0.01394   0.006349         63        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
     84/499      4.32G    0.01981    0.01395    0.00622         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
     84/499      4.32G    0.01981    0.01395    0.00622         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.12it/s]
     84/499      4.32G    0.01978     0.0139   0.006116         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.12it/s]
     84/499      4.32G    0.01978     0.0139   0.006116         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     84/499      4.32G    0.01966    0.01376   0.006048         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
     84/499      4.32G    0.01966    0.01376   0.006048         63        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     84/499      4.32G    0.01975    0.01378   0.006282         70        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
     84/499      4.32G    0.01975    0.01378   0.006282         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
     84/499      4.32G    0.01979    0.01379   0.006414         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
     84/499      4.32G    0.01979    0.01379   0.006414         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
     84/499      4.32G    0.01978     0.0137   0.006516         58        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
     84/499      4.32G    0.01978     0.0137   0.006516         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
     84/499      4.32G     0.0197    0.01362   0.006733         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
     84/499      4.32G     0.0197    0.01362   0.006733         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
     84/499      4.32G    0.01972    0.01363   0.006633         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
     84/499      4.32G    0.01972    0.01363   0.006633         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
     84/499      4.32G     0.0196    0.01363   0.006491         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
     84/499      4.32G     0.0196    0.01363   0.006491         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     84/499      4.32G    0.01956    0.01359   0.006433         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
     84/499      4.32G    0.01956    0.01359   0.006433         71        640:  78%|#######7  | 31/40 [00:05<00:01,  5.13it/s]
     84/499      4.32G     0.0195    0.01369   0.006469         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.13it/s]
     84/499      4.32G     0.0195    0.01369   0.006469         81        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     84/499      4.32G    0.01947    0.01383   0.006378         91        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     84/499      4.32G    0.01947    0.01383   0.006378         91        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
     84/499      4.32G    0.01951    0.01385   0.006449         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
     84/499      4.32G    0.01951    0.01385   0.006449         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
     84/499      4.32G    0.01948    0.01385   0.006368         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
     84/499      4.32G    0.01948    0.01385   0.006368         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
     84/499      4.32G    0.01948    0.01385   0.006303         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
     84/499      4.32G    0.01948    0.01385   0.006303         72        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
     84/499      4.32G    0.01949    0.01395   0.006385         91        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
     84/499      4.32G    0.01949    0.01395   0.006385         91        640:  92%|#########2| 37/40 [00:07<00:00,  5.08it/s]
     84/499      4.32G    0.01946    0.01392   0.006454         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.08it/s]
     84/499      4.32G    0.01946    0.01392   0.006454         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     84/499      4.32G    0.01945    0.01396   0.006515         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     84/499      4.32G    0.01945    0.01396   0.006515         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     84/499      4.32G    0.01939    0.01396    0.00641         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     84/499      4.32G    0.01939    0.01396    0.00641         39        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
     84/499      4.32G    0.01939    0.01396    0.00641         39        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.60it/s]
                   all        132        263      0.204     0.0296     0.0778      0.039

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     85/499      4.32G    0.01875    0.01323    0.01038         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
     85/499      4.32G    0.01875    0.01323    0.01038         66        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     85/499      4.32G    0.01879    0.01436   0.009608         74        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     85/499      4.32G    0.01879    0.01436   0.009608         74        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
     85/499      4.32G    0.01929    0.01528   0.009743         88        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
     85/499      4.32G    0.01929    0.01528   0.009743         88        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     85/499      4.32G    0.01881    0.01509   0.009023         81        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     85/499      4.32G    0.01881    0.01509   0.009023         81        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
     85/499      4.32G    0.01843    0.01415   0.009349         60        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
     85/499      4.32G    0.01843    0.01415   0.009349         60        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
     85/499      4.32G    0.01867    0.01407   0.008735         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
     85/499      4.32G    0.01867    0.01407   0.008735         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
     85/499      4.32G    0.01857    0.01397   0.008329         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
     85/499      4.32G    0.01857    0.01397   0.008329         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     85/499      4.32G    0.01839    0.01409   0.007817         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     85/499      4.32G    0.01839    0.01409   0.007817         81        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
     85/499      4.32G    0.01832    0.01377   0.007707         58        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
     85/499      4.32G    0.01832    0.01377   0.007707         58        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
     85/499      4.32G    0.01851    0.01394    0.00749         79        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
     85/499      4.32G    0.01851    0.01394    0.00749         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
     85/499      4.32G    0.01844    0.01426   0.007035         93        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
     85/499      4.32G    0.01844    0.01426   0.007035         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     85/499      4.32G    0.01843    0.01419   0.006725         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     85/499      4.32G    0.01843    0.01419   0.006725         70        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     85/499      4.32G    0.01856    0.01433   0.006562         79        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     85/499      4.32G    0.01856    0.01433   0.006562         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     85/499      4.32G    0.01859    0.01429   0.006454         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     85/499      4.32G    0.01859    0.01429   0.006454         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     85/499      4.32G    0.01855    0.01444   0.006406         92        640:  35%|###5      | 14/40 [00:02<00:04,  5.28it/s]
     85/499      4.32G    0.01855    0.01444   0.006406         92        640:  38%|###7      | 15/40 [00:02<00:04,  5.15it/s]
     85/499      4.32G    0.01855    0.01435   0.006297         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.15it/s]
     85/499      4.32G    0.01855    0.01435   0.006297         63        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
     85/499      4.32G    0.01862    0.01438   0.006367         77        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
     85/499      4.32G    0.01862    0.01438   0.006367         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     85/499      4.32G    0.01858    0.01431   0.006288         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
     85/499      4.32G    0.01858    0.01431   0.006288         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.06it/s]
     85/499      4.32G    0.01868     0.0144   0.006341         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.06it/s]
     85/499      4.32G    0.01868     0.0144   0.006341         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     85/499      4.32G    0.01873    0.01437   0.006589         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     85/499      4.32G    0.01873    0.01437   0.006589         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
     85/499      4.32G    0.01893    0.01446   0.007038         67        640:  50%|#####     | 20/40 [00:04<00:03,  5.23it/s]
     85/499      4.32G    0.01893    0.01446   0.007038         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.10it/s]
     85/499      4.32G     0.0189    0.01448   0.006975         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.10it/s]
     85/499      4.32G     0.0189    0.01448   0.006975         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     85/499      4.32G    0.01884    0.01448   0.006971         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
     85/499      4.32G    0.01884    0.01448   0.006971         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     85/499      4.32G    0.01889    0.01439   0.006915         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
     85/499      4.32G    0.01889    0.01439   0.006915         69        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
     85/499      4.32G    0.01884    0.01432   0.006978         74        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
     85/499      4.32G    0.01884    0.01432   0.006978         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     85/499      4.32G     0.0189    0.01432   0.006892         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
     85/499      4.32G     0.0189    0.01432   0.006892         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
     85/499      4.32G    0.01885    0.01429   0.006821         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
     85/499      4.32G    0.01885    0.01429   0.006821         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
     85/499      4.32G    0.01878    0.01436   0.006756         94        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
     85/499      4.32G    0.01878    0.01436   0.006756         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
     85/499      4.32G    0.01873    0.01427   0.006655         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
     85/499      4.32G    0.01873    0.01427   0.006655         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
     85/499      4.32G    0.01871    0.01425   0.006575         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
     85/499      4.32G    0.01871    0.01425   0.006575         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.07it/s]
     85/499      4.32G    0.01869    0.01438   0.006596        103        640:  75%|#######5  | 30/40 [00:05<00:01,  5.07it/s]
     85/499      4.32G    0.01869    0.01438   0.006596        103        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
     85/499      4.32G     0.0187    0.01426   0.006603         58        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
     85/499      4.32G     0.0187    0.01426   0.006603         58        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     85/499      4.32G    0.01867    0.01432   0.006525         81        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     85/499      4.32G    0.01867    0.01432   0.006525         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
     85/499      4.32G    0.01861    0.01433   0.006537         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
     85/499      4.32G    0.01861    0.01433   0.006537         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     85/499      4.32G    0.01861    0.01435   0.006595         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
     85/499      4.32G    0.01861    0.01435   0.006595         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
     85/499      4.32G    0.01863     0.0144   0.006608         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
     85/499      4.32G    0.01863     0.0144   0.006608         85        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
     85/499      4.32G    0.01865    0.01445   0.006607         74        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
     85/499      4.32G    0.01865    0.01445   0.006607         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     85/499      4.32G    0.01871    0.01451   0.006666         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     85/499      4.32G    0.01871    0.01451   0.006666         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
     85/499      4.32G    0.01875    0.01452   0.006726         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
     85/499      4.32G    0.01875    0.01452   0.006726         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.05it/s]
     85/499      4.32G    0.01872    0.01455   0.006628         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.05it/s]
     85/499      4.32G    0.01872    0.01455   0.006628         36        640: 100%|##########| 40/40 [00:07<00:00,  5.18it/s]
     85/499      4.32G    0.01872    0.01455   0.006628         36        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.77it/s]
                   all        132        263      0.403    0.00351     0.0101    0.00363

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     86/499      4.32G    0.01944    0.01784   0.007002         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
     86/499      4.32G    0.01944    0.01784   0.007002         88        640:   2%|2         | 1/40 [00:00<00:07,  5.23it/s]
     86/499      4.32G     0.0197    0.01795    0.00848         85        640:   2%|2         | 1/40 [00:00<00:07,  5.23it/s]
     86/499      4.32G     0.0197    0.01795    0.00848         85        640:   5%|5         | 2/40 [00:00<00:07,  4.96it/s]
     86/499      4.32G    0.01955    0.01613   0.007517         60        640:   5%|5         | 2/40 [00:00<00:07,  4.96it/s]
     86/499      4.32G    0.01955    0.01613   0.007517         60        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
     86/499      4.32G    0.01971    0.01538   0.006716         62        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
     86/499      4.32G    0.01971    0.01538   0.006716         62        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
     86/499      4.32G    0.01925    0.01587   0.006386         91        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
     86/499      4.32G    0.01925    0.01587   0.006386         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.12it/s]
     86/499      4.32G     0.0192    0.01585   0.006996         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.12it/s]
     86/499      4.32G     0.0192    0.01585   0.006996         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
     86/499      4.32G    0.01891    0.01549   0.006828         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
     86/499      4.32G    0.01891    0.01549   0.006828         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
     86/499      4.32G    0.01881    0.01521   0.007397         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
     86/499      4.32G    0.01881    0.01521   0.007397         68        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     86/499      4.32G    0.01871    0.01531   0.007473         86        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
     86/499      4.32G    0.01871    0.01531   0.007473         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
     86/499      4.32G     0.0185    0.01505   0.007117         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
     86/499      4.32G     0.0185    0.01505   0.007117         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
     86/499      4.32G     0.0185    0.01504   0.006993         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
     86/499      4.32G     0.0185    0.01504   0.006993         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.08it/s]
     86/499      4.32G    0.01839    0.01483   0.006802         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.08it/s]
     86/499      4.32G    0.01839    0.01483   0.006802         67        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     86/499      4.32G    0.01844    0.01479   0.006654         76        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
     86/499      4.32G    0.01844    0.01479   0.006654         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     86/499      4.32G    0.01841    0.01468    0.00696         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
     86/499      4.32G    0.01841    0.01468    0.00696         65        640:  35%|###5      | 14/40 [00:02<00:05,  5.03it/s]
     86/499      4.32G    0.01845    0.01484   0.006709         92        640:  35%|###5      | 14/40 [00:02<00:05,  5.03it/s]
     86/499      4.32G    0.01845    0.01484   0.006709         92        640:  38%|###7      | 15/40 [00:02<00:04,  5.15it/s]
     86/499      4.32G    0.01842    0.01491    0.00656         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.15it/s]
     86/499      4.32G    0.01842    0.01491    0.00656         86        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
     86/499      4.32G    0.01844    0.01496   0.006759         85        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
     86/499      4.32G    0.01844    0.01496   0.006759         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.01it/s]
     86/499      4.32G    0.01853    0.01498   0.006777         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.01it/s]
     86/499      4.32G    0.01853    0.01498   0.006777         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.12it/s]
     86/499      4.32G    0.01847     0.0148   0.006792         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.12it/s]
     86/499      4.32G    0.01847     0.0148   0.006792         60        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     86/499      4.32G    0.01848    0.01475   0.006733         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     86/499      4.32G    0.01848    0.01475   0.006733         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.13it/s]
     86/499      4.32G    0.01843    0.01474   0.006835         85        640:  50%|#####     | 20/40 [00:04<00:03,  5.13it/s]
     86/499      4.32G    0.01843    0.01474   0.006835         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.02it/s]
     86/499      4.32G    0.01845    0.01476    0.00699         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.02it/s]
     86/499      4.32G    0.01845    0.01476    0.00699         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
     86/499      4.32G    0.01839    0.01473   0.006888         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
     86/499      4.32G    0.01839    0.01473   0.006888         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.07it/s]
     86/499      4.32G    0.01842    0.01484   0.006913         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.07it/s]
     86/499      4.32G    0.01842    0.01484   0.006913         83        640:  60%|######    | 24/40 [00:04<00:03,  5.09it/s]
     86/499      4.32G    0.01836    0.01481   0.007051         81        640:  60%|######    | 24/40 [00:04<00:03,  5.09it/s]
     86/499      4.32G    0.01836    0.01481   0.007051         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
     86/499      4.32G    0.01848    0.01498   0.007119         89        640:  62%|######2   | 25/40 [00:05<00:02,  5.16it/s]
     86/499      4.32G    0.01848    0.01498   0.007119         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.08it/s]
     86/499      4.32G     0.0184    0.01496   0.007023         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.08it/s]
     86/499      4.32G     0.0184    0.01496   0.007023         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
     86/499      4.32G    0.01837    0.01498   0.007026         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
     86/499      4.32G    0.01837    0.01498   0.007026         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     86/499      4.32G    0.01834    0.01499   0.007018         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     86/499      4.32G    0.01834    0.01499   0.007018         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.09it/s]
     86/499      4.32G    0.01833    0.01487   0.006982         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.09it/s]
     86/499      4.32G    0.01833    0.01487   0.006982         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
     86/499      4.32G    0.01835    0.01498   0.006913         91        640:  75%|#######5  | 30/40 [00:06<00:01,  5.19it/s]
     86/499      4.32G    0.01835    0.01498   0.006913         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     86/499      4.32G    0.01841    0.01503   0.006883         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
     86/499      4.32G    0.01841    0.01503   0.006883         83        640:  80%|########  | 32/40 [00:06<00:01,  5.09it/s]
     86/499      4.32G    0.01846    0.01504   0.006852         74        640:  80%|########  | 32/40 [00:06<00:01,  5.09it/s]
     86/499      4.32G    0.01846    0.01504   0.006852         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     86/499      4.32G    0.01846    0.01499   0.007082         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     86/499      4.32G    0.01846    0.01499   0.007082         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     86/499      4.32G    0.01857      0.015   0.007023         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
     86/499      4.32G    0.01857      0.015   0.007023         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
     86/499      4.32G    0.01853    0.01494   0.006946         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.16it/s]
     86/499      4.32G    0.01853    0.01494   0.006946         69        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
     86/499      4.32G    0.01849    0.01483   0.007005         58        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
     86/499      4.32G    0.01849    0.01483   0.007005         58        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
     86/499      4.32G    0.01845    0.01476   0.007018         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
     86/499      4.32G    0.01845    0.01476   0.007018         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
     86/499      4.32G    0.01847    0.01474   0.007025         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.13it/s]
     86/499      4.32G    0.01847    0.01474   0.007025         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
     86/499      4.32G    0.01845    0.01468   0.006904         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
     86/499      4.32G    0.01845    0.01468   0.006904         32        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
     86/499      4.32G    0.01845    0.01468   0.006904         32        640: 100%|##########| 40/40 [00:07<00:00,  5.18it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263     0.0192     0.0368     0.0189    0.00441

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     87/499      4.32G    0.01544    0.01284   0.004704         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
     87/499      4.32G    0.01544    0.01284   0.004704         71        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
     87/499      4.32G    0.01738    0.01402   0.004164         78        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
     87/499      4.32G    0.01738    0.01402   0.004164         78        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     87/499      4.32G    0.01879    0.01401   0.005033         75        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     87/499      4.32G    0.01879    0.01401   0.005033         75        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
     87/499      4.32G    0.01934    0.01481   0.005114         85        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
     87/499      4.32G    0.01934    0.01481   0.005114         85        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
     87/499      4.32G    0.01922    0.01559   0.004896        103        640:  10%|#         | 4/40 [00:00<00:06,  5.18it/s]
     87/499      4.32G    0.01922    0.01559   0.004896        103        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
     87/499      4.32G    0.01931    0.01553    0.00501         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
     87/499      4.32G    0.01931    0.01553    0.00501         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
     87/499      4.32G    0.01961    0.01541   0.005274         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
     87/499      4.32G    0.01961    0.01541   0.005274         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
     87/499      4.32G    0.01967     0.0152   0.005928         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
     87/499      4.32G    0.01967     0.0152   0.005928         66        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     87/499      4.32G    0.01947    0.01485   0.005793         63        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     87/499      4.32G    0.01947    0.01485   0.005793         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     87/499      4.32G    0.01957     0.0149   0.005901         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
     87/499      4.32G    0.01957     0.0149   0.005901         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
     87/499      4.32G    0.01946    0.01502   0.006281         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
     87/499      4.32G    0.01946    0.01502   0.006281         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
     87/499      4.32G    0.01955    0.01498   0.006276         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
     87/499      4.32G    0.01955    0.01498   0.006276         72        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     87/499      4.32G    0.01959    0.01494   0.006089         69        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     87/499      4.32G    0.01959    0.01494   0.006089         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
     87/499      4.32G    0.01984    0.01505    0.00635         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
     87/499      4.32G    0.01984    0.01505    0.00635         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     87/499      4.32G    0.01991    0.01478   0.006289         52        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
     87/499      4.32G    0.01991    0.01478   0.006289         52        640:  38%|###7      | 15/40 [00:02<00:04,  5.30it/s]
     87/499      4.32G    0.01991    0.01485   0.006246         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.30it/s]
     87/499      4.32G    0.01991    0.01485   0.006246         84        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
     87/499      4.32G    0.01988    0.01477   0.006329         71        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
     87/499      4.32G    0.01988    0.01477   0.006329         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     87/499      4.32G    0.01993    0.01473   0.006248         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     87/499      4.32G    0.01993    0.01473   0.006248         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
     87/499      4.32G    0.01996     0.0148   0.006168         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
     87/499      4.32G    0.01996     0.0148   0.006168         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
     87/499      4.32G    0.02002    0.01473   0.006135         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
     87/499      4.32G    0.02002    0.01473   0.006135         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
     87/499      4.32G    0.01992    0.01461   0.006345         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
     87/499      4.32G    0.01992    0.01461   0.006345         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
     87/499      4.32G    0.01979    0.01464    0.00618         91        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     87/499      4.32G    0.01979    0.01464    0.00618         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.08it/s]
     87/499      4.32G    0.01977    0.01464   0.006123         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.08it/s]
     87/499      4.32G    0.01977    0.01464   0.006123         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     87/499      4.32G    0.01971    0.01465   0.006284         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     87/499      4.32G    0.01971    0.01465   0.006284         77        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
     87/499      4.32G    0.01964    0.01467   0.006275         72        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
     87/499      4.32G    0.01964    0.01467   0.006275         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
     87/499      4.32G    0.01971    0.01477   0.006283         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
     87/499      4.32G    0.01971    0.01477   0.006283         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
     87/499      4.32G    0.01963     0.0148   0.006288         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
     87/499      4.32G    0.01963     0.0148   0.006288         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
     87/499      4.32G    0.01959    0.01476   0.006291         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
     87/499      4.32G    0.01959    0.01476   0.006291         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.11it/s]
     87/499      4.32G    0.01952    0.01464    0.00626         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.11it/s]
     87/499      4.32G    0.01952    0.01464    0.00626         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.11it/s]
     87/499      4.32G    0.01951    0.01463   0.006167         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.11it/s]
     87/499      4.32G    0.01951    0.01463   0.006167         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
     87/499      4.32G    0.01956    0.01459   0.006453         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
     87/499      4.32G    0.01956    0.01459   0.006453         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.07it/s]
     87/499      4.32G    0.01955    0.01468   0.006459         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.07it/s]
     87/499      4.32G    0.01955    0.01468   0.006459         89        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     87/499      4.32G    0.01954    0.01468   0.006505         79        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
     87/499      4.32G    0.01954    0.01468   0.006505         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     87/499      4.32G    0.01948    0.01472   0.006464         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
     87/499      4.32G    0.01948    0.01472   0.006464         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
     87/499      4.32G    0.01949    0.01477   0.006693         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
     87/499      4.32G    0.01949    0.01477   0.006693         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
     87/499      4.32G    0.01953    0.01487   0.006747         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
     87/499      4.32G    0.01953    0.01487   0.006747         81        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     87/499      4.32G    0.01952    0.01489   0.006782         76        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
     87/499      4.32G    0.01952    0.01489   0.006782         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.04it/s]
     87/499      4.32G    0.01955    0.01501   0.006852         92        640:  92%|#########2| 37/40 [00:07<00:00,  5.04it/s]
     87/499      4.32G    0.01955    0.01501   0.006852         92        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
     87/499      4.32G    0.01957    0.01502   0.006803         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
     87/499      4.32G    0.01957    0.01502   0.006803         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
     87/499      4.32G    0.01953    0.01501   0.006709         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
     87/499      4.32G    0.01953    0.01501   0.006709         42        640: 100%|##########| 40/40 [00:07<00:00,  5.13it/s]
     87/499      4.32G    0.01953    0.01501   0.006709         42        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.30it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.83it/s]
                   all        132        263   0.000403    0.00175   0.000222   2.22e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     88/499      4.32G    0.02088    0.01212   0.005717         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
     88/499      4.32G    0.02088    0.01212   0.005717         64        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     88/499      4.32G    0.01938      0.012   0.005542         63        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     88/499      4.32G    0.01938      0.012   0.005542         63        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
     88/499      4.32G    0.02074    0.01223    0.00734         57        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
     88/499      4.32G    0.02074    0.01223    0.00734         57        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     88/499      4.32G    0.02069    0.01298   0.006884         77        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
     88/499      4.32G    0.02069    0.01298   0.006884         77        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     88/499      4.32G    0.02018    0.01327   0.006171         74        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
     88/499      4.32G    0.02018    0.01327   0.006171         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.40it/s]
     88/499      4.32G       0.02    0.01332   0.006152         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.40it/s]
     88/499      4.32G       0.02    0.01332   0.006152         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     88/499      4.32G    0.01976    0.01332   0.005843         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
     88/499      4.32G    0.01976    0.01332   0.005843         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     88/499      4.32G    0.01949    0.01368   0.005886         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
     88/499      4.32G    0.01949    0.01368   0.005886         81        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
     88/499      4.32G    0.01951     0.0138   0.005798         78        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
     88/499      4.32G    0.01951     0.0138   0.005798         78        640:  22%|##2       | 9/40 [00:01<00:06,  5.17it/s]
     88/499      4.32G    0.01955    0.01398   0.005636         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.17it/s]
     88/499      4.32G    0.01955    0.01398   0.005636         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     88/499      4.32G    0.01954    0.01419   0.005683         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     88/499      4.32G    0.01954    0.01419   0.005683         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
     88/499      4.32G    0.01963    0.01407   0.005717         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
     88/499      4.32G    0.01963    0.01407   0.005717         65        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     88/499      4.32G    0.01952    0.01399   0.005535         68        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
     88/499      4.32G    0.01952    0.01399   0.005535         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
     88/499      4.32G    0.01974    0.01406   0.005802         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
     88/499      4.32G    0.01974    0.01406   0.005802         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     88/499      4.32G    0.01969    0.01421   0.005727         93        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
     88/499      4.32G    0.01969    0.01421   0.005727         93        640:  38%|###7      | 15/40 [00:02<00:04,  5.20it/s]
     88/499      4.32G    0.01959    0.01424    0.00592         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.20it/s]
     88/499      4.32G    0.01959    0.01424    0.00592         75        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     88/499      4.32G    0.01979    0.01443   0.005839         86        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
     88/499      4.32G    0.01979    0.01443   0.005839         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
     88/499      4.32G     0.0198    0.01431   0.005957         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.33it/s]
     88/499      4.32G     0.0198    0.01431   0.005957         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     88/499      4.32G    0.01975    0.01431   0.005838         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
     88/499      4.32G    0.01975    0.01431   0.005838         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     88/499      4.32G    0.01965    0.01424   0.005664         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     88/499      4.32G    0.01965    0.01424   0.005664         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     88/499      4.32G     0.0196    0.01418    0.00579         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
     88/499      4.32G     0.0196    0.01418    0.00579         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
     88/499      4.32G    0.01959     0.0142   0.005866         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
     88/499      4.32G    0.01959     0.0142   0.005866         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
     88/499      4.32G    0.01952    0.01426   0.005858         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
     88/499      4.32G    0.01952    0.01426   0.005858         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
     88/499      4.32G    0.01962    0.01428   0.006006         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
     88/499      4.32G    0.01962    0.01428   0.006006         77        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
     88/499      4.32G    0.01952    0.01431   0.005891         75        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
     88/499      4.32G    0.01952    0.01431   0.005891         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     88/499      4.32G    0.01946    0.01428   0.005867         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     88/499      4.32G    0.01946    0.01428   0.005867         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.33it/s]
     88/499      4.32G    0.01947    0.01432   0.005839         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.33it/s]
     88/499      4.32G    0.01947    0.01432   0.005839         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     88/499      4.32G    0.01945    0.01429   0.005742         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     88/499      4.32G    0.01945    0.01429   0.005742         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
     88/499      4.32G    0.01949    0.01429   0.005686         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
     88/499      4.32G    0.01949    0.01429   0.005686         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
     88/499      4.32G    0.01946     0.0144   0.005601         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
     88/499      4.32G    0.01946     0.0144   0.005601         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
     88/499      4.32G    0.01957    0.01435   0.005747         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
     88/499      4.32G    0.01957    0.01435   0.005747         59        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
     88/499      4.32G    0.01956    0.01442   0.005735         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
     88/499      4.32G    0.01956    0.01442   0.005735         79        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
     88/499      4.32G    0.01949    0.01444   0.005776         75        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
     88/499      4.32G    0.01949    0.01444   0.005776         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
     88/499      4.32G    0.01945    0.01438   0.005838         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
     88/499      4.32G    0.01945    0.01438   0.005838         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     88/499      4.32G    0.01947    0.01441   0.005778         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
     88/499      4.32G    0.01947    0.01441   0.005778         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
     88/499      4.32G     0.0195    0.01444   0.005775         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
     88/499      4.32G     0.0195    0.01444   0.005775         81        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
     88/499      4.32G    0.01944    0.01438   0.005675         63        640:  90%|######### | 36/40 [00:07<00:00,  5.12it/s]
     88/499      4.32G    0.01944    0.01438   0.005675         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
     88/499      4.32G    0.01949    0.01443   0.005778         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
     88/499      4.32G    0.01949    0.01443   0.005778         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     88/499      4.32G    0.01946    0.01438   0.005729         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
     88/499      4.32G    0.01946    0.01438   0.005729         71        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     88/499      4.32G     0.0195    0.01425   0.005799         20        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     88/499      4.32G     0.0195    0.01425   0.005799         20        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
     88/499      4.32G     0.0195    0.01425   0.005799         20        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263    0.00356     0.0506    0.00205   0.000783

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     89/499      4.32G    0.01902    0.01457   0.006928         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     89/499      4.32G    0.01902    0.01457   0.006928         79        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     89/499      4.32G    0.01909    0.01299   0.004721         58        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
     89/499      4.32G    0.01909    0.01299   0.004721         58        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
     89/499      4.32G    0.02001    0.01417   0.005471         82        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
     89/499      4.32G    0.02001    0.01417   0.005471         82        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
     89/499      4.32G    0.02045    0.01421     0.0069         65        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
     89/499      4.32G    0.02045    0.01421     0.0069         65        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
     89/499      4.32G    0.02038    0.01435   0.007159         78        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
     89/499      4.32G    0.02038    0.01435   0.007159         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
     89/499      4.32G     0.0198     0.0144   0.007195         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
     89/499      4.32G     0.0198     0.0144   0.007195         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     89/499      4.32G    0.02006    0.01441   0.007285         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
     89/499      4.32G    0.02006    0.01441   0.007285         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     89/499      4.32G    0.01992     0.0142   0.007996         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
     89/499      4.32G    0.01992     0.0142   0.007996         65        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     89/499      4.32G    0.02006    0.01415   0.007807         69        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
     89/499      4.32G    0.02006    0.01415   0.007807         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     89/499      4.32G    0.01994    0.01435   0.007907         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
     89/499      4.32G    0.01994    0.01435   0.007907         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
     89/499      4.32G    0.01998    0.01423   0.007792         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
     89/499      4.32G    0.01998    0.01423   0.007792         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     89/499      4.32G    0.01986    0.01408   0.007458         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     89/499      4.32G    0.01986    0.01408   0.007458         63        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
     89/499      4.32G    0.01982    0.01407   0.007603         76        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
     89/499      4.32G    0.01982    0.01407   0.007603         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     89/499      4.32G    0.01995    0.01428   0.007423         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
     89/499      4.32G    0.01995    0.01428   0.007423         82        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
     89/499      4.32G    0.01982    0.01425   0.007227         77        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
     89/499      4.32G    0.01982    0.01425   0.007227         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
     89/499      4.32G    0.01984    0.01441   0.007361         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
     89/499      4.32G    0.01984    0.01441   0.007361         83        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     89/499      4.32G    0.01982    0.01427   0.007229         64        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
     89/499      4.32G    0.01982    0.01427   0.007229         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.15it/s]
     89/499      4.32G    0.01986    0.01455   0.007331         95        640:  42%|####2     | 17/40 [00:03<00:04,  5.15it/s]
     89/499      4.32G    0.01986    0.01455   0.007331         95        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
     89/499      4.32G    0.01995    0.01488   0.007366         96        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
     89/499      4.32G    0.01995    0.01488   0.007366         96        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     89/499      4.32G    0.01993    0.01482   0.007348         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     89/499      4.32G    0.01993    0.01482   0.007348         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.11it/s]
     89/499      4.32G    0.01996    0.01475   0.007314         64        640:  50%|#####     | 20/40 [00:04<00:03,  5.11it/s]
     89/499      4.32G    0.01996    0.01475   0.007314         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     89/499      4.32G     0.0199    0.01474   0.007223         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
     89/499      4.32G     0.0199    0.01474   0.007223         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     89/499      4.32G    0.01987    0.01473   0.007078         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     89/499      4.32G    0.01987    0.01473   0.007078         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.06it/s]
     89/499      4.32G     0.0198    0.01478    0.00702         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.06it/s]
     89/499      4.32G     0.0198    0.01478    0.00702         88        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
     89/499      4.32G     0.0198    0.01474   0.006942         69        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
     89/499      4.32G     0.0198    0.01474   0.006942         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     89/499      4.32G    0.01982    0.01475   0.007071         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
     89/499      4.32G    0.01982    0.01475   0.007071         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.09it/s]
     89/499      4.32G    0.01976    0.01473    0.00694         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.09it/s]
     89/499      4.32G    0.01976    0.01473    0.00694         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
     89/499      4.32G    0.01977    0.01478   0.007083         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
     89/499      4.32G    0.01977    0.01478   0.007083         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     89/499      4.32G    0.01976    0.01484   0.007027         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
     89/499      4.32G    0.01976    0.01484   0.007027         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
     89/499      4.32G     0.0197    0.01478    0.00693         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.13it/s]
     89/499      4.32G     0.0197    0.01478    0.00693         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
     89/499      4.32G    0.01962    0.01475   0.006832         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
     89/499      4.32G    0.01962    0.01475   0.006832         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
     89/499      4.32G    0.01959    0.01481   0.006887         87        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
     89/499      4.32G    0.01959    0.01481   0.006887         87        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     89/499      4.32G    0.01958    0.01476   0.007013         67        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     89/499      4.32G    0.01958    0.01476   0.007013         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     89/499      4.32G    0.01955    0.01473   0.006922         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     89/499      4.32G    0.01955    0.01473   0.006922         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     89/499      4.32G    0.01951    0.01475   0.006961         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
     89/499      4.32G    0.01951    0.01475   0.006961         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     89/499      4.32G    0.01949    0.01468   0.006951         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     89/499      4.32G    0.01949    0.01468   0.006951         59        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     89/499      4.32G    0.01952    0.01467   0.006839         68        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
     89/499      4.32G    0.01952    0.01467   0.006839         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
     89/499      4.32G     0.0195    0.01457   0.006784         58        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
     89/499      4.32G     0.0195    0.01457   0.006784         58        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
     89/499      4.32G    0.01957    0.01447   0.006816         55        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
     89/499      4.32G    0.01957    0.01447   0.006816         55        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     89/499      4.32G    0.01955    0.01464    0.00689         55        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
     89/499      4.32G    0.01955    0.01464    0.00689         55        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     89/499      4.32G    0.01955    0.01464    0.00689         55        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.78it/s]
                   all        132        263      0.338    0.00175    0.00141   0.000376

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     90/499      4.32G    0.01781    0.01346   0.005387         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
     90/499      4.32G    0.01781    0.01346   0.005387         76        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     90/499      4.32G    0.02084    0.01293   0.006177         59        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     90/499      4.32G    0.02084    0.01293   0.006177         59        640:   5%|5         | 2/40 [00:00<00:07,  5.04it/s]
     90/499      4.32G    0.02064    0.01285   0.005164         72        640:   5%|5         | 2/40 [00:00<00:07,  5.04it/s]
     90/499      4.32G    0.02064    0.01285   0.005164         72        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
     90/499      4.32G    0.02072    0.01301   0.004681         70        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
     90/499      4.32G    0.02072    0.01301   0.004681         70        640:  10%|#         | 4/40 [00:00<00:07,  5.07it/s]
     90/499      4.32G    0.02102     0.0136   0.004978         69        640:  10%|#         | 4/40 [00:00<00:07,  5.07it/s]
     90/499      4.32G    0.02102     0.0136   0.004978         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
     90/499      4.32G     0.0206    0.01318   0.004815         60        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
     90/499      4.32G     0.0206    0.01318   0.004815         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     90/499      4.32G    0.02035    0.01326   0.004837         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
     90/499      4.32G    0.02035    0.01326   0.004837         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
     90/499      4.32G    0.02036    0.01332   0.005025         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
     90/499      4.32G    0.02036    0.01332   0.005025         74        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
     90/499      4.32G    0.02016    0.01328   0.005063         71        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
     90/499      4.32G    0.02016    0.01328   0.005063         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
     90/499      4.32G    0.02015    0.01345   0.005209         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
     90/499      4.32G    0.02015    0.01345   0.005209         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
     90/499      4.32G    0.02019    0.01361   0.005517         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
     90/499      4.32G    0.02019    0.01361   0.005517         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     90/499      4.32G    0.02008    0.01376   0.005923         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
     90/499      4.32G    0.02008    0.01376   0.005923         80        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     90/499      4.32G    0.01996    0.01387   0.005743         79        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
     90/499      4.32G    0.01996    0.01387   0.005743         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     90/499      4.32G    0.01994    0.01411   0.005792         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
     90/499      4.32G    0.01994    0.01411   0.005792         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     90/499      4.32G    0.01996    0.01409   0.005818         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
     90/499      4.32G    0.01996    0.01409   0.005818         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
     90/499      4.32G    0.01988    0.01386   0.005686         54        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
     90/499      4.32G    0.01988    0.01386   0.005686         54        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
     90/499      4.32G    0.01983    0.01401   0.006111         88        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
     90/499      4.32G    0.01983    0.01401   0.006111         88        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     90/499      4.32G    0.01969    0.01391   0.006257         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
     90/499      4.32G    0.01969    0.01391   0.006257         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     90/499      4.32G    0.01979    0.01385   0.006373         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     90/499      4.32G    0.01979    0.01385   0.006373         62        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     90/499      4.32G    0.01989    0.01409    0.00647         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     90/499      4.32G    0.01989    0.01409    0.00647         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     90/499      4.32G    0.01981    0.01421   0.006541         89        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
     90/499      4.32G    0.01981    0.01421   0.006541         89        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
     90/499      4.32G    0.01985    0.01429   0.006689         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
     90/499      4.32G    0.01985    0.01429   0.006689         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.12it/s]
     90/499      4.32G    0.01986    0.01434   0.006677         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.12it/s]
     90/499      4.32G    0.01986    0.01434   0.006677         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
     90/499      4.32G    0.01978    0.01428   0.006678         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
     90/499      4.32G    0.01978    0.01428   0.006678         70        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     90/499      4.32G    0.01982    0.01434   0.006649         84        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     90/499      4.32G    0.01982    0.01434   0.006649         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     90/499      4.32G    0.01983    0.01442   0.006725         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     90/499      4.32G    0.01983    0.01442   0.006725         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
     90/499      4.32G    0.01978    0.01438   0.006716         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
     90/499      4.32G    0.01978    0.01438   0.006716         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     90/499      4.32G    0.01979    0.01437   0.006663         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     90/499      4.32G    0.01979    0.01437   0.006663         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
     90/499      4.32G    0.01974    0.01441   0.006755         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
     90/499      4.32G    0.01974    0.01441   0.006755         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
     90/499      4.32G    0.01962    0.01441   0.006658         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
     90/499      4.32G    0.01962    0.01441   0.006658         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     90/499      4.32G    0.01956    0.01444   0.006649         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     90/499      4.32G    0.01956    0.01444   0.006649         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.13it/s]
     90/499      4.32G    0.01962    0.01442   0.006697         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.13it/s]
     90/499      4.32G    0.01962    0.01442   0.006697         69        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
     90/499      4.32G    0.01964    0.01449   0.006677         85        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
     90/499      4.32G    0.01964    0.01449   0.006677         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     90/499      4.32G    0.01963    0.01463   0.006604        100        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
     90/499      4.32G    0.01963    0.01463   0.006604        100        640:  85%|########5 | 34/40 [00:06<00:01,  5.11it/s]
     90/499      4.32G    0.01955    0.01451   0.006547         53        640:  85%|########5 | 34/40 [00:06<00:01,  5.11it/s]
     90/499      4.32G    0.01955    0.01451   0.006547         53        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
     90/499      4.32G    0.01959    0.01453   0.006713         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
     90/499      4.32G    0.01959    0.01453   0.006713         71        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
     90/499      4.32G    0.01957    0.01453   0.006608         67        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
     90/499      4.32G    0.01957    0.01453   0.006608         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
     90/499      4.32G    0.01954    0.01457   0.006543         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
     90/499      4.32G    0.01954    0.01457   0.006543         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
     90/499      4.32G    0.01953    0.01462   0.006454         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
     90/499      4.32G    0.01953    0.01462   0.006454         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
     90/499      4.32G    0.01948    0.01464   0.006411         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
     90/499      4.32G    0.01948    0.01464   0.006411         45        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
     90/499      4.32G    0.01948    0.01464   0.006411         45        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.70it/s]
                   all        132        263      0.874     0.0123    0.00943    0.00252

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     91/499      4.32G    0.01873    0.01644    0.00233         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
     91/499      4.32G    0.01873    0.01644    0.00233         80        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     91/499      4.32G    0.01796    0.01399   0.006229         65        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
     91/499      4.32G    0.01796    0.01399   0.006229         65        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
     91/499      4.32G    0.01899    0.01415   0.006054         65        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
     91/499      4.32G    0.01899    0.01415   0.006054         65        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
     91/499      4.32G    0.01916    0.01354    0.00644         52        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
     91/499      4.32G    0.01916    0.01354    0.00644         52        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
     91/499      4.32G    0.01948      0.013   0.006761         60        640:  10%|#         | 4/40 [00:00<00:06,  5.27it/s]
     91/499      4.32G    0.01948      0.013   0.006761         60        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
     91/499      4.32G    0.01943    0.01347   0.007072         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
     91/499      4.32G    0.01943    0.01347   0.007072         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     91/499      4.32G    0.01949    0.01376    0.00763         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     91/499      4.32G    0.01949    0.01376    0.00763         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     91/499      4.32G    0.01945     0.0137   0.007441         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
     91/499      4.32G    0.01945     0.0137   0.007441         71        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
     91/499      4.32G    0.01915    0.01363   0.007421         71        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
     91/499      4.32G    0.01915    0.01363   0.007421         71        640:  22%|##2       | 9/40 [00:01<00:06,  5.17it/s]
     91/499      4.32G    0.01938    0.01382   0.007537         83        640:  22%|##2       | 9/40 [00:01<00:06,  5.17it/s]
     91/499      4.32G    0.01938    0.01382   0.007537         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
     91/499      4.32G    0.01925    0.01361   0.007587         60        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
     91/499      4.32G    0.01925    0.01361   0.007587         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     91/499      4.32G    0.01925     0.0137   0.007807         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     91/499      4.32G    0.01925     0.0137   0.007807         77        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     91/499      4.32G    0.01931    0.01367   0.007838         69        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
     91/499      4.32G    0.01931    0.01367   0.007838         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     91/499      4.32G    0.01905    0.01334   0.007907         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
     91/499      4.32G    0.01905    0.01334   0.007907         56        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     91/499      4.32G    0.01893    0.01337   0.007654         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     91/499      4.32G    0.01893    0.01337   0.007654         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.15it/s]
     91/499      4.32G      0.019    0.01333   0.007739         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.15it/s]
     91/499      4.32G      0.019    0.01333   0.007739         58        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
     91/499      4.32G    0.01904    0.01358   0.007804         94        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
     91/499      4.32G    0.01904    0.01358   0.007804         94        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
     91/499      4.32G    0.01908    0.01365   0.007888         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
     91/499      4.32G    0.01908    0.01365   0.007888         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.08it/s]
     91/499      4.32G     0.0191    0.01356   0.007638         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.08it/s]
     91/499      4.32G     0.0191    0.01356   0.007638         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.13it/s]
     91/499      4.32G    0.01901     0.0135    0.00765         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.13it/s]
     91/499      4.32G    0.01901     0.0135    0.00765         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     91/499      4.32G    0.01908    0.01357   0.007634         83        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
     91/499      4.32G    0.01908    0.01357   0.007634         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.09it/s]
     91/499      4.32G    0.01908    0.01368   0.007469         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.09it/s]
     91/499      4.32G    0.01908    0.01368   0.007469         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.13it/s]
     91/499      4.32G    0.01906    0.01365   0.007462         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.13it/s]
     91/499      4.32G    0.01906    0.01365   0.007462         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
     91/499      4.32G    0.01911    0.01366   0.007562         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
     91/499      4.32G    0.01911    0.01366   0.007562         69        640:  60%|######    | 24/40 [00:04<00:03,  5.01it/s]
     91/499      4.32G    0.01911    0.01377   0.007418         88        640:  60%|######    | 24/40 [00:04<00:03,  5.01it/s]
     91/499      4.32G    0.01911    0.01377   0.007418         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.05it/s]
     91/499      4.32G    0.01916    0.01388   0.007553         78        640:  62%|######2   | 25/40 [00:05<00:02,  5.05it/s]
     91/499      4.32G    0.01916    0.01388   0.007553         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.11it/s]
     91/499      4.32G    0.01911    0.01379   0.007486         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.11it/s]
     91/499      4.32G    0.01911    0.01379   0.007486         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.04it/s]
     91/499      4.32G     0.0191    0.01381   0.007582         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.04it/s]
     91/499      4.32G     0.0191    0.01381   0.007582         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.06it/s]
     91/499      4.32G    0.01905    0.01375   0.007542         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.06it/s]
     91/499      4.32G    0.01905    0.01375   0.007542         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     91/499      4.32G    0.01901     0.0138   0.007552         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     91/499      4.32G    0.01901     0.0138   0.007552         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.04it/s]
     91/499      4.32G    0.01902    0.01383   0.007554         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.04it/s]
     91/499      4.32G    0.01902    0.01383   0.007554         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.11it/s]
     91/499      4.32G      0.019    0.01387   0.007554         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.11it/s]
     91/499      4.32G      0.019    0.01387   0.007554         77        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     91/499      4.32G    0.01904    0.01393   0.007794         80        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
     91/499      4.32G    0.01904    0.01393   0.007794         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.09it/s]
     91/499      4.32G    0.01906    0.01394   0.007673         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.09it/s]
     91/499      4.32G    0.01906    0.01394   0.007673         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     91/499      4.32G    0.01905    0.01396   0.007725         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     91/499      4.32G    0.01905    0.01396   0.007725         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     91/499      4.32G    0.01911    0.01393   0.007748         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     91/499      4.32G    0.01911    0.01393   0.007748         66        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
     91/499      4.32G    0.01911    0.01399   0.007684         76        640:  90%|######### | 36/40 [00:07<00:00,  5.12it/s]
     91/499      4.32G    0.01911    0.01399   0.007684         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     91/499      4.32G    0.01917    0.01399   0.007786         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     91/499      4.32G    0.01917    0.01399   0.007786         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
     91/499      4.32G    0.01916    0.01409   0.007755         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
     91/499      4.32G    0.01916    0.01409   0.007755         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     91/499      4.32G    0.01909    0.01401   0.007584         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
     91/499      4.32G    0.01909    0.01401   0.007584         32        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
     91/499      4.32G    0.01909    0.01401   0.007584         32        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.79it/s]
                   all        132        263     0.0371     0.0836     0.0644     0.0305

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     92/499      4.32G    0.02027    0.01401   0.006148         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
     92/499      4.32G    0.02027    0.01401   0.006148         63        640:   2%|2         | 1/40 [00:00<00:07,  5.16it/s]
     92/499      4.32G    0.02037    0.01541   0.006487         75        640:   2%|2         | 1/40 [00:00<00:07,  5.16it/s]
     92/499      4.32G    0.02037    0.01541   0.006487         75        640:   5%|5         | 2/40 [00:00<00:07,  5.00it/s]
     92/499      4.32G    0.02129    0.01539   0.006895         76        640:   5%|5         | 2/40 [00:00<00:07,  5.00it/s]
     92/499      4.32G    0.02129    0.01539   0.006895         76        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
     92/499      4.32G    0.02027    0.01499    0.00618         75        640:   8%|7         | 3/40 [00:00<00:07,  5.14it/s]
     92/499      4.32G    0.02027    0.01499    0.00618         75        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
     92/499      4.32G    0.01982    0.01481   0.006746         73        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
     92/499      4.32G    0.01982    0.01481   0.006746         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.08it/s]
     92/499      4.32G    0.01982    0.01524   0.006625         91        640:  12%|#2        | 5/40 [00:01<00:06,  5.08it/s]
     92/499      4.32G    0.01982    0.01524   0.006625         91        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
     92/499      4.32G     0.0194      0.015   0.006227         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
     92/499      4.32G     0.0194      0.015   0.006227         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     92/499      4.32G    0.01928    0.01456   0.006811         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
     92/499      4.32G    0.01928    0.01456   0.006811         64        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
     92/499      4.32G     0.0194    0.01448   0.007359         71        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
     92/499      4.32G     0.0194    0.01448   0.007359         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
     92/499      4.32G    0.01935    0.01418    0.00721         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
     92/499      4.32G    0.01935    0.01418    0.00721         58        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
     92/499      4.32G    0.01918    0.01408   0.007211         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
     92/499      4.32G    0.01918    0.01408   0.007211         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     92/499      4.32G    0.01937    0.01465   0.007239        103        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
     92/499      4.32G    0.01937    0.01465   0.007239        103        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
     92/499      4.32G    0.01932    0.01494   0.007116         98        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
     92/499      4.32G    0.01932    0.01494   0.007116         98        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
     92/499      4.32G    0.01927    0.01488    0.00735         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
     92/499      4.32G    0.01927    0.01488    0.00735         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     92/499      4.32G    0.01915    0.01497   0.007304         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     92/499      4.32G    0.01915    0.01497   0.007304         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
     92/499      4.32G    0.01902    0.01489   0.007137         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
     92/499      4.32G    0.01902    0.01489   0.007137         73        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
     92/499      4.32G    0.01891    0.01494    0.00695         90        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
     92/499      4.32G    0.01891    0.01494    0.00695         90        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     92/499      4.32G    0.01899    0.01498   0.007228         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.13it/s]
     92/499      4.32G    0.01899    0.01498   0.007228         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     92/499      4.32G    0.01879    0.01496   0.007363         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
     92/499      4.32G    0.01879    0.01496   0.007363         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     92/499      4.32G    0.01877    0.01497   0.007251         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
     92/499      4.32G    0.01877    0.01497   0.007251         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.12it/s]
     92/499      4.32G    0.01864    0.01486   0.007059         69        640:  50%|#####     | 20/40 [00:04<00:03,  5.12it/s]
     92/499      4.32G    0.01864    0.01486   0.007059         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
     92/499      4.32G    0.01869    0.01475   0.007101         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
     92/499      4.32G    0.01869    0.01475   0.007101         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
     92/499      4.32G    0.01876    0.01488    0.00713         92        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
     92/499      4.32G    0.01876    0.01488    0.00713         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.10it/s]
     92/499      4.32G    0.01871    0.01477   0.007213         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.10it/s]
     92/499      4.32G    0.01871    0.01477   0.007213         73        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     92/499      4.32G    0.01871    0.01479   0.007211         81        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
     92/499      4.32G    0.01871    0.01479   0.007211         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
     92/499      4.32G    0.01875    0.01484   0.007184         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
     92/499      4.32G    0.01875    0.01484   0.007184         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.14it/s]
     92/499      4.32G    0.01878    0.01483   0.007226         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.14it/s]
     92/499      4.32G    0.01878    0.01483   0.007226         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     92/499      4.32G    0.01873    0.01478   0.007288         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     92/499      4.32G    0.01873    0.01478   0.007288         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     92/499      4.32G    0.01869    0.01475   0.007224         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
     92/499      4.32G    0.01869    0.01475   0.007224         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     92/499      4.32G    0.01867    0.01477   0.007073         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     92/499      4.32G    0.01867    0.01477   0.007073         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     92/499      4.32G     0.0186    0.01475   0.006988         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     92/499      4.32G     0.0186    0.01475   0.006988         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
     92/499      4.32G     0.0186    0.01474   0.006908         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
     92/499      4.32G     0.0186    0.01474   0.006908         74        640:  80%|########  | 32/40 [00:06<00:01,  5.09it/s]
     92/499      4.32G    0.01862    0.01477   0.006872         80        640:  80%|########  | 32/40 [00:06<00:01,  5.09it/s]
     92/499      4.32G    0.01862    0.01477   0.006872         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     92/499      4.32G    0.01864     0.0148   0.006881         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     92/499      4.32G    0.01864     0.0148   0.006881         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     92/499      4.32G    0.01861    0.01478   0.006965         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
     92/499      4.32G    0.01861    0.01478   0.006965         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     92/499      4.32G    0.01855    0.01472   0.006979         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
     92/499      4.32G    0.01855    0.01472   0.006979         69        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
     92/499      4.32G    0.01857    0.01473   0.006996         75        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
     92/499      4.32G    0.01857    0.01473   0.006996         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     92/499      4.32G    0.01854    0.01477   0.006962         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
     92/499      4.32G    0.01854    0.01477   0.006962         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
     92/499      4.32G    0.01849    0.01469   0.006898         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
     92/499      4.32G    0.01849    0.01469   0.006898         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
     92/499      4.32G    0.01854    0.01467   0.007006         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
     92/499      4.32G    0.01854    0.01467   0.007006         33        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
     92/499      4.32G    0.01854    0.01467   0.007006         33        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.51it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.34it/s]
                   all        132        263      0.105     0.0386     0.0507     0.0327

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     93/499      4.32G    0.01864    0.01555    0.00615         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
     93/499      4.32G    0.01864    0.01555    0.00615         78        640:   2%|2         | 1/40 [00:00<00:08,  4.74it/s]
     93/499      4.32G    0.01925     0.0147   0.007958         63        640:   2%|2         | 1/40 [00:00<00:08,  4.74it/s]
     93/499      4.32G    0.01925     0.0147   0.007958         63        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     93/499      4.32G    0.01944    0.01502   0.007571         82        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
     93/499      4.32G    0.01944    0.01502   0.007571         82        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     93/499      4.32G    0.01927    0.01429   0.006484         69        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
     93/499      4.32G    0.01927    0.01429   0.006484         69        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
     93/499      4.32G    0.01914    0.01418   0.006419         80        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
     93/499      4.32G    0.01914    0.01418   0.006419         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
     93/499      4.32G    0.01895    0.01456   0.005885         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
     93/499      4.32G    0.01895    0.01456   0.005885         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     93/499      4.32G    0.01913    0.01453   0.006151         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
     93/499      4.32G    0.01913    0.01453   0.006151         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.10it/s]
     93/499      4.32G    0.01903    0.01417   0.005759         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.10it/s]
     93/499      4.32G    0.01903    0.01417   0.005759         67        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
     93/499      4.32G    0.01912    0.01427   0.005375         83        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
     93/499      4.32G    0.01912    0.01427   0.005375         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
     93/499      4.32G    0.01894    0.01431   0.005185         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
     93/499      4.32G    0.01894    0.01431   0.005185         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.10it/s]
     93/499      4.32G    0.01894    0.01438    0.00576         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.10it/s]
     93/499      4.32G    0.01894    0.01438    0.00576         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     93/499      4.32G    0.01873    0.01423   0.005653         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
     93/499      4.32G    0.01873    0.01423   0.005653         70        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
     93/499      4.32G    0.01869      0.014   0.005586         57        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
     93/499      4.32G    0.01869      0.014   0.005586         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
     93/499      4.32G    0.01874    0.01394   0.005649         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
     93/499      4.32G    0.01874    0.01394   0.005649         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     93/499      4.32G     0.0189    0.01397   0.006061         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
     93/499      4.32G     0.0189    0.01397   0.006061         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
     93/499      4.32G    0.01883    0.01405   0.006142         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
     93/499      4.32G    0.01883    0.01405   0.006142         82        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
     93/499      4.32G    0.01876    0.01396   0.006265         72        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
     93/499      4.32G    0.01876    0.01396   0.006265         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
     93/499      4.32G    0.01873    0.01409   0.006245         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
     93/499      4.32G    0.01873    0.01409   0.006245         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
     93/499      4.32G    0.01854    0.01407   0.006532         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
     93/499      4.32G    0.01854    0.01407   0.006532         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
     93/499      4.32G     0.0187    0.01397   0.006842         55        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
     93/499      4.32G     0.0187    0.01397   0.006842         55        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
     93/499      4.32G    0.01861    0.01391   0.006749         69        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
     93/499      4.32G    0.01861    0.01391   0.006749         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     93/499      4.32G    0.01847    0.01386    0.00677         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
     93/499      4.32G    0.01847    0.01386    0.00677         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     93/499      4.32G    0.01852    0.01386   0.006919         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
     93/499      4.32G    0.01852    0.01386   0.006919         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     93/499      4.32G    0.01851    0.01376   0.006876         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     93/499      4.32G    0.01851    0.01376   0.006876         56        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     93/499      4.32G    0.01849    0.01376   0.006862         76        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
     93/499      4.32G    0.01849    0.01376   0.006862         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
     93/499      4.32G    0.01852    0.01375   0.006961         72        640:  62%|######2   | 25/40 [00:05<00:02,  5.17it/s]
     93/499      4.32G    0.01852    0.01375   0.006961         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
     93/499      4.32G    0.01854    0.01371   0.007135         62        640:  65%|######5   | 26/40 [00:05<00:02,  5.16it/s]
     93/499      4.32G    0.01854    0.01371   0.007135         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     93/499      4.32G    0.01857    0.01366   0.007194         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     93/499      4.32G    0.01857    0.01366   0.007194         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
     93/499      4.32G    0.01861    0.01366    0.00716         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
     93/499      4.32G    0.01861    0.01366    0.00716         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     93/499      4.32G    0.01861    0.01362   0.007098         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
     93/499      4.32G    0.01861    0.01362   0.007098         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     93/499      4.32G    0.01863    0.01369   0.007084         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
     93/499      4.32G    0.01863    0.01369   0.007084         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.09it/s]
     93/499      4.32G    0.01866    0.01375   0.007139         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.09it/s]
     93/499      4.32G    0.01866    0.01375   0.007139         81        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
     93/499      4.32G     0.0186    0.01367   0.007282         58        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
     93/499      4.32G     0.0186    0.01367   0.007282         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     93/499      4.32G     0.0186    0.01375   0.007146         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
     93/499      4.32G     0.0186    0.01375   0.007146         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.07it/s]
     93/499      4.32G    0.01857    0.01376   0.007074         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.07it/s]
     93/499      4.32G    0.01857    0.01376   0.007074         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.10it/s]
     93/499      4.32G    0.01864    0.01379   0.007036         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.10it/s]
     93/499      4.32G    0.01864    0.01379   0.007036         77        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
     93/499      4.32G    0.01862     0.0138   0.007007         75        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
     93/499      4.32G    0.01862     0.0138   0.007007         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.10it/s]
     93/499      4.32G    0.01865    0.01392   0.006956         93        640:  92%|#########2| 37/40 [00:07<00:00,  5.10it/s]
     93/499      4.32G    0.01865    0.01392   0.006956         93        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     93/499      4.32G    0.01865    0.01389   0.006905         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
     93/499      4.32G    0.01865    0.01389   0.006905         62        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
     93/499      4.32G    0.01875    0.01389   0.006783         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
     93/499      4.32G    0.01875    0.01389   0.006783         29        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
     93/499      4.32G    0.01875    0.01389   0.006783         29        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.58it/s]
                   all        132        263      0.192     0.0228     0.0138    0.00729

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     94/499      4.32G    0.01687    0.01701   0.004654         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
     94/499      4.32G    0.01687    0.01701   0.004654         88        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     94/499      4.32G    0.01714    0.01662   0.003932         87        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     94/499      4.32G    0.01714    0.01662   0.003932         87        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
     94/499      4.32G    0.01682    0.01492   0.005182         71        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
     94/499      4.32G    0.01682    0.01492   0.005182         71        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     94/499      4.32G    0.01767    0.01574   0.007062         99        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
     94/499      4.32G    0.01767    0.01574   0.007062         99        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
     94/499      4.32G    0.01764    0.01504   0.006661         65        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
     94/499      4.32G    0.01764    0.01504   0.006661         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
     94/499      4.32G    0.01771    0.01478   0.006864         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
     94/499      4.32G    0.01771    0.01478   0.006864         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
     94/499      4.32G    0.01788      0.015   0.006532         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
     94/499      4.32G    0.01788      0.015   0.006532         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     94/499      4.32G    0.01789    0.01499   0.006827         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     94/499      4.32G    0.01789    0.01499   0.006827         79        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
     94/499      4.32G     0.0178    0.01466   0.006878         74        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
     94/499      4.32G     0.0178    0.01466   0.006878         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
     94/499      4.32G     0.0176    0.01452   0.006795         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
     94/499      4.32G     0.0176    0.01452   0.006795         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
     94/499      4.32G    0.01767    0.01439   0.007028         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
     94/499      4.32G    0.01767    0.01439   0.007028         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
     94/499      4.32G    0.01766    0.01415   0.006964         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
     94/499      4.32G    0.01766    0.01415   0.006964         67        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     94/499      4.32G    0.01749    0.01408   0.006797         74        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
     94/499      4.32G    0.01749    0.01408   0.006797         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
     94/499      4.32G    0.01756    0.01409   0.006814         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
     94/499      4.32G    0.01756    0.01409   0.006814         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     94/499      4.32G    0.01751    0.01399   0.006819         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
     94/499      4.32G    0.01751    0.01399   0.006819         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
     94/499      4.32G    0.01748    0.01419    0.00659         94        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
     94/499      4.32G    0.01748    0.01419    0.00659         94        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     94/499      4.32G    0.01756    0.01431   0.006752         90        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
     94/499      4.32G    0.01756    0.01431   0.006752         90        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
     94/499      4.32G    0.01767    0.01421   0.007056         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
     94/499      4.32G    0.01767    0.01421   0.007056         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
     94/499      4.32G    0.01772     0.0142   0.006965         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
     94/499      4.32G    0.01772     0.0142   0.006965         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     94/499      4.32G    0.01768    0.01415   0.006828         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
     94/499      4.32G    0.01768    0.01415   0.006828         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
     94/499      4.32G     0.0177    0.01419   0.006662         80        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
     94/499      4.32G     0.0177    0.01419   0.006662         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
     94/499      4.32G    0.01774     0.0143   0.006538         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
     94/499      4.32G    0.01774     0.0143   0.006538         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     94/499      4.32G    0.01769     0.0142   0.006392         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
     94/499      4.32G    0.01769     0.0142   0.006392         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     94/499      4.32G    0.01764    0.01412   0.006403         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
     94/499      4.32G    0.01764    0.01412   0.006403         71        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     94/499      4.32G    0.01767    0.01405   0.006223         69        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
     94/499      4.32G    0.01767    0.01405   0.006223         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     94/499      4.32G     0.0177    0.01418   0.006216         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
     94/499      4.32G     0.0177    0.01418   0.006216         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
     94/499      4.32G    0.01759    0.01402   0.006105         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
     94/499      4.32G    0.01759    0.01402   0.006105         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.08it/s]
     94/499      4.32G    0.01758    0.01397   0.006257         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.08it/s]
     94/499      4.32G    0.01758    0.01397   0.006257         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     94/499      4.32G    0.01757    0.01401   0.006354         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
     94/499      4.32G    0.01757    0.01401   0.006354         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     94/499      4.32G    0.01761    0.01412   0.006269         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
     94/499      4.32G    0.01761    0.01412   0.006269         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.10it/s]
     94/499      4.32G    0.01764    0.01408   0.006193         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.10it/s]
     94/499      4.32G    0.01764    0.01408   0.006193         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
     94/499      4.32G    0.01758    0.01404   0.006075         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
     94/499      4.32G    0.01758    0.01404   0.006075         73        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
     94/499      4.32G    0.01764    0.01405   0.006088         71        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
     94/499      4.32G    0.01764    0.01405   0.006088         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.06it/s]
     94/499      4.32G    0.01757    0.01399   0.006047         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.06it/s]
     94/499      4.32G    0.01757    0.01399   0.006047         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     94/499      4.32G     0.0175    0.01398   0.006047         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     94/499      4.32G     0.0175    0.01398   0.006047         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     94/499      4.32G    0.01748    0.01399   0.006055         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     94/499      4.32G    0.01748    0.01399   0.006055         71        640:  90%|######### | 36/40 [00:06<00:00,  5.10it/s]
     94/499      4.32G    0.01749    0.01401   0.006025         75        640:  90%|######### | 36/40 [00:07<00:00,  5.10it/s]
     94/499      4.32G    0.01749    0.01401   0.006025         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
     94/499      4.32G     0.0175    0.01392   0.006061         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
     94/499      4.32G     0.0175    0.01392   0.006061         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     94/499      4.32G     0.0175    0.01387   0.006093         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     94/499      4.32G     0.0175    0.01387   0.006093         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
     94/499      4.32G    0.01745     0.0139    0.00604         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
     94/499      4.32G    0.01745     0.0139    0.00604         40        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
     94/499      4.32G    0.01745     0.0139    0.00604         40        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263      0.475     0.0754       0.11     0.0534

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     95/499      4.32G    0.02019    0.01572   0.007212         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
     95/499      4.32G    0.02019    0.01572   0.007212         79        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     95/499      4.32G    0.01888     0.0152   0.005513         80        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
     95/499      4.32G    0.01888     0.0152   0.005513         80        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     95/499      4.32G    0.01879    0.01485   0.005419         83        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
     95/499      4.32G    0.01879    0.01485   0.005419         83        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     95/499      4.32G    0.01845    0.01445   0.005119         79        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
     95/499      4.32G    0.01845    0.01445   0.005119         79        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     95/499      4.32G    0.01855    0.01449   0.005835         80        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
     95/499      4.32G    0.01855    0.01449   0.005835         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
     95/499      4.32G    0.01827    0.01398   0.006165         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
     95/499      4.32G    0.01827    0.01398   0.006165         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
     95/499      4.32G    0.01793      0.014   0.005926         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
     95/499      4.32G    0.01793      0.014   0.005926         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     95/499      4.32G    0.01786    0.01391   0.006036         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
     95/499      4.32G    0.01786    0.01391   0.006036         70        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     95/499      4.32G    0.01764    0.01371   0.005788         75        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     95/499      4.32G    0.01764    0.01371   0.005788         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     95/499      4.32G    0.01773    0.01354   0.005509         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     95/499      4.32G    0.01773    0.01354   0.005509         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
     95/499      4.32G    0.01771    0.01326    0.00555         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
     95/499      4.32G    0.01771    0.01326    0.00555         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     95/499      4.32G    0.01772     0.0132   0.005486         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
     95/499      4.32G    0.01772     0.0132   0.005486         75        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
     95/499      4.32G    0.01757    0.01321   0.005614         79        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
     95/499      4.32G    0.01757    0.01321   0.005614         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     95/499      4.32G     0.0176    0.01311   0.005709         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
     95/499      4.32G     0.0176    0.01311   0.005709         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.06it/s]
     95/499      4.32G    0.01753    0.01319   0.006035         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.06it/s]
     95/499      4.32G    0.01753    0.01319   0.006035         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.06it/s]
     95/499      4.32G    0.01753    0.01314   0.006134         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.06it/s]
     95/499      4.32G    0.01753    0.01314   0.006134         69        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
     95/499      4.32G    0.01747    0.01306   0.005949         63        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
     95/499      4.32G    0.01747    0.01306   0.005949         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.08it/s]
     95/499      4.32G    0.01746     0.0129   0.005875         54        640:  42%|####2     | 17/40 [00:03<00:04,  5.08it/s]
     95/499      4.32G    0.01746     0.0129   0.005875         54        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
     95/499      4.32G    0.01747    0.01278   0.006447         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
     95/499      4.32G    0.01747    0.01278   0.006447         61        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     95/499      4.32G    0.01769    0.01275   0.006394         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
     95/499      4.32G    0.01769    0.01275   0.006394         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.08it/s]
     95/499      4.32G    0.01766    0.01283   0.006321         79        640:  50%|#####     | 20/40 [00:04<00:03,  5.08it/s]
     95/499      4.32G    0.01766    0.01283   0.006321         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
     95/499      4.32G    0.01766    0.01286    0.00655         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
     95/499      4.32G    0.01766    0.01286    0.00655         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     95/499      4.32G    0.01766    0.01298    0.00645         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
     95/499      4.32G    0.01766    0.01298    0.00645         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.08it/s]
     95/499      4.32G    0.01772     0.0131   0.006461         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.08it/s]
     95/499      4.32G    0.01772     0.0131   0.006461         86        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     95/499      4.32G    0.01768    0.01307   0.006438         67        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
     95/499      4.32G    0.01768    0.01307   0.006438         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
     95/499      4.32G    0.01782    0.01316   0.006394         76        640:  62%|######2   | 25/40 [00:05<00:02,  5.25it/s]
     95/499      4.32G    0.01782    0.01316   0.006394         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.03it/s]
     95/499      4.32G    0.01777    0.01321    0.00636         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.03it/s]
     95/499      4.32G    0.01777    0.01321    0.00636         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     95/499      4.32G    0.01768     0.0131   0.006348         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
     95/499      4.32G    0.01768     0.0131   0.006348         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     95/499      4.32G    0.01775    0.01318   0.006349         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
     95/499      4.32G    0.01775    0.01318   0.006349         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.09it/s]
     95/499      4.32G    0.01774    0.01329   0.006361         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.09it/s]
     95/499      4.32G    0.01774    0.01329   0.006361         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
     95/499      4.32G    0.01777    0.01328   0.006417         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
     95/499      4.32G    0.01777    0.01328   0.006417         60        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
     95/499      4.32G     0.0178    0.01335   0.006512         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
     95/499      4.32G     0.0178    0.01335   0.006512         72        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
     95/499      4.32G    0.01779    0.01339    0.00644         82        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
     95/499      4.32G    0.01779    0.01339    0.00644         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     95/499      4.32G    0.01772    0.01341    0.00648         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
     95/499      4.32G    0.01772    0.01341    0.00648         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     95/499      4.32G    0.01774     0.0133   0.006434         55        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
     95/499      4.32G    0.01774     0.0133   0.006434         55        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
     95/499      4.32G    0.01774    0.01334   0.006365         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
     95/499      4.32G    0.01774    0.01334   0.006365         79        640:  90%|######### | 36/40 [00:06<00:00,  5.11it/s]
     95/499      4.32G    0.01771    0.01335   0.006269         78        640:  90%|######### | 36/40 [00:07<00:00,  5.11it/s]
     95/499      4.32G    0.01771    0.01335   0.006269         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     95/499      4.32G    0.01773    0.01339   0.006297         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.22it/s]
     95/499      4.32G    0.01773    0.01339   0.006297         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
     95/499      4.32G    0.01771    0.01341   0.006335         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.09it/s]
     95/499      4.32G    0.01771    0.01341   0.006335         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     95/499      4.32G    0.01768    0.01344   0.006268         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
     95/499      4.32G    0.01768    0.01344   0.006268         41        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
     95/499      4.32G    0.01768    0.01344   0.006268         41        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.49it/s]
                   all        132        263      0.632     0.0526     0.0721     0.0383

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     96/499      4.32G    0.01677    0.01491   0.008826         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
     96/499      4.32G    0.01677    0.01491   0.008826         83        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
     96/499      4.32G    0.01648    0.01368    0.00584         75        640:   2%|2         | 1/40 [00:00<00:07,  4.91it/s]
     96/499      4.32G    0.01648    0.01368    0.00584         75        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     96/499      4.32G    0.01794    0.01432   0.006002         77        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
     96/499      4.32G    0.01794    0.01432   0.006002         77        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
     96/499      4.32G    0.01827    0.01422   0.005614         67        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
     96/499      4.32G    0.01827    0.01422   0.005614         67        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
     96/499      4.32G    0.01847    0.01465     0.0063         78        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
     96/499      4.32G    0.01847    0.01465     0.0063         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
     96/499      4.32G    0.01829    0.01487   0.006247         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
     96/499      4.32G    0.01829    0.01487   0.006247         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
     96/499      4.32G    0.01825    0.01471   0.006526         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
     96/499      4.32G    0.01825    0.01471   0.006526         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.08it/s]
     96/499      4.32G    0.01819    0.01453   0.006241         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.08it/s]
     96/499      4.32G    0.01819    0.01453   0.006241         70        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     96/499      4.32G    0.01829    0.01447   0.006531         70        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
     96/499      4.32G    0.01829    0.01447   0.006531         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     96/499      4.32G    0.01832    0.01464    0.00728         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
     96/499      4.32G    0.01832    0.01464    0.00728         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.12it/s]
     96/499      4.32G     0.0182    0.01478   0.007344         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.12it/s]
     96/499      4.32G     0.0182    0.01478   0.007344         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
     96/499      4.32G     0.0182    0.01485   0.007265         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
     96/499      4.32G     0.0182    0.01485   0.007265         79        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     96/499      4.32G    0.01805    0.01478   0.007063         78        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
     96/499      4.32G    0.01805    0.01478   0.007063         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     96/499      4.32G    0.01828    0.01474   0.007146         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     96/499      4.32G    0.01828    0.01474   0.007146         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     96/499      4.32G    0.01837    0.01478   0.007065         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     96/499      4.32G    0.01837    0.01478   0.007065         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
     96/499      4.32G    0.01859     0.0146   0.006829         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
     96/499      4.32G    0.01859     0.0146   0.006829         58        640:  40%|####      | 16/40 [00:03<00:04,  5.06it/s]
     96/499      4.32G    0.01862     0.0145   0.006756         62        640:  40%|####      | 16/40 [00:03<00:04,  5.06it/s]
     96/499      4.32G    0.01862     0.0145   0.006756         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     96/499      4.32G    0.01861    0.01438   0.006791         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
     96/499      4.32G    0.01861    0.01438   0.006791         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
     96/499      4.32G    0.01858    0.01439   0.006592         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
     96/499      4.32G    0.01858    0.01439   0.006592         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
     96/499      4.32G    0.01848     0.0143   0.006688         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
     96/499      4.32G    0.01848     0.0143   0.006688         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
     96/499      4.32G    0.01842    0.01444   0.006783         87        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
     96/499      4.32G    0.01842    0.01444   0.006783         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     96/499      4.32G    0.01842    0.01456   0.006809         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
     96/499      4.32G    0.01842    0.01456   0.006809         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.12it/s]
     96/499      4.32G    0.01855    0.01446   0.006803         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.12it/s]
     96/499      4.32G    0.01855    0.01446   0.006803         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
     96/499      4.32G    0.01857    0.01444   0.006703         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
     96/499      4.32G    0.01857    0.01444   0.006703         75        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
     96/499      4.32G    0.01861    0.01439   0.006722         68        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
     96/499      4.32G    0.01861    0.01439   0.006722         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
     96/499      4.32G    0.01871    0.01442     0.0069         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
     96/499      4.32G    0.01871    0.01442     0.0069         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
     96/499      4.32G    0.01869     0.0144   0.007063         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
     96/499      4.32G    0.01869     0.0144   0.007063         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     96/499      4.32G    0.01873    0.01445   0.006986         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
     96/499      4.32G    0.01873    0.01445   0.006986         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
     96/499      4.32G    0.01867     0.0144    0.00708         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.14it/s]
     96/499      4.32G    0.01867     0.0144    0.00708         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     96/499      4.32G    0.01865    0.01438    0.00712         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
     96/499      4.32G    0.01865    0.01438    0.00712         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     96/499      4.32G    0.01856    0.01436   0.007123         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
     96/499      4.32G    0.01856    0.01436   0.007123         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
     96/499      4.32G    0.01856    0.01434   0.007284         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
     96/499      4.32G    0.01856    0.01434   0.007284         70        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     96/499      4.32G    0.01858    0.01432   0.007151         64        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
     96/499      4.32G    0.01858    0.01432   0.007151         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     96/499      4.32G    0.01858     0.0144   0.007035         87        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
     96/499      4.32G    0.01858     0.0144   0.007035         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     96/499      4.32G    0.01858    0.01434   0.006973         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
     96/499      4.32G    0.01858    0.01434   0.006973         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     96/499      4.32G    0.01855    0.01434   0.006864         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
     96/499      4.32G    0.01855    0.01434   0.006864         80        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
     96/499      4.32G    0.01858    0.01435   0.006783         74        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
     96/499      4.32G    0.01858    0.01435   0.006783         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
     96/499      4.32G    0.01863    0.01433   0.006868         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.14it/s]
     96/499      4.32G    0.01863    0.01433   0.006868         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
     96/499      4.32G    0.01861    0.01432   0.006795         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
     96/499      4.32G    0.01861    0.01432   0.006795         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     96/499      4.32G    0.01862    0.01423   0.006887         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
     96/499      4.32G    0.01862    0.01423   0.006887         29        640: 100%|##########| 40/40 [00:07<00:00,  5.15it/s]
     96/499      4.32G    0.01862    0.01423   0.006887         29        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  7.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  7.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  7.91it/s]
                   all        132        263     0.0554     0.0111     0.0331     0.0121

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     97/499      4.32G    0.01988     0.0177    0.00578         96        640:   0%|          | 0/40 [00:00<?, ?it/s]
     97/499      4.32G    0.01988     0.0177    0.00578         96        640:   2%|2         | 1/40 [00:00<00:07,  5.15it/s]
     97/499      4.32G    0.01907    0.01752   0.005742         94        640:   2%|2         | 1/40 [00:00<00:07,  5.15it/s]
     97/499      4.32G    0.01907    0.01752   0.005742         94        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
     97/499      4.32G     0.0193    0.01745   0.004693         87        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
     97/499      4.32G     0.0193    0.01745   0.004693         87        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
     97/499      4.32G     0.0187    0.01699   0.004393         77        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
     97/499      4.32G     0.0187    0.01699   0.004393         77        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     97/499      4.32G     0.0186    0.01664   0.004777         80        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
     97/499      4.32G     0.0186    0.01664   0.004777         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
     97/499      4.32G    0.01851    0.01588   0.004762         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
     97/499      4.32G    0.01851    0.01588   0.004762         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     97/499      4.32G    0.01844    0.01553   0.004941         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
     97/499      4.32G    0.01844    0.01553   0.004941         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     97/499      4.32G    0.01872    0.01587   0.005325         94        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
     97/499      4.32G    0.01872    0.01587   0.005325         94        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     97/499      4.32G    0.01863    0.01529    0.00587         62        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
     97/499      4.32G    0.01863    0.01529    0.00587         62        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
     97/499      4.32G    0.01833    0.01494   0.005655         71        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
     97/499      4.32G    0.01833    0.01494   0.005655         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
     97/499      4.32G    0.01833    0.01501     0.0059         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
     97/499      4.32G    0.01833    0.01501     0.0059         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     97/499      4.32G    0.01832    0.01504   0.005816         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
     97/499      4.32G    0.01832    0.01504   0.005816         76        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
     97/499      4.32G    0.01825     0.0148   0.005627         63        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
     97/499      4.32G    0.01825     0.0148   0.005627         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     97/499      4.32G     0.0181    0.01446   0.005967         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
     97/499      4.32G     0.0181    0.01446   0.005967         56        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
     97/499      4.32G    0.01807    0.01431   0.006123         68        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
     97/499      4.32G    0.01807    0.01431   0.006123         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.05it/s]
     97/499      4.32G    0.01811    0.01416   0.006217         61        640:  38%|###7      | 15/40 [00:03<00:04,  5.05it/s]
     97/499      4.32G    0.01811    0.01416   0.006217         61        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
     97/499      4.32G    0.01805    0.01401   0.006272         67        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
     97/499      4.32G    0.01805    0.01401   0.006272         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
     97/499      4.32G    0.01815    0.01419   0.006482         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
     97/499      4.32G    0.01815    0.01419   0.006482         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     97/499      4.32G    0.01816    0.01433   0.006627         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.09it/s]
     97/499      4.32G    0.01816    0.01433   0.006627         85        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     97/499      4.32G     0.0181    0.01423   0.006543         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
     97/499      4.32G     0.0181    0.01423   0.006543         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     97/499      4.32G    0.01805    0.01414   0.006687         70        640:  50%|#####     | 20/40 [00:04<00:03,  5.24it/s]
     97/499      4.32G    0.01805    0.01414   0.006687         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
     97/499      4.32G    0.01797    0.01429   0.006638         94        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
     97/499      4.32G    0.01797    0.01429   0.006638         94        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
     97/499      4.32G    0.01785    0.01422   0.006694         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
     97/499      4.32G    0.01785    0.01422   0.006694         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     97/499      4.32G    0.01779    0.01425   0.006645         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
     97/499      4.32G    0.01779    0.01425   0.006645         76        640:  60%|######    | 24/40 [00:04<00:03,  5.09it/s]
     97/499      4.32G    0.01775    0.01421   0.006896         72        640:  60%|######    | 24/40 [00:04<00:03,  5.09it/s]
     97/499      4.32G    0.01775    0.01421   0.006896         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
     97/499      4.32G    0.01768    0.01404   0.006949         57        640:  62%|######2   | 25/40 [00:05<00:02,  5.20it/s]
     97/499      4.32G    0.01768    0.01404   0.006949         57        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
     97/499      4.32G     0.0177      0.014   0.006861         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
     97/499      4.32G     0.0177      0.014   0.006861         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
     97/499      4.32G    0.01769    0.01404   0.006789         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
     97/499      4.32G    0.01769    0.01404   0.006789         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
     97/499      4.32G    0.01768    0.01399   0.006732         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
     97/499      4.32G    0.01768    0.01399   0.006732         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
     97/499      4.32G    0.01764    0.01395   0.006636         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
     97/499      4.32G    0.01764    0.01395   0.006636         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
     97/499      4.32G    0.01764    0.01393   0.006693         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
     97/499      4.32G    0.01764    0.01393   0.006693         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
     97/499      4.32G    0.01767    0.01389   0.006694         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
     97/499      4.32G    0.01767    0.01389   0.006694         67        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     97/499      4.32G    0.01773    0.01391   0.006663         78        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
     97/499      4.32G    0.01773    0.01391   0.006663         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.13it/s]
     97/499      4.32G    0.01776    0.01395   0.006678         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.13it/s]
     97/499      4.32G    0.01776    0.01395   0.006678         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
     97/499      4.32G    0.01775     0.0139   0.006547         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
     97/499      4.32G    0.01775     0.0139   0.006547         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     97/499      4.32G    0.01773    0.01388   0.006722         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
     97/499      4.32G    0.01773    0.01388   0.006722         65        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
     97/499      4.32G    0.01772    0.01388   0.006747         66        640:  90%|######### | 36/40 [00:07<00:00,  5.12it/s]
     97/499      4.32G    0.01772    0.01388   0.006747         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
     97/499      4.32G    0.01773    0.01385   0.006742         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
     97/499      4.32G    0.01773    0.01385   0.006742         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     97/499      4.32G    0.01779    0.01391   0.006759         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
     97/499      4.32G    0.01779    0.01391   0.006759         82        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     97/499      4.32G    0.01775    0.01391   0.006731         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
     97/499      4.32G    0.01775    0.01391   0.006731         34        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
     97/499      4.32G    0.01775    0.01391   0.006731         34        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.38it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.89it/s]
                   all        132        263     0.0102     0.0368      0.016     0.0048

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     98/499      4.32G    0.02253    0.01538   0.008269         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
     98/499      4.32G    0.02253    0.01538   0.008269         69        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
     98/499      4.32G    0.02061    0.01443   0.007759         66        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
     98/499      4.32G    0.02061    0.01443   0.007759         66        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
     98/499      4.32G    0.02032    0.01498   0.007119         84        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
     98/499      4.32G    0.02032    0.01498   0.007119         84        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     98/499      4.32G    0.02044    0.01515   0.006459         78        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
     98/499      4.32G    0.02044    0.01515   0.006459         78        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
     98/499      4.32G    0.01993    0.01425   0.006469         61        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
     98/499      4.32G    0.01993    0.01425   0.006469         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
     98/499      4.32G    0.01953    0.01421   0.006282         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
     98/499      4.32G    0.01953    0.01421   0.006282         77        640:  15%|#5        | 6/40 [00:01<00:06,  4.90it/s]
     98/499      4.32G    0.01955    0.01408   0.006507         68        640:  15%|#5        | 6/40 [00:01<00:06,  4.90it/s]
     98/499      4.32G    0.01955    0.01408   0.006507         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.05it/s]
     98/499      4.32G    0.01941    0.01407   0.006852         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.05it/s]
     98/499      4.32G    0.01941    0.01407   0.006852         73        640:  20%|##        | 8/40 [00:01<00:06,  4.96it/s]
     98/499      4.32G    0.01923    0.01396   0.006524         68        640:  20%|##        | 8/40 [00:01<00:06,  4.96it/s]
     98/499      4.32G    0.01923    0.01396   0.006524         68        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
     98/499      4.32G    0.01908    0.01401   0.006294         81        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
     98/499      4.32G    0.01908    0.01401   0.006294         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
     98/499      4.32G     0.0191    0.01418   0.006634         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
     98/499      4.32G     0.0191    0.01418   0.006634         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.11it/s]
     98/499      4.32G    0.01909    0.01408   0.006412         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.11it/s]
     98/499      4.32G    0.01909    0.01408   0.006412         71        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     98/499      4.32G    0.01924    0.01401   0.006472         60        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
     98/499      4.32G    0.01924    0.01401   0.006472         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
     98/499      4.32G    0.01923    0.01407   0.006484         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
     98/499      4.32G    0.01923    0.01407   0.006484         81        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
     98/499      4.32G     0.0193    0.01402   0.006458         73        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
     98/499      4.32G     0.0193    0.01402   0.006458         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.25it/s]
     98/499      4.32G    0.01931    0.01385   0.006328         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.25it/s]
     98/499      4.32G    0.01931    0.01385   0.006328         63        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
     98/499      4.32G    0.01915     0.0138   0.006195         67        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
     98/499      4.32G    0.01915     0.0138   0.006195         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     98/499      4.32G    0.01909    0.01383   0.006366         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
     98/499      4.32G    0.01909    0.01383   0.006366         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     98/499      4.32G    0.01902    0.01388   0.006397         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     98/499      4.32G    0.01902    0.01388   0.006397         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
     98/499      4.32G    0.01903    0.01389   0.006553         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
     98/499      4.32G    0.01903    0.01389   0.006553         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
     98/499      4.32G    0.01899    0.01392    0.00658         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.20it/s]
     98/499      4.32G    0.01899    0.01392    0.00658         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
     98/499      4.32G    0.01903    0.01397    0.00659         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
     98/499      4.32G    0.01903    0.01397    0.00659         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
     98/499      4.32G      0.019    0.01398   0.006513         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
     98/499      4.32G      0.019    0.01398   0.006513         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     98/499      4.32G    0.01899    0.01407   0.006458         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
     98/499      4.32G    0.01899    0.01407   0.006458         78        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     98/499      4.32G    0.01895    0.01398   0.006389         70        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     98/499      4.32G    0.01895    0.01398   0.006389         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
     98/499      4.32G    0.01891    0.01395   0.006682         68        640:  62%|######2   | 25/40 [00:05<00:02,  5.28it/s]
     98/499      4.32G    0.01891    0.01395   0.006682         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     98/499      4.32G    0.01898    0.01397   0.006591         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
     98/499      4.32G    0.01898    0.01397   0.006591         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     98/499      4.32G    0.01893    0.01402   0.006581         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
     98/499      4.32G    0.01893    0.01402   0.006581         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     98/499      4.32G    0.01894    0.01393   0.006502         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
     98/499      4.32G    0.01894    0.01393   0.006502         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     98/499      4.32G    0.01896    0.01397   0.006532         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
     98/499      4.32G    0.01896    0.01397   0.006532         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     98/499      4.32G    0.01896    0.01393   0.006595         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
     98/499      4.32G    0.01896    0.01393   0.006595         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
     98/499      4.32G    0.01893     0.0139    0.00656         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
     98/499      4.32G    0.01893     0.0139    0.00656         68        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
     98/499      4.32G    0.01893    0.01387   0.006638         66        640:  80%|########  | 32/40 [00:06<00:01,  5.11it/s]
     98/499      4.32G    0.01893    0.01387   0.006638         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
     98/499      4.32G    0.01892    0.01388   0.006544         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
     98/499      4.32G    0.01892    0.01388   0.006544         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
     98/499      4.32G     0.0189     0.0139   0.006509         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
     98/499      4.32G     0.0189     0.0139   0.006509         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     98/499      4.32G    0.01885    0.01393   0.006444         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.14it/s]
     98/499      4.32G    0.01885    0.01393   0.006444         72        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
     98/499      4.32G    0.01881    0.01385    0.00639         55        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
     98/499      4.32G    0.01881    0.01385    0.00639         55        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     98/499      4.32G    0.01883    0.01396   0.006356         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
     98/499      4.32G    0.01883    0.01396   0.006356         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
     98/499      4.32G    0.01878    0.01399    0.00625         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
     98/499      4.32G    0.01878    0.01399    0.00625         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     98/499      4.32G    0.01873    0.01401   0.006386         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
     98/499      4.32G    0.01873    0.01401   0.006386         41        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
     98/499      4.32G    0.01873    0.01401   0.006386         41        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.66it/s]
                   all        132        263      0.584     0.0175      0.024     0.0129

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
     99/499      4.32G     0.0179    0.01496   0.008271         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
     99/499      4.32G     0.0179    0.01496   0.008271         83        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     99/499      4.32G    0.01771    0.01381   0.008894         73        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
     99/499      4.32G    0.01771    0.01381   0.008894         73        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
     99/499      4.32G    0.01872    0.01406    0.01034         65        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
     99/499      4.32G    0.01872    0.01406    0.01034         65        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
     99/499      4.32G    0.01879    0.01443   0.008629         83        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
     99/499      4.32G    0.01879    0.01443   0.008629         83        640:  10%|#         | 4/40 [00:00<00:07,  5.01it/s]
     99/499      4.32G    0.01902    0.01475   0.008018         74        640:  10%|#         | 4/40 [00:00<00:07,  5.01it/s]
     99/499      4.32G    0.01902    0.01475   0.008018         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
     99/499      4.32G    0.01908    0.01446   0.007735         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
     99/499      4.32G    0.01908    0.01446   0.007735         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     99/499      4.32G    0.01924    0.01414   0.007654         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
     99/499      4.32G    0.01924    0.01414   0.007654         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
     99/499      4.32G    0.01911    0.01415   0.007587         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
     99/499      4.32G    0.01911    0.01415   0.007587         74        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
     99/499      4.32G    0.01875    0.01397   0.007174         73        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
     99/499      4.32G    0.01875    0.01397   0.007174         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     99/499      4.32G    0.01887    0.01424   0.007304         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
     99/499      4.32G    0.01887    0.01424   0.007304         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.15it/s]
     99/499      4.32G    0.01889    0.01409   0.007838         61        640:  25%|##5       | 10/40 [00:02<00:05,  5.15it/s]
     99/499      4.32G    0.01889    0.01409   0.007838         61        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     99/499      4.32G    0.01875    0.01412   0.007754         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
     99/499      4.32G    0.01875    0.01412   0.007754         72        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     99/499      4.32G    0.01884     0.0143   0.007643         80        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
     99/499      4.32G    0.01884     0.0143   0.007643         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
     99/499      4.32G    0.01894    0.01429    0.00747         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
     99/499      4.32G    0.01894    0.01429    0.00747         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     99/499      4.32G    0.01891    0.01422   0.007262         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
     99/499      4.32G    0.01891    0.01422   0.007262         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
     99/499      4.32G    0.01891    0.01428    0.00709         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
     99/499      4.32G    0.01891    0.01428    0.00709         77        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     99/499      4.32G    0.01893    0.01442   0.007193         82        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
     99/499      4.32G    0.01893    0.01442   0.007193         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
     99/499      4.32G    0.01899    0.01444    0.00729         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
     99/499      4.32G    0.01899    0.01444    0.00729         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     99/499      4.32G    0.01903    0.01453   0.007327         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
     99/499      4.32G    0.01903    0.01453   0.007327         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     99/499      4.32G    0.01905    0.01474   0.007409         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
     99/499      4.32G    0.01905    0.01474   0.007409         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
     99/499      4.32G    0.01902    0.01483    0.00725         83        640:  50%|#####     | 20/40 [00:04<00:03,  5.24it/s]
     99/499      4.32G    0.01902    0.01483    0.00725         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
     99/499      4.32G    0.01902    0.01473   0.007471         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
     99/499      4.32G    0.01902    0.01473   0.007471         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
     99/499      4.32G    0.01899     0.0146   0.007313         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
     99/499      4.32G    0.01899     0.0146   0.007313         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
     99/499      4.32G    0.01891    0.01463   0.007292         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
     99/499      4.32G    0.01891    0.01463   0.007292         87        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     99/499      4.32G    0.01878     0.0145   0.007195         68        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
     99/499      4.32G    0.01878     0.0145   0.007195         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.11it/s]
     99/499      4.32G    0.01878    0.01465   0.007092         96        640:  62%|######2   | 25/40 [00:04<00:02,  5.11it/s]
     99/499      4.32G    0.01878    0.01465   0.007092         96        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
     99/499      4.32G     0.0188    0.01469   0.007206         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
     99/499      4.32G     0.0188    0.01469   0.007206         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     99/499      4.32G    0.01879    0.01468   0.007171         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
     99/499      4.32G    0.01879    0.01468   0.007171         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
     99/499      4.32G    0.01873    0.01473   0.007021         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
     99/499      4.32G    0.01873    0.01473   0.007021         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
     99/499      4.32G    0.01877    0.01467    0.00702         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
     99/499      4.32G    0.01877    0.01467    0.00702         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     99/499      4.32G    0.01875    0.01466   0.007009         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.26it/s]
     99/499      4.32G    0.01875    0.01466   0.007009         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
     99/499      4.32G    0.01875    0.01467   0.006991         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
     99/499      4.32G    0.01875    0.01467   0.006991         74        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     99/499      4.32G    0.01882    0.01471   0.006984         72        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
     99/499      4.32G    0.01882    0.01471   0.006984         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
     99/499      4.32G     0.0188    0.01468    0.00691         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
     99/499      4.32G     0.0188    0.01468    0.00691         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.08it/s]
     99/499      4.32G    0.01879    0.01462   0.006936         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.08it/s]
     99/499      4.32G    0.01879    0.01462   0.006936         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.09it/s]
     99/499      4.32G    0.01879    0.01461   0.007034         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.09it/s]
     99/499      4.32G    0.01879    0.01461   0.007034         71        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
     99/499      4.32G    0.01881    0.01464   0.007121         77        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
     99/499      4.32G    0.01881    0.01464   0.007121         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.06it/s]
     99/499      4.32G     0.0188    0.01462    0.00702         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.06it/s]
     99/499      4.32G     0.0188    0.01462    0.00702         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
     99/499      4.32G    0.01872    0.01452   0.006897         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
     99/499      4.32G    0.01872    0.01452   0.006897         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
     99/499      4.32G    0.01875    0.01455   0.006967         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
     99/499      4.32G    0.01875    0.01455   0.006967         44        640: 100%|##########| 40/40 [00:07<00:00,  5.09it/s]
     99/499      4.32G    0.01875    0.01455   0.006967         44        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.33it/s]
                   all        132        263      0.285     0.0702     0.0846     0.0404

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    100/499      4.32G    0.01709    0.01396   0.008712         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    100/499      4.32G    0.01709    0.01396   0.008712         74        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    100/499      4.32G    0.01748    0.01247   0.007182         63        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    100/499      4.32G    0.01748    0.01247   0.007182         63        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    100/499      4.32G    0.01767    0.01269   0.007202         68        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    100/499      4.32G    0.01767    0.01269   0.007202         68        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    100/499      4.32G    0.01806    0.01337   0.006317         83        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    100/499      4.32G    0.01806    0.01337   0.006317         83        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    100/499      4.32G     0.0183    0.01427   0.006249         86        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    100/499      4.32G     0.0183    0.01427   0.006249         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    100/499      4.32G    0.01844    0.01461   0.006192         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    100/499      4.32G    0.01844    0.01461   0.006192         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    100/499      4.32G     0.0189    0.01448   0.006448         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    100/499      4.32G     0.0189    0.01448   0.006448         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    100/499      4.32G    0.01861    0.01396   0.006592         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    100/499      4.32G    0.01861    0.01396   0.006592         57        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    100/499      4.32G    0.01846    0.01407    0.00668         76        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    100/499      4.32G    0.01846    0.01407    0.00668         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    100/499      4.32G    0.01852    0.01409   0.006369         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    100/499      4.32G    0.01852    0.01409   0.006369         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    100/499      4.32G    0.01871    0.01421   0.006419         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    100/499      4.32G    0.01871    0.01421   0.006419         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    100/499      4.32G    0.01873    0.01406   0.006466         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    100/499      4.32G    0.01873    0.01406   0.006466         65        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    100/499      4.32G    0.01881    0.01413   0.006844         65        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    100/499      4.32G    0.01881    0.01413   0.006844         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    100/499      4.32G    0.01877    0.01417    0.00692         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    100/499      4.32G    0.01877    0.01417    0.00692         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    100/499      4.32G    0.01859    0.01402   0.006848         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    100/499      4.32G    0.01859    0.01402   0.006848         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.18it/s]
    100/499      4.32G    0.01863    0.01413   0.006829         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.18it/s]
    100/499      4.32G    0.01863    0.01413   0.006829         88        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    100/499      4.32G    0.01871    0.01396   0.006781         59        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    100/499      4.32G    0.01871    0.01396   0.006781         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    100/499      4.32G    0.01873    0.01384   0.006646         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    100/499      4.32G    0.01873    0.01384   0.006646         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    100/499      4.32G    0.01875    0.01374   0.006712         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    100/499      4.32G    0.01875    0.01374   0.006712         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    100/499      4.32G    0.01879    0.01373   0.006704         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    100/499      4.32G    0.01879    0.01373   0.006704         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    100/499      4.32G    0.01875    0.01375    0.00655         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    100/499      4.32G    0.01875    0.01375    0.00655         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.14it/s]
    100/499      4.32G    0.01875    0.01386   0.006505         95        640:  52%|#####2    | 21/40 [00:04<00:03,  5.14it/s]
    100/499      4.32G    0.01875    0.01386   0.006505         95        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    100/499      4.32G    0.01872     0.0138   0.006351         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    100/499      4.32G    0.01872     0.0138   0.006351         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    100/499      4.32G    0.01869    0.01379   0.006444         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    100/499      4.32G    0.01869    0.01379   0.006444         74        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    100/499      4.32G    0.01874    0.01375   0.006543         67        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    100/499      4.32G    0.01874    0.01375   0.006543         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    100/499      4.32G    0.01871    0.01378   0.006508         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    100/499      4.32G    0.01871    0.01378   0.006508         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    100/499      4.32G    0.01874    0.01392   0.006555         86        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    100/499      4.32G    0.01874    0.01392   0.006555         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    100/499      4.32G    0.01871    0.01391   0.006627         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.18it/s]
    100/499      4.32G    0.01871    0.01391   0.006627         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    100/499      4.32G    0.01869    0.01398   0.006704         88        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    100/499      4.32G    0.01869    0.01398   0.006704         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    100/499      4.32G    0.01872    0.01402   0.006694         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    100/499      4.32G    0.01872    0.01402   0.006694         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    100/499      4.32G    0.01876    0.01409   0.006781         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    100/499      4.32G    0.01876    0.01409   0.006781         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    100/499      4.32G    0.01879    0.01414   0.006782         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    100/499      4.32G    0.01879    0.01414   0.006782         78        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    100/499      4.32G    0.01883    0.01417    0.00672         73        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    100/499      4.32G    0.01883    0.01417    0.00672         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.01it/s]
    100/499      4.32G     0.0188     0.0143     0.0068         92        640:  82%|########2 | 33/40 [00:06<00:01,  5.01it/s]
    100/499      4.32G     0.0188     0.0143     0.0068         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.08it/s]
    100/499      4.32G     0.0188    0.01432   0.006772         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.08it/s]
    100/499      4.32G     0.0188    0.01432   0.006772         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    100/499      4.32G    0.01883    0.01431    0.00685         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    100/499      4.32G    0.01883    0.01431    0.00685         75        640:  90%|######### | 36/40 [00:06<00:00,  5.06it/s]
    100/499      4.32G    0.01885    0.01423   0.006972         62        640:  90%|######### | 36/40 [00:07<00:00,  5.06it/s]
    100/499      4.32G    0.01885    0.01423   0.006972         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    100/499      4.32G    0.01883     0.0142   0.006882         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    100/499      4.32G    0.01883     0.0142   0.006882         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    100/499      4.32G    0.01878    0.01416   0.006852         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    100/499      4.32G    0.01878    0.01416   0.006852         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    100/499      4.32G    0.01884    0.01425    0.00685         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    100/499      4.32G    0.01884    0.01425    0.00685         42        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    100/499      4.32G    0.01884    0.01425    0.00685         42        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263      0.445     0.0439     0.0514     0.0227

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    101/499      4.32G    0.01976    0.01116   0.008748         58        640:   0%|          | 0/40 [00:00<?, ?it/s]
    101/499      4.32G    0.01976    0.01116   0.008748         58        640:   2%|2         | 1/40 [00:00<00:07,  5.39it/s]
    101/499      4.32G    0.02089    0.01353   0.007581         80        640:   2%|2         | 1/40 [00:00<00:07,  5.39it/s]
    101/499      4.32G    0.02089    0.01353   0.007581         80        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    101/499      4.32G    0.01981    0.01345   0.006305         76        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    101/499      4.32G    0.01981    0.01345   0.006305         76        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    101/499      4.32G    0.01967    0.01303   0.007235         65        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    101/499      4.32G    0.01967    0.01303   0.007235         65        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    101/499      4.32G    0.01918    0.01281   0.006342         68        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    101/499      4.32G    0.01918    0.01281   0.006342         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    101/499      4.32G    0.01886     0.0126   0.006266         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    101/499      4.32G    0.01886     0.0126   0.006266         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    101/499      4.32G    0.01872    0.01283   0.006621         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    101/499      4.32G    0.01872    0.01283   0.006621         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    101/499      4.32G    0.01848    0.01302   0.006439         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    101/499      4.32G    0.01848    0.01302   0.006439         81        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    101/499      4.32G    0.01857    0.01325    0.00665         82        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    101/499      4.32G    0.01857    0.01325    0.00665         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    101/499      4.32G    0.01842    0.01351   0.006492         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    101/499      4.32G    0.01842    0.01351   0.006492         89        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    101/499      4.32G    0.01847    0.01367   0.006613         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    101/499      4.32G    0.01847    0.01367   0.006613         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    101/499      4.32G    0.01833    0.01356   0.006578         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    101/499      4.32G    0.01833    0.01356   0.006578         62        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    101/499      4.32G    0.01836    0.01352   0.006692         68        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    101/499      4.32G    0.01836    0.01352   0.006692         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    101/499      4.32G    0.01845    0.01371    0.00646         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    101/499      4.32G    0.01845    0.01371    0.00646         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    101/499      4.32G    0.01844     0.0139   0.006561         87        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    101/499      4.32G    0.01844     0.0139   0.006561         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    101/499      4.32G    0.01837     0.0137   0.006669         53        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    101/499      4.32G    0.01837     0.0137   0.006669         53        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    101/499      4.32G    0.01831    0.01353   0.006909         61        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    101/499      4.32G    0.01831    0.01353   0.006909         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    101/499      4.32G    0.01822    0.01349   0.007104         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    101/499      4.32G    0.01822    0.01349   0.007104         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    101/499      4.32G    0.01818    0.01344   0.007101         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    101/499      4.32G    0.01818    0.01344   0.007101         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    101/499      4.32G    0.01812    0.01349   0.007188         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    101/499      4.32G    0.01812    0.01349   0.007188         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    101/499      4.32G    0.01819    0.01373   0.007115         95        640:  50%|#####     | 20/40 [00:04<00:03,  5.19it/s]
    101/499      4.32G    0.01819    0.01373   0.007115         95        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    101/499      4.32G    0.01829     0.0138   0.007089         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    101/499      4.32G    0.01829     0.0138   0.007089         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    101/499      4.32G    0.01833    0.01377   0.006979         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    101/499      4.32G    0.01833    0.01377   0.006979         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    101/499      4.32G    0.01832    0.01387   0.006882         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    101/499      4.32G    0.01832    0.01387   0.006882         92        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
    101/499      4.32G    0.01822    0.01384   0.006903         69        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
    101/499      4.32G    0.01822    0.01384   0.006903         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    101/499      4.32G    0.01825    0.01387   0.006926         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    101/499      4.32G    0.01825    0.01387   0.006926         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.15it/s]
    101/499      4.32G    0.01825    0.01388   0.007065         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
    101/499      4.32G    0.01825    0.01388   0.007065         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    101/499      4.32G    0.01822    0.01393   0.006882         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    101/499      4.32G    0.01822    0.01393   0.006882         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    101/499      4.32G    0.01819    0.01391   0.006971         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    101/499      4.32G    0.01819    0.01391   0.006971         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    101/499      4.32G    0.01814    0.01383   0.006873         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    101/499      4.32G    0.01814    0.01383   0.006873         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    101/499      4.32G    0.01822    0.01392   0.006812         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    101/499      4.32G    0.01822    0.01392   0.006812         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    101/499      4.32G    0.01825    0.01389   0.006853         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    101/499      4.32G    0.01825    0.01389   0.006853         73        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    101/499      4.32G    0.01826     0.0139   0.006753         73        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    101/499      4.32G    0.01826     0.0139   0.006753         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    101/499      4.32G    0.01817     0.0139   0.006695         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    101/499      4.32G    0.01817     0.0139   0.006695         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    101/499      4.32G    0.01811    0.01382   0.006771         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    101/499      4.32G    0.01811    0.01382   0.006771         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    101/499      4.32G    0.01809    0.01388   0.006663         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    101/499      4.32G    0.01809    0.01388   0.006663         85        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    101/499      4.32G    0.01806    0.01386   0.006613         75        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    101/499      4.32G    0.01806    0.01386   0.006613         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    101/499      4.32G    0.01807    0.01383   0.006573         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    101/499      4.32G    0.01807    0.01383   0.006573         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
    101/499      4.32G    0.01808    0.01395   0.006608         98        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
    101/499      4.32G    0.01808    0.01395   0.006608         98        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    101/499      4.32G    0.01805    0.01396   0.006654         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    101/499      4.32G    0.01805    0.01396   0.006654         41        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    101/499      4.32G    0.01805    0.01396   0.006654         41        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  6.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.68it/s]
                   all        132        263     0.0571     0.0672     0.0615     0.0289

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    102/499      4.32G    0.01669    0.01496   0.005601         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    102/499      4.32G    0.01669    0.01496   0.005601         77        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
    102/499      4.32G    0.01625    0.01466   0.005735         78        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
    102/499      4.32G    0.01625    0.01466   0.005735         78        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    102/499      4.32G    0.01752    0.01372   0.007444         61        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    102/499      4.32G    0.01752    0.01372   0.007444         61        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    102/499      4.32G    0.01748    0.01373   0.007488         72        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    102/499      4.32G    0.01748    0.01373   0.007488         72        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    102/499      4.32G    0.01758    0.01431   0.006773         88        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    102/499      4.32G    0.01758    0.01431   0.006773         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.25it/s]
    102/499      4.32G    0.01777    0.01451    0.00616         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.25it/s]
    102/499      4.32G    0.01777    0.01451    0.00616         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    102/499      4.32G    0.01772    0.01456   0.006176         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    102/499      4.32G    0.01772    0.01456   0.006176         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.13it/s]
    102/499      4.32G    0.01752    0.01441   0.006649         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.13it/s]
    102/499      4.32G    0.01752    0.01441   0.006649         77        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    102/499      4.32G    0.01741    0.01434   0.006966         80        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    102/499      4.32G    0.01741    0.01434   0.006966         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    102/499      4.32G    0.01748    0.01401   0.006795         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    102/499      4.32G    0.01748    0.01401   0.006795         57        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
    102/499      4.32G    0.01758    0.01395   0.006695         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
    102/499      4.32G    0.01758    0.01395   0.006695         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    102/499      4.32G     0.0176    0.01418   0.006526         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    102/499      4.32G     0.0176    0.01418   0.006526         87        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    102/499      4.32G    0.01773    0.01421   0.006929         80        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    102/499      4.32G    0.01773    0.01421   0.006929         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    102/499      4.32G    0.01777    0.01409    0.00673         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    102/499      4.32G    0.01777    0.01409    0.00673         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    102/499      4.32G    0.01779     0.0141   0.006691         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    102/499      4.32G    0.01779     0.0141   0.006691         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    102/499      4.32G    0.01784      0.014   0.006811         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    102/499      4.32G    0.01784      0.014   0.006811         75        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    102/499      4.32G    0.01783    0.01409   0.006821         91        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    102/499      4.32G    0.01783    0.01409   0.006821         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    102/499      4.32G    0.01785    0.01427   0.006683         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    102/499      4.32G    0.01785    0.01427   0.006683         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    102/499      4.32G    0.01776    0.01414   0.006805         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    102/499      4.32G    0.01776    0.01414   0.006805         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    102/499      4.32G    0.01785    0.01422   0.006744         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    102/499      4.32G    0.01785    0.01422   0.006744         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    102/499      4.32G    0.01775    0.01423   0.006676         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.27it/s]
    102/499      4.32G    0.01775    0.01423   0.006676         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    102/499      4.32G    0.01766    0.01428   0.006758         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    102/499      4.32G    0.01766    0.01428   0.006758         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    102/499      4.32G    0.01761    0.01421   0.006686         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    102/499      4.32G    0.01761    0.01421   0.006686         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    102/499      4.32G    0.01765    0.01423   0.006718         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    102/499      4.32G    0.01765    0.01423   0.006718         76        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    102/499      4.32G    0.01771    0.01424   0.006761         77        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    102/499      4.32G    0.01771    0.01424   0.006761         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.13it/s]
    102/499      4.32G    0.01769     0.0143   0.006654         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.13it/s]
    102/499      4.32G    0.01769     0.0143   0.006654         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.13it/s]
    102/499      4.32G    0.01771    0.01432   0.006519         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.13it/s]
    102/499      4.32G    0.01771    0.01432   0.006519         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    102/499      4.32G    0.01769    0.01428   0.006453         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    102/499      4.32G    0.01769    0.01428   0.006453         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    102/499      4.32G    0.01778    0.01433   0.006614         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.12it/s]
    102/499      4.32G    0.01778    0.01433   0.006614         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    102/499      4.32G    0.01781     0.0143   0.006601         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    102/499      4.32G    0.01781     0.0143   0.006601         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    102/499      4.32G    0.01784    0.01435   0.006629         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    102/499      4.32G    0.01784    0.01435   0.006629         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.09it/s]
    102/499      4.32G    0.01792     0.0144   0.006777         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.09it/s]
    102/499      4.32G    0.01792     0.0144   0.006777         78        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    102/499      4.32G    0.01794    0.01441   0.006809         81        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    102/499      4.32G    0.01794    0.01441   0.006809         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    102/499      4.32G    0.01792    0.01439   0.006771         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    102/499      4.32G    0.01792    0.01439   0.006771         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.04it/s]
    102/499      4.32G    0.01792    0.01451   0.006768        106        640:  85%|########5 | 34/40 [00:06<00:01,  5.04it/s]
    102/499      4.32G    0.01792    0.01451   0.006768        106        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    102/499      4.32G    0.01788    0.01451   0.006628         89        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    102/499      4.32G    0.01788    0.01451   0.006628         89        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
    102/499      4.32G    0.01791    0.01451   0.006711         73        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
    102/499      4.32G    0.01791    0.01451   0.006711         73        640:  92%|#########2| 37/40 [00:07<00:00,  4.98it/s]
    102/499      4.32G     0.0179    0.01453   0.006667         82        640:  92%|#########2| 37/40 [00:07<00:00,  4.98it/s]
    102/499      4.32G     0.0179    0.01453   0.006667         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.08it/s]
    102/499      4.32G     0.0179    0.01443   0.006773         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.08it/s]
    102/499      4.32G     0.0179    0.01443   0.006773         62        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    102/499      4.32G    0.01786    0.01441   0.006776         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    102/499      4.32G    0.01786    0.01441   0.006776         37        640: 100%|##########| 40/40 [00:07<00:00,  5.15it/s]
    102/499      4.32G    0.01786    0.01441   0.006776         37        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.30it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.80it/s]
                   all        132        263     0.0761     0.0263     0.0378     0.0172

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    103/499      4.32G    0.01838    0.01109    0.01062         55        640:   0%|          | 0/40 [00:00<?, ?it/s]
    103/499      4.32G    0.01838    0.01109    0.01062         55        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    103/499      4.32G    0.01929    0.01263   0.007447         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    103/499      4.32G    0.01929    0.01263   0.007447         71        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
    103/499      4.32G    0.01879    0.01241   0.009007         70        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
    103/499      4.32G    0.01879    0.01241   0.009007         70        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    103/499      4.32G    0.01862    0.01256   0.007474         74        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    103/499      4.32G    0.01862    0.01256   0.007474         74        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    103/499      4.32G     0.0184    0.01265   0.007028         66        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    103/499      4.32G     0.0184    0.01265   0.007028         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
    103/499      4.32G    0.01808    0.01301   0.006663         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
    103/499      4.32G    0.01808    0.01301   0.006663         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    103/499      4.32G    0.01808    0.01301   0.006373         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    103/499      4.32G    0.01808    0.01301   0.006373         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    103/499      4.32G    0.01804    0.01276   0.005913         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    103/499      4.32G    0.01804    0.01276   0.005913         60        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    103/499      4.32G    0.01801    0.01313   0.005667         88        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    103/499      4.32G    0.01801    0.01313   0.005667         88        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
    103/499      4.32G    0.01825    0.01366   0.005584         91        640:  22%|##2       | 9/40 [00:01<00:06,  5.12it/s]
    103/499      4.32G    0.01825    0.01366   0.005584         91        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    103/499      4.32G    0.01834    0.01363   0.005773         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    103/499      4.32G    0.01834    0.01363   0.005773         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    103/499      4.32G    0.01834    0.01377   0.005721         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    103/499      4.32G    0.01834    0.01377   0.005721         86        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
    103/499      4.32G    0.01848    0.01378   0.005501         70        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
    103/499      4.32G    0.01848    0.01378   0.005501         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    103/499      4.32G    0.01827    0.01356   0.005644         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    103/499      4.32G    0.01827    0.01356   0.005644         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    103/499      4.32G    0.01815    0.01353   0.005703         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    103/499      4.32G    0.01815    0.01353   0.005703         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.12it/s]
    103/499      4.32G    0.01803    0.01361    0.00552         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.12it/s]
    103/499      4.32G    0.01803    0.01361    0.00552         86        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    103/499      4.32G    0.01796     0.0136   0.005375         71        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    103/499      4.32G    0.01796     0.0136   0.005375         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    103/499      4.32G    0.01804    0.01366   0.005552         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    103/499      4.32G    0.01804    0.01366   0.005552         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    103/499      4.32G    0.01798    0.01356   0.005451         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    103/499      4.32G    0.01798    0.01356   0.005451         61        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    103/499      4.32G    0.01788    0.01342   0.005342         62        640:  48%|####7     | 19/40 [00:03<00:04,  5.17it/s]
    103/499      4.32G    0.01788    0.01342   0.005342         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    103/499      4.32G     0.0178     0.0134   0.005341         68        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
    103/499      4.32G     0.0178     0.0134   0.005341         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.14it/s]
    103/499      4.32G    0.01778    0.01345   0.005599         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.14it/s]
    103/499      4.32G    0.01778    0.01345   0.005599         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
    103/499      4.32G    0.01775    0.01332   0.005534         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
    103/499      4.32G    0.01775    0.01332   0.005534         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    103/499      4.32G    0.01772    0.01324    0.00554         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    103/499      4.32G    0.01772    0.01324    0.00554         70        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    103/499      4.32G    0.01773    0.01343   0.005531        102        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    103/499      4.32G    0.01773    0.01343   0.005531        102        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    103/499      4.32G    0.01777    0.01344   0.005578         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    103/499      4.32G    0.01777    0.01344   0.005578         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    103/499      4.32G    0.01779    0.01355    0.00559         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    103/499      4.32G    0.01779    0.01355    0.00559         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    103/499      4.32G    0.01769    0.01352    0.00555         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    103/499      4.32G    0.01769    0.01352    0.00555         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    103/499      4.32G    0.01775    0.01359   0.005689         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    103/499      4.32G    0.01775    0.01359   0.005689         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    103/499      4.32G    0.01772    0.01375   0.005784        100        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    103/499      4.32G    0.01772    0.01375   0.005784        100        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    103/499      4.32G    0.01783    0.01383   0.005801         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    103/499      4.32G    0.01783    0.01383   0.005801         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    103/499      4.32G    0.01783    0.01384    0.00585         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    103/499      4.32G    0.01783    0.01384    0.00585         78        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    103/499      4.32G    0.01786    0.01382   0.005798         70        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    103/499      4.32G    0.01786    0.01382   0.005798         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    103/499      4.32G    0.01787    0.01386   0.005738         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    103/499      4.32G    0.01787    0.01386   0.005738         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    103/499      4.32G    0.01782    0.01382   0.005636         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    103/499      4.32G    0.01782    0.01382   0.005636         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    103/499      4.32G    0.01777    0.01375   0.005621         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    103/499      4.32G    0.01777    0.01375   0.005621         66        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    103/499      4.32G     0.0177    0.01367   0.005556         63        640:  90%|######### | 36/40 [00:07<00:00,  5.18it/s]
    103/499      4.32G     0.0177    0.01367   0.005556         63        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    103/499      4.32G    0.01768    0.01366    0.00557         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    103/499      4.32G    0.01768    0.01366    0.00557         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    103/499      4.32G    0.01769    0.01364   0.005566         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    103/499      4.32G    0.01769    0.01364   0.005566         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    103/499      4.32G    0.01768    0.01372   0.005606         49        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    103/499      4.32G    0.01768    0.01372   0.005606         49        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    103/499      4.32G    0.01768    0.01372   0.005606         49        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.68it/s]
                   all        132        263       0.42     0.0341     0.0391      0.017

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    104/499      4.32G    0.01576    0.01059   0.005127         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    104/499      4.32G    0.01576    0.01059   0.005127         68        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    104/499      4.32G    0.01669    0.01254   0.006618         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    104/499      4.32G    0.01669    0.01254   0.006618         71        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    104/499      4.32G    0.01743     0.0128   0.005748         68        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    104/499      4.32G    0.01743     0.0128   0.005748         68        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    104/499      4.32G    0.01731    0.01373   0.005406         90        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    104/499      4.32G    0.01731    0.01373   0.005406         90        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    104/499      4.32G    0.01783    0.01359   0.005107         70        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    104/499      4.32G    0.01783    0.01359   0.005107         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
    104/499      4.32G    0.01848    0.01381   0.005267         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
    104/499      4.32G    0.01848    0.01381   0.005267         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    104/499      4.32G    0.01873    0.01351   0.006115         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    104/499      4.32G    0.01873    0.01351   0.006115         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    104/499      4.32G    0.01863    0.01347   0.006716         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    104/499      4.32G    0.01863    0.01347   0.006716         72        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    104/499      4.32G    0.01865    0.01356   0.006518         73        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    104/499      4.32G    0.01865    0.01356   0.006518         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    104/499      4.32G    0.01851    0.01366   0.006538         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    104/499      4.32G    0.01851    0.01366   0.006538         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    104/499      4.32G    0.01837    0.01355   0.006189         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    104/499      4.32G    0.01837    0.01355   0.006189         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    104/499      4.32G     0.0185    0.01379   0.006277         92        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    104/499      4.32G     0.0185    0.01379   0.006277         92        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    104/499      4.32G    0.01844    0.01385   0.006214         81        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    104/499      4.32G    0.01844    0.01385   0.006214         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    104/499      4.32G    0.01831      0.014   0.006195         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    104/499      4.32G    0.01831      0.014   0.006195         90        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    104/499      4.32G    0.01841    0.01394   0.006063         67        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    104/499      4.32G    0.01841    0.01394   0.006063         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
    104/499      4.32G     0.0183    0.01393    0.00621         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
    104/499      4.32G     0.0183    0.01393    0.00621         73        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    104/499      4.32G    0.01817    0.01396   0.006174         81        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    104/499      4.32G    0.01817    0.01396   0.006174         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    104/499      4.32G    0.01832    0.01392   0.006242         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    104/499      4.32G    0.01832    0.01392   0.006242         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    104/499      4.32G    0.01829    0.01401   0.006319         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    104/499      4.32G    0.01829    0.01401   0.006319         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    104/499      4.32G    0.01828    0.01392   0.006196         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    104/499      4.32G    0.01828    0.01392   0.006196         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    104/499      4.32G    0.01822    0.01402   0.006091         91        640:  50%|#####     | 20/40 [00:04<00:03,  5.19it/s]
    104/499      4.32G    0.01822    0.01402   0.006091         91        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    104/499      4.32G    0.01821    0.01402   0.006194         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    104/499      4.32G    0.01821    0.01402   0.006194         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    104/499      4.32G    0.01814    0.01403   0.006133         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    104/499      4.32G    0.01814    0.01403   0.006133         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    104/499      4.32G    0.01815      0.014    0.00627         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    104/499      4.32G    0.01815      0.014    0.00627         71        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    104/499      4.32G    0.01809    0.01396   0.006253         73        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    104/499      4.32G    0.01809    0.01396   0.006253         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    104/499      4.32G    0.01803    0.01408    0.00636         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    104/499      4.32G    0.01803    0.01408    0.00636         87        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    104/499      4.32G      0.018    0.01396   0.006433         56        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    104/499      4.32G      0.018    0.01396   0.006433         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    104/499      4.32G    0.01797    0.01393   0.006372         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    104/499      4.32G    0.01797    0.01393   0.006372         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    104/499      4.32G    0.01795    0.01389   0.006358         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    104/499      4.32G    0.01795    0.01389   0.006358         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    104/499      4.32G    0.01795    0.01392   0.006222         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    104/499      4.32G    0.01795    0.01392   0.006222         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    104/499      4.32G    0.01801    0.01402   0.006385         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    104/499      4.32G    0.01801    0.01402   0.006385         88        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    104/499      4.32G    0.01795    0.01407   0.006417         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    104/499      4.32G    0.01795    0.01407   0.006417         78        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    104/499      4.32G    0.01791    0.01403   0.006496         68        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    104/499      4.32G    0.01791    0.01403   0.006496         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    104/499      4.32G    0.01793    0.01412   0.006455         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    104/499      4.32G    0.01793    0.01412   0.006455         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    104/499      4.32G    0.01791    0.01413   0.006453         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    104/499      4.32G    0.01791    0.01413   0.006453         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    104/499      4.32G    0.01797    0.01421   0.006432         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    104/499      4.32G    0.01797    0.01421   0.006432         85        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    104/499      4.32G    0.01801    0.01425   0.006426         87        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    104/499      4.32G    0.01801    0.01425   0.006426         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    104/499      4.32G    0.01798    0.01418   0.006396         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    104/499      4.32G    0.01798    0.01418   0.006396         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    104/499      4.32G    0.01799    0.01422   0.006468         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    104/499      4.32G    0.01799    0.01422   0.006468         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    104/499      4.32G    0.01797    0.01416   0.006514         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    104/499      4.32G    0.01797    0.01416   0.006514         30        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    104/499      4.32G    0.01797    0.01416   0.006514         30        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263      0.512     0.0542     0.0677     0.0269

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    105/499      4.32G    0.01629     0.0134   0.003445         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    105/499      4.32G    0.01629     0.0134   0.003445         76        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    105/499      4.32G    0.01721     0.0144   0.004887         79        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    105/499      4.32G    0.01721     0.0144   0.004887         79        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    105/499      4.32G    0.01767    0.01429   0.005885         77        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    105/499      4.32G    0.01767    0.01429   0.005885         77        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    105/499      4.32G    0.01785    0.01413   0.005183         73        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    105/499      4.32G    0.01785    0.01413   0.005183         73        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    105/499      4.32G     0.0172    0.01334   0.004323         58        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    105/499      4.32G     0.0172    0.01334   0.004323         58        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    105/499      4.32G    0.01726    0.01358   0.005498         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    105/499      4.32G    0.01726    0.01358   0.005498         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    105/499      4.32G     0.0171     0.0135   0.005229         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    105/499      4.32G     0.0171     0.0135   0.005229         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    105/499      4.32G    0.01735    0.01352   0.006074         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    105/499      4.32G    0.01735    0.01352   0.006074         75        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    105/499      4.32G    0.01737    0.01379   0.005788         88        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    105/499      4.32G    0.01737    0.01379   0.005788         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    105/499      4.32G    0.01739    0.01379   0.006107         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    105/499      4.32G    0.01739    0.01379   0.006107         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.16it/s]
    105/499      4.32G     0.0176     0.0137   0.006089         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.16it/s]
    105/499      4.32G     0.0176     0.0137   0.006089         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    105/499      4.32G     0.0175    0.01374   0.005771         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    105/499      4.32G     0.0175    0.01374   0.005771         80        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    105/499      4.32G    0.01738    0.01357   0.005601         71        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    105/499      4.32G    0.01738    0.01357   0.005601         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
    105/499      4.32G    0.01748    0.01354   0.005696         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
    105/499      4.32G    0.01748    0.01354   0.005696         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    105/499      4.32G    0.01751    0.01361   0.005621         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    105/499      4.32G    0.01751    0.01361   0.005621         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    105/499      4.32G    0.01762    0.01362   0.005854         66        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    105/499      4.32G    0.01762    0.01362   0.005854         66        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    105/499      4.32G    0.01774    0.01386   0.005836         87        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    105/499      4.32G    0.01774    0.01386   0.005836         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    105/499      4.32G    0.01763    0.01371   0.005972         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    105/499      4.32G    0.01763    0.01371   0.005972         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    105/499      4.32G    0.01767    0.01374   0.005933         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    105/499      4.32G    0.01767    0.01374   0.005933         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    105/499      4.32G    0.01756    0.01357   0.005899         63        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    105/499      4.32G    0.01756    0.01357   0.005899         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    105/499      4.32G    0.01762    0.01357   0.005796         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    105/499      4.32G    0.01762    0.01357   0.005796         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    105/499      4.32G    0.01762    0.01353   0.005945         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    105/499      4.32G    0.01762    0.01353   0.005945         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    105/499      4.32G    0.01766     0.0136   0.006165         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    105/499      4.32G    0.01766     0.0136   0.006165         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    105/499      4.32G    0.01778    0.01361   0.006316         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    105/499      4.32G    0.01778    0.01361   0.006316         65        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    105/499      4.32G     0.0178    0.01362   0.006326         69        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    105/499      4.32G     0.0178    0.01362   0.006326         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    105/499      4.32G    0.01778    0.01362   0.006235         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    105/499      4.32G    0.01778    0.01362   0.006235         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    105/499      4.32G    0.01776    0.01353   0.006319         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    105/499      4.32G    0.01776    0.01353   0.006319         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    105/499      4.32G    0.01774    0.01345   0.006376         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    105/499      4.32G    0.01774    0.01345   0.006376         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    105/499      4.32G    0.01773    0.01343   0.006389         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    105/499      4.32G    0.01773    0.01343   0.006389         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    105/499      4.32G    0.01772    0.01336   0.006292         55        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    105/499      4.32G    0.01772    0.01336   0.006292         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    105/499      4.32G    0.01773    0.01336   0.006316         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    105/499      4.32G    0.01773    0.01336   0.006316         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    105/499      4.32G    0.01772    0.01341   0.006384         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    105/499      4.32G    0.01772    0.01341   0.006384         86        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    105/499      4.32G    0.01772     0.0134   0.006384         77        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    105/499      4.32G    0.01772     0.0134   0.006384         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    105/499      4.32G    0.01763    0.01334   0.006243         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    105/499      4.32G    0.01763    0.01334   0.006243         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    105/499      4.32G    0.01768    0.01333   0.006333         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    105/499      4.32G    0.01768    0.01333   0.006333         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    105/499      4.32G     0.0177    0.01337   0.006435         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    105/499      4.32G     0.0177    0.01337   0.006435         72        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    105/499      4.32G     0.0177    0.01334   0.006354         74        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    105/499      4.32G     0.0177    0.01334   0.006354         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    105/499      4.32G    0.01769    0.01333   0.006282         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    105/499      4.32G    0.01769    0.01333   0.006282         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    105/499      4.32G    0.01775    0.01334   0.006303         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    105/499      4.32G    0.01775    0.01334   0.006303         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    105/499      4.32G    0.01777    0.01338   0.006442         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    105/499      4.32G    0.01777    0.01338   0.006442         39        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    105/499      4.32G    0.01777    0.01338   0.006442         39        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.41it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.98it/s]
                   all        132        263     0.0244      0.059     0.0355     0.0125

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    106/499      4.32G    0.01823    0.01602    0.00768         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    106/499      4.32G    0.01823    0.01602    0.00768         77        640:   2%|2         | 1/40 [00:00<00:07,  5.16it/s]
    106/499      4.32G    0.01921    0.01538   0.006811         80        640:   2%|2         | 1/40 [00:00<00:07,  5.16it/s]
    106/499      4.32G    0.01921    0.01538   0.006811         80        640:   5%|5         | 2/40 [00:00<00:07,  5.38it/s]
    106/499      4.32G    0.01894    0.01614     0.0067        102        640:   5%|5         | 2/40 [00:00<00:07,  5.38it/s]
    106/499      4.32G    0.01894    0.01614     0.0067        102        640:   8%|7         | 3/40 [00:00<00:07,  5.01it/s]
    106/499      4.32G    0.01895    0.01535     0.0062         62        640:   8%|7         | 3/40 [00:00<00:07,  5.01it/s]
    106/499      4.32G    0.01895    0.01535     0.0062         62        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    106/499      4.32G    0.01875    0.01568   0.006829         89        640:  10%|#         | 4/40 [00:00<00:07,  5.13it/s]
    106/499      4.32G    0.01875    0.01568   0.006829         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    106/499      4.32G    0.01869     0.0159   0.006787         92        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    106/499      4.32G    0.01869     0.0159   0.006787         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    106/499      4.32G    0.01857    0.01515   0.006713         55        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    106/499      4.32G    0.01857    0.01515   0.006713         55        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    106/499      4.32G    0.01861    0.01496   0.006744         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    106/499      4.32G    0.01861    0.01496   0.006744         73        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    106/499      4.32G    0.01848    0.01496   0.006374         81        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    106/499      4.32G    0.01848    0.01496   0.006374         81        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    106/499      4.32G     0.0183     0.0149   0.006405         80        640:  22%|##2       | 9/40 [00:01<00:06,  5.16it/s]
    106/499      4.32G     0.0183     0.0149   0.006405         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    106/499      4.32G    0.01825    0.01468   0.006448         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    106/499      4.32G    0.01825    0.01468   0.006448         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    106/499      4.32G    0.01796    0.01475   0.006217         96        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    106/499      4.32G    0.01796    0.01475   0.006217         96        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
    106/499      4.32G    0.01811    0.01472   0.006262         73        640:  30%|###       | 12/40 [00:02<00:05,  5.17it/s]
    106/499      4.32G    0.01811    0.01472   0.006262         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    106/499      4.32G    0.01802     0.0147   0.005998         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    106/499      4.32G    0.01802     0.0147   0.005998         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    106/499      4.32G    0.01803    0.01469   0.006264         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    106/499      4.32G    0.01803    0.01469   0.006264         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.16it/s]
    106/499      4.32G    0.01791    0.01472   0.006203         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.16it/s]
    106/499      4.32G    0.01791    0.01472   0.006203         88        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    106/499      4.32G    0.01799    0.01472   0.006012         63        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    106/499      4.32G    0.01799    0.01472   0.006012         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    106/499      4.32G    0.01807    0.01477   0.005976         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    106/499      4.32G    0.01807    0.01477   0.005976         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
    106/499      4.32G    0.01797    0.01479    0.00598         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.16it/s]
    106/499      4.32G    0.01797    0.01479    0.00598         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    106/499      4.32G    0.01789    0.01474    0.00607         77        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    106/499      4.32G    0.01789    0.01474    0.00607         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    106/499      4.32G    0.01777    0.01464   0.006242         82        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
    106/499      4.32G    0.01777    0.01464   0.006242         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    106/499      4.32G    0.01777    0.01463   0.006249         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    106/499      4.32G    0.01777    0.01463   0.006249         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    106/499      4.32G    0.01769    0.01457   0.006423         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    106/499      4.32G    0.01769    0.01457   0.006423         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    106/499      4.32G    0.01769    0.01454   0.006315         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    106/499      4.32G    0.01769    0.01454   0.006315         82        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    106/499      4.32G    0.01778    0.01453   0.006614         80        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    106/499      4.32G    0.01778    0.01453   0.006614         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    106/499      4.32G    0.01779     0.0146    0.00653         83        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    106/499      4.32G    0.01779     0.0146    0.00653         83        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    106/499      4.32G    0.01774    0.01454   0.006334         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    106/499      4.32G    0.01774    0.01454   0.006334         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    106/499      4.32G    0.01775    0.01453   0.006292         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    106/499      4.32G    0.01775    0.01453   0.006292         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    106/499      4.32G    0.01783    0.01451   0.006473         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    106/499      4.32G    0.01783    0.01451   0.006473         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    106/499      4.32G    0.01785    0.01445   0.006537         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    106/499      4.32G    0.01785    0.01445   0.006537         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    106/499      4.32G    0.01781     0.0145   0.006551         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    106/499      4.32G    0.01781     0.0145   0.006551         84        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    106/499      4.32G    0.01782    0.01454   0.006569         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    106/499      4.32G    0.01782    0.01454   0.006569         81        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    106/499      4.32G    0.01774    0.01447   0.006554         67        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    106/499      4.32G    0.01774    0.01447   0.006554         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    106/499      4.32G    0.01772    0.01443   0.006634         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    106/499      4.32G    0.01772    0.01443   0.006634         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    106/499      4.32G    0.01768    0.01431   0.006767         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    106/499      4.32G    0.01768    0.01431   0.006767         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    106/499      4.32G    0.01762    0.01427   0.006779         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    106/499      4.32G    0.01762    0.01427   0.006779         71        640:  90%|######### | 36/40 [00:06<00:00,  5.10it/s]
    106/499      4.32G    0.01756    0.01423   0.006668         70        640:  90%|######### | 36/40 [00:07<00:00,  5.10it/s]
    106/499      4.32G    0.01756    0.01423   0.006668         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    106/499      4.32G    0.01758    0.01418   0.006647         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    106/499      4.32G    0.01758    0.01418   0.006647         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    106/499      4.32G    0.01752    0.01419   0.006641         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    106/499      4.32G    0.01752    0.01419   0.006641         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    106/499      4.32G    0.01751    0.01426   0.006604         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    106/499      4.32G    0.01751    0.01426   0.006604         46        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    106/499      4.32G    0.01751    0.01426   0.006604         46        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                   all        132        263      0.419     0.0112     0.0149    0.00443

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    107/499      4.32G    0.01874    0.01315   0.004872         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    107/499      4.32G    0.01874    0.01315   0.004872         69        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    107/499      4.32G     0.0191    0.01416   0.007911         72        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    107/499      4.32G     0.0191    0.01416   0.007911         72        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
    107/499      4.32G    0.01808    0.01346   0.007672         65        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
    107/499      4.32G    0.01808    0.01346   0.007672         65        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    107/499      4.32G    0.01812    0.01391   0.006627         70        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    107/499      4.32G    0.01812    0.01391   0.006627         70        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    107/499      4.32G    0.01823    0.01377   0.006208         72        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    107/499      4.32G    0.01823    0.01377   0.006208         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    107/499      4.32G    0.01837    0.01338   0.006056         61        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    107/499      4.32G    0.01837    0.01338   0.006056         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    107/499      4.32G      0.018    0.01334    0.00537         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    107/499      4.32G      0.018    0.01334    0.00537         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    107/499      4.32G    0.01781    0.01348   0.005378         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    107/499      4.32G    0.01781    0.01348   0.005378         83        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    107/499      4.32G    0.01766    0.01349   0.005628         67        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    107/499      4.32G    0.01766    0.01349   0.005628         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    107/499      4.32G    0.01748    0.01352   0.005523         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    107/499      4.32G    0.01748    0.01352   0.005523         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    107/499      4.32G    0.01739    0.01354   0.005315         76        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    107/499      4.32G    0.01739    0.01354   0.005315         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    107/499      4.32G    0.01734     0.0135   0.005057         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    107/499      4.32G    0.01734     0.0135   0.005057         68        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    107/499      4.32G     0.0172    0.01321   0.005201         55        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    107/499      4.32G     0.0172    0.01321   0.005201         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    107/499      4.32G    0.01712    0.01325   0.005297         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    107/499      4.32G    0.01712    0.01325   0.005297         73        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    107/499      4.32G    0.01703    0.01315   0.005339         69        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    107/499      4.32G    0.01703    0.01315   0.005339         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    107/499      4.32G    0.01699    0.01316   0.005457         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    107/499      4.32G    0.01699    0.01316   0.005457         70        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    107/499      4.32G     0.0171    0.01327   0.005783         81        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    107/499      4.32G     0.0171    0.01327   0.005783         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    107/499      4.32G    0.01709    0.01325   0.006111         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    107/499      4.32G    0.01709    0.01325   0.006111         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    107/499      4.32G    0.01711    0.01345   0.006164         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    107/499      4.32G    0.01711    0.01345   0.006164         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    107/499      4.32G    0.01719    0.01356   0.006112         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    107/499      4.32G    0.01719    0.01356   0.006112         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    107/499      4.32G    0.01716    0.01346   0.005953         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    107/499      4.32G    0.01716    0.01346   0.005953         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    107/499      4.32G    0.01724    0.01343   0.005909         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    107/499      4.32G    0.01724    0.01343   0.005909         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    107/499      4.32G    0.01732    0.01345   0.005953         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    107/499      4.32G    0.01732    0.01345   0.005953         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    107/499      4.32G    0.01724    0.01336   0.005842         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    107/499      4.32G    0.01724    0.01336   0.005842         63        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    107/499      4.32G    0.01727    0.01342   0.005862         86        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    107/499      4.32G    0.01727    0.01342   0.005862         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    107/499      4.32G    0.01731    0.01345   0.005999         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    107/499      4.32G    0.01731    0.01345   0.005999         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    107/499      4.32G    0.01722    0.01334   0.005895         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    107/499      4.32G    0.01722    0.01334   0.005895         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    107/499      4.32G    0.01718    0.01336   0.005825         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    107/499      4.32G    0.01718    0.01336   0.005825         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    107/499      4.32G    0.01712    0.01326   0.005708         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    107/499      4.32G    0.01712    0.01326   0.005708         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    107/499      4.32G    0.01709    0.01327   0.005656         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    107/499      4.32G    0.01709    0.01327   0.005656         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    107/499      4.32G    0.01716    0.01329   0.005658         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    107/499      4.32G    0.01716    0.01329   0.005658         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    107/499      4.32G    0.01711    0.01322   0.005752         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    107/499      4.32G    0.01711    0.01322   0.005752         64        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    107/499      4.32G    0.01716    0.01335   0.005748         96        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    107/499      4.32G    0.01716    0.01335   0.005748         96        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    107/499      4.32G    0.01719    0.01337   0.005839         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    107/499      4.32G    0.01719    0.01337   0.005839         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    107/499      4.32G    0.01719    0.01341    0.00586         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    107/499      4.32G    0.01719    0.01341    0.00586         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    107/499      4.32G    0.01726    0.01335   0.006001         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    107/499      4.32G    0.01726    0.01335   0.006001         61        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    107/499      4.32G    0.01728    0.01338   0.006051         80        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    107/499      4.32G    0.01728    0.01338   0.006051         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    107/499      4.32G    0.01731    0.01339   0.006118         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    107/499      4.32G    0.01731    0.01339   0.006118         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    107/499      4.32G    0.01726    0.01339   0.006078         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    107/499      4.32G    0.01726    0.01339   0.006078         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    107/499      4.32G    0.01726    0.01339   0.006172         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    107/499      4.32G    0.01726    0.01339   0.006172         32        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    107/499      4.32G    0.01726    0.01339   0.006172         32        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263    0.00115    0.00379   0.000584   5.84e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    108/499      4.32G    0.01627    0.01443   0.004627         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    108/499      4.32G    0.01627    0.01443   0.004627         77        640:   2%|2         | 1/40 [00:00<00:08,  4.68it/s]
    108/499      4.32G    0.01757    0.01324   0.007417         67        640:   2%|2         | 1/40 [00:00<00:08,  4.68it/s]
    108/499      4.32G    0.01757    0.01324   0.007417         67        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    108/499      4.32G    0.01822    0.01219    0.01002         53        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    108/499      4.32G    0.01822    0.01219    0.01002         53        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    108/499      4.32G    0.01845    0.01328   0.008735         81        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    108/499      4.32G    0.01845    0.01328   0.008735         81        640:  10%|#         | 4/40 [00:00<00:07,  5.11it/s]
    108/499      4.32G    0.01839    0.01273   0.007935         64        640:  10%|#         | 4/40 [00:00<00:07,  5.11it/s]
    108/499      4.32G    0.01839    0.01273   0.007935         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    108/499      4.32G    0.01832    0.01284   0.007326         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    108/499      4.32G    0.01832    0.01284   0.007326         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    108/499      4.32G    0.01831    0.01261   0.007806         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    108/499      4.32G    0.01831    0.01261   0.007806         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    108/499      4.32G    0.01842    0.01275   0.007818         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    108/499      4.32G    0.01842    0.01275   0.007818         77        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    108/499      4.32G    0.01845    0.01295   0.007442         70        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    108/499      4.32G    0.01845    0.01295   0.007442         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    108/499      4.32G    0.01826    0.01322   0.007156         94        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    108/499      4.32G    0.01826    0.01322   0.007156         94        640:  25%|##5       | 10/40 [00:01<00:05,  5.12it/s]
    108/499      4.32G    0.01809    0.01347   0.006818         88        640:  25%|##5       | 10/40 [00:02<00:05,  5.12it/s]
    108/499      4.32G    0.01809    0.01347   0.006818         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    108/499      4.32G    0.01793    0.01344    0.00673         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    108/499      4.32G    0.01793    0.01344    0.00673         77        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    108/499      4.32G    0.01797    0.01341    0.00682         73        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    108/499      4.32G    0.01797    0.01341    0.00682         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    108/499      4.32G    0.01804    0.01348    0.00676         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    108/499      4.32G    0.01804    0.01348    0.00676         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    108/499      4.32G    0.01796    0.01345   0.006674         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    108/499      4.32G    0.01796    0.01345   0.006674         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    108/499      4.32G    0.01788    0.01337   0.006684         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    108/499      4.32G    0.01788    0.01337   0.006684         75        640:  40%|####      | 16/40 [00:03<00:04,  5.07it/s]
    108/499      4.32G    0.01779    0.01366   0.006681        104        640:  40%|####      | 16/40 [00:03<00:04,  5.07it/s]
    108/499      4.32G    0.01779    0.01366   0.006681        104        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    108/499      4.32G    0.01788    0.01364   0.006781         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    108/499      4.32G    0.01788    0.01364   0.006781         60        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    108/499      4.32G    0.01805     0.0138   0.006788         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    108/499      4.32G    0.01805     0.0138   0.006788         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    108/499      4.32G    0.01805    0.01388   0.006644         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    108/499      4.32G    0.01805    0.01388   0.006644         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    108/499      4.32G    0.01812    0.01388   0.006684         77        640:  50%|#####     | 20/40 [00:04<00:03,  5.25it/s]
    108/499      4.32G    0.01812    0.01388   0.006684         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    108/499      4.32G    0.01803    0.01376   0.006637         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    108/499      4.32G    0.01803    0.01376   0.006637         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    108/499      4.32G    0.01798    0.01377   0.006509         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    108/499      4.32G    0.01798    0.01377   0.006509         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    108/499      4.32G    0.01788    0.01375   0.006515         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    108/499      4.32G    0.01788    0.01375   0.006515         73        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    108/499      4.32G    0.01788    0.01371   0.006527         74        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    108/499      4.32G    0.01788    0.01371   0.006527         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    108/499      4.32G    0.01783    0.01358    0.00638         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    108/499      4.32G    0.01783    0.01358    0.00638         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    108/499      4.32G    0.01782    0.01349   0.006405         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    108/499      4.32G    0.01782    0.01349   0.006405         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    108/499      4.32G    0.01784    0.01358   0.006338         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.38it/s]
    108/499      4.32G    0.01784    0.01358   0.006338         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    108/499      4.32G    0.01784    0.01354   0.006424         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    108/499      4.32G    0.01784    0.01354   0.006424         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    108/499      4.32G    0.01777    0.01356   0.006305         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    108/499      4.32G    0.01777    0.01356   0.006305         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    108/499      4.32G    0.01773    0.01355   0.006186         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    108/499      4.32G    0.01773    0.01355   0.006186         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    108/499      4.32G    0.01777    0.01361    0.00613         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    108/499      4.32G    0.01777    0.01361    0.00613         83        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    108/499      4.32G    0.01771    0.01357   0.006111         71        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    108/499      4.32G    0.01771    0.01357   0.006111         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    108/499      4.32G    0.01767    0.01353   0.006127         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    108/499      4.32G    0.01767    0.01353   0.006127         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    108/499      4.32G     0.0177    0.01361   0.006122         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    108/499      4.32G     0.0177    0.01361   0.006122         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    108/499      4.32G    0.01782    0.01357   0.006198         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    108/499      4.32G    0.01782    0.01357   0.006198         58        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    108/499      4.32G    0.01784     0.0135   0.006182         65        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    108/499      4.32G    0.01784     0.0135   0.006182         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    108/499      4.32G     0.0178    0.01354   0.006185         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    108/499      4.32G     0.0178    0.01354   0.006185         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    108/499      4.32G    0.01782    0.01353   0.006203         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    108/499      4.32G    0.01782    0.01353   0.006203         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    108/499      4.32G    0.01789    0.01362   0.006231         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    108/499      4.32G    0.01789    0.01362   0.006231         34        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]
    108/499      4.32G    0.01789    0.01362   0.006231         34        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263      0.587     0.0126     0.0198     0.0082

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    109/499      4.32G    0.01663    0.01062   0.001415         62        640:   0%|          | 0/40 [00:00<?, ?it/s]
    109/499      4.32G    0.01663    0.01062   0.001415         62        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    109/499      4.32G    0.01828    0.01438   0.003848         83        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    109/499      4.32G    0.01828    0.01438   0.003848         83        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    109/499      4.32G    0.01845     0.0135   0.003933         69        640:   5%|5         | 2/40 [00:00<00:06,  5.54it/s]
    109/499      4.32G    0.01845     0.0135   0.003933         69        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    109/499      4.32G    0.01812     0.0138   0.004662         76        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    109/499      4.32G    0.01812     0.0138   0.004662         76        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    109/499      4.32G     0.0183    0.01374   0.004654         80        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    109/499      4.32G     0.0183    0.01374   0.004654         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    109/499      4.32G    0.01825    0.01347   0.004942         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    109/499      4.32G    0.01825    0.01347   0.004942         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    109/499      4.32G    0.01845    0.01392   0.004825         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    109/499      4.32G    0.01845    0.01392   0.004825         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    109/499      4.32G    0.01839    0.01413    0.00497         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    109/499      4.32G    0.01839    0.01413    0.00497         80        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    109/499      4.32G     0.0184    0.01423   0.004966         87        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    109/499      4.32G     0.0184    0.01423   0.004966         87        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    109/499      4.32G    0.01832    0.01442    0.00505         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    109/499      4.32G    0.01832    0.01442    0.00505         86        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
    109/499      4.32G    0.01839    0.01419   0.004993         65        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
    109/499      4.32G    0.01839    0.01419   0.004993         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    109/499      4.32G    0.01839    0.01405   0.004865         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    109/499      4.32G    0.01839    0.01405   0.004865         67        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    109/499      4.32G    0.01855    0.01397   0.005369         63        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    109/499      4.32G    0.01855    0.01397   0.005369         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    109/499      4.32G    0.01874    0.01388   0.005217         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    109/499      4.32G    0.01874    0.01388   0.005217         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    109/499      4.32G    0.01886    0.01381   0.005532         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    109/499      4.32G    0.01886    0.01381   0.005532         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.11it/s]
    109/499      4.32G    0.01885     0.0137   0.005466         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.11it/s]
    109/499      4.32G    0.01885     0.0137   0.005466         69        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    109/499      4.32G    0.01886     0.0136   0.005505         63        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    109/499      4.32G    0.01886     0.0136   0.005505         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    109/499      4.32G    0.01884    0.01356   0.005633         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    109/499      4.32G    0.01884    0.01356   0.005633         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    109/499      4.32G    0.01864    0.01342   0.005589         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    109/499      4.32G    0.01864    0.01342   0.005589         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    109/499      4.32G    0.01859    0.01338    0.00555         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    109/499      4.32G    0.01859    0.01338    0.00555         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    109/499      4.32G    0.01854    0.01334   0.005493         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    109/499      4.32G    0.01854    0.01334   0.005493         71        640:  52%|#####2    | 21/40 [00:03<00:03,  5.16it/s]
    109/499      4.32G    0.01847    0.01321   0.005336         63        640:  52%|#####2    | 21/40 [00:04<00:03,  5.16it/s]
    109/499      4.32G    0.01847    0.01321   0.005336         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    109/499      4.32G    0.01855    0.01324   0.005547         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    109/499      4.32G    0.01855    0.01324   0.005547         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    109/499      4.32G    0.01849    0.01318   0.005413         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    109/499      4.32G    0.01849    0.01318   0.005413         61        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    109/499      4.32G    0.01856    0.01311   0.005381         58        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    109/499      4.32G    0.01856    0.01311   0.005381         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    109/499      4.32G    0.01866    0.01327   0.005353         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    109/499      4.32G    0.01866    0.01327   0.005353         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    109/499      4.32G    0.01869    0.01323     0.0054         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    109/499      4.32G    0.01869    0.01323     0.0054         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    109/499      4.32G    0.01858    0.01315   0.005341         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    109/499      4.32G    0.01858    0.01315   0.005341         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    109/499      4.32G    0.01864    0.01319   0.005424         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    109/499      4.32G    0.01864    0.01319   0.005424         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    109/499      4.32G    0.01867    0.01327   0.005423         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    109/499      4.32G    0.01867    0.01327   0.005423         77        640:  75%|#######5  | 30/40 [00:05<00:02,  4.97it/s]
    109/499      4.32G    0.01864     0.0133   0.005508         76        640:  75%|#######5  | 30/40 [00:05<00:02,  4.97it/s]
    109/499      4.32G    0.01864     0.0133   0.005508         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.10it/s]
    109/499      4.32G    0.01863     0.0133   0.005592         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.10it/s]
    109/499      4.32G    0.01863     0.0133   0.005592         67        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    109/499      4.32G    0.01863    0.01331   0.005639         84        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    109/499      4.32G    0.01863    0.01331   0.005639         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.11it/s]
    109/499      4.32G    0.01854    0.01328   0.005575         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.11it/s]
    109/499      4.32G    0.01854    0.01328   0.005575         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    109/499      4.32G    0.01849    0.01327   0.005596         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    109/499      4.32G    0.01849    0.01327   0.005596         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    109/499      4.32G    0.01858    0.01327   0.005702         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    109/499      4.32G    0.01858    0.01327   0.005702         67        640:  90%|######### | 36/40 [00:06<00:00,  5.11it/s]
    109/499      4.32G    0.01856    0.01325   0.005638         72        640:  90%|######### | 36/40 [00:07<00:00,  5.11it/s]
    109/499      4.32G    0.01856    0.01325   0.005638         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    109/499      4.32G    0.01846     0.0133   0.005585         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    109/499      4.32G    0.01846     0.0133   0.005585         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    109/499      4.32G    0.01846    0.01336   0.005583         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    109/499      4.32G    0.01846    0.01336   0.005583         79        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    109/499      4.32G    0.01842    0.01342   0.005629         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    109/499      4.32G    0.01842    0.01342   0.005629         43        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    109/499      4.32G    0.01842    0.01342   0.005629         43        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.47it/s]
                   all        132        263       0.36     0.0175     0.0107    0.00297

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    110/499      4.32G    0.01821    0.01289   0.009414         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
    110/499      4.32G    0.01821    0.01289   0.009414         61        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    110/499      4.32G     0.0179    0.01349    0.00738         73        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    110/499      4.32G     0.0179    0.01349    0.00738         73        640:   5%|5         | 2/40 [00:00<00:07,  5.01it/s]
    110/499      4.32G    0.01744    0.01308   0.005966         64        640:   5%|5         | 2/40 [00:00<00:07,  5.01it/s]
    110/499      4.32G    0.01744    0.01308   0.005966         64        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    110/499      4.32G    0.01823    0.01374   0.005899         76        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    110/499      4.32G    0.01823    0.01374   0.005899         76        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    110/499      4.32G    0.01856    0.01504   0.005916        108        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    110/499      4.32G    0.01856    0.01504   0.005916        108        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    110/499      4.32G    0.01831    0.01454   0.005438         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    110/499      4.32G    0.01831    0.01454   0.005438         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    110/499      4.32G    0.01815    0.01457   0.005102         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    110/499      4.32G    0.01815    0.01457   0.005102         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    110/499      4.32G    0.01788    0.01415   0.004968         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    110/499      4.32G    0.01788    0.01415   0.004968         62        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    110/499      4.32G    0.01786    0.01377   0.005085         63        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    110/499      4.32G    0.01786    0.01377   0.005085         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    110/499      4.32G    0.01784    0.01393   0.005176         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    110/499      4.32G    0.01784    0.01393   0.005176         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    110/499      4.32G    0.01789    0.01425   0.005655         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    110/499      4.32G    0.01789    0.01425   0.005655         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    110/499      4.32G    0.01804    0.01419   0.005624         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    110/499      4.32G    0.01804    0.01419   0.005624         73        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    110/499      4.32G    0.01803    0.01416   0.005658         70        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    110/499      4.32G    0.01803    0.01416   0.005658         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    110/499      4.32G    0.01805    0.01401   0.005629         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    110/499      4.32G    0.01805    0.01401   0.005629         69        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    110/499      4.32G    0.01823    0.01391   0.005794         65        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    110/499      4.32G    0.01823    0.01391   0.005794         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    110/499      4.32G    0.01824    0.01387   0.006148         62        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    110/499      4.32G    0.01824    0.01387   0.006148         62        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    110/499      4.32G    0.01817    0.01386   0.006192         74        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    110/499      4.32G    0.01817    0.01386   0.006192         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
    110/499      4.32G    0.01812    0.01379   0.005928         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.12it/s]
    110/499      4.32G    0.01812    0.01379   0.005928         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    110/499      4.32G    0.01818    0.01375   0.005823         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    110/499      4.32G    0.01818    0.01375   0.005823         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    110/499      4.32G    0.01807    0.01361    0.00573         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    110/499      4.32G    0.01807    0.01361    0.00573         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    110/499      4.32G     0.0181     0.0137   0.005811         80        640:  50%|#####     | 20/40 [00:04<00:03,  5.16it/s]
    110/499      4.32G     0.0181     0.0137   0.005811         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    110/499      4.32G    0.01806    0.01369   0.005766         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    110/499      4.32G    0.01806    0.01369   0.005766         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    110/499      4.32G    0.01803     0.0137    0.00577         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    110/499      4.32G    0.01803     0.0137    0.00577         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    110/499      4.32G    0.01815    0.01369   0.005753         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    110/499      4.32G    0.01815    0.01369   0.005753         68        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    110/499      4.32G     0.0182    0.01373   0.005711         76        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    110/499      4.32G     0.0182    0.01373   0.005711         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    110/499      4.32G    0.01816    0.01361   0.005595         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    110/499      4.32G    0.01816    0.01361   0.005595         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    110/499      4.32G    0.01809    0.01355   0.005566         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    110/499      4.32G    0.01809    0.01355   0.005566         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    110/499      4.32G    0.01811    0.01353    0.00559         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    110/499      4.32G    0.01811    0.01353    0.00559         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    110/499      4.32G    0.01815    0.01352   0.005569         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    110/499      4.32G    0.01815    0.01352   0.005569         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    110/499      4.32G    0.01814    0.01366   0.005502         97        640:  72%|#######2  | 29/40 [00:05<00:02,  5.16it/s]
    110/499      4.32G    0.01814    0.01366   0.005502         97        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    110/499      4.32G    0.01808    0.01363   0.005484         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    110/499      4.32G    0.01808    0.01363   0.005484         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    110/499      4.32G      0.018    0.01362   0.005495         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    110/499      4.32G      0.018    0.01362   0.005495         67        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
    110/499      4.32G    0.01798    0.01364   0.005543         78        640:  80%|########  | 32/40 [00:06<00:01,  5.12it/s]
    110/499      4.32G    0.01798    0.01364   0.005543         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    110/499      4.32G      0.018    0.01367   0.005537         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    110/499      4.32G      0.018    0.01367   0.005537         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    110/499      4.32G    0.01797    0.01361   0.005619         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    110/499      4.32G    0.01797    0.01361   0.005619         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.04it/s]
    110/499      4.32G    0.01798    0.01368   0.005579         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.04it/s]
    110/499      4.32G    0.01798    0.01368   0.005579         87        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    110/499      4.32G    0.01797    0.01376   0.005718         85        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    110/499      4.32G    0.01797    0.01376   0.005718         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    110/499      4.32G    0.01799    0.01377   0.005667         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    110/499      4.32G    0.01799    0.01377   0.005667         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.08it/s]
    110/499      4.32G    0.01799    0.01373   0.005662         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.08it/s]
    110/499      4.32G    0.01799    0.01373   0.005662         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    110/499      4.32G    0.01801     0.0137    0.00572         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.18it/s]
    110/499      4.32G    0.01801     0.0137    0.00572         35        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    110/499      4.32G    0.01801     0.0137    0.00572         35        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.52it/s]
                   all        132        263      0.405     0.0368     0.0366     0.0122

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    111/499      4.32G    0.01736    0.01517    0.00561         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    111/499      4.32G    0.01736    0.01517    0.00561         81        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    111/499      4.32G    0.01761    0.01398   0.008581         70        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    111/499      4.32G    0.01761    0.01398   0.008581         70        640:   5%|5         | 2/40 [00:00<00:07,  5.10it/s]
    111/499      4.32G    0.01769    0.01299   0.007509         62        640:   5%|5         | 2/40 [00:00<00:07,  5.10it/s]
    111/499      4.32G    0.01769    0.01299   0.007509         62        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    111/499      4.32G    0.01769    0.01377    0.00737         84        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    111/499      4.32G    0.01769    0.01377    0.00737         84        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
    111/499      4.32G    0.01776    0.01329   0.007789         55        640:  10%|#         | 4/40 [00:00<00:07,  5.12it/s]
    111/499      4.32G    0.01776    0.01329   0.007789         55        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    111/499      4.32G    0.01754     0.0135   0.007284         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    111/499      4.32G    0.01754     0.0135   0.007284         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    111/499      4.32G     0.0174    0.01383   0.007042         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    111/499      4.32G     0.0174    0.01383   0.007042         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.14it/s]
    111/499      4.32G    0.01736    0.01353   0.006531         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.14it/s]
    111/499      4.32G    0.01736    0.01353   0.006531         67        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    111/499      4.32G    0.01735    0.01358   0.006224         79        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    111/499      4.32G    0.01735    0.01358   0.006224         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    111/499      4.32G    0.01749    0.01359   0.006113         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    111/499      4.32G    0.01749    0.01359   0.006113         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.15it/s]
    111/499      4.32G    0.01743    0.01368   0.006093         93        640:  25%|##5       | 10/40 [00:02<00:05,  5.15it/s]
    111/499      4.32G    0.01743    0.01368   0.006093         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    111/499      4.32G    0.01759    0.01388   0.006133         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    111/499      4.32G    0.01759    0.01388   0.006133         77        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    111/499      4.32G     0.0175    0.01401    0.00648         80        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    111/499      4.32G     0.0175    0.01401    0.00648         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    111/499      4.32G    0.01758    0.01386   0.006409         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.17it/s]
    111/499      4.32G    0.01758    0.01386   0.006409         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    111/499      4.32G    0.01749    0.01378   0.006255         66        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    111/499      4.32G    0.01749    0.01378   0.006255         66        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    111/499      4.32G    0.01753    0.01368   0.006178         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    111/499      4.32G    0.01753    0.01368   0.006178         64        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    111/499      4.32G    0.01751    0.01351   0.006179         60        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    111/499      4.32G    0.01751    0.01351   0.006179         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    111/499      4.32G    0.01749    0.01342   0.006001         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    111/499      4.32G    0.01749    0.01342   0.006001         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    111/499      4.32G    0.01744    0.01342   0.005915         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    111/499      4.32G    0.01744    0.01342   0.005915         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    111/499      4.32G    0.01743    0.01342   0.005804         70        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    111/499      4.32G    0.01743    0.01342   0.005804         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    111/499      4.32G    0.01746    0.01339   0.005793         74        640:  50%|#####     | 20/40 [00:04<00:03,  5.26it/s]
    111/499      4.32G    0.01746    0.01339   0.005793         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    111/499      4.32G    0.01756    0.01337   0.005789         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    111/499      4.32G    0.01756    0.01337   0.005789         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    111/499      4.32G    0.01752    0.01327   0.005652         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    111/499      4.32G    0.01752    0.01327   0.005652         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    111/499      4.32G    0.01755    0.01332   0.005804         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    111/499      4.32G    0.01755    0.01332   0.005804         83        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    111/499      4.32G    0.01755    0.01322   0.005726         64        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    111/499      4.32G    0.01755    0.01322   0.005726         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.09it/s]
    111/499      4.32G    0.01758     0.0132   0.005622         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.09it/s]
    111/499      4.32G    0.01758     0.0132   0.005622         68        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    111/499      4.32G    0.01757    0.01323   0.005717         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    111/499      4.32G    0.01757    0.01323   0.005717         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    111/499      4.32G    0.01761     0.0132   0.005718         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    111/499      4.32G    0.01761     0.0132   0.005718         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    111/499      4.32G     0.0177    0.01325   0.005842         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    111/499      4.32G     0.0177    0.01325   0.005842         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    111/499      4.32G    0.01769    0.01323   0.005878         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    111/499      4.32G    0.01769    0.01323   0.005878         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    111/499      4.32G    0.01773    0.01345   0.005943        102        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    111/499      4.32G    0.01773    0.01345   0.005943        102        640:  78%|#######7  | 31/40 [00:05<00:01,  5.13it/s]
    111/499      4.32G    0.01778    0.01349    0.00595         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.13it/s]
    111/499      4.32G    0.01778    0.01349    0.00595         79        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    111/499      4.32G     0.0178    0.01355   0.005884         90        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    111/499      4.32G     0.0178    0.01355   0.005884         90        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    111/499      4.32G    0.01791    0.01361   0.005833         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    111/499      4.32G    0.01791    0.01361   0.005833         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    111/499      4.32G    0.01801    0.01358   0.005821         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    111/499      4.32G    0.01801    0.01358   0.005821         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    111/499      4.32G    0.01797    0.01357    0.00579         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    111/499      4.32G    0.01797    0.01357    0.00579         70        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    111/499      4.32G    0.01791    0.01354   0.005725         70        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    111/499      4.32G    0.01791    0.01354   0.005725         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    111/499      4.32G     0.0179    0.01358   0.005736         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    111/499      4.32G     0.0179    0.01358   0.005736         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    111/499      4.32G    0.01786    0.01358   0.005692         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    111/499      4.32G    0.01786    0.01358   0.005692         82        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    111/499      4.32G    0.01786    0.01374   0.005903         53        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    111/499      4.32G    0.01786    0.01374   0.005903         53        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    111/499      4.32G    0.01786    0.01374   0.005903         53        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.58it/s]
                   all        132        263      0.207     0.0178     0.0114    0.00477

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    112/499      4.32G    0.01593    0.01612   0.006037         92        640:   0%|          | 0/40 [00:00<?, ?it/s]
    112/499      4.32G    0.01593    0.01612   0.006037         92        640:   2%|2         | 1/40 [00:00<00:07,  5.24it/s]
    112/499      4.32G    0.01636    0.01471   0.006341         66        640:   2%|2         | 1/40 [00:00<00:07,  5.24it/s]
    112/499      4.32G    0.01636    0.01471   0.006341         66        640:   5%|5         | 2/40 [00:00<00:07,  5.39it/s]
    112/499      4.32G    0.01653    0.01478   0.005728         81        640:   5%|5         | 2/40 [00:00<00:07,  5.39it/s]
    112/499      4.32G    0.01653    0.01478   0.005728         81        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    112/499      4.32G    0.01717    0.01476   0.006061         70        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    112/499      4.32G    0.01717    0.01476   0.006061         70        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    112/499      4.32G    0.01733    0.01471   0.005551         82        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    112/499      4.32G    0.01733    0.01471   0.005551         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    112/499      4.32G    0.01737    0.01414   0.005462         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    112/499      4.32G    0.01737    0.01414   0.005462         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    112/499      4.32G    0.01787    0.01468   0.005333         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    112/499      4.32G    0.01787    0.01468   0.005333         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    112/499      4.32G    0.01777    0.01518   0.005097        101        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    112/499      4.32G    0.01777    0.01518   0.005097        101        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    112/499      4.32G     0.0178    0.01509   0.005209         73        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    112/499      4.32G     0.0178    0.01509   0.005209         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    112/499      4.32G    0.01779    0.01511   0.004988         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    112/499      4.32G    0.01779    0.01511   0.004988         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.30it/s]
    112/499      4.32G    0.01762    0.01512   0.004723         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.30it/s]
    112/499      4.32G    0.01762    0.01512   0.004723         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    112/499      4.32G    0.01764    0.01513   0.004777         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    112/499      4.32G    0.01764    0.01513   0.004777         86        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    112/499      4.32G    0.01763    0.01509   0.004755         80        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    112/499      4.32G    0.01763    0.01509   0.004755         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    112/499      4.32G    0.01755    0.01501   0.004739         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    112/499      4.32G    0.01755    0.01501   0.004739         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    112/499      4.32G    0.01747    0.01487   0.004604         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.38it/s]
    112/499      4.32G    0.01747    0.01487   0.004604         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    112/499      4.32G    0.01757    0.01473   0.004677         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    112/499      4.32G    0.01757    0.01473   0.004677         71        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    112/499      4.32G    0.01758    0.01447   0.004723         54        640:  40%|####      | 16/40 [00:03<00:04,  5.27it/s]
    112/499      4.32G    0.01758    0.01447   0.004723         54        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    112/499      4.32G    0.01766    0.01445   0.004748         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    112/499      4.32G    0.01766    0.01445   0.004748         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    112/499      4.32G    0.01762    0.01445   0.004747         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    112/499      4.32G    0.01762    0.01445   0.004747         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    112/499      4.32G    0.01762    0.01436   0.004806         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    112/499      4.32G    0.01762    0.01436   0.004806         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    112/499      4.32G    0.01753    0.01421   0.005183         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    112/499      4.32G    0.01753    0.01421   0.005183         60        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    112/499      4.32G    0.01742    0.01416    0.00513         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    112/499      4.32G    0.01742    0.01416    0.00513         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    112/499      4.32G    0.01735    0.01401   0.005211         60        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    112/499      4.32G    0.01735    0.01401   0.005211         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    112/499      4.32G    0.01736    0.01402   0.005354         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    112/499      4.32G    0.01736    0.01402   0.005354         80        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    112/499      4.32G    0.01739    0.01409   0.005328         80        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    112/499      4.32G    0.01739    0.01409   0.005328         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    112/499      4.32G    0.01741    0.01405   0.005479         70        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    112/499      4.32G    0.01741    0.01405   0.005479         70        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    112/499      4.32G    0.01741     0.0141   0.005593         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    112/499      4.32G    0.01741     0.0141   0.005593         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    112/499      4.32G    0.01738    0.01397   0.005547         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    112/499      4.32G    0.01738    0.01397   0.005547         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    112/499      4.32G    0.01746    0.01388    0.00547         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    112/499      4.32G    0.01746    0.01388    0.00547         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    112/499      4.32G    0.01746    0.01395   0.005445         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.36it/s]
    112/499      4.32G    0.01746    0.01395   0.005445         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    112/499      4.32G    0.01745    0.01397   0.005497         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    112/499      4.32G    0.01745    0.01397   0.005497         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    112/499      4.32G    0.01747    0.01402   0.005557         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    112/499      4.32G    0.01747    0.01402   0.005557         73        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    112/499      4.32G    0.01745    0.01405   0.005493         79        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    112/499      4.32G    0.01745    0.01405   0.005493         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.11it/s]
    112/499      4.32G    0.01733    0.01394    0.00549         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.11it/s]
    112/499      4.32G    0.01733    0.01394    0.00549         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    112/499      4.32G    0.01734    0.01389   0.005511         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    112/499      4.32G    0.01734    0.01389   0.005511         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    112/499      4.32G    0.01739    0.01393   0.005586         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    112/499      4.32G    0.01739    0.01393   0.005586         80        640:  90%|######### | 36/40 [00:06<00:00,  5.08it/s]
    112/499      4.32G    0.01739      0.014   0.005642         93        640:  90%|######### | 36/40 [00:07<00:00,  5.08it/s]
    112/499      4.32G    0.01739      0.014   0.005642         93        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    112/499      4.32G     0.0174    0.01396   0.005638         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    112/499      4.32G     0.0174    0.01396   0.005638         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    112/499      4.32G    0.01741    0.01403   0.005601         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    112/499      4.32G    0.01741    0.01403   0.005601         87        640:  98%|#########7| 39/40 [00:07<00:00,  5.06it/s]
    112/499      4.32G    0.01734    0.01405   0.005563         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.06it/s]
    112/499      4.32G    0.01734    0.01405   0.005563         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    112/499      4.32G    0.01734    0.01405   0.005563         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.43it/s]
                   all        132        263      0.495     0.0599     0.0791     0.0288

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    113/499      4.32G    0.01726    0.01661   0.006888         97        640:   0%|          | 0/40 [00:00<?, ?it/s]
    113/499      4.32G    0.01726    0.01661   0.006888         97        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    113/499      4.32G    0.01533    0.01401   0.004866         67        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    113/499      4.32G    0.01533    0.01401   0.004866         67        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    113/499      4.32G     0.0154    0.01295   0.005444         62        640:   5%|5         | 2/40 [00:00<00:07,  5.16it/s]
    113/499      4.32G     0.0154    0.01295   0.005444         62        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    113/499      4.32G    0.01586    0.01328   0.005463         81        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    113/499      4.32G    0.01586    0.01328   0.005463         81        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    113/499      4.32G    0.01618    0.01365   0.006122         79        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    113/499      4.32G    0.01618    0.01365   0.006122         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    113/499      4.32G    0.01605    0.01338   0.005765         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    113/499      4.32G    0.01605    0.01338   0.005765         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    113/499      4.32G    0.01605    0.01305   0.005885         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    113/499      4.32G    0.01605    0.01305   0.005885         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    113/499      4.32G     0.0161    0.01318   0.005847         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    113/499      4.32G     0.0161    0.01318   0.005847         77        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    113/499      4.32G    0.01631    0.01307   0.005882         77        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    113/499      4.32G    0.01631    0.01307   0.005882         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    113/499      4.32G    0.01654    0.01324   0.005758         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    113/499      4.32G    0.01654    0.01324   0.005758         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    113/499      4.32G    0.01663    0.01312   0.005809         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    113/499      4.32G    0.01663    0.01312   0.005809         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    113/499      4.32G    0.01659    0.01313   0.005772         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    113/499      4.32G    0.01659    0.01313   0.005772         74        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    113/499      4.32G     0.0165    0.01329   0.005654         90        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    113/499      4.32G     0.0165    0.01329   0.005654         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    113/499      4.32G    0.01645     0.0134   0.005513         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    113/499      4.32G    0.01645     0.0134   0.005513         86        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    113/499      4.32G    0.01648    0.01344   0.005464         67        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    113/499      4.32G    0.01648    0.01344   0.005464         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    113/499      4.32G    0.01644    0.01357   0.005389         93        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    113/499      4.32G    0.01644    0.01357   0.005389         93        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    113/499      4.32G    0.01646    0.01365   0.005351         84        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    113/499      4.32G    0.01646    0.01365   0.005351         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    113/499      4.32G    0.01639    0.01357   0.005371         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    113/499      4.32G    0.01639    0.01357   0.005371         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    113/499      4.32G    0.01629    0.01339   0.005192         59        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    113/499      4.32G    0.01629    0.01339   0.005192         59        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    113/499      4.32G    0.01618     0.0133   0.005064         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    113/499      4.32G    0.01618     0.0133   0.005064         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    113/499      4.32G    0.01622    0.01326   0.005217         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    113/499      4.32G    0.01622    0.01326   0.005217         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    113/499      4.32G    0.01631    0.01346   0.005306         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    113/499      4.32G    0.01631    0.01346   0.005306         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    113/499      4.32G    0.01629    0.01342   0.005282         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    113/499      4.32G    0.01629    0.01342   0.005282         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    113/499      4.32G    0.01631    0.01342     0.0053         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    113/499      4.32G    0.01631    0.01342     0.0053         73        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    113/499      4.32G    0.01628    0.01334   0.005228         69        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    113/499      4.32G    0.01628    0.01334   0.005228         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    113/499      4.32G    0.01634    0.01335   0.005185         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    113/499      4.32G    0.01634    0.01335   0.005185         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    113/499      4.32G    0.01634    0.01338   0.005078         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    113/499      4.32G    0.01634    0.01338   0.005078         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    113/499      4.32G    0.01636    0.01338   0.005107         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    113/499      4.32G    0.01636    0.01338   0.005107         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    113/499      4.32G    0.01637    0.01333    0.00513         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    113/499      4.32G    0.01637    0.01333    0.00513         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    113/499      4.32G    0.01633    0.01331   0.005147         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    113/499      4.32G    0.01633    0.01331   0.005147         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    113/499      4.32G    0.01643    0.01336   0.005056         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    113/499      4.32G    0.01643    0.01336   0.005056         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    113/499      4.32G    0.01643    0.01341   0.005155         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    113/499      4.32G    0.01643    0.01341   0.005155         80        640:  80%|########  | 32/40 [00:06<00:01,  5.14it/s]
    113/499      4.32G    0.01644    0.01345   0.005116         76        640:  80%|########  | 32/40 [00:06<00:01,  5.14it/s]
    113/499      4.32G    0.01644    0.01345   0.005116         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    113/499      4.32G    0.01644    0.01345   0.005116         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    113/499      4.32G    0.01644    0.01345   0.005116         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    113/499      4.32G    0.01644    0.01345    0.00514         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    113/499      4.32G    0.01644    0.01345    0.00514         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.04it/s]
    113/499      4.32G    0.01654     0.0135   0.005158         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.04it/s]
    113/499      4.32G    0.01654     0.0135   0.005158         82        640:  90%|######### | 36/40 [00:06<00:00,  5.14it/s]
    113/499      4.32G    0.01651    0.01352   0.005166         88        640:  90%|######### | 36/40 [00:07<00:00,  5.14it/s]
    113/499      4.32G    0.01651    0.01352   0.005166         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    113/499      4.32G    0.01658    0.01356   0.005205         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    113/499      4.32G    0.01658    0.01356   0.005205         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    113/499      4.32G    0.01659    0.01354   0.005237         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    113/499      4.32G    0.01659    0.01354   0.005237         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    113/499      4.32G     0.0166    0.01366   0.005208         50        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    113/499      4.32G     0.0166    0.01366   0.005208         50        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    113/499      4.32G     0.0166    0.01366   0.005208         50        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.47it/s]
                   all        132        263      0.662     0.0424       0.08     0.0371

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    114/499      4.32G    0.01602    0.01301   0.004413         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    114/499      4.32G    0.01602    0.01301   0.004413         75        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    114/499      4.32G    0.01775    0.01298   0.005517         64        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    114/499      4.32G    0.01775    0.01298   0.005517         64        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    114/499      4.32G    0.01804    0.01281   0.005618         70        640:   5%|5         | 2/40 [00:00<00:07,  5.21it/s]
    114/499      4.32G    0.01804    0.01281   0.005618         70        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    114/499      4.32G    0.01798    0.01336   0.005204         76        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    114/499      4.32G    0.01798    0.01336   0.005204         76        640:  10%|#         | 4/40 [00:00<00:07,  5.10it/s]
    114/499      4.32G     0.0177    0.01423   0.004643         91        640:  10%|#         | 4/40 [00:00<00:07,  5.10it/s]
    114/499      4.32G     0.0177    0.01423   0.004643         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    114/499      4.32G    0.01768    0.01421   0.005195         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    114/499      4.32G    0.01768    0.01421   0.005195         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    114/499      4.32G    0.01777    0.01423   0.005529         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    114/499      4.32G    0.01777    0.01423   0.005529         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    114/499      4.32G    0.01768    0.01387   0.005809         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.12it/s]
    114/499      4.32G    0.01768    0.01387   0.005809         65        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    114/499      4.32G    0.01741    0.01378   0.005999         80        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    114/499      4.32G    0.01741    0.01378   0.005999         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    114/499      4.32G    0.01736    0.01379   0.006138         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    114/499      4.32G    0.01736    0.01379   0.006138         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.14it/s]
    114/499      4.32G    0.01718    0.01367   0.005706         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.14it/s]
    114/499      4.32G    0.01718    0.01367   0.005706         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    114/499      4.32G    0.01724    0.01372   0.005797         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    114/499      4.32G    0.01724    0.01372   0.005797         80        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    114/499      4.32G    0.01721    0.01358    0.00607         73        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    114/499      4.32G    0.01721    0.01358    0.00607         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    114/499      4.32G    0.01721    0.01368   0.005886         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    114/499      4.32G    0.01721    0.01368   0.005886         84        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    114/499      4.32G    0.01724    0.01358   0.005704         65        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    114/499      4.32G    0.01724    0.01358   0.005704         65        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    114/499      4.32G    0.01729    0.01352   0.005654         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    114/499      4.32G    0.01729    0.01352   0.005654         63        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    114/499      4.32G    0.01733    0.01353   0.005775         74        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    114/499      4.32G    0.01733    0.01353   0.005775         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    114/499      4.32G    0.01743     0.0135   0.005566         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    114/499      4.32G    0.01743     0.0135   0.005566         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    114/499      4.32G    0.01748     0.0134   0.005483         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.29it/s]
    114/499      4.32G    0.01748     0.0134   0.005483         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    114/499      4.32G    0.01748    0.01336   0.005478         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    114/499      4.32G    0.01748    0.01336   0.005478         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    114/499      4.32G    0.01751    0.01342   0.005564         79        640:  50%|#####     | 20/40 [00:04<00:03,  5.26it/s]
    114/499      4.32G    0.01751    0.01342   0.005564         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    114/499      4.32G     0.0175    0.01348    0.00572         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    114/499      4.32G     0.0175    0.01348    0.00572         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    114/499      4.32G    0.01755    0.01353   0.005663         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    114/499      4.32G    0.01755    0.01353   0.005663         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    114/499      4.32G    0.01757    0.01358   0.005716         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    114/499      4.32G    0.01757    0.01358   0.005716         81        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    114/499      4.32G    0.01745    0.01356   0.005628         78        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    114/499      4.32G    0.01745    0.01356   0.005628         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    114/499      4.32G    0.01749    0.01359   0.005593         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    114/499      4.32G    0.01749    0.01359   0.005593         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    114/499      4.32G    0.01752    0.01368   0.005684         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    114/499      4.32G    0.01752    0.01368   0.005684         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    114/499      4.32G    0.01748    0.01365   0.005699         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    114/499      4.32G    0.01748    0.01365   0.005699         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    114/499      4.32G    0.01748    0.01363     0.0057         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    114/499      4.32G    0.01748    0.01363     0.0057         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    114/499      4.32G     0.0174    0.01356   0.005598         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    114/499      4.32G     0.0174    0.01356   0.005598         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    114/499      4.32G    0.01745    0.01355   0.005616         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    114/499      4.32G    0.01745    0.01355   0.005616         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    114/499      4.32G    0.01738    0.01348   0.005595         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    114/499      4.32G    0.01738    0.01348   0.005595         76        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    114/499      4.32G    0.01741    0.01352   0.005578         78        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    114/499      4.32G    0.01741    0.01352   0.005578         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    114/499      4.32G     0.0174    0.01341   0.005632         53        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    114/499      4.32G     0.0174    0.01341   0.005632         53        640:  85%|########5 | 34/40 [00:06<00:01,  5.11it/s]
    114/499      4.32G    0.01738    0.01351    0.00572         94        640:  85%|########5 | 34/40 [00:06<00:01,  5.11it/s]
    114/499      4.32G    0.01738    0.01351    0.00572         94        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    114/499      4.32G    0.01736    0.01354   0.005639         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    114/499      4.32G    0.01736    0.01354   0.005639         84        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    114/499      4.32G     0.0174    0.01358     0.0057         72        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    114/499      4.32G     0.0174    0.01358     0.0057         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.03it/s]
    114/499      4.32G    0.01737    0.01357   0.005636         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.03it/s]
    114/499      4.32G    0.01737    0.01357   0.005636         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    114/499      4.32G     0.0174    0.01348   0.005754         50        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    114/499      4.32G     0.0174    0.01348   0.005754         50        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    114/499      4.32G    0.01736    0.01342   0.005867         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    114/499      4.32G    0.01736    0.01342   0.005867         36        640: 100%|##########| 40/40 [00:07<00:00,  5.13it/s]
    114/499      4.32G    0.01736    0.01342   0.005867         36        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.40it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.51it/s]
                   all        132        263     0.0314     0.0462     0.0398      0.018

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    115/499      4.32G    0.01747    0.01281   0.007007         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    115/499      4.32G    0.01747    0.01281   0.007007         71        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    115/499      4.32G     0.0179    0.01472    0.00712         93        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    115/499      4.32G     0.0179    0.01472    0.00712         93        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    115/499      4.32G    0.01751    0.01417   0.005665         71        640:   5%|5         | 2/40 [00:00<00:06,  5.49it/s]
    115/499      4.32G    0.01751    0.01417   0.005665         71        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    115/499      4.32G    0.01756    0.01417   0.005807         82        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    115/499      4.32G    0.01756    0.01417   0.005807         82        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    115/499      4.32G    0.01774    0.01418   0.005606         76        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    115/499      4.32G    0.01774    0.01418   0.005606         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    115/499      4.32G    0.01776    0.01391   0.005284         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    115/499      4.32G    0.01776    0.01391   0.005284         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    115/499      4.32G    0.01788    0.01418    0.00559         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    115/499      4.32G    0.01788    0.01418    0.00559         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    115/499      4.32G    0.01777      0.014   0.005505         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    115/499      4.32G    0.01777      0.014   0.005505         73        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    115/499      4.32G    0.01777    0.01431   0.005279         98        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    115/499      4.32G    0.01777    0.01431   0.005279         98        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    115/499      4.32G    0.01775    0.01444   0.005025         85        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    115/499      4.32G    0.01775    0.01444   0.005025         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    115/499      4.32G    0.01791    0.01454   0.005261         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    115/499      4.32G    0.01791    0.01454   0.005261         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    115/499      4.32G    0.01763    0.01443   0.005436         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    115/499      4.32G    0.01763    0.01443   0.005436         77        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    115/499      4.32G    0.01754    0.01445   0.005205         84        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    115/499      4.32G    0.01754    0.01445   0.005205         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    115/499      4.32G    0.01749     0.0146   0.005243         91        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    115/499      4.32G    0.01749     0.0146   0.005243         91        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    115/499      4.32G    0.01743    0.01448   0.005237         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    115/499      4.32G    0.01743    0.01448   0.005237         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.09it/s]
    115/499      4.32G    0.01738     0.0144   0.005444         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.09it/s]
    115/499      4.32G    0.01738     0.0144   0.005444         67        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    115/499      4.32G    0.01729    0.01442   0.005525         84        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    115/499      4.32G    0.01729    0.01442   0.005525         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    115/499      4.32G    0.01724     0.0144   0.005408         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    115/499      4.32G    0.01724     0.0144   0.005408         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
    115/499      4.32G    0.01706    0.01426   0.005346         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
    115/499      4.32G    0.01706    0.01426   0.005346         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    115/499      4.32G    0.01701    0.01422   0.005214         85        640:  48%|####7     | 19/40 [00:03<00:04,  5.23it/s]
    115/499      4.32G    0.01701    0.01422   0.005214         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    115/499      4.32G    0.01704    0.01416   0.005222         72        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
    115/499      4.32G    0.01704    0.01416   0.005222         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    115/499      4.32G    0.01718    0.01429   0.005375         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    115/499      4.32G    0.01718    0.01429   0.005375         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    115/499      4.32G     0.0172    0.01432   0.005279         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    115/499      4.32G     0.0172    0.01432   0.005279         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    115/499      4.32G    0.01722    0.01426   0.005293         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    115/499      4.32G    0.01722    0.01426   0.005293         83        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    115/499      4.32G    0.01722    0.01412   0.005186         62        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    115/499      4.32G    0.01722    0.01412   0.005186         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    115/499      4.32G    0.01722    0.01408   0.005232         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    115/499      4.32G    0.01722    0.01408   0.005232         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    115/499      4.32G    0.01717    0.01414    0.00542         91        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    115/499      4.32G    0.01717    0.01414    0.00542         91        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    115/499      4.32G    0.01716    0.01422   0.005377         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    115/499      4.32G    0.01716    0.01422   0.005377         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    115/499      4.32G    0.01712    0.01416   0.005399         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    115/499      4.32G    0.01712    0.01416   0.005399         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    115/499      4.32G     0.0171    0.01407   0.005375         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    115/499      4.32G     0.0171    0.01407   0.005375         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    115/499      4.32G    0.01708    0.01401   0.005478         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    115/499      4.32G    0.01708    0.01401   0.005478         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    115/499      4.32G    0.01711    0.01402     0.0055         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    115/499      4.32G    0.01711    0.01402     0.0055         77        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    115/499      4.32G    0.01714    0.01409   0.005537         82        640:  80%|########  | 32/40 [00:06<00:01,  5.36it/s]
    115/499      4.32G    0.01714    0.01409   0.005537         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    115/499      4.32G    0.01714    0.01413   0.005627         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    115/499      4.32G    0.01714    0.01413   0.005627         88        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    115/499      4.32G    0.01709    0.01409   0.005616         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    115/499      4.32G    0.01709    0.01409   0.005616         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    115/499      4.32G    0.01704    0.01415   0.005511         95        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    115/499      4.32G    0.01704    0.01415   0.005511         95        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    115/499      4.32G    0.01705    0.01419   0.005537         82        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    115/499      4.32G    0.01705    0.01419   0.005537         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    115/499      4.32G    0.01704    0.01415   0.005467         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    115/499      4.32G    0.01704    0.01415   0.005467         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    115/499      4.32G    0.01706    0.01415   0.005439         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    115/499      4.32G    0.01706    0.01415   0.005439         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    115/499      4.32G    0.01708    0.01407   0.005536         26        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    115/499      4.32G    0.01708    0.01407   0.005536         26        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    115/499      4.32G    0.01708    0.01407   0.005536         26        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.38it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.95it/s]
                   all        132        263      0.436     0.0231     0.0343     0.0113

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    116/499      4.32G    0.01635    0.01438   0.009109         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    116/499      4.32G    0.01635    0.01438   0.009109         87        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    116/499      4.32G    0.01653    0.01401   0.007267         82        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    116/499      4.32G    0.01653    0.01401   0.007267         82        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    116/499      4.32G    0.01646    0.01426   0.006955         81        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    116/499      4.32G    0.01646    0.01426   0.006955         81        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    116/499      4.32G    0.01689    0.01422   0.006018         76        640:   8%|7         | 3/40 [00:00<00:07,  5.23it/s]
    116/499      4.32G    0.01689    0.01422   0.006018         76        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    116/499      4.32G    0.01671    0.01387   0.005463         67        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    116/499      4.32G    0.01671    0.01387   0.005463         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.13it/s]
    116/499      4.32G    0.01635    0.01362   0.005122         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.13it/s]
    116/499      4.32G    0.01635    0.01362   0.005122         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    116/499      4.32G    0.01638    0.01409   0.004667         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    116/499      4.32G    0.01638    0.01409   0.004667         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    116/499      4.32G    0.01663    0.01374   0.005117         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    116/499      4.32G    0.01663    0.01374   0.005117         65        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    116/499      4.32G    0.01649    0.01367   0.005437         82        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    116/499      4.32G    0.01649    0.01367   0.005437         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    116/499      4.32G    0.01661     0.0133   0.005579         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    116/499      4.32G    0.01661     0.0133   0.005579         59        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    116/499      4.32G    0.01653    0.01354    0.00527         91        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    116/499      4.32G    0.01653    0.01354    0.00527         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    116/499      4.32G    0.01659     0.0137   0.005449         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    116/499      4.32G    0.01659     0.0137   0.005449         85        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    116/499      4.32G    0.01685    0.01383   0.005522         76        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    116/499      4.32G    0.01685    0.01383   0.005522         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    116/499      4.32G    0.01683    0.01373    0.00569         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    116/499      4.32G    0.01683    0.01373    0.00569         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    116/499      4.32G    0.01676    0.01354   0.005605         67        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    116/499      4.32G    0.01676    0.01354   0.005605         67        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    116/499      4.32G    0.01687    0.01364   0.005604         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    116/499      4.32G    0.01687    0.01364   0.005604         91        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    116/499      4.32G      0.017    0.01344   0.005589         57        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    116/499      4.32G      0.017    0.01344   0.005589         57        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    116/499      4.32G    0.01695    0.01336   0.005458         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    116/499      4.32G    0.01695    0.01336   0.005458         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    116/499      4.32G    0.01694    0.01332   0.005351         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    116/499      4.32G    0.01694    0.01332   0.005351         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    116/499      4.32G    0.01702    0.01335   0.005169         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    116/499      4.32G    0.01702    0.01335   0.005169         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    116/499      4.32G    0.01703    0.01337   0.005103         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
    116/499      4.32G    0.01703    0.01337   0.005103         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    116/499      4.32G     0.0172    0.01337   0.005148         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    116/499      4.32G     0.0172    0.01337   0.005148         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    116/499      4.32G    0.01708    0.01325   0.005361         63        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    116/499      4.32G    0.01708    0.01325   0.005361         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
    116/499      4.32G    0.01713    0.01343    0.00533         98        640:  57%|#####7    | 23/40 [00:04<00:03,  5.16it/s]
    116/499      4.32G    0.01713    0.01343    0.00533         98        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    116/499      4.32G    0.01722    0.01345   0.005413         73        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    116/499      4.32G    0.01722    0.01345   0.005413         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    116/499      4.32G    0.01728    0.01339   0.005442         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    116/499      4.32G    0.01728    0.01339   0.005442         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.15it/s]
    116/499      4.32G    0.01719    0.01326   0.005399         59        640:  65%|######5   | 26/40 [00:05<00:02,  5.15it/s]
    116/499      4.32G    0.01719    0.01326   0.005399         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    116/499      4.32G    0.01707    0.01316   0.005364         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    116/499      4.32G    0.01707    0.01316   0.005364         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    116/499      4.32G    0.01697    0.01316   0.005313         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    116/499      4.32G    0.01697    0.01316   0.005313         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    116/499      4.32G    0.01694    0.01306   0.005216         56        640:  72%|#######2  | 29/40 [00:05<00:02,  5.15it/s]
    116/499      4.32G    0.01694    0.01306   0.005216         56        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    116/499      4.32G    0.01688    0.01302   0.005203         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    116/499      4.32G    0.01688    0.01302   0.005203         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    116/499      4.32G    0.01687    0.01306    0.00526         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    116/499      4.32G    0.01687    0.01306    0.00526         80        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    116/499      4.32G    0.01686    0.01312   0.005256         93        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    116/499      4.32G    0.01686    0.01312   0.005256         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    116/499      4.32G    0.01689    0.01308   0.005338         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    116/499      4.32G    0.01689    0.01308   0.005338         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    116/499      4.32G    0.01688      0.013   0.005337         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    116/499      4.32G    0.01688      0.013   0.005337         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    116/499      4.32G    0.01692    0.01311    0.00529         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    116/499      4.32G    0.01692    0.01311    0.00529         83        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    116/499      4.32G    0.01692    0.01319   0.005243         81        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    116/499      4.32G    0.01692    0.01319   0.005243         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    116/499      4.32G    0.01694    0.01318   0.005288         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    116/499      4.32G    0.01694    0.01318   0.005288         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    116/499      4.32G    0.01687    0.01316   0.005267         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    116/499      4.32G    0.01687    0.01316   0.005267         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    116/499      4.32G    0.01687    0.01318   0.005234         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    116/499      4.32G    0.01687    0.01318   0.005234         39        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    116/499      4.32G    0.01687    0.01318   0.005234         39        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.38it/s]
                   all        132        263      0.449     0.0522     0.0631      0.031

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    117/499      4.32G    0.01986    0.01537   0.005367         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    117/499      4.32G    0.01986    0.01537   0.005367         80        640:   2%|2         | 1/40 [00:00<00:08,  4.77it/s]
    117/499      4.32G    0.01879    0.01538   0.007081         87        640:   2%|2         | 1/40 [00:00<00:08,  4.77it/s]
    117/499      4.32G    0.01879    0.01538   0.007081         87        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
    117/499      4.32G    0.01865    0.01471   0.006213         74        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
    117/499      4.32G    0.01865    0.01471   0.006213         74        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    117/499      4.32G    0.01867    0.01485   0.006888         79        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    117/499      4.32G    0.01867    0.01485   0.006888         79        640:  10%|#         | 4/40 [00:00<00:07,  5.07it/s]
    117/499      4.32G    0.01828    0.01456   0.006189         77        640:  10%|#         | 4/40 [00:00<00:07,  5.07it/s]
    117/499      4.32G    0.01828    0.01456   0.006189         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    117/499      4.32G    0.01787    0.01429   0.006146         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    117/499      4.32G    0.01787    0.01429   0.006146         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    117/499      4.32G    0.01781    0.01398   0.006847         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    117/499      4.32G    0.01781    0.01398   0.006847         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.13it/s]
    117/499      4.32G    0.01745    0.01402   0.006346         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.13it/s]
    117/499      4.32G    0.01745    0.01402   0.006346         87        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    117/499      4.32G     0.0174    0.01392   0.006064         72        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    117/499      4.32G     0.0174    0.01392   0.006064         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    117/499      4.32G    0.01744    0.01391   0.005959         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    117/499      4.32G    0.01744    0.01391   0.005959         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.06it/s]
    117/499      4.32G    0.01739    0.01373    0.00573         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.06it/s]
    117/499      4.32G    0.01739    0.01373    0.00573         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
    117/499      4.32G    0.01723    0.01356   0.005522         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
    117/499      4.32G    0.01723    0.01356   0.005522         75        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    117/499      4.32G    0.01721    0.01332   0.005751         63        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    117/499      4.32G    0.01721    0.01332   0.005751         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    117/499      4.32G     0.0173    0.01327   0.005888         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    117/499      4.32G     0.0173    0.01327   0.005888         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    117/499      4.32G    0.01743    0.01334   0.006107         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    117/499      4.32G    0.01743    0.01334   0.006107         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    117/499      4.32G    0.01741    0.01348   0.006176         79        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    117/499      4.32G    0.01741    0.01348   0.006176         79        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    117/499      4.32G    0.01746     0.0134   0.006182         66        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    117/499      4.32G    0.01746     0.0134   0.006182         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    117/499      4.32G    0.01741     0.0134   0.006115         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    117/499      4.32G    0.01741     0.0134   0.006115         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    117/499      4.32G    0.01736    0.01346   0.006104         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    117/499      4.32G    0.01736    0.01346   0.006104         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    117/499      4.32G    0.01733    0.01348   0.005893         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    117/499      4.32G    0.01733    0.01348   0.005893         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    117/499      4.32G    0.01725    0.01356   0.005858         79        640:  50%|#####     | 20/40 [00:04<00:03,  5.25it/s]
    117/499      4.32G    0.01725    0.01356   0.005858         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    117/499      4.32G    0.01728    0.01358   0.005803         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    117/499      4.32G    0.01728    0.01358   0.005803         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    117/499      4.32G    0.01731    0.01351   0.005701         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.15it/s]
    117/499      4.32G    0.01731    0.01351   0.005701         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    117/499      4.32G    0.01725    0.01347   0.005724         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    117/499      4.32G    0.01725    0.01347   0.005724         69        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    117/499      4.32G    0.01726    0.01351   0.005913         75        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    117/499      4.32G    0.01726    0.01351   0.005913         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.09it/s]
    117/499      4.32G     0.0173    0.01354   0.005958         78        640:  62%|######2   | 25/40 [00:05<00:02,  5.09it/s]
    117/499      4.32G     0.0173    0.01354   0.005958         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    117/499      4.32G    0.01733    0.01361   0.006019         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    117/499      4.32G    0.01733    0.01361   0.006019         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    117/499      4.32G    0.01735    0.01364   0.006032         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.28it/s]
    117/499      4.32G    0.01735    0.01364   0.006032         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    117/499      4.32G    0.01724    0.01358    0.00598         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    117/499      4.32G    0.01724    0.01358    0.00598         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    117/499      4.32G    0.01727    0.01358   0.006075         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    117/499      4.32G    0.01727    0.01358   0.006075         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    117/499      4.32G     0.0172    0.01354   0.006067         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    117/499      4.32G     0.0172    0.01354   0.006067         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    117/499      4.32G    0.01725    0.01357   0.006169         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    117/499      4.32G    0.01725    0.01357   0.006169         77        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    117/499      4.32G    0.01721    0.01362    0.00617         86        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    117/499      4.32G    0.01721    0.01362    0.00617         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    117/499      4.32G    0.01721    0.01371   0.006227         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    117/499      4.32G    0.01721    0.01371   0.006227         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    117/499      4.32G    0.01722    0.01373   0.006276         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    117/499      4.32G    0.01722    0.01373   0.006276         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    117/499      4.32G    0.01725    0.01375   0.006367         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    117/499      4.32G    0.01725    0.01375   0.006367         83        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    117/499      4.32G    0.01726    0.01372   0.006315         76        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    117/499      4.32G    0.01726    0.01372   0.006315         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    117/499      4.32G    0.01726    0.01377   0.006247         90        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    117/499      4.32G    0.01726    0.01377   0.006247         90        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    117/499      4.32G    0.01724    0.01374   0.006212         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    117/499      4.32G    0.01724    0.01374   0.006212         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    117/499      4.32G    0.01716    0.01372   0.006183         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    117/499      4.32G    0.01716    0.01372   0.006183         38        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]
    117/499      4.32G    0.01716    0.01372   0.006183         38        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.97it/s]
                   all        132        263      0.404     0.0626     0.0786     0.0317

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    118/499      4.32G    0.01727    0.01439   0.002579         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    118/499      4.32G    0.01727    0.01439   0.002579         78        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    118/499      4.32G    0.01678    0.01405   0.005676         81        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    118/499      4.32G    0.01678    0.01405   0.005676         81        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    118/499      4.32G    0.01626     0.0137   0.004903         84        640:   5%|5         | 2/40 [00:00<00:06,  5.46it/s]
    118/499      4.32G    0.01626     0.0137   0.004903         84        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    118/499      4.32G    0.01684    0.01301    0.00579         64        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    118/499      4.32G    0.01684    0.01301    0.00579         64        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    118/499      4.32G    0.01674    0.01303   0.005233         73        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    118/499      4.32G    0.01674    0.01303   0.005233         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    118/499      4.32G    0.01717    0.01333   0.005241         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    118/499      4.32G    0.01717    0.01333   0.005241         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    118/499      4.32G    0.01707    0.01325   0.005614         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    118/499      4.32G    0.01707    0.01325   0.005614         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    118/499      4.32G    0.01733    0.01306   0.005708         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    118/499      4.32G    0.01733    0.01306   0.005708         62        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    118/499      4.32G    0.01728    0.01345   0.006042         92        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    118/499      4.32G    0.01728    0.01345   0.006042         92        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    118/499      4.32G    0.01715    0.01338   0.005978         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    118/499      4.32G    0.01715    0.01338   0.005978         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.27it/s]
    118/499      4.32G     0.0172    0.01368   0.005918         91        640:  25%|##5       | 10/40 [00:02<00:05,  5.27it/s]
    118/499      4.32G     0.0172    0.01368   0.005918         91        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    118/499      4.32G    0.01721    0.01348   0.006151         60        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    118/499      4.32G    0.01721    0.01348   0.006151         60        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    118/499      4.32G    0.01727    0.01369     0.0063         96        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    118/499      4.32G    0.01727    0.01369     0.0063         96        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    118/499      4.32G    0.01733    0.01369   0.006269         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    118/499      4.32G    0.01733    0.01369   0.006269         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    118/499      4.32G    0.01742    0.01372   0.006342         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    118/499      4.32G    0.01742    0.01372   0.006342         69        640:  38%|###7      | 15/40 [00:02<00:04,  5.13it/s]
    118/499      4.32G    0.01733    0.01372   0.006112         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.13it/s]
    118/499      4.32G    0.01733    0.01372   0.006112         82        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    118/499      4.32G    0.01736    0.01378   0.006033         76        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    118/499      4.32G    0.01736    0.01378   0.006033         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    118/499      4.32G     0.0173    0.01377   0.005871         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    118/499      4.32G     0.0173    0.01377   0.005871         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    118/499      4.32G    0.01726    0.01369   0.005811         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    118/499      4.32G    0.01726    0.01369   0.005811         67        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    118/499      4.32G     0.0172    0.01357   0.005632         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    118/499      4.32G     0.0172    0.01357   0.005632         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    118/499      4.32G    0.01724    0.01346    0.00559         55        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
    118/499      4.32G    0.01724    0.01346    0.00559         55        640:  52%|#####2    | 21/40 [00:04<00:03,  5.10it/s]
    118/499      4.32G    0.01724    0.01351   0.005519         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.10it/s]
    118/499      4.32G    0.01724    0.01351   0.005519         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    118/499      4.32G     0.0173    0.01355   0.005577         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    118/499      4.32G     0.0173    0.01355   0.005577         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    118/499      4.32G    0.01735    0.01347   0.005471         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    118/499      4.32G    0.01735    0.01347   0.005471         65        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
    118/499      4.32G    0.01728    0.01353   0.005423         81        640:  60%|######    | 24/40 [00:04<00:03,  5.15it/s]
    118/499      4.32G    0.01728    0.01353   0.005423         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    118/499      4.32G    0.01729    0.01353   0.005381         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    118/499      4.32G    0.01729    0.01353   0.005381         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    118/499      4.32G    0.01728    0.01344   0.005294         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    118/499      4.32G    0.01728    0.01344   0.005294         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    118/499      4.32G    0.01726    0.01351   0.005366         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    118/499      4.32G    0.01726    0.01351   0.005366         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    118/499      4.32G    0.01728    0.01347   0.005389         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    118/499      4.32G    0.01728    0.01347   0.005389         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    118/499      4.32G    0.01735    0.01348    0.00548         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    118/499      4.32G    0.01735    0.01348    0.00548         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    118/499      4.32G    0.01731    0.01352   0.005377         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    118/499      4.32G    0.01731    0.01352   0.005377         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    118/499      4.32G    0.01734    0.01346   0.005363         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    118/499      4.32G    0.01734    0.01346   0.005363         66        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    118/499      4.32G    0.01733    0.01347   0.005418         74        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    118/499      4.32G    0.01733    0.01347   0.005418         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    118/499      4.32G     0.0173    0.01341   0.005354         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    118/499      4.32G     0.0173    0.01341   0.005354         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    118/499      4.32G     0.0173     0.0134   0.005391         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    118/499      4.32G     0.0173     0.0134   0.005391         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    118/499      4.32G    0.01728    0.01358   0.005317        107        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    118/499      4.32G    0.01728    0.01358   0.005317        107        640:  90%|######### | 36/40 [00:06<00:00,  5.12it/s]
    118/499      4.32G    0.01726    0.01366   0.005361         94        640:  90%|######### | 36/40 [00:07<00:00,  5.12it/s]
    118/499      4.32G    0.01726    0.01366   0.005361         94        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    118/499      4.32G    0.01731    0.01366   0.005358         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    118/499      4.32G    0.01731    0.01366   0.005358         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    118/499      4.32G    0.01732    0.01366    0.00541         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    118/499      4.32G    0.01732    0.01366    0.00541         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    118/499      4.32G    0.01727    0.01359   0.005317         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    118/499      4.32G    0.01727    0.01359   0.005317         35        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    118/499      4.32G    0.01727    0.01359   0.005317         35        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263      0.223     0.0263     0.0213    0.00695

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    119/499      4.32G    0.01664    0.01058   0.006144         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    119/499      4.32G    0.01664    0.01058   0.006144         64        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    119/499      4.32G    0.01689    0.01217   0.004705         75        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    119/499      4.32G    0.01689    0.01217   0.004705         75        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    119/499      4.32G    0.01647    0.01249   0.004539         72        640:   5%|5         | 2/40 [00:00<00:07,  5.07it/s]
    119/499      4.32G    0.01647    0.01249   0.004539         72        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    119/499      4.32G    0.01647    0.01319   0.004147         82        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    119/499      4.32G    0.01647    0.01319   0.004147         82        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    119/499      4.32G    0.01704    0.01347   0.004823         80        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    119/499      4.32G    0.01704    0.01347   0.004823         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    119/499      4.32G    0.01719    0.01369   0.005628         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    119/499      4.32G    0.01719    0.01369   0.005628         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    119/499      4.32G    0.01735    0.01376   0.005607         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.21it/s]
    119/499      4.32G    0.01735    0.01376   0.005607         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    119/499      4.32G     0.0178    0.01414   0.006102         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.21it/s]
    119/499      4.32G     0.0178    0.01414   0.006102         77        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    119/499      4.32G    0.01776    0.01418   0.005692         79        640:  20%|##        | 8/40 [00:01<00:06,  5.12it/s]
    119/499      4.32G    0.01776    0.01418   0.005692         79        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
    119/499      4.32G    0.01777    0.01404   0.005846         67        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
    119/499      4.32G    0.01777    0.01404   0.005846         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    119/499      4.32G    0.01765    0.01403   0.005622         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    119/499      4.32G    0.01765    0.01403   0.005622         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.14it/s]
    119/499      4.32G    0.01753    0.01388   0.005647         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.14it/s]
    119/499      4.32G    0.01753    0.01388   0.005647         77        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
    119/499      4.32G    0.01751    0.01373   0.005783         71        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
    119/499      4.32G    0.01751    0.01373   0.005783         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    119/499      4.32G    0.01745    0.01378   0.005538         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    119/499      4.32G    0.01745    0.01378   0.005538         76        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    119/499      4.32G    0.01749    0.01379   0.005422         74        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    119/499      4.32G    0.01749    0.01379   0.005422         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    119/499      4.32G    0.01739    0.01371   0.005434         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    119/499      4.32G    0.01739    0.01371   0.005434         71        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    119/499      4.32G    0.01736    0.01385   0.005303        100        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    119/499      4.32G    0.01736    0.01385   0.005303        100        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    119/499      4.32G    0.01743    0.01379   0.005434         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    119/499      4.32G    0.01743    0.01379   0.005434         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    119/499      4.32G    0.01739    0.01389   0.005667         95        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    119/499      4.32G    0.01739    0.01389   0.005667         95        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    119/499      4.32G    0.01739    0.01382   0.005634         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    119/499      4.32G    0.01739    0.01382   0.005634         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    119/499      4.32G    0.01736    0.01377   0.005423         71        640:  50%|#####     | 20/40 [00:04<00:03,  5.19it/s]
    119/499      4.32G    0.01736    0.01377   0.005423         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    119/499      4.32G    0.01735    0.01387    0.00534         95        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    119/499      4.32G    0.01735    0.01387    0.00534         95        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    119/499      4.32G    0.01743    0.01391   0.005255         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    119/499      4.32G    0.01743    0.01391   0.005255         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    119/499      4.32G    0.01733    0.01392   0.005114         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    119/499      4.32G    0.01733    0.01392   0.005114         82        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    119/499      4.32G    0.01721    0.01383   0.005045         68        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    119/499      4.32G    0.01721    0.01383   0.005045         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    119/499      4.32G    0.01713    0.01378   0.005047         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    119/499      4.32G    0.01713    0.01378   0.005047         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    119/499      4.32G    0.01714    0.01373   0.005048         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    119/499      4.32G    0.01714    0.01373   0.005048         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    119/499      4.32G    0.01711     0.0137   0.005039         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.22it/s]
    119/499      4.32G    0.01711     0.0137   0.005039         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    119/499      4.32G    0.01721    0.01369   0.005197         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    119/499      4.32G    0.01721    0.01369   0.005197         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    119/499      4.32G    0.01714    0.01365   0.005118         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    119/499      4.32G    0.01714    0.01365   0.005118         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    119/499      4.32G    0.01714    0.01368   0.005213         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    119/499      4.32G    0.01714    0.01368   0.005213         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    119/499      4.32G     0.0172    0.01371   0.005205         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    119/499      4.32G     0.0172    0.01371   0.005205         74        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    119/499      4.32G    0.01718    0.01377   0.005216         86        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    119/499      4.32G    0.01718    0.01377   0.005216         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    119/499      4.32G    0.01723    0.01368   0.005236         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    119/499      4.32G    0.01723    0.01368   0.005236         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    119/499      4.32G     0.0173    0.01369   0.005429         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    119/499      4.32G     0.0173    0.01369   0.005429         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    119/499      4.32G    0.01728    0.01367    0.00541         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    119/499      4.32G    0.01728    0.01367    0.00541         80        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    119/499      4.32G    0.01731    0.01366   0.005394         70        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    119/499      4.32G    0.01731    0.01366   0.005394         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    119/499      4.32G    0.01729    0.01361   0.005365         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    119/499      4.32G    0.01729    0.01361   0.005365         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    119/499      4.32G    0.01725    0.01356    0.00539         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    119/499      4.32G    0.01725    0.01356    0.00539         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    119/499      4.32G    0.01724    0.01351   0.005408         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    119/499      4.32G    0.01724    0.01351   0.005408         30        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    119/499      4.32G    0.01724    0.01351   0.005408         30        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263     0.0106     0.0123    0.00455    0.00117

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    120/499      4.32G    0.01384    0.01095   0.003724         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    120/499      4.32G    0.01384    0.01095   0.003724         69        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    120/499      4.32G    0.01618    0.01268   0.003396         86        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    120/499      4.32G    0.01618    0.01268   0.003396         86        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    120/499      4.32G    0.01724    0.01299    0.00498         68        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    120/499      4.32G    0.01724    0.01299    0.00498         68        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    120/499      4.32G     0.0175    0.01338   0.005352         79        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    120/499      4.32G     0.0175    0.01338   0.005352         79        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    120/499      4.32G    0.01726     0.0139   0.005317         84        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    120/499      4.32G    0.01726     0.0139   0.005317         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    120/499      4.32G    0.01772    0.01411    0.00537         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    120/499      4.32G    0.01772    0.01411    0.00537         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    120/499      4.32G    0.01786    0.01418   0.005232         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    120/499      4.32G    0.01786    0.01418   0.005232         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.05it/s]
    120/499      4.32G    0.01748    0.01376   0.005447         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.05it/s]
    120/499      4.32G    0.01748    0.01376   0.005447         62        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
    120/499      4.32G    0.01734    0.01342    0.00537         65        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
    120/499      4.32G    0.01734    0.01342    0.00537         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    120/499      4.32G    0.01702    0.01321   0.005031         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    120/499      4.32G    0.01702    0.01321   0.005031         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.07it/s]
    120/499      4.32G    0.01699    0.01328   0.004816         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.07it/s]
    120/499      4.32G    0.01699    0.01328   0.004816         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
    120/499      4.32G    0.01709    0.01324   0.004849         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
    120/499      4.32G    0.01709    0.01324   0.004849         71        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    120/499      4.32G     0.0171     0.0133   0.004855         82        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    120/499      4.32G     0.0171     0.0133   0.004855         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.11it/s]
    120/499      4.32G    0.01703    0.01339   0.004703         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.11it/s]
    120/499      4.32G    0.01703    0.01339   0.004703         88        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    120/499      4.32G    0.01701    0.01335   0.004837         83        640:  35%|###5      | 14/40 [00:02<00:05,  5.14it/s]
    120/499      4.32G    0.01701    0.01335   0.004837         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    120/499      4.32G    0.01686    0.01355    0.00485        104        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    120/499      4.32G    0.01686    0.01355    0.00485        104        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    120/499      4.32G    0.01685    0.01357    0.00503         75        640:  40%|####      | 16/40 [00:03<00:04,  5.13it/s]
    120/499      4.32G    0.01685    0.01357    0.00503         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    120/499      4.32G    0.01686    0.01371    0.00498         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    120/499      4.32G    0.01686    0.01371    0.00498         85        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    120/499      4.32G    0.01689    0.01368   0.005164         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    120/499      4.32G    0.01689    0.01368   0.005164         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    120/499      4.32G    0.01683    0.01356   0.005227         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    120/499      4.32G    0.01683    0.01356   0.005227         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    120/499      4.32G    0.01682    0.01346   0.005173         68        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
    120/499      4.32G    0.01682    0.01346   0.005173         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    120/499      4.32G    0.01677    0.01345   0.005323         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    120/499      4.32G    0.01677    0.01345   0.005323         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
    120/499      4.32G    0.01685    0.01344   0.005479         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
    120/499      4.32G    0.01685    0.01344   0.005479         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    120/499      4.32G    0.01685     0.0134   0.005436         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    120/499      4.32G    0.01685     0.0134   0.005436         68        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    120/499      4.32G    0.01683    0.01351   0.005368         90        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    120/499      4.32G    0.01683    0.01351   0.005368         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    120/499      4.32G    0.01679    0.01337   0.005441         63        640:  62%|######2   | 25/40 [00:05<00:02,  5.17it/s]
    120/499      4.32G    0.01679    0.01337   0.005441         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    120/499      4.32G    0.01679    0.01343   0.005671         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    120/499      4.32G    0.01679    0.01343   0.005671         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    120/499      4.32G    0.01681    0.01337   0.005728         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    120/499      4.32G    0.01681    0.01337   0.005728         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
    120/499      4.32G    0.01683     0.0134   0.005934         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.08it/s]
    120/499      4.32G    0.01683     0.0134   0.005934         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    120/499      4.32G    0.01688     0.0134   0.005993         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    120/499      4.32G    0.01688     0.0134   0.005993         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    120/499      4.32G     0.0168    0.01336   0.006036         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    120/499      4.32G     0.0168    0.01336   0.006036         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    120/499      4.32G    0.01679    0.01328   0.006295         65        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    120/499      4.32G    0.01679    0.01328   0.006295         65        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    120/499      4.32G    0.01678    0.01328   0.006344         71        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    120/499      4.32G    0.01678    0.01328   0.006344         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    120/499      4.32G    0.01679    0.01337   0.006379         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    120/499      4.32G    0.01679    0.01337   0.006379         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    120/499      4.32G    0.01676    0.01341   0.006316         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.14it/s]
    120/499      4.32G    0.01676    0.01341   0.006316         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    120/499      4.32G    0.01673    0.01344   0.006378         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    120/499      4.32G    0.01673    0.01344   0.006378         79        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    120/499      4.32G    0.01674    0.01346   0.006367         80        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    120/499      4.32G    0.01674    0.01346   0.006367         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    120/499      4.32G    0.01671    0.01343    0.00627         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.15it/s]
    120/499      4.32G    0.01671    0.01343    0.00627         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    120/499      4.32G    0.01666     0.0134   0.006214         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    120/499      4.32G    0.01666     0.0134   0.006214         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    120/499      4.32G    0.01671    0.01335   0.006124         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    120/499      4.32G    0.01671    0.01335   0.006124         29        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]
    120/499      4.32G    0.01671    0.01335   0.006124         29        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.78it/s]
                   all        132        263    0.00991     0.0321    0.00865    0.00547

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    121/499      4.32G    0.01558    0.01501   0.002942         90        640:   0%|          | 0/40 [00:00<?, ?it/s]
    121/499      4.32G    0.01558    0.01501   0.002942         90        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    121/499      4.32G    0.01601     0.0142   0.003561         79        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    121/499      4.32G    0.01601     0.0142   0.003561         79        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    121/499      4.32G    0.01646     0.0137   0.004069         69        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    121/499      4.32G    0.01646     0.0137   0.004069         69        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
    121/499      4.32G    0.01668    0.01338   0.004098         72        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
    121/499      4.32G    0.01668    0.01338   0.004098         72        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    121/499      4.32G    0.01652    0.01345   0.004156         79        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    121/499      4.32G    0.01652    0.01345   0.004156         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    121/499      4.32G    0.01641    0.01339   0.005139         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    121/499      4.32G    0.01641    0.01339   0.005139         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    121/499      4.32G    0.01641    0.01338   0.005438         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.07it/s]
    121/499      4.32G    0.01641    0.01338   0.005438         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    121/499      4.32G    0.01662     0.0134   0.005358         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    121/499      4.32G    0.01662     0.0134   0.005358         70        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    121/499      4.32G    0.01651    0.01326   0.005082         78        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    121/499      4.32G    0.01651    0.01326   0.005082         78        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    121/499      4.32G    0.01653     0.0132   0.004826         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.13it/s]
    121/499      4.32G    0.01653     0.0132   0.004826         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    121/499      4.32G     0.0165    0.01309   0.005068         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    121/499      4.32G     0.0165    0.01309   0.005068         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    121/499      4.32G    0.01666    0.01323   0.004938         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    121/499      4.32G    0.01666    0.01323   0.004938         79        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
    121/499      4.32G    0.01677    0.01313   0.004953         65        640:  30%|###       | 12/40 [00:02<00:05,  5.14it/s]
    121/499      4.32G    0.01677    0.01313   0.004953         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    121/499      4.32G    0.01679    0.01321   0.005078         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    121/499      4.32G    0.01679    0.01321   0.005078         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    121/499      4.32G    0.01672    0.01327   0.005043         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    121/499      4.32G    0.01672    0.01327   0.005043         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.15it/s]
    121/499      4.32G    0.01672    0.01321   0.005086         66        640:  38%|###7      | 15/40 [00:03<00:04,  5.15it/s]
    121/499      4.32G    0.01672    0.01321   0.005086         66        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    121/499      4.32G    0.01688    0.01321   0.005027         68        640:  40%|####      | 16/40 [00:03<00:04,  5.18it/s]
    121/499      4.32G    0.01688    0.01321   0.005027         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    121/499      4.32G    0.01696    0.01327   0.005114         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    121/499      4.32G    0.01696    0.01327   0.005114         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    121/499      4.32G    0.01696    0.01335   0.005325         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    121/499      4.32G    0.01696    0.01335   0.005325         88        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    121/499      4.32G    0.01709    0.01348   0.005453         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    121/499      4.32G    0.01709    0.01348   0.005453         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    121/499      4.32G     0.0171    0.01344   0.005452         71        640:  50%|#####     | 20/40 [00:04<00:03,  5.30it/s]
    121/499      4.32G     0.0171    0.01344   0.005452         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    121/499      4.32G    0.01706     0.0134    0.00542         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    121/499      4.32G    0.01706     0.0134    0.00542         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    121/499      4.32G    0.01712    0.01363   0.005438         96        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    121/499      4.32G    0.01712    0.01363   0.005438         96        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    121/499      4.32G    0.01714    0.01366   0.005356         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    121/499      4.32G    0.01714    0.01366   0.005356         79        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    121/499      4.32G    0.01723     0.0137   0.005522         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    121/499      4.32G    0.01723     0.0137   0.005522         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    121/499      4.32G    0.01722    0.01371   0.005453         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    121/499      4.32G    0.01722    0.01371   0.005453         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    121/499      4.32G    0.01717    0.01357   0.005508         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    121/499      4.32G    0.01717    0.01357   0.005508         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    121/499      4.32G    0.01706    0.01356   0.005577         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    121/499      4.32G    0.01706    0.01356   0.005577         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    121/499      4.32G    0.01709    0.01359   0.005546         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    121/499      4.32G    0.01709    0.01359   0.005546         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    121/499      4.32G    0.01706    0.01352   0.005493         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    121/499      4.32G    0.01706    0.01352   0.005493         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    121/499      4.32G    0.01709    0.01354   0.005435         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    121/499      4.32G    0.01709    0.01354   0.005435         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    121/499      4.32G    0.01707     0.0135    0.00542         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    121/499      4.32G    0.01707     0.0135    0.00542         68        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    121/499      4.32G    0.01706    0.01353   0.005516         88        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    121/499      4.32G    0.01706    0.01353   0.005516         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    121/499      4.32G    0.01701    0.01351   0.005469         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    121/499      4.32G    0.01701    0.01351   0.005469         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    121/499      4.32G    0.01693    0.01348   0.005435         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    121/499      4.32G    0.01693    0.01348   0.005435         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    121/499      4.32G    0.01694    0.01344   0.005492         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    121/499      4.32G    0.01694    0.01344   0.005492         68        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    121/499      4.32G    0.01697    0.01347   0.005422         77        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    121/499      4.32G    0.01697    0.01347   0.005422         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    121/499      4.32G    0.01695    0.01355   0.005382         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    121/499      4.32G    0.01695    0.01355   0.005382         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    121/499      4.32G    0.01694    0.01353   0.005373         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    121/499      4.32G    0.01694    0.01353   0.005373         73        640:  98%|#########7| 39/40 [00:07<00:00,  5.11it/s]
    121/499      4.32G    0.01702    0.01351   0.005277         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.11it/s]
    121/499      4.32G    0.01702    0.01351   0.005277         35        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    121/499      4.32G    0.01702    0.01351   0.005277         35        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.38it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.90it/s]
                   all        132        263      0.446     0.0456     0.0744     0.0212

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    122/499      4.32G    0.01793    0.01029    0.01341         62        640:   0%|          | 0/40 [00:00<?, ?it/s]
    122/499      4.32G    0.01793    0.01029    0.01341         62        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    122/499      4.32G    0.01755    0.01119   0.008264         70        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    122/499      4.32G    0.01755    0.01119   0.008264         70        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
    122/499      4.32G    0.01765     0.0119   0.009886         67        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
    122/499      4.32G    0.01765     0.0119   0.009886         67        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    122/499      4.32G    0.01738    0.01213   0.008868         71        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    122/499      4.32G    0.01738    0.01213   0.008868         71        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    122/499      4.32G    0.01723    0.01248   0.007667         79        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    122/499      4.32G    0.01723    0.01248   0.007667         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.12it/s]
    122/499      4.32G    0.01716    0.01267    0.00686         82        640:  12%|#2        | 5/40 [00:01<00:06,  5.12it/s]
    122/499      4.32G    0.01716    0.01267    0.00686         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    122/499      4.32G    0.01709    0.01261   0.006811         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.13it/s]
    122/499      4.32G    0.01709    0.01261   0.006811         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    122/499      4.32G     0.0169    0.01263   0.007122         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    122/499      4.32G     0.0169    0.01263   0.007122         77        640:  20%|##        | 8/40 [00:01<00:06,  5.08it/s]
    122/499      4.32G    0.01686    0.01253   0.006925         62        640:  20%|##        | 8/40 [00:01<00:06,  5.08it/s]
    122/499      4.32G    0.01686    0.01253   0.006925         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    122/499      4.32G    0.01684    0.01228   0.006453         54        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    122/499      4.32G    0.01684    0.01228   0.006453         54        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    122/499      4.32G    0.01696    0.01253   0.006104         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    122/499      4.32G    0.01696    0.01253   0.006104         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    122/499      4.32G    0.01699    0.01255   0.006002         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    122/499      4.32G    0.01699    0.01255   0.006002         76        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    122/499      4.32G    0.01703    0.01262   0.005777         76        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    122/499      4.32G    0.01703    0.01262   0.005777         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    122/499      4.32G    0.01689    0.01267    0.00557         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    122/499      4.32G    0.01689    0.01267    0.00557         80        640:  35%|###5      | 14/40 [00:02<00:05,  5.12it/s]
    122/499      4.32G    0.01684     0.0128    0.00569         84        640:  35%|###5      | 14/40 [00:02<00:05,  5.12it/s]
    122/499      4.32G    0.01684     0.0128    0.00569         84        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    122/499      4.32G    0.01682    0.01279   0.005541         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    122/499      4.32G    0.01682    0.01279   0.005541         74        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    122/499      4.32G    0.01695    0.01313   0.005604         93        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    122/499      4.32G    0.01695    0.01313   0.005604         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    122/499      4.32G    0.01705    0.01305   0.005502         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    122/499      4.32G    0.01705    0.01305   0.005502         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    122/499      4.32G     0.0171    0.01306    0.00546         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    122/499      4.32G     0.0171    0.01306    0.00546         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    122/499      4.32G    0.01717    0.01327   0.005599         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    122/499      4.32G    0.01717    0.01327   0.005599         87        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    122/499      4.32G    0.01722    0.01329   0.005519         70        640:  50%|#####     | 20/40 [00:04<00:03,  5.18it/s]
    122/499      4.32G    0.01722    0.01329   0.005519         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    122/499      4.32G    0.01713    0.01322   0.005448         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    122/499      4.32G    0.01713    0.01322   0.005448         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    122/499      4.32G    0.01725     0.0131   0.005619         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    122/499      4.32G    0.01725     0.0131   0.005619         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    122/499      4.32G    0.01719    0.01306   0.005502         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    122/499      4.32G    0.01719    0.01306   0.005502         72        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    122/499      4.32G     0.0171    0.01308   0.005661         75        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    122/499      4.32G     0.0171    0.01308   0.005661         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    122/499      4.32G    0.01709    0.01309   0.005619         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    122/499      4.32G    0.01709    0.01309   0.005619         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    122/499      4.32G    0.01719     0.0131   0.005747         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    122/499      4.32G    0.01719     0.0131   0.005747         70        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    122/499      4.32G    0.01719    0.01315   0.005812         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    122/499      4.32G    0.01719    0.01315   0.005812         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    122/499      4.32G    0.01727    0.01316    0.00576         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    122/499      4.32G    0.01727    0.01316    0.00576         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    122/499      4.32G    0.01731    0.01314   0.005879         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    122/499      4.32G    0.01731    0.01314   0.005879         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    122/499      4.32G    0.01731     0.0133   0.005766        104        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    122/499      4.32G    0.01731     0.0133   0.005766        104        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    122/499      4.32G    0.01729    0.01324   0.005646         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    122/499      4.32G    0.01729    0.01324   0.005646         72        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    122/499      4.32G    0.01732    0.01322   0.005642         70        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    122/499      4.32G    0.01732    0.01322   0.005642         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    122/499      4.32G    0.01732    0.01321   0.005617         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    122/499      4.32G    0.01732    0.01321   0.005617         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    122/499      4.32G    0.01736     0.0133   0.005629         90        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    122/499      4.32G    0.01736     0.0133   0.005629         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.10it/s]
    122/499      4.32G    0.01735    0.01325   0.005623         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.10it/s]
    122/499      4.32G    0.01735    0.01325   0.005623         62        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    122/499      4.32G    0.01733     0.0132   0.005605         66        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    122/499      4.32G    0.01733     0.0132   0.005605         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    122/499      4.32G    0.01736    0.01321   0.005695         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    122/499      4.32G    0.01736    0.01321   0.005695         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
    122/499      4.32G    0.01734    0.01321   0.005658         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
    122/499      4.32G    0.01734    0.01321   0.005658         82        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    122/499      4.32G    0.01732    0.01316   0.005561         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    122/499      4.32G    0.01732    0.01316   0.005561         33        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    122/499      4.32G    0.01732    0.01316   0.005561         33        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.58it/s]
                   all        132        263      0.423     0.0246      0.033     0.0156

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    123/499      4.32G    0.01601    0.01657   0.001202         95        640:   0%|          | 0/40 [00:00<?, ?it/s]
    123/499      4.32G    0.01601    0.01657   0.001202         95        640:   2%|2         | 1/40 [00:00<00:08,  4.60it/s]
    123/499      4.32G    0.01625    0.01552   0.002882         74        640:   2%|2         | 1/40 [00:00<00:08,  4.60it/s]
    123/499      4.32G    0.01625    0.01552   0.002882         74        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
    123/499      4.32G    0.01641    0.01388    0.00501         58        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
    123/499      4.32G    0.01641    0.01388    0.00501         58        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    123/499      4.32G    0.01648    0.01325   0.004701         69        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    123/499      4.32G    0.01648    0.01325   0.004701         69        640:  10%|#         | 4/40 [00:00<00:07,  5.02it/s]
    123/499      4.32G    0.01654    0.01345   0.005642         82        640:  10%|#         | 4/40 [00:00<00:07,  5.02it/s]
    123/499      4.32G    0.01654    0.01345   0.005642         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.15it/s]
    123/499      4.32G    0.01649    0.01374   0.005399         90        640:  12%|#2        | 5/40 [00:01<00:06,  5.15it/s]
    123/499      4.32G    0.01649    0.01374   0.005399         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    123/499      4.32G    0.01681    0.01332   0.005158         62        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    123/499      4.32G    0.01681    0.01332   0.005158         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
    123/499      4.32G    0.01676    0.01333    0.00522         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
    123/499      4.32G    0.01676    0.01333    0.00522         74        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    123/499      4.32G    0.01664    0.01338   0.005116         77        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    123/499      4.32G    0.01664    0.01338   0.005116         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    123/499      4.32G    0.01685    0.01365   0.005189         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    123/499      4.32G    0.01685    0.01365   0.005189         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.09it/s]
    123/499      4.32G    0.01669    0.01367   0.005494         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.09it/s]
    123/499      4.32G    0.01669    0.01367   0.005494         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    123/499      4.32G     0.0167    0.01357    0.00581         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    123/499      4.32G     0.0167    0.01357    0.00581         72        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    123/499      4.32G    0.01666    0.01347   0.005901         67        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    123/499      4.32G    0.01666    0.01347   0.005901         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    123/499      4.32G    0.01654    0.01351   0.005813         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    123/499      4.32G    0.01654    0.01351   0.005813         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    123/499      4.32G    0.01656    0.01371    0.00567         94        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    123/499      4.32G    0.01656    0.01371    0.00567         94        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    123/499      4.32G    0.01653    0.01361   0.005491         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    123/499      4.32G    0.01653    0.01361   0.005491         82        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    123/499      4.32G    0.01653    0.01361   0.005331         75        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    123/499      4.32G    0.01653    0.01361   0.005331         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    123/499      4.32G    0.01667    0.01377   0.005323         88        640:  42%|####2     | 17/40 [00:03<00:04,  5.23it/s]
    123/499      4.32G    0.01667    0.01377   0.005323         88        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    123/499      4.32G     0.0167    0.01377   0.005196         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    123/499      4.32G     0.0167    0.01377   0.005196         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    123/499      4.32G     0.0166    0.01366   0.005096         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.16it/s]
    123/499      4.32G     0.0166    0.01366   0.005096         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    123/499      4.32G    0.01653    0.01353   0.005006         63        640:  50%|#####     | 20/40 [00:04<00:03,  5.24it/s]
    123/499      4.32G    0.01653    0.01353   0.005006         63        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    123/499      4.32G    0.01656     0.0135      0.005         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    123/499      4.32G    0.01656     0.0135      0.005         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.08it/s]
    123/499      4.32G    0.01654    0.01341   0.005236         54        640:  55%|#####5    | 22/40 [00:04<00:03,  5.08it/s]
    123/499      4.32G    0.01654    0.01341   0.005236         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    123/499      4.32G    0.01651    0.01327   0.005343         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.18it/s]
    123/499      4.32G    0.01651    0.01327   0.005343         65        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    123/499      4.32G    0.01658    0.01336   0.005266         87        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    123/499      4.32G    0.01658    0.01336   0.005266         87        640:  62%|######2   | 25/40 [00:04<00:02,  5.15it/s]
    123/499      4.32G    0.01665    0.01322   0.005308         57        640:  62%|######2   | 25/40 [00:05<00:02,  5.15it/s]
    123/499      4.32G    0.01665    0.01322   0.005308         57        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    123/499      4.32G    0.01664     0.0132   0.005249         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    123/499      4.32G    0.01664     0.0132   0.005249         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    123/499      4.32G    0.01654    0.01311   0.005217         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    123/499      4.32G    0.01654    0.01311   0.005217         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    123/499      4.32G    0.01653    0.01317   0.005174         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    123/499      4.32G    0.01653    0.01317   0.005174         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    123/499      4.32G     0.0165    0.01316   0.005195         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    123/499      4.32G     0.0165    0.01316   0.005195         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    123/499      4.32G    0.01653    0.01318   0.005079         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    123/499      4.32G    0.01653    0.01318   0.005079         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    123/499      4.32G    0.01656    0.01318   0.005092         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    123/499      4.32G    0.01656    0.01318   0.005092         74        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    123/499      4.32G    0.01653    0.01309   0.005146         59        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    123/499      4.32G    0.01653    0.01309   0.005146         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    123/499      4.32G    0.01652    0.01307   0.005331         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    123/499      4.32G    0.01652    0.01307   0.005331         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    123/499      4.32G    0.01656     0.0131   0.005382         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    123/499      4.32G    0.01656     0.0131   0.005382         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    123/499      4.32G    0.01659     0.0131   0.005316         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    123/499      4.32G    0.01659     0.0131   0.005316         74        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    123/499      4.32G     0.0166    0.01312   0.005479         78        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    123/499      4.32G     0.0166    0.01312   0.005479         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    123/499      4.32G    0.01665    0.01308   0.005462         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    123/499      4.32G    0.01665    0.01308   0.005462         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    123/499      4.32G    0.01666    0.01306   0.005456         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    123/499      4.32G    0.01666    0.01306   0.005456         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    123/499      4.32G    0.01661    0.01312   0.005371         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    123/499      4.32G    0.01661    0.01312   0.005371         42        640: 100%|##########| 40/40 [00:07<00:00,  5.19it/s]
    123/499      4.32G    0.01661    0.01312   0.005371         42        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.77it/s]
                   all        132        263     0.0817    0.00526    0.00887    0.00455

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    124/499      4.32G    0.01557    0.01099    0.01332         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    124/499      4.32G    0.01557    0.01099    0.01332         68        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    124/499      4.32G    0.01597    0.01339   0.009107         88        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    124/499      4.32G    0.01597    0.01339   0.009107         88        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    124/499      4.32G    0.01684    0.01311   0.008186         66        640:   5%|5         | 2/40 [00:00<00:06,  5.47it/s]
    124/499      4.32G    0.01684    0.01311   0.008186         66        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    124/499      4.32G    0.01688    0.01295    0.00794         65        640:   8%|7         | 3/40 [00:00<00:07,  5.17it/s]
    124/499      4.32G    0.01688    0.01295    0.00794         65        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
    124/499      4.32G    0.01718      0.013   0.008713         69        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
    124/499      4.32G    0.01718      0.013   0.008713         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    124/499      4.32G    0.01713    0.01294   0.007708         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    124/499      4.32G    0.01713    0.01294   0.007708         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.09it/s]
    124/499      4.32G    0.01707    0.01323   0.007482         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.09it/s]
    124/499      4.32G    0.01707    0.01323   0.007482         92        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    124/499      4.32G    0.01721    0.01294   0.007347         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    124/499      4.32G    0.01721    0.01294   0.007347         60        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    124/499      4.32G    0.01753    0.01287   0.007206         67        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    124/499      4.32G    0.01753    0.01287   0.007206         67        640:  22%|##2       | 9/40 [00:01<00:06,  5.09it/s]
    124/499      4.32G    0.01763    0.01305   0.006963         78        640:  22%|##2       | 9/40 [00:01<00:06,  5.09it/s]
    124/499      4.32G    0.01763    0.01305   0.006963         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    124/499      4.32G    0.01763    0.01307    0.00676         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    124/499      4.32G    0.01763    0.01307    0.00676         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    124/499      4.32G    0.01771    0.01329   0.007186         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    124/499      4.32G    0.01771    0.01329   0.007186         82        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
    124/499      4.32G    0.01756    0.01329   0.007158         76        640:  30%|###       | 12/40 [00:02<00:05,  5.13it/s]
    124/499      4.32G    0.01756    0.01329   0.007158         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    124/499      4.32G    0.01739    0.01334   0.006926         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    124/499      4.32G    0.01739    0.01334   0.006926         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    124/499      4.32G    0.01724    0.01336    0.00665         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    124/499      4.32G    0.01724    0.01336    0.00665         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.13it/s]
    124/499      4.32G    0.01728    0.01328   0.006584         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.13it/s]
    124/499      4.32G    0.01728    0.01328   0.006584         70        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    124/499      4.32G    0.01732     0.0133   0.006437         74        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    124/499      4.32G    0.01732     0.0133   0.006437         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    124/499      4.32G    0.01726    0.01324   0.006288         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    124/499      4.32G    0.01726    0.01324   0.006288         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.08it/s]
    124/499      4.32G    0.01726    0.01313   0.006269         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.08it/s]
    124/499      4.32G    0.01726    0.01313   0.006269         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    124/499      4.32G    0.01725    0.01313   0.006162         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    124/499      4.32G    0.01725    0.01313   0.006162         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    124/499      4.32G    0.01719    0.01314   0.005998         79        640:  50%|#####     | 20/40 [00:04<00:03,  5.29it/s]
    124/499      4.32G    0.01719    0.01314   0.005998         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    124/499      4.32G    0.01732    0.01321   0.006403         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    124/499      4.32G    0.01732    0.01321   0.006403         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    124/499      4.32G    0.01733    0.01328   0.006383         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    124/499      4.32G    0.01733    0.01328   0.006383         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    124/499      4.32G    0.01726    0.01325   0.006389         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    124/499      4.32G    0.01726    0.01325   0.006389         72        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    124/499      4.32G    0.01722    0.01313   0.006245         64        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    124/499      4.32G    0.01722    0.01313   0.006245         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    124/499      4.32G    0.01718    0.01322   0.006166         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    124/499      4.32G    0.01718    0.01322   0.006166         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    124/499      4.32G    0.01729    0.01324   0.006129         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    124/499      4.32G    0.01729    0.01324   0.006129         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    124/499      4.32G    0.01729    0.01322   0.006199         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    124/499      4.32G    0.01729    0.01322   0.006199         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    124/499      4.32G    0.01731    0.01323   0.006178         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    124/499      4.32G    0.01731    0.01323   0.006178         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    124/499      4.32G    0.01724    0.01319   0.006069         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    124/499      4.32G    0.01724    0.01319   0.006069         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    124/499      4.32G    0.01722    0.01327   0.006086         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    124/499      4.32G    0.01722    0.01327   0.006086         89        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    124/499      4.32G    0.01723    0.01326   0.006115         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    124/499      4.32G    0.01723    0.01326   0.006115         66        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    124/499      4.32G     0.0172    0.01316   0.006078         65        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    124/499      4.32G     0.0172    0.01316   0.006078         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    124/499      4.32G    0.01716    0.01315   0.005983         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    124/499      4.32G    0.01716    0.01315   0.005983         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    124/499      4.32G    0.01717    0.01327    0.00596         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    124/499      4.32G    0.01717    0.01327    0.00596         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    124/499      4.32G    0.01722    0.01327   0.006042         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    124/499      4.32G    0.01722    0.01327   0.006042         75        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    124/499      4.32G    0.01724    0.01326   0.006064         66        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    124/499      4.32G    0.01724    0.01326   0.006064         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    124/499      4.32G    0.01721    0.01328   0.006033         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.13it/s]
    124/499      4.32G    0.01721    0.01328   0.006033         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    124/499      4.32G    0.01721    0.01325   0.005955         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.23it/s]
    124/499      4.32G    0.01721    0.01325   0.005955         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    124/499      4.32G    0.01719    0.01325   0.005927         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.13it/s]
    124/499      4.32G    0.01719    0.01325   0.005927         36        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    124/499      4.32G    0.01719    0.01325   0.005927         36        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.76it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263      0.437     0.0193     0.0269     0.0126

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    125/499      4.32G     0.0167     0.0136   0.003981         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    125/499      4.32G     0.0167     0.0136   0.003981         72        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    125/499      4.32G    0.01589    0.01314    0.00295         71        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    125/499      4.32G    0.01589    0.01314    0.00295         71        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
    125/499      4.32G    0.01636    0.01287   0.003433         73        640:   5%|5         | 2/40 [00:00<00:07,  5.12it/s]
    125/499      4.32G    0.01636    0.01287   0.003433         73        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    125/499      4.32G     0.0164    0.01296   0.004853         69        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    125/499      4.32G     0.0164    0.01296   0.004853         69        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    125/499      4.32G    0.01669    0.01334   0.005214         80        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    125/499      4.32G    0.01669    0.01334   0.005214         80        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    125/499      4.32G    0.01671    0.01356   0.005302         84        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    125/499      4.32G    0.01671    0.01356   0.005302         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    125/499      4.32G    0.01661    0.01373   0.005843         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    125/499      4.32G    0.01661    0.01373   0.005843         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    125/499      4.32G     0.0167    0.01346   0.006035         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    125/499      4.32G     0.0167    0.01346   0.006035         64        640:  20%|##        | 8/40 [00:01<00:06,  5.11it/s]
    125/499      4.32G    0.01656    0.01329   0.006015         71        640:  20%|##        | 8/40 [00:01<00:06,  5.11it/s]
    125/499      4.32G    0.01656    0.01329   0.006015         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    125/499      4.32G     0.0165    0.01317    0.00558         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.22it/s]
    125/499      4.32G     0.0165    0.01317    0.00558         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    125/499      4.32G    0.01674    0.01301   0.005515         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    125/499      4.32G    0.01674    0.01301   0.005515         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.11it/s]
    125/499      4.32G    0.01674    0.01302   0.005239         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.11it/s]
    125/499      4.32G    0.01674    0.01302   0.005239         78        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    125/499      4.32G    0.01665    0.01311   0.005093         85        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    125/499      4.32G    0.01665    0.01311   0.005093         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    125/499      4.32G    0.01663    0.01328   0.005179         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    125/499      4.32G    0.01663    0.01328   0.005179         88        640:  35%|###5      | 14/40 [00:02<00:05,  5.08it/s]
    125/499      4.32G    0.01658    0.01318   0.004951         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.08it/s]
    125/499      4.32G    0.01658    0.01318   0.004951         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
    125/499      4.32G    0.01663    0.01332   0.004929         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
    125/499      4.32G    0.01663    0.01332   0.004929         91        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    125/499      4.32G    0.01663    0.01322   0.004991         71        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    125/499      4.32G    0.01663    0.01322   0.004991         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
    125/499      4.32G     0.0167     0.0133   0.005103         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
    125/499      4.32G     0.0167     0.0133   0.005103         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    125/499      4.32G    0.01658    0.01329    0.00501         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    125/499      4.32G    0.01658    0.01329    0.00501         81        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    125/499      4.32G    0.01658    0.01329   0.004962         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    125/499      4.32G    0.01658    0.01329   0.004962         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    125/499      4.32G    0.01659    0.01332   0.005066         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.17it/s]
    125/499      4.32G    0.01659    0.01332   0.005066         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    125/499      4.32G     0.0167    0.01323   0.005081         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    125/499      4.32G     0.0167    0.01323   0.005081         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    125/499      4.32G    0.01672    0.01327   0.005029         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.32it/s]
    125/499      4.32G    0.01672    0.01327   0.005029         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.08it/s]
    125/499      4.32G    0.01672    0.01323   0.004945         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.08it/s]
    125/499      4.32G    0.01672    0.01323   0.004945         67        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    125/499      4.32G    0.01671    0.01323   0.004828         76        640:  60%|######    | 24/40 [00:04<00:03,  5.18it/s]
    125/499      4.32G    0.01671    0.01323   0.004828         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    125/499      4.32G    0.01668    0.01311   0.004888         63        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    125/499      4.32G    0.01668    0.01311   0.004888         63        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    125/499      4.32G    0.01667     0.0131   0.004846         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    125/499      4.32G    0.01667     0.0131   0.004846         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    125/499      4.32G    0.01671    0.01308   0.004808         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    125/499      4.32G    0.01671    0.01308   0.004808         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    125/499      4.32G    0.01676    0.01307   0.004947         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    125/499      4.32G    0.01676    0.01307   0.004947         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    125/499      4.32G    0.01668    0.01304   0.004881         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    125/499      4.32G    0.01668    0.01304   0.004881         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    125/499      4.32G    0.01669    0.01301   0.004872         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    125/499      4.32G    0.01669    0.01301   0.004872         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    125/499      4.32G    0.01668    0.01302    0.00486         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    125/499      4.32G    0.01668    0.01302    0.00486         76        640:  80%|########  | 32/40 [00:06<00:01,  5.10it/s]
    125/499      4.32G    0.01663    0.01297   0.004881         56        640:  80%|########  | 32/40 [00:06<00:01,  5.10it/s]
    125/499      4.32G    0.01663    0.01297   0.004881         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    125/499      4.32G    0.01668    0.01289   0.004832         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    125/499      4.32G    0.01668    0.01289   0.004832         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    125/499      4.32G    0.01665    0.01283   0.004787         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    125/499      4.32G    0.01665    0.01283   0.004787         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
    125/499      4.32G    0.01664    0.01287   0.004757         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.11it/s]
    125/499      4.32G    0.01664    0.01287   0.004757         82        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    125/499      4.32G    0.01659    0.01287   0.004763         84        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    125/499      4.32G    0.01659    0.01287   0.004763         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    125/499      4.32G    0.01658    0.01291   0.004768         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    125/499      4.32G    0.01658    0.01291   0.004768         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    125/499      4.32G    0.01657    0.01299   0.004777         94        640:  95%|#########5| 38/40 [00:07<00:00,  5.15it/s]
    125/499      4.32G    0.01657    0.01299   0.004777         94        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    125/499      4.32G     0.0166    0.01303   0.004842         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    125/499      4.32G     0.0166    0.01303   0.004842         38        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    125/499      4.32G     0.0166    0.01303   0.004842         38        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.44it/s]
                   all        132        263     0.0134     0.0175     0.0145    0.00631

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    126/499      4.32G    0.01677    0.01415   0.006243         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    126/499      4.32G    0.01677    0.01415   0.006243         81        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    126/499      4.32G    0.01768    0.01429   0.004047         78        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    126/499      4.32G    0.01768    0.01429   0.004047         78        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
    126/499      4.32G    0.01769    0.01471   0.003648         84        640:   5%|5         | 2/40 [00:00<00:07,  4.97it/s]
    126/499      4.32G    0.01769    0.01471   0.003648         84        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    126/499      4.32G    0.01736    0.01427   0.003988         73        640:   8%|7         | 3/40 [00:00<00:07,  5.16it/s]
    126/499      4.32G    0.01736    0.01427   0.003988         73        640:  10%|#         | 4/40 [00:00<00:07,  5.06it/s]
    126/499      4.32G     0.0173    0.01457   0.004491         89        640:  10%|#         | 4/40 [00:00<00:07,  5.06it/s]
    126/499      4.32G     0.0173    0.01457   0.004491         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.09it/s]
    126/499      4.32G    0.01719     0.0142   0.004537         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.09it/s]
    126/499      4.32G    0.01719     0.0142   0.004537         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    126/499      4.32G    0.01729     0.0141   0.004555         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    126/499      4.32G    0.01729     0.0141   0.004555         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.04it/s]
    126/499      4.32G    0.01707    0.01396   0.004142         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.04it/s]
    126/499      4.32G    0.01707    0.01396   0.004142         83        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    126/499      4.32G    0.01678    0.01404    0.00416         81        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    126/499      4.32G    0.01678    0.01404    0.00416         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    126/499      4.32G    0.01674     0.0139   0.004179         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    126/499      4.32G    0.01674     0.0139   0.004179         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.13it/s]
    126/499      4.32G    0.01667    0.01396   0.004323         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.13it/s]
    126/499      4.32G    0.01667    0.01396   0.004323         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    126/499      4.32G    0.01674    0.01399   0.004571         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.22it/s]
    126/499      4.32G    0.01674    0.01399   0.004571         78        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    126/499      4.32G    0.01662    0.01381   0.004378         67        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    126/499      4.32G    0.01662    0.01381   0.004378         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
    126/499      4.32G    0.01689    0.01366    0.00437         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.10it/s]
    126/499      4.32G    0.01689    0.01366    0.00437         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    126/499      4.32G    0.01681    0.01344   0.004357         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.20it/s]
    126/499      4.32G    0.01681    0.01344   0.004357         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    126/499      4.32G    0.01669    0.01343   0.004259         91        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    126/499      4.32G    0.01669    0.01343   0.004259         91        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    126/499      4.32G    0.01655    0.01337   0.004267         76        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    126/499      4.32G    0.01655    0.01337   0.004267         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    126/499      4.32G    0.01661    0.01327   0.004418         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    126/499      4.32G    0.01661    0.01327   0.004418         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    126/499      4.32G     0.0166    0.01322   0.004454         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    126/499      4.32G     0.0166    0.01322   0.004454         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
    126/499      4.32G    0.01652    0.01315   0.004542         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.11it/s]
    126/499      4.32G    0.01652    0.01315   0.004542         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    126/499      4.32G    0.01645     0.0131   0.004631         73        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
    126/499      4.32G    0.01645     0.0131   0.004631         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    126/499      4.32G    0.01655     0.0131   0.004773         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    126/499      4.32G    0.01655     0.0131   0.004773         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    126/499      4.32G    0.01659    0.01316    0.00477         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    126/499      4.32G    0.01659    0.01316    0.00477         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    126/499      4.32G    0.01653    0.01309   0.005008         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    126/499      4.32G    0.01653    0.01309   0.005008         76        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    126/499      4.32G    0.01651    0.01314   0.005004         85        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    126/499      4.32G    0.01651    0.01314   0.005004         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    126/499      4.32G     0.0166    0.01316   0.004991         70        640:  62%|######2   | 25/40 [00:05<00:02,  5.19it/s]
    126/499      4.32G     0.0166    0.01316   0.004991         70        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    126/499      4.32G    0.01659    0.01313   0.004915         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    126/499      4.32G    0.01659    0.01313   0.004915         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    126/499      4.32G    0.01662    0.01306   0.005012         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    126/499      4.32G    0.01662    0.01306   0.005012         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    126/499      4.32G    0.01661    0.01305    0.00493         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    126/499      4.32G    0.01661    0.01305    0.00493         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    126/499      4.32G     0.0166    0.01306   0.004978         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    126/499      4.32G     0.0166    0.01306   0.004978         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    126/499      4.32G     0.0167    0.01304   0.005025         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    126/499      4.32G     0.0167    0.01304   0.005025         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.18it/s]
    126/499      4.32G     0.0167    0.01301   0.004945         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.18it/s]
    126/499      4.32G     0.0167    0.01301   0.004945         70        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    126/499      4.32G     0.0167    0.01299   0.004897         66        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    126/499      4.32G     0.0167    0.01299   0.004897         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    126/499      4.32G    0.01673      0.013   0.004845         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    126/499      4.32G    0.01673      0.013   0.004845         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    126/499      4.32G     0.0167    0.01304   0.004765         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    126/499      4.32G     0.0167    0.01304   0.004765         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    126/499      4.32G    0.01667      0.013   0.004737         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    126/499      4.32G    0.01667      0.013   0.004737         68        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    126/499      4.32G    0.01668    0.01295   0.004782         65        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    126/499      4.32G    0.01668    0.01295   0.004782         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    126/499      4.32G    0.01669    0.01292   0.004796         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    126/499      4.32G    0.01669    0.01292   0.004796         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    126/499      4.32G    0.01665    0.01288   0.004714         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.26it/s]
    126/499      4.32G    0.01665    0.01288   0.004714         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    126/499      4.32G    0.01667    0.01283   0.004707         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    126/499      4.32G    0.01667    0.01283   0.004707         32        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    126/499      4.32G    0.01667    0.01283   0.004707         32        640: 100%|##########| 40/40 [00:07<00:00,  5.21it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263      0.566     0.0228     0.0262     0.0106

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    127/499      4.32G    0.01637    0.01201   0.002645         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    127/499      4.32G    0.01637    0.01201   0.002645         64        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    127/499      4.32G    0.01672    0.01281   0.002264         70        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    127/499      4.32G    0.01672    0.01281   0.002264         70        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
    127/499      4.32G    0.01608    0.01285   0.002379         81        640:   5%|5         | 2/40 [00:00<00:06,  5.44it/s]
    127/499      4.32G    0.01608    0.01285   0.002379         81        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    127/499      4.32G     0.0161    0.01287   0.003809         70        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    127/499      4.32G     0.0161    0.01287   0.003809         70        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    127/499      4.32G    0.01622    0.01279   0.003669         67        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    127/499      4.32G    0.01622    0.01279   0.003669         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    127/499      4.32G    0.01592     0.0127   0.003762         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    127/499      4.32G    0.01592     0.0127   0.003762         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    127/499      4.32G    0.01602    0.01289   0.004455         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    127/499      4.32G    0.01602    0.01289   0.004455         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    127/499      4.32G    0.01607    0.01303   0.005113         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    127/499      4.32G    0.01607    0.01303   0.005113         80        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    127/499      4.32G    0.01594    0.01288   0.004744         68        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    127/499      4.32G    0.01594    0.01288   0.004744         68        640:  22%|##2       | 9/40 [00:01<00:06,  5.08it/s]
    127/499      4.32G    0.01595    0.01284   0.005263         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.08it/s]
    127/499      4.32G    0.01595    0.01284   0.005263         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    127/499      4.32G    0.01594    0.01286   0.005186         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    127/499      4.32G    0.01594    0.01286   0.005186         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    127/499      4.32G    0.01599    0.01274     0.0051         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    127/499      4.32G    0.01599    0.01274     0.0051         70        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    127/499      4.32G    0.01594    0.01274   0.005227         73        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    127/499      4.32G    0.01594    0.01274   0.005227         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    127/499      4.32G    0.01597     0.0128   0.005153         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    127/499      4.32G    0.01597     0.0128   0.005153         79        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    127/499      4.32G    0.01595    0.01281   0.005104         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    127/499      4.32G    0.01595    0.01281   0.005104         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.15it/s]
    127/499      4.32G     0.0159    0.01275   0.004907         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.15it/s]
    127/499      4.32G     0.0159    0.01275   0.004907         72        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    127/499      4.32G    0.01591    0.01277   0.005105         71        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    127/499      4.32G    0.01591    0.01277   0.005105         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    127/499      4.32G    0.01598    0.01278   0.005026         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    127/499      4.32G    0.01598    0.01278   0.005026         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    127/499      4.32G    0.01604    0.01298   0.004854         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    127/499      4.32G    0.01604    0.01298   0.004854         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    127/499      4.32G      0.016    0.01292   0.004722         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    127/499      4.32G      0.016    0.01292   0.004722         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    127/499      4.32G    0.01593    0.01291   0.004781         76        640:  50%|#####     | 20/40 [00:04<00:03,  5.33it/s]
    127/499      4.32G    0.01593    0.01291   0.004781         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
    127/499      4.32G    0.01593    0.01286   0.004746         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.13it/s]
    127/499      4.32G    0.01593    0.01286   0.004746         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    127/499      4.32G    0.01596    0.01285   0.004866         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    127/499      4.32G    0.01596    0.01285   0.004866         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    127/499      4.32G    0.01595    0.01286   0.004864         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.27it/s]
    127/499      4.32G    0.01595    0.01286   0.004864         76        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
    127/499      4.32G    0.01593    0.01282   0.004917         64        640:  60%|######    | 24/40 [00:04<00:03,  5.16it/s]
    127/499      4.32G    0.01593    0.01282   0.004917         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    127/499      4.32G      0.016    0.01291   0.005127         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    127/499      4.32G      0.016    0.01291   0.005127         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    127/499      4.32G    0.01603    0.01287   0.005232         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    127/499      4.32G    0.01603    0.01287   0.005232         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    127/499      4.32G    0.01611    0.01292    0.00525         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    127/499      4.32G    0.01611    0.01292    0.00525         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    127/499      4.32G    0.01613      0.013   0.005168         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    127/499      4.32G    0.01613      0.013   0.005168         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    127/499      4.32G    0.01605      0.013   0.005087         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    127/499      4.32G    0.01605      0.013   0.005087         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    127/499      4.32G    0.01607    0.01306   0.005066         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    127/499      4.32G    0.01607    0.01306   0.005066         86        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    127/499      4.32G    0.01609    0.01307   0.005019         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    127/499      4.32G    0.01609    0.01307   0.005019         78        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    127/499      4.32G    0.01607    0.01299   0.004998         58        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    127/499      4.32G    0.01607    0.01299   0.004998         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    127/499      4.32G    0.01613    0.01312   0.005128        100        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    127/499      4.32G    0.01613    0.01312   0.005128        100        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    127/499      4.32G    0.01622    0.01323   0.005093         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    127/499      4.32G    0.01622    0.01323   0.005093         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    127/499      4.32G    0.01618     0.0132   0.005005         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    127/499      4.32G    0.01618     0.0132   0.005005         65        640:  90%|######### | 36/40 [00:06<00:00,  5.05it/s]
    127/499      4.32G    0.01619    0.01314    0.00495         68        640:  90%|######### | 36/40 [00:07<00:00,  5.05it/s]
    127/499      4.32G    0.01619    0.01314    0.00495         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    127/499      4.32G    0.01622     0.0131   0.005128         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    127/499      4.32G    0.01622     0.0131   0.005128         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    127/499      4.32G    0.01623     0.0131   0.005074         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    127/499      4.32G    0.01623     0.0131   0.005074         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    127/499      4.32G    0.01628    0.01305   0.005303         30        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    127/499      4.32G    0.01628    0.01305   0.005303         30        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    127/499      4.32G    0.01628    0.01305   0.005303         30        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263     0.0547      0.144     0.0707     0.0303

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    128/499      4.32G    0.01736     0.0145   0.004914         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    128/499      4.32G    0.01736     0.0145   0.004914         74        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    128/499      4.32G    0.01668    0.01493   0.005184         85        640:   2%|2         | 1/40 [00:00<00:07,  5.36it/s]
    128/499      4.32G    0.01668    0.01493   0.005184         85        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
    128/499      4.32G    0.01634    0.01411   0.006037         80        640:   5%|5         | 2/40 [00:00<00:07,  5.11it/s]
    128/499      4.32G    0.01634    0.01411   0.006037         80        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    128/499      4.32G    0.01606    0.01392   0.006371         80        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    128/499      4.32G    0.01606    0.01392   0.006371         80        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    128/499      4.32G    0.01602    0.01369   0.007094         77        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    128/499      4.32G    0.01602    0.01369   0.007094         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.06it/s]
    128/499      4.32G    0.01593    0.01367   0.006721         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.06it/s]
    128/499      4.32G    0.01593    0.01367   0.006721         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    128/499      4.32G    0.01589    0.01347   0.006667         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.20it/s]
    128/499      4.32G    0.01589    0.01347   0.006667         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    128/499      4.32G     0.0162    0.01339   0.007136         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.29it/s]
    128/499      4.32G     0.0162    0.01339   0.007136         65        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
    128/499      4.32G    0.01595    0.01328    0.00701         80        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
    128/499      4.32G    0.01595    0.01328    0.00701         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    128/499      4.32G    0.01594    0.01361   0.007019         94        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    128/499      4.32G    0.01594    0.01361   0.007019         94        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    128/499      4.32G    0.01585    0.01326   0.006735         59        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    128/499      4.32G    0.01585    0.01326   0.006735         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
    128/499      4.32G    0.01597    0.01322   0.006464         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.12it/s]
    128/499      4.32G    0.01597    0.01322   0.006464         58        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    128/499      4.32G    0.01597    0.01321   0.006449         73        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    128/499      4.32G    0.01597    0.01321   0.006449         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    128/499      4.32G    0.01624    0.01333    0.00668         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.25it/s]
    128/499      4.32G    0.01624    0.01333    0.00668         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    128/499      4.32G    0.01621    0.01328   0.006577         75        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    128/499      4.32G    0.01621    0.01328   0.006577         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    128/499      4.32G    0.01641     0.0135   0.006547         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    128/499      4.32G    0.01641     0.0135   0.006547         82        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    128/499      4.32G    0.01662    0.01364    0.00646         80        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    128/499      4.32G    0.01662    0.01364    0.00646         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    128/499      4.32G    0.01664    0.01361   0.006207         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    128/499      4.32G    0.01664    0.01361   0.006207         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    128/499      4.32G    0.01664    0.01358   0.006204         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    128/499      4.32G    0.01664    0.01358   0.006204         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    128/499      4.32G    0.01659    0.01352   0.006138         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    128/499      4.32G    0.01659    0.01352   0.006138         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    128/499      4.32G    0.01656    0.01353   0.006075         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
    128/499      4.32G    0.01656    0.01353   0.006075         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    128/499      4.32G    0.01653    0.01355   0.005926         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    128/499      4.32G    0.01653    0.01355   0.005926         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    128/499      4.32G    0.01651    0.01363   0.005804         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.36it/s]
    128/499      4.32G    0.01651    0.01363   0.005804         90        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    128/499      4.32G     0.0165    0.01342   0.005928         52        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    128/499      4.32G     0.0165    0.01342   0.005928         52        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    128/499      4.32G    0.01647    0.01344   0.006056         79        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    128/499      4.32G    0.01647    0.01344   0.006056         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    128/499      4.32G    0.01653    0.01332    0.00629         59        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    128/499      4.32G    0.01653    0.01332    0.00629         59        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    128/499      4.32G    0.01642    0.01329   0.006193         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    128/499      4.32G    0.01642    0.01329   0.006193         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    128/499      4.32G    0.01639    0.01333   0.006186         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    128/499      4.32G    0.01639    0.01333   0.006186         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    128/499      4.32G    0.01637    0.01337   0.006182         94        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    128/499      4.32G    0.01637    0.01337   0.006182         94        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    128/499      4.32G    0.01635    0.01337   0.006223         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    128/499      4.32G    0.01635    0.01337   0.006223         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    128/499      4.32G    0.01633     0.0134   0.006179         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    128/499      4.32G    0.01633     0.0134   0.006179         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    128/499      4.32G    0.01633    0.01344   0.006243         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    128/499      4.32G    0.01633    0.01344   0.006243         89        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    128/499      4.32G    0.01635    0.01354   0.006299         88        640:  80%|########  | 32/40 [00:06<00:01,  5.16it/s]
    128/499      4.32G    0.01635    0.01354   0.006299         88        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    128/499      4.32G    0.01638    0.01355    0.00637         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    128/499      4.32G    0.01638    0.01355    0.00637         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    128/499      4.32G     0.0164    0.01352   0.006372         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    128/499      4.32G     0.0164    0.01352   0.006372         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    128/499      4.32G     0.0164    0.01352   0.006339         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    128/499      4.32G     0.0164    0.01352   0.006339         79        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    128/499      4.32G    0.01644    0.01351   0.006524         72        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    128/499      4.32G    0.01644    0.01351   0.006524         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    128/499      4.32G     0.0165    0.01348   0.006523         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    128/499      4.32G     0.0165    0.01348   0.006523         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    128/499      4.32G     0.0165    0.01342   0.006561         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    128/499      4.32G     0.0165    0.01342   0.006561         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    128/499      4.32G    0.01645    0.01341   0.006478         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    128/499      4.32G    0.01645    0.01341   0.006478         40        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    128/499      4.32G    0.01645    0.01341   0.006478         40        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.57it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.21it/s]
                   all        132        263     0.0528     0.0742     0.0616     0.0275

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    129/499      4.32G    0.01573    0.01546   0.006273         95        640:   0%|          | 0/40 [00:00<?, ?it/s]
    129/499      4.32G    0.01573    0.01546   0.006273         95        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    129/499      4.32G      0.016    0.01336    0.00507         73        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    129/499      4.32G      0.016    0.01336    0.00507         73        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    129/499      4.32G    0.01639    0.01394   0.004462         81        640:   5%|5         | 2/40 [00:00<00:07,  5.25it/s]
    129/499      4.32G    0.01639    0.01394   0.004462         81        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    129/499      4.32G    0.01744    0.01415   0.007518         66        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    129/499      4.32G    0.01744    0.01415   0.007518         66        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    129/499      4.32G    0.01716     0.0145   0.007105         86        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    129/499      4.32G    0.01716     0.0145   0.007105         86        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    129/499      4.32G    0.01708    0.01425   0.006644         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    129/499      4.32G    0.01708    0.01425   0.006644         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    129/499      4.32G    0.01711     0.0142   0.006733         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    129/499      4.32G    0.01711     0.0142   0.006733         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    129/499      4.32G    0.01698    0.01397   0.006859         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    129/499      4.32G    0.01698    0.01397   0.006859         69        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    129/499      4.32G    0.01687    0.01427    0.00656         90        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    129/499      4.32G    0.01687    0.01427    0.00656         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    129/499      4.32G    0.01684    0.01406   0.006806         58        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    129/499      4.32G    0.01684    0.01406   0.006806         58        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    129/499      4.32G    0.01716    0.01393   0.006898         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    129/499      4.32G    0.01716    0.01393   0.006898         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    129/499      4.32G    0.01708    0.01381   0.006817         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    129/499      4.32G    0.01708    0.01381   0.006817         73        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    129/499      4.32G    0.01693     0.0135   0.006872         55        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    129/499      4.32G    0.01693     0.0135   0.006872         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    129/499      4.32G    0.01683    0.01346   0.006641         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    129/499      4.32G    0.01683    0.01346   0.006641         63        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    129/499      4.32G    0.01681    0.01359   0.006322         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    129/499      4.32G    0.01681    0.01359   0.006322         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    129/499      4.32G    0.01675    0.01344   0.006326         63        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    129/499      4.32G    0.01675    0.01344   0.006326         63        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    129/499      4.32G    0.01675    0.01367   0.006207         91        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    129/499      4.32G    0.01675    0.01367   0.006207         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    129/499      4.32G    0.01687    0.01365   0.006552         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    129/499      4.32G    0.01687    0.01365   0.006552         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    129/499      4.32G    0.01692    0.01376   0.006468         90        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    129/499      4.32G    0.01692    0.01376   0.006468         90        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    129/499      4.32G    0.01721    0.01382    0.00643         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    129/499      4.32G    0.01721    0.01382    0.00643         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    129/499      4.32G    0.01716    0.01362   0.006294         56        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    129/499      4.32G    0.01716    0.01362   0.006294         56        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    129/499      4.32G    0.01727    0.01361   0.006293         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    129/499      4.32G    0.01727    0.01361   0.006293         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.09it/s]
    129/499      4.32G    0.01734    0.01353   0.006234         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.09it/s]
    129/499      4.32G    0.01734    0.01353   0.006234         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    129/499      4.32G     0.0174    0.01353   0.006331         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    129/499      4.32G     0.0174    0.01353   0.006331         71        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    129/499      4.32G    0.01737    0.01354    0.00617         75        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    129/499      4.32G    0.01737    0.01354    0.00617         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    129/499      4.32G    0.01732    0.01346   0.006084         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    129/499      4.32G    0.01732    0.01346   0.006084         66        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    129/499      4.32G    0.01729    0.01347   0.005994         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    129/499      4.32G    0.01729    0.01347   0.005994         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    129/499      4.32G    0.01724    0.01342   0.005951         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    129/499      4.32G    0.01724    0.01342   0.005951         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    129/499      4.32G    0.01722     0.0135   0.006133         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    129/499      4.32G    0.01722     0.0135   0.006133         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    129/499      4.32G    0.01716    0.01342   0.006192         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    129/499      4.32G    0.01716    0.01342   0.006192         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    129/499      4.32G    0.01713    0.01342   0.006127         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    129/499      4.32G    0.01713    0.01342   0.006127         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    129/499      4.32G    0.01718    0.01343    0.00608         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    129/499      4.32G    0.01718    0.01343    0.00608         72        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    129/499      4.32G    0.01728    0.01343   0.006082         73        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    129/499      4.32G    0.01728    0.01343   0.006082         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    129/499      4.32G    0.01725     0.0134    0.00607         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    129/499      4.32G    0.01725     0.0134    0.00607         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    129/499      4.32G    0.01729    0.01343   0.006077         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    129/499      4.32G    0.01729    0.01343   0.006077         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    129/499      4.32G     0.0173    0.01341    0.00607         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    129/499      4.32G     0.0173    0.01341    0.00607         75        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    129/499      4.32G    0.01729    0.01338   0.006241         71        640:  90%|######### | 36/40 [00:07<00:00,  5.34it/s]
    129/499      4.32G    0.01729    0.01338   0.006241         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    129/499      4.32G    0.01731    0.01352   0.006313         94        640:  92%|#########2| 37/40 [00:07<00:00,  5.19it/s]
    129/499      4.32G    0.01731    0.01352   0.006313         94        640:  95%|#########5| 38/40 [00:07<00:00,  5.05it/s]
    129/499      4.32G     0.0173    0.01354   0.006203         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.05it/s]
    129/499      4.32G     0.0173    0.01354   0.006203         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    129/499      4.32G    0.01728    0.01366   0.006161         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    129/499      4.32G    0.01728    0.01366   0.006161         59        640: 100%|##########| 40/40 [00:07<00:00,  5.14it/s]
    129/499      4.32G    0.01728    0.01366   0.006161         59        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  6.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.75it/s]
                   all        132        263     0.0436      0.066     0.0566      0.024

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    130/499      4.32G    0.01786    0.01709   0.007157         92        640:   0%|          | 0/40 [00:00<?, ?it/s]
    130/499      4.32G    0.01786    0.01709   0.007157         92        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    130/499      4.32G     0.0176    0.01612   0.006867         78        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    130/499      4.32G     0.0176    0.01612   0.006867         78        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    130/499      4.32G     0.0179    0.01579   0.006639         79        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    130/499      4.32G     0.0179    0.01579   0.006639         79        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    130/499      4.32G    0.01746    0.01548   0.006217         82        640:   8%|7         | 3/40 [00:00<00:07,  5.21it/s]
    130/499      4.32G    0.01746    0.01548   0.006217         82        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    130/499      4.32G    0.01782     0.0154   0.006499         74        640:  10%|#         | 4/40 [00:00<00:06,  5.29it/s]
    130/499      4.32G    0.01782     0.0154   0.006499         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.36it/s]
    130/499      4.32G    0.01758    0.01479   0.006045         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.36it/s]
    130/499      4.32G    0.01758    0.01479   0.006045         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.09it/s]
    130/499      4.32G    0.01713    0.01417   0.005645         60        640:  15%|#5        | 6/40 [00:01<00:06,  5.09it/s]
    130/499      4.32G    0.01713    0.01417   0.005645         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    130/499      4.32G    0.01704    0.01386   0.005606         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    130/499      4.32G    0.01704    0.01386   0.005606         66        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    130/499      4.32G     0.0168    0.01368   0.005545         75        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    130/499      4.32G     0.0168    0.01368   0.005545         75        640:  22%|##2       | 9/40 [00:01<00:06,  5.09it/s]
    130/499      4.32G    0.01675     0.0136    0.00538         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.09it/s]
    130/499      4.32G    0.01675     0.0136    0.00538         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    130/499      4.32G    0.01676    0.01352    0.00544         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    130/499      4.32G    0.01676    0.01352    0.00544         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    130/499      4.32G    0.01696    0.01346   0.005596         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    130/499      4.32G    0.01696    0.01346   0.005596         65        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
    130/499      4.32G    0.01696    0.01368   0.005577         93        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
    130/499      4.32G    0.01696    0.01368   0.005577         93        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    130/499      4.32G    0.01702    0.01366   0.005399         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    130/499      4.32G    0.01702    0.01366   0.005399         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    130/499      4.32G    0.01715     0.0137    0.00529         78        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    130/499      4.32G    0.01715     0.0137    0.00529         78        640:  38%|###7      | 15/40 [00:02<00:04,  5.16it/s]
    130/499      4.32G    0.01718    0.01374    0.00515         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.16it/s]
    130/499      4.32G    0.01718    0.01374    0.00515         70        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    130/499      4.32G    0.01708    0.01367   0.005125         72        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    130/499      4.32G    0.01708    0.01367   0.005125         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    130/499      4.32G    0.01707    0.01381   0.005116         93        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    130/499      4.32G    0.01707    0.01381   0.005116         93        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
    130/499      4.32G    0.01704    0.01384   0.005145         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.13it/s]
    130/499      4.32G    0.01704    0.01384   0.005145         82        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    130/499      4.32G    0.01705    0.01383   0.005091         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    130/499      4.32G    0.01705    0.01383   0.005091         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    130/499      4.32G    0.01702    0.01382   0.005105         79        640:  50%|#####     | 20/40 [00:04<00:03,  5.34it/s]
    130/499      4.32G    0.01702    0.01382   0.005105         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    130/499      4.32G    0.01706    0.01398   0.005139         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    130/499      4.32G    0.01706    0.01398   0.005139         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    130/499      4.32G    0.01704    0.01407   0.005167         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    130/499      4.32G    0.01704    0.01407   0.005167         90        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    130/499      4.32G    0.01697     0.0141   0.005067         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    130/499      4.32G    0.01697     0.0141   0.005067         83        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    130/499      4.32G    0.01694    0.01407   0.005067         77        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    130/499      4.32G    0.01694    0.01407   0.005067         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    130/499      4.32G    0.01703      0.014   0.005251         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    130/499      4.32G    0.01703      0.014   0.005251         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    130/499      4.32G    0.01701    0.01397   0.005174         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    130/499      4.32G    0.01701    0.01397   0.005174         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    130/499      4.32G    0.01701    0.01394   0.005266         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    130/499      4.32G    0.01701    0.01394   0.005266         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    130/499      4.32G    0.01699    0.01404   0.005341         93        640:  70%|#######   | 28/40 [00:05<00:02,  5.28it/s]
    130/499      4.32G    0.01699    0.01404   0.005341         93        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    130/499      4.32G    0.01701    0.01395   0.005365         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    130/499      4.32G    0.01701    0.01395   0.005365         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    130/499      4.32G    0.01702    0.01384   0.005295         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    130/499      4.32G    0.01702    0.01384   0.005295         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    130/499      4.32G    0.01702    0.01388   0.005362         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    130/499      4.32G    0.01702    0.01388   0.005362         79        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    130/499      4.32G    0.01704    0.01387   0.005299         75        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    130/499      4.32G    0.01704    0.01387   0.005299         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    130/499      4.32G    0.01703    0.01381   0.005326         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    130/499      4.32G    0.01703    0.01381   0.005326         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    130/499      4.32G    0.01707    0.01381   0.005305         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    130/499      4.32G    0.01707    0.01381   0.005305         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    130/499      4.32G     0.0171    0.01377    0.00523         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    130/499      4.32G     0.0171    0.01377    0.00523         70        640:  90%|######### | 36/40 [00:06<00:00,  5.21it/s]
    130/499      4.32G    0.01709    0.01374   0.005324         76        640:  90%|######### | 36/40 [00:07<00:00,  5.21it/s]
    130/499      4.32G    0.01709    0.01374   0.005324         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    130/499      4.32G    0.01703    0.01376   0.005362         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    130/499      4.32G    0.01703    0.01376   0.005362         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    130/499      4.32G    0.01716    0.01369   0.005392         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.37it/s]
    130/499      4.32G    0.01716    0.01369   0.005392         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    130/499      4.32G    0.01711    0.01363   0.005344         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    130/499      4.32G    0.01711    0.01363   0.005344         38        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    130/499      4.32G    0.01711    0.01363   0.005344         38        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.66it/s]
                   all        132        263      0.428     0.0345     0.0425     0.0155

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    131/499      4.32G    0.01392    0.01023   0.005575         59        640:   0%|          | 0/40 [00:00<?, ?it/s]
    131/499      4.32G    0.01392    0.01023   0.005575         59        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    131/499      4.32G      0.015     0.0116   0.005933         64        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    131/499      4.32G      0.015     0.0116   0.005933         64        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    131/499      4.32G    0.01619    0.01174   0.004745         58        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    131/499      4.32G    0.01619    0.01174   0.004745         58        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    131/499      4.32G    0.01623    0.01195   0.004662         66        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    131/499      4.32G    0.01623    0.01195   0.004662         66        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    131/499      4.32G    0.01662    0.01238   0.004523         72        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    131/499      4.32G    0.01662    0.01238   0.004523         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    131/499      4.32G    0.01681    0.01221   0.004441         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    131/499      4.32G    0.01681    0.01221   0.004441         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    131/499      4.32G    0.01671    0.01236   0.004389         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    131/499      4.32G    0.01671    0.01236   0.004389         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    131/499      4.32G    0.01681    0.01289   0.005185         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    131/499      4.32G    0.01681    0.01289   0.005185         89        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    131/499      4.32G     0.0168    0.01311   0.005345         90        640:  20%|##        | 8/40 [00:01<00:06,  5.15it/s]
    131/499      4.32G     0.0168    0.01311   0.005345         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    131/499      4.32G    0.01665    0.01303   0.005159         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    131/499      4.32G    0.01665    0.01303   0.005159         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    131/499      4.32G    0.01669    0.01314   0.004854         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    131/499      4.32G    0.01669    0.01314   0.004854         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
    131/499      4.32G    0.01676    0.01307   0.004881         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.15it/s]
    131/499      4.32G    0.01676    0.01307   0.004881         71        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    131/499      4.32G    0.01677    0.01319   0.005187         82        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    131/499      4.32G    0.01677    0.01319   0.005187         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    131/499      4.32G    0.01678    0.01327   0.005146         77        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    131/499      4.32G    0.01678    0.01327   0.005146         77        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    131/499      4.32G    0.01668    0.01338   0.005067         87        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    131/499      4.32G    0.01668    0.01338   0.005067         87        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    131/499      4.32G    0.01672    0.01315    0.00493         55        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    131/499      4.32G    0.01672    0.01315    0.00493         55        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    131/499      4.32G    0.01675    0.01326   0.004887         82        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    131/499      4.32G    0.01675    0.01326   0.004887         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    131/499      4.32G    0.01684    0.01315   0.004912         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    131/499      4.32G    0.01684    0.01315   0.004912         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    131/499      4.32G    0.01688    0.01319   0.004897         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    131/499      4.32G    0.01688    0.01319   0.004897         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    131/499      4.32G    0.01686    0.01328   0.004907         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    131/499      4.32G    0.01686    0.01328   0.004907         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.13it/s]
    131/499      4.32G    0.01683    0.01331   0.004986         78        640:  50%|#####     | 20/40 [00:04<00:03,  5.13it/s]
    131/499      4.32G    0.01683    0.01331   0.004986         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    131/499      4.32G    0.01691    0.01312   0.005061         50        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    131/499      4.32G    0.01691    0.01312   0.005061         50        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    131/499      4.32G    0.01677    0.01297   0.004874         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    131/499      4.32G    0.01677    0.01297   0.004874         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    131/499      4.32G    0.01668    0.01291   0.004839         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    131/499      4.32G    0.01668    0.01291   0.004839         69        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    131/499      4.32G    0.01667    0.01295   0.004845         84        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    131/499      4.32G    0.01667    0.01295   0.004845         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    131/499      4.32G     0.0167      0.013   0.004849         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    131/499      4.32G     0.0167      0.013   0.004849         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    131/499      4.32G     0.0168    0.01295   0.004782         66        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    131/499      4.32G     0.0168    0.01295   0.004782         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    131/499      4.32G    0.01685    0.01287   0.004812         55        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    131/499      4.32G    0.01685    0.01287   0.004812         55        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    131/499      4.32G    0.01691    0.01291   0.004774         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    131/499      4.32G    0.01691    0.01291   0.004774         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    131/499      4.32G    0.01696    0.01289   0.004972         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    131/499      4.32G    0.01696    0.01289   0.004972         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    131/499      4.32G    0.01697    0.01294   0.004915         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    131/499      4.32G    0.01697    0.01294   0.004915         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
    131/499      4.32G    0.01702    0.01296   0.004879         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
    131/499      4.32G    0.01702    0.01296   0.004879         70        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    131/499      4.32G    0.01701    0.01304   0.004788         93        640:  80%|########  | 32/40 [00:06<00:01,  5.13it/s]
    131/499      4.32G    0.01701    0.01304   0.004788         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    131/499      4.32G    0.01705    0.01302   0.004815         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    131/499      4.32G    0.01705    0.01302   0.004815         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    131/499      4.32G    0.01699    0.01295   0.004738         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    131/499      4.32G    0.01699    0.01295   0.004738         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    131/499      4.32G      0.017    0.01295   0.004744         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    131/499      4.32G      0.017    0.01295   0.004744         73        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    131/499      4.32G      0.017    0.01298   0.004795         74        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    131/499      4.32G      0.017    0.01298   0.004795         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    131/499      4.32G    0.01698    0.01301   0.004892         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    131/499      4.32G    0.01698    0.01301   0.004892         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    131/499      4.32G    0.01699    0.01308   0.004961         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.18it/s]
    131/499      4.32G    0.01699    0.01308   0.004961         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    131/499      4.32G    0.01695     0.0131   0.005106         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    131/499      4.32G    0.01695     0.0131   0.005106         35        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    131/499      4.32G    0.01695     0.0131   0.005106         35        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.81it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.32it/s]
                   all        132        263      0.613     0.0183     0.0299    0.00927

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    132/499      4.32G    0.01695     0.0103   0.006434         57        640:   0%|          | 0/40 [00:00<?, ?it/s]
    132/499      4.32G    0.01695     0.0103   0.006434         57        640:   2%|2         | 1/40 [00:00<00:08,  4.70it/s]
    132/499      4.32G    0.01948    0.01183   0.005613         67        640:   2%|2         | 1/40 [00:00<00:08,  4.70it/s]
    132/499      4.32G    0.01948    0.01183   0.005613         67        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    132/499      4.32G    0.01881    0.01195   0.005855         68        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    132/499      4.32G    0.01881    0.01195   0.005855         68        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    132/499      4.32G    0.01877    0.01272   0.005962         84        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    132/499      4.32G    0.01877    0.01272   0.005962         84        640:  10%|#         | 4/40 [00:00<00:07,  5.10it/s]
    132/499      4.32G    0.01825    0.01334    0.00556         91        640:  10%|#         | 4/40 [00:00<00:07,  5.10it/s]
    132/499      4.32G    0.01825    0.01334    0.00556         91        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    132/499      4.32G    0.01795    0.01329   0.005537         81        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    132/499      4.32G    0.01795    0.01329   0.005537         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    132/499      4.32G    0.01788     0.0134   0.005408         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    132/499      4.32G    0.01788     0.0134   0.005408         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    132/499      4.32G    0.01752     0.0137   0.005201         96        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    132/499      4.32G    0.01752     0.0137   0.005201         96        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    132/499      4.32G    0.01757    0.01378   0.005009         85        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    132/499      4.32G    0.01757    0.01378   0.005009         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    132/499      4.32G    0.01763    0.01359   0.005288         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    132/499      4.32G    0.01763    0.01359   0.005288         63        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    132/499      4.32G    0.01752    0.01366    0.00507         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    132/499      4.32G    0.01752    0.01366    0.00507         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    132/499      4.32G    0.01726    0.01346   0.004881         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    132/499      4.32G    0.01726    0.01346   0.004881         72        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    132/499      4.32G    0.01735    0.01349   0.004798         67        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    132/499      4.32G    0.01735    0.01349   0.004798         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    132/499      4.32G    0.01746    0.01359   0.004953         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.12it/s]
    132/499      4.32G    0.01746    0.01359   0.004953         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    132/499      4.32G    0.01754    0.01373   0.005273         99        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    132/499      4.32G    0.01754    0.01373   0.005273         99        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    132/499      4.32G     0.0175     0.0137   0.005387         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    132/499      4.32G     0.0175     0.0137   0.005387         76        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    132/499      4.32G     0.0174    0.01373   0.005155         83        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    132/499      4.32G     0.0174    0.01373   0.005155         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    132/499      4.32G    0.01735    0.01365   0.005476         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    132/499      4.32G    0.01735    0.01365   0.005476         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    132/499      4.32G    0.01732    0.01367   0.005413         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    132/499      4.32G    0.01732    0.01367   0.005413         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    132/499      4.32G    0.01719    0.01351   0.005336         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    132/499      4.32G    0.01719    0.01351   0.005336         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    132/499      4.32G    0.01716    0.01345   0.005363         70        640:  50%|#####     | 20/40 [00:04<00:03,  5.25it/s]
    132/499      4.32G    0.01716    0.01345   0.005363         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    132/499      4.32G    0.01712    0.01354   0.005379         88        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    132/499      4.32G    0.01712    0.01354   0.005379         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    132/499      4.32G     0.0171    0.01354   0.005386         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    132/499      4.32G     0.0171    0.01354   0.005386         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    132/499      4.32G    0.01702    0.01336    0.00534         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    132/499      4.32G    0.01702    0.01336    0.00534         54        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    132/499      4.32G    0.01701    0.01326   0.005284         64        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    132/499      4.32G    0.01701    0.01326   0.005284         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    132/499      4.32G    0.01707    0.01328   0.005394         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    132/499      4.32G    0.01707    0.01328   0.005394         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    132/499      4.32G    0.01708    0.01317   0.005564         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    132/499      4.32G    0.01708    0.01317   0.005564         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    132/499      4.32G    0.01707    0.01321   0.005544         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    132/499      4.32G    0.01707    0.01321   0.005544         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    132/499      4.32G    0.01708    0.01321   0.005509         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    132/499      4.32G    0.01708    0.01321   0.005509         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    132/499      4.32G      0.017    0.01316   0.005462         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    132/499      4.32G      0.017    0.01316   0.005462         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    132/499      4.32G    0.01697    0.01305   0.005384         59        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    132/499      4.32G    0.01697    0.01305   0.005384         59        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    132/499      4.32G    0.01695    0.01308   0.005347         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    132/499      4.32G    0.01695    0.01308   0.005347         76        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    132/499      4.32G    0.01698    0.01313   0.005354         75        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    132/499      4.32G    0.01698    0.01313   0.005354         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    132/499      4.32G    0.01709    0.01311   0.005476         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    132/499      4.32G    0.01709    0.01311   0.005476         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    132/499      4.32G    0.01712    0.01306   0.005494         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.16it/s]
    132/499      4.32G    0.01712    0.01306   0.005494         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    132/499      4.32G    0.01715    0.01308   0.005434         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    132/499      4.32G    0.01715    0.01308   0.005434         73        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    132/499      4.32G    0.01711    0.01307   0.005386         65        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    132/499      4.32G    0.01711    0.01307   0.005386         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    132/499      4.32G    0.01708    0.01304   0.005381         67        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    132/499      4.32G    0.01708    0.01304   0.005381         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    132/499      4.32G    0.01714    0.01301    0.00533         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    132/499      4.32G    0.01714    0.01301    0.00533         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    132/499      4.32G     0.0172    0.01308   0.005674         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    132/499      4.32G     0.0172    0.01308   0.005674         40        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    132/499      4.32G     0.0172    0.01308   0.005674         40        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.82it/s]
                   all        132        263   0.000777    0.00582    0.00047   0.000118

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    133/499      4.32G    0.01894    0.01588   0.005098         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    133/499      4.32G    0.01894    0.01588   0.005098         85        640:   2%|2         | 1/40 [00:00<00:07,  5.24it/s]
    133/499      4.32G    0.01861    0.01322   0.005717         56        640:   2%|2         | 1/40 [00:00<00:07,  5.24it/s]
    133/499      4.32G    0.01861    0.01322   0.005717         56        640:   5%|5         | 2/40 [00:00<00:07,  5.35it/s]
    133/499      4.32G    0.01769    0.01223   0.006988         65        640:   5%|5         | 2/40 [00:00<00:07,  5.35it/s]
    133/499      4.32G    0.01769    0.01223   0.006988         65        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
    133/499      4.32G    0.01825    0.01246   0.006491         67        640:   8%|7         | 3/40 [00:00<00:07,  5.13it/s]
    133/499      4.32G    0.01825    0.01246   0.006491         67        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    133/499      4.32G    0.01827    0.01302   0.007334         77        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    133/499      4.32G    0.01827    0.01302   0.007334         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    133/499      4.32G    0.01845    0.01348   0.006517         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    133/499      4.32G    0.01845    0.01348   0.006517         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    133/499      4.32G    0.01821    0.01384   0.006206         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    133/499      4.32G    0.01821    0.01384   0.006206         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    133/499      4.32G     0.0182    0.01402   0.006613         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    133/499      4.32G     0.0182    0.01402   0.006613         83        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    133/499      4.32G      0.018    0.01396   0.006266         77        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    133/499      4.32G      0.018    0.01396   0.006266         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.08it/s]
    133/499      4.32G    0.01782    0.01376   0.005975         74        640:  22%|##2       | 9/40 [00:01<00:06,  5.08it/s]
    133/499      4.32G    0.01782    0.01376   0.005975         74        640:  25%|##5       | 10/40 [00:01<00:05,  5.09it/s]
    133/499      4.32G    0.01766    0.01395    0.00593         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.09it/s]
    133/499      4.32G    0.01766    0.01395    0.00593         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    133/499      4.32G    0.01752    0.01371   0.005815         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    133/499      4.32G    0.01752    0.01371   0.005815         65        640:  30%|###       | 12/40 [00:02<00:05,  5.06it/s]
    133/499      4.32G    0.01758    0.01376   0.005915         79        640:  30%|###       | 12/40 [00:02<00:05,  5.06it/s]
    133/499      4.32G    0.01758    0.01376   0.005915         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    133/499      4.32G    0.01758    0.01371   0.005764         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    133/499      4.32G    0.01758    0.01371   0.005764         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    133/499      4.32G     0.0176    0.01372   0.005898         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    133/499      4.32G     0.0176    0.01372   0.005898         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
    133/499      4.32G    0.01764    0.01404   0.005773         98        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
    133/499      4.32G    0.01764    0.01404   0.005773         98        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    133/499      4.32G    0.01759    0.01405   0.005732         81        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    133/499      4.32G    0.01759    0.01405   0.005732         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    133/499      4.32G    0.01759    0.01386   0.005657         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    133/499      4.32G    0.01759    0.01386   0.005657         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    133/499      4.32G    0.01758    0.01382   0.005526         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    133/499      4.32G    0.01758    0.01382   0.005526         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    133/499      4.32G    0.01758    0.01374   0.005416         71        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    133/499      4.32G    0.01758    0.01374   0.005416         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    133/499      4.32G    0.01755     0.0138   0.005342         84        640:  50%|#####     | 20/40 [00:04<00:03,  5.28it/s]
    133/499      4.32G    0.01755     0.0138   0.005342         84        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    133/499      4.32G    0.01758    0.01371   0.005375         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    133/499      4.32G    0.01758    0.01371   0.005375         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    133/499      4.32G    0.01751    0.01368   0.005274         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.24it/s]
    133/499      4.32G    0.01751    0.01368   0.005274         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    133/499      4.32G     0.0175     0.0137   0.005332         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    133/499      4.32G     0.0175     0.0137   0.005332         78        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    133/499      4.32G    0.01748    0.01365   0.005354         69        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    133/499      4.32G    0.01748    0.01365   0.005354         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    133/499      4.32G    0.01748    0.01359   0.005301         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    133/499      4.32G    0.01748    0.01359   0.005301         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    133/499      4.32G    0.01738    0.01349   0.005277         67        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    133/499      4.32G    0.01738    0.01349   0.005277         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
    133/499      4.32G     0.0174    0.01348   0.005312         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
    133/499      4.32G     0.0174    0.01348   0.005312         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    133/499      4.32G    0.01742    0.01346    0.00565         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    133/499      4.32G    0.01742    0.01346    0.00565         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    133/499      4.32G    0.01742    0.01357   0.005629         89        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    133/499      4.32G    0.01742    0.01357   0.005629         89        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    133/499      4.32G    0.01745    0.01358   0.005764         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.17it/s]
    133/499      4.32G    0.01745    0.01358   0.005764         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.24it/s]
    133/499      4.32G    0.01739    0.01355   0.005631         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.24it/s]
    133/499      4.32G    0.01739    0.01355   0.005631         79        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    133/499      4.32G    0.01737    0.01351   0.005543         63        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    133/499      4.32G    0.01737    0.01351   0.005543         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    133/499      4.32G    0.01737    0.01358   0.005505         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.22it/s]
    133/499      4.32G    0.01737    0.01358   0.005505         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    133/499      4.32G    0.01742    0.01349   0.005441         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    133/499      4.32G    0.01742    0.01349   0.005441         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
    133/499      4.32G     0.0174    0.01352   0.005437         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.38it/s]
    133/499      4.32G     0.0174    0.01352   0.005437         85        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    133/499      4.32G    0.01739    0.01353   0.005446         81        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    133/499      4.32G    0.01739    0.01353   0.005446         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    133/499      4.32G    0.01736    0.01349   0.005481         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    133/499      4.32G    0.01736    0.01349   0.005481         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
    133/499      4.32G    0.01734    0.01342    0.00546         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.39it/s]
    133/499      4.32G    0.01734    0.01342    0.00546         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    133/499      4.32G    0.01738    0.01351   0.005534         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    133/499      4.32G    0.01738    0.01351   0.005534         45        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    133/499      4.32G    0.01738    0.01351   0.005534         45        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.87it/s]
                   all        132        263     0.0181     0.0611     0.0215    0.00866

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    134/499      4.32G    0.01715    0.01363   0.008098         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    134/499      4.32G    0.01715    0.01363   0.008098         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    134/499      4.32G    0.01672    0.01199   0.005186         68        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    134/499      4.32G    0.01672    0.01199   0.005186         68        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    134/499      4.32G    0.01689    0.01244   0.005945         81        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    134/499      4.32G    0.01689    0.01244   0.005945         81        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    134/499      4.32G    0.01711    0.01197   0.005681         63        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    134/499      4.32G    0.01711    0.01197   0.005681         63        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    134/499      4.32G    0.01672    0.01217   0.005417         64        640:  10%|#         | 4/40 [00:00<00:06,  5.31it/s]
    134/499      4.32G    0.01672    0.01217   0.005417         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    134/499      4.32G    0.01706    0.01232   0.006548         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    134/499      4.32G    0.01706    0.01232   0.006548         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    134/499      4.32G    0.01679    0.01219   0.006601         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    134/499      4.32G    0.01679    0.01219   0.006601         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    134/499      4.32G    0.01694    0.01249   0.006152         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    134/499      4.32G    0.01694    0.01249   0.006152         78        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    134/499      4.32G      0.017    0.01251   0.005949         76        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    134/499      4.32G      0.017    0.01251   0.005949         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    134/499      4.32G     0.0171    0.01275   0.005953         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    134/499      4.32G     0.0171    0.01275   0.005953         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    134/499      4.32G    0.01721    0.01269   0.005899         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    134/499      4.32G    0.01721    0.01269   0.005899         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    134/499      4.32G    0.01729    0.01272   0.005886         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    134/499      4.32G    0.01729    0.01272   0.005886         71        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    134/499      4.32G    0.01728    0.01274   0.006026         74        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    134/499      4.32G    0.01728    0.01274   0.006026         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    134/499      4.32G    0.01737    0.01287   0.006084         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    134/499      4.32G    0.01737    0.01287   0.006084         84        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    134/499      4.32G    0.01751    0.01303   0.005879         88        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    134/499      4.32G    0.01751    0.01303   0.005879         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    134/499      4.32G    0.01736    0.01302   0.005881         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    134/499      4.32G    0.01736    0.01302   0.005881         77        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    134/499      4.32G    0.01732    0.01301    0.00587         75        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    134/499      4.32G    0.01732    0.01301    0.00587         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    134/499      4.32G    0.01729    0.01309   0.005837         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.18it/s]
    134/499      4.32G    0.01729    0.01309   0.005837         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    134/499      4.32G    0.01731    0.01292   0.005642         56        640:  45%|####5     | 18/40 [00:03<00:04,  5.24it/s]
    134/499      4.32G    0.01731    0.01292   0.005642         56        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    134/499      4.32G    0.01725    0.01283    0.00556         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    134/499      4.32G    0.01725    0.01283    0.00556         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    134/499      4.32G    0.01721    0.01297   0.005481         92        640:  50%|#####     | 20/40 [00:03<00:03,  5.18it/s]
    134/499      4.32G    0.01721    0.01297   0.005481         92        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
    134/499      4.32G    0.01718    0.01296   0.005522         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    134/499      4.32G    0.01718    0.01296   0.005522         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    134/499      4.32G    0.01721    0.01297   0.005459         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    134/499      4.32G    0.01721    0.01297   0.005459         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    134/499      4.32G    0.01722    0.01294   0.005462         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    134/499      4.32G    0.01722    0.01294   0.005462         70        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    134/499      4.32G    0.01725    0.01303   0.005485         75        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    134/499      4.32G    0.01725    0.01303   0.005485         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    134/499      4.32G     0.0172    0.01295   0.005601         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    134/499      4.32G     0.0172    0.01295   0.005601         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    134/499      4.32G    0.01712    0.01286   0.005578         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    134/499      4.32G    0.01712    0.01286   0.005578         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    134/499      4.32G    0.01703    0.01278   0.005575         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    134/499      4.32G    0.01703    0.01278   0.005575         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    134/499      4.32G    0.01702    0.01272   0.005589         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.37it/s]
    134/499      4.32G    0.01702    0.01272   0.005589         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    134/499      4.32G    0.01697    0.01278   0.005534         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    134/499      4.32G    0.01697    0.01278   0.005534         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    134/499      4.32G    0.01693    0.01277   0.005507         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    134/499      4.32G    0.01693    0.01277   0.005507         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    134/499      4.32G    0.01694    0.01277   0.005464         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    134/499      4.32G    0.01694    0.01277   0.005464         77        640:  80%|########  | 32/40 [00:06<00:01,  5.07it/s]
    134/499      4.32G    0.01692    0.01283   0.005471         82        640:  80%|########  | 32/40 [00:06<00:01,  5.07it/s]
    134/499      4.32G    0.01692    0.01283   0.005471         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    134/499      4.32G    0.01692    0.01296   0.005469         99        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    134/499      4.32G    0.01692    0.01296   0.005469         99        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    134/499      4.32G    0.01688     0.0129   0.005427         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.31it/s]
    134/499      4.32G    0.01688     0.0129   0.005427         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    134/499      4.32G    0.01685    0.01291   0.005406         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    134/499      4.32G    0.01685    0.01291   0.005406         76        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    134/499      4.32G    0.01686    0.01287   0.005491         68        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    134/499      4.32G    0.01686    0.01287   0.005491         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    134/499      4.32G    0.01686    0.01294   0.005431         87        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    134/499      4.32G    0.01686    0.01294   0.005431         87        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    134/499      4.32G    0.01691    0.01299   0.005552         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    134/499      4.32G    0.01691    0.01299   0.005552         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    134/499      4.32G    0.01687    0.01292   0.005517         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    134/499      4.32G    0.01687    0.01292   0.005517         32        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    134/499      4.32G    0.01687    0.01292   0.005517         32        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.94it/s]
                   all        132        263    0.00717     0.0301     0.0126    0.00516

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    135/499      4.32G    0.01621     0.0143   0.006127         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    135/499      4.32G    0.01621     0.0143   0.006127         72        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    135/499      4.32G    0.01633    0.01508   0.004371         90        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    135/499      4.32G    0.01633    0.01508   0.004371         90        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    135/499      4.32G    0.01674    0.01457   0.004304         75        640:   5%|5         | 2/40 [00:00<00:07,  5.27it/s]
    135/499      4.32G    0.01674    0.01457   0.004304         75        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    135/499      4.32G    0.01678    0.01495   0.004693         91        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    135/499      4.32G    0.01678    0.01495   0.004693         91        640:  10%|#         | 4/40 [00:00<00:07,  5.10it/s]
    135/499      4.32G    0.01665    0.01465   0.004625         79        640:  10%|#         | 4/40 [00:00<00:07,  5.10it/s]
    135/499      4.32G    0.01665    0.01465   0.004625         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    135/499      4.32G    0.01697    0.01492   0.004784         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    135/499      4.32G    0.01697    0.01492   0.004784         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    135/499      4.32G    0.01721    0.01514   0.004918         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    135/499      4.32G    0.01721    0.01514   0.004918         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    135/499      4.32G    0.01735    0.01455   0.005768         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    135/499      4.32G    0.01735    0.01455   0.005768         57        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    135/499      4.32G    0.01709    0.01396   0.005389         57        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    135/499      4.32G    0.01709    0.01396   0.005389         57        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    135/499      4.32G    0.01711    0.01388   0.005629         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    135/499      4.32G    0.01711    0.01388   0.005629         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    135/499      4.32G    0.01716    0.01397   0.005386         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    135/499      4.32G    0.01716    0.01397   0.005386         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    135/499      4.32G    0.01702    0.01404   0.005226         88        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    135/499      4.32G    0.01702    0.01404   0.005226         88        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    135/499      4.32G    0.01696    0.01391   0.005392         70        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    135/499      4.32G    0.01696    0.01391   0.005392         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    135/499      4.32G    0.01695    0.01402   0.005362         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    135/499      4.32G    0.01695    0.01402   0.005362         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    135/499      4.32G    0.01688    0.01391   0.005225         73        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    135/499      4.32G    0.01688    0.01391   0.005225         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    135/499      4.32G     0.0168    0.01401   0.005368         86        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    135/499      4.32G     0.0168    0.01401   0.005368         86        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    135/499      4.32G    0.01676    0.01393   0.005327         76        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    135/499      4.32G    0.01676    0.01393   0.005327         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    135/499      4.32G    0.01681    0.01392   0.005396         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    135/499      4.32G    0.01681    0.01392   0.005396         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    135/499      4.32G    0.01666     0.0138   0.005344         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.36it/s]
    135/499      4.32G    0.01666     0.0138   0.005344         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    135/499      4.32G    0.01679    0.01372   0.005485         63        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    135/499      4.32G    0.01679    0.01372   0.005485         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    135/499      4.32G      0.017    0.01369    0.00549         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    135/499      4.32G      0.017    0.01369    0.00549         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    135/499      4.32G    0.01705    0.01387   0.005377         96        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    135/499      4.32G    0.01705    0.01387   0.005377         96        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    135/499      4.32G    0.01702     0.0139   0.005299         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.19it/s]
    135/499      4.32G    0.01702     0.0139   0.005299         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    135/499      4.32G    0.01701    0.01388   0.005282         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    135/499      4.32G    0.01701    0.01388   0.005282         79        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    135/499      4.32G    0.01701    0.01378    0.00557         66        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    135/499      4.32G    0.01701    0.01378    0.00557         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
    135/499      4.32G    0.01707    0.01379     0.0056         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.14it/s]
    135/499      4.32G    0.01707    0.01379     0.0056         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    135/499      4.32G    0.01708     0.0138   0.005679         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    135/499      4.32G    0.01708     0.0138   0.005679         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    135/499      4.32G    0.01714    0.01375   0.005846         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    135/499      4.32G    0.01714    0.01375   0.005846         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    135/499      4.32G     0.0171     0.0138   0.005779         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    135/499      4.32G     0.0171     0.0138   0.005779         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    135/499      4.32G    0.01699    0.01372   0.005721         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    135/499      4.32G    0.01699    0.01372   0.005721         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    135/499      4.32G    0.01698    0.01382   0.005662         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    135/499      4.32G    0.01698    0.01382   0.005662         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    135/499      4.32G    0.01688    0.01386    0.00555         95        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    135/499      4.32G    0.01688    0.01386    0.00555         95        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    135/499      4.32G    0.01685    0.01387   0.005533         85        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    135/499      4.32G    0.01685    0.01387   0.005533         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    135/499      4.32G    0.01679    0.01384   0.005654         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    135/499      4.32G    0.01679    0.01384   0.005654         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    135/499      4.32G    0.01681     0.0139   0.005845         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.17it/s]
    135/499      4.32G    0.01681     0.0139   0.005845         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    135/499      4.32G    0.01679    0.01383   0.005777         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    135/499      4.32G    0.01679    0.01383   0.005777         69        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    135/499      4.32G    0.01682     0.0138   0.005811         72        640:  90%|######### | 36/40 [00:07<00:00,  5.32it/s]
    135/499      4.32G    0.01682     0.0138   0.005811         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    135/499      4.32G    0.01684    0.01378   0.005802         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    135/499      4.32G    0.01684    0.01378   0.005802         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    135/499      4.32G    0.01682    0.01378   0.005758         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    135/499      4.32G    0.01682    0.01378   0.005758         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    135/499      4.32G    0.01685    0.01378   0.005802         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    135/499      4.32G    0.01685    0.01378   0.005802         38        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    135/499      4.32G    0.01685    0.01378   0.005802         38        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.68it/s]
                   all        132        263      0.413     0.0227     0.0291     0.0167

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    136/499      4.32G    0.01694    0.01612   0.005012         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
    136/499      4.32G    0.01694    0.01612   0.005012         88        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    136/499      4.32G    0.01614    0.01489   0.005558         84        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    136/499      4.32G    0.01614    0.01489   0.005558         84        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    136/499      4.32G     0.0159    0.01418   0.004338         78        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    136/499      4.32G     0.0159    0.01418   0.004338         78        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    136/499      4.32G    0.01596    0.01407   0.004007         69        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    136/499      4.32G    0.01596    0.01407   0.004007         69        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    136/499      4.32G    0.01606    0.01384   0.003771         75        640:  10%|#         | 4/40 [00:00<00:06,  5.30it/s]
    136/499      4.32G    0.01606    0.01384   0.003771         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.35it/s]
    136/499      4.32G    0.01637    0.01375   0.004561         80        640:  12%|#2        | 5/40 [00:01<00:06,  5.35it/s]
    136/499      4.32G    0.01637    0.01375   0.004561         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    136/499      4.32G    0.01624    0.01351   0.004398         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    136/499      4.32G    0.01624    0.01351   0.004398         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    136/499      4.32G     0.0161    0.01332   0.004173         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    136/499      4.32G     0.0161    0.01332   0.004173         78        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    136/499      4.32G    0.01614    0.01311   0.004195         61        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    136/499      4.32G    0.01614    0.01311   0.004195         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    136/499      4.32G     0.0159     0.0132   0.004165         88        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    136/499      4.32G     0.0159     0.0132   0.004165         88        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    136/499      4.32G    0.01586    0.01327   0.004211         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    136/499      4.32G    0.01586    0.01327   0.004211         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    136/499      4.32G    0.01603    0.01338   0.004104         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    136/499      4.32G    0.01603    0.01338   0.004104         78        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    136/499      4.32G    0.01593    0.01337   0.003891         84        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    136/499      4.32G    0.01593    0.01337   0.003891         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    136/499      4.32G    0.01587    0.01327   0.003869         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    136/499      4.32G    0.01587    0.01327   0.003869         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    136/499      4.32G    0.01597    0.01333   0.003854         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    136/499      4.32G    0.01597    0.01333   0.003854         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.16it/s]
    136/499      4.32G    0.01598    0.01333    0.00407         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.16it/s]
    136/499      4.32G    0.01598    0.01333    0.00407         78        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    136/499      4.32G    0.01614    0.01355   0.004597         81        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    136/499      4.32G    0.01614    0.01355   0.004597         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    136/499      4.32G    0.01615     0.0135    0.00467         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    136/499      4.32G    0.01615     0.0135    0.00467         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    136/499      4.32G     0.0162    0.01343   0.004585         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.14it/s]
    136/499      4.32G     0.0162    0.01343   0.004585         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    136/499      4.32G    0.01621    0.01325   0.004493         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    136/499      4.32G    0.01621    0.01325   0.004493         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    136/499      4.32G    0.01627    0.01316   0.004737         67        640:  50%|#####     | 20/40 [00:04<00:03,  5.29it/s]
    136/499      4.32G    0.01627    0.01316   0.004737         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
    136/499      4.32G     0.0163    0.01315    0.00486         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
    136/499      4.32G     0.0163    0.01315    0.00486         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    136/499      4.32G    0.01632    0.01315    0.00479         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    136/499      4.32G    0.01632    0.01315    0.00479         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    136/499      4.32G    0.01627    0.01305   0.004751         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    136/499      4.32G    0.01627    0.01305   0.004751         61        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    136/499      4.32G    0.01624    0.01297   0.004842         65        640:  60%|######    | 24/40 [00:04<00:03,  5.20it/s]
    136/499      4.32G    0.01624    0.01297   0.004842         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    136/499      4.32G    0.01634    0.01306   0.004967         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.28it/s]
    136/499      4.32G    0.01634    0.01306   0.004967         84        640:  65%|######5   | 26/40 [00:04<00:02,  5.34it/s]
    136/499      4.32G    0.01635     0.0131    0.00499         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.34it/s]
    136/499      4.32G    0.01635     0.0131    0.00499         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    136/499      4.32G     0.0163      0.013      0.005         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    136/499      4.32G     0.0163      0.013      0.005         62        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    136/499      4.32G    0.01637    0.01296   0.004932         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.26it/s]
    136/499      4.32G    0.01637    0.01296   0.004932         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    136/499      4.32G    0.01637    0.01296   0.004906         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    136/499      4.32G    0.01637    0.01296   0.004906         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    136/499      4.32G    0.01635    0.01291   0.004894         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    136/499      4.32G    0.01635    0.01291   0.004894         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    136/499      4.32G    0.01637    0.01285   0.004812         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    136/499      4.32G    0.01637    0.01285   0.004812         66        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    136/499      4.32G    0.01645    0.01304   0.004874        109        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    136/499      4.32G    0.01645    0.01304   0.004874        109        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    136/499      4.32G    0.01649    0.01316   0.004831         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    136/499      4.32G    0.01649    0.01316   0.004831         95        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    136/499      4.32G    0.01644    0.01308   0.004823         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    136/499      4.32G    0.01644    0.01308   0.004823         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    136/499      4.32G    0.01644    0.01307   0.004766         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    136/499      4.32G    0.01644    0.01307   0.004766         77        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    136/499      4.32G    0.01644      0.013   0.004951         56        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    136/499      4.32G    0.01644      0.013   0.004951         56        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    136/499      4.32G    0.01649    0.01291   0.004984         59        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    136/499      4.32G    0.01649    0.01291   0.004984         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    136/499      4.32G    0.01646    0.01298   0.005031         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    136/499      4.32G    0.01646    0.01298   0.005031         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    136/499      4.32G    0.01643    0.01298   0.004945         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    136/499      4.32G    0.01643    0.01298   0.004945         42        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    136/499      4.32G    0.01643    0.01298   0.004945         42        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.74it/s]
                   all        132        263      0.377     0.0193     0.0188    0.00807

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    137/499      4.32G    0.01728    0.01482   0.004236         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    137/499      4.32G    0.01728    0.01482   0.004236         85        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    137/499      4.32G    0.01718    0.01461   0.004042         76        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    137/499      4.32G    0.01718    0.01461   0.004042         76        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    137/499      4.32G    0.01726    0.01327   0.005569         65        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    137/499      4.32G    0.01726    0.01327   0.005569         65        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    137/499      4.32G    0.01759    0.01291     0.0059         74        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    137/499      4.32G    0.01759    0.01291     0.0059         74        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    137/499      4.32G    0.01734    0.01219   0.007727         53        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    137/499      4.32G    0.01734    0.01219   0.007727         53        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    137/499      4.32G     0.0169    0.01206   0.007101         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    137/499      4.32G     0.0169    0.01206   0.007101         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    137/499      4.32G    0.01675    0.01281    0.00696         85        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    137/499      4.32G    0.01675    0.01281    0.00696         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    137/499      4.32G    0.01665    0.01291    0.00657         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    137/499      4.32G    0.01665    0.01291    0.00657         73        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    137/499      4.32G    0.01674    0.01306   0.006621         81        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    137/499      4.32G    0.01674    0.01306   0.006621         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    137/499      4.32G    0.01682    0.01326   0.006375         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    137/499      4.32G    0.01682    0.01326   0.006375         91        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    137/499      4.32G    0.01711    0.01332   0.006178         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    137/499      4.32G    0.01711    0.01332   0.006178         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    137/499      4.32G    0.01731    0.01342   0.006113         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.17it/s]
    137/499      4.32G    0.01731    0.01342   0.006113         85        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    137/499      4.32G    0.01724    0.01349   0.005784         73        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    137/499      4.32G    0.01724    0.01349   0.005784         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    137/499      4.32G    0.01726    0.01342   0.005636         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    137/499      4.32G    0.01726    0.01342   0.005636         66        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    137/499      4.32G     0.0171    0.01336   0.005502         81        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    137/499      4.32G     0.0171    0.01336   0.005502         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    137/499      4.32G    0.01703    0.01334    0.00539         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    137/499      4.32G    0.01703    0.01334    0.00539         78        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    137/499      4.32G    0.01696    0.01336   0.005339         80        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    137/499      4.32G    0.01696    0.01336   0.005339         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
    137/499      4.32G    0.01693    0.01322   0.005188         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.17it/s]
    137/499      4.32G    0.01693    0.01322   0.005188         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    137/499      4.32G    0.01681    0.01334   0.005153        102        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    137/499      4.32G    0.01681    0.01334   0.005153        102        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    137/499      4.32G    0.01679    0.01341   0.005259         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    137/499      4.32G    0.01679    0.01341   0.005259         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    137/499      4.32G    0.01679    0.01347   0.005299         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.19it/s]
    137/499      4.32G    0.01679    0.01347   0.005299         89        640:  52%|#####2    | 21/40 [00:03<00:03,  5.27it/s]
    137/499      4.32G    0.01673    0.01346   0.005164         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.27it/s]
    137/499      4.32G    0.01673    0.01346   0.005164         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    137/499      4.32G    0.01671    0.01354   0.005051         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    137/499      4.32G    0.01671    0.01354   0.005051         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    137/499      4.32G    0.01672    0.01348   0.005041         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    137/499      4.32G    0.01672    0.01348   0.005041         68        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    137/499      4.32G     0.0167    0.01352   0.004961         86        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    137/499      4.32G     0.0167    0.01352   0.004961         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    137/499      4.32G    0.01671    0.01344   0.004963         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    137/499      4.32G    0.01671    0.01344   0.004963         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.23it/s]
    137/499      4.32G    0.01678    0.01344   0.004997         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.23it/s]
    137/499      4.32G    0.01678    0.01344   0.004997         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    137/499      4.32G    0.01678    0.01358   0.004977         92        640:  68%|######7   | 27/40 [00:05<00:02,  5.32it/s]
    137/499      4.32G    0.01678    0.01358   0.004977         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    137/499      4.32G    0.01671    0.01354   0.004869         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    137/499      4.32G    0.01671    0.01354   0.004869         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    137/499      4.32G    0.01666    0.01346   0.004774         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    137/499      4.32G    0.01666    0.01346   0.004774         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    137/499      4.32G    0.01663    0.01345   0.004742         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    137/499      4.32G    0.01663    0.01345   0.004742         78        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    137/499      4.32G    0.01666    0.01345   0.004756         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    137/499      4.32G    0.01666    0.01345   0.004756         72        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    137/499      4.32G    0.01667    0.01335   0.004816         57        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    137/499      4.32G    0.01667    0.01335   0.004816         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    137/499      4.32G     0.0166    0.01332   0.004755         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    137/499      4.32G     0.0166    0.01332   0.004755         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    137/499      4.32G    0.01655    0.01333   0.004765         86        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    137/499      4.32G    0.01655    0.01333   0.004765         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    137/499      4.32G    0.01654    0.01337   0.004692         94        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    137/499      4.32G    0.01654    0.01337   0.004692         94        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    137/499      4.32G    0.01659    0.01339   0.004613         76        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    137/499      4.32G    0.01659    0.01339   0.004613         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    137/499      4.32G    0.01662    0.01337   0.004617         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    137/499      4.32G    0.01662    0.01337   0.004617         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    137/499      4.32G    0.01661    0.01338   0.004656         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    137/499      4.32G    0.01661    0.01338   0.004656         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    137/499      4.32G    0.01653    0.01331   0.004617         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    137/499      4.32G    0.01653    0.01331   0.004617         38        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    137/499      4.32G    0.01653    0.01331   0.004617         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.15it/s]
                   all        132        263     0.0391     0.0333     0.0364     0.0167

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    138/499      4.32G    0.01345    0.01328   0.002809         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    138/499      4.32G    0.01345    0.01328   0.002809         80        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    138/499      4.32G    0.01555    0.01491   0.004804         87        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    138/499      4.32G    0.01555    0.01491   0.004804         87        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    138/499      4.32G    0.01577    0.01471   0.003997         74        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    138/499      4.32G    0.01577    0.01471   0.003997         74        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    138/499      4.32G    0.01555    0.01435   0.003937         85        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    138/499      4.32G    0.01555    0.01435   0.003937         85        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    138/499      4.32G    0.01628    0.01419   0.004633         70        640:  10%|#         | 4/40 [00:00<00:07,  5.14it/s]
    138/499      4.32G    0.01628    0.01419   0.004633         70        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    138/499      4.32G      0.016    0.01356   0.004127         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    138/499      4.32G      0.016    0.01356   0.004127         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    138/499      4.32G    0.01622     0.0134   0.003905         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.35it/s]
    138/499      4.32G    0.01622     0.0134   0.003905         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    138/499      4.32G    0.01627    0.01357   0.003555         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    138/499      4.32G    0.01627    0.01357   0.003555         85        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    138/499      4.32G    0.01619    0.01347   0.003284         64        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    138/499      4.32G    0.01619    0.01347   0.003284         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    138/499      4.32G    0.01622    0.01343   0.003117         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    138/499      4.32G    0.01622    0.01343   0.003117         68        640:  25%|##5       | 10/40 [00:01<00:05,  5.20it/s]
    138/499      4.32G    0.01619     0.0133    0.00309         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.20it/s]
    138/499      4.32G    0.01619     0.0133    0.00309         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    138/499      4.32G    0.01626    0.01323   0.003056         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    138/499      4.32G    0.01626    0.01323   0.003056         75        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    138/499      4.32G    0.01645    0.01326   0.003146         79        640:  30%|###       | 12/40 [00:02<00:05,  5.31it/s]
    138/499      4.32G    0.01645    0.01326   0.003146         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    138/499      4.32G    0.01634    0.01306    0.00308         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    138/499      4.32G    0.01634    0.01306    0.00308         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    138/499      4.32G    0.01634    0.01306   0.003081         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    138/499      4.32G    0.01634    0.01306   0.003081         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    138/499      4.32G    0.01629    0.01305   0.003086         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    138/499      4.32G    0.01629    0.01305   0.003086         76        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    138/499      4.32G    0.01643    0.01318   0.003191         84        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    138/499      4.32G    0.01643    0.01318   0.003191         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    138/499      4.32G    0.01647    0.01334   0.003218         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    138/499      4.32G    0.01647    0.01334   0.003218         89        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    138/499      4.32G    0.01651     0.0134   0.003253         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    138/499      4.32G    0.01651     0.0134   0.003253         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    138/499      4.32G    0.01668    0.01336   0.003437         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    138/499      4.32G    0.01668    0.01336   0.003437         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.22it/s]
    138/499      4.32G    0.01662    0.01327    0.00345         69        640:  50%|#####     | 20/40 [00:04<00:03,  5.22it/s]
    138/499      4.32G    0.01662    0.01327    0.00345         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    138/499      4.32G    0.01663    0.01315   0.003836         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    138/499      4.32G    0.01663    0.01315   0.003836         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
    138/499      4.32G    0.01656    0.01314   0.003757         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
    138/499      4.32G    0.01656    0.01314   0.003757         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    138/499      4.32G    0.01659    0.01316   0.003811         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    138/499      4.32G    0.01659    0.01316   0.003811         80        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    138/499      4.32G    0.01676    0.01311   0.003982         69        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    138/499      4.32G    0.01676    0.01311   0.003982         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    138/499      4.32G    0.01673     0.0131   0.003925         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    138/499      4.32G    0.01673     0.0131   0.003925         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    138/499      4.32G     0.0167    0.01313   0.003899         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    138/499      4.32G     0.0167    0.01313   0.003899         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    138/499      4.32G     0.0167    0.01303   0.003908         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    138/499      4.32G     0.0167    0.01303   0.003908         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    138/499      4.32G    0.01668    0.01299   0.003889         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    138/499      4.32G    0.01668    0.01299   0.003889         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    138/499      4.32G    0.01664    0.01304   0.003943         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    138/499      4.32G    0.01664    0.01304   0.003943         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    138/499      4.32G    0.01663    0.01302   0.004045         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    138/499      4.32G    0.01663    0.01302   0.004045         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    138/499      4.32G    0.01659    0.01297   0.004039         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    138/499      4.32G    0.01659    0.01297   0.004039         64        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    138/499      4.32G    0.01655    0.01291   0.004033         64        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    138/499      4.32G    0.01655    0.01291   0.004033         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    138/499      4.32G    0.01651    0.01297   0.004012         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    138/499      4.32G    0.01651    0.01297   0.004012         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    138/499      4.32G    0.01647    0.01301   0.003971         92        640:  85%|########5 | 34/40 [00:06<00:01,  5.13it/s]
    138/499      4.32G    0.01647    0.01301   0.003971         92        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    138/499      4.32G    0.01642    0.01296   0.004002         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    138/499      4.32G    0.01642    0.01296   0.004002         65        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    138/499      4.32G    0.01644    0.01296   0.004145         71        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    138/499      4.32G    0.01644    0.01296   0.004145         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    138/499      4.32G    0.01641    0.01296   0.004106         88        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    138/499      4.32G    0.01641    0.01296   0.004106         88        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    138/499      4.32G    0.01646    0.01293     0.0041         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    138/499      4.32G    0.01646    0.01293     0.0041         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    138/499      4.32G    0.01644    0.01294   0.004243         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    138/499      4.32G    0.01644    0.01294   0.004243         40        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]
    138/499      4.32G    0.01644    0.01294   0.004243         40        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.65it/s]
                   all        132        263     0.0427     0.0351     0.0471      0.019

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    139/499      4.32G    0.01688    0.01585   0.008495         88        640:   0%|          | 0/40 [00:00<?, ?it/s]
    139/499      4.32G    0.01688    0.01585   0.008495         88        640:   2%|2         | 1/40 [00:00<00:07,  5.23it/s]
    139/499      4.32G     0.0161    0.01414   0.007054         79        640:   2%|2         | 1/40 [00:00<00:07,  5.23it/s]
    139/499      4.32G     0.0161    0.01414   0.007054         79        640:   5%|5         | 2/40 [00:00<00:07,  5.39it/s]
    139/499      4.32G    0.01619    0.01467   0.005913         82        640:   5%|5         | 2/40 [00:00<00:07,  5.39it/s]
    139/499      4.32G    0.01619    0.01467   0.005913         82        640:   8%|7         | 3/40 [00:00<00:07,  5.05it/s]
    139/499      4.32G    0.01647    0.01437   0.006035         77        640:   8%|7         | 3/40 [00:00<00:07,  5.05it/s]
    139/499      4.32G    0.01647    0.01437   0.006035         77        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    139/499      4.32G    0.01655    0.01429   0.005393         82        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    139/499      4.32G    0.01655    0.01429   0.005393         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    139/499      4.32G    0.01647    0.01401   0.004887         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    139/499      4.32G    0.01647    0.01401   0.004887         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    139/499      4.32G     0.0163    0.01361   0.004906         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    139/499      4.32G     0.0163    0.01361   0.004906         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    139/499      4.32G    0.01628    0.01351   0.004793         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    139/499      4.32G    0.01628    0.01351   0.004793         76        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    139/499      4.32G    0.01613     0.0133   0.004449         80        640:  20%|##        | 8/40 [00:01<00:06,  5.31it/s]
    139/499      4.32G    0.01613     0.0133   0.004449         80        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
    139/499      4.32G    0.01616    0.01321   0.004377         76        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
    139/499      4.32G    0.01616    0.01321   0.004377         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    139/499      4.32G     0.0161     0.0132   0.004282         83        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    139/499      4.32G     0.0161     0.0132   0.004282         83        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    139/499      4.32G    0.01624    0.01326    0.00418         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    139/499      4.32G    0.01624    0.01326    0.00418         79        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    139/499      4.32G    0.01622    0.01327   0.004255         81        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    139/499      4.32G    0.01622    0.01327   0.004255         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    139/499      4.32G     0.0162     0.0134    0.00422         93        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    139/499      4.32G     0.0162     0.0134    0.00422         93        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    139/499      4.32G    0.01619    0.01336   0.004267         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    139/499      4.32G    0.01619    0.01336   0.004267         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
    139/499      4.32G    0.01613    0.01327   0.004362         72        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
    139/499      4.32G    0.01613    0.01327   0.004362         72        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    139/499      4.32G    0.01613    0.01323   0.004249         79        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    139/499      4.32G    0.01613    0.01323   0.004249         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    139/499      4.32G    0.01605    0.01322   0.004098         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    139/499      4.32G    0.01605    0.01322   0.004098         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    139/499      4.32G    0.01595    0.01296   0.004295         49        640:  45%|####5     | 18/40 [00:03<00:04,  5.15it/s]
    139/499      4.32G    0.01595    0.01296   0.004295         49        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    139/499      4.32G    0.01592    0.01293   0.004201         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    139/499      4.32G    0.01592    0.01293   0.004201         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    139/499      4.32G    0.01591     0.0128   0.004108         64        640:  50%|#####     | 20/40 [00:04<00:03,  5.26it/s]
    139/499      4.32G    0.01591     0.0128   0.004108         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
    139/499      4.32G    0.01593    0.01287   0.004162         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.12it/s]
    139/499      4.32G    0.01593    0.01287   0.004162         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    139/499      4.32G    0.01596    0.01283   0.004245         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    139/499      4.32G    0.01596    0.01283   0.004245         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    139/499      4.32G    0.01587    0.01274   0.004262         55        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    139/499      4.32G    0.01587    0.01274   0.004262         55        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
    139/499      4.32G    0.01596    0.01276   0.004327         76        640:  60%|######    | 24/40 [00:04<00:03,  5.12it/s]
    139/499      4.32G    0.01596    0.01276   0.004327         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    139/499      4.32G     0.0159    0.01274   0.004394         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.16it/s]
    139/499      4.32G     0.0159    0.01274   0.004394         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.19it/s]
    139/499      4.32G    0.01588     0.0127   0.004317         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.19it/s]
    139/499      4.32G    0.01588     0.0127   0.004317         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.06it/s]
    139/499      4.32G    0.01589    0.01266   0.004285         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.06it/s]
    139/499      4.32G    0.01589    0.01266   0.004285         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    139/499      4.32G    0.01586    0.01265   0.004254         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    139/499      4.32G    0.01586    0.01265   0.004254         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    139/499      4.32G    0.01579    0.01267   0.004181         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    139/499      4.32G    0.01579    0.01267   0.004181         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    139/499      4.32G    0.01582    0.01259   0.004214         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    139/499      4.32G    0.01582    0.01259   0.004214         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    139/499      4.32G    0.01585    0.01254   0.004162         62        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    139/499      4.32G    0.01585    0.01254   0.004162         62        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    139/499      4.32G    0.01585    0.01248   0.004129         59        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    139/499      4.32G    0.01585    0.01248   0.004129         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    139/499      4.32G    0.01586    0.01242   0.004164         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.12it/s]
    139/499      4.32G    0.01586    0.01242   0.004164         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    139/499      4.32G    0.01588    0.01243    0.00419         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    139/499      4.32G    0.01588    0.01243    0.00419         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    139/499      4.32G    0.01588    0.01243   0.004269         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    139/499      4.32G    0.01588    0.01243   0.004269         81        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    139/499      4.32G    0.01583    0.01243    0.00426         78        640:  90%|######### | 36/40 [00:07<00:00,  5.19it/s]
    139/499      4.32G    0.01583    0.01243    0.00426         78        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    139/499      4.32G    0.01589    0.01244   0.004259         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    139/499      4.32G    0.01589    0.01244   0.004259         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    139/499      4.32G    0.01584    0.01241   0.004297         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    139/499      4.32G    0.01584    0.01241   0.004297         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    139/499      4.32G    0.01582    0.01234   0.004218         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    139/499      4.32G    0.01582    0.01234   0.004218         31        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    139/499      4.32G    0.01582    0.01234   0.004218         31        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.68it/s]
                   all        132        263      0.224     0.0123     0.0166    0.00883

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    140/499      4.32G    0.01588    0.01669   0.002588         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    140/499      4.32G    0.01588    0.01669   0.002588         85        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    140/499      4.32G    0.01636      0.015   0.004023         77        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    140/499      4.32G    0.01636      0.015   0.004023         77        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    140/499      4.32G    0.01665    0.01416   0.004022         72        640:   5%|5         | 2/40 [00:00<00:07,  5.13it/s]
    140/499      4.32G    0.01665    0.01416   0.004022         72        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    140/499      4.32G    0.01641    0.01395   0.004476         80        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    140/499      4.32G    0.01641    0.01395   0.004476         80        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    140/499      4.32G    0.01623    0.01415   0.004392         88        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    140/499      4.32G    0.01623    0.01415   0.004392         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    140/499      4.32G      0.016    0.01432   0.004498         90        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    140/499      4.32G      0.016    0.01432   0.004498         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    140/499      4.32G    0.01585    0.01377   0.004708         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    140/499      4.32G    0.01585    0.01377   0.004708         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    140/499      4.32G    0.01581    0.01358   0.004629         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    140/499      4.32G    0.01581    0.01358   0.004629         69        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    140/499      4.32G    0.01596    0.01346   0.004887         64        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    140/499      4.32G    0.01596    0.01346   0.004887         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    140/499      4.32G     0.0158    0.01322   0.004987         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    140/499      4.32G     0.0158    0.01322   0.004987         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    140/499      4.32G    0.01588    0.01328   0.005043         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    140/499      4.32G    0.01588    0.01328   0.005043         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    140/499      4.32G    0.01588    0.01305   0.005086         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    140/499      4.32G    0.01588    0.01305   0.005086         65        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    140/499      4.32G    0.01587    0.01321   0.005116         87        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    140/499      4.32G    0.01587    0.01321   0.005116         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    140/499      4.32G    0.01575    0.01315   0.005107         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    140/499      4.32G    0.01575    0.01315   0.005107         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    140/499      4.32G    0.01561    0.01296   0.004824         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.17it/s]
    140/499      4.32G    0.01561    0.01296   0.004824         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    140/499      4.32G     0.0156    0.01305   0.004936         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    140/499      4.32G     0.0156    0.01305   0.004936         83        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    140/499      4.32G    0.01565    0.01313    0.00524         78        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    140/499      4.32G    0.01565    0.01313    0.00524         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    140/499      4.32G    0.01565    0.01301   0.005247         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    140/499      4.32G    0.01565    0.01301   0.005247         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    140/499      4.32G    0.01575    0.01308   0.005291         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    140/499      4.32G    0.01575    0.01308   0.005291         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    140/499      4.32G     0.0158    0.01311   0.005223         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    140/499      4.32G     0.0158    0.01311   0.005223         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.16it/s]
    140/499      4.32G    0.01587    0.01314   0.005361         81        640:  50%|#####     | 20/40 [00:04<00:03,  5.16it/s]
    140/499      4.32G    0.01587    0.01314   0.005361         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    140/499      4.32G    0.01593    0.01306    0.00524         64        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    140/499      4.32G    0.01593    0.01306    0.00524         64        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    140/499      4.32G    0.01592    0.01312   0.005146         91        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    140/499      4.32G    0.01592    0.01312   0.005146         91        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    140/499      4.32G    0.01583    0.01301   0.005076         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    140/499      4.32G    0.01583    0.01301   0.005076         67        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    140/499      4.32G    0.01581    0.01311   0.005004         96        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    140/499      4.32G    0.01581    0.01311   0.005004         96        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    140/499      4.32G    0.01581    0.01314   0.005143         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    140/499      4.32G    0.01581    0.01314   0.005143         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    140/499      4.32G    0.01575    0.01316    0.00503         83        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    140/499      4.32G    0.01575    0.01316    0.00503         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    140/499      4.32G    0.01574    0.01308   0.005094         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    140/499      4.32G    0.01574    0.01308   0.005094         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    140/499      4.32G    0.01569    0.01295   0.004981         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    140/499      4.32G    0.01569    0.01295   0.004981         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    140/499      4.32G    0.01565    0.01296   0.004887         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    140/499      4.32G    0.01565    0.01296   0.004887         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    140/499      4.32G    0.01565    0.01295   0.004923         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.23it/s]
    140/499      4.32G    0.01565    0.01295   0.004923         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    140/499      4.32G    0.01568    0.01295   0.004894         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    140/499      4.32G    0.01568    0.01295   0.004894         68        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    140/499      4.32G    0.01564    0.01291   0.004832         74        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    140/499      4.32G    0.01564    0.01291   0.004832         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    140/499      4.32G    0.01562    0.01295   0.004912         93        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    140/499      4.32G    0.01562    0.01295   0.004912         93        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    140/499      4.32G    0.01567    0.01291   0.004858         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    140/499      4.32G    0.01567    0.01291   0.004858         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    140/499      4.32G    0.01565    0.01288   0.004791         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    140/499      4.32G    0.01565    0.01288   0.004791         76        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    140/499      4.32G    0.01561    0.01286   0.004754         75        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    140/499      4.32G    0.01561    0.01286   0.004754         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    140/499      4.32G    0.01561    0.01286   0.004857         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    140/499      4.32G    0.01561    0.01286   0.004857         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    140/499      4.32G    0.01562    0.01279   0.004769         60        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    140/499      4.32G    0.01562    0.01279   0.004769         60        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    140/499      4.32G    0.01557     0.0128   0.004738         45        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    140/499      4.32G    0.01557     0.0128   0.004738         45        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    140/499      4.32G    0.01557     0.0128   0.004738         45        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.04it/s]
                   all        132        263    0.00412     0.0175    0.00535    0.00318

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    141/499      4.32G    0.01571     0.0103    0.00563         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    141/499      4.32G    0.01571     0.0103    0.00563         71        640:   2%|2         | 1/40 [00:00<00:08,  4.87it/s]
    141/499      4.32G    0.01716    0.01274   0.006013         83        640:   2%|2         | 1/40 [00:00<00:08,  4.87it/s]
    141/499      4.32G    0.01716    0.01274   0.006013         83        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    141/499      4.32G    0.01734    0.01271     0.0059         74        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    141/499      4.32G    0.01734    0.01271     0.0059         74        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    141/499      4.32G    0.01759    0.01349    0.00556         91        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    141/499      4.32G    0.01759    0.01349    0.00556         91        640:  10%|#         | 4/40 [00:00<00:06,  5.14it/s]
    141/499      4.32G    0.01758    0.01306   0.005787         66        640:  10%|#         | 4/40 [00:00<00:06,  5.14it/s]
    141/499      4.32G    0.01758    0.01306   0.005787         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    141/499      4.32G    0.01802    0.01319   0.005955         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    141/499      4.32G    0.01802    0.01319   0.005955         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    141/499      4.32G    0.01785    0.01362    0.00578         86        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    141/499      4.32G    0.01785    0.01362    0.00578         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    141/499      4.32G    0.01753    0.01345    0.00531         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    141/499      4.32G    0.01753    0.01345    0.00531         70        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    141/499      4.32G    0.01716    0.01359   0.005051         86        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    141/499      4.32G    0.01716    0.01359   0.005051         86        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    141/499      4.32G    0.01713    0.01365   0.004907         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    141/499      4.32G    0.01713    0.01365   0.004907         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    141/499      4.32G    0.01704    0.01351    0.00501         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    141/499      4.32G    0.01704    0.01351    0.00501         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    141/499      4.32G    0.01702    0.01313   0.005136         46        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    141/499      4.32G    0.01702    0.01313   0.005136         46        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    141/499      4.32G     0.0169    0.01299   0.005089         71        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    141/499      4.32G     0.0169    0.01299   0.005089         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    141/499      4.32G    0.01687    0.01282   0.005115         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    141/499      4.32G    0.01687    0.01282   0.005115         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    141/499      4.32G    0.01691    0.01274   0.005257         59        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    141/499      4.32G    0.01691    0.01274   0.005257         59        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    141/499      4.32G    0.01679    0.01291   0.005102         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    141/499      4.32G    0.01679    0.01291   0.005102         88        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    141/499      4.32G     0.0168      0.013    0.00493         79        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    141/499      4.32G     0.0168      0.013    0.00493         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    141/499      4.32G    0.01677    0.01308   0.004962         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.26it/s]
    141/499      4.32G    0.01677    0.01308   0.004962         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    141/499      4.32G    0.01671    0.01293   0.004833         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    141/499      4.32G    0.01671    0.01293   0.004833         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    141/499      4.32G    0.01667      0.013    0.00493         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    141/499      4.32G    0.01667      0.013    0.00493         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    141/499      4.32G    0.01665    0.01298   0.004962         78        640:  50%|#####     | 20/40 [00:04<00:03,  5.23it/s]
    141/499      4.32G    0.01665    0.01298   0.004962         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    141/499      4.32G    0.01655    0.01299   0.004839         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    141/499      4.32G    0.01655    0.01299   0.004839         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    141/499      4.32G    0.01658    0.01299   0.004916         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.16it/s]
    141/499      4.32G    0.01658    0.01299   0.004916         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    141/499      4.32G    0.01666    0.01305   0.005169         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    141/499      4.32G    0.01666    0.01305   0.005169         79        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    141/499      4.32G    0.01655    0.01314   0.005019         98        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    141/499      4.32G    0.01655    0.01314   0.005019         98        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    141/499      4.32G    0.01656    0.01311   0.004987         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    141/499      4.32G    0.01656    0.01311   0.004987         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    141/499      4.32G     0.0166    0.01302   0.005059         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    141/499      4.32G     0.0166    0.01302   0.005059         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    141/499      4.32G    0.01656    0.01304   0.004926         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    141/499      4.32G    0.01656    0.01304   0.004926         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    141/499      4.32G    0.01656    0.01301   0.004927         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    141/499      4.32G    0.01656    0.01301   0.004927         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    141/499      4.32G    0.01655    0.01311   0.004823         96        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    141/499      4.32G    0.01655    0.01311   0.004823         96        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    141/499      4.32G     0.0165    0.01314   0.004818         92        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    141/499      4.32G     0.0165    0.01314   0.004818         92        640:  78%|#######7  | 31/40 [00:05<00:01,  5.08it/s]
    141/499      4.32G     0.0165    0.01312   0.004893         66        640:  78%|#######7  | 31/40 [00:06<00:01,  5.08it/s]
    141/499      4.32G     0.0165    0.01312   0.004893         66        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    141/499      4.32G    0.01646    0.01303   0.004858         60        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    141/499      4.32G    0.01646    0.01303   0.004858         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    141/499      4.32G    0.01648    0.01305   0.004881         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    141/499      4.32G    0.01648    0.01305   0.004881         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
    141/499      4.32G    0.01646    0.01302   0.004871         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.10it/s]
    141/499      4.32G    0.01646    0.01302   0.004871         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    141/499      4.32G    0.01652    0.01306   0.004969         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    141/499      4.32G    0.01652    0.01306   0.004969         74        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    141/499      4.32G    0.01662    0.01311   0.005078         81        640:  90%|######### | 36/40 [00:07<00:00,  5.29it/s]
    141/499      4.32G    0.01662    0.01311   0.005078         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    141/499      4.32G     0.0166    0.01306   0.005024         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    141/499      4.32G     0.0166    0.01306   0.005024         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    141/499      4.32G     0.0166    0.01304    0.00499         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    141/499      4.32G     0.0166    0.01304    0.00499         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    141/499      4.32G    0.01659    0.01301   0.005016         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.27it/s]
    141/499      4.32G    0.01659    0.01301   0.005016         36        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    141/499      4.32G    0.01659    0.01301   0.005016         36        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.45it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.10it/s]
                   all        132        263      0.444     0.0193     0.0318    0.00967

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    142/499      4.32G    0.01531    0.01185   0.003766         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    142/499      4.32G    0.01531    0.01185   0.003766         77        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    142/499      4.32G    0.01524    0.01224   0.004829         74        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    142/499      4.32G    0.01524    0.01224   0.004829         74        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    142/499      4.32G    0.01554    0.01255   0.005577         77        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    142/499      4.32G    0.01554    0.01255   0.005577         77        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    142/499      4.32G      0.016    0.01228   0.005499         65        640:   8%|7         | 3/40 [00:00<00:07,  5.19it/s]
    142/499      4.32G      0.016    0.01228   0.005499         65        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    142/499      4.32G    0.01605    0.01287   0.005211         82        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    142/499      4.32G    0.01605    0.01287   0.005211         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    142/499      4.32G    0.01612     0.0129   0.004872         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    142/499      4.32G    0.01612     0.0129   0.004872         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    142/499      4.32G    0.01604    0.01318   0.004817         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    142/499      4.32G    0.01604    0.01318   0.004817         89        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    142/499      4.32G      0.016    0.01346    0.00486         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.27it/s]
    142/499      4.32G      0.016    0.01346    0.00486         82        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    142/499      4.32G    0.01607    0.01382   0.004997         94        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    142/499      4.32G    0.01607    0.01382   0.004997         94        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    142/499      4.32G    0.01623    0.01403   0.004926         92        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    142/499      4.32G    0.01623    0.01403   0.004926         92        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    142/499      4.32G    0.01628    0.01386   0.004701         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    142/499      4.32G    0.01628    0.01386   0.004701         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    142/499      4.32G    0.01614    0.01371   0.004924         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    142/499      4.32G    0.01614    0.01371   0.004924         79        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
    142/499      4.32G    0.01615    0.01393   0.004923         86        640:  30%|###       | 12/40 [00:02<00:05,  5.15it/s]
    142/499      4.32G    0.01615    0.01393   0.004923         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    142/499      4.32G    0.01619    0.01383   0.004732         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    142/499      4.32G    0.01619    0.01383   0.004732         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    142/499      4.32G    0.01613    0.01378   0.004806         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    142/499      4.32G    0.01613    0.01378   0.004806         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
    142/499      4.32G    0.01624    0.01373    0.00484         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
    142/499      4.32G    0.01624    0.01373    0.00484         73        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    142/499      4.32G    0.01638    0.01388   0.004798         81        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    142/499      4.32G    0.01638    0.01388   0.004798         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    142/499      4.32G    0.01636    0.01398    0.00469         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    142/499      4.32G    0.01636    0.01398    0.00469         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    142/499      4.32G    0.01637    0.01399   0.004655         86        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    142/499      4.32G    0.01637    0.01399   0.004655         86        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    142/499      4.32G    0.01641    0.01398   0.004667         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    142/499      4.32G    0.01641    0.01398   0.004667         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    142/499      4.32G    0.01634    0.01378   0.004574         66        640:  50%|#####     | 20/40 [00:04<00:03,  5.32it/s]
    142/499      4.32G    0.01634    0.01378   0.004574         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
    142/499      4.32G    0.01634    0.01374   0.004772         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.11it/s]
    142/499      4.32G    0.01634    0.01374   0.004772         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    142/499      4.32G    0.01631    0.01364    0.00462         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    142/499      4.32G    0.01631    0.01364    0.00462         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    142/499      4.32G     0.0164    0.01363   0.004552         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    142/499      4.32G     0.0164    0.01363   0.004552         73        640:  60%|######    | 24/40 [00:04<00:03,  5.08it/s]
    142/499      4.32G    0.01645    0.01374     0.0046         77        640:  60%|######    | 24/40 [00:04<00:03,  5.08it/s]
    142/499      4.32G    0.01645    0.01374     0.0046         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    142/499      4.32G    0.01652    0.01375   0.004784         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    142/499      4.32G    0.01652    0.01375   0.004784         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    142/499      4.32G    0.01648    0.01379   0.004753         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    142/499      4.32G    0.01648    0.01379   0.004753         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    142/499      4.32G    0.01658    0.01381   0.004807         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.15it/s]
    142/499      4.32G    0.01658    0.01381   0.004807         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    142/499      4.32G    0.01661    0.01378   0.004733         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    142/499      4.32G    0.01661    0.01378   0.004733         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    142/499      4.32G    0.01662    0.01374   0.004754         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    142/499      4.32G    0.01662    0.01374   0.004754         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    142/499      4.32G    0.01668    0.01378    0.00489         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    142/499      4.32G    0.01668    0.01378    0.00489         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.27it/s]
    142/499      4.32G    0.01668    0.01388   0.004884         89        640:  78%|#######7  | 31/40 [00:06<00:01,  5.27it/s]
    142/499      4.32G    0.01668    0.01388   0.004884         89        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    142/499      4.32G    0.01668    0.01388   0.004951         75        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    142/499      4.32G    0.01668    0.01388   0.004951         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    142/499      4.32G     0.0167    0.01387   0.004964         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    142/499      4.32G     0.0167    0.01387   0.004964         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    142/499      4.32G     0.0167    0.01391   0.004906         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    142/499      4.32G     0.0167    0.01391   0.004906         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    142/499      4.32G    0.01669    0.01387   0.004848         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    142/499      4.32G    0.01669    0.01387   0.004848         71        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    142/499      4.32G    0.01664    0.01381   0.004787         72        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    142/499      4.32G    0.01664    0.01381   0.004787         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    142/499      4.32G    0.01662     0.0138   0.004742         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    142/499      4.32G    0.01662     0.0138   0.004742         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    142/499      4.32G    0.01662    0.01382   0.004699         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    142/499      4.32G    0.01662    0.01382   0.004699         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    142/499      4.32G    0.01662    0.01378     0.0046         37        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    142/499      4.32G    0.01662    0.01378     0.0046         37        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    142/499      4.32G    0.01662    0.01378     0.0046         37        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.78it/s]
                   all        132        263       0.71    0.00702    0.00855    0.00328

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    143/499      4.32G    0.01478     0.0101   0.005115         61        640:   0%|          | 0/40 [00:00<?, ?it/s]
    143/499      4.32G    0.01478     0.0101   0.005115         61        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    143/499      4.32G    0.01538    0.01076   0.003386         59        640:   2%|2         | 1/40 [00:00<00:07,  5.55it/s]
    143/499      4.32G    0.01538    0.01076   0.003386         59        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    143/499      4.32G    0.01562    0.01166    0.00412         84        640:   5%|5         | 2/40 [00:00<00:07,  5.15it/s]
    143/499      4.32G    0.01562    0.01166    0.00412         84        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    143/499      4.32G    0.01574    0.01124   0.004599         60        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    143/499      4.32G    0.01574    0.01124   0.004599         60        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    143/499      4.32G     0.0161    0.01148   0.004327         65        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    143/499      4.32G     0.0161    0.01148   0.004327         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    143/499      4.32G    0.01588    0.01185   0.003903         87        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    143/499      4.32G    0.01588    0.01185   0.003903         87        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    143/499      4.32G    0.01585    0.01168   0.004004         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    143/499      4.32G    0.01585    0.01168   0.004004         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    143/499      4.32G    0.01582    0.01198   0.004019         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    143/499      4.32G    0.01582    0.01198   0.004019         91        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    143/499      4.32G    0.01574    0.01183   0.003805         64        640:  20%|##        | 8/40 [00:01<00:06,  5.19it/s]
    143/499      4.32G    0.01574    0.01183   0.003805         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    143/499      4.32G    0.01581     0.0118   0.004708         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    143/499      4.32G    0.01581     0.0118   0.004708         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    143/499      4.32G    0.01582    0.01203   0.004588         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    143/499      4.32G    0.01582    0.01203   0.004588         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    143/499      4.32G    0.01582    0.01197   0.004639         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    143/499      4.32G    0.01582    0.01197   0.004639         76        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    143/499      4.32G    0.01588    0.01193   0.004505         67        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    143/499      4.32G    0.01588    0.01193   0.004505         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    143/499      4.32G    0.01599    0.01194   0.004415         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    143/499      4.32G    0.01599    0.01194   0.004415         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    143/499      4.32G    0.01596     0.0121   0.004318         91        640:  35%|###5      | 14/40 [00:02<00:05,  5.15it/s]
    143/499      4.32G    0.01596     0.0121   0.004318         91        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    143/499      4.32G    0.01605    0.01221   0.004255         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    143/499      4.32G    0.01605    0.01221   0.004255         77        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    143/499      4.32G    0.01608    0.01238   0.004352         87        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    143/499      4.32G    0.01608    0.01238   0.004352         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.11it/s]
    143/499      4.32G    0.01607    0.01239   0.004308         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.11it/s]
    143/499      4.32G    0.01607    0.01239   0.004308         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    143/499      4.32G    0.01603    0.01241   0.004344         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.20it/s]
    143/499      4.32G    0.01603    0.01241   0.004344         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    143/499      4.32G    0.01597    0.01234   0.004231         65        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    143/499      4.32G    0.01597    0.01234   0.004231         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.10it/s]
    143/499      4.32G    0.01596    0.01242   0.004225         71        640:  50%|#####     | 20/40 [00:04<00:03,  5.10it/s]
    143/499      4.32G    0.01596    0.01242   0.004225         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    143/499      4.32G    0.01596    0.01254   0.004196         87        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    143/499      4.32G    0.01596    0.01254   0.004196         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    143/499      4.32G    0.01595    0.01256   0.004143         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    143/499      4.32G    0.01595    0.01256   0.004143         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.09it/s]
    143/499      4.32G    0.01591    0.01267   0.004087         96        640:  57%|#####7    | 23/40 [00:04<00:03,  5.09it/s]
    143/499      4.32G    0.01591    0.01267   0.004087         96        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    143/499      4.32G    0.01595    0.01265   0.004076         65        640:  60%|######    | 24/40 [00:04<00:03,  5.19it/s]
    143/499      4.32G    0.01595    0.01265   0.004076         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    143/499      4.32G     0.0159    0.01264   0.004127         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    143/499      4.32G     0.0159    0.01264   0.004127         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    143/499      4.32G    0.01587    0.01271    0.00402         93        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    143/499      4.32G    0.01587    0.01271    0.00402         93        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    143/499      4.32G      0.016    0.01278   0.004233         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    143/499      4.32G      0.016    0.01278   0.004233         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    143/499      4.32G    0.01598    0.01272   0.004116         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    143/499      4.32G    0.01598    0.01272   0.004116         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    143/499      4.32G    0.01591    0.01268   0.004033         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    143/499      4.32G    0.01591    0.01268   0.004033         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    143/499      4.32G    0.01589     0.0126    0.00404         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.27it/s]
    143/499      4.32G    0.01589     0.0126    0.00404         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    143/499      4.32G    0.01587    0.01262   0.004017         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    143/499      4.32G    0.01587    0.01262   0.004017         75        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    143/499      4.32G     0.0159    0.01269   0.004083         79        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    143/499      4.32G     0.0159    0.01269   0.004083         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    143/499      4.32G    0.01589    0.01271   0.004196         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    143/499      4.32G    0.01589    0.01271   0.004196         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    143/499      4.32G    0.01586    0.01275   0.004139         90        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    143/499      4.32G    0.01586    0.01275   0.004139         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    143/499      4.32G     0.0159    0.01274   0.004119         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    143/499      4.32G     0.0159    0.01274   0.004119         77        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    143/499      4.32G    0.01583     0.0127   0.004079         76        640:  90%|######### | 36/40 [00:07<00:00,  5.31it/s]
    143/499      4.32G    0.01583     0.0127   0.004079         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    143/499      4.32G    0.01579    0.01269   0.004043         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    143/499      4.32G    0.01579    0.01269   0.004043         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    143/499      4.32G    0.01578    0.01269   0.004094         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    143/499      4.32G    0.01578    0.01269   0.004094         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    143/499      4.32G    0.01579    0.01268   0.004167         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    143/499      4.32G    0.01579    0.01268   0.004167         31        640: 100%|##########| 40/40 [00:07<00:00,  5.46it/s]
    143/499      4.32G    0.01579    0.01268   0.004167         31        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.82it/s]
                   all        132        263      0.006     0.0108     0.0054    0.00283

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    144/499      4.32G     0.0156    0.01219   0.002833         67        640:   0%|          | 0/40 [00:00<?, ?it/s]
    144/499      4.32G     0.0156    0.01219   0.002833         67        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    144/499      4.32G     0.0163    0.01306   0.002499         74        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    144/499      4.32G     0.0163    0.01306   0.002499         74        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    144/499      4.32G    0.01646    0.01259   0.002867         65        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    144/499      4.32G    0.01646    0.01259   0.002867         65        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    144/499      4.32G    0.01669    0.01278   0.002493         76        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    144/499      4.32G    0.01669    0.01278   0.002493         76        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    144/499      4.32G    0.01676    0.01251   0.002664         63        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    144/499      4.32G    0.01676    0.01251   0.002664         63        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    144/499      4.32G    0.01704    0.01261   0.002673         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    144/499      4.32G    0.01704    0.01261   0.002673         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    144/499      4.32G    0.01662    0.01243   0.002701         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    144/499      4.32G    0.01662    0.01243   0.002701         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    144/499      4.32G    0.01667    0.01234   0.002733         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.15it/s]
    144/499      4.32G    0.01667    0.01234   0.002733         66        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    144/499      4.32G    0.01668    0.01241   0.002755         80        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    144/499      4.32G    0.01668    0.01241   0.002755         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    144/499      4.32G    0.01656    0.01255   0.002694         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    144/499      4.32G    0.01656    0.01255   0.002694         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    144/499      4.32G    0.01635    0.01252   0.002678         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    144/499      4.32G    0.01635    0.01252   0.002678         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    144/499      4.32G    0.01605    0.01267   0.002654         95        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    144/499      4.32G    0.01605    0.01267   0.002654         95        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    144/499      4.32G    0.01596    0.01257   0.003024         64        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    144/499      4.32G    0.01596    0.01257   0.003024         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    144/499      4.32G     0.0159    0.01258   0.002934         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    144/499      4.32G     0.0159    0.01258   0.002934         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    144/499      4.32G     0.0159    0.01257   0.002837         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    144/499      4.32G     0.0159    0.01257   0.002837         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    144/499      4.32G    0.01593    0.01275   0.002857         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    144/499      4.32G    0.01593    0.01275   0.002857         83        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    144/499      4.32G    0.01584    0.01278   0.002839         80        640:  40%|####      | 16/40 [00:03<00:04,  5.19it/s]
    144/499      4.32G    0.01584    0.01278   0.002839         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    144/499      4.32G    0.01574    0.01264    0.00291         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    144/499      4.32G    0.01574    0.01264    0.00291         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    144/499      4.32G    0.01581    0.01264   0.003082         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.33it/s]
    144/499      4.32G    0.01581    0.01264   0.003082         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    144/499      4.32G    0.01579    0.01262   0.003167         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    144/499      4.32G    0.01579    0.01262   0.003167         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    144/499      4.32G    0.01584    0.01269   0.003091         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    144/499      4.32G    0.01584    0.01269   0.003091         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.28it/s]
    144/499      4.32G    0.01579     0.0127   0.003084         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.28it/s]
    144/499      4.32G    0.01579     0.0127   0.003084         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    144/499      4.32G    0.01583    0.01277   0.003014         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    144/499      4.32G    0.01583    0.01277   0.003014         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    144/499      4.32G    0.01583    0.01287   0.003011         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    144/499      4.32G    0.01583    0.01287   0.003011         82        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    144/499      4.32G    0.01577    0.01288   0.003007         85        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    144/499      4.32G    0.01577    0.01288   0.003007         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    144/499      4.32G    0.01586    0.01285   0.002972         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    144/499      4.32G    0.01586    0.01285   0.002972         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    144/499      4.32G    0.01593    0.01283   0.003138         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    144/499      4.32G    0.01593    0.01283   0.003138         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    144/499      4.32G    0.01597    0.01283   0.003191         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    144/499      4.32G    0.01597    0.01283   0.003191         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    144/499      4.32G    0.01591     0.0128    0.00314         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    144/499      4.32G    0.01591     0.0128    0.00314         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    144/499      4.32G    0.01586    0.01282   0.003204         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    144/499      4.32G    0.01586    0.01282   0.003204         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    144/499      4.32G    0.01582    0.01282   0.003171         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    144/499      4.32G    0.01582    0.01282   0.003171         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.11it/s]
    144/499      4.32G    0.01578    0.01273   0.003401         64        640:  78%|#######7  | 31/40 [00:06<00:01,  5.11it/s]
    144/499      4.32G    0.01578    0.01273   0.003401         64        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    144/499      4.32G    0.01578    0.01268   0.003433         58        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    144/499      4.32G    0.01578    0.01268   0.003433         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    144/499      4.32G    0.01575    0.01268   0.003502         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.32it/s]
    144/499      4.32G    0.01575    0.01268   0.003502         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    144/499      4.32G    0.01575    0.01263   0.003565         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    144/499      4.32G    0.01575    0.01263   0.003565         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    144/499      4.32G    0.01576    0.01266   0.003682         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.27it/s]
    144/499      4.32G    0.01576    0.01266   0.003682         84        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    144/499      4.32G    0.01576     0.0126   0.003659         64        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    144/499      4.32G    0.01576     0.0126   0.003659         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    144/499      4.32G    0.01574    0.01255   0.003652         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    144/499      4.32G    0.01574    0.01255   0.003652         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    144/499      4.32G    0.01576    0.01256   0.003683         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.28it/s]
    144/499      4.32G    0.01576    0.01256   0.003683         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    144/499      4.32G    0.01574    0.01254   0.003817         40        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    144/499      4.32G    0.01574    0.01254   0.003817         40        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    144/499      4.32G    0.01574    0.01254   0.003817         40        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.39it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.90it/s]
                   all        132        263      0.535    0.00351    0.00457    0.00286

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    145/499      4.32G    0.01662    0.01313   0.007631         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    145/499      4.32G    0.01662    0.01313   0.007631         77        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    145/499      4.32G    0.01687    0.01358   0.007777         81        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    145/499      4.32G    0.01687    0.01358   0.007777         81        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    145/499      4.32G    0.01646    0.01295   0.007519         66        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    145/499      4.32G    0.01646    0.01295   0.007519         66        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    145/499      4.32G    0.01595    0.01248    0.00707         69        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    145/499      4.32G    0.01595    0.01248    0.00707         69        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    145/499      4.32G    0.01594    0.01212   0.006542         64        640:  10%|#         | 4/40 [00:00<00:06,  5.36it/s]
    145/499      4.32G    0.01594    0.01212   0.006542         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    145/499      4.32G    0.01578    0.01249   0.006376         92        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    145/499      4.32G    0.01578    0.01249   0.006376         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    145/499      4.32G    0.01554    0.01265   0.005641         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    145/499      4.32G    0.01554    0.01265   0.005641         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    145/499      4.32G    0.01533    0.01236   0.005508         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    145/499      4.32G    0.01533    0.01236   0.005508         67        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    145/499      4.32G    0.01523    0.01213   0.005123         63        640:  20%|##        | 8/40 [00:01<00:05,  5.37it/s]
    145/499      4.32G    0.01523    0.01213   0.005123         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    145/499      4.32G    0.01545    0.01235    0.00506         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.19it/s]
    145/499      4.32G    0.01545    0.01235    0.00506         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.29it/s]
    145/499      4.32G    0.01542    0.01229   0.005078         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.29it/s]
    145/499      4.32G    0.01542    0.01229   0.005078         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    145/499      4.32G    0.01565    0.01245   0.004881         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.37it/s]
    145/499      4.32G    0.01565    0.01245   0.004881         87        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    145/499      4.32G    0.01579    0.01247   0.004909         65        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    145/499      4.32G    0.01579    0.01247   0.004909         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    145/499      4.32G    0.01586    0.01252   0.004773         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    145/499      4.32G    0.01586    0.01252   0.004773         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    145/499      4.32G      0.016    0.01284   0.004821        105        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    145/499      4.32G      0.016    0.01284   0.004821        105        640:  38%|###7      | 15/40 [00:02<00:04,  5.14it/s]
    145/499      4.32G    0.01594     0.0129   0.004639         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.14it/s]
    145/499      4.32G    0.01594     0.0129   0.004639         81        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    145/499      4.32G    0.01589    0.01268   0.004713         54        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    145/499      4.32G    0.01589    0.01268   0.004713         54        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    145/499      4.32G    0.01579    0.01268   0.004826         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    145/499      4.32G    0.01579    0.01268   0.004826         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.12it/s]
    145/499      4.32G    0.01586    0.01285   0.004792         90        640:  45%|####5     | 18/40 [00:03<00:04,  5.12it/s]
    145/499      4.32G    0.01586    0.01285   0.004792         90        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    145/499      4.32G    0.01589    0.01292   0.004672         91        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    145/499      4.32G    0.01589    0.01292   0.004672         91        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    145/499      4.32G     0.0159    0.01278   0.004639         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.29it/s]
    145/499      4.32G     0.0159    0.01278   0.004639         63        640:  52%|#####2    | 21/40 [00:03<00:03,  5.17it/s]
    145/499      4.32G    0.01592    0.01273   0.004687         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    145/499      4.32G    0.01592    0.01273   0.004687         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    145/499      4.32G    0.01589     0.0126   0.004619         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    145/499      4.32G    0.01589     0.0126   0.004619         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    145/499      4.32G    0.01578    0.01258   0.004487         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    145/499      4.32G    0.01578    0.01258   0.004487         66        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    145/499      4.32G    0.01571    0.01258    0.00449         79        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    145/499      4.32G    0.01571    0.01258    0.00449         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    145/499      4.32G    0.01573    0.01255    0.00451         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    145/499      4.32G    0.01573    0.01255    0.00451         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.18it/s]
    145/499      4.32G    0.01574    0.01256   0.004512         75        640:  65%|######5   | 26/40 [00:05<00:02,  5.18it/s]
    145/499      4.32G    0.01574    0.01256   0.004512         75        640:  68%|######7   | 27/40 [00:05<00:02,  5.10it/s]
    145/499      4.32G    0.01572    0.01252   0.004444         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.10it/s]
    145/499      4.32G    0.01572    0.01252   0.004444         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    145/499      4.32G    0.01573    0.01251   0.004443         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    145/499      4.32G    0.01573    0.01251   0.004443         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    145/499      4.32G    0.01575    0.01255   0.004491         85        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    145/499      4.32G    0.01575    0.01255   0.004491         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    145/499      4.32G    0.01575    0.01254   0.004409         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    145/499      4.32G    0.01575    0.01254   0.004409         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    145/499      4.32G     0.0157     0.0125   0.004404         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    145/499      4.32G     0.0157     0.0125   0.004404         74        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    145/499      4.32G    0.01567    0.01249   0.004415         71        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    145/499      4.32G    0.01567    0.01249   0.004415         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    145/499      4.32G    0.01569    0.01245   0.004341         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    145/499      4.32G    0.01569    0.01245   0.004341         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    145/499      4.32G    0.01566    0.01246   0.004403         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.19it/s]
    145/499      4.32G    0.01566    0.01246   0.004403         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    145/499      4.32G    0.01562    0.01249   0.004497         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    145/499      4.32G    0.01562    0.01249   0.004497         85        640:  90%|######### | 36/40 [00:06<00:00,  5.16it/s]
    145/499      4.32G    0.01561    0.01248   0.004427         72        640:  90%|######### | 36/40 [00:07<00:00,  5.16it/s]
    145/499      4.32G    0.01561    0.01248   0.004427         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    145/499      4.32G     0.0156    0.01241   0.004382         56        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    145/499      4.32G     0.0156    0.01241   0.004382         56        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    145/499      4.32G    0.01559     0.0124   0.004335         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    145/499      4.32G    0.01559     0.0124   0.004335         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    145/499      4.32G    0.01567    0.01234   0.004357         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    145/499      4.32G    0.01567    0.01234   0.004357         35        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    145/499      4.32G    0.01567    0.01234   0.004357         35        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.81it/s]
                   all        132        263    0.00202     0.0111    0.00146   0.000601

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    146/499      4.32G    0.01494    0.01433   0.003299         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    146/499      4.32G    0.01494    0.01433   0.003299         87        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    146/499      4.32G    0.01513    0.01371   0.003283         79        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    146/499      4.32G    0.01513    0.01371   0.003283         79        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    146/499      4.32G    0.01602    0.01421   0.004147         86        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    146/499      4.32G    0.01602    0.01421   0.004147         86        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    146/499      4.32G    0.01602    0.01473   0.003932         87        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    146/499      4.32G    0.01602    0.01473   0.003932         87        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    146/499      4.32G    0.01611    0.01418   0.004458         72        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    146/499      4.32G    0.01611    0.01418   0.004458         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    146/499      4.32G    0.01622    0.01394   0.004764         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    146/499      4.32G    0.01622    0.01394   0.004764         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    146/499      4.32G    0.01621    0.01328   0.005663         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.25it/s]
    146/499      4.32G    0.01621    0.01328   0.005663         58        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    146/499      4.32G    0.01585    0.01323   0.005185         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    146/499      4.32G    0.01585    0.01323   0.005185         77        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    146/499      4.32G    0.01588    0.01306   0.004975         66        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    146/499      4.32G    0.01588    0.01306   0.004975         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    146/499      4.32G    0.01572    0.01281   0.005177         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    146/499      4.32G    0.01572    0.01281   0.005177         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    146/499      4.32G    0.01565    0.01267   0.005014         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    146/499      4.32G    0.01565    0.01267   0.005014         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    146/499      4.32G    0.01557    0.01265   0.004728         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.18it/s]
    146/499      4.32G    0.01557    0.01265   0.004728         72        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    146/499      4.32G    0.01554    0.01276   0.004556         86        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    146/499      4.32G    0.01554    0.01276   0.004556         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    146/499      4.32G    0.01559    0.01306   0.004698         94        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    146/499      4.32G    0.01559    0.01306   0.004698         94        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    146/499      4.32G    0.01556    0.01294   0.004533         62        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    146/499      4.32G    0.01556    0.01294   0.004533         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.18it/s]
    146/499      4.32G    0.01555    0.01272   0.004307         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.18it/s]
    146/499      4.32G    0.01555    0.01272   0.004307         58        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    146/499      4.32G    0.01558    0.01263   0.004307         61        640:  40%|####      | 16/40 [00:03<00:04,  5.26it/s]
    146/499      4.32G    0.01558    0.01263   0.004307         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
    146/499      4.32G    0.01565     0.0126   0.004516         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.14it/s]
    146/499      4.32G    0.01565     0.0126   0.004516         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    146/499      4.32G    0.01556    0.01246   0.004366         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    146/499      4.32G    0.01556    0.01246   0.004366         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    146/499      4.32G    0.01562    0.01237   0.004288         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    146/499      4.32G    0.01562    0.01237   0.004288         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    146/499      4.32G    0.01559    0.01236   0.004251         72        640:  50%|#####     | 20/40 [00:04<00:03,  5.17it/s]
    146/499      4.32G    0.01559    0.01236   0.004251         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    146/499      4.32G    0.01558    0.01231    0.00419         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    146/499      4.32G    0.01558    0.01231    0.00419         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    146/499      4.32G    0.01562    0.01229   0.004243         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    146/499      4.32G    0.01562    0.01229   0.004243         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    146/499      4.32G    0.01567    0.01232    0.00421         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.14it/s]
    146/499      4.32G    0.01567    0.01232    0.00421         78        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    146/499      4.32G    0.01564    0.01231   0.004144         75        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    146/499      4.32G    0.01564    0.01231   0.004144         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    146/499      4.32G    0.01567    0.01236   0.004294         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    146/499      4.32G    0.01567    0.01236   0.004294         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.17it/s]
    146/499      4.32G    0.01563    0.01238   0.004246         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.17it/s]
    146/499      4.32G    0.01563    0.01238   0.004246         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    146/499      4.32G    0.01561    0.01233   0.004296         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    146/499      4.32G    0.01561    0.01233   0.004296         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    146/499      4.32G    0.01563    0.01233   0.004569         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    146/499      4.32G    0.01563    0.01233   0.004569         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    146/499      4.32G    0.01559    0.01231   0.004497         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    146/499      4.32G    0.01559    0.01231   0.004497         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    146/499      4.32G    0.01553    0.01227   0.004472         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    146/499      4.32G    0.01553    0.01227   0.004472         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    146/499      4.32G    0.01551    0.01226   0.004501         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    146/499      4.32G    0.01551    0.01226   0.004501         78        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    146/499      4.32G     0.0155    0.01224   0.004454         74        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    146/499      4.32G     0.0155    0.01224   0.004454         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    146/499      4.32G    0.01544    0.01217   0.004501         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    146/499      4.32G    0.01544    0.01217   0.004501         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    146/499      4.32G    0.01538     0.0122   0.004581         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    146/499      4.32G    0.01538     0.0122   0.004581         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    146/499      4.32G    0.01529    0.01207   0.004637         53        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    146/499      4.32G    0.01529    0.01207   0.004637         53        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    146/499      4.32G    0.01528    0.01211   0.004566         82        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    146/499      4.32G    0.01528    0.01211   0.004566         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    146/499      4.32G    0.01525    0.01204   0.004533         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    146/499      4.32G    0.01525    0.01204   0.004533         57        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    146/499      4.32G    0.01527    0.01199   0.004561         58        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    146/499      4.32G    0.01527    0.01199   0.004561         58        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    146/499      4.32G    0.01535    0.01203   0.004512         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    146/499      4.32G    0.01535    0.01203   0.004512         38        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    146/499      4.32G    0.01535    0.01203   0.004512         38        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.53it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.99it/s]
                   all        132        263     0.0147     0.0354     0.0133    0.00471

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    147/499      4.32G    0.01386   0.009435   0.003862         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
    147/499      4.32G    0.01386   0.009435   0.003862         65        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    147/499      4.32G     0.0167    0.01232   0.004979         83        640:   2%|2         | 1/40 [00:00<00:07,  4.96it/s]
    147/499      4.32G     0.0167    0.01232   0.004979         83        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    147/499      4.32G    0.01642    0.01209   0.005251         70        640:   5%|5         | 2/40 [00:00<00:07,  5.26it/s]
    147/499      4.32G    0.01642    0.01209   0.005251         70        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    147/499      4.32G    0.01647    0.01237   0.004977         84        640:   8%|7         | 3/40 [00:00<00:06,  5.36it/s]
    147/499      4.32G    0.01647    0.01237   0.004977         84        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    147/499      4.32G    0.01649    0.01232   0.005244         66        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    147/499      4.32G    0.01649    0.01232   0.005244         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    147/499      4.32G     0.0167    0.01212    0.00508         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    147/499      4.32G     0.0167    0.01212    0.00508         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    147/499      4.32G    0.01684    0.01256   0.005154         81        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    147/499      4.32G    0.01684    0.01256   0.005154         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    147/499      4.32G    0.01688    0.01266    0.00563         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    147/499      4.32G    0.01688    0.01266    0.00563         66        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    147/499      4.32G     0.0166    0.01264   0.005565         89        640:  20%|##        | 8/40 [00:01<00:06,  5.30it/s]
    147/499      4.32G     0.0166    0.01264   0.005565         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    147/499      4.32G    0.01634    0.01244    0.00551         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    147/499      4.32G    0.01634    0.01244    0.00551         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    147/499      4.32G    0.01647    0.01265   0.005484         89        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    147/499      4.32G    0.01647    0.01265   0.005484         89        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    147/499      4.32G    0.01663    0.01267   0.005732         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    147/499      4.32G    0.01663    0.01267   0.005732         74        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    147/499      4.32G     0.0165    0.01273   0.005431         89        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    147/499      4.32G     0.0165    0.01273   0.005431         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    147/499      4.32G    0.01639    0.01285   0.005483         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.21it/s]
    147/499      4.32G    0.01639    0.01285   0.005483         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    147/499      4.32G    0.01645    0.01288   0.005444         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.24it/s]
    147/499      4.32G    0.01645    0.01288   0.005444         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    147/499      4.32G    0.01636    0.01288   0.005504         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    147/499      4.32G    0.01636    0.01288   0.005504         75        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
    147/499      4.32G    0.01661    0.01262   0.005544         50        640:  40%|####      | 16/40 [00:03<00:04,  5.11it/s]
    147/499      4.32G    0.01661    0.01262   0.005544         50        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    147/499      4.32G    0.01662    0.01264   0.005426         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    147/499      4.32G    0.01662    0.01264   0.005426         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    147/499      4.32G    0.01661     0.0126   0.005253         69        640:  45%|####5     | 18/40 [00:03<00:04,  5.25it/s]
    147/499      4.32G    0.01661     0.0126   0.005253         69        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    147/499      4.32G    0.01658    0.01264   0.005353         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.14it/s]
    147/499      4.32G    0.01658    0.01264   0.005353         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    147/499      4.32G    0.01664    0.01277   0.005441         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    147/499      4.32G    0.01664    0.01277   0.005441         86        640:  52%|#####2    | 21/40 [00:03<00:03,  5.31it/s]
    147/499      4.32G    0.01652    0.01273   0.005304         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.31it/s]
    147/499      4.32G    0.01652    0.01273   0.005304         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    147/499      4.32G    0.01651    0.01278    0.00533         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    147/499      4.32G    0.01651    0.01278    0.00533         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    147/499      4.32G    0.01647    0.01271   0.005303         67        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    147/499      4.32G    0.01647    0.01271   0.005303         67        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    147/499      4.32G    0.01648     0.0128   0.005221         80        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    147/499      4.32G    0.01648     0.0128   0.005221         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    147/499      4.32G    0.01648    0.01283   0.005152         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    147/499      4.32G    0.01648    0.01283   0.005152         85        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    147/499      4.32G     0.0165    0.01289   0.005164         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    147/499      4.32G     0.0165    0.01289   0.005164         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    147/499      4.32G    0.01648    0.01287    0.00528         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    147/499      4.32G    0.01648    0.01287    0.00528         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.05it/s]
    147/499      4.32G    0.01641    0.01283   0.005237         75        640:  70%|#######   | 28/40 [00:05<00:02,  5.05it/s]
    147/499      4.32G    0.01641    0.01283   0.005237         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    147/499      4.32G    0.01636     0.0128   0.005181         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.14it/s]
    147/499      4.32G    0.01636     0.0128   0.005181         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    147/499      4.32G    0.01636    0.01285   0.005279         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    147/499      4.32G    0.01636    0.01285   0.005279         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.15it/s]
    147/499      4.32G    0.01636    0.01293   0.005234         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.15it/s]
    147/499      4.32G    0.01636    0.01293   0.005234         79        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    147/499      4.32G     0.0163    0.01287     0.0052         72        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    147/499      4.32G     0.0163    0.01287     0.0052         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    147/499      4.32G    0.01624    0.01282   0.005213         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    147/499      4.32G    0.01624    0.01282   0.005213         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    147/499      4.32G    0.01622    0.01275   0.005204         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    147/499      4.32G    0.01622    0.01275   0.005204         58        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    147/499      4.32G     0.0162    0.01279   0.005123         90        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    147/499      4.32G     0.0162    0.01279   0.005123         90        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    147/499      4.32G    0.01621    0.01283   0.005156         70        640:  90%|######### | 36/40 [00:07<00:00,  5.37it/s]
    147/499      4.32G    0.01621    0.01283   0.005156         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    147/499      4.32G    0.01619    0.01282   0.005137         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    147/499      4.32G    0.01619    0.01282   0.005137         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    147/499      4.32G     0.0162    0.01282   0.005088         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    147/499      4.32G     0.0162    0.01282   0.005088         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    147/499      4.32G    0.01632    0.01292   0.005156         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    147/499      4.32G    0.01632    0.01292   0.005156         42        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    147/499      4.32G    0.01632    0.01292   0.005156         42        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.21it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.75it/s]
                   all        132        263    0.00445    0.00526    0.00352    0.00178

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    148/499      4.32G    0.01741    0.01202    0.00665         63        640:   0%|          | 0/40 [00:00<?, ?it/s]
    148/499      4.32G    0.01741    0.01202    0.00665         63        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    148/499      4.32G     0.0168    0.01269   0.006306         79        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    148/499      4.32G     0.0168    0.01269   0.006306         79        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    148/499      4.32G    0.01689    0.01179   0.005921         60        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    148/499      4.32G    0.01689    0.01179   0.005921         60        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    148/499      4.32G    0.01655    0.01299   0.005768         87        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    148/499      4.32G    0.01655    0.01299   0.005768         87        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    148/499      4.32G    0.01644    0.01273   0.005165         76        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    148/499      4.32G    0.01644    0.01273   0.005165         76        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    148/499      4.32G    0.01625     0.0128    0.00477         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    148/499      4.32G    0.01625     0.0128    0.00477         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    148/499      4.32G    0.01614    0.01267   0.004861         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.23it/s]
    148/499      4.32G    0.01614    0.01267   0.004861         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    148/499      4.32G    0.01584    0.01286   0.004654         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.34it/s]
    148/499      4.32G    0.01584    0.01286   0.004654         84        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    148/499      4.32G    0.01587    0.01282   0.004453         78        640:  20%|##        | 8/40 [00:01<00:05,  5.35it/s]
    148/499      4.32G    0.01587    0.01282   0.004453         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    148/499      4.32G    0.01571    0.01254   0.004662         67        640:  22%|##2       | 9/40 [00:01<00:05,  5.21it/s]
    148/499      4.32G    0.01571    0.01254   0.004662         67        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    148/499      4.32G    0.01592    0.01266   0.004671         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    148/499      4.32G    0.01592    0.01266   0.004671         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    148/499      4.32G    0.01603      0.013   0.004658         95        640:  28%|##7       | 11/40 [00:02<00:05,  5.36it/s]
    148/499      4.32G    0.01603      0.013   0.004658         95        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    148/499      4.32G    0.01589    0.01308   0.004669         81        640:  30%|###       | 12/40 [00:02<00:05,  5.22it/s]
    148/499      4.32G    0.01589    0.01308   0.004669         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    148/499      4.32G    0.01591    0.01296    0.00463         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    148/499      4.32G    0.01591    0.01296    0.00463         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    148/499      4.32G    0.01584    0.01293   0.004548         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    148/499      4.32G    0.01584    0.01293   0.004548         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    148/499      4.32G    0.01579    0.01268   0.004555         56        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    148/499      4.32G    0.01579    0.01268   0.004555         56        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    148/499      4.32G    0.01572    0.01271   0.004428         85        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    148/499      4.32G    0.01572    0.01271   0.004428         85        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    148/499      4.32G    0.01567    0.01273   0.004367         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    148/499      4.32G    0.01567    0.01273   0.004367         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    148/499      4.32G    0.01567    0.01287   0.004405         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.17it/s]
    148/499      4.32G    0.01567    0.01287   0.004405         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    148/499      4.32G     0.0156     0.0128   0.004403         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    148/499      4.32G     0.0156     0.0128   0.004403         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    148/499      4.32G    0.01559    0.01271   0.004399         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    148/499      4.32G    0.01559    0.01271   0.004399         64        640:  52%|#####2    | 21/40 [00:03<00:03,  5.20it/s]
    148/499      4.32G    0.01559    0.01275   0.004482         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.20it/s]
    148/499      4.32G    0.01559    0.01275   0.004482         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    148/499      4.32G    0.01565     0.0128   0.004443         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    148/499      4.32G    0.01565     0.0128   0.004443         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    148/499      4.32G    0.01573    0.01283   0.004435         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    148/499      4.32G    0.01573    0.01283   0.004435         74        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    148/499      4.32G     0.0157    0.01279   0.004356         82        640:  60%|######    | 24/40 [00:04<00:03,  5.17it/s]
    148/499      4.32G     0.0157    0.01279   0.004356         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    148/499      4.32G    0.01572    0.01281   0.004311         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    148/499      4.32G    0.01572    0.01281   0.004311         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    148/499      4.32G    0.01571    0.01281   0.004292         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    148/499      4.32G    0.01571    0.01281   0.004292         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.11it/s]
    148/499      4.32G    0.01578    0.01276   0.004367         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.11it/s]
    148/499      4.32G    0.01578    0.01276   0.004367         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    148/499      4.32G    0.01587    0.01267   0.004338         60        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    148/499      4.32G    0.01587    0.01267   0.004338         60        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    148/499      4.32G    0.01582    0.01262   0.004368         62        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    148/499      4.32G    0.01582    0.01262   0.004368         62        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    148/499      4.32G    0.01584    0.01268   0.004538         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.13it/s]
    148/499      4.32G    0.01584    0.01268   0.004538         87        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    148/499      4.32G    0.01587    0.01278   0.004596         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    148/499      4.32G    0.01587    0.01278   0.004596         82        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    148/499      4.32G    0.01586     0.0127   0.004546         61        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    148/499      4.32G    0.01586     0.0127   0.004546         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    148/499      4.32G     0.0158     0.0127   0.004585         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    148/499      4.32G     0.0158     0.0127   0.004585         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    148/499      4.32G     0.0158    0.01273   0.004611         85        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    148/499      4.32G     0.0158    0.01273   0.004611         85        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    148/499      4.32G    0.01587    0.01279   0.004687         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    148/499      4.32G    0.01587    0.01279   0.004687         73        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    148/499      4.32G    0.01585     0.0128   0.004644         74        640:  90%|######### | 36/40 [00:07<00:00,  5.22it/s]
    148/499      4.32G    0.01585     0.0128   0.004644         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    148/499      4.32G     0.0158    0.01275   0.004604         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    148/499      4.32G     0.0158    0.01275   0.004604         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    148/499      4.32G    0.01579    0.01274   0.004622         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    148/499      4.32G    0.01579    0.01274   0.004622         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    148/499      4.32G    0.01577    0.01281   0.004586         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    148/499      4.32G    0.01577    0.01281   0.004586         46        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    148/499      4.32G    0.01577    0.01281   0.004586         46        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.67it/s]
                   all        132        263      0.636    0.00175    0.00341    0.00136

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    149/499      4.32G    0.01481    0.01436    0.00568         84        640:   0%|          | 0/40 [00:00<?, ?it/s]
    149/499      4.32G    0.01481    0.01436    0.00568         84        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    149/499      4.32G     0.0158    0.01346   0.004044         71        640:   2%|2         | 1/40 [00:00<00:07,  5.44it/s]
    149/499      4.32G     0.0158    0.01346   0.004044         71        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    149/499      4.32G    0.01548    0.01348   0.003497         84        640:   5%|5         | 2/40 [00:00<00:07,  5.09it/s]
    149/499      4.32G    0.01548    0.01348   0.003497         84        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    149/499      4.32G    0.01574    0.01424   0.003969         84        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    149/499      4.32G    0.01574    0.01424   0.003969         84        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    149/499      4.32G    0.01581    0.01379   0.004052         65        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    149/499      4.32G    0.01581    0.01379   0.004052         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    149/499      4.32G    0.01581    0.01316   0.003788         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    149/499      4.32G    0.01581    0.01316   0.003788         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    149/499      4.32G    0.01593    0.01304   0.003806         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    149/499      4.32G    0.01593    0.01304   0.003806         61        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    149/499      4.32G    0.01604    0.01271   0.003803         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.32it/s]
    149/499      4.32G    0.01604    0.01271   0.003803         64        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    149/499      4.32G    0.01577    0.01258   0.003767         72        640:  20%|##        | 8/40 [00:01<00:06,  5.18it/s]
    149/499      4.32G    0.01577    0.01258   0.003767         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    149/499      4.32G    0.01568    0.01266   0.003726         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.29it/s]
    149/499      4.32G    0.01568    0.01266   0.003726         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    149/499      4.32G    0.01576    0.01274   0.003737         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    149/499      4.32G    0.01576    0.01274   0.003737         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    149/499      4.32G    0.01559    0.01259   0.003942         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    149/499      4.32G    0.01559    0.01259   0.003942         64        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    149/499      4.32G    0.01558    0.01254    0.00407         74        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    149/499      4.32G    0.01558    0.01254    0.00407         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    149/499      4.32G    0.01554    0.01237   0.004161         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    149/499      4.32G    0.01554    0.01237   0.004161         66        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    149/499      4.32G    0.01566     0.0124   0.004106         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    149/499      4.32G    0.01566     0.0124   0.004106         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    149/499      4.32G     0.0157    0.01246   0.004401         74        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    149/499      4.32G     0.0157    0.01246   0.004401         74        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    149/499      4.32G     0.0157    0.01258   0.004321         82        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    149/499      4.32G     0.0157    0.01258   0.004321         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    149/499      4.32G    0.01568    0.01266   0.004247         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    149/499      4.32G    0.01568    0.01266   0.004247         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    149/499      4.32G    0.01567    0.01266   0.004481         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    149/499      4.32G    0.01567    0.01266   0.004481         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    149/499      4.32G    0.01569    0.01287   0.004406         90        640:  48%|####7     | 19/40 [00:03<00:03,  5.33it/s]
    149/499      4.32G    0.01569    0.01287   0.004406         90        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    149/499      4.32G    0.01562     0.0128   0.004355         65        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    149/499      4.32G    0.01562     0.0128   0.004355         65        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    149/499      4.32G    0.01565    0.01284   0.004237         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    149/499      4.32G    0.01565    0.01284   0.004237         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    149/499      4.32G    0.01575    0.01295   0.004281         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    149/499      4.32G    0.01575    0.01295   0.004281         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.05it/s]
    149/499      4.32G    0.01566    0.01294   0.004282         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.05it/s]
    149/499      4.32G    0.01566    0.01294   0.004282         72        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
    149/499      4.32G     0.0156    0.01295    0.00436         80        640:  60%|######    | 24/40 [00:04<00:03,  5.14it/s]
    149/499      4.32G     0.0156    0.01295    0.00436         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    149/499      4.32G    0.01552     0.0129   0.004281         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    149/499      4.32G    0.01552     0.0129   0.004281         72        640:  65%|######5   | 26/40 [00:04<00:02,  4.98it/s]
    149/499      4.32G    0.01557    0.01297   0.004231         79        640:  65%|######5   | 26/40 [00:05<00:02,  4.98it/s]
    149/499      4.32G    0.01557    0.01297   0.004231         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.02it/s]
    149/499      4.32G    0.01553    0.01292   0.004216         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.02it/s]
    149/499      4.32G    0.01553    0.01292   0.004216         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.11it/s]
    149/499      4.32G    0.01556      0.013   0.004278         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.11it/s]
    149/499      4.32G    0.01556      0.013   0.004278         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.03it/s]
    149/499      4.32G    0.01545    0.01284   0.004297         54        640:  72%|#######2  | 29/40 [00:05<00:02,  5.03it/s]
    149/499      4.32G    0.01545    0.01284   0.004297         54        640:  75%|#######5  | 30/40 [00:05<00:01,  5.12it/s]
    149/499      4.32G    0.01546    0.01286   0.004226         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.12it/s]
    149/499      4.32G    0.01546    0.01286   0.004226         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    149/499      4.32G    0.01546    0.01288   0.004222         84        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    149/499      4.32G    0.01546    0.01288   0.004222         84        640:  80%|########  | 32/40 [00:06<00:01,  5.02it/s]
    149/499      4.32G    0.01554    0.01283   0.004186         61        640:  80%|########  | 32/40 [00:06<00:01,  5.02it/s]
    149/499      4.32G    0.01554    0.01283   0.004186         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    149/499      4.32G    0.01561    0.01282   0.004184         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.14it/s]
    149/499      4.32G    0.01561    0.01282   0.004184         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    149/499      4.32G    0.01561    0.01281   0.004092         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    149/499      4.32G    0.01561    0.01281   0.004092         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    149/499      4.32G    0.01573    0.01283   0.004085         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.13it/s]
    149/499      4.32G    0.01573    0.01283   0.004085         67        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    149/499      4.32G    0.01576    0.01283   0.004058         71        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    149/499      4.32G    0.01576    0.01283   0.004058         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    149/499      4.32G    0.01579    0.01284     0.0041         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    149/499      4.32G    0.01579    0.01284     0.0041         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    149/499      4.32G    0.01577    0.01284   0.004114         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.17it/s]
    149/499      4.32G    0.01577    0.01284   0.004114         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    149/499      4.32G    0.01576    0.01277   0.004091         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    149/499      4.32G    0.01576    0.01277   0.004091         31        640: 100%|##########| 40/40 [00:07<00:00,  5.40it/s]
    149/499      4.32G    0.01576    0.01277   0.004091         31        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  6.32it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  6.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  7.02it/s]
                   all        132        263     0.0165     0.0211     0.0214     0.0064

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    150/499      4.32G    0.01421    0.01306   0.003222         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    150/499      4.32G    0.01421    0.01306   0.003222         81        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    150/499      4.32G    0.01414    0.01133   0.002805         65        640:   2%|2         | 1/40 [00:00<00:07,  4.92it/s]
    150/499      4.32G    0.01414    0.01133   0.002805         65        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    150/499      4.32G     0.0148    0.01248   0.003618         79        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    150/499      4.32G     0.0148    0.01248   0.003618         79        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    150/499      4.32G    0.01482     0.0123   0.004154         77        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    150/499      4.32G    0.01482     0.0123   0.004154         77        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    150/499      4.32G    0.01485    0.01307   0.003891         89        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    150/499      4.32G    0.01485    0.01307   0.003891         89        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    150/499      4.32G    0.01496     0.0132   0.003754         78        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    150/499      4.32G    0.01496     0.0132   0.003754         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    150/499      4.32G      0.015    0.01312    0.00396         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    150/499      4.32G      0.015    0.01312    0.00396         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    150/499      4.32G    0.01495    0.01291   0.004609         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    150/499      4.32G    0.01495    0.01291   0.004609         70        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    150/499      4.32G    0.01489      0.013   0.004547         90        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    150/499      4.32G    0.01489      0.013   0.004547         90        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    150/499      4.32G    0.01491    0.01337   0.004718         95        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    150/499      4.32G    0.01491    0.01337   0.004718         95        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    150/499      4.32G    0.01508    0.01339    0.00509         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    150/499      4.32G    0.01508    0.01339    0.00509         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    150/499      4.32G    0.01511    0.01313   0.004884         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    150/499      4.32G    0.01511    0.01313   0.004884         59        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    150/499      4.32G    0.01508    0.01323   0.004772         84        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    150/499      4.32G    0.01508    0.01323   0.004772         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    150/499      4.32G    0.01525    0.01334   0.004713         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.18it/s]
    150/499      4.32G    0.01525    0.01334   0.004713         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    150/499      4.32G    0.01529    0.01324   0.004646         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    150/499      4.32G    0.01529    0.01324   0.004646         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    150/499      4.32G    0.01533    0.01323   0.004629         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    150/499      4.32G    0.01533    0.01323   0.004629         76        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    150/499      4.32G    0.01533    0.01301   0.004786         63        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    150/499      4.32G    0.01533    0.01301   0.004786         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    150/499      4.32G    0.01531    0.01302   0.004688         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    150/499      4.32G    0.01531    0.01302   0.004688         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    150/499      4.32G    0.01538    0.01315   0.004745         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    150/499      4.32G    0.01538    0.01315   0.004745         80        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
    150/499      4.32G    0.01532    0.01312   0.004609         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.15it/s]
    150/499      4.32G    0.01532    0.01312   0.004609         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    150/499      4.32G    0.01543    0.01318    0.00463         76        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
    150/499      4.32G    0.01543    0.01318    0.00463         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    150/499      4.32G    0.01543    0.01305   0.004648         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    150/499      4.32G    0.01543    0.01305   0.004648         66        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    150/499      4.32G    0.01552    0.01306   0.004676         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.17it/s]
    150/499      4.32G    0.01552    0.01306   0.004676         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    150/499      4.32G     0.0155    0.01309   0.004684         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    150/499      4.32G     0.0155    0.01309   0.004684         80        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    150/499      4.32G    0.01558    0.01322   0.004762         95        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    150/499      4.32G    0.01558    0.01322   0.004762         95        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    150/499      4.32G    0.01559    0.01323   0.004704         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    150/499      4.32G    0.01559    0.01323   0.004704         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    150/499      4.32G    0.01555    0.01322   0.004604         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    150/499      4.32G    0.01555    0.01322   0.004604         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    150/499      4.32G    0.01553    0.01316   0.004604         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    150/499      4.32G    0.01553    0.01316   0.004604         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    150/499      4.32G    0.01552    0.01319   0.004749         84        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    150/499      4.32G    0.01552    0.01319   0.004749         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    150/499      4.32G    0.01553    0.01327   0.004707         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    150/499      4.32G    0.01553    0.01327   0.004707         87        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    150/499      4.32G    0.01548    0.01336   0.004684        101        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    150/499      4.32G    0.01548    0.01336   0.004684        101        640:  78%|#######7  | 31/40 [00:05<00:01,  5.14it/s]
    150/499      4.32G    0.01551    0.01339    0.00468         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.14it/s]
    150/499      4.32G    0.01551    0.01339    0.00468         72        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    150/499      4.32G    0.01551    0.01332   0.004605         68        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    150/499      4.32G    0.01551    0.01332   0.004605         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    150/499      4.32G     0.0155    0.01327   0.004553         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    150/499      4.32G     0.0155    0.01327   0.004553         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    150/499      4.32G    0.01553    0.01328   0.004614         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    150/499      4.32G    0.01553    0.01328   0.004614         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    150/499      4.32G     0.0156    0.01324   0.004763         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    150/499      4.32G     0.0156    0.01324   0.004763         69        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    150/499      4.32G    0.01562    0.01322   0.004695         74        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    150/499      4.32G    0.01562    0.01322   0.004695         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.09it/s]
    150/499      4.32G     0.0156    0.01322   0.004663         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.09it/s]
    150/499      4.32G     0.0156    0.01322   0.004663         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
    150/499      4.32G    0.01563    0.01323   0.004703         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.11it/s]
    150/499      4.32G    0.01563    0.01323   0.004703         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    150/499      4.32G    0.01575    0.01326   0.004732         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    150/499      4.32G    0.01575    0.01326   0.004732         39        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]
    150/499      4.32G    0.01575    0.01326   0.004732         39        640: 100%|##########| 40/40 [00:07<00:00,  5.22it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.19it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.83it/s]
                   all        132        263    0.00174    0.00379   0.000898   8.98e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    151/499      4.32G    0.01628    0.01315   0.003856         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
    151/499      4.32G    0.01628    0.01315   0.003856         79        640:   2%|2         | 1/40 [00:00<00:07,  5.20it/s]
    151/499      4.32G    0.01606     0.0131   0.005472         74        640:   2%|2         | 1/40 [00:00<00:07,  5.20it/s]
    151/499      4.32G    0.01606     0.0131   0.005472         74        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    151/499      4.32G     0.0157    0.01298   0.004506         82        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    151/499      4.32G     0.0157    0.01298   0.004506         82        640:   8%|7         | 3/40 [00:00<00:07,  5.11it/s]
    151/499      4.32G    0.01556    0.01258   0.003936         66        640:   8%|7         | 3/40 [00:00<00:07,  5.11it/s]
    151/499      4.32G    0.01556    0.01258   0.003936         66        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    151/499      4.32G    0.01558    0.01356   0.003895        107        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    151/499      4.32G    0.01558    0.01356   0.003895        107        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    151/499      4.32G    0.01553    0.01341   0.003494         74        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    151/499      4.32G    0.01553    0.01341   0.003494         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    151/499      4.32G    0.01644    0.01332   0.004348         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.16it/s]
    151/499      4.32G    0.01644    0.01332   0.004348         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    151/499      4.32G    0.01641    0.01337   0.004743         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    151/499      4.32G    0.01641    0.01337   0.004743         76        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    151/499      4.32G    0.01643     0.0132   0.004923         74        640:  20%|##        | 8/40 [00:01<00:06,  5.28it/s]
    151/499      4.32G    0.01643     0.0132   0.004923         74        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
    151/499      4.32G     0.0164     0.0131   0.004945         73        640:  22%|##2       | 9/40 [00:01<00:06,  5.15it/s]
    151/499      4.32G     0.0164     0.0131   0.004945         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    151/499      4.32G    0.01616    0.01295   0.004649         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    151/499      4.32G    0.01616    0.01295   0.004649         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    151/499      4.32G    0.01612    0.01269   0.004694         53        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    151/499      4.32G    0.01612    0.01269   0.004694         53        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    151/499      4.32G    0.01597    0.01265   0.004661         73        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    151/499      4.32G    0.01597    0.01265   0.004661         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    151/499      4.32G      0.016    0.01248   0.004835         57        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    151/499      4.32G      0.016    0.01248   0.004835         57        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    151/499      4.32G    0.01595    0.01235   0.004734         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    151/499      4.32G    0.01595    0.01235   0.004734         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    151/499      4.32G    0.01601    0.01254    0.00463         70        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    151/499      4.32G    0.01601    0.01254    0.00463         70        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    151/499      4.32G    0.01589    0.01249   0.004471         68        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    151/499      4.32G    0.01589    0.01249   0.004471         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    151/499      4.32G     0.0158    0.01242   0.004465         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.40it/s]
    151/499      4.32G     0.0158    0.01242   0.004465         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    151/499      4.32G    0.01575     0.0124   0.004362         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    151/499      4.32G    0.01575     0.0124   0.004362         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    151/499      4.32G    0.01577    0.01249    0.00444         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.31it/s]
    151/499      4.32G    0.01577    0.01249    0.00444         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    151/499      4.32G    0.01573    0.01249   0.004309         73        640:  50%|#####     | 20/40 [00:04<00:03,  5.38it/s]
    151/499      4.32G    0.01573    0.01249   0.004309         73        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    151/499      4.32G    0.01578    0.01253   0.004206         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    151/499      4.32G    0.01578    0.01253   0.004206         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    151/499      4.32G     0.0159     0.0126   0.004309         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    151/499      4.32G     0.0159     0.0126   0.004309         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    151/499      4.32G    0.01596    0.01264    0.00428         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.28it/s]
    151/499      4.32G    0.01596    0.01264    0.00428         75        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    151/499      4.32G    0.01605    0.01269    0.00439         68        640:  60%|######    | 24/40 [00:04<00:03,  5.13it/s]
    151/499      4.32G    0.01605    0.01269    0.00439         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    151/499      4.32G    0.01609    0.01274   0.004499         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    151/499      4.32G    0.01609    0.01274   0.004499         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    151/499      4.32G     0.0161    0.01275   0.004444         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    151/499      4.32G     0.0161    0.01275   0.004444         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    151/499      4.32G    0.01606    0.01273   0.004388         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    151/499      4.32G    0.01606    0.01273   0.004388         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    151/499      4.32G    0.01611    0.01281   0.004342         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    151/499      4.32G    0.01611    0.01281   0.004342         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    151/499      4.32G    0.01612    0.01277   0.004351         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    151/499      4.32G    0.01612    0.01277   0.004351         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    151/499      4.32G    0.01614    0.01277   0.004373         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    151/499      4.32G    0.01614    0.01277   0.004373         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    151/499      4.32G    0.01612     0.0128   0.004268         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    151/499      4.32G    0.01612     0.0128   0.004268         81        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    151/499      4.32G    0.01606    0.01274   0.004259         72        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    151/499      4.32G    0.01606    0.01274   0.004259         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    151/499      4.32G    0.01606    0.01278   0.004274         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    151/499      4.32G    0.01606    0.01278   0.004274         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    151/499      4.32G    0.01607    0.01282   0.004308         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.25it/s]
    151/499      4.32G    0.01607    0.01282   0.004308         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    151/499      4.32G    0.01604     0.0128   0.004431         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    151/499      4.32G    0.01604     0.0128   0.004431         70        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    151/499      4.32G    0.01606    0.01279   0.004415         75        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    151/499      4.32G    0.01606    0.01279   0.004415         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    151/499      4.32G     0.0161    0.01288   0.004469         85        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    151/499      4.32G     0.0161    0.01288   0.004469         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
    151/499      4.32G     0.0161    0.01286   0.004499         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
    151/499      4.32G     0.0161    0.01286   0.004499         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    151/499      4.32G    0.01604    0.01283   0.004399         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.23it/s]
    151/499      4.32G    0.01604    0.01283   0.004399         38        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    151/499      4.32G    0.01604    0.01283   0.004399         38        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.85it/s]
                   all        132        263      0.383    0.00351    0.00561    0.00287

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    152/499      4.32G    0.01529    0.01515    0.00258         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    152/499      4.32G    0.01529    0.01515    0.00258         89        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
    152/499      4.32G      0.016    0.01474   0.004563         77        640:   2%|2         | 1/40 [00:00<00:07,  5.31it/s]
    152/499      4.32G      0.016    0.01474   0.004563         77        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    152/499      4.32G    0.01624     0.0136   0.004724         69        640:   5%|5         | 2/40 [00:00<00:07,  5.08it/s]
    152/499      4.32G    0.01624     0.0136   0.004724         69        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    152/499      4.32G    0.01633    0.01348   0.004452         75        640:   8%|7         | 3/40 [00:00<00:06,  5.31it/s]
    152/499      4.32G    0.01633    0.01348   0.004452         75        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    152/499      4.32G    0.01649    0.01311   0.005048         68        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    152/499      4.32G    0.01649    0.01311   0.005048         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.20it/s]
    152/499      4.32G    0.01634    0.01293   0.004831         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.20it/s]
    152/499      4.32G    0.01634    0.01293   0.004831         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    152/499      4.32G    0.01652    0.01308   0.004682         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    152/499      4.32G    0.01652    0.01308   0.004682         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    152/499      4.32G    0.01638    0.01276   0.004402         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    152/499      4.32G    0.01638    0.01276   0.004402         70        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    152/499      4.32G    0.01637    0.01272   0.004565         76        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    152/499      4.32G    0.01637    0.01272   0.004565         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    152/499      4.32G    0.01633    0.01298   0.004853         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    152/499      4.32G    0.01633    0.01298   0.004853         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    152/499      4.32G    0.01624    0.01282   0.004695         67        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    152/499      4.32G    0.01624    0.01282   0.004695         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    152/499      4.32G    0.01614    0.01281   0.004537         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    152/499      4.32G    0.01614    0.01281   0.004537         74        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    152/499      4.32G    0.01589    0.01253   0.004324         60        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    152/499      4.32G    0.01589    0.01253   0.004324         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    152/499      4.32G    0.01583    0.01247   0.004274         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    152/499      4.32G    0.01583    0.01247   0.004274         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    152/499      4.32G    0.01592    0.01239   0.004215         61        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    152/499      4.32G    0.01592    0.01239   0.004215         61        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    152/499      4.32G    0.01583    0.01243   0.004176         90        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    152/499      4.32G    0.01583    0.01243   0.004176         90        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    152/499      4.32G    0.01586    0.01238   0.004177         61        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    152/499      4.32G    0.01586    0.01238   0.004177         61        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    152/499      4.32G    0.01605    0.01238   0.004265         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    152/499      4.32G    0.01605    0.01238   0.004265         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    152/499      4.32G    0.01605    0.01242   0.004291         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    152/499      4.32G    0.01605    0.01242   0.004291         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    152/499      4.32G    0.01608    0.01243   0.004304         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    152/499      4.32G    0.01608    0.01243   0.004304         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    152/499      4.32G    0.01597     0.0124   0.004302         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    152/499      4.32G    0.01597     0.0124   0.004302         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    152/499      4.32G    0.01595    0.01242    0.00425         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    152/499      4.32G    0.01595    0.01242    0.00425         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    152/499      4.32G    0.01594     0.0125   0.004539         88        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    152/499      4.32G    0.01594     0.0125   0.004539         88        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    152/499      4.32G    0.01588    0.01248   0.004441         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    152/499      4.32G    0.01588    0.01248   0.004441         74        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    152/499      4.32G    0.01583     0.0126   0.004369         92        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    152/499      4.32G    0.01583     0.0126   0.004369         92        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    152/499      4.32G    0.01579    0.01258   0.004261         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    152/499      4.32G    0.01579    0.01258   0.004261         80        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    152/499      4.32G    0.01574    0.01256   0.004204         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    152/499      4.32G    0.01574    0.01256   0.004204         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    152/499      4.32G     0.0157    0.01248   0.004163         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    152/499      4.32G     0.0157    0.01248   0.004163         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.41it/s]
    152/499      4.32G    0.01566     0.0124   0.004105         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.41it/s]
    152/499      4.32G    0.01566     0.0124   0.004105         64        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    152/499      4.32G    0.01562    0.01238   0.004057         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    152/499      4.32G    0.01562    0.01238   0.004057         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    152/499      4.32G    0.01562    0.01239   0.004093         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    152/499      4.32G    0.01562    0.01239   0.004093         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    152/499      4.32G    0.01562     0.0125   0.004096         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    152/499      4.32G    0.01562     0.0125   0.004096         91        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    152/499      4.32G    0.01562     0.0125   0.004048         71        640:  80%|########  | 32/40 [00:06<00:01,  5.15it/s]
    152/499      4.32G    0.01562     0.0125   0.004048         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    152/499      4.32G    0.01568    0.01258   0.004081         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.26it/s]
    152/499      4.32G    0.01568    0.01258   0.004081         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    152/499      4.32G    0.01572    0.01262   0.004159         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    152/499      4.32G    0.01572    0.01262   0.004159         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    152/499      4.32G    0.01574    0.01252   0.004213         49        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    152/499      4.32G    0.01574    0.01252   0.004213         49        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    152/499      4.32G    0.01572    0.01249    0.00419         63        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    152/499      4.32G    0.01572    0.01249    0.00419         63        640:  92%|#########2| 37/40 [00:06<00:00,  5.35it/s]
    152/499      4.32G    0.01574    0.01248   0.004184         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    152/499      4.32G    0.01574    0.01248   0.004184         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    152/499      4.32G    0.01576    0.01242    0.00413         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    152/499      4.32G    0.01576    0.01242    0.00413         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    152/499      4.32G    0.01578    0.01246   0.004107         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.31it/s]
    152/499      4.32G    0.01578    0.01246   0.004107         39        640: 100%|##########| 40/40 [00:07<00:00,  5.48it/s]
    152/499      4.32G    0.01578    0.01246   0.004107         39        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.66it/s]
                   all        132        263      0.728     0.0158     0.0195     0.0109

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    153/499      4.32G    0.01445    0.01179   0.002143         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    153/499      4.32G    0.01445    0.01179   0.002143         76        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    153/499      4.32G    0.01501    0.01331    0.00228         87        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    153/499      4.32G    0.01501    0.01331    0.00228         87        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    153/499      4.32G    0.01513    0.01271   0.003192         74        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    153/499      4.32G    0.01513    0.01271   0.003192         74        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    153/499      4.32G    0.01606    0.01333   0.004031         76        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    153/499      4.32G    0.01606    0.01333   0.004031         76        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    153/499      4.32G    0.01611    0.01332   0.004027         81        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    153/499      4.32G    0.01611    0.01332   0.004027         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    153/499      4.32G    0.01587    0.01311   0.004007         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    153/499      4.32G    0.01587    0.01311   0.004007         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    153/499      4.32G    0.01586    0.01285   0.003625         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    153/499      4.32G    0.01586    0.01285   0.003625         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    153/499      4.32G    0.01618    0.01319   0.003991         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    153/499      4.32G    0.01618    0.01319   0.003991         81        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    153/499      4.32G    0.01599    0.01338   0.003967         81        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    153/499      4.32G    0.01599    0.01338   0.003967         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    153/499      4.32G    0.01603    0.01344   0.004186         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    153/499      4.32G    0.01603    0.01344   0.004186         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    153/499      4.32G    0.01608    0.01333   0.004421         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    153/499      4.32G    0.01608    0.01333   0.004421         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    153/499      4.32G    0.01608    0.01326   0.004286         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    153/499      4.32G    0.01608    0.01326   0.004286         71        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    153/499      4.32G    0.01609    0.01335   0.004186         84        640:  30%|###       | 12/40 [00:02<00:05,  5.39it/s]
    153/499      4.32G    0.01609    0.01335   0.004186         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    153/499      4.32G    0.01605     0.0133   0.004002         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    153/499      4.32G    0.01605     0.0133   0.004002         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    153/499      4.32G    0.01603     0.0132    0.00414         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    153/499      4.32G    0.01603     0.0132    0.00414         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    153/499      4.32G    0.01603    0.01325   0.004178         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    153/499      4.32G    0.01603    0.01325   0.004178         78        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    153/499      4.32G    0.01593    0.01321   0.004181         76        640:  40%|####      | 16/40 [00:03<00:04,  5.23it/s]
    153/499      4.32G    0.01593    0.01321   0.004181         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    153/499      4.32G    0.01585    0.01313   0.004134         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    153/499      4.32G    0.01585    0.01313   0.004134         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    153/499      4.32G    0.01579    0.01325   0.004095         98        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    153/499      4.32G    0.01579    0.01325   0.004095         98        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    153/499      4.32G    0.01573    0.01327   0.004065         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    153/499      4.32G    0.01573    0.01327   0.004065         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    153/499      4.32G     0.0158    0.01335   0.004245         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    153/499      4.32G     0.0158    0.01335   0.004245         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    153/499      4.32G    0.01586    0.01345    0.00437         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    153/499      4.32G    0.01586    0.01345    0.00437         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    153/499      4.32G    0.01578    0.01338   0.004496         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.18it/s]
    153/499      4.32G    0.01578    0.01338   0.004496         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    153/499      4.32G    0.01567    0.01332   0.004367         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    153/499      4.32G    0.01567    0.01332   0.004367         76        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    153/499      4.32G    0.01569    0.01331   0.004348         77        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    153/499      4.32G    0.01569    0.01331   0.004348         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    153/499      4.32G    0.01571    0.01342   0.004409         93        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    153/499      4.32G    0.01571    0.01342   0.004409         93        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    153/499      4.32G    0.01567     0.0134   0.004323         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    153/499      4.32G    0.01567     0.0134   0.004323         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    153/499      4.32G    0.01558    0.01322   0.004278         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    153/499      4.32G    0.01558    0.01322   0.004278         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    153/499      4.32G    0.01557    0.01305   0.004203         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    153/499      4.32G    0.01557    0.01305   0.004203         57        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    153/499      4.32G    0.01557    0.01302    0.00425         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    153/499      4.32G    0.01557    0.01302    0.00425         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    153/499      4.32G    0.01565    0.01305   0.004276         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    153/499      4.32G    0.01565    0.01305   0.004276         80        640:  78%|#######7  | 31/40 [00:05<00:01,  5.16it/s]
    153/499      4.32G    0.01568    0.01315   0.004328         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.16it/s]
    153/499      4.32G    0.01568    0.01315   0.004328         91        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    153/499      4.32G    0.01564    0.01312   0.004267         81        640:  80%|########  | 32/40 [00:06<00:01,  5.25it/s]
    153/499      4.32G    0.01564    0.01312   0.004267         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    153/499      4.32G    0.01567    0.01313   0.004219         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    153/499      4.32G    0.01567    0.01313   0.004219         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    153/499      4.32G    0.01569    0.01315   0.004257         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    153/499      4.32G    0.01569    0.01315   0.004257         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    153/499      4.32G    0.01571     0.0131   0.004196         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    153/499      4.32G    0.01571     0.0131   0.004196         66        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    153/499      4.32G     0.0157      0.013   0.004183         57        640:  90%|######### | 36/40 [00:07<00:00,  5.35it/s]
    153/499      4.32G     0.0157      0.013   0.004183         57        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    153/499      4.32G    0.01564    0.01305    0.00414         97        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    153/499      4.32G    0.01564    0.01305    0.00414         97        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    153/499      4.32G    0.01561    0.01311   0.004154         85        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    153/499      4.32G    0.01561    0.01311   0.004154         85        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    153/499      4.32G    0.01558    0.01318   0.004116         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    153/499      4.32G    0.01558    0.01318   0.004116         46        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]
    153/499      4.32G    0.01558    0.01318   0.004116         46        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.56it/s]
                   all        132        263      0.634     0.0456     0.0559     0.0265

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    154/499      4.32G    0.01776    0.01597   0.003583         89        640:   0%|          | 0/40 [00:00<?, ?it/s]
    154/499      4.32G    0.01776    0.01597   0.003583         89        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    154/499      4.32G      0.016    0.01565   0.003123         90        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    154/499      4.32G      0.016    0.01565   0.003123         90        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    154/499      4.32G    0.01562    0.01383   0.003401         65        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    154/499      4.32G    0.01562    0.01383   0.003401         65        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    154/499      4.32G    0.01546    0.01351    0.00336         70        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    154/499      4.32G    0.01546    0.01351    0.00336         70        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    154/499      4.32G    0.01554    0.01247   0.004398         50        640:  10%|#         | 4/40 [00:00<00:06,  5.33it/s]
    154/499      4.32G    0.01554    0.01247   0.004398         50        640:  12%|#2        | 5/40 [00:00<00:06,  5.42it/s]
    154/499      4.32G    0.01553    0.01277   0.004162         84        640:  12%|#2        | 5/40 [00:01<00:06,  5.42it/s]
    154/499      4.32G    0.01553    0.01277   0.004162         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    154/499      4.32G     0.0157    0.01331   0.004402         96        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    154/499      4.32G     0.0157    0.01331   0.004402         96        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    154/499      4.32G    0.01587    0.01301   0.004271         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    154/499      4.32G    0.01587    0.01301   0.004271         62        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
    154/499      4.32G     0.0158    0.01319   0.004241         91        640:  20%|##        | 8/40 [00:01<00:05,  5.42it/s]
    154/499      4.32G     0.0158    0.01319   0.004241         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    154/499      4.32G    0.01573    0.01291   0.004811         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    154/499      4.32G    0.01573    0.01291   0.004811         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    154/499      4.32G    0.01565    0.01289   0.004707         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    154/499      4.32G    0.01565    0.01289   0.004707         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    154/499      4.32G    0.01576      0.013    0.00473         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.38it/s]
    154/499      4.32G    0.01576      0.013    0.00473         79        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    154/499      4.32G    0.01582    0.01283   0.004676         63        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    154/499      4.32G    0.01582    0.01283   0.004676         63        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    154/499      4.32G     0.0158    0.01285   0.004668         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    154/499      4.32G     0.0158    0.01285   0.004668         80        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    154/499      4.32G    0.01573    0.01274   0.004678         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.37it/s]
    154/499      4.32G    0.01573    0.01274   0.004678         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    154/499      4.32G    0.01572    0.01291   0.004852         88        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    154/499      4.32G    0.01572    0.01291   0.004852         88        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    154/499      4.32G    0.01561    0.01301   0.004869         79        640:  40%|####      | 16/40 [00:03<00:04,  5.31it/s]
    154/499      4.32G    0.01561    0.01301   0.004869         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    154/499      4.32G     0.0157    0.01315   0.004852         87        640:  42%|####2     | 17/40 [00:03<00:04,  5.37it/s]
    154/499      4.32G     0.0157    0.01315   0.004852         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    154/499      4.32G    0.01571    0.01318   0.005018         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    154/499      4.32G    0.01571    0.01318   0.005018         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    154/499      4.32G    0.01574    0.01313   0.004907         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    154/499      4.32G    0.01574    0.01313   0.004907         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    154/499      4.32G    0.01581    0.01317   0.004909         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    154/499      4.32G    0.01581    0.01317   0.004909         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    154/499      4.32G    0.01573    0.01303    0.00514         68        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    154/499      4.32G    0.01573    0.01303    0.00514         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    154/499      4.32G    0.01565    0.01301    0.00508         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.34it/s]
    154/499      4.32G    0.01565    0.01301    0.00508         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    154/499      4.32G    0.01561    0.01298   0.005005         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    154/499      4.32G    0.01561    0.01298   0.005005         78        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    154/499      4.32G    0.01561    0.01292   0.005032         69        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    154/499      4.32G    0.01561    0.01292   0.005032         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    154/499      4.32G    0.01569    0.01302   0.005018         82        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    154/499      4.32G    0.01569    0.01302   0.005018         82        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    154/499      4.32G     0.0157    0.01294   0.005062         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    154/499      4.32G     0.0157    0.01294   0.005062         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    154/499      4.32G    0.01568    0.01279   0.004981         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    154/499      4.32G    0.01568    0.01279   0.004981         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    154/499      4.32G    0.01563    0.01272   0.004935         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    154/499      4.32G    0.01563    0.01272   0.004935         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    154/499      4.32G    0.01571    0.01274   0.005031         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    154/499      4.32G    0.01571    0.01274   0.005031         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    154/499      4.32G    0.01576    0.01282   0.005006         91        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    154/499      4.32G    0.01576    0.01282   0.005006         91        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    154/499      4.32G    0.01576     0.0129   0.004973         95        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    154/499      4.32G    0.01576     0.0129   0.004973         95        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
    154/499      4.32G    0.01572    0.01289   0.004953         73        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
    154/499      4.32G    0.01572    0.01289   0.004953         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    154/499      4.32G     0.0157    0.01293    0.00487         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    154/499      4.32G     0.0157    0.01293    0.00487         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    154/499      4.32G    0.01567    0.01291   0.004803         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    154/499      4.32G    0.01567    0.01291   0.004803         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.41it/s]
    154/499      4.32G    0.01563    0.01298   0.004783         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.41it/s]
    154/499      4.32G    0.01563    0.01298   0.004783         88        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    154/499      4.32G    0.01564    0.01301   0.004817         79        640:  90%|######### | 36/40 [00:06<00:00,  5.15it/s]
    154/499      4.32G    0.01564    0.01301   0.004817         79        640:  92%|#########2| 37/40 [00:06<00:00,  5.26it/s]
    154/499      4.32G    0.01558    0.01292    0.00489         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    154/499      4.32G    0.01558    0.01292    0.00489         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    154/499      4.32G    0.01563     0.0129   0.004846         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    154/499      4.32G    0.01563     0.0129   0.004846         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    154/499      4.32G    0.01555    0.01282   0.004775         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    154/499      4.32G    0.01555    0.01282   0.004775         33        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    154/499      4.32G    0.01555    0.01282   0.004775         33        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.77it/s]
                   all        132        263      0.394    0.00351    0.00627    0.00308

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    155/499      4.32G    0.01986    0.01359   0.005211         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    155/499      4.32G    0.01986    0.01359   0.005211         75        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    155/499      4.32G    0.01772    0.01406   0.004368         88        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    155/499      4.32G    0.01772    0.01406   0.004368         88        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    155/499      4.32G    0.01674    0.01366    0.00418         87        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    155/499      4.32G    0.01674    0.01366    0.00418         87        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    155/499      4.32G    0.01621    0.01354    0.00392         80        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    155/499      4.32G    0.01621    0.01354    0.00392         80        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    155/499      4.32G    0.01663    0.01274   0.004273         47        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    155/499      4.32G    0.01663    0.01274   0.004273         47        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    155/499      4.32G    0.01645     0.0127   0.004136         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    155/499      4.32G    0.01645     0.0127   0.004136         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    155/499      4.32G    0.01636    0.01247   0.003797         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    155/499      4.32G    0.01636    0.01247   0.003797         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    155/499      4.32G    0.01649    0.01252     0.0035         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    155/499      4.32G    0.01649    0.01252     0.0035         64        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    155/499      4.32G    0.01624    0.01225   0.003526         59        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    155/499      4.32G    0.01624    0.01225   0.003526         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    155/499      4.32G    0.01622    0.01237   0.003905         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    155/499      4.32G    0.01622    0.01237   0.003905         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    155/499      4.32G    0.01624    0.01247   0.003971         84        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    155/499      4.32G    0.01624    0.01247   0.003971         84        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    155/499      4.32G    0.01608    0.01224   0.003928         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    155/499      4.32G    0.01608    0.01224   0.003928         65        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    155/499      4.32G    0.01583     0.0123   0.003783         83        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    155/499      4.32G    0.01583     0.0123   0.003783         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    155/499      4.32G    0.01571    0.01226   0.003891         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.35it/s]
    155/499      4.32G    0.01571    0.01226   0.003891         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    155/499      4.32G    0.01577    0.01236   0.003902         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    155/499      4.32G    0.01577    0.01236   0.003902         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    155/499      4.32G    0.01591    0.01261    0.00416         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    155/499      4.32G    0.01591    0.01261    0.00416         77        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    155/499      4.32G     0.0158    0.01256    0.00418         73        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    155/499      4.32G     0.0158    0.01256    0.00418         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    155/499      4.32G    0.01566    0.01252   0.004022         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    155/499      4.32G    0.01566    0.01252   0.004022         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    155/499      4.32G    0.01573    0.01254   0.004106         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    155/499      4.32G    0.01573    0.01254   0.004106         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
    155/499      4.32G    0.01581    0.01264   0.004044         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
    155/499      4.32G    0.01581    0.01264   0.004044         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    155/499      4.32G    0.01575    0.01267    0.00396         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    155/499      4.32G    0.01575    0.01267    0.00396         84        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    155/499      4.32G    0.01569    0.01267   0.004015         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    155/499      4.32G    0.01569    0.01267   0.004015         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    155/499      4.32G    0.01566    0.01266   0.003959         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    155/499      4.32G    0.01566    0.01266   0.003959         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    155/499      4.32G     0.0156    0.01256   0.003865         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    155/499      4.32G     0.0156    0.01256   0.003865         64        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    155/499      4.32G    0.01557    0.01252   0.004027         67        640:  60%|######    | 24/40 [00:04<00:03,  5.33it/s]
    155/499      4.32G    0.01557    0.01252   0.004027         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    155/499      4.32G    0.01552     0.0125   0.004015         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    155/499      4.32G    0.01552     0.0125   0.004015         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    155/499      4.32G    0.01557    0.01243   0.004245         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    155/499      4.32G    0.01557    0.01243   0.004245         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    155/499      4.32G    0.01559    0.01231    0.00423         59        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    155/499      4.32G    0.01559    0.01231    0.00423         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    155/499      4.32G    0.01554    0.01231   0.004131         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.33it/s]
    155/499      4.32G    0.01554    0.01231   0.004131         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    155/499      4.32G    0.01552     0.0123   0.004151         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    155/499      4.32G    0.01552     0.0123   0.004151         78        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    155/499      4.32G    0.01551    0.01235   0.004116         76        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    155/499      4.32G    0.01551    0.01235   0.004116         76        640:  78%|#######7  | 31/40 [00:05<00:01,  5.37it/s]
    155/499      4.32G    0.01548    0.01228    0.00413         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.37it/s]
    155/499      4.32G    0.01548    0.01228    0.00413         67        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    155/499      4.32G    0.01552    0.01231   0.004154         74        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    155/499      4.32G    0.01552    0.01231   0.004154         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    155/499      4.32G    0.01549    0.01227   0.004067         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    155/499      4.32G    0.01549    0.01227   0.004067         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    155/499      4.32G    0.01544    0.01221   0.004043         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.30it/s]
    155/499      4.32G    0.01544    0.01221   0.004043         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    155/499      4.32G    0.01545    0.01213    0.00413         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    155/499      4.32G    0.01545    0.01213    0.00413         61        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    155/499      4.32G    0.01546    0.01208    0.00425         63        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    155/499      4.32G    0.01546    0.01208    0.00425         63        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    155/499      4.32G    0.01545     0.0121   0.004223         86        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    155/499      4.32G    0.01545     0.0121   0.004223         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    155/499      4.32G    0.01547    0.01207   0.004228         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    155/499      4.32G    0.01547    0.01207   0.004228         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    155/499      4.32G    0.01553    0.01211   0.004255         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    155/499      4.32G    0.01553    0.01211   0.004255         39        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    155/499      4.32G    0.01553    0.01211   0.004255         39        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.76it/s]
                   all        132        263      0.503    0.00175   0.000452   0.000189

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    156/499      4.32G    0.01622    0.01305   0.002856         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    156/499      4.32G    0.01622    0.01305   0.002856         78        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    156/499      4.32G    0.01748    0.01298   0.002392         73        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    156/499      4.32G    0.01748    0.01298   0.002392         73        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    156/499      4.32G    0.01716    0.01274   0.002465         65        640:   5%|5         | 2/40 [00:00<00:07,  5.24it/s]
    156/499      4.32G    0.01716    0.01274   0.002465         65        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    156/499      4.32G    0.01674    0.01269   0.002201         77        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    156/499      4.32G    0.01674    0.01269   0.002201         77        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    156/499      4.32G     0.0173    0.01261   0.002317         59        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    156/499      4.32G     0.0173    0.01261   0.002317         59        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    156/499      4.32G    0.01693    0.01267   0.002832         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    156/499      4.32G    0.01693    0.01267   0.002832         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    156/499      4.32G    0.01685    0.01264   0.002967         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.42it/s]
    156/499      4.32G    0.01685    0.01264   0.002967         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    156/499      4.32G    0.01691    0.01311   0.003571         95        640:  18%|#7        | 7/40 [00:01<00:06,  5.26it/s]
    156/499      4.32G    0.01691    0.01311   0.003571         95        640:  20%|##        | 8/40 [00:01<00:05,  5.33it/s]
    156/499      4.32G    0.01701    0.01277   0.003586         56        640:  20%|##        | 8/40 [00:01<00:05,  5.33it/s]
    156/499      4.32G    0.01701    0.01277   0.003586         56        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    156/499      4.32G    0.01687    0.01273   0.003804         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    156/499      4.32G    0.01687    0.01273   0.003804         66        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    156/499      4.32G    0.01689     0.0127   0.003737         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    156/499      4.32G    0.01689     0.0127   0.003737         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    156/499      4.32G    0.01674    0.01263   0.003756         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    156/499      4.32G    0.01674    0.01263   0.003756         69        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    156/499      4.32G    0.01678     0.0127   0.003786         87        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    156/499      4.32G    0.01678     0.0127   0.003786         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    156/499      4.32G    0.01661    0.01277   0.003956         86        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    156/499      4.32G    0.01661    0.01277   0.003956         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    156/499      4.32G    0.01658    0.01274   0.003857         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    156/499      4.32G    0.01658    0.01274   0.003857         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    156/499      4.32G    0.01651     0.0128    0.00381         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    156/499      4.32G    0.01651     0.0128    0.00381         84        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    156/499      4.32G    0.01651    0.01272   0.003941         72        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    156/499      4.32G    0.01651    0.01272   0.003941         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    156/499      4.32G    0.01646    0.01269   0.003981         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    156/499      4.32G    0.01646    0.01269   0.003981         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    156/499      4.32G    0.01646    0.01281   0.003924         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    156/499      4.32G    0.01646    0.01281   0.003924         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    156/499      4.32G    0.01643    0.01278   0.004015         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    156/499      4.32G    0.01643    0.01278   0.004015         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    156/499      4.32G    0.01636     0.0128   0.003999         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    156/499      4.32G    0.01636     0.0128   0.003999         83        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    156/499      4.32G    0.01654    0.01286   0.004173         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    156/499      4.32G    0.01654    0.01286   0.004173         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    156/499      4.32G    0.01656    0.01277   0.004294         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    156/499      4.32G    0.01656    0.01277   0.004294         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    156/499      4.32G    0.01653    0.01277   0.004313         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    156/499      4.32G    0.01653    0.01277   0.004313         79        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    156/499      4.32G     0.0165    0.01278   0.004284         74        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    156/499      4.32G     0.0165    0.01278   0.004284         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    156/499      4.32G    0.01643    0.01278   0.004259         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    156/499      4.32G    0.01643    0.01278   0.004259         90        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    156/499      4.32G    0.01641    0.01284   0.004313         79        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    156/499      4.32G    0.01641    0.01284   0.004313         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    156/499      4.32G    0.01636    0.01276   0.004227         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    156/499      4.32G    0.01636    0.01276   0.004227         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    156/499      4.32G    0.01632     0.0128   0.004174         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    156/499      4.32G    0.01632     0.0128   0.004174         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    156/499      4.32G    0.01624    0.01277   0.004198         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.26it/s]
    156/499      4.32G    0.01624    0.01277   0.004198         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    156/499      4.32G    0.01621     0.0127   0.004138         72        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    156/499      4.32G    0.01621     0.0127   0.004138         72        640:  78%|#######7  | 31/40 [00:05<00:01,  5.13it/s]
    156/499      4.32G    0.01619    0.01269   0.004111         81        640:  78%|#######7  | 31/40 [00:06<00:01,  5.13it/s]
    156/499      4.32G    0.01619    0.01269   0.004111         81        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    156/499      4.32G    0.01613    0.01263   0.004221         66        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    156/499      4.32G    0.01613    0.01263   0.004221         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    156/499      4.32G    0.01609    0.01256   0.004195         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    156/499      4.32G    0.01609    0.01256   0.004195         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    156/499      4.32G    0.01611    0.01258   0.004268         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.18it/s]
    156/499      4.32G    0.01611    0.01258   0.004268         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    156/499      4.32G    0.01615    0.01251   0.004442         60        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    156/499      4.32G    0.01615    0.01251   0.004442         60        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    156/499      4.32G    0.01612    0.01251   0.004462         79        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    156/499      4.32G    0.01612    0.01251   0.004462         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    156/499      4.32G     0.0161    0.01253   0.004434         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.16it/s]
    156/499      4.32G     0.0161    0.01253   0.004434         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    156/499      4.32G    0.01607    0.01252   0.004436         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.19it/s]
    156/499      4.32G    0.01607    0.01252   0.004436         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    156/499      4.32G    0.01604    0.01246   0.004507         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    156/499      4.32G    0.01604    0.01246   0.004507         32        640: 100%|##########| 40/40 [00:07<00:00,  5.23it/s]
    156/499      4.32G    0.01604    0.01246   0.004507         32        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.37it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.89it/s]
                   all        132        263       0.81    0.00877     0.0146    0.00644

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    157/499      4.32G    0.01524     0.0134    0.00489         87        640:   0%|          | 0/40 [00:00<?, ?it/s]
    157/499      4.32G    0.01524     0.0134    0.00489         87        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    157/499      4.32G    0.01391    0.01317   0.003571         79        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    157/499      4.32G    0.01391    0.01317   0.003571         79        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    157/499      4.32G     0.0146    0.01267   0.002929         67        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    157/499      4.32G     0.0146    0.01267   0.002929         67        640:   8%|7         | 3/40 [00:00<00:07,  4.77it/s]
    157/499      4.32G    0.01458    0.01228   0.003366         67        640:   8%|7         | 3/40 [00:00<00:07,  4.77it/s]
    157/499      4.32G    0.01458    0.01228   0.003366         67        640:  10%|#         | 4/40 [00:00<00:07,  5.01it/s]
    157/499      4.32G    0.01444    0.01212    0.00394         74        640:  10%|#         | 4/40 [00:00<00:07,  5.01it/s]
    157/499      4.32G    0.01444    0.01212    0.00394         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.18it/s]
    157/499      4.32G    0.01442    0.01191   0.003729         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.18it/s]
    157/499      4.32G    0.01442    0.01191   0.003729         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.09it/s]
    157/499      4.32G    0.01457    0.01207   0.003753         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.09it/s]
    157/499      4.32G    0.01457    0.01207   0.003753         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    157/499      4.32G    0.01451    0.01195   0.003529         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.17it/s]
    157/499      4.32G    0.01451    0.01195   0.003529         73        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    157/499      4.32G    0.01464    0.01177   0.003822         60        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    157/499      4.32G    0.01464    0.01177   0.003822         60        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
    157/499      4.32G    0.01462    0.01165   0.004314         72        640:  22%|##2       | 9/40 [00:01<00:06,  5.14it/s]
    157/499      4.32G    0.01462    0.01165   0.004314         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    157/499      4.32G    0.01481    0.01192    0.00407         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    157/499      4.32G    0.01481    0.01192    0.00407         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    157/499      4.32G    0.01486    0.01193   0.003918         76        640:  28%|##7       | 11/40 [00:02<00:05,  5.34it/s]
    157/499      4.32G    0.01486    0.01193   0.003918         76        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    157/499      4.32G    0.01496    0.01174   0.004202         54        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    157/499      4.32G    0.01496    0.01174   0.004202         54        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    157/499      4.32G    0.01505     0.0116    0.00429         60        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    157/499      4.32G    0.01505     0.0116    0.00429         60        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    157/499      4.32G    0.01506    0.01172   0.004247         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    157/499      4.32G    0.01506    0.01172   0.004247         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    157/499      4.32G    0.01512    0.01171   0.004317         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    157/499      4.32G    0.01512    0.01171   0.004317         71        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    157/499      4.32G    0.01514     0.0119   0.004375         97        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    157/499      4.32G    0.01514     0.0119   0.004375         97        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    157/499      4.32G    0.01503    0.01189    0.00426         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    157/499      4.32G    0.01503    0.01189    0.00426         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    157/499      4.32G    0.01525    0.01193   0.004184         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    157/499      4.32G    0.01525    0.01193   0.004184         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    157/499      4.32G    0.01536    0.01215   0.004216         89        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    157/499      4.32G    0.01536    0.01215   0.004216         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    157/499      4.32G    0.01536    0.01211   0.004122         66        640:  50%|#####     | 20/40 [00:04<00:03,  5.37it/s]
    157/499      4.32G    0.01536    0.01211   0.004122         66        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
    157/499      4.32G     0.0153    0.01204   0.004043         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.15it/s]
    157/499      4.32G     0.0153    0.01204   0.004043         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    157/499      4.32G    0.01525    0.01193   0.004243         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    157/499      4.32G    0.01525    0.01193   0.004243         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    157/499      4.32G    0.01523    0.01197   0.004197         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    157/499      4.32G    0.01523    0.01197   0.004197         79        640:  60%|######    | 24/40 [00:04<00:03,  5.11it/s]
    157/499      4.32G    0.01519    0.01202   0.004125         84        640:  60%|######    | 24/40 [00:04<00:03,  5.11it/s]
    157/499      4.32G    0.01519    0.01202   0.004125         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    157/499      4.32G    0.01521    0.01204   0.004067         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    157/499      4.32G    0.01521    0.01204   0.004067         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    157/499      4.32G    0.01516    0.01207    0.00395         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    157/499      4.32G    0.01516    0.01207    0.00395         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    157/499      4.32G    0.01519    0.01199   0.004073         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.19it/s]
    157/499      4.32G    0.01519    0.01199   0.004073         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    157/499      4.32G    0.01526    0.01197   0.004006         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    157/499      4.32G    0.01526    0.01197   0.004006         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    157/499      4.32G    0.01529    0.01201    0.00395         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    157/499      4.32G    0.01529    0.01201    0.00395         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    157/499      4.32G     0.0153    0.01206   0.003978         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.11it/s]
    157/499      4.32G     0.0153    0.01206   0.003978         68        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    157/499      4.32G    0.01532    0.01205    0.00394         73        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    157/499      4.32G    0.01532    0.01205    0.00394         73        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    157/499      4.32G    0.01531    0.01205   0.003913         75        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    157/499      4.32G    0.01531    0.01205   0.003913         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    157/499      4.32G     0.0153    0.01209   0.003958         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    157/499      4.32G     0.0153    0.01209   0.003958         82        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    157/499      4.32G    0.01537    0.01213   0.003917         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    157/499      4.32G    0.01537    0.01213   0.003917         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    157/499      4.32G    0.01536     0.0122   0.003903         86        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    157/499      4.32G    0.01536     0.0122   0.003903         86        640:  90%|######### | 36/40 [00:06<00:00,  5.14it/s]
    157/499      4.32G    0.01535    0.01219   0.003908         77        640:  90%|######### | 36/40 [00:07<00:00,  5.14it/s]
    157/499      4.32G    0.01535    0.01219   0.003908         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    157/499      4.32G    0.01535    0.01216   0.003846         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    157/499      4.32G    0.01535    0.01216   0.003846         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    157/499      4.32G    0.01536    0.01219   0.003892         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    157/499      4.32G    0.01536    0.01219   0.003892         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    157/499      4.32G    0.01534    0.01217   0.003847         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.15it/s]
    157/499      4.32G    0.01534    0.01217   0.003847         39        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    157/499      4.32G    0.01534    0.01217   0.003847         39        640: 100%|##########| 40/40 [00:07<00:00,  5.24it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.35it/s]
                   all        132        263       0.55    0.00702    0.00885    0.00437

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    158/499      4.32G    0.01626    0.01308   0.003378         72        640:   0%|          | 0/40 [00:00<?, ?it/s]
    158/499      4.32G    0.01626    0.01308   0.003378         72        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    158/499      4.32G    0.01512    0.01191   0.003445         76        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    158/499      4.32G    0.01512    0.01191   0.003445         76        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    158/499      4.32G    0.01484    0.01141   0.003178         64        640:   5%|5         | 2/40 [00:00<00:07,  5.14it/s]
    158/499      4.32G    0.01484    0.01141   0.003178         64        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    158/499      4.32G    0.01442    0.01104   0.003141         69        640:   8%|7         | 3/40 [00:00<00:06,  5.30it/s]
    158/499      4.32G    0.01442    0.01104   0.003141         69        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    158/499      4.32G    0.01461    0.01177   0.002857         90        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    158/499      4.32G    0.01461    0.01177   0.002857         90        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    158/499      4.32G    0.01475      0.012   0.003011         83        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    158/499      4.32G    0.01475      0.012   0.003011         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    158/499      4.32G    0.01481    0.01196   0.002767         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    158/499      4.32G    0.01481    0.01196   0.002767         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    158/499      4.32G    0.01482     0.0122   0.002922         86        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    158/499      4.32G    0.01482     0.0122   0.002922         86        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
    158/499      4.32G    0.01498    0.01214   0.003399         66        640:  20%|##        | 8/40 [00:01<00:06,  5.16it/s]
    158/499      4.32G    0.01498    0.01214   0.003399         66        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    158/499      4.32G    0.01501    0.01202   0.003497         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    158/499      4.32G    0.01501    0.01202   0.003497         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    158/499      4.32G    0.01513    0.01198   0.003391         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    158/499      4.32G    0.01513    0.01198   0.003391         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    158/499      4.32G    0.01517    0.01197   0.003589         67        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    158/499      4.32G    0.01517    0.01197   0.003589         67        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    158/499      4.32G    0.01502    0.01195   0.003863         85        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    158/499      4.32G    0.01502    0.01195   0.003863         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    158/499      4.32G    0.01493    0.01191   0.003791         78        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    158/499      4.32G    0.01493    0.01191   0.003791         78        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    158/499      4.32G    0.01503    0.01187   0.003871         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.16it/s]
    158/499      4.32G    0.01503    0.01187   0.003871         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.27it/s]
    158/499      4.32G    0.01497    0.01191   0.003858         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.27it/s]
    158/499      4.32G    0.01497    0.01191   0.003858         78        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    158/499      4.32G      0.015    0.01203   0.003728         81        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    158/499      4.32G      0.015    0.01203   0.003728         81        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    158/499      4.32G    0.01501    0.01196   0.003963         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.16it/s]
    158/499      4.32G    0.01501    0.01196   0.003963         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    158/499      4.32G    0.01508    0.01193   0.004332         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    158/499      4.32G    0.01508    0.01193   0.004332         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    158/499      4.32G    0.01504    0.01202   0.004278         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    158/499      4.32G    0.01504    0.01202   0.004278         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    158/499      4.32G    0.01499    0.01204   0.004193         75        640:  50%|#####     | 20/40 [00:04<00:03,  5.21it/s]
    158/499      4.32G    0.01499    0.01204   0.004193         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    158/499      4.32G    0.01505    0.01209   0.004198         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    158/499      4.32G    0.01505    0.01209   0.004198         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    158/499      4.32G    0.01506    0.01217   0.004574         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    158/499      4.32G    0.01506    0.01217   0.004574         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    158/499      4.32G    0.01504    0.01218   0.004642         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.20it/s]
    158/499      4.32G    0.01504    0.01218   0.004642         73        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    158/499      4.32G    0.01509    0.01213   0.004654         69        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    158/499      4.32G    0.01509    0.01213   0.004654         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    158/499      4.32G     0.0151    0.01219   0.004669         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    158/499      4.32G     0.0151    0.01219   0.004669         84        640:  65%|######5   | 26/40 [00:04<00:02,  5.10it/s]
    158/499      4.32G    0.01512    0.01218    0.00466         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.10it/s]
    158/499      4.32G    0.01512    0.01218    0.00466         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    158/499      4.32G     0.0151    0.01221   0.004607         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.21it/s]
    158/499      4.32G     0.0151    0.01221   0.004607         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    158/499      4.32G    0.01503    0.01215   0.004676         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    158/499      4.32G    0.01503    0.01215   0.004676         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    158/499      4.32G    0.01509    0.01224   0.004699         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.18it/s]
    158/499      4.32G    0.01509    0.01224   0.004699         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    158/499      4.32G    0.01509    0.01216   0.004642         54        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    158/499      4.32G    0.01509    0.01216   0.004642         54        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    158/499      4.32G    0.01512    0.01216   0.004652         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    158/499      4.32G    0.01512    0.01216   0.004652         75        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    158/499      4.32G    0.01514     0.0122   0.004661         85        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    158/499      4.32G    0.01514     0.0122   0.004661         85        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    158/499      4.32G    0.01511    0.01225   0.004644         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    158/499      4.32G    0.01511    0.01225   0.004644         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    158/499      4.32G    0.01517    0.01226   0.004802         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    158/499      4.32G    0.01517    0.01226   0.004802         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    158/499      4.32G     0.0152    0.01233   0.004804         82        640:  88%|########7 | 35/40 [00:06<00:00,  5.22it/s]
    158/499      4.32G     0.0152    0.01233   0.004804         82        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    158/499      4.32G    0.01518    0.01231   0.004749         77        640:  90%|######### | 36/40 [00:07<00:00,  5.33it/s]
    158/499      4.32G    0.01518    0.01231   0.004749         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    158/499      4.32G     0.0152    0.01238   0.004723         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    158/499      4.32G     0.0152    0.01238   0.004723         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    158/499      4.32G    0.01519    0.01243   0.004806         88        640:  95%|#########5| 38/40 [00:07<00:00,  5.14it/s]
    158/499      4.32G    0.01519    0.01243   0.004806         88        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    158/499      4.32G    0.01529    0.01255    0.00479         43        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    158/499      4.32G    0.01529    0.01255    0.00479         43        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    158/499      4.32G    0.01529    0.01255    0.00479         43        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.61it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.55it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.29it/s]
                   all        132        263    0.00879     0.0178     0.0116    0.00701

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    159/499      4.32G    0.01615    0.01257   0.004218         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    159/499      4.32G    0.01615    0.01257   0.004218         81        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    159/499      4.32G    0.01495    0.01209   0.003338         73        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    159/499      4.32G    0.01495    0.01209   0.003338         73        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    159/499      4.32G    0.01546    0.01181   0.004315         76        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    159/499      4.32G    0.01546    0.01181   0.004315         76        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    159/499      4.32G    0.01566    0.01166   0.005386         65        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    159/499      4.32G    0.01566    0.01166   0.005386         65        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    159/499      4.32G    0.01583    0.01154   0.004819         65        640:  10%|#         | 4/40 [00:00<00:06,  5.16it/s]
    159/499      4.32G    0.01583    0.01154   0.004819         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    159/499      4.32G    0.01546    0.01159   0.004271         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    159/499      4.32G    0.01546    0.01159   0.004271         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    159/499      4.32G    0.01576    0.01156   0.004966         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    159/499      4.32G    0.01576    0.01156   0.004966         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    159/499      4.32G    0.01609    0.01179   0.005212         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    159/499      4.32G    0.01609    0.01179   0.005212         79        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    159/499      4.32G    0.01606    0.01226   0.004977         91        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    159/499      4.32G    0.01606    0.01226   0.004977         91        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    159/499      4.32G     0.0161    0.01226   0.004887         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.39it/s]
    159/499      4.32G     0.0161    0.01226   0.004887         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    159/499      4.32G    0.01612    0.01243   0.004848         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    159/499      4.32G    0.01612    0.01243   0.004848         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    159/499      4.32G    0.01616    0.01236   0.004762         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    159/499      4.32G    0.01616    0.01236   0.004762         65        640:  30%|###       | 12/40 [00:02<00:05,  5.42it/s]
    159/499      4.32G    0.01616    0.01227   0.004529         66        640:  30%|###       | 12/40 [00:02<00:05,  5.42it/s]
    159/499      4.32G    0.01616    0.01227   0.004529         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    159/499      4.32G    0.01606    0.01204   0.004271         56        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    159/499      4.32G    0.01606    0.01204   0.004271         56        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    159/499      4.32G    0.01587    0.01238   0.004182        103        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    159/499      4.32G    0.01587    0.01238   0.004182        103        640:  38%|###7      | 15/40 [00:02<00:04,  5.40it/s]
    159/499      4.32G    0.01574    0.01235   0.004129         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.40it/s]
    159/499      4.32G    0.01574    0.01235   0.004129         69        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    159/499      4.32G    0.01572    0.01218   0.004079         59        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    159/499      4.32G    0.01572    0.01218   0.004079         59        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    159/499      4.32G    0.01554    0.01207   0.004027         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    159/499      4.32G    0.01554    0.01207   0.004027         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.43it/s]
    159/499      4.32G    0.01561    0.01207   0.004079         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.43it/s]
    159/499      4.32G    0.01561    0.01207   0.004079         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    159/499      4.32G    0.01567    0.01221   0.004155         84        640:  48%|####7     | 19/40 [00:03<00:04,  5.25it/s]
    159/499      4.32G    0.01567    0.01221   0.004155         84        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    159/499      4.32G    0.01565    0.01225   0.004067         82        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    159/499      4.32G    0.01565    0.01225   0.004067         82        640:  52%|#####2    | 21/40 [00:03<00:03,  5.40it/s]
    159/499      4.32G    0.01562    0.01234   0.004055         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.40it/s]
    159/499      4.32G    0.01562    0.01234   0.004055         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    159/499      4.32G    0.01562    0.01227    0.00401         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    159/499      4.32G    0.01562    0.01227    0.00401         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    159/499      4.32G    0.01575    0.01222   0.004078         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    159/499      4.32G    0.01575    0.01222   0.004078         63        640:  60%|######    | 24/40 [00:04<00:02,  5.43it/s]
    159/499      4.32G    0.01575    0.01217   0.004005         73        640:  60%|######    | 24/40 [00:04<00:02,  5.43it/s]
    159/499      4.32G    0.01575    0.01217   0.004005         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    159/499      4.32G    0.01574    0.01216   0.003927         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.27it/s]
    159/499      4.32G    0.01574    0.01216   0.003927         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    159/499      4.32G    0.01568    0.01219   0.003812         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    159/499      4.32G    0.01568    0.01219   0.003812         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
    159/499      4.32G    0.01566    0.01211   0.004077         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.41it/s]
    159/499      4.32G    0.01566    0.01211   0.004077         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    159/499      4.32G    0.01563    0.01219   0.004103         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.24it/s]
    159/499      4.32G    0.01563    0.01219   0.004103         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    159/499      4.32G     0.0156    0.01214   0.004052         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.30it/s]
    159/499      4.32G     0.0156    0.01214   0.004052         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    159/499      4.32G    0.01564    0.01215   0.004171         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.35it/s]
    159/499      4.32G    0.01564    0.01215   0.004171         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.21it/s]
    159/499      4.32G    0.01566    0.01212   0.004213         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.21it/s]
    159/499      4.32G    0.01566    0.01212   0.004213         68        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    159/499      4.32G    0.01561    0.01212   0.004156         82        640:  80%|########  | 32/40 [00:06<00:01,  5.28it/s]
    159/499      4.32G    0.01561    0.01212   0.004156         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    159/499      4.32G    0.01553    0.01201   0.004121         62        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    159/499      4.32G    0.01553    0.01201   0.004121         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    159/499      4.32G    0.01557    0.01204   0.004274         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    159/499      4.32G    0.01557    0.01204   0.004274         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    159/499      4.32G    0.01555      0.012   0.004246         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.25it/s]
    159/499      4.32G    0.01555      0.012   0.004246         66        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    159/499      4.32G    0.01555    0.01197   0.004234         68        640:  90%|######### | 36/40 [00:06<00:00,  5.32it/s]
    159/499      4.32G    0.01555    0.01197   0.004234         68        640:  92%|#########2| 37/40 [00:06<00:00,  5.20it/s]
    159/499      4.32G    0.01554      0.012   0.004184         84        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    159/499      4.32G    0.01554      0.012   0.004184         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    159/499      4.32G    0.01548    0.01204   0.004221         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    159/499      4.32G    0.01548    0.01204   0.004221         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
    159/499      4.32G    0.01545    0.01205   0.004263         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.37it/s]
    159/499      4.32G    0.01545    0.01205   0.004263         39        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    159/499      4.32G    0.01545    0.01205   0.004263         39        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.79it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.38it/s]
                   all        132        263      0.463     0.0495      0.071     0.0343

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    160/499      4.32G    0.01645    0.01323    0.00845         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    160/499      4.32G    0.01645    0.01323    0.00845         77        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    160/499      4.32G     0.0173    0.01235   0.006859         54        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    160/499      4.32G     0.0173    0.01235   0.006859         54        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    160/499      4.32G    0.01615    0.01222   0.005896         73        640:   5%|5         | 2/40 [00:00<00:06,  5.55it/s]
    160/499      4.32G    0.01615    0.01222   0.005896         73        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    160/499      4.32G    0.01607     0.0128   0.005153         86        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    160/499      4.32G    0.01607     0.0128   0.005153         86        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    160/499      4.32G    0.01601    0.01278   0.004964         74        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    160/499      4.32G    0.01601    0.01278   0.004964         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.41it/s]
    160/499      4.32G    0.01621    0.01282   0.005148         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.41it/s]
    160/499      4.32G    0.01621    0.01282   0.005148         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    160/499      4.32G    0.01599    0.01252   0.005231         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    160/499      4.32G    0.01599    0.01252   0.005231         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    160/499      4.32G    0.01575    0.01242   0.005011         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.31it/s]
    160/499      4.32G    0.01575    0.01242   0.005011         69        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    160/499      4.32G    0.01563    0.01238   0.004655         69        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    160/499      4.32G    0.01563    0.01238   0.004655         69        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
    160/499      4.32G    0.01566    0.01243   0.004708         77        640:  22%|##2       | 9/40 [00:01<00:06,  5.11it/s]
    160/499      4.32G    0.01566    0.01243   0.004708         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    160/499      4.32G    0.01562    0.01235   0.004662         69        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    160/499      4.32G    0.01562    0.01235   0.004662         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    160/499      4.32G    0.01575    0.01241   0.004788         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    160/499      4.32G    0.01575    0.01241   0.004788         74        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    160/499      4.32G    0.01558    0.01232   0.004982         75        640:  30%|###       | 12/40 [00:02<00:05,  5.19it/s]
    160/499      4.32G    0.01558    0.01232   0.004982         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    160/499      4.32G    0.01562    0.01228   0.004857         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.29it/s]
    160/499      4.32G    0.01562    0.01228   0.004857         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    160/499      4.32G    0.01566    0.01231    0.00473         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.36it/s]
    160/499      4.32G    0.01566    0.01231    0.00473         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.21it/s]
    160/499      4.32G    0.01564    0.01233   0.004766         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.21it/s]
    160/499      4.32G    0.01564    0.01233   0.004766         82        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    160/499      4.32G    0.01554    0.01226    0.00478         72        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    160/499      4.32G    0.01554    0.01226    0.00478         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    160/499      4.32G    0.01563     0.0122   0.004817         54        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    160/499      4.32G    0.01563     0.0122   0.004817         54        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    160/499      4.32G    0.01566    0.01235    0.00488         83        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    160/499      4.32G    0.01566    0.01235    0.00488         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    160/499      4.32G    0.01564    0.01236   0.004805         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.30it/s]
    160/499      4.32G    0.01564    0.01236   0.004805         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    160/499      4.32G    0.01563    0.01244   0.004728         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    160/499      4.32G    0.01563    0.01244   0.004728         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    160/499      4.32G    0.01581    0.01247   0.004641         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    160/499      4.32G    0.01581    0.01247   0.004641         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    160/499      4.32G    0.01582    0.01245   0.004545         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.31it/s]
    160/499      4.32G    0.01582    0.01245   0.004545         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    160/499      4.32G    0.01578    0.01239   0.004485         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.38it/s]
    160/499      4.32G    0.01578    0.01239   0.004485         59        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    160/499      4.32G     0.0158    0.01237   0.004532         74        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    160/499      4.32G     0.0158    0.01237   0.004532         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    160/499      4.32G    0.01577    0.01237    0.00447         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.32it/s]
    160/499      4.32G    0.01577    0.01237    0.00447         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
    160/499      4.32G    0.01569    0.01228   0.004374         64        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
    160/499      4.32G    0.01569    0.01228   0.004374         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    160/499      4.32G    0.01568    0.01221   0.004374         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    160/499      4.32G    0.01568    0.01221   0.004374         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    160/499      4.32G    0.01564    0.01227   0.004429         87        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    160/499      4.32G    0.01564    0.01227   0.004429         87        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    160/499      4.32G    0.01565    0.01229   0.004363         75        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    160/499      4.32G    0.01565    0.01229   0.004363         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    160/499      4.32G    0.01559    0.01223   0.004355         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.21it/s]
    160/499      4.32G    0.01559    0.01223   0.004355         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    160/499      4.32G     0.0156     0.0123   0.004295         88        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    160/499      4.32G     0.0156     0.0123   0.004295         88        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    160/499      4.32G    0.01559    0.01233   0.004236         84        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    160/499      4.32G    0.01559    0.01233   0.004236         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    160/499      4.32G    0.01553    0.01224   0.004146         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    160/499      4.32G    0.01553    0.01224   0.004146         58        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    160/499      4.32G    0.01555    0.01228   0.004199         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    160/499      4.32G    0.01555    0.01228   0.004199         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    160/499      4.32G    0.01558    0.01231   0.004317         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    160/499      4.32G    0.01558    0.01231   0.004317         71        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    160/499      4.32G    0.01556    0.01235   0.004274         81        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    160/499      4.32G    0.01556    0.01235   0.004274         81        640:  92%|#########2| 37/40 [00:06<00:00,  5.27it/s]
    160/499      4.32G    0.01561    0.01249   0.004325         92        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    160/499      4.32G    0.01561    0.01249   0.004325         92        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    160/499      4.32G    0.01555    0.01237    0.00428         53        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    160/499      4.32G    0.01555    0.01237    0.00428         53        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    160/499      4.32G    0.01552    0.01231   0.004252         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    160/499      4.32G    0.01552    0.01231   0.004252         34        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    160/499      4.32G    0.01552    0.01231   0.004252         34        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.59it/s]
                   all        132        263      0.189     0.0105     0.0125    0.00646

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    161/499      4.32G     0.0131    0.01223    0.00307         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    161/499      4.32G     0.0131    0.01223    0.00307         81        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    161/499      4.32G    0.01438    0.01265   0.004258         70        640:   2%|2         | 1/40 [00:00<00:07,  5.47it/s]
    161/499      4.32G    0.01438    0.01265   0.004258         70        640:   5%|5         | 2/40 [00:00<00:07,  5.02it/s]
    161/499      4.32G    0.01419    0.01212   0.005122         66        640:   5%|5         | 2/40 [00:00<00:07,  5.02it/s]
    161/499      4.32G    0.01419    0.01212   0.005122         66        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    161/499      4.32G    0.01407    0.01226   0.004482         80        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    161/499      4.32G    0.01407    0.01226   0.004482         80        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    161/499      4.32G    0.01432    0.01179   0.004112         62        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    161/499      4.32G    0.01432    0.01179   0.004112         62        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    161/499      4.32G    0.01441      0.012   0.004271         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    161/499      4.32G    0.01441      0.012   0.004271         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    161/499      4.32G    0.01444    0.01146   0.004468         52        640:  15%|#5        | 6/40 [00:01<00:06,  5.30it/s]
    161/499      4.32G    0.01444    0.01146   0.004468         52        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    161/499      4.32G    0.01438    0.01164   0.004074         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.37it/s]
    161/499      4.32G    0.01438    0.01164   0.004074         84        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    161/499      4.32G    0.01439     0.0117   0.004112         80        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    161/499      4.32G    0.01439     0.0117   0.004112         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    161/499      4.32G    0.01434    0.01174   0.004051         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    161/499      4.32G    0.01434    0.01174   0.004051         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.39it/s]
    161/499      4.32G    0.01436    0.01177   0.004261         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.39it/s]
    161/499      4.32G    0.01436    0.01177   0.004261         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    161/499      4.32G    0.01451    0.01172   0.004125         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    161/499      4.32G    0.01451    0.01172   0.004125         65        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    161/499      4.32G    0.01474    0.01188   0.004309         75        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    161/499      4.32G    0.01474    0.01188   0.004309         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    161/499      4.32G    0.01473    0.01191     0.0044         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    161/499      4.32G    0.01473    0.01191     0.0044         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    161/499      4.32G    0.01476    0.01218   0.004244         94        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    161/499      4.32G    0.01476    0.01218   0.004244         94        640:  38%|###7      | 15/40 [00:02<00:04,  5.32it/s]
    161/499      4.32G    0.01475    0.01206   0.004268         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.32it/s]
    161/499      4.32G    0.01475    0.01206   0.004268         65        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    161/499      4.32G    0.01479    0.01204   0.004271         70        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    161/499      4.32G    0.01479    0.01204   0.004271         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    161/499      4.32G    0.01483     0.0121   0.004276         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.25it/s]
    161/499      4.32G    0.01483     0.0121   0.004276         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    161/499      4.32G    0.01482    0.01215   0.004189         78        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    161/499      4.32G    0.01482    0.01215   0.004189         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    161/499      4.32G    0.01486    0.01227   0.004415         79        640:  48%|####7     | 19/40 [00:03<00:03,  5.36it/s]
    161/499      4.32G    0.01486    0.01227   0.004415         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    161/499      4.32G    0.01486    0.01236   0.004442         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    161/499      4.32G    0.01486    0.01236   0.004442         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    161/499      4.32G    0.01494    0.01242   0.004364         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    161/499      4.32G    0.01494    0.01242   0.004364         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    161/499      4.32G    0.01498    0.01234   0.004317         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    161/499      4.32G    0.01498    0.01234   0.004317         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    161/499      4.32G    0.01505    0.01232   0.004279         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.17it/s]
    161/499      4.32G    0.01505    0.01232   0.004279         73        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    161/499      4.32G    0.01509     0.0123   0.004266         78        640:  60%|######    | 24/40 [00:04<00:03,  5.24it/s]
    161/499      4.32G    0.01509     0.0123   0.004266         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    161/499      4.32G    0.01507    0.01223   0.004189         67        640:  62%|######2   | 25/40 [00:04<00:02,  5.34it/s]
    161/499      4.32G    0.01507    0.01223   0.004189         67        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    161/499      4.32G    0.01512     0.0123   0.004287         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    161/499      4.32G    0.01512     0.0123   0.004287         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    161/499      4.32G    0.01516    0.01233   0.004245         64        640:  68%|######7   | 27/40 [00:05<00:02,  5.29it/s]
    161/499      4.32G    0.01516    0.01233   0.004245         64        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    161/499      4.32G    0.01512    0.01225   0.004158         63        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    161/499      4.32G    0.01512    0.01225   0.004158         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    161/499      4.32G    0.01513    0.01232    0.00408         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    161/499      4.32G    0.01513    0.01232    0.00408         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    161/499      4.32G    0.01513    0.01235    0.00422         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    161/499      4.32G    0.01513    0.01235    0.00422         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    161/499      4.32G    0.01517    0.01236   0.004385         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    161/499      4.32G    0.01517    0.01236   0.004385         76        640:  80%|########  | 32/40 [00:06<00:01,  4.66it/s]
    161/499      4.32G    0.01515    0.01232   0.004397         63        640:  80%|########  | 32/40 [00:06<00:01,  4.66it/s]
    161/499      4.32G    0.01515    0.01232   0.004397         63        640:  82%|########2 | 33/40 [00:06<00:01,  4.89it/s]
    161/499      4.32G    0.01518    0.01229   0.004418         59        640:  82%|########2 | 33/40 [00:06<00:01,  4.89it/s]
    161/499      4.32G    0.01518    0.01229   0.004418         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.07it/s]
    161/499      4.32G    0.01515    0.01231   0.004422         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.07it/s]
    161/499      4.32G    0.01515    0.01231   0.004422         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.03it/s]
    161/499      4.32G     0.0151    0.01231   0.004503         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.03it/s]
    161/499      4.32G     0.0151    0.01231   0.004503         79        640:  90%|######### | 36/40 [00:06<00:00,  5.17it/s]
    161/499      4.32G    0.01506     0.0123   0.004458         79        640:  90%|######### | 36/40 [00:07<00:00,  5.17it/s]
    161/499      4.32G    0.01506     0.0123   0.004458         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    161/499      4.32G    0.01509    0.01236   0.004476         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    161/499      4.32G    0.01509    0.01236   0.004476         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    161/499      4.32G    0.01509    0.01235   0.004389         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    161/499      4.32G    0.01509    0.01235   0.004389         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    161/499      4.32G     0.0151    0.01235   0.004314         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    161/499      4.32G     0.0151    0.01235   0.004314         41        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    161/499      4.32G     0.0151    0.01235   0.004314         41        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.56it/s]
                   all        132        263      0.379     0.0175     0.0208     0.0104

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    162/499      4.32G    0.01354    0.01171   0.001816         74        640:   0%|          | 0/40 [00:00<?, ?it/s]
    162/499      4.32G    0.01354    0.01171   0.001816         74        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    162/499      4.32G    0.01432    0.01219   0.001984         77        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    162/499      4.32G    0.01432    0.01219   0.001984         77        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    162/499      4.32G    0.01485    0.01225    0.00251         77        640:   5%|5         | 2/40 [00:00<00:07,  5.20it/s]
    162/499      4.32G    0.01485    0.01225    0.00251         77        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    162/499      4.32G    0.01543     0.0129   0.002453         84        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    162/499      4.32G    0.01543     0.0129   0.002453         84        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    162/499      4.32G    0.01616    0.01284   0.002629         73        640:  10%|#         | 4/40 [00:00<00:06,  5.19it/s]
    162/499      4.32G    0.01616    0.01284   0.002629         73        640:  12%|#2        | 5/40 [00:00<00:06,  5.31it/s]
    162/499      4.32G    0.01593    0.01246   0.002781         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.31it/s]
    162/499      4.32G    0.01593    0.01246   0.002781         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    162/499      4.32G    0.01596    0.01251   0.002961         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    162/499      4.32G    0.01596    0.01251   0.002961         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    162/499      4.32G    0.01582     0.0124   0.002704         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    162/499      4.32G    0.01582     0.0124   0.002704         74        640:  20%|##        | 8/40 [00:01<00:05,  5.33it/s]
    162/499      4.32G    0.01592    0.01238   0.002682         70        640:  20%|##        | 8/40 [00:01<00:05,  5.33it/s]
    162/499      4.32G    0.01592    0.01238   0.002682         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    162/499      4.32G    0.01574    0.01229   0.002695         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    162/499      4.32G    0.01574    0.01229   0.002695         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    162/499      4.32G    0.01563    0.01198   0.002807         59        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    162/499      4.32G    0.01563    0.01198   0.002807         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    162/499      4.32G    0.01568    0.01205   0.002897         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.32it/s]
    162/499      4.32G    0.01568    0.01205   0.002897         70        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    162/499      4.32G    0.01576    0.01194    0.00304         59        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    162/499      4.32G    0.01576    0.01194    0.00304         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    162/499      4.32G    0.01576    0.01192   0.003203         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    162/499      4.32G    0.01576    0.01192   0.003203         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    162/499      4.32G    0.01578    0.01211   0.003294         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    162/499      4.32G    0.01578    0.01211   0.003294         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    162/499      4.32G    0.01584     0.0121   0.003453         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    162/499      4.32G    0.01584     0.0121   0.003453         69        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    162/499      4.32G    0.01577    0.01214   0.003475         73        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    162/499      4.32G    0.01577    0.01214   0.003475         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    162/499      4.32G     0.0157    0.01223   0.003475         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    162/499      4.32G     0.0157    0.01223   0.003475         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    162/499      4.32G     0.0157    0.01242   0.003509         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.39it/s]
    162/499      4.32G     0.0157    0.01242   0.003509         91        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    162/499      4.32G    0.01567    0.01246   0.003509         83        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    162/499      4.32G    0.01567    0.01246   0.003509         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    162/499      4.32G    0.01558    0.01246   0.003484         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    162/499      4.32G    0.01558    0.01246   0.003484         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.38it/s]
    162/499      4.32G    0.01561     0.0126   0.003649         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.38it/s]
    162/499      4.32G    0.01561     0.0126   0.003649         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    162/499      4.32G     0.0156    0.01276   0.003737         98        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    162/499      4.32G     0.0156    0.01276   0.003737         98        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    162/499      4.32G    0.01551     0.0128   0.003647         86        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    162/499      4.32G    0.01551     0.0128   0.003647         86        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    162/499      4.32G    0.01551    0.01285   0.003586         85        640:  60%|######    | 24/40 [00:04<00:03,  5.27it/s]
    162/499      4.32G    0.01551    0.01285   0.003586         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    162/499      4.32G    0.01554    0.01283   0.003582         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    162/499      4.32G    0.01554    0.01283   0.003582         76        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    162/499      4.32G    0.01559    0.01289   0.003649         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    162/499      4.32G    0.01559    0.01289   0.003649         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    162/499      4.32G     0.0156    0.01287   0.003604         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    162/499      4.32G     0.0156    0.01287   0.003604         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    162/499      4.32G    0.01556    0.01282   0.003771         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.16it/s]
    162/499      4.32G    0.01556    0.01282   0.003771         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    162/499      4.32G    0.01554    0.01273   0.003761         68        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    162/499      4.32G    0.01554    0.01273   0.003761         68        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    162/499      4.32G    0.01557    0.01266   0.003695         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    162/499      4.32G    0.01557    0.01266   0.003695         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    162/499      4.32G    0.01558    0.01267   0.003627         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    162/499      4.32G    0.01558    0.01267   0.003627         71        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    162/499      4.32G    0.01553     0.0127   0.003675         82        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    162/499      4.32G    0.01553     0.0127   0.003675         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    162/499      4.32G    0.01554    0.01257   0.003669         50        640:  82%|########2 | 33/40 [00:06<00:01,  5.21it/s]
    162/499      4.32G    0.01554    0.01257   0.003669         50        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    162/499      4.32G    0.01552    0.01251   0.003652         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.12it/s]
    162/499      4.32G    0.01552    0.01251   0.003652         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    162/499      4.32G    0.01553    0.01255   0.003636         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.15it/s]
    162/499      4.32G    0.01553    0.01255   0.003636         81        640:  90%|######### | 36/40 [00:06<00:00,  5.27it/s]
    162/499      4.32G    0.01557    0.01254   0.003702         79        640:  90%|######### | 36/40 [00:07<00:00,  5.27it/s]
    162/499      4.32G    0.01557    0.01254   0.003702         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    162/499      4.32G    0.01557    0.01256    0.00368         83        640:  92%|#########2| 37/40 [00:07<00:00,  5.11it/s]
    162/499      4.32G    0.01557    0.01256    0.00368         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    162/499      4.32G    0.01557    0.01259   0.003667         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.22it/s]
    162/499      4.32G    0.01557    0.01259   0.003667         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    162/499      4.32G    0.01555    0.01267   0.003657         52        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    162/499      4.32G    0.01555    0.01267   0.003657         52        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    162/499      4.32G    0.01555    0.01267   0.003657         52        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.02it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.57it/s]
                   all        132        263      0.862     0.0515      0.088     0.0355

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    163/499      4.32G    0.01542    0.01292   0.001935         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    163/499      4.32G    0.01542    0.01292   0.001935         78        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    163/499      4.32G    0.01457    0.01289   0.001885         76        640:   2%|2         | 1/40 [00:00<00:07,  5.46it/s]
    163/499      4.32G    0.01457    0.01289   0.001885         76        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    163/499      4.32G    0.01507    0.01316   0.002985         79        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    163/499      4.32G    0.01507    0.01316   0.002985         79        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    163/499      4.32G    0.01506    0.01294   0.002897         71        640:   8%|7         | 3/40 [00:00<00:07,  5.20it/s]
    163/499      4.32G    0.01506    0.01294   0.002897         71        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    163/499      4.32G    0.01523    0.01308   0.003452         74        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    163/499      4.32G    0.01523    0.01308   0.003452         74        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    163/499      4.32G    0.01547    0.01295   0.004013         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    163/499      4.32G    0.01547    0.01295   0.004013         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.12it/s]
    163/499      4.32G    0.01545    0.01332   0.003828         93        640:  15%|#5        | 6/40 [00:01<00:06,  5.12it/s]
    163/499      4.32G    0.01545    0.01332   0.003828         93        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    163/499      4.32G    0.01532    0.01309   0.003626         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    163/499      4.32G    0.01532    0.01309   0.003626         71        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    163/499      4.32G    0.01537    0.01319   0.003967         84        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    163/499      4.32G    0.01537    0.01319   0.003967         84        640:  22%|##2       | 9/40 [00:01<00:06,  5.07it/s]
    163/499      4.32G    0.01531    0.01319   0.004091         79        640:  22%|##2       | 9/40 [00:01<00:06,  5.07it/s]
    163/499      4.32G    0.01531    0.01319   0.004091         79        640:  25%|##5       | 10/40 [00:01<00:05,  5.18it/s]
    163/499      4.32G    0.01542    0.01318   0.003928         87        640:  25%|##5       | 10/40 [00:02<00:05,  5.18it/s]
    163/499      4.32G    0.01542    0.01318   0.003928         87        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    163/499      4.32G    0.01548    0.01336   0.004202         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    163/499      4.32G    0.01548    0.01336   0.004202         86        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    163/499      4.32G    0.01541    0.01326   0.004297         75        640:  30%|###       | 12/40 [00:02<00:05,  5.18it/s]
    163/499      4.32G    0.01541    0.01326   0.004297         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    163/499      4.32G    0.01543    0.01308   0.004325         55        640:  32%|###2      | 13/40 [00:02<00:05,  5.26it/s]
    163/499      4.32G    0.01543    0.01308   0.004325         55        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    163/499      4.32G     0.0153    0.01316   0.004375         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    163/499      4.32G     0.0153    0.01316   0.004375         89        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    163/499      4.32G    0.01517    0.01305   0.004185         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    163/499      4.32G    0.01517    0.01305   0.004185         75        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    163/499      4.32G    0.01522    0.01303   0.004216         83        640:  40%|####      | 16/40 [00:03<00:04,  5.28it/s]
    163/499      4.32G    0.01522    0.01303   0.004216         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    163/499      4.32G    0.01528    0.01297   0.004173         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    163/499      4.32G    0.01528    0.01297   0.004173         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    163/499      4.32G    0.01517    0.01289   0.004118         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    163/499      4.32G    0.01517    0.01289   0.004118         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    163/499      4.32G    0.01524     0.0129   0.004117         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    163/499      4.32G    0.01524     0.0129   0.004117         71        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    163/499      4.32G    0.01515    0.01277   0.003996         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    163/499      4.32G    0.01515    0.01277   0.003996         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    163/499      4.32G    0.01527    0.01285   0.003948         82        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    163/499      4.32G    0.01527    0.01285   0.003948         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    163/499      4.32G    0.01525    0.01286   0.004122         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    163/499      4.32G    0.01525    0.01286   0.004122         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    163/499      4.32G    0.01519    0.01281    0.00412         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    163/499      4.32G    0.01519    0.01281    0.00412         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    163/499      4.32G    0.01522    0.01275   0.004273         62        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    163/499      4.32G    0.01522    0.01275   0.004273         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    163/499      4.32G    0.01518    0.01272    0.00418         81        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    163/499      4.32G    0.01518    0.01272    0.00418         81        640:  65%|######5   | 26/40 [00:04<00:02,  5.37it/s]
    163/499      4.32G    0.01517    0.01274   0.004266         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.37it/s]
    163/499      4.32G    0.01517    0.01274   0.004266         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    163/499      4.32G     0.0151    0.01272   0.004323         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    163/499      4.32G     0.0151    0.01272   0.004323         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    163/499      4.32G    0.01518    0.01277   0.004468         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    163/499      4.32G    0.01518    0.01277   0.004468         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    163/499      4.32G    0.01525    0.01268   0.004387         55        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    163/499      4.32G    0.01525    0.01268   0.004387         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    163/499      4.32G    0.01526    0.01255   0.004461         60        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    163/499      4.32G    0.01526    0.01255   0.004461         60        640:  78%|#######7  | 31/40 [00:05<00:01,  5.28it/s]
    163/499      4.32G    0.01525    0.01251   0.004517         65        640:  78%|#######7  | 31/40 [00:06<00:01,  5.28it/s]
    163/499      4.32G    0.01525    0.01251   0.004517         65        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    163/499      4.32G    0.01527    0.01243   0.004461         58        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    163/499      4.32G    0.01527    0.01243   0.004461         58        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    163/499      4.32G    0.01527     0.0124   0.004443         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.20it/s]
    163/499      4.32G    0.01527     0.0124   0.004443         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    163/499      4.32G    0.01527    0.01236   0.004386         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    163/499      4.32G    0.01527    0.01236   0.004386         68        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    163/499      4.32G    0.01528    0.01232   0.004356         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    163/499      4.32G    0.01528    0.01232   0.004356         72        640:  90%|######### | 36/40 [00:06<00:00,  5.20it/s]
    163/499      4.32G    0.01532     0.0123   0.004274         73        640:  90%|######### | 36/40 [00:07<00:00,  5.20it/s]
    163/499      4.32G    0.01532     0.0123   0.004274         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    163/499      4.32G     0.0153    0.01227   0.004248         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.25it/s]
    163/499      4.32G     0.0153    0.01227   0.004248         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    163/499      4.32G     0.0153    0.01226   0.004216         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    163/499      4.32G     0.0153    0.01226   0.004216         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    163/499      4.32G    0.01527     0.0122   0.004249         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.17it/s]
    163/499      4.32G    0.01527     0.0122   0.004249         29        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    163/499      4.32G    0.01527     0.0122   0.004249         29        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.65it/s]
                   all        132        263    0.00726     0.0386    0.00985    0.00447

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    164/499      4.32G    0.01509    0.01284   0.003028         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    164/499      4.32G    0.01509    0.01284   0.003028         73        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    164/499      4.32G    0.01471     0.0131    0.00476         88        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    164/499      4.32G    0.01471     0.0131    0.00476         88        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    164/499      4.32G    0.01526    0.01283   0.006112         68        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    164/499      4.32G    0.01526    0.01283   0.006112         68        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    164/499      4.32G    0.01603    0.01352    0.00555         94        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    164/499      4.32G    0.01603    0.01352    0.00555         94        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    164/499      4.32G    0.01602    0.01405   0.005048        100        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    164/499      4.32G    0.01602    0.01405   0.005048        100        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    164/499      4.32G    0.01622    0.01368   0.005773         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    164/499      4.32G    0.01622    0.01368   0.005773         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    164/499      4.32G    0.01608    0.01322   0.005207         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    164/499      4.32G    0.01608    0.01322   0.005207         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    164/499      4.32G    0.01579    0.01297   0.004847         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    164/499      4.32G    0.01579    0.01297   0.004847         68        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    164/499      4.32G    0.01574    0.01296   0.004639         80        640:  20%|##        | 8/40 [00:01<00:06,  5.26it/s]
    164/499      4.32G    0.01574    0.01296   0.004639         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    164/499      4.32G    0.01553     0.0127    0.00448         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    164/499      4.32G    0.01553     0.0127    0.00448         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    164/499      4.32G    0.01545    0.01242   0.004318         57        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    164/499      4.32G    0.01545    0.01242   0.004318         57        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    164/499      4.32G    0.01531    0.01223   0.004444         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    164/499      4.32G    0.01531    0.01223   0.004444         65        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    164/499      4.32G    0.01536    0.01217   0.004412         59        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    164/499      4.32G    0.01536    0.01217   0.004412         59        640:  32%|###2      | 13/40 [00:02<00:04,  5.40it/s]
    164/499      4.32G    0.01528    0.01208   0.004263         75        640:  32%|###2      | 13/40 [00:02<00:04,  5.40it/s]
    164/499      4.32G    0.01528    0.01208   0.004263         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    164/499      4.32G    0.01532    0.01208    0.00444         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.27it/s]
    164/499      4.32G    0.01532    0.01208    0.00444         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    164/499      4.32G    0.01533    0.01211   0.004287         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    164/499      4.32G    0.01533    0.01211   0.004287         80        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    164/499      4.32G    0.01529     0.0121   0.004193         71        640:  40%|####      | 16/40 [00:03<00:04,  5.32it/s]
    164/499      4.32G    0.01529     0.0121   0.004193         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    164/499      4.32G    0.01537    0.01196   0.004322         56        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    164/499      4.32G    0.01537    0.01196   0.004322         56        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    164/499      4.32G    0.01538    0.01197   0.004203         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    164/499      4.32G    0.01538    0.01197   0.004203         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    164/499      4.32G    0.01539    0.01205   0.004209         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    164/499      4.32G    0.01539    0.01205   0.004209         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    164/499      4.32G    0.01544    0.01205   0.004192         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.17it/s]
    164/499      4.32G    0.01544    0.01205   0.004192         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    164/499      4.32G    0.01543     0.0121   0.004137         78        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    164/499      4.32G    0.01543     0.0121   0.004137         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    164/499      4.32G     0.0154     0.0122    0.00402         92        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    164/499      4.32G     0.0154     0.0122    0.00402         92        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    164/499      4.32G    0.01556    0.01223   0.004079         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    164/499      4.32G    0.01556    0.01223   0.004079         73        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    164/499      4.32G    0.01546    0.01218   0.004007         74        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    164/499      4.32G    0.01546    0.01218   0.004007         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    164/499      4.32G    0.01552    0.01229   0.003964         91        640:  62%|######2   | 25/40 [00:04<00:02,  5.39it/s]
    164/499      4.32G    0.01552    0.01229   0.003964         91        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    164/499      4.32G    0.01546    0.01228   0.003989         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    164/499      4.32G    0.01546    0.01228   0.003989         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    164/499      4.32G    0.01553    0.01225   0.003965         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    164/499      4.32G    0.01553    0.01225   0.003965         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.41it/s]
    164/499      4.32G    0.01553    0.01221   0.003878         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.41it/s]
    164/499      4.32G    0.01553    0.01221   0.003878         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    164/499      4.32G    0.01552    0.01215   0.004097         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.28it/s]
    164/499      4.32G    0.01552    0.01215   0.004097         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    164/499      4.32G    0.01555     0.0121   0.004093         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.36it/s]
    164/499      4.32G    0.01555     0.0121   0.004093         70        640:  78%|#######7  | 31/40 [00:05<00:01,  5.42it/s]
    164/499      4.32G    0.01552    0.01204    0.00411         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.42it/s]
    164/499      4.32G    0.01552    0.01204    0.00411         67        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    164/499      4.32G    0.01554    0.01201   0.004117         69        640:  80%|########  | 32/40 [00:06<00:01,  5.21it/s]
    164/499      4.32G    0.01554    0.01201   0.004117         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    164/499      4.32G    0.01557    0.01206   0.004119         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    164/499      4.32G    0.01557    0.01206   0.004119         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    164/499      4.32G    0.01556    0.01199   0.004063         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.37it/s]
    164/499      4.32G    0.01556    0.01199   0.004063         66        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    164/499      4.32G    0.01552    0.01189   0.004167         57        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    164/499      4.32G    0.01552    0.01189   0.004167         57        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    164/499      4.32G     0.0155     0.0119   0.004192         80        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    164/499      4.32G     0.0155     0.0119   0.004192         80        640:  92%|#########2| 37/40 [00:06<00:00,  5.34it/s]
    164/499      4.32G     0.0155     0.0119   0.004098         73        640:  92%|#########2| 37/40 [00:07<00:00,  5.34it/s]
    164/499      4.32G     0.0155     0.0119   0.004098         73        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    164/499      4.32G    0.01551     0.0119   0.004115         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    164/499      4.32G    0.01551     0.0119   0.004115         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    164/499      4.32G    0.01554    0.01184   0.004197         29        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    164/499      4.32G    0.01554    0.01184   0.004197         29        640: 100%|##########| 40/40 [00:07<00:00,  5.48it/s]
    164/499      4.32G    0.01554    0.01184   0.004197         29        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.95it/s]
                   all        132        263      0.377      0.014     0.0152    0.00637

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    165/499      4.32G    0.01622    0.01341   0.004714         83        640:   0%|          | 0/40 [00:00<?, ?it/s]
    165/499      4.32G    0.01622    0.01341   0.004714         83        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    165/499      4.32G    0.01676     0.0131   0.004285         74        640:   2%|2         | 1/40 [00:00<00:07,  4.97it/s]
    165/499      4.32G    0.01676     0.0131   0.004285         74        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    165/499      4.32G    0.01667    0.01338   0.003353         71        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    165/499      4.32G    0.01667    0.01338   0.003353         71        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    165/499      4.32G    0.01679    0.01298   0.003253         70        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    165/499      4.32G    0.01679    0.01298   0.003253         70        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    165/499      4.32G    0.01647    0.01254   0.003863         66        640:  10%|#         | 4/40 [00:00<00:06,  5.17it/s]
    165/499      4.32G    0.01647    0.01254   0.003863         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    165/499      4.32G    0.01663    0.01238   0.004303         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    165/499      4.32G    0.01663    0.01238   0.004303         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    165/499      4.32G    0.01618    0.01224   0.004673         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    165/499      4.32G    0.01618    0.01224   0.004673         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    165/499      4.32G    0.01594    0.01246   0.004718         81        640:  18%|#7        | 7/40 [00:01<00:06,  5.22it/s]
    165/499      4.32G    0.01594    0.01246   0.004718         81        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    165/499      4.32G    0.01575    0.01233    0.00508         74        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    165/499      4.32G    0.01575    0.01233    0.00508         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    165/499      4.32G    0.01611    0.01264   0.005133         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.38it/s]
    165/499      4.32G    0.01611    0.01264   0.005133         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    165/499      4.32G     0.0161    0.01256   0.005352         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    165/499      4.32G     0.0161    0.01256   0.005352         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    165/499      4.32G    0.01605     0.0126    0.00544         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    165/499      4.32G    0.01605     0.0126    0.00544         77        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    165/499      4.32G    0.01611    0.01258    0.00548         74        640:  30%|###       | 12/40 [00:02<00:05,  5.40it/s]
    165/499      4.32G    0.01611    0.01258    0.00548         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    165/499      4.32G    0.01607    0.01279   0.005322         87        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    165/499      4.32G    0.01607    0.01279   0.005322         87        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    165/499      4.32G    0.01606    0.01284   0.005291         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    165/499      4.32G    0.01606    0.01284   0.005291         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.39it/s]
    165/499      4.32G    0.01593    0.01272   0.005192         71        640:  38%|###7      | 15/40 [00:03<00:04,  5.39it/s]
    165/499      4.32G    0.01593    0.01272   0.005192         71        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    165/499      4.32G    0.01601    0.01267   0.005273         67        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    165/499      4.32G    0.01601    0.01267   0.005273         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    165/499      4.32G    0.01603    0.01274   0.005214         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.34it/s]
    165/499      4.32G    0.01603    0.01274   0.005214         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
    165/499      4.32G     0.0159    0.01274   0.005227         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.42it/s]
    165/499      4.32G     0.0159    0.01274   0.005227         79        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    165/499      4.32G    0.01578    0.01274   0.005079         89        640:  48%|####7     | 19/40 [00:03<00:04,  5.22it/s]
    165/499      4.32G    0.01578    0.01274   0.005079         89        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    165/499      4.32G    0.01583    0.01277   0.005092         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    165/499      4.32G    0.01583    0.01277   0.005092         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    165/499      4.32G    0.01581    0.01265   0.005111         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    165/499      4.32G    0.01581    0.01265   0.005111         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    165/499      4.32G     0.0158    0.01269   0.005087         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    165/499      4.32G     0.0158    0.01269   0.005087         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    165/499      4.32G    0.01578    0.01268   0.005051         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    165/499      4.32G    0.01578    0.01268   0.005051         83        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    165/499      4.32G    0.01574    0.01258   0.005035         72        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    165/499      4.32G    0.01574    0.01258   0.005035         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    165/499      4.32G    0.01574    0.01258    0.00495         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    165/499      4.32G    0.01574    0.01258    0.00495         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.35it/s]
    165/499      4.32G    0.01571    0.01256   0.004818         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.35it/s]
    165/499      4.32G    0.01571    0.01256   0.004818         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    165/499      4.32G    0.01572    0.01259   0.004859         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    165/499      4.32G    0.01572    0.01259   0.004859         85        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    165/499      4.32G    0.01569    0.01255   0.004887         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    165/499      4.32G    0.01569    0.01255   0.004887         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    165/499      4.32G    0.01569    0.01253   0.004872         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    165/499      4.32G    0.01569    0.01253   0.004872         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    165/499      4.32G    0.01563    0.01251   0.004864         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    165/499      4.32G    0.01563    0.01251   0.004864         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    165/499      4.32G    0.01564    0.01258   0.004861         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    165/499      4.32G    0.01564    0.01258   0.004861         83        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    165/499      4.32G    0.01569    0.01263   0.004934         82        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    165/499      4.32G    0.01569    0.01263   0.004934         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
    165/499      4.32G    0.01573    0.01266   0.004911         80        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
    165/499      4.32G    0.01573    0.01266   0.004911         80        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    165/499      4.32G    0.01575    0.01262   0.004903         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    165/499      4.32G    0.01575    0.01262   0.004903         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    165/499      4.32G    0.01579    0.01282     0.0049        102        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    165/499      4.32G    0.01579    0.01282     0.0049        102        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    165/499      4.32G    0.01582    0.01277   0.004792         64        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    165/499      4.32G    0.01582    0.01277   0.004792         64        640:  92%|#########2| 37/40 [00:06<00:00,  5.18it/s]
    165/499      4.32G    0.01578    0.01278   0.004721         89        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    165/499      4.32G    0.01578    0.01278   0.004721         89        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    165/499      4.32G    0.01575    0.01275   0.004709         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    165/499      4.32G    0.01575    0.01275   0.004709         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    165/499      4.32G    0.01576    0.01271   0.004782         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.33it/s]
    165/499      4.32G    0.01576    0.01271   0.004782         32        640: 100%|##########| 40/40 [00:07<00:00,  5.20it/s]
    165/499      4.32G    0.01576    0.01271   0.004782         32        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.66it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.53it/s]
                   all        132        263     0.0675      0.057     0.0624     0.0103

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    166/499      4.32G     0.0144    0.01168   0.003249         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    166/499      4.32G     0.0144    0.01168   0.003249         75        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    166/499      4.32G    0.01503    0.01274    0.00423         89        640:   2%|2         | 1/40 [00:00<00:07,  5.49it/s]
    166/499      4.32G    0.01503    0.01274    0.00423         89        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    166/499      4.32G    0.01488     0.0126   0.003777         83        640:   5%|5         | 2/40 [00:00<00:06,  5.51it/s]
    166/499      4.32G    0.01488     0.0126   0.003777         83        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    166/499      4.32G    0.01508    0.01259    0.00422         79        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    166/499      4.32G    0.01508    0.01259    0.00422         79        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    166/499      4.32G    0.01509     0.0127   0.004682         82        640:  10%|#         | 4/40 [00:00<00:06,  5.35it/s]
    166/499      4.32G    0.01509     0.0127   0.004682         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.38it/s]
    166/499      4.32G    0.01493    0.01252   0.004392         72        640:  12%|#2        | 5/40 [00:01<00:06,  5.38it/s]
    166/499      4.32G    0.01493    0.01252   0.004392         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    166/499      4.32G    0.01522    0.01206   0.004253         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    166/499      4.32G    0.01522    0.01206   0.004253         63        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    166/499      4.32G     0.0156     0.0118   0.004471         59        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    166/499      4.32G     0.0156     0.0118   0.004471         59        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    166/499      4.32G    0.01579    0.01196   0.004977         72        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    166/499      4.32G    0.01579    0.01196   0.004977         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    166/499      4.32G    0.01574    0.01188   0.004933         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    166/499      4.32G    0.01574    0.01188   0.004933         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    166/499      4.32G    0.01568    0.01171   0.004841         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    166/499      4.32G    0.01568    0.01171   0.004841         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    166/499      4.32G    0.01547    0.01169   0.004583         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    166/499      4.32G    0.01547    0.01169   0.004583         75        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    166/499      4.32G    0.01538     0.0116   0.004504         67        640:  30%|###       | 12/40 [00:02<00:05,  5.26it/s]
    166/499      4.32G    0.01538     0.0116   0.004504         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    166/499      4.32G    0.01533    0.01167   0.004595         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    166/499      4.32G    0.01533    0.01167   0.004595         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    166/499      4.32G    0.01519    0.01163   0.004496         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    166/499      4.32G    0.01519    0.01163   0.004496         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    166/499      4.32G     0.0152    0.01147   0.004403         51        640:  38%|###7      | 15/40 [00:03<00:04,  5.24it/s]
    166/499      4.32G     0.0152    0.01147   0.004403         51        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    166/499      4.32G    0.01528     0.0115   0.004308         60        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    166/499      4.32G    0.01528     0.0115   0.004308         60        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    166/499      4.32G    0.01534    0.01153   0.005047         64        640:  42%|####2     | 17/40 [00:03<00:04,  5.38it/s]
    166/499      4.32G    0.01534    0.01153   0.005047         64        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    166/499      4.32G    0.01536    0.01152   0.005121         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    166/499      4.32G    0.01536    0.01152   0.005121         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    166/499      4.32G    0.01534     0.0117   0.005046         86        640:  48%|####7     | 19/40 [00:03<00:03,  5.28it/s]
    166/499      4.32G    0.01534     0.0117   0.005046         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    166/499      4.32G     0.0153     0.0117   0.004978         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    166/499      4.32G     0.0153     0.0117   0.004978         67        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    166/499      4.32G    0.01534    0.01188   0.004861         90        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    166/499      4.32G    0.01534    0.01188   0.004861         90        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    166/499      4.32G     0.0153    0.01193    0.00473         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    166/499      4.32G     0.0153    0.01193    0.00473         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    166/499      4.32G    0.01531    0.01202   0.004818         83        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    166/499      4.32G    0.01531    0.01202   0.004818         83        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    166/499      4.32G    0.01525    0.01203   0.004827         79        640:  60%|######    | 24/40 [00:04<00:03,  5.25it/s]
    166/499      4.32G    0.01525    0.01203   0.004827         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    166/499      4.32G    0.01528    0.01205    0.00492         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    166/499      4.32G    0.01528    0.01205    0.00492         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    166/499      4.32G    0.01528    0.01209   0.004942         81        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    166/499      4.32G    0.01528    0.01209   0.004942         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    166/499      4.32G     0.0153    0.01206   0.004932         66        640:  68%|######7   | 27/40 [00:05<00:02,  5.24it/s]
    166/499      4.32G     0.0153    0.01206   0.004932         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    166/499      4.32G    0.01532    0.01201   0.004866         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    166/499      4.32G    0.01532    0.01201   0.004866         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    166/499      4.32G    0.01533    0.01195   0.004782         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    166/499      4.32G    0.01533    0.01195   0.004782         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    166/499      4.32G    0.01534      0.012   0.004839         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    166/499      4.32G    0.01534      0.012   0.004839         73        640:  78%|#######7  | 31/40 [00:05<00:01,  5.26it/s]
    166/499      4.32G    0.01541    0.01214   0.004866         91        640:  78%|#######7  | 31/40 [00:06<00:01,  5.26it/s]
    166/499      4.32G    0.01541    0.01214   0.004866         91        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    166/499      4.32G    0.01537    0.01215   0.004775         83        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    166/499      4.32G    0.01537    0.01215   0.004775         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    166/499      4.32G    0.01545    0.01213     0.0048         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.19it/s]
    166/499      4.32G    0.01545    0.01213     0.0048         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    166/499      4.32G    0.01541    0.01217   0.004781         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    166/499      4.32G    0.01541    0.01217   0.004781         84        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    166/499      4.32G    0.01542    0.01223   0.004745         88        640:  88%|########7 | 35/40 [00:06<00:00,  5.35it/s]
    166/499      4.32G    0.01542    0.01223   0.004745         88        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    166/499      4.32G    0.01545    0.01222   0.004758         75        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    166/499      4.32G    0.01545    0.01222   0.004758         75        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
    166/499      4.32G    0.01547    0.01224   0.004696         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    166/499      4.32G    0.01547    0.01224   0.004696         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    166/499      4.32G     0.0155    0.01226   0.004756         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    166/499      4.32G     0.0155    0.01226   0.004756         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    166/499      4.32G     0.0156    0.01245   0.004734         53        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    166/499      4.32G     0.0156    0.01245   0.004734         53        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    166/499      4.32G     0.0156    0.01245   0.004734         53        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.80it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.52it/s]
                   all        132        263       0.56     0.0228     0.0577     0.0183

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    167/499      4.32G    0.01575    0.01363   0.002707         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    167/499      4.32G    0.01575    0.01363   0.002707         81        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
    167/499      4.32G    0.01611    0.01312   0.003602         80        640:   2%|2         | 1/40 [00:00<00:07,  5.33it/s]
    167/499      4.32G    0.01611    0.01312   0.003602         80        640:   5%|5         | 2/40 [00:00<00:07,  5.06it/s]
    167/499      4.32G     0.0159    0.01225   0.003406         68        640:   5%|5         | 2/40 [00:00<00:07,  5.06it/s]
    167/499      4.32G     0.0159    0.01225   0.003406         68        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    167/499      4.32G     0.0157    0.01225   0.004265         81        640:   8%|7         | 3/40 [00:00<00:07,  5.24it/s]
    167/499      4.32G     0.0157    0.01225   0.004265         81        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    167/499      4.32G    0.01585    0.01212   0.003954         68        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    167/499      4.32G    0.01585    0.01212   0.003954         68        640:  12%|#2        | 5/40 [00:00<00:06,  5.17it/s]
    167/499      4.32G    0.01531     0.0123   0.004135         94        640:  12%|#2        | 5/40 [00:01<00:06,  5.17it/s]
    167/499      4.32G    0.01531     0.0123   0.004135         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    167/499      4.32G     0.0151    0.01217    0.00379         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    167/499      4.32G     0.0151    0.01217    0.00379         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    167/499      4.32G    0.01537    0.01209   0.004189         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    167/499      4.32G    0.01537    0.01209   0.004189         74        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
    167/499      4.32G    0.01543     0.0119   0.004009         72        640:  20%|##        | 8/40 [00:01<00:06,  5.13it/s]
    167/499      4.32G    0.01543     0.0119   0.004009         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    167/499      4.32G    0.01552    0.01189   0.004128         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    167/499      4.32G    0.01552    0.01189   0.004128         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.31it/s]
    167/499      4.32G    0.01584    0.01204   0.004325         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.31it/s]
    167/499      4.32G    0.01584    0.01204   0.004325         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    167/499      4.32G    0.01581    0.01207   0.004179         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    167/499      4.32G    0.01581    0.01207   0.004179         79        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    167/499      4.32G    0.01568    0.01188   0.004073         59        640:  30%|###       | 12/40 [00:02<00:05,  5.28it/s]
    167/499      4.32G    0.01568    0.01188   0.004073         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    167/499      4.32G    0.01564    0.01194   0.004127         85        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    167/499      4.32G    0.01564    0.01194   0.004127         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    167/499      4.32G    0.01557    0.01202   0.004173         81        640:  35%|###5      | 14/40 [00:02<00:04,  5.23it/s]
    167/499      4.32G    0.01557    0.01202   0.004173         81        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    167/499      4.32G     0.0155    0.01203   0.004024         73        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    167/499      4.32G     0.0155    0.01203   0.004024         73        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    167/499      4.32G    0.01542    0.01198   0.003999         71        640:  40%|####      | 16/40 [00:03<00:04,  5.39it/s]
    167/499      4.32G    0.01542    0.01198   0.003999         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    167/499      4.32G    0.01537    0.01203   0.004176         91        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    167/499      4.32G    0.01537    0.01203   0.004176         91        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    167/499      4.32G    0.01527    0.01204   0.004248         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    167/499      4.32G    0.01527    0.01204   0.004248         72        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    167/499      4.32G    0.01525    0.01211    0.00423         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    167/499      4.32G    0.01525    0.01211    0.00423         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    167/499      4.32G    0.01519    0.01209   0.004116         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    167/499      4.32G    0.01519    0.01209   0.004116         73        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    167/499      4.32G    0.01523    0.01227   0.004121         97        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    167/499      4.32G    0.01523    0.01227   0.004121         97        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    167/499      4.32G    0.01527    0.01225   0.004178         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    167/499      4.32G    0.01527    0.01225   0.004178         71        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    167/499      4.32G    0.01527    0.01216   0.004256         64        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    167/499      4.32G    0.01527    0.01216   0.004256         64        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    167/499      4.32G    0.01523    0.01207   0.004215         68        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    167/499      4.32G    0.01523    0.01207   0.004215         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    167/499      4.32G    0.01526    0.01228   0.004155         94        640:  62%|######2   | 25/40 [00:04<00:02,  5.37it/s]
    167/499      4.32G    0.01526    0.01228   0.004155         94        640:  65%|######5   | 26/40 [00:04<00:02,  5.24it/s]
    167/499      4.32G    0.01517    0.01216   0.004028         63        640:  65%|######5   | 26/40 [00:05<00:02,  5.24it/s]
    167/499      4.32G    0.01517    0.01216   0.004028         63        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    167/499      4.32G    0.01521    0.01218   0.003996         79        640:  68%|######7   | 27/40 [00:05<00:02,  5.33it/s]
    167/499      4.32G    0.01521    0.01218   0.003996         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
    167/499      4.32G    0.01514    0.01214   0.003966         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.39it/s]
    167/499      4.32G    0.01514    0.01214   0.003966         72        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    167/499      4.32G     0.0151    0.01213   0.003961         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    167/499      4.32G     0.0151    0.01213   0.003961         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    167/499      4.32G    0.01515    0.01219   0.003916         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    167/499      4.32G    0.01515    0.01219   0.003916         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
    167/499      4.32G    0.01513    0.01215   0.003917         70        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
    167/499      4.32G    0.01513    0.01215   0.003917         70        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    167/499      4.32G    0.01512    0.01216    0.00388         68        640:  80%|########  | 32/40 [00:06<00:01,  5.17it/s]
    167/499      4.32G    0.01512    0.01216    0.00388         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    167/499      4.32G    0.01515     0.0122   0.003991         73        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    167/499      4.32G    0.01515     0.0122   0.003991         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    167/499      4.32G    0.01512    0.01218   0.003938         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    167/499      4.32G    0.01512    0.01218   0.003938         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    167/499      4.32G    0.01509    0.01216   0.003867         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.19it/s]
    167/499      4.32G    0.01509    0.01216   0.003867         72        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    167/499      4.32G    0.01513    0.01213   0.003866         72        640:  90%|######### | 36/40 [00:07<00:00,  5.24it/s]
    167/499      4.32G    0.01513    0.01213   0.003866         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    167/499      4.32G    0.01515    0.01212    0.00388         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.32it/s]
    167/499      4.32G    0.01515    0.01212    0.00388         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    167/499      4.32G    0.01513    0.01211   0.003897         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    167/499      4.32G    0.01513    0.01211   0.003897         81        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    167/499      4.32G    0.01512     0.0121   0.003838         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    167/499      4.32G    0.01512     0.0121   0.003838         36        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    167/499      4.32G    0.01512     0.0121   0.003838         36        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.49it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.56it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.60it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.27it/s]
                   all        132        263      0.038     0.0968     0.0613     0.0295

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    168/499      4.32G    0.01544     0.0111    0.01054         56        640:   0%|          | 0/40 [00:00<?, ?it/s]
    168/499      4.32G    0.01544     0.0111    0.01054         56        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    168/499      4.32G    0.01465    0.01065   0.006477         62        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    168/499      4.32G    0.01465    0.01065   0.006477         62        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    168/499      4.32G    0.01528    0.01157   0.004748         67        640:   5%|5         | 2/40 [00:00<00:07,  5.30it/s]
    168/499      4.32G    0.01528    0.01157   0.004748         67        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    168/499      4.32G    0.01561    0.01212   0.004831         72        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    168/499      4.32G    0.01561    0.01212   0.004831         72        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    168/499      4.32G    0.01596    0.01233   0.004297         81        640:  10%|#         | 4/40 [00:00<00:06,  5.22it/s]
    168/499      4.32G    0.01596    0.01233   0.004297         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    168/499      4.32G    0.01584    0.01209   0.003975         69        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    168/499      4.32G    0.01584    0.01209   0.003975         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    168/499      4.32G    0.01593    0.01253   0.003714         94        640:  15%|#5        | 6/40 [00:01<00:06,  5.37it/s]
    168/499      4.32G    0.01593    0.01253   0.003714         94        640:  18%|#7        | 7/40 [00:01<00:06,  5.14it/s]
    168/499      4.32G    0.01619    0.01267   0.004265         68        640:  18%|#7        | 7/40 [00:01<00:06,  5.14it/s]
    168/499      4.32G    0.01619    0.01267   0.004265         68        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    168/499      4.32G    0.01599    0.01249   0.004027         63        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    168/499      4.32G    0.01599    0.01249   0.004027         63        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    168/499      4.32G    0.01601    0.01253   0.004341         80        640:  22%|##2       | 9/40 [00:01<00:05,  5.37it/s]
    168/499      4.32G    0.01601    0.01253   0.004341         80        640:  25%|##5       | 10/40 [00:01<00:05,  5.21it/s]
    168/499      4.32G    0.01591    0.01238   0.004295         64        640:  25%|##5       | 10/40 [00:02<00:05,  5.21it/s]
    168/499      4.32G    0.01591    0.01238   0.004295         64        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    168/499      4.32G    0.01592    0.01224   0.004086         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.29it/s]
    168/499      4.32G    0.01592    0.01224   0.004086         70        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    168/499      4.32G    0.01591    0.01216   0.003859         68        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    168/499      4.32G    0.01591    0.01216   0.003859         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    168/499      4.32G    0.01584    0.01199   0.003807         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    168/499      4.32G    0.01584    0.01199   0.003807         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    168/499      4.32G    0.01593    0.01209   0.003883         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.31it/s]
    168/499      4.32G    0.01593    0.01209   0.003883         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    168/499      4.32G    0.01596    0.01217   0.003894         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    168/499      4.32G    0.01596    0.01217   0.003894         81        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    168/499      4.32G    0.01594    0.01226   0.003863         86        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    168/499      4.32G    0.01594    0.01226   0.003863         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    168/499      4.32G    0.01596    0.01233   0.003906         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    168/499      4.32G    0.01596    0.01233   0.003906         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    168/499      4.32G    0.01598    0.01241   0.003818         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    168/499      4.32G    0.01598    0.01241   0.003818         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    168/499      4.32G    0.01602     0.0126   0.003692         93        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    168/499      4.32G    0.01602     0.0126   0.003692         93        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    168/499      4.32G    0.01606    0.01266   0.003675         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.32it/s]
    168/499      4.32G    0.01606    0.01266   0.003675         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.39it/s]
    168/499      4.32G    0.01601    0.01254   0.003749         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.39it/s]
    168/499      4.32G    0.01601    0.01254   0.003749         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    168/499      4.32G    0.01593    0.01239   0.003762         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.25it/s]
    168/499      4.32G    0.01593    0.01239   0.003762         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    168/499      4.32G    0.01594    0.01235   0.003688         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    168/499      4.32G    0.01594    0.01235   0.003688         61        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    168/499      4.32G    0.01582     0.0123   0.003912         69        640:  60%|######    | 24/40 [00:04<00:02,  5.40it/s]
    168/499      4.32G    0.01582     0.0123   0.003912         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    168/499      4.32G    0.01581    0.01228   0.003875         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.26it/s]
    168/499      4.32G    0.01581    0.01228   0.003875         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    168/499      4.32G    0.01574    0.01239   0.003813         92        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    168/499      4.32G    0.01574    0.01239   0.003813         92        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    168/499      4.32G    0.01573     0.0123   0.003919         56        640:  68%|######7   | 27/40 [00:05<00:02,  5.31it/s]
    168/499      4.32G    0.01573     0.0123   0.003919         56        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    168/499      4.32G    0.01567    0.01226   0.003978         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.17it/s]
    168/499      4.32G    0.01567    0.01226   0.003978         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    168/499      4.32G    0.01564     0.0123   0.004044         88        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    168/499      4.32G    0.01564     0.0123   0.004044         88        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    168/499      4.32G    0.01563    0.01232    0.00421         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    168/499      4.32G    0.01563    0.01232    0.00421         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    168/499      4.32G    0.01566    0.01244   0.004293         97        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    168/499      4.32G    0.01566    0.01244   0.004293         97        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    168/499      4.32G    0.01567    0.01246    0.00433         78        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    168/499      4.32G    0.01567    0.01246    0.00433         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    168/499      4.32G    0.01561    0.01247   0.004251         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    168/499      4.32G    0.01561    0.01247   0.004251         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    168/499      4.32G    0.01558    0.01239   0.004277         56        640:  85%|########5 | 34/40 [00:06<00:01,  5.23it/s]
    168/499      4.32G    0.01558    0.01239   0.004277         56        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    168/499      4.32G    0.01561     0.0124   0.004476         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    168/499      4.32G    0.01561     0.0124   0.004476         67        640:  90%|######### | 36/40 [00:06<00:00,  5.38it/s]
    168/499      4.32G     0.0156     0.0124   0.004482         79        640:  90%|######### | 36/40 [00:07<00:00,  5.38it/s]
    168/499      4.32G     0.0156     0.0124   0.004482         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    168/499      4.32G    0.01558    0.01238   0.004502         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    168/499      4.32G    0.01558    0.01238   0.004502         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    168/499      4.32G    0.01556    0.01238   0.004534         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    168/499      4.32G    0.01556    0.01238   0.004534         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    168/499      4.32G    0.01561    0.01244   0.004523         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    168/499      4.32G    0.01561    0.01244   0.004523         44        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]
    168/499      4.32G    0.01561    0.01244   0.004523         44        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  6.58it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.77it/s]
                   all        132        263     0.0374     0.0511     0.0457     0.0186

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    169/499      4.32G    0.01741    0.01208   0.005586         68        640:   0%|          | 0/40 [00:00<?, ?it/s]
    169/499      4.32G    0.01741    0.01208   0.005586         68        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    169/499      4.32G     0.0159    0.01205   0.004784         74        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    169/499      4.32G     0.0159    0.01205   0.004784         74        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    169/499      4.32G     0.0155    0.01241   0.005603         76        640:   5%|5         | 2/40 [00:00<00:06,  5.56it/s]
    169/499      4.32G     0.0155    0.01241   0.005603         76        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    169/499      4.32G    0.01555    0.01182   0.005353         66        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    169/499      4.32G    0.01555    0.01182   0.005353         66        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    169/499      4.32G    0.01531    0.01229   0.005169         88        640:  10%|#         | 4/40 [00:00<00:06,  5.32it/s]
    169/499      4.32G    0.01531    0.01229   0.005169         88        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    169/499      4.32G    0.01572    0.01267   0.005402         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    169/499      4.32G    0.01572    0.01267   0.005402         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    169/499      4.32G    0.01567    0.01285   0.005279         84        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    169/499      4.32G    0.01567    0.01285   0.005279         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    169/499      4.32G    0.01571     0.0127   0.005439         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    169/499      4.32G    0.01571     0.0127   0.005439         70        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    169/499      4.32G    0.01575    0.01274   0.005243         79        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    169/499      4.32G    0.01575    0.01274   0.005243         79        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    169/499      4.32G    0.01564    0.01268   0.005122         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.17it/s]
    169/499      4.32G    0.01564    0.01268   0.005122         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.24it/s]
    169/499      4.32G    0.01558    0.01262   0.004955         77        640:  25%|##5       | 10/40 [00:02<00:05,  5.24it/s]
    169/499      4.32G    0.01558    0.01262   0.004955         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    169/499      4.32G    0.01539    0.01241    0.00491         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    169/499      4.32G    0.01539    0.01241    0.00491         63        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    169/499      4.32G    0.01528    0.01228   0.004778         68        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    169/499      4.32G    0.01528    0.01228   0.004778         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    169/499      4.32G     0.0152    0.01215   0.004614         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    169/499      4.32G     0.0152    0.01215   0.004614         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    169/499      4.32G    0.01529    0.01194   0.004585         50        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    169/499      4.32G    0.01529    0.01194   0.004585         50        640:  38%|###7      | 15/40 [00:02<00:04,  5.22it/s]
    169/499      4.32G    0.01536     0.0119   0.005155         59        640:  38%|###7      | 15/40 [00:03<00:04,  5.22it/s]
    169/499      4.32G    0.01536     0.0119   0.005155         59        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    169/499      4.32G    0.01539    0.01198   0.004991         78        640:  40%|####      | 16/40 [00:03<00:04,  5.30it/s]
    169/499      4.32G    0.01539    0.01198   0.004991         78        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    169/499      4.32G     0.0154    0.01203   0.004982         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    169/499      4.32G     0.0154    0.01203   0.004982         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    169/499      4.32G    0.01543    0.01206   0.004878         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    169/499      4.32G    0.01543    0.01206   0.004878         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    169/499      4.32G    0.01542    0.01207   0.004862         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    169/499      4.32G    0.01542    0.01207   0.004862         73        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    169/499      4.32G    0.01537    0.01211   0.004774         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.38it/s]
    169/499      4.32G    0.01537    0.01211   0.004774         77        640:  52%|#####2    | 21/40 [00:03<00:03,  5.25it/s]
    169/499      4.32G    0.01541    0.01207    0.00476         74        640:  52%|#####2    | 21/40 [00:04<00:03,  5.25it/s]
    169/499      4.32G    0.01541    0.01207    0.00476         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    169/499      4.32G    0.01536    0.01209   0.004613         84        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    169/499      4.32G    0.01536    0.01209   0.004613         84        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    169/499      4.32G    0.01533    0.01207   0.004719         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.40it/s]
    169/499      4.32G    0.01533    0.01207   0.004719         65        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    169/499      4.32G    0.01528     0.0121   0.004723         85        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    169/499      4.32G    0.01528     0.0121   0.004723         85        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    169/499      4.32G    0.01532     0.0121   0.004685         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    169/499      4.32G    0.01532     0.0121   0.004685         75        640:  65%|######5   | 26/40 [00:04<00:02,  5.30it/s]
    169/499      4.32G    0.01526    0.01209   0.004613         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.30it/s]
    169/499      4.32G    0.01526    0.01209   0.004613         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    169/499      4.32G    0.01526    0.01202   0.004517         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    169/499      4.32G    0.01526    0.01202   0.004517         73        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    169/499      4.32G    0.01524    0.01205    0.00457         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.27it/s]
    169/499      4.32G    0.01524    0.01205    0.00457         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    169/499      4.32G    0.01531    0.01214   0.004641         81        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    169/499      4.32G    0.01531    0.01214   0.004641         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    169/499      4.32G    0.01541    0.01214   0.004685         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.18it/s]
    169/499      4.32G    0.01541    0.01214   0.004685         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    169/499      4.32G    0.01537    0.01203   0.004638         56        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    169/499      4.32G    0.01537    0.01203   0.004638         56        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    169/499      4.32G    0.01532    0.01199   0.004635         59        640:  80%|########  | 32/40 [00:06<00:01,  5.34it/s]
    169/499      4.32G    0.01532    0.01199   0.004635         59        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    169/499      4.32G     0.0153    0.01201   0.004579         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.18it/s]
    169/499      4.32G     0.0153    0.01201   0.004579         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    169/499      4.32G     0.0153    0.01199   0.004537         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    169/499      4.32G     0.0153    0.01199   0.004537         63        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    169/499      4.32G    0.01537    0.01205   0.004657         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    169/499      4.32G    0.01537    0.01205   0.004657         74        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    169/499      4.32G    0.01538    0.01206   0.004607         73        640:  90%|######### | 36/40 [00:06<00:00,  5.24it/s]
    169/499      4.32G    0.01538    0.01206   0.004607         73        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    169/499      4.32G    0.01544    0.01205   0.004622         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    169/499      4.32G    0.01544    0.01205   0.004622         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
    169/499      4.32G    0.01547    0.01208   0.004617         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
    169/499      4.32G    0.01547    0.01208   0.004617         77        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    169/499      4.32G    0.01546    0.01217    0.00459         42        640:  98%|#########7| 39/40 [00:07<00:00,  5.16it/s]
    169/499      4.32G    0.01546    0.01217    0.00459         42        640: 100%|##########| 40/40 [00:07<00:00,  5.35it/s]
    169/499      4.32G    0.01546    0.01217    0.00459         42        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.66it/s]
                   all        132        263      0.583     0.0175      0.025     0.0122

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    170/499      4.32G      0.015    0.01225    0.00288         71        640:   0%|          | 0/40 [00:00<?, ?it/s]
    170/499      4.32G      0.015    0.01225    0.00288         71        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    170/499      4.32G    0.01597    0.01352   0.006156         75        640:   2%|2         | 1/40 [00:00<00:06,  5.58it/s]
    170/499      4.32G    0.01597    0.01352   0.006156         75        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    170/499      4.32G    0.01544    0.01374   0.004936         90        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    170/499      4.32G    0.01544    0.01374   0.004936         90        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    170/499      4.32G    0.01543    0.01467   0.005481        102        640:   8%|7         | 3/40 [00:00<00:06,  5.33it/s]
    170/499      4.32G    0.01543    0.01467   0.005481        102        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    170/499      4.32G    0.01531    0.01378   0.004739         72        640:  10%|#         | 4/40 [00:00<00:06,  5.41it/s]
    170/499      4.32G    0.01531    0.01378   0.004739         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    170/499      4.32G    0.01563    0.01368   0.004592         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    170/499      4.32G    0.01563    0.01368   0.004592         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    170/499      4.32G    0.01542    0.01284   0.004226         53        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    170/499      4.32G    0.01542    0.01284   0.004226         53        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    170/499      4.32G    0.01528    0.01331   0.004355        102        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    170/499      4.32G    0.01528    0.01331   0.004355        102        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    170/499      4.32G    0.01506    0.01307   0.004196         74        640:  20%|##        | 8/40 [00:01<00:06,  5.21it/s]
    170/499      4.32G    0.01506    0.01307   0.004196         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    170/499      4.32G    0.01507    0.01305   0.004336         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.31it/s]
    170/499      4.32G    0.01507    0.01305   0.004336         83        640:  25%|##5       | 10/40 [00:01<00:05,  5.38it/s]
    170/499      4.32G    0.01512      0.013   0.004245         74        640:  25%|##5       | 10/40 [00:02<00:05,  5.38it/s]
    170/499      4.32G    0.01512      0.013   0.004245         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    170/499      4.32G    0.01506    0.01288   0.004348         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    170/499      4.32G    0.01506    0.01288   0.004348         75        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    170/499      4.32G    0.01504    0.01282   0.004367         66        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    170/499      4.32G    0.01504    0.01282   0.004367         66        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    170/499      4.32G    0.01505    0.01269   0.004415         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    170/499      4.32G    0.01505    0.01269   0.004415         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    170/499      4.32G    0.01516    0.01277   0.004598         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.22it/s]
    170/499      4.32G    0.01516    0.01277   0.004598         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    170/499      4.32G    0.01511    0.01257   0.004696         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    170/499      4.32G    0.01511    0.01257   0.004696         64        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    170/499      4.32G    0.01516    0.01251   0.004883         69        640:  40%|####      | 16/40 [00:03<00:04,  5.40it/s]
    170/499      4.32G    0.01516    0.01251   0.004883         69        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    170/499      4.32G    0.01512    0.01243   0.004875         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    170/499      4.32G    0.01512    0.01243   0.004875         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    170/499      4.32G    0.01514    0.01265   0.004929        100        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    170/499      4.32G    0.01514    0.01265   0.004929        100        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    170/499      4.32G    0.01508    0.01265   0.005037         78        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    170/499      4.32G    0.01508    0.01265   0.005037         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    170/499      4.32G     0.0151    0.01266   0.004901         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    170/499      4.32G     0.0151    0.01266   0.004901         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    170/499      4.32G    0.01513    0.01264   0.004905         76        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    170/499      4.32G    0.01513    0.01264   0.004905         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    170/499      4.32G    0.01513    0.01248    0.00486         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.41it/s]
    170/499      4.32G    0.01513    0.01248    0.00486         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    170/499      4.32G    0.01515    0.01259   0.004808         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.26it/s]
    170/499      4.32G    0.01515    0.01259   0.004808         75        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    170/499      4.32G    0.01521    0.01266   0.004992         84        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    170/499      4.32G    0.01521    0.01266   0.004992         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    170/499      4.32G    0.01514    0.01269   0.004838         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.42it/s]
    170/499      4.32G    0.01514    0.01269   0.004838         88        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    170/499      4.32G    0.01519    0.01274   0.004866         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    170/499      4.32G    0.01519    0.01274   0.004866         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    170/499      4.32G    0.01516    0.01275   0.004998         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.37it/s]
    170/499      4.32G    0.01516    0.01275   0.004998         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.44it/s]
    170/499      4.32G    0.01522    0.01282   0.005107         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.44it/s]
    170/499      4.32G    0.01522    0.01282   0.005107         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    170/499      4.32G    0.01519    0.01274   0.005172         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.19it/s]
    170/499      4.32G    0.01519    0.01274   0.005172         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    170/499      4.32G    0.01522    0.01285   0.005121        101        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    170/499      4.32G    0.01522    0.01285   0.005121        101        640:  78%|#######7  | 31/40 [00:05<00:01,  5.36it/s]
    170/499      4.32G    0.01523    0.01284   0.005222         77        640:  78%|#######7  | 31/40 [00:06<00:01,  5.36it/s]
    170/499      4.32G    0.01523    0.01284   0.005222         77        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    170/499      4.32G    0.01517    0.01278   0.005134         72        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    170/499      4.32G    0.01517    0.01278   0.005134         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    170/499      4.32G    0.01515    0.01276   0.005293         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    170/499      4.32G    0.01515    0.01276   0.005293         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
    170/499      4.32G    0.01512    0.01275    0.00527         79        640:  85%|########5 | 34/40 [00:06<00:01,  5.38it/s]
    170/499      4.32G    0.01512    0.01275    0.00527         79        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    170/499      4.32G     0.0151     0.0127   0.005281         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    170/499      4.32G     0.0151     0.0127   0.005281         64        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    170/499      4.32G    0.01507    0.01264   0.005258         66        640:  90%|######### | 36/40 [00:06<00:00,  5.31it/s]
    170/499      4.32G    0.01507    0.01264   0.005258         66        640:  92%|#########2| 37/40 [00:06<00:00,  5.39it/s]
    170/499      4.32G    0.01515    0.01273   0.005352         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    170/499      4.32G    0.01515    0.01273   0.005352         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    170/499      4.32G    0.01512    0.01272   0.005404         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    170/499      4.32G    0.01512    0.01272   0.005404         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    170/499      4.32G    0.01519     0.0127   0.005306         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    170/499      4.32G    0.01519     0.0127   0.005306         33        640: 100%|##########| 40/40 [00:07<00:00,  5.49it/s]
    170/499      4.32G    0.01519     0.0127   0.005306         33        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.53it/s]
                   all        132        263      0.456     0.0211     0.0328     0.0146

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    171/499      4.32G    0.01372     0.0152     0.0049         99        640:   0%|          | 0/40 [00:00<?, ?it/s]
    171/499      4.32G    0.01372     0.0152     0.0049         99        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    171/499      4.32G    0.01361    0.01363   0.004435         80        640:   2%|2         | 1/40 [00:00<00:07,  4.93it/s]
    171/499      4.32G    0.01361    0.01363   0.004435         80        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    171/499      4.32G    0.01431    0.01417    0.00472         99        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    171/499      4.32G    0.01431    0.01417    0.00472         99        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    171/499      4.32G    0.01423    0.01431    0.00451         79        640:   8%|7         | 3/40 [00:00<00:06,  5.35it/s]
    171/499      4.32G    0.01423    0.01431    0.00451         79        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    171/499      4.32G    0.01461    0.01347   0.003958         61        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    171/499      4.32G    0.01461    0.01347   0.003958         61        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    171/499      4.32G    0.01469    0.01309   0.004161         66        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    171/499      4.32G    0.01469    0.01309   0.004161         66        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    171/499      4.32G    0.01472    0.01319   0.003825         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    171/499      4.32G    0.01472    0.01319   0.003825         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.10it/s]
    171/499      4.32G    0.01478    0.01306   0.004051         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.10it/s]
    171/499      4.32G    0.01478    0.01306   0.004051         76        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    171/499      4.32G    0.01489    0.01322   0.004344         89        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    171/499      4.32G    0.01489    0.01322   0.004344         89        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    171/499      4.32G    0.01508    0.01317   0.004246         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    171/499      4.32G    0.01508    0.01317   0.004246         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    171/499      4.32G    0.01505    0.01306    0.00417         71        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    171/499      4.32G    0.01505    0.01306    0.00417         71        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    171/499      4.32G    0.01529    0.01345   0.004634        102        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    171/499      4.32G    0.01529    0.01345   0.004634        102        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    171/499      4.32G    0.01534    0.01325   0.004601         72        640:  30%|###       | 12/40 [00:02<00:05,  5.33it/s]
    171/499      4.32G    0.01534    0.01325   0.004601         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    171/499      4.32G    0.01535    0.01313   0.004504         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    171/499      4.32G    0.01535    0.01313   0.004504         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    171/499      4.32G    0.01542    0.01328   0.004652         86        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    171/499      4.32G    0.01542    0.01328   0.004652         86        640:  38%|###7      | 15/40 [00:02<00:04,  5.37it/s]
    171/499      4.32G    0.01539     0.0132   0.004904         75        640:  38%|###7      | 15/40 [00:03<00:04,  5.37it/s]
    171/499      4.32G    0.01539     0.0132   0.004904         75        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    171/499      4.32G    0.01553     0.0132   0.004924         80        640:  40%|####      | 16/40 [00:03<00:04,  5.20it/s]
    171/499      4.32G    0.01553     0.0132   0.004924         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    171/499      4.32G    0.01558    0.01309   0.004999         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    171/499      4.32G    0.01558    0.01309   0.004999         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    171/499      4.32G     0.0155      0.013   0.005152         71        640:  45%|####5     | 18/40 [00:03<00:04,  5.38it/s]
    171/499      4.32G     0.0155      0.013   0.005152         71        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    171/499      4.32G    0.01542    0.01289   0.005342         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.25it/s]
    171/499      4.32G    0.01542    0.01289   0.005342         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    171/499      4.32G    0.01539    0.01281   0.005238         66        640:  50%|#####     | 20/40 [00:03<00:03,  5.33it/s]
    171/499      4.32G    0.01539    0.01281   0.005238         66        640:  52%|#####2    | 21/40 [00:03<00:03,  5.37it/s]
    171/499      4.32G    0.01537    0.01281   0.005254         80        640:  52%|#####2    | 21/40 [00:04<00:03,  5.37it/s]
    171/499      4.32G    0.01537    0.01281   0.005254         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    171/499      4.32G    0.01534    0.01273   0.005319         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.21it/s]
    171/499      4.32G    0.01534    0.01273   0.005319         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    171/499      4.32G    0.01533    0.01268   0.005218         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.31it/s]
    171/499      4.32G    0.01533    0.01268   0.005218         70        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    171/499      4.32G    0.01527    0.01262   0.005121         75        640:  60%|######    | 24/40 [00:04<00:02,  5.39it/s]
    171/499      4.32G    0.01527    0.01262   0.005121         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    171/499      4.32G     0.0153    0.01258   0.005067         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.25it/s]
    171/499      4.32G     0.0153    0.01258   0.005067         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    171/499      4.32G    0.01524    0.01259   0.005078         85        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    171/499      4.32G    0.01524    0.01259   0.005078         85        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    171/499      4.32G    0.01522    0.01252   0.005022         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    171/499      4.32G    0.01522    0.01252   0.005022         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
    171/499      4.32G    0.01521    0.01249   0.005064         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.10it/s]
    171/499      4.32G    0.01521    0.01249   0.005064         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    171/499      4.32G     0.0152    0.01251   0.005036         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.23it/s]
    171/499      4.32G     0.0152    0.01251   0.005036         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    171/499      4.32G    0.01521    0.01245   0.004954         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    171/499      4.32G    0.01521    0.01245   0.004954         66        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    171/499      4.32G    0.01519    0.01247   0.004926         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    171/499      4.32G    0.01519    0.01247   0.004926         82        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    171/499      4.32G    0.01517    0.01248   0.004907         86        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    171/499      4.32G    0.01517    0.01248   0.004907         86        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
    171/499      4.32G    0.01519    0.01247   0.004887         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.37it/s]
    171/499      4.32G    0.01519    0.01247   0.004887         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    171/499      4.32G     0.0152    0.01249    0.00489         76        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    171/499      4.32G     0.0152    0.01249    0.00489         76        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    171/499      4.32G    0.01515    0.01248   0.004909         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.32it/s]
    171/499      4.32G    0.01515    0.01248   0.004909         75        640:  90%|######### | 36/40 [00:06<00:00,  5.40it/s]
    171/499      4.32G    0.01521    0.01252   0.004929         80        640:  90%|######### | 36/40 [00:07<00:00,  5.40it/s]
    171/499      4.32G    0.01521    0.01252   0.004929         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    171/499      4.32G    0.01517    0.01247   0.004894         74        640:  92%|#########2| 37/40 [00:07<00:00,  5.20it/s]
    171/499      4.32G    0.01517    0.01247   0.004894         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    171/499      4.32G    0.01511    0.01247   0.004885         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.30it/s]
    171/499      4.32G    0.01511    0.01247   0.004885         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    171/499      4.32G    0.01514    0.01267   0.004855         57        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    171/499      4.32G    0.01514    0.01267   0.004855         57        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    171/499      4.32G    0.01514    0.01267   0.004855         57        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.69it/s]
                   all        132        263    0.00535     0.0301     0.0043    0.00207

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    172/499      4.32G    0.01646     0.0117   0.004627         66        640:   0%|          | 0/40 [00:00<?, ?it/s]
    172/499      4.32G    0.01646     0.0117   0.004627         66        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    172/499      4.32G    0.01628    0.01185   0.006329         70        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    172/499      4.32G    0.01628    0.01185   0.006329         70        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    172/499      4.32G    0.01652    0.01249   0.005823         83        640:   5%|5         | 2/40 [00:00<00:06,  5.57it/s]
    172/499      4.32G    0.01652    0.01249   0.005823         83        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    172/499      4.32G    0.01662    0.01251   0.006268         72        640:   8%|7         | 3/40 [00:00<00:07,  5.27it/s]
    172/499      4.32G    0.01662    0.01251   0.006268         72        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    172/499      4.32G    0.01664    0.01287   0.006493         85        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    172/499      4.32G    0.01664    0.01287   0.006493         85        640:  12%|#2        | 5/40 [00:00<00:06,  5.44it/s]
    172/499      4.32G    0.01663    0.01263   0.006111         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.44it/s]
    172/499      4.32G    0.01663    0.01263   0.006111         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    172/499      4.32G    0.01658    0.01264   0.005985         78        640:  15%|#5        | 6/40 [00:01<00:06,  5.22it/s]
    172/499      4.32G    0.01658    0.01264   0.005985         78        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    172/499      4.32G    0.01644    0.01263   0.005695         73        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    172/499      4.32G    0.01644    0.01263   0.005695         73        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    172/499      4.32G    0.01634    0.01252   0.005512         68        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    172/499      4.32G    0.01634    0.01252   0.005512         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    172/499      4.32G    0.01612    0.01229   0.005217         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    172/499      4.32G    0.01612    0.01229   0.005217         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    172/499      4.32G      0.016    0.01251   0.005003         85        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    172/499      4.32G      0.016    0.01251   0.005003         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    172/499      4.32G    0.01611    0.01251   0.005124         69        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    172/499      4.32G    0.01611    0.01251   0.005124         69        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    172/499      4.32G    0.01611     0.0126   0.005086         84        640:  30%|###       | 12/40 [00:02<00:05,  5.21it/s]
    172/499      4.32G    0.01611     0.0126   0.005086         84        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    172/499      4.32G    0.01605     0.0128   0.004949         94        640:  32%|###2      | 13/40 [00:02<00:05,  5.28it/s]
    172/499      4.32G    0.01605     0.0128   0.004949         94        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    172/499      4.32G    0.01603    0.01302   0.004842         95        640:  35%|###5      | 14/40 [00:02<00:04,  5.34it/s]
    172/499      4.32G    0.01603    0.01302   0.004842         95        640:  38%|###7      | 15/40 [00:02<00:04,  5.17it/s]
    172/499      4.32G    0.01586     0.0128   0.004958         58        640:  38%|###7      | 15/40 [00:03<00:04,  5.17it/s]
    172/499      4.32G    0.01586     0.0128   0.004958         58        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    172/499      4.32G     0.0158    0.01285   0.004822         79        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    172/499      4.32G     0.0158    0.01285   0.004822         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    172/499      4.32G    0.01587    0.01294   0.004718         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    172/499      4.32G    0.01587    0.01294   0.004718         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    172/499      4.32G    0.01581    0.01302   0.004703         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    172/499      4.32G    0.01581    0.01302   0.004703         82        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    172/499      4.32G    0.01569    0.01297   0.004542         75        640:  48%|####7     | 19/40 [00:03<00:03,  5.27it/s]
    172/499      4.32G    0.01569    0.01297   0.004542         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    172/499      4.32G     0.0157    0.01305   0.004491         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.35it/s]
    172/499      4.32G     0.0157    0.01305   0.004491         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.22it/s]
    172/499      4.32G    0.01568    0.01301   0.004629         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.22it/s]
    172/499      4.32G    0.01568    0.01301   0.004629         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    172/499      4.32G    0.01567    0.01305   0.004584         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    172/499      4.32G    0.01567    0.01305   0.004584         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    172/499      4.32G    0.01563    0.01303   0.004501         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    172/499      4.32G    0.01563    0.01303   0.004501         76        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    172/499      4.32G    0.01567      0.013   0.004449         68        640:  60%|######    | 24/40 [00:04<00:03,  5.23it/s]
    172/499      4.32G    0.01567      0.013   0.004449         68        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    172/499      4.32G    0.01567    0.01289   0.004428         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    172/499      4.32G    0.01567    0.01289   0.004428         58        640:  65%|######5   | 26/40 [00:04<00:02,  5.32it/s]
    172/499      4.32G    0.01572    0.01284   0.004529         71        640:  65%|######5   | 26/40 [00:05<00:02,  5.32it/s]
    172/499      4.32G    0.01572    0.01284   0.004529         71        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    172/499      4.32G    0.01573    0.01286    0.00462         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.20it/s]
    172/499      4.32G    0.01573    0.01286    0.00462         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    172/499      4.32G    0.01573     0.0129   0.004584         77        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    172/499      4.32G    0.01573     0.0129   0.004584         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    172/499      4.32G    0.01572    0.01281   0.004558         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.38it/s]
    172/499      4.32G    0.01572    0.01281   0.004558         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    172/499      4.32G    0.01571    0.01271   0.004548         53        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    172/499      4.32G    0.01571    0.01271   0.004548         53        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    172/499      4.32G    0.01567    0.01272   0.004499         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    172/499      4.32G    0.01567    0.01272   0.004499         82        640:  80%|########  | 32/40 [00:06<00:01,  5.42it/s]
    172/499      4.32G    0.01562    0.01271   0.004484         77        640:  80%|########  | 32/40 [00:06<00:01,  5.42it/s]
    172/499      4.32G    0.01562    0.01271   0.004484         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    172/499      4.32G    0.01561    0.01274    0.00452         83        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    172/499      4.32G    0.01561    0.01274    0.00452         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    172/499      4.32G    0.01558    0.01278   0.004544         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    172/499      4.32G    0.01558    0.01278   0.004544         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.41it/s]
    172/499      4.32G    0.01558    0.01276   0.004476         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.41it/s]
    172/499      4.32G    0.01558    0.01276   0.004476         71        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    172/499      4.32G    0.01561    0.01272   0.004562         71        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    172/499      4.32G    0.01561    0.01272   0.004562         71        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    172/499      4.32G    0.01558    0.01268   0.004486         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    172/499      4.32G    0.01558    0.01268   0.004486         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.43it/s]
    172/499      4.32G    0.01564    0.01272   0.004517         83        640:  95%|#########5| 38/40 [00:07<00:00,  5.43it/s]
    172/499      4.32G    0.01564    0.01272   0.004517         83        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    172/499      4.32G    0.01576    0.01274   0.004473         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.28it/s]
    172/499      4.32G    0.01576    0.01274   0.004473         36        640: 100%|##########| 40/40 [00:07<00:00,  5.44it/s]
    172/499      4.32G    0.01576    0.01274   0.004473         36        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.80it/s]
                   all        132        263     0.0188      0.049     0.0265     0.0137

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    173/499      4.32G    0.01522    0.01207  0.0008212         75        640:   0%|          | 0/40 [00:00<?, ?it/s]
    173/499      4.32G    0.01522    0.01207  0.0008212         75        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    173/499      4.32G    0.01521    0.01189   0.002155         70        640:   2%|2         | 1/40 [00:00<00:07,  5.54it/s]
    173/499      4.32G    0.01521    0.01189   0.002155         70        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    173/499      4.32G    0.01503    0.01209    0.00226         82        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    173/499      4.32G    0.01503    0.01209    0.00226         82        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    173/499      4.32G    0.01459    0.01194   0.002309         75        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    173/499      4.32G    0.01459    0.01194   0.002309         75        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    173/499      4.32G    0.01467    0.01199   0.002085         72        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    173/499      4.32G    0.01467    0.01199   0.002085         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.23it/s]
    173/499      4.32G    0.01463    0.01207    0.00271         79        640:  12%|#2        | 5/40 [00:01<00:06,  5.23it/s]
    173/499      4.32G    0.01463    0.01207    0.00271         79        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    173/499      4.32G    0.01468    0.01209   0.002718         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.17it/s]
    173/499      4.32G    0.01468    0.01209   0.002718         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    173/499      4.32G    0.01489    0.01255    0.00321         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.25it/s]
    173/499      4.32G    0.01489    0.01255    0.00321         91        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
    173/499      4.32G    0.01485    0.01267   0.003295         85        640:  20%|##        | 8/40 [00:01<00:06,  5.14it/s]
    173/499      4.32G    0.01485    0.01267   0.003295         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    173/499      4.32G    0.01492    0.01266   0.003268         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.27it/s]
    173/499      4.32G    0.01492    0.01266   0.003268         77        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    173/499      4.32G    0.01495    0.01254   0.003453         63        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    173/499      4.32G    0.01495    0.01254   0.003453         63        640:  28%|##7       | 11/40 [00:02<00:05,  5.13it/s]
    173/499      4.32G    0.01492    0.01241   0.003717         77        640:  28%|##7       | 11/40 [00:02<00:05,  5.13it/s]
    173/499      4.32G    0.01492    0.01241   0.003717         77        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    173/499      4.32G    0.01495    0.01238   0.003607         71        640:  30%|###       | 12/40 [00:02<00:05,  5.24it/s]
    173/499      4.32G    0.01495    0.01238   0.003607         71        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    173/499      4.32G    0.01514    0.01239   0.003892         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.32it/s]
    173/499      4.32G    0.01514    0.01239   0.003892         67        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    173/499      4.32G     0.0151    0.01231   0.004096         70        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    173/499      4.32G     0.0151    0.01231   0.004096         70        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    173/499      4.32G    0.01515    0.01226   0.004392         68        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    173/499      4.32G    0.01515    0.01226   0.004392         68        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    173/499      4.32G    0.01507    0.01213   0.004395         62        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    173/499      4.32G    0.01507    0.01213   0.004395         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    173/499      4.32G    0.01505    0.01209   0.004351         66        640:  42%|####2     | 17/40 [00:03<00:04,  5.19it/s]
    173/499      4.32G    0.01505    0.01209   0.004351         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    173/499      4.32G    0.01495    0.01213   0.004313         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    173/499      4.32G    0.01495    0.01213   0.004313         80        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    173/499      4.32G    0.01504    0.01224   0.004284         85        640:  48%|####7     | 19/40 [00:03<00:03,  5.37it/s]
    173/499      4.32G    0.01504    0.01224   0.004284         85        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    173/499      4.32G    0.01509    0.01217   0.004447         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.24it/s]
    173/499      4.32G    0.01509    0.01217   0.004447         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.33it/s]
    173/499      4.32G    0.01507    0.01223   0.004557         81        640:  52%|#####2    | 21/40 [00:04<00:03,  5.33it/s]
    173/499      4.32G    0.01507    0.01223   0.004557         81        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    173/499      4.32G    0.01509    0.01221   0.004638         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.38it/s]
    173/499      4.32G    0.01509    0.01221   0.004638         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    173/499      4.32G    0.01507    0.01211   0.004726         61        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    173/499      4.32G    0.01507    0.01211   0.004726         61        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    173/499      4.32G    0.01504    0.01215   0.004659         75        640:  60%|######    | 24/40 [00:04<00:03,  5.26it/s]
    173/499      4.32G    0.01504    0.01215   0.004659         75        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    173/499      4.32G    0.01501    0.01224   0.004576         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    173/499      4.32G    0.01501    0.01224   0.004576         86        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    173/499      4.32G    0.01497    0.01222   0.004492         69        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    173/499      4.32G    0.01497    0.01222   0.004492         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    173/499      4.32G    0.01496     0.0122   0.004504         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    173/499      4.32G    0.01496     0.0122   0.004504         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    173/499      4.32G    0.01494    0.01215   0.004401         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    173/499      4.32G    0.01494    0.01215   0.004401         69        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    173/499      4.32G    0.01506    0.01216   0.004404         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.24it/s]
    173/499      4.32G    0.01506    0.01216   0.004404         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    173/499      4.32G    0.01508    0.01211   0.004405         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    173/499      4.32G    0.01508    0.01211   0.004405         63        640:  78%|#######7  | 31/40 [00:05<00:01,  5.38it/s]
    173/499      4.32G    0.01507    0.01208   0.004499         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.38it/s]
    173/499      4.32G    0.01507    0.01208   0.004499         69        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    173/499      4.32G    0.01509    0.01209   0.004462         71        640:  80%|########  | 32/40 [00:06<00:01,  5.23it/s]
    173/499      4.32G    0.01509    0.01209   0.004462         71        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    173/499      4.32G    0.01516    0.01215   0.004444         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.31it/s]
    173/499      4.32G    0.01516    0.01215   0.004444         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
    173/499      4.32G    0.01514    0.01208   0.004411         59        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
    173/499      4.32G    0.01514    0.01208   0.004411         59        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    173/499      4.32G    0.01509    0.01207    0.00441         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    173/499      4.32G    0.01509    0.01207    0.00441         77        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    173/499      4.32G    0.01509     0.0121   0.004372         84        640:  90%|######### | 36/40 [00:06<00:00,  5.34it/s]
    173/499      4.32G    0.01509     0.0121   0.004372         84        640:  92%|#########2| 37/40 [00:06<00:00,  5.30it/s]
    173/499      4.32G    0.01511    0.01208   0.004381         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.30it/s]
    173/499      4.32G    0.01511    0.01208   0.004381         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    173/499      4.32G    0.01507     0.0121   0.004323         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.20it/s]
    173/499      4.32G    0.01507     0.0121   0.004323         80        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    173/499      4.32G    0.01517    0.01202   0.004499         28        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    173/499      4.32G    0.01517    0.01202   0.004499         28        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    173/499      4.32G    0.01517    0.01202   0.004499         28        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.36it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.20it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.80it/s]
                   all        132        263      0.367     0.0175     0.0236    0.00972

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    174/499      4.32G    0.01447     0.0128    0.00447         77        640:   0%|          | 0/40 [00:00<?, ?it/s]
    174/499      4.32G    0.01447     0.0128    0.00447         77        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    174/499      4.32G    0.01572    0.01155   0.003671         68        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    174/499      4.32G    0.01572    0.01155   0.003671         68        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    174/499      4.32G    0.01583    0.01235   0.005308         80        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    174/499      4.32G    0.01583    0.01235   0.005308         80        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    174/499      4.32G    0.01597    0.01171      0.006         56        640:   8%|7         | 3/40 [00:00<00:06,  5.37it/s]
    174/499      4.32G    0.01597    0.01171      0.006         56        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    174/499      4.32G    0.01601    0.01145   0.005593         64        640:  10%|#         | 4/40 [00:00<00:06,  5.15it/s]
    174/499      4.32G    0.01601    0.01145   0.005593         64        640:  12%|#2        | 5/40 [00:00<00:06,  5.28it/s]
    174/499      4.32G    0.01557    0.01142   0.005294         77        640:  12%|#2        | 5/40 [00:01<00:06,  5.28it/s]
    174/499      4.32G    0.01557    0.01142   0.005294         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    174/499      4.32G    0.01563    0.01159   0.004792         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    174/499      4.32G    0.01563    0.01159   0.004792         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    174/499      4.32G    0.01553    0.01179   0.004668         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.20it/s]
    174/499      4.32G    0.01553    0.01179   0.004668         82        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    174/499      4.32G    0.01542    0.01195   0.004541         81        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    174/499      4.32G    0.01542    0.01195   0.004541         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    174/499      4.32G    0.01545    0.01191   0.004473         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    174/499      4.32G    0.01545    0.01191   0.004473         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.22it/s]
    174/499      4.32G    0.01539    0.01201   0.004518         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.22it/s]
    174/499      4.32G    0.01539    0.01201   0.004518         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    174/499      4.32G    0.01555    0.01215   0.004461         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    174/499      4.32G    0.01555    0.01215   0.004461         74        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    174/499      4.32G     0.0156    0.01228   0.004307         82        640:  30%|###       | 12/40 [00:02<00:05,  5.36it/s]
    174/499      4.32G     0.0156    0.01228   0.004307         82        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    174/499      4.32G    0.01556    0.01246   0.004234         91        640:  32%|###2      | 13/40 [00:02<00:05,  5.19it/s]
    174/499      4.32G    0.01556    0.01246   0.004234         91        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    174/499      4.32G    0.01548    0.01233   0.004161         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.25it/s]
    174/499      4.32G    0.01548    0.01233   0.004161         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.33it/s]
    174/499      4.32G    0.01544    0.01232   0.004178         81        640:  38%|###7      | 15/40 [00:03<00:04,  5.33it/s]
    174/499      4.32G    0.01544    0.01232   0.004178         81        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    174/499      4.32G    0.01556    0.01246   0.004363         90        640:  40%|####      | 16/40 [00:03<00:04,  5.17it/s]
    174/499      4.32G    0.01556    0.01246   0.004363         90        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    174/499      4.32G    0.01566    0.01248   0.004434         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.28it/s]
    174/499      4.32G    0.01566    0.01248   0.004434         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    174/499      4.32G    0.01571    0.01266   0.004477         94        640:  45%|####5     | 18/40 [00:03<00:04,  5.37it/s]
    174/499      4.32G    0.01571    0.01266   0.004477         94        640:  48%|####7     | 19/40 [00:03<00:04,  5.13it/s]
    174/499      4.32G    0.01581    0.01273   0.004425         78        640:  48%|####7     | 19/40 [00:03<00:04,  5.13it/s]
    174/499      4.32G    0.01581    0.01273   0.004425         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    174/499      4.32G    0.01586    0.01277   0.004341         75        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    174/499      4.32G    0.01586    0.01277   0.004341         75        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    174/499      4.32G    0.01581    0.01275   0.004495         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    174/499      4.32G    0.01581    0.01275   0.004495         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    174/499      4.32G    0.01585    0.01282   0.004472         80        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    174/499      4.32G    0.01585    0.01282   0.004472         80        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    174/499      4.32G    0.01576    0.01284   0.004322         85        640:  57%|#####7    | 23/40 [00:04<00:03,  5.32it/s]
    174/499      4.32G    0.01576    0.01284   0.004322         85        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    174/499      4.32G    0.01577    0.01288   0.004292         84        640:  60%|######    | 24/40 [00:04<00:02,  5.34it/s]
    174/499      4.32G    0.01577    0.01288   0.004292         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    174/499      4.32G    0.01573    0.01277   0.004294         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.20it/s]
    174/499      4.32G    0.01573    0.01277   0.004294         58        640:  65%|######5   | 26/40 [00:04<00:02,  5.29it/s]
    174/499      4.32G    0.01572     0.0128   0.004299         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.29it/s]
    174/499      4.32G    0.01572     0.0128   0.004299         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    174/499      4.32G    0.01579    0.01288   0.004299         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    174/499      4.32G    0.01579    0.01288   0.004299         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    174/499      4.32G    0.01575    0.01284   0.004205         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.22it/s]
    174/499      4.32G    0.01575    0.01284   0.004205         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    174/499      4.32G    0.01574    0.01286   0.004108         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    174/499      4.32G    0.01574    0.01286   0.004108         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    174/499      4.32G    0.01568    0.01287   0.004075         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    174/499      4.32G    0.01568    0.01287   0.004075         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.22it/s]
    174/499      4.32G    0.01567    0.01283   0.004093         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.22it/s]
    174/499      4.32G    0.01567    0.01283   0.004093         72        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    174/499      4.32G    0.01571    0.01287   0.004043         69        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    174/499      4.32G    0.01571    0.01287   0.004043         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.40it/s]
    174/499      4.32G    0.01569    0.01281   0.004089         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.40it/s]
    174/499      4.32G    0.01569    0.01281   0.004089         72        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    174/499      4.32G    0.01565    0.01273   0.004034         62        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    174/499      4.32G    0.01565    0.01273   0.004034         62        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    174/499      4.32G    0.01559    0.01269   0.004008         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.29it/s]
    174/499      4.32G    0.01559    0.01269   0.004008         80        640:  90%|######### | 36/40 [00:06<00:00,  5.37it/s]
    174/499      4.32G     0.0156    0.01275   0.003978         76        640:  90%|######### | 36/40 [00:07<00:00,  5.37it/s]
    174/499      4.32G     0.0156    0.01275   0.003978         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    174/499      4.32G    0.01563    0.01276    0.00395         82        640:  92%|#########2| 37/40 [00:07<00:00,  5.21it/s]
    174/499      4.32G    0.01563    0.01276    0.00395         82        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    174/499      4.32G    0.01563    0.01273   0.004043         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    174/499      4.32G    0.01563    0.01273   0.004043         68        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
    174/499      4.32G    0.01567    0.01272   0.004045         38        640:  98%|#########7| 39/40 [00:07<00:00,  5.39it/s]
    174/499      4.32G    0.01567    0.01272   0.004045         38        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    174/499      4.32G    0.01567    0.01272   0.004045         38        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.43it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.52it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.00it/s]
                   all        132        263      0.461     0.0105     0.0184    0.00834

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    175/499      4.32G    0.01456    0.01263   0.002839         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    175/499      4.32G    0.01456    0.01263   0.002839         80        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    175/499      4.32G    0.01505    0.01249   0.003046         71        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    175/499      4.32G    0.01505    0.01249   0.003046         71        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    175/499      4.32G    0.01476    0.01262   0.004479         78        640:   5%|5         | 2/40 [00:00<00:06,  5.50it/s]
    175/499      4.32G    0.01476    0.01262   0.004479         78        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
    175/499      4.32G    0.01467    0.01223   0.004492         65        640:   8%|7         | 3/40 [00:00<00:07,  5.12it/s]
    175/499      4.32G    0.01467    0.01223   0.004492         65        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    175/499      4.32G    0.01475    0.01233   0.004083         79        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    175/499      4.32G    0.01475    0.01233   0.004083         79        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    175/499      4.32G    0.01478    0.01201   0.003735         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    175/499      4.32G    0.01478    0.01201   0.003735         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    175/499      4.32G    0.01463    0.01198   0.003633         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.15it/s]
    175/499      4.32G    0.01463    0.01198   0.003633         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    175/499      4.32G    0.01485    0.01195   0.004216         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    175/499      4.32G    0.01485    0.01195   0.004216         65        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    175/499      4.32G    0.01483     0.0125   0.003974         99        640:  20%|##        | 8/40 [00:01<00:05,  5.34it/s]
    175/499      4.32G    0.01483     0.0125   0.003974         99        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    175/499      4.32G    0.01488     0.0127   0.003919         81        640:  22%|##2       | 9/40 [00:01<00:05,  5.18it/s]
    175/499      4.32G    0.01488     0.0127   0.003919         81        640:  25%|##5       | 10/40 [00:01<00:05,  5.26it/s]
    175/499      4.32G    0.01492    0.01272   0.003773         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.26it/s]
    175/499      4.32G    0.01492    0.01272   0.003773         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    175/499      4.32G    0.01479    0.01269   0.003634         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    175/499      4.32G    0.01479    0.01269   0.003634         75        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    175/499      4.32G    0.01475    0.01248   0.003666         67        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    175/499      4.32G    0.01475    0.01248   0.003666         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    175/499      4.32G    0.01464    0.01232   0.003515         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    175/499      4.32G    0.01464    0.01232   0.003515         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    175/499      4.32G    0.01468     0.0122    0.00351         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    175/499      4.32G    0.01468     0.0122    0.00351         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.11it/s]
    175/499      4.32G    0.01458    0.01207   0.003394         77        640:  38%|###7      | 15/40 [00:03<00:04,  5.11it/s]
    175/499      4.32G    0.01458    0.01207   0.003394         77        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    175/499      4.32G    0.01459    0.01203    0.00336         74        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    175/499      4.32G    0.01459    0.01203    0.00336         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    175/499      4.32G    0.01456    0.01197   0.003347         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.29it/s]
    175/499      4.32G    0.01456    0.01197   0.003347         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    175/499      4.32G    0.01467    0.01206   0.003363         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    175/499      4.32G    0.01467    0.01206   0.003363         75        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    175/499      4.32G     0.0146      0.012    0.00354         76        640:  48%|####7     | 19/40 [00:03<00:04,  5.24it/s]
    175/499      4.32G     0.0146      0.012    0.00354         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    175/499      4.32G    0.01454    0.01199   0.003594         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    175/499      4.32G    0.01454    0.01199   0.003594         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    175/499      4.32G    0.01453    0.01199   0.003642         85        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    175/499      4.32G    0.01453    0.01199   0.003642         85        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    175/499      4.32G    0.01457    0.01199   0.003589         74        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    175/499      4.32G    0.01457    0.01199   0.003589         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    175/499      4.32G    0.01455    0.01194   0.003491         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    175/499      4.32G    0.01455    0.01194   0.003491         70        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    175/499      4.32G     0.0146    0.01195   0.003433         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    175/499      4.32G     0.0146    0.01195   0.003433         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    175/499      4.32G    0.01457    0.01204   0.003406         94        640:  62%|######2   | 25/40 [00:04<00:02,  5.29it/s]
    175/499      4.32G    0.01457    0.01204   0.003406         94        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    175/499      4.32G    0.01455    0.01204    0.00336         82        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    175/499      4.32G    0.01455    0.01204    0.00336         82        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    175/499      4.32G    0.01456      0.012   0.003425         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    175/499      4.32G    0.01456      0.012   0.003425         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    175/499      4.32G    0.01469    0.01201    0.00345         70        640:  70%|#######   | 28/40 [00:05<00:02,  5.30it/s]
    175/499      4.32G    0.01469    0.01201    0.00345         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    175/499      4.32G    0.01467    0.01194   0.003457         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.37it/s]
    175/499      4.32G    0.01467    0.01194   0.003457         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    175/499      4.32G    0.01466    0.01188   0.003445         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    175/499      4.32G    0.01466    0.01188   0.003445         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    175/499      4.32G     0.0146    0.01185   0.003378         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    175/499      4.32G     0.0146    0.01185   0.003378         74        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
    175/499      4.32G    0.01458    0.01184   0.003416         72        640:  80%|########  | 32/40 [00:06<00:01,  5.38it/s]
    175/499      4.32G    0.01458    0.01184   0.003416         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    175/499      4.32G    0.01463    0.01183   0.003496         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.24it/s]
    175/499      4.32G    0.01463    0.01183   0.003496         66        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    175/499      4.32G    0.01471    0.01185   0.003522         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.33it/s]
    175/499      4.32G    0.01471    0.01185   0.003522         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
    175/499      4.32G    0.01472    0.01187   0.003519         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.39it/s]
    175/499      4.32G    0.01472    0.01187   0.003519         75        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    175/499      4.32G    0.01472    0.01181   0.003527         61        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    175/499      4.32G    0.01472    0.01181   0.003527         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    175/499      4.32G    0.01475    0.01176   0.003575         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    175/499      4.32G    0.01475    0.01176   0.003575         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
    175/499      4.32G     0.0148    0.01182   0.003609         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.40it/s]
    175/499      4.32G     0.0148    0.01182   0.003609         75        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    175/499      4.32G    0.01481     0.0119   0.003696         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.25it/s]
    175/499      4.32G    0.01481     0.0119   0.003696         46        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    175/499      4.32G    0.01481     0.0119   0.003696         46        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  6.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.40it/s]
                   all        132        263     0.0102     0.0199    0.00671     0.0034

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    176/499      4.32G    0.01421     0.0109   0.002029         70        640:   0%|          | 0/40 [00:00<?, ?it/s]
    176/499      4.32G    0.01421     0.0109   0.002029         70        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    176/499      4.32G    0.01507     0.0111   0.002599         73        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    176/499      4.32G    0.01507     0.0111   0.002599         73        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    176/499      4.32G    0.01491    0.01171   0.002433         91        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    176/499      4.32G    0.01491    0.01171   0.002433         91        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    176/499      4.32G    0.01574    0.01194   0.003024         78        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    176/499      4.32G    0.01574    0.01194   0.003024         78        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    176/499      4.32G    0.01593    0.01175     0.0031         66        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    176/499      4.32G    0.01593    0.01175     0.0031         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.19it/s]
    176/499      4.32G    0.01576    0.01167   0.003345         61        640:  12%|#2        | 5/40 [00:01<00:06,  5.19it/s]
    176/499      4.32G    0.01576    0.01167   0.003345         61        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    176/499      4.32G    0.01557     0.0117   0.003539         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.29it/s]
    176/499      4.32G    0.01557     0.0117   0.003539         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    176/499      4.32G    0.01551    0.01191   0.003561         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    176/499      4.32G    0.01551    0.01191   0.003561         87        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    176/499      4.32G    0.01561     0.0119   0.003825         68        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    176/499      4.32G    0.01561     0.0119   0.003825         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    176/499      4.32G    0.01564     0.0119   0.004468         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    176/499      4.32G    0.01564     0.0119   0.004468         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    176/499      4.32G    0.01565    0.01233   0.004309        106        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    176/499      4.32G    0.01565    0.01233   0.004309        106        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    176/499      4.32G    0.01568    0.01248    0.00427         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.20it/s]
    176/499      4.32G    0.01568    0.01248    0.00427         85        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    176/499      4.32G    0.01557    0.01235   0.004214         70        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    176/499      4.32G    0.01557    0.01235   0.004214         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    176/499      4.32G    0.01553    0.01235     0.0042         79        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    176/499      4.32G    0.01553    0.01235     0.0042         79        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    176/499      4.32G    0.01543    0.01231   0.004056         71        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    176/499      4.32G    0.01543    0.01231   0.004056         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    176/499      4.32G     0.0155    0.01223   0.004024         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    176/499      4.32G     0.0155    0.01223   0.004024         64        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    176/499      4.32G    0.01553     0.0122   0.003945         79        640:  40%|####      | 16/40 [00:03<00:04,  5.35it/s]
    176/499      4.32G    0.01553     0.0122   0.003945         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    176/499      4.32G    0.01557    0.01216    0.00385         68        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    176/499      4.32G    0.01557    0.01216    0.00385         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    176/499      4.32G    0.01557    0.01214   0.003863         65        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    176/499      4.32G    0.01557    0.01214   0.003863         65        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    176/499      4.32G    0.01553      0.012    0.00386         64        640:  48%|####7     | 19/40 [00:03<00:03,  5.38it/s]
    176/499      4.32G    0.01553      0.012    0.00386         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    176/499      4.32G    0.01551    0.01201   0.003806         78        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    176/499      4.32G    0.01551    0.01201   0.003806         78        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    176/499      4.32G    0.01546    0.01207   0.003894         83        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    176/499      4.32G    0.01546    0.01207   0.003894         83        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    176/499      4.32G    0.01543    0.01208   0.003891         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    176/499      4.32G    0.01543    0.01208   0.003891         75        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    176/499      4.32G    0.01542    0.01195   0.003923         63        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    176/499      4.32G    0.01542    0.01195   0.003923         63        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    176/499      4.32G    0.01551    0.01197   0.004007         69        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    176/499      4.32G    0.01551    0.01197   0.004007         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    176/499      4.32G    0.01558    0.01207   0.003932         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    176/499      4.32G    0.01558    0.01207   0.003932         73        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    176/499      4.32G    0.01564    0.01217   0.004062         87        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    176/499      4.32G    0.01564    0.01217   0.004062         87        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    176/499      4.32G    0.01565    0.01216    0.00411         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    176/499      4.32G    0.01565    0.01216    0.00411         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    176/499      4.32G    0.01557    0.01211   0.004059         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.38it/s]
    176/499      4.32G    0.01557    0.01211   0.004059         61        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    176/499      4.32G    0.01544    0.01204   0.003956         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.25it/s]
    176/499      4.32G    0.01544    0.01204   0.003956         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    176/499      4.32G     0.0155    0.01208   0.004046         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.32it/s]
    176/499      4.32G     0.0155    0.01208   0.004046         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.40it/s]
    176/499      4.32G     0.0155    0.01204   0.004035         71        640:  78%|#######7  | 31/40 [00:06<00:01,  5.40it/s]
    176/499      4.32G     0.0155    0.01204   0.004035         71        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    176/499      4.32G    0.01555    0.01212   0.003985         77        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    176/499      4.32G    0.01555    0.01212   0.003985         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    176/499      4.32G    0.01558    0.01209   0.003935         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    176/499      4.32G    0.01558    0.01209   0.003935         63        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
    176/499      4.32G    0.01556     0.0121   0.003946         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.40it/s]
    176/499      4.32G    0.01556     0.0121   0.003946         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    176/499      4.32G    0.01554    0.01215   0.003999         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    176/499      4.32G    0.01554    0.01215   0.003999         80        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    176/499      4.32G    0.01551    0.01219   0.003963         87        640:  90%|######### | 36/40 [00:06<00:00,  5.35it/s]
    176/499      4.32G    0.01551    0.01219   0.003963         87        640:  92%|#########2| 37/40 [00:06<00:00,  5.40it/s]
    176/499      4.32G    0.01549    0.01218   0.003949         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.40it/s]
    176/499      4.32G    0.01549    0.01218   0.003949         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    176/499      4.32G    0.01545    0.01219   0.003987         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    176/499      4.32G    0.01545    0.01219   0.003987         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    176/499      4.32G    0.01545    0.01211   0.003895         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    176/499      4.32G    0.01545    0.01211   0.003895         32        640: 100%|##########| 40/40 [00:07<00:00,  5.50it/s]
    176/499      4.32G    0.01545    0.01211   0.003895         32        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.86it/s]
                   all        132        263    0.00263     0.0105    0.00168   0.000806

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    177/499      4.32G    0.01604    0.01559   0.006463         85        640:   0%|          | 0/40 [00:00<?, ?it/s]
    177/499      4.32G    0.01604    0.01559   0.006463         85        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    177/499      4.32G    0.01536    0.01572   0.004263         97        640:   2%|2         | 1/40 [00:00<00:07,  5.01it/s]
    177/499      4.32G    0.01536    0.01572   0.004263         97        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    177/499      4.32G    0.01554      0.015   0.003835         79        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    177/499      4.32G    0.01554      0.015   0.003835         79        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    177/499      4.32G    0.01516    0.01427    0.00321         75        640:   8%|7         | 3/40 [00:00<00:06,  5.42it/s]
    177/499      4.32G    0.01516    0.01427    0.00321         75        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    177/499      4.32G    0.01557    0.01387   0.002945         75        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    177/499      4.32G    0.01557    0.01387   0.002945         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.27it/s]
    177/499      4.32G    0.01569    0.01341    0.00297         59        640:  12%|#2        | 5/40 [00:01<00:06,  5.27it/s]
    177/499      4.32G    0.01569    0.01341    0.00297         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    177/499      4.32G    0.01554    0.01347   0.002856         83        640:  15%|#5        | 6/40 [00:01<00:06,  5.36it/s]
    177/499      4.32G    0.01554    0.01347   0.002856         83        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    177/499      4.32G    0.01543    0.01342   0.003348         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    177/499      4.32G    0.01543    0.01342   0.003348         76        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    177/499      4.32G    0.01533    0.01295   0.003471         59        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    177/499      4.32G    0.01533    0.01295   0.003471         59        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    177/499      4.32G    0.01518     0.0128   0.003235         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.36it/s]
    177/499      4.32G    0.01518     0.0128   0.003235         73        640:  25%|##5       | 10/40 [00:01<00:05,  5.23it/s]
    177/499      4.32G    0.01515    0.01267   0.003022         73        640:  25%|##5       | 10/40 [00:02<00:05,  5.23it/s]
    177/499      4.32G    0.01515    0.01267   0.003022         73        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    177/499      4.32G    0.01511    0.01241   0.002959         59        640:  28%|##7       | 11/40 [00:02<00:05,  5.31it/s]
    177/499      4.32G    0.01511    0.01241   0.002959         59        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    177/499      4.32G    0.01503    0.01239   0.003076         76        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    177/499      4.32G    0.01503    0.01239   0.003076         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    177/499      4.32G     0.0149    0.01242   0.003235         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.24it/s]
    177/499      4.32G     0.0149    0.01242   0.003235         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    177/499      4.32G    0.01502    0.01249     0.0033         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    177/499      4.32G    0.01502    0.01249     0.0033         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.36it/s]
    177/499      4.32G      0.015    0.01239   0.003404         64        640:  38%|###7      | 15/40 [00:03<00:04,  5.36it/s]
    177/499      4.32G      0.015    0.01239   0.003404         64        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    177/499      4.32G    0.01497    0.01237   0.003495         79        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    177/499      4.32G    0.01497    0.01237   0.003495         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    177/499      4.32G    0.01496    0.01243    0.00346         82        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    177/499      4.32G    0.01496    0.01243    0.00346         82        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    177/499      4.32G    0.01498    0.01244   0.003358         81        640:  45%|####5     | 18/40 [00:03<00:04,  5.35it/s]
    177/499      4.32G    0.01498    0.01244   0.003358         81        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    177/499      4.32G    0.01501    0.01238   0.003521         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.20it/s]
    177/499      4.32G    0.01501    0.01238   0.003521         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    177/499      4.32G    0.01504    0.01225   0.003562         60        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    177/499      4.32G    0.01504    0.01225   0.003562         60        640:  52%|#####2    | 21/40 [00:03<00:03,  5.35it/s]
    177/499      4.32G    0.01502     0.0122    0.00357         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.35it/s]
    177/499      4.32G    0.01502     0.0122    0.00357         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    177/499      4.32G    0.01502    0.01221   0.003649         73        640:  55%|#####5    | 22/40 [00:04<00:03,  5.23it/s]
    177/499      4.32G    0.01502    0.01221   0.003649         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    177/499      4.32G    0.01505    0.01225   0.003633         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    177/499      4.32G    0.01505    0.01225   0.003633         82        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    177/499      4.32G    0.01496    0.01218   0.003592         62        640:  60%|######    | 24/40 [00:04<00:02,  5.37it/s]
    177/499      4.32G    0.01496    0.01218   0.003592         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    177/499      4.32G    0.01505    0.01213   0.003651         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.24it/s]
    177/499      4.32G    0.01505    0.01213   0.003651         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    177/499      4.32G    0.01506    0.01208   0.003659         62        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    177/499      4.32G    0.01506    0.01208   0.003659         62        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    177/499      4.32G    0.01507    0.01214   0.003696         83        640:  68%|######7   | 27/40 [00:05<00:02,  5.39it/s]
    177/499      4.32G    0.01507    0.01214   0.003696         83        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    177/499      4.32G    0.01505     0.0122   0.003686         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.21it/s]
    177/499      4.32G    0.01505     0.0122   0.003686         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    177/499      4.32G    0.01508    0.01218   0.003718         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.32it/s]
    177/499      4.32G    0.01508    0.01218   0.003718         66        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    177/499      4.32G    0.01505    0.01217   0.003706         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    177/499      4.32G    0.01505    0.01217   0.003706         77        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    177/499      4.32G    0.01506    0.01211   0.003801         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    177/499      4.32G    0.01506    0.01211   0.003801         67        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    177/499      4.32G    0.01504    0.01205   0.003858         57        640:  80%|########  | 32/40 [00:06<00:01,  5.33it/s]
    177/499      4.32G    0.01504    0.01205   0.003858         57        640:  82%|########2 | 33/40 [00:06<00:01,  5.41it/s]
    177/499      4.32G    0.01498    0.01201   0.003801         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.41it/s]
    177/499      4.32G    0.01498    0.01201   0.003801         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    177/499      4.32G      0.015      0.012   0.003851         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    177/499      4.32G      0.015      0.012   0.003851         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    177/499      4.32G    0.01496    0.01212   0.003919        106        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    177/499      4.32G    0.01496    0.01212   0.003919        106        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
    177/499      4.32G    0.01495    0.01215    0.00402         79        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
    177/499      4.32G    0.01495    0.01215    0.00402         79        640:  92%|#########2| 37/40 [00:06<00:00,  5.24it/s]
    177/499      4.32G      0.015    0.01213   0.003977         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.24it/s]
    177/499      4.32G      0.015    0.01213   0.003977         68        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    177/499      4.32G      0.015    0.01206   0.003929         59        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    177/499      4.32G      0.015    0.01206   0.003929         59        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    177/499      4.32G    0.01501      0.012   0.003871         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    177/499      4.32G    0.01501      0.012   0.003871         33        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    177/499      4.32G    0.01501      0.012   0.003871         33        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.01it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.70it/s]
                   all        132        263     0.0226     0.0579     0.0188    0.00829

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    178/499      4.32G      0.017     0.0142   0.005619         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    178/499      4.32G      0.017     0.0142   0.005619         82        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    178/499      4.32G    0.01566    0.01291   0.005617         77        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    178/499      4.32G    0.01566    0.01291   0.005617         77        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    178/499      4.32G    0.01576    0.01301   0.005102         84        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    178/499      4.32G    0.01576    0.01301   0.005102         84        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    178/499      4.32G    0.01505    0.01249   0.004822         73        640:   8%|7         | 3/40 [00:00<00:07,  5.28it/s]
    178/499      4.32G    0.01505    0.01249   0.004822         73        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    178/499      4.32G    0.01493    0.01228   0.004958         64        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    178/499      4.32G    0.01493    0.01228   0.004958         64        640:  12%|#2        | 5/40 [00:00<00:07,  4.87it/s]
    178/499      4.32G    0.01496     0.0123   0.004708         81        640:  12%|#2        | 5/40 [00:01<00:07,  4.87it/s]
    178/499      4.32G    0.01496     0.0123   0.004708         81        640:  15%|#5        | 6/40 [00:01<00:06,  4.90it/s]
    178/499      4.32G    0.01511    0.01234   0.004525         71        640:  15%|#5        | 6/40 [00:01<00:06,  4.90it/s]
    178/499      4.32G    0.01511    0.01234   0.004525         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
    178/499      4.32G    0.01496    0.01212   0.004245         64        640:  18%|#7        | 7/40 [00:01<00:06,  5.09it/s]
    178/499      4.32G    0.01496    0.01212   0.004245         64        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    178/499      4.32G    0.01514    0.01238   0.004507         86        640:  20%|##        | 8/40 [00:01<00:06,  5.17it/s]
    178/499      4.32G    0.01514    0.01238   0.004507         86        640:  22%|##2       | 9/40 [00:01<00:06,  5.08it/s]
    178/499      4.32G    0.01522    0.01227   0.004521         71        640:  22%|##2       | 9/40 [00:01<00:06,  5.08it/s]
    178/499      4.32G    0.01522    0.01227   0.004521         71        640:  25%|##5       | 10/40 [00:01<00:05,  5.17it/s]
    178/499      4.32G    0.01513    0.01228   0.004302         78        640:  25%|##5       | 10/40 [00:02<00:05,  5.17it/s]
    178/499      4.32G    0.01513    0.01228   0.004302         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    178/499      4.32G    0.01528    0.01235    0.00436         74        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    178/499      4.32G    0.01528    0.01235    0.00436         74        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    178/499      4.32G    0.01535    0.01253   0.004109         80        640:  30%|###       | 12/40 [00:02<00:05,  5.16it/s]
    178/499      4.32G    0.01535    0.01253   0.004109         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    178/499      4.32G    0.01528    0.01256   0.004042         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.27it/s]
    178/499      4.32G    0.01528    0.01256   0.004042         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    178/499      4.32G    0.01523    0.01251    0.00403         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.33it/s]
    178/499      4.32G    0.01523    0.01251    0.00403         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.10it/s]
    178/499      4.32G    0.01525    0.01263   0.004195         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.10it/s]
    178/499      4.32G    0.01525    0.01263   0.004195         84        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    178/499      4.32G     0.0153    0.01263   0.004357         74        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    178/499      4.32G     0.0153    0.01263   0.004357         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    178/499      4.32G    0.01533     0.0127   0.004442         74        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    178/499      4.32G    0.01533     0.0127   0.004442         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    178/499      4.32G    0.01521    0.01258   0.004338         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.19it/s]
    178/499      4.32G    0.01521    0.01258   0.004338         66        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    178/499      4.32G    0.01519    0.01272   0.004315         88        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    178/499      4.32G    0.01519    0.01272   0.004315         88        640:  50%|#####     | 20/40 [00:03<00:03,  5.30it/s]
    178/499      4.32G    0.01515    0.01263   0.004198         70        640:  50%|#####     | 20/40 [00:04<00:03,  5.30it/s]
    178/499      4.32G    0.01515    0.01263   0.004198         70        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    178/499      4.32G    0.01522    0.01261   0.004386         65        640:  52%|#####2    | 21/40 [00:04<00:03,  5.17it/s]
    178/499      4.32G    0.01522    0.01261   0.004386         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    178/499      4.32G    0.01521    0.01262   0.004272         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.28it/s]
    178/499      4.32G    0.01521    0.01262   0.004272         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    178/499      4.32G    0.01517    0.01261   0.004262         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    178/499      4.32G    0.01517    0.01261   0.004262         74        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    178/499      4.32G    0.01519    0.01252   0.004216         58        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    178/499      4.32G    0.01519    0.01252   0.004216         58        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    178/499      4.32G    0.01513    0.01246   0.004128         74        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    178/499      4.32G    0.01513    0.01246   0.004128         74        640:  65%|######5   | 26/40 [00:04<00:02,  5.38it/s]
    178/499      4.32G    0.01507    0.01241   0.004066         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.38it/s]
    178/499      4.32G    0.01507    0.01241   0.004066         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    178/499      4.32G    0.01513    0.01238   0.004022         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.25it/s]
    178/499      4.32G    0.01513    0.01238   0.004022         72        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    178/499      4.32G    0.01508    0.01239   0.004023         80        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    178/499      4.32G    0.01508    0.01239   0.004023         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    178/499      4.32G    0.01511    0.01237   0.004012         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.34it/s]
    178/499      4.32G    0.01511    0.01237   0.004012         71        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    178/499      4.32G    0.01516    0.01239    0.00411         85        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    178/499      4.32G    0.01516    0.01239    0.00411         85        640:  78%|#######7  | 31/40 [00:05<00:01,  5.30it/s]
    178/499      4.32G    0.01523    0.01245   0.004225         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.30it/s]
    178/499      4.32G    0.01523    0.01245   0.004225         75        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    178/499      4.32G    0.01523    0.01238   0.004224         66        640:  80%|########  | 32/40 [00:06<00:01,  5.37it/s]
    178/499      4.32G    0.01523    0.01238   0.004224         66        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    178/499      4.32G    0.01518    0.01246   0.004205         91        640:  82%|########2 | 33/40 [00:06<00:01,  5.23it/s]
    178/499      4.32G    0.01518    0.01246   0.004205         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    178/499      4.32G    0.01515    0.01247   0.004219         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.29it/s]
    178/499      4.32G    0.01515    0.01247   0.004219         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    178/499      4.32G    0.01518     0.0125    0.00431         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    178/499      4.32G    0.01518     0.0125    0.00431         72        640:  90%|######### | 36/40 [00:06<00:00,  5.23it/s]
    178/499      4.32G    0.01517    0.01247    0.00433         70        640:  90%|######### | 36/40 [00:07<00:00,  5.23it/s]
    178/499      4.32G    0.01517    0.01247    0.00433         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    178/499      4.32G    0.01514    0.01245   0.004298         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.27it/s]
    178/499      4.32G    0.01514    0.01245   0.004298         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    178/499      4.32G    0.01513    0.01246   0.004259         74        640:  95%|#########5| 38/40 [00:07<00:00,  5.32it/s]
    178/499      4.32G    0.01513    0.01246   0.004259         74        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    178/499      4.32G     0.0151    0.01249   0.004267         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    178/499      4.32G     0.0151    0.01249   0.004267         46        640: 100%|##########| 40/40 [00:07<00:00,  5.38it/s]
    178/499      4.32G     0.0151    0.01249   0.004267         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.29it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.83it/s]
                   all        132        263     0.0671     0.0998     0.0827     0.0424

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    179/499      4.32G     0.0144    0.01407   0.002694         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    179/499      4.32G     0.0144    0.01407   0.002694         81        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    179/499      4.32G    0.01461    0.01316   0.003363         72        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    179/499      4.32G    0.01461    0.01316   0.003363         72        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    179/499      4.32G    0.01511    0.01331   0.002941         84        640:   5%|5         | 2/40 [00:00<00:07,  5.17it/s]
    179/499      4.32G    0.01511    0.01331   0.002941         84        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    179/499      4.32G    0.01501    0.01258   0.002866         72        640:   8%|7         | 3/40 [00:00<00:06,  5.34it/s]
    179/499      4.32G    0.01501    0.01258   0.002866         72        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    179/499      4.32G    0.01478    0.01228   0.002673         67        640:  10%|#         | 4/40 [00:00<00:06,  5.42it/s]
    179/499      4.32G    0.01478    0.01228   0.002673         67        640:  12%|#2        | 5/40 [00:00<00:06,  5.24it/s]
    179/499      4.32G    0.01488    0.01186   0.003547         58        640:  12%|#2        | 5/40 [00:01<00:06,  5.24it/s]
    179/499      4.32G    0.01488    0.01186   0.003547         58        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    179/499      4.32G    0.01536    0.01254   0.003955         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.31it/s]
    179/499      4.32G    0.01536    0.01254   0.003955         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    179/499      4.32G    0.01535    0.01292   0.003793         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    179/499      4.32G    0.01535    0.01292   0.003793         87        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    179/499      4.32G    0.01519     0.0129   0.003784         74        640:  20%|##        | 8/40 [00:01<00:06,  5.23it/s]
    179/499      4.32G    0.01519     0.0129   0.003784         74        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    179/499      4.32G     0.0152    0.01299   0.003787         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.28it/s]
    179/499      4.32G     0.0152    0.01299   0.003787         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.35it/s]
    179/499      4.32G    0.01507    0.01286   0.004244         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.35it/s]
    179/499      4.32G    0.01507    0.01286   0.004244         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    179/499      4.32G    0.01489    0.01286   0.004205         90        640:  28%|##7       | 11/40 [00:02<00:05,  5.16it/s]
    179/499      4.32G    0.01489    0.01286   0.004205         90        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    179/499      4.32G    0.01508    0.01288   0.004745         67        640:  30%|###       | 12/40 [00:02<00:05,  5.27it/s]
    179/499      4.32G    0.01508    0.01288   0.004745         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    179/499      4.32G    0.01519    0.01283   0.004587         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    179/499      4.32G    0.01519    0.01283   0.004587         69        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    179/499      4.32G    0.01517    0.01279    0.00452         80        640:  35%|###5      | 14/40 [00:02<00:05,  5.18it/s]
    179/499      4.32G    0.01517    0.01279    0.00452         80        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    179/499      4.32G    0.01507    0.01276   0.004356         78        640:  38%|###7      | 15/40 [00:03<00:04,  5.26it/s]
    179/499      4.32G    0.01507    0.01276   0.004356         78        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    179/499      4.32G    0.01501    0.01279    0.00431         86        640:  40%|####      | 16/40 [00:03<00:04,  5.33it/s]
    179/499      4.32G    0.01501    0.01279    0.00431         86        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    179/499      4.32G    0.01502    0.01263   0.004275         63        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    179/499      4.32G    0.01502    0.01263   0.004275         63        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    179/499      4.32G    0.01495    0.01263   0.004114         84        640:  45%|####5     | 18/40 [00:03<00:04,  5.28it/s]
    179/499      4.32G    0.01495    0.01263   0.004114         84        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    179/499      4.32G    0.01488    0.01252   0.004028         69        640:  48%|####7     | 19/40 [00:03<00:03,  5.35it/s]
    179/499      4.32G    0.01488    0.01252   0.004028         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    179/499      4.32G    0.01486     0.0126   0.003984         79        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    179/499      4.32G    0.01486     0.0126   0.003984         79        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    179/499      4.32G    0.01482    0.01255   0.003943         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    179/499      4.32G    0.01482    0.01255   0.003943         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    179/499      4.32G    0.01485    0.01245   0.004002         58        640:  55%|#####5    | 22/40 [00:04<00:03,  5.35it/s]
    179/499      4.32G    0.01485    0.01245   0.004002         58        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    179/499      4.32G    0.01475    0.01234   0.004049         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    179/499      4.32G    0.01475    0.01234   0.004049         68        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    179/499      4.32G    0.01478    0.01219   0.003959         51        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    179/499      4.32G    0.01478    0.01219   0.003959         51        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    179/499      4.32G    0.01477    0.01211   0.003942         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    179/499      4.32G    0.01477    0.01211   0.003942         64        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    179/499      4.32G    0.01479    0.01209   0.003893         78        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    179/499      4.32G    0.01479    0.01209   0.003893         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    179/499      4.32G    0.01487    0.01204   0.003952         61        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    179/499      4.32G    0.01487    0.01204   0.003952         61        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    179/499      4.32G    0.01482    0.01207   0.003891         92        640:  70%|#######   | 28/40 [00:05<00:02,  5.36it/s]
    179/499      4.32G    0.01482    0.01207   0.003891         92        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    179/499      4.32G    0.01481    0.01213    0.00383         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.22it/s]
    179/499      4.32G    0.01481    0.01213    0.00383         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    179/499      4.32G    0.01479    0.01226   0.003813        105        640:  75%|#######5  | 30/40 [00:05<00:01,  5.31it/s]
    179/499      4.32G    0.01479    0.01226   0.003813        105        640:  78%|#######7  | 31/40 [00:05<00:01,  5.39it/s]
    179/499      4.32G    0.01481    0.01222   0.003781         68        640:  78%|#######7  | 31/40 [00:06<00:01,  5.39it/s]
    179/499      4.32G    0.01481    0.01222   0.003781         68        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    179/499      4.32G    0.01482    0.01224   0.003703         76        640:  80%|########  | 32/40 [00:06<00:01,  5.24it/s]
    179/499      4.32G    0.01482    0.01224   0.003703         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    179/499      4.32G    0.01488    0.01222    0.00371         74        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    179/499      4.32G    0.01488    0.01222    0.00371         74        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
    179/499      4.32G    0.01489    0.01218   0.003792         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.39it/s]
    179/499      4.32G    0.01489    0.01218   0.003792         64        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    179/499      4.32G     0.0149    0.01215   0.003761         65        640:  88%|########7 | 35/40 [00:06<00:00,  5.26it/s]
    179/499      4.32G     0.0149    0.01215   0.003761         65        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    179/499      4.32G    0.01492    0.01228   0.003726         94        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    179/499      4.32G    0.01492    0.01228   0.003726         94        640:  92%|#########2| 37/40 [00:06<00:00,  5.39it/s]
    179/499      4.32G    0.01488    0.01226   0.003739         76        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    179/499      4.32G    0.01488    0.01226   0.003739         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    179/499      4.32G    0.01488    0.01224   0.003686         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.24it/s]
    179/499      4.32G    0.01488    0.01224   0.003686         69        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    179/499      4.32G    0.01492     0.0122   0.003634         32        640:  98%|#########7| 39/40 [00:07<00:00,  5.32it/s]
    179/499      4.32G    0.01492     0.0122   0.003634         32        640: 100%|##########| 40/40 [00:07<00:00,  5.48it/s]
    179/499      4.32G    0.01492     0.0122   0.003634         32        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.42it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.32it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.47it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.01it/s]
                   all        132        263     0.0135     0.0266    0.00805    0.00269

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    180/499      4.32G    0.01545    0.01249   0.003431         81        640:   0%|          | 0/40 [00:00<?, ?it/s]
    180/499      4.32G    0.01545    0.01249   0.003431         81        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    180/499      4.32G    0.01713    0.01206    0.00397         70        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    180/499      4.32G    0.01713    0.01206    0.00397         70        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    180/499      4.32G    0.01643    0.01302   0.004079         85        640:   5%|5         | 2/40 [00:00<00:07,  5.31it/s]
    180/499      4.32G    0.01643    0.01302   0.004079         85        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
    180/499      4.32G    0.01636    0.01344    0.00456         88        640:   8%|7         | 3/40 [00:00<00:06,  5.44it/s]
    180/499      4.32G    0.01636    0.01344    0.00456         88        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    180/499      4.32G    0.01619    0.01297   0.004257         69        640:  10%|#         | 4/40 [00:00<00:06,  5.24it/s]
    180/499      4.32G    0.01619    0.01297   0.004257         69        640:  12%|#2        | 5/40 [00:00<00:06,  5.30it/s]
    180/499      4.32G    0.01635    0.01257   0.004417         64        640:  12%|#2        | 5/40 [00:01<00:06,  5.30it/s]
    180/499      4.32G    0.01635    0.01257   0.004417         64        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    180/499      4.32G    0.01635    0.01264   0.004249         72        640:  15%|#5        | 6/40 [00:01<00:06,  5.38it/s]
    180/499      4.32G    0.01635    0.01264   0.004249         72        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    180/499      4.32G    0.01603    0.01224   0.004105         56        640:  18%|#7        | 7/40 [00:01<00:06,  5.23it/s]
    180/499      4.32G    0.01603    0.01224   0.004105         56        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    180/499      4.32G    0.01596    0.01209   0.004624         71        640:  20%|##        | 8/40 [00:01<00:06,  5.33it/s]
    180/499      4.32G    0.01596    0.01209   0.004624         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    180/499      4.32G    0.01588    0.01203   0.004771         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    180/499      4.32G    0.01588    0.01203   0.004771         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    180/499      4.32G    0.01579    0.01211   0.004611         82        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    180/499      4.32G    0.01579    0.01211   0.004611         82        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    180/499      4.32G    0.01579    0.01196   0.004629         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.28it/s]
    180/499      4.32G    0.01579    0.01196   0.004629         62        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    180/499      4.32G    0.01571    0.01214   0.004674         88        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    180/499      4.32G    0.01571    0.01214   0.004674         88        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    180/499      4.32G    0.01575    0.01211   0.004447         70        640:  32%|###2      | 13/40 [00:02<00:05,  5.20it/s]
    180/499      4.32G    0.01575    0.01211   0.004447         70        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    180/499      4.32G    0.01564    0.01198   0.004399         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.29it/s]
    180/499      4.32G    0.01564    0.01198   0.004399         68        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    180/499      4.32G    0.01554    0.01182   0.004351         65        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    180/499      4.32G    0.01554    0.01182   0.004351         65        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    180/499      4.32G    0.01544     0.0119   0.004234         84        640:  40%|####      | 16/40 [00:03<00:04,  5.16it/s]
    180/499      4.32G    0.01544     0.0119   0.004234         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    180/499      4.32G    0.01536    0.01197    0.00415         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.27it/s]
    180/499      4.32G    0.01536    0.01197    0.00415         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    180/499      4.32G    0.01526    0.01191   0.004249         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    180/499      4.32G    0.01526    0.01191   0.004249         73        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    180/499      4.32G    0.01519    0.01191   0.004262         72        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    180/499      4.32G    0.01519    0.01191   0.004262         72        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    180/499      4.32G    0.01515    0.01201   0.004217         76        640:  50%|#####     | 20/40 [00:03<00:03,  5.23it/s]
    180/499      4.32G    0.01515    0.01201   0.004217         76        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    180/499      4.32G    0.01512    0.01204   0.004267         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    180/499      4.32G    0.01512    0.01204   0.004267         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
    180/499      4.32G    0.01516    0.01193   0.004216         53        640:  55%|#####5    | 22/40 [00:04<00:03,  5.14it/s]
    180/499      4.32G    0.01516    0.01193   0.004216         53        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    180/499      4.32G    0.01517    0.01191   0.004161         81        640:  57%|#####7    | 23/40 [00:04<00:03,  5.25it/s]
    180/499      4.32G    0.01517    0.01191   0.004161         81        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    180/499      4.32G     0.0151    0.01185   0.004203         71        640:  60%|######    | 24/40 [00:04<00:03,  5.31it/s]
    180/499      4.32G     0.0151    0.01185   0.004203         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    180/499      4.32G    0.01516    0.01193   0.004149         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.18it/s]
    180/499      4.32G    0.01516    0.01193   0.004149         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    180/499      4.32G    0.01517    0.01206   0.004206         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    180/499      4.32G    0.01517    0.01206   0.004206         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    180/499      4.32G    0.01515    0.01197   0.004135         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    180/499      4.32G    0.01515    0.01197   0.004135         68        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    180/499      4.32G    0.01514     0.0119   0.004031         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    180/499      4.32G    0.01514     0.0119   0.004031         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    180/499      4.32G    0.01519    0.01199   0.004043         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    180/499      4.32G    0.01519    0.01199   0.004043         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    180/499      4.32G    0.01524    0.01193   0.004155         61        640:  75%|#######5  | 30/40 [00:05<00:01,  5.37it/s]
    180/499      4.32G    0.01524    0.01193   0.004155         61        640:  78%|#######7  | 31/40 [00:05<00:01,  5.23it/s]
    180/499      4.32G    0.01519    0.01185   0.004325         61        640:  78%|#######7  | 31/40 [00:06<00:01,  5.23it/s]
    180/499      4.32G    0.01519    0.01185   0.004325         61        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    180/499      4.32G    0.01518    0.01179   0.004336         63        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    180/499      4.32G    0.01518    0.01179   0.004336         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
    180/499      4.32G    0.01517    0.01174   0.004251         65        640:  82%|########2 | 33/40 [00:06<00:01,  5.39it/s]
    180/499      4.32G    0.01517    0.01174   0.004251         65        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    180/499      4.32G    0.01515    0.01173   0.004193         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    180/499      4.32G    0.01515    0.01173   0.004193         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    180/499      4.32G    0.01516    0.01176   0.004252         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    180/499      4.32G    0.01516    0.01176   0.004252         81        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
    180/499      4.32G    0.01515    0.01175   0.004235         77        640:  90%|######### | 36/40 [00:07<00:00,  5.39it/s]
    180/499      4.32G    0.01515    0.01175   0.004235         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    180/499      4.32G     0.0151    0.01171   0.004222         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    180/499      4.32G     0.0151    0.01171   0.004222         71        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    180/499      4.32G    0.01513    0.01179   0.004292         91        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    180/499      4.32G    0.01513    0.01179   0.004292         91        640:  98%|#########7| 39/40 [00:07<00:00,  5.38it/s]
    180/499      4.32G    0.01511    0.01177   0.004338         36        640:  98%|#########7| 39/40 [00:07<00:00,  5.38it/s]
    180/499      4.32G    0.01511    0.01177   0.004338         36        640: 100%|##########| 40/40 [00:07<00:00,  5.33it/s]
    180/499      4.32G    0.01511    0.01177   0.004338         36        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.79it/s]
                   all        132        263     0.0176     0.0123    0.00568    0.00264

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    181/499      4.32G    0.01577    0.01159   0.003929         64        640:   0%|          | 0/40 [00:00<?, ?it/s]
    181/499      4.32G    0.01577    0.01159   0.003929         64        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    181/499      4.32G    0.01501    0.01198   0.002938         76        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    181/499      4.32G    0.01501    0.01198   0.002938         76        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
    181/499      4.32G    0.01612    0.01339    0.00357         91        640:   5%|5         | 2/40 [00:00<00:06,  5.53it/s]
    181/499      4.32G    0.01612    0.01339    0.00357         91        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    181/499      4.32G    0.01578    0.01325   0.003957         73        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    181/499      4.32G    0.01578    0.01325   0.003957         73        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    181/499      4.32G     0.0154    0.01296   0.004021         75        640:  10%|#         | 4/40 [00:00<00:06,  5.39it/s]
    181/499      4.32G     0.0154    0.01296   0.004021         75        640:  12%|#2        | 5/40 [00:00<00:06,  5.44it/s]
    181/499      4.32G    0.01585    0.01278   0.003731         71        640:  12%|#2        | 5/40 [00:01<00:06,  5.44it/s]
    181/499      4.32G    0.01585    0.01278   0.003731         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    181/499      4.32G    0.01571    0.01273   0.003435         80        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    181/499      4.32G    0.01571    0.01273   0.003435         80        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    181/499      4.32G    0.01559    0.01216   0.003302         60        640:  18%|#7        | 7/40 [00:01<00:06,  5.38it/s]
    181/499      4.32G    0.01559    0.01216   0.003302         60        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    181/499      4.32G    0.01541    0.01231   0.003197         83        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    181/499      4.32G    0.01541    0.01231   0.003197         83        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    181/499      4.32G    0.01525     0.0122   0.003085         78        640:  22%|##2       | 9/40 [00:01<00:05,  5.23it/s]
    181/499      4.32G    0.01525     0.0122   0.003085         78        640:  25%|##5       | 10/40 [00:01<00:05,  5.32it/s]
    181/499      4.32G    0.01526    0.01218   0.003213         68        640:  25%|##5       | 10/40 [00:02<00:05,  5.32it/s]
    181/499      4.32G    0.01526    0.01218   0.003213         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    181/499      4.32G     0.0152    0.01213   0.003253         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    181/499      4.32G     0.0152    0.01213   0.003253         75        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    181/499      4.32G    0.01528    0.01189   0.003436         52        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    181/499      4.32G    0.01528    0.01189   0.003436         52        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    181/499      4.32G     0.0155    0.01199   0.003881         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    181/499      4.32G     0.0155    0.01199   0.003881         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    181/499      4.32G    0.01554    0.01204   0.003959         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.39it/s]
    181/499      4.32G    0.01554    0.01204   0.003959         76        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    181/499      4.32G     0.0155    0.01206   0.003891         74        640:  38%|###7      | 15/40 [00:02<00:04,  5.24it/s]
    181/499      4.32G     0.0155    0.01206   0.003891         74        640:  40%|####      | 16/40 [00:02<00:04,  5.34it/s]
    181/499      4.32G    0.01543    0.01223   0.003738         96        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    181/499      4.32G    0.01543    0.01223   0.003738         96        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    181/499      4.32G     0.0154    0.01215   0.003607         73        640:  42%|####2     | 17/40 [00:03<00:04,  5.39it/s]
    181/499      4.32G     0.0154    0.01215   0.003607         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    181/499      4.32G    0.01543    0.01215   0.003519         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.21it/s]
    181/499      4.32G    0.01543    0.01215   0.003519         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    181/499      4.32G    0.01534    0.01205   0.003683         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.26it/s]
    181/499      4.32G    0.01534    0.01205   0.003683         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    181/499      4.32G    0.01541    0.01209   0.003682         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.34it/s]
    181/499      4.32G    0.01541    0.01209   0.003682         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.18it/s]
    181/499      4.32G    0.01545    0.01216   0.003679         75        640:  52%|#####2    | 21/40 [00:04<00:03,  5.18it/s]
    181/499      4.32G    0.01545    0.01216   0.003679         75        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    181/499      4.32G     0.0155    0.01221   0.003639         65        640:  55%|#####5    | 22/40 [00:04<00:03,  5.26it/s]
    181/499      4.32G     0.0155    0.01221   0.003639         65        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    181/499      4.32G    0.01545    0.01223   0.003687         72        640:  57%|#####7    | 23/40 [00:04<00:03,  5.33it/s]
    181/499      4.32G    0.01545    0.01223   0.003687         72        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    181/499      4.32G     0.0154    0.01217   0.003612         64        640:  60%|######    | 24/40 [00:04<00:03,  5.10it/s]
    181/499      4.32G     0.0154    0.01217   0.003612         64        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    181/499      4.32G    0.01536    0.01219   0.003641         88        640:  62%|######2   | 25/40 [00:04<00:02,  5.22it/s]
    181/499      4.32G    0.01536    0.01219   0.003641         88        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    181/499      4.32G    0.01532    0.01215   0.003826         65        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    181/499      4.32G    0.01532    0.01215   0.003826         65        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    181/499      4.32G    0.01527    0.01204   0.003874         57        640:  68%|######7   | 27/40 [00:05<00:02,  5.17it/s]
    181/499      4.32G    0.01527    0.01204   0.003874         57        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    181/499      4.32G    0.01519    0.01203   0.003793         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    181/499      4.32G    0.01519    0.01203   0.003793         76        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    181/499      4.32G    0.01517    0.01209   0.003887         86        640:  72%|#######2  | 29/40 [00:05<00:02,  5.35it/s]
    181/499      4.32G    0.01517    0.01209   0.003887         86        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    181/499      4.32G    0.01516    0.01209   0.003845         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    181/499      4.32G    0.01516    0.01209   0.003845         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    181/499      4.32G    0.01515    0.01203   0.003875         60        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    181/499      4.32G    0.01515    0.01203   0.003875         60        640:  80%|########  | 32/40 [00:06<00:01,  5.40it/s]
    181/499      4.32G    0.01512    0.01203   0.003883         72        640:  80%|########  | 32/40 [00:06<00:01,  5.40it/s]
    181/499      4.32G    0.01512    0.01203   0.003883         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    181/499      4.32G    0.01518    0.01204   0.003977         69        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    181/499      4.32G    0.01518    0.01204   0.003977         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    181/499      4.32G    0.01517    0.01209   0.003903         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.24it/s]
    181/499      4.32G    0.01517    0.01209   0.003903         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    181/499      4.32G    0.01516    0.01208   0.003834         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    181/499      4.32G    0.01516    0.01208   0.003834         73        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    181/499      4.32G    0.01512    0.01213   0.003794         88        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    181/499      4.32G    0.01512    0.01213   0.003794         88        640:  92%|#########2| 37/40 [00:06<00:00,  5.28it/s]
    181/499      4.32G    0.01517    0.01217   0.003929         79        640:  92%|#########2| 37/40 [00:07<00:00,  5.28it/s]
    181/499      4.32G    0.01517    0.01217   0.003929         79        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    181/499      4.32G    0.01513    0.01214    0.00392         65        640:  95%|#########5| 38/40 [00:07<00:00,  5.35it/s]
    181/499      4.32G    0.01513    0.01214    0.00392         65        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    181/499      4.32G     0.0151    0.01209   0.003909         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.21it/s]
    181/499      4.32G     0.0151    0.01209   0.003909         31        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    181/499      4.32G     0.0151    0.01209   0.003909         31        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.60it/s]
                   all        132        263      0.375     0.0158      0.018    0.00754

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    182/499      4.32G    0.01646    0.01262   0.002891         79        640:   0%|          | 0/40 [00:00<?, ?it/s]
    182/499      4.32G    0.01646    0.01262   0.002891         79        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    182/499      4.32G    0.01601    0.01407   0.004386         83        640:   2%|2         | 1/40 [00:00<00:07,  5.50it/s]
    182/499      4.32G    0.01601    0.01407   0.004386         83        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    182/499      4.32G     0.0159    0.01425   0.004059         87        640:   5%|5         | 2/40 [00:00<00:07,  5.18it/s]
    182/499      4.32G     0.0159    0.01425   0.004059         87        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    182/499      4.32G    0.01512    0.01362   0.003237         75        640:   8%|7         | 3/40 [00:00<00:06,  5.32it/s]
    182/499      4.32G    0.01512    0.01362   0.003237         75        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    182/499      4.32G    0.01524    0.01409   0.003716         94        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    182/499      4.32G    0.01524    0.01409   0.003716         94        640:  12%|#2        | 5/40 [00:00<00:06,  5.22it/s]
    182/499      4.32G    0.01498    0.01367   0.004376         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.22it/s]
    182/499      4.32G    0.01498    0.01367   0.004376         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    182/499      4.32G    0.01477    0.01366   0.004329         88        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    182/499      4.32G    0.01477    0.01366   0.004329         88        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    182/499      4.32G     0.0146    0.01364   0.004167         87        640:  18%|#7        | 7/40 [00:01<00:06,  5.40it/s]
    182/499      4.32G     0.0146    0.01364   0.004167         87        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    182/499      4.32G    0.01437    0.01308   0.003868         61        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    182/499      4.32G    0.01437    0.01308   0.003868         61        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    182/499      4.32G    0.01463    0.01262   0.004028         55        640:  22%|##2       | 9/40 [00:01<00:05,  5.33it/s]
    182/499      4.32G    0.01463    0.01262   0.004028         55        640:  25%|##5       | 10/40 [00:01<00:05,  5.36it/s]
    182/499      4.32G    0.01463    0.01234    0.00392         58        640:  25%|##5       | 10/40 [00:02<00:05,  5.36it/s]
    182/499      4.32G    0.01463    0.01234    0.00392         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    182/499      4.32G    0.01474    0.01247     0.0038         96        640:  28%|##7       | 11/40 [00:02<00:05,  5.23it/s]
    182/499      4.32G    0.01474    0.01247     0.0038         96        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    182/499      4.32G    0.01477    0.01259   0.003655         81        640:  30%|###       | 12/40 [00:02<00:05,  5.30it/s]
    182/499      4.32G    0.01477    0.01259   0.003655         81        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    182/499      4.32G    0.01477    0.01245   0.003824         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.36it/s]
    182/499      4.32G    0.01477    0.01245   0.003824         73        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    182/499      4.32G    0.01483    0.01234   0.003844         72        640:  35%|###5      | 14/40 [00:02<00:05,  5.19it/s]
    182/499      4.32G    0.01483    0.01234   0.003844         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.28it/s]
    182/499      4.32G    0.01493    0.01242   0.003856         76        640:  38%|###7      | 15/40 [00:03<00:04,  5.28it/s]
    182/499      4.32G    0.01493    0.01242   0.003856         76        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    182/499      4.32G    0.01489    0.01229   0.003779         62        640:  40%|####      | 16/40 [00:03<00:04,  5.34it/s]
    182/499      4.32G    0.01489    0.01229   0.003779         62        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    182/499      4.32G    0.01496    0.01218   0.004042         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    182/499      4.32G    0.01496    0.01218   0.004042         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    182/499      4.32G    0.01498    0.01204   0.004006         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.27it/s]
    182/499      4.32G    0.01498    0.01204   0.004006         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    182/499      4.32G    0.01506    0.01201   0.004014         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    182/499      4.32G    0.01506    0.01201   0.004014         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    182/499      4.32G    0.01497    0.01203    0.00396         81        640:  50%|#####     | 20/40 [00:03<00:03,  5.21it/s]
    182/499      4.32G    0.01497    0.01203    0.00396         81        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    182/499      4.32G    0.01514    0.01194   0.003943         60        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    182/499      4.32G    0.01514    0.01194   0.003943         60        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    182/499      4.32G    0.01509    0.01192   0.003853         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    182/499      4.32G    0.01509    0.01192   0.003853         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    182/499      4.32G    0.01507    0.01179   0.003735         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.21it/s]
    182/499      4.32G    0.01507    0.01179   0.003735         54        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    182/499      4.32G    0.01502    0.01183    0.00366         89        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    182/499      4.32G    0.01502    0.01183    0.00366         89        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    182/499      4.32G    0.01507    0.01191   0.003728         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.36it/s]
    182/499      4.32G    0.01507    0.01191   0.003728         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.20it/s]
    182/499      4.32G    0.01498    0.01184    0.00363         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.20it/s]
    182/499      4.32G    0.01498    0.01184    0.00363         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    182/499      4.32G    0.01505    0.01185   0.003726         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    182/499      4.32G    0.01505    0.01185   0.003726         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    182/499      4.32G      0.015    0.01192   0.003792         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.34it/s]
    182/499      4.32G      0.015    0.01192   0.003792         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    182/499      4.32G      0.015     0.0119   0.003918         70        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    182/499      4.32G      0.015     0.0119   0.003918         70        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    182/499      4.32G    0.01499    0.01185   0.003819         69        640:  75%|#######5  | 30/40 [00:05<00:01,  5.29it/s]
    182/499      4.32G    0.01499    0.01185   0.003819         69        640:  78%|#######7  | 31/40 [00:05<00:01,  5.35it/s]
    182/499      4.32G    0.01493    0.01185   0.003882         69        640:  78%|#######7  | 31/40 [00:06<00:01,  5.35it/s]
    182/499      4.32G    0.01493    0.01185   0.003882         69        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    182/499      4.32G    0.01496    0.01188   0.003853         77        640:  80%|########  | 32/40 [00:06<00:01,  5.22it/s]
    182/499      4.32G    0.01496    0.01188   0.003853         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    182/499      4.32G     0.0149    0.01187   0.003872         81        640:  82%|########2 | 33/40 [00:06<00:01,  5.29it/s]
    182/499      4.32G     0.0149    0.01187   0.003872         81        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    182/499      4.32G    0.01493     0.0119   0.003866         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.36it/s]
    182/499      4.32G    0.01493     0.0119   0.003866         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    182/499      4.32G    0.01489    0.01188    0.00378         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.24it/s]
    182/499      4.32G    0.01489    0.01188    0.00378         70        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    182/499      4.32G    0.01491    0.01192   0.003806         80        640:  90%|######### | 36/40 [00:06<00:00,  5.33it/s]
    182/499      4.32G    0.01491    0.01192   0.003806         80        640:  92%|#########2| 37/40 [00:06<00:00,  5.39it/s]
    182/499      4.32G    0.01486    0.01189   0.003766         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.39it/s]
    182/499      4.32G    0.01486    0.01189   0.003766         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    182/499      4.32G    0.01485     0.0119   0.003769         84        640:  95%|#########5| 38/40 [00:07<00:00,  5.25it/s]
    182/499      4.32G    0.01485     0.0119   0.003769         84        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    182/499      4.32G    0.01485    0.01189   0.003733         31        640:  98%|#########7| 39/40 [00:07<00:00,  5.34it/s]
    182/499      4.32G    0.01485    0.01189   0.003733         31        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    182/499      4.32G    0.01485    0.01189   0.003733         31        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.26it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.75it/s]
                   all        132        263    0.00234     0.0123    0.00139   0.000756

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    183/499      4.32G    0.01407    0.01178   0.002761         73        640:   0%|          | 0/40 [00:00<?, ?it/s]
    183/499      4.32G    0.01407    0.01178   0.002761         73        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
    183/499      4.32G    0.01405    0.01011   0.003938         62        640:   2%|2         | 1/40 [00:00<00:07,  4.95it/s]
    183/499      4.32G    0.01405    0.01011   0.003938         62        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    183/499      4.32G     0.0151    0.01079   0.003228         74        640:   5%|5         | 2/40 [00:00<00:07,  5.28it/s]
    183/499      4.32G     0.0151    0.01079   0.003228         74        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    183/499      4.32G    0.01573    0.01177   0.004078         81        640:   8%|7         | 3/40 [00:00<00:06,  5.41it/s]
    183/499      4.32G    0.01573    0.01177   0.004078         81        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    183/499      4.32G    0.01563    0.01207   0.004306         90        640:  10%|#         | 4/40 [00:00<00:06,  5.21it/s]
    183/499      4.32G    0.01563    0.01207   0.004306         90        640:  12%|#2        | 5/40 [00:00<00:06,  5.32it/s]
    183/499      4.32G    0.01574    0.01181   0.004039         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.32it/s]
    183/499      4.32G    0.01574    0.01181   0.004039         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    183/499      4.32G    0.01579    0.01245   0.004227         90        640:  15%|#5        | 6/40 [00:01<00:06,  5.39it/s]
    183/499      4.32G    0.01579    0.01245   0.004227         90        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    183/499      4.32G    0.01543    0.01261   0.004238         85        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    183/499      4.32G    0.01543    0.01261   0.004238         85        640:  20%|##        | 8/40 [00:01<00:05,  5.33it/s]
    183/499      4.32G    0.01524    0.01249    0.00406         73        640:  20%|##        | 8/40 [00:01<00:05,  5.33it/s]
    183/499      4.32G    0.01524    0.01249    0.00406         73        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
    183/499      4.32G    0.01515    0.01241   0.003994         82        640:  22%|##2       | 9/40 [00:01<00:05,  5.41it/s]
    183/499      4.32G    0.01515    0.01241   0.003994         82        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    183/499      4.32G    0.01514     0.0126   0.003902         86        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    183/499      4.32G    0.01514     0.0126   0.003902         86        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    183/499      4.32G    0.01499     0.0126   0.003729         85        640:  28%|##7       | 11/40 [00:02<00:05,  5.33it/s]
    183/499      4.32G    0.01499     0.0126   0.003729         85        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    183/499      4.32G    0.01487    0.01245   0.003559         61        640:  30%|###       | 12/40 [00:02<00:05,  5.38it/s]
    183/499      4.32G    0.01487    0.01245   0.003559         61        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    183/499      4.32G    0.01495    0.01227   0.003611         68        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    183/499      4.32G    0.01495    0.01227   0.003611         68        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    183/499      4.32G     0.0149    0.01219    0.00353         62        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    183/499      4.32G     0.0149    0.01219    0.00353         62        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    183/499      4.32G    0.01498    0.01223   0.003643         84        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    183/499      4.32G    0.01498    0.01223   0.003643         84        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    183/499      4.32G      0.015    0.01223   0.003819         71        640:  40%|####      | 16/40 [00:03<00:04,  5.15it/s]
    183/499      4.32G      0.015    0.01223   0.003819         71        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    183/499      4.32G      0.015    0.01226   0.003907         77        640:  42%|####2     | 17/40 [00:03<00:04,  5.20it/s]
    183/499      4.32G      0.015    0.01226   0.003907         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    183/499      4.32G    0.01504    0.01221   0.003955         74        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    183/499      4.32G    0.01504    0.01221   0.003955         74        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    183/499      4.32G    0.01513    0.01218   0.003977         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    183/499      4.32G    0.01513    0.01218   0.003977         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    183/499      4.32G    0.01511    0.01203   0.004022         58        640:  50%|#####     | 20/40 [00:03<00:03,  5.27it/s]
    183/499      4.32G    0.01511    0.01203   0.004022         58        640:  52%|#####2    | 21/40 [00:03<00:03,  5.30it/s]
    183/499      4.32G    0.01511    0.01193   0.003976         61        640:  52%|#####2    | 21/40 [00:04<00:03,  5.30it/s]
    183/499      4.32G    0.01511    0.01193   0.003976         61        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    183/499      4.32G    0.01506    0.01182   0.003946         56        640:  55%|#####5    | 22/40 [00:04<00:03,  5.20it/s]
    183/499      4.32G    0.01506    0.01182   0.003946         56        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    183/499      4.32G    0.01503    0.01177   0.003953         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.30it/s]
    183/499      4.32G    0.01503    0.01177   0.003953         74        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    183/499      4.32G    0.01507    0.01188   0.003994         78        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    183/499      4.32G    0.01507    0.01188   0.003994         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    183/499      4.32G    0.01514     0.0119    0.00407         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    183/499      4.32G    0.01514     0.0119    0.00407         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    183/499      4.32G    0.01514      0.012   0.004172         84        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    183/499      4.32G    0.01514      0.012   0.004172         84        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    183/499      4.32G    0.01507    0.01201   0.004065         81        640:  68%|######7   | 27/40 [00:05<00:02,  5.36it/s]
    183/499      4.32G    0.01507    0.01201   0.004065         81        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    183/499      4.32G    0.01507    0.01199   0.004057         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.13it/s]
    183/499      4.32G    0.01507    0.01199   0.004057         78        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    183/499      4.32G     0.0151    0.01203   0.004133         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.20it/s]
    183/499      4.32G     0.0151    0.01203   0.004133         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    183/499      4.32G    0.01519    0.01195   0.004195         55        640:  75%|#######5  | 30/40 [00:05<00:01,  5.28it/s]
    183/499      4.32G    0.01519    0.01195   0.004195         55        640:  78%|#######7  | 31/40 [00:05<00:01,  5.17it/s]
    183/499      4.32G    0.01512    0.01196   0.004146         79        640:  78%|#######7  | 31/40 [00:06<00:01,  5.17it/s]
    183/499      4.32G    0.01512    0.01196   0.004146         79        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    183/499      4.32G    0.01516    0.01192   0.004118         72        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    183/499      4.32G    0.01516    0.01192   0.004118         72        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    183/499      4.32G    0.01514    0.01186   0.004058         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.35it/s]
    183/499      4.32G    0.01514    0.01186   0.004058         64        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    183/499      4.32G    0.01516    0.01184   0.004005         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    183/499      4.32G    0.01516    0.01184   0.004005         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    183/499      4.32G    0.01519     0.0118   0.004003         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.30it/s]
    183/499      4.32G    0.01519     0.0118   0.004003         71        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
    183/499      4.32G    0.01521    0.01177    0.00401         68        640:  90%|######### | 36/40 [00:07<00:00,  5.39it/s]
    183/499      4.32G    0.01521    0.01177    0.00401         68        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    183/499      4.32G    0.01516    0.01181    0.00401         80        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    183/499      4.32G    0.01516    0.01181    0.00401         80        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    183/499      4.32G    0.01513    0.01176   0.003961         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.31it/s]
    183/499      4.32G    0.01513    0.01176   0.003961         64        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    183/499      4.32G    0.01513    0.01179   0.003939         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.36it/s]
    183/499      4.32G    0.01513    0.01179   0.003939         41        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]
    183/499      4.32G    0.01513    0.01179   0.003939         41        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.86it/s]
                   all        132        263      0.555     0.0238     0.0379     0.0168

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    184/499      4.32G    0.01421     0.0128   0.002878         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    184/499      4.32G    0.01421     0.0128   0.002878         76        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    184/499      4.32G    0.01559    0.01401   0.004144         91        640:   2%|2         | 1/40 [00:00<00:06,  5.61it/s]
    184/499      4.32G    0.01559    0.01401   0.004144         91        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
    184/499      4.32G    0.01527    0.01318   0.003099         78        640:   5%|5         | 2/40 [00:00<00:06,  5.59it/s]
    184/499      4.32G    0.01527    0.01318   0.003099         78        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    184/499      4.32G    0.01582    0.01319    0.00432         83        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    184/499      4.32G    0.01582    0.01319    0.00432         83        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    184/499      4.32G    0.01542    0.01251   0.003725         72        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    184/499      4.32G    0.01542    0.01251   0.003725         72        640:  12%|#2        | 5/40 [00:00<00:06,  5.34it/s]
    184/499      4.32G    0.01571    0.01267   0.003619         75        640:  12%|#2        | 5/40 [00:01<00:06,  5.34it/s]
    184/499      4.32G    0.01571    0.01267   0.003619         75        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    184/499      4.32G    0.01569    0.01274   0.003657         82        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    184/499      4.32G    0.01569    0.01274   0.003657         82        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    184/499      4.32G    0.01559    0.01255   0.003615         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.30it/s]
    184/499      4.32G    0.01559    0.01255   0.003615         71        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    184/499      4.32G    0.01551    0.01236   0.003372         65        640:  20%|##        | 8/40 [00:01<00:05,  5.38it/s]
    184/499      4.32G    0.01551    0.01236   0.003372         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    184/499      4.32G    0.01541    0.01239   0.003649         76        640:  22%|##2       | 9/40 [00:01<00:05,  5.24it/s]
    184/499      4.32G    0.01541    0.01239   0.003649         76        640:  25%|##5       | 10/40 [00:01<00:05,  5.34it/s]
    184/499      4.32G     0.0153    0.01228   0.003783         75        640:  25%|##5       | 10/40 [00:02<00:05,  5.34it/s]
    184/499      4.32G     0.0153    0.01228   0.003783         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    184/499      4.32G    0.01522    0.01226   0.003588         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    184/499      4.32G    0.01522    0.01226   0.003588         78        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    184/499      4.32G    0.01513    0.01202    0.00386         59        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    184/499      4.32G    0.01513    0.01202    0.00386         59        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    184/499      4.32G    0.01508    0.01184   0.003907         67        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    184/499      4.32G    0.01508    0.01184   0.003907         67        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    184/499      4.32G      0.015    0.01173   0.003767         75        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    184/499      4.32G      0.015    0.01173   0.003767         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.23it/s]
    184/499      4.32G    0.01499    0.01175   0.003689         83        640:  38%|###7      | 15/40 [00:03<00:04,  5.23it/s]
    184/499      4.32G    0.01499    0.01175   0.003689         83        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    184/499      4.32G    0.01515    0.01194   0.003609         84        640:  40%|####      | 16/40 [00:03<00:04,  5.24it/s]
    184/499      4.32G    0.01515    0.01194   0.003609         84        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    184/499      4.32G    0.01506    0.01187   0.003566         67        640:  42%|####2     | 17/40 [00:03<00:04,  5.31it/s]
    184/499      4.32G    0.01506    0.01187   0.003566         67        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    184/499      4.32G    0.01511    0.01193   0.003498         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.18it/s]
    184/499      4.32G    0.01511    0.01193   0.003498         76        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    184/499      4.32G    0.01514    0.01191    0.00339         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.29it/s]
    184/499      4.32G    0.01514    0.01191    0.00339         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    184/499      4.32G    0.01523    0.01194   0.003468         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    184/499      4.32G    0.01523    0.01194   0.003468         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.21it/s]
    184/499      4.32G     0.0152    0.01184   0.003382         62        640:  52%|#####2    | 21/40 [00:04<00:03,  5.21it/s]
    184/499      4.32G     0.0152    0.01184   0.003382         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    184/499      4.32G    0.01517    0.01185   0.003707         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.30it/s]
    184/499      4.32G    0.01517    0.01185   0.003707         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    184/499      4.32G    0.01519    0.01191   0.003612         73        640:  57%|#####7    | 23/40 [00:04<00:03,  5.37it/s]
    184/499      4.32G    0.01519    0.01191   0.003612         73        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    184/499      4.32G    0.01522    0.01196   0.003762         84        640:  60%|######    | 24/40 [00:04<00:03,  5.22it/s]
    184/499      4.32G    0.01522    0.01196   0.003762         84        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    184/499      4.32G    0.01518    0.01191   0.003781         69        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    184/499      4.32G    0.01518    0.01191   0.003781         69        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    184/499      4.32G    0.01514    0.01185   0.003932         60        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    184/499      4.32G    0.01514    0.01185   0.003932         60        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    184/499      4.32G    0.01514    0.01185   0.003877         78        640:  68%|######7   | 27/40 [00:05<00:02,  5.14it/s]
    184/499      4.32G    0.01514    0.01185   0.003877         78        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    184/499      4.32G    0.01504    0.01175   0.003767         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    184/499      4.32G    0.01504    0.01175   0.003767         74        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    184/499      4.32G    0.01505    0.01173   0.003747         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    184/499      4.32G    0.01505    0.01173   0.003747         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    184/499      4.32G    0.01501    0.01172    0.00371         81        640:  75%|#######5  | 30/40 [00:05<00:01,  5.19it/s]
    184/499      4.32G    0.01501    0.01172    0.00371         81        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    184/499      4.32G    0.01501     0.0117   0.003722         65        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    184/499      4.32G    0.01501     0.0117   0.003722         65        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    184/499      4.32G    0.01516    0.01167   0.003848         61        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    184/499      4.32G    0.01516    0.01167   0.003848         61        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    184/499      4.32G    0.01519    0.01173   0.003865         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.16it/s]
    184/499      4.32G    0.01519    0.01173   0.003865         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    184/499      4.32G    0.01523    0.01166    0.00381         61        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    184/499      4.32G    0.01523    0.01166    0.00381         61        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    184/499      4.32G    0.01522     0.0117   0.003899         80        640:  88%|########7 | 35/40 [00:06<00:00,  5.37it/s]
    184/499      4.32G    0.01522     0.0117   0.003899         80        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    184/499      4.32G    0.01533    0.01174   0.003999         73        640:  90%|######### | 36/40 [00:06<00:00,  5.19it/s]
    184/499      4.32G    0.01533    0.01174   0.003999         73        640:  92%|#########2| 37/40 [00:06<00:00,  5.29it/s]
    184/499      4.32G    0.01533    0.01172   0.003937         70        640:  92%|#########2| 37/40 [00:07<00:00,  5.29it/s]
    184/499      4.32G    0.01533    0.01172   0.003937         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    184/499      4.32G    0.01533    0.01178   0.004003         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.36it/s]
    184/499      4.32G    0.01533    0.01178   0.004003         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    184/499      4.32G    0.01532    0.01184   0.003932         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.24it/s]
    184/499      4.32G    0.01532    0.01184   0.003932         44        640: 100%|##########| 40/40 [00:07<00:00,  5.42it/s]
    184/499      4.32G    0.01532    0.01184   0.003932         44        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.62it/s]
                   all        132        263      0.391     0.0266     0.0272    0.00994

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    185/499      4.32G    0.01576    0.01229   0.004451         78        640:   0%|          | 0/40 [00:00<?, ?it/s]
    185/499      4.32G    0.01576    0.01229   0.004451         78        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    185/499      4.32G    0.01544    0.01179   0.003097         73        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    185/499      4.32G    0.01544    0.01179   0.003097         73        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    185/499      4.32G    0.01558    0.01215   0.003228         75        640:   5%|5         | 2/40 [00:00<00:07,  5.19it/s]
    185/499      4.32G    0.01558    0.01215   0.003228         75        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    185/499      4.32G    0.01533    0.01144   0.003007         63        640:   8%|7         | 3/40 [00:00<00:07,  5.25it/s]
    185/499      4.32G    0.01533    0.01144   0.003007         63        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    185/499      4.32G    0.01525    0.01128   0.002718         65        640:  10%|#         | 4/40 [00:00<00:06,  5.37it/s]
    185/499      4.32G    0.01525    0.01128   0.002718         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    185/499      4.32G    0.01536    0.01121   0.002503         70        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    185/499      4.32G    0.01536    0.01121   0.002503         70        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    185/499      4.32G    0.01529    0.01098   0.002602         57        640:  15%|#5        | 6/40 [00:01<00:06,  5.34it/s]
    185/499      4.32G    0.01529    0.01098   0.002602         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    185/499      4.32G    0.01513    0.01093   0.002516         70        640:  18%|#7        | 7/40 [00:01<00:06,  5.42it/s]
    185/499      4.32G    0.01513    0.01093   0.002516         70        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    185/499      4.32G    0.01515    0.01098   0.002445         68        640:  20%|##        | 8/40 [00:01<00:06,  5.25it/s]
    185/499      4.32G    0.01515    0.01098   0.002445         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    185/499      4.32G    0.01517    0.01102   0.002695         72        640:  22%|##2       | 9/40 [00:01<00:05,  5.34it/s]
    185/499      4.32G    0.01517    0.01102   0.002695         72        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    185/499      4.32G    0.01508    0.01087   0.002866         55        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    185/499      4.32G    0.01508    0.01087   0.002866         55        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    185/499      4.32G    0.01515    0.01127   0.003096         93        640:  28%|##7       | 11/40 [00:02<00:05,  5.26it/s]
    185/499      4.32G    0.01515    0.01127   0.003096         93        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    185/499      4.32G    0.01513    0.01139    0.00314         80        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    185/499      4.32G    0.01513    0.01139    0.00314         80        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    185/499      4.32G    0.01513    0.01138   0.003193         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.38it/s]
    185/499      4.32G    0.01513    0.01138   0.003193         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    185/499      4.32G    0.01514    0.01163    0.00332         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    185/499      4.32G    0.01514    0.01163    0.00332         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.29it/s]
    185/499      4.32G    0.01513    0.01168   0.003414         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.29it/s]
    185/499      4.32G    0.01513    0.01168   0.003414         82        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    185/499      4.32G     0.0151    0.01185   0.003455         89        640:  40%|####      | 16/40 [00:03<00:04,  5.36it/s]
    185/499      4.32G     0.0151    0.01185   0.003455         89        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    185/499      4.32G      0.015    0.01177   0.003367         76        640:  42%|####2     | 17/40 [00:03<00:04,  5.21it/s]
    185/499      4.32G      0.015    0.01177   0.003367         76        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    185/499      4.32G    0.01495    0.01182   0.003226         87        640:  45%|####5     | 18/40 [00:03<00:04,  5.30it/s]
    185/499      4.32G    0.01495    0.01182   0.003226         87        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    185/499      4.32G    0.01489    0.01163   0.003277         46        640:  48%|####7     | 19/40 [00:03<00:03,  5.34it/s]
    185/499      4.32G    0.01489    0.01163   0.003277         46        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
    185/499      4.32G    0.01489    0.01164   0.003305         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.15it/s]
    185/499      4.32G    0.01489    0.01164   0.003305         68        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    185/499      4.32G    0.01492    0.01165   0.003282         77        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    185/499      4.32G    0.01492    0.01165   0.003282         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    185/499      4.32G    0.01491    0.01186   0.003233        105        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    185/499      4.32G    0.01491    0.01186   0.003233        105        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    185/499      4.32G    0.01492    0.01181   0.003282         66        640:  57%|#####7    | 23/40 [00:04<00:03,  5.19it/s]
    185/499      4.32G    0.01492    0.01181   0.003282         66        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    185/499      4.32G    0.01494    0.01181   0.003305         76        640:  60%|######    | 24/40 [00:04<00:03,  5.28it/s]
    185/499      4.32G    0.01494    0.01181   0.003305         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    185/499      4.32G    0.01498    0.01183   0.003331         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.35it/s]
    185/499      4.32G    0.01498    0.01183   0.003331         77        640:  65%|######5   | 26/40 [00:04<00:02,  5.22it/s]
    185/499      4.32G    0.01498    0.01181   0.003282         76        640:  65%|######5   | 26/40 [00:05<00:02,  5.22it/s]
    185/499      4.32G    0.01498    0.01181   0.003282         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    185/499      4.32G    0.01487    0.01179   0.003281         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.23it/s]
    185/499      4.32G    0.01487    0.01179   0.003281         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    185/499      4.32G    0.01487     0.0118   0.003376         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.31it/s]
    185/499      4.32G    0.01487     0.0118   0.003376         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    185/499      4.32G    0.01489    0.01173    0.00333         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    185/499      4.32G    0.01489    0.01173    0.00333         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    185/499      4.32G    0.01489    0.01172   0.003321         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    185/499      4.32G    0.01489    0.01172   0.003321         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.32it/s]
    185/499      4.32G    0.01491    0.01177   0.003383         72        640:  78%|#######7  | 31/40 [00:06<00:01,  5.32it/s]
    185/499      4.32G    0.01491    0.01177   0.003383         72        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    185/499      4.32G    0.01488    0.01177   0.003382         77        640:  80%|########  | 32/40 [00:06<00:01,  5.19it/s]
    185/499      4.32G    0.01488    0.01177   0.003382         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    185/499      4.32G    0.01493    0.01171    0.00354         54        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    185/499      4.32G    0.01493    0.01171    0.00354         54        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    185/499      4.32G    0.01491    0.01171    0.00362         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.35it/s]
    185/499      4.32G    0.01491    0.01171    0.00362         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    185/499      4.32G    0.01489    0.01174   0.003647         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.21it/s]
    185/499      4.32G    0.01489    0.01174   0.003647         74        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    185/499      4.32G    0.01488    0.01169   0.003631         66        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    185/499      4.32G    0.01488    0.01169   0.003631         66        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    185/499      4.32G    0.01494    0.01174   0.003606         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    185/499      4.32G    0.01494    0.01174   0.003606         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    185/499      4.32G    0.01498    0.01175   0.003581         67        640:  95%|#########5| 38/40 [00:07<00:00,  5.16it/s]
    185/499      4.32G    0.01498    0.01175   0.003581         67        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    185/499      4.32G    0.01503    0.01179   0.003579         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.26it/s]
    185/499      4.32G    0.01503    0.01179   0.003579         34        640: 100%|##########| 40/40 [00:07<00:00,  5.41it/s]
    185/499      4.32G    0.01503    0.01179   0.003579         34        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  4.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  4.97it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.61it/s]
                   all        132        263      0.626     0.0491     0.0622     0.0262

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    186/499      4.32G    0.01555    0.01696   0.004781        106        640:   0%|          | 0/40 [00:00<?, ?it/s]
    186/499      4.32G    0.01555    0.01696   0.004781        106        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    186/499      4.32G    0.01626    0.01374   0.004958         59        640:   2%|2         | 1/40 [00:00<00:07,  5.00it/s]
    186/499      4.32G    0.01626    0.01374   0.004958         59        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    186/499      4.32G    0.01658    0.01404   0.004788         84        640:   5%|5         | 2/40 [00:00<00:07,  5.32it/s]
    186/499      4.32G    0.01658    0.01404   0.004788         84        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    186/499      4.32G    0.01619    0.01316   0.004813         70        640:   8%|7         | 3/40 [00:00<00:06,  5.43it/s]
    186/499      4.32G    0.01619    0.01316   0.004813         70        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    186/499      4.32G    0.01583    0.01314   0.004384         93        640:  10%|#         | 4/40 [00:00<00:06,  5.23it/s]
    186/499      4.32G    0.01583    0.01314   0.004384         93        640:  12%|#2        | 5/40 [00:00<00:06,  5.33it/s]
    186/499      4.32G    0.01539    0.01279   0.004631         65        640:  12%|#2        | 5/40 [00:01<00:06,  5.33it/s]
    186/499      4.32G    0.01539    0.01279   0.004631         65        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    186/499      4.32G    0.01549    0.01325    0.00418         92        640:  15%|#5        | 6/40 [00:01<00:06,  5.40it/s]
    186/499      4.32G    0.01549    0.01325    0.00418         92        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    186/499      4.32G    0.01568    0.01338   0.004207         84        640:  18%|#7        | 7/40 [00:01<00:06,  5.24it/s]
    186/499      4.32G    0.01568    0.01338   0.004207         84        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    186/499      4.32G    0.01547    0.01284   0.004174         53        640:  20%|##        | 8/40 [00:01<00:06,  5.32it/s]
    186/499      4.32G    0.01547    0.01284   0.004174         53        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    186/499      4.32G    0.01544      0.013   0.004151         84        640:  22%|##2       | 9/40 [00:01<00:05,  5.40it/s]
    186/499      4.32G    0.01544      0.013   0.004151         84        640:  25%|##5       | 10/40 [00:01<00:05,  5.25it/s]
    186/499      4.32G    0.01555    0.01305   0.003999         80        640:  25%|##5       | 10/40 [00:02<00:05,  5.25it/s]
    186/499      4.32G    0.01555    0.01305   0.003999         80        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    186/499      4.32G     0.0153    0.01291   0.003821         75        640:  28%|##7       | 11/40 [00:02<00:05,  5.30it/s]
    186/499      4.32G     0.0153    0.01291   0.003821         75        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    186/499      4.32G    0.01524    0.01285   0.003931         73        640:  30%|###       | 12/40 [00:02<00:05,  5.37it/s]
    186/499      4.32G    0.01524    0.01285   0.003931         73        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    186/499      4.32G    0.01519    0.01285   0.003896         90        640:  32%|###2      | 13/40 [00:02<00:05,  5.23it/s]
    186/499      4.32G    0.01519    0.01285   0.003896         90        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    186/499      4.32G    0.01513    0.01291   0.004284         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.32it/s]
    186/499      4.32G    0.01513    0.01291   0.004284         83        640:  38%|###7      | 15/40 [00:02<00:04,  5.38it/s]
    186/499      4.32G    0.01505    0.01261   0.004612         55        640:  38%|###7      | 15/40 [00:03<00:04,  5.38it/s]
    186/499      4.32G    0.01505    0.01261   0.004612         55        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    186/499      4.32G    0.01501     0.0126   0.004507         80        640:  40%|####      | 16/40 [00:03<00:04,  5.25it/s]
    186/499      4.32G    0.01501     0.0126   0.004507         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    186/499      4.32G    0.01501     0.0125   0.004473         72        640:  42%|####2     | 17/40 [00:03<00:04,  5.32it/s]
    186/499      4.32G    0.01501     0.0125   0.004473         72        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    186/499      4.32G    0.01509    0.01247   0.004449         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    186/499      4.32G    0.01509    0.01247   0.004449         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    186/499      4.32G    0.01495    0.01231   0.004518         64        640:  48%|####7     | 19/40 [00:03<00:04,  5.18it/s]
    186/499      4.32G    0.01495    0.01231   0.004518         64        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    186/499      4.32G    0.01489    0.01224   0.004467         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    186/499      4.32G    0.01489    0.01224   0.004467         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.36it/s]
    186/499      4.32G    0.01489    0.01221   0.004472         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.36it/s]
    186/499      4.32G    0.01489    0.01221   0.004472         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.13it/s]
    186/499      4.32G    0.01483    0.01225   0.004628         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.13it/s]
    186/499      4.32G    0.01483    0.01225   0.004628         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    186/499      4.32G    0.01484    0.01225   0.004622         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    186/499      4.32G    0.01484    0.01225   0.004622         68        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    186/499      4.32G    0.01484    0.01218   0.004612         60        640:  60%|######    | 24/40 [00:04<00:03,  5.29it/s]
    186/499      4.32G    0.01484    0.01218   0.004612         60        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    186/499      4.32G    0.01481    0.01211   0.004567         72        640:  62%|######2   | 25/40 [00:04<00:02,  5.17it/s]
    186/499      4.32G    0.01481    0.01211   0.004567         72        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    186/499      4.32G    0.01488    0.01217   0.004512         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    186/499      4.32G    0.01488    0.01217   0.004512         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    186/499      4.32G    0.01488    0.01217   0.004533         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    186/499      4.32G    0.01488    0.01217   0.004533         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    186/499      4.32G    0.01486    0.01214   0.004534         79        640:  70%|#######   | 28/40 [00:05<00:02,  5.20it/s]
    186/499      4.32G    0.01486    0.01214   0.004534         79        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    186/499      4.32G    0.01487    0.01224    0.00451         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.21it/s]
    186/499      4.32G    0.01487    0.01224    0.00451         90        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    186/499      4.32G    0.01486    0.01226   0.004533         74        640:  75%|#######5  | 30/40 [00:05<00:01,  5.30it/s]
    186/499      4.32G    0.01486    0.01226   0.004533         74        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    186/499      4.32G    0.01487    0.01225   0.004451         76        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    186/499      4.32G    0.01487    0.01225   0.004451         76        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    186/499      4.32G    0.01488    0.01218    0.00443         64        640:  80%|########  | 32/40 [00:06<00:01,  5.27it/s]
    186/499      4.32G    0.01488    0.01218    0.00443         64        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    186/499      4.32G    0.01489    0.01215   0.004416         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.33it/s]
    186/499      4.32G    0.01489    0.01215   0.004416         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    186/499      4.32G    0.01491    0.01214   0.004397         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.20it/s]
    186/499      4.32G    0.01491    0.01214   0.004397         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    186/499      4.32G    0.01489    0.01211   0.004378         74        640:  88%|########7 | 35/40 [00:06<00:00,  5.31it/s]
    186/499      4.32G    0.01489    0.01211   0.004378         74        640:  90%|######### | 36/40 [00:06<00:00,  5.39it/s]
    186/499      4.32G    0.01493     0.0121   0.004435         72        640:  90%|######### | 36/40 [00:07<00:00,  5.39it/s]
    186/499      4.32G    0.01493     0.0121   0.004435         72        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    186/499      4.32G    0.01487    0.01204   0.004383         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    186/499      4.32G    0.01487    0.01204   0.004383         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    186/499      4.32G    0.01482      0.012   0.004309         66        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    186/499      4.32G    0.01482      0.012   0.004309         66        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    186/499      4.32G    0.01481    0.01195   0.004316         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    186/499      4.32G    0.01481    0.01195   0.004316         34        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]
    186/499      4.32G    0.01481    0.01195   0.004316         34        640: 100%|##########| 40/40 [00:07<00:00,  5.28it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.64it/s]
                   all        132        263      0.273     0.0466      0.058     0.0195

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    187/499      4.32G    0.01393   0.008637   0.001057         69        640:   0%|          | 0/40 [00:00<?, ?it/s]
    187/499      4.32G    0.01393   0.008637   0.001057         69        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    187/499      4.32G    0.01419   0.009426   0.001773         70        640:   2%|2         | 1/40 [00:00<00:07,  5.57it/s]
    187/499      4.32G    0.01419   0.009426   0.001773         70        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    187/499      4.32G    0.01495    0.01107   0.002647         89        640:   5%|5         | 2/40 [00:00<00:06,  5.58it/s]
    187/499      4.32G    0.01495    0.01107   0.002647         89        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    187/499      4.32G    0.01422    0.01077   0.002414         64        640:   8%|7         | 3/40 [00:00<00:07,  5.26it/s]
    187/499      4.32G    0.01422    0.01077   0.002414         64        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    187/499      4.32G     0.0142     0.0109   0.002455         82        640:  10%|#         | 4/40 [00:00<00:06,  5.38it/s]
    187/499      4.32G     0.0142     0.0109   0.002455         82        640:  12%|#2        | 5/40 [00:00<00:06,  5.44it/s]
    187/499      4.32G    0.01421    0.01056   0.002763         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.44it/s]
    187/499      4.32G    0.01421    0.01056   0.002763         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    187/499      4.32G    0.01433    0.01077   0.002737         77        640:  15%|#5        | 6/40 [00:01<00:06,  5.27it/s]
    187/499      4.32G    0.01433    0.01077   0.002737         77        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    187/499      4.32G    0.01433    0.01062    0.00317         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    187/499      4.32G    0.01433    0.01062    0.00317         71        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    187/499      4.32G    0.01414    0.01055   0.003028         68        640:  20%|##        | 8/40 [00:01<00:05,  5.41it/s]
    187/499      4.32G    0.01414    0.01055   0.003028         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    187/499      4.32G    0.01405    0.01045   0.003047         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    187/499      4.32G    0.01405    0.01045   0.003047         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    187/499      4.32G    0.01416    0.01063   0.003061         81        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    187/499      4.32G    0.01416    0.01063   0.003061         81        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    187/499      4.32G    0.01434    0.01079   0.002962         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.39it/s]
    187/499      4.32G    0.01434    0.01079   0.002962         72        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    187/499      4.32G    0.01444    0.01076   0.003156         69        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    187/499      4.32G    0.01444    0.01076   0.003156         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    187/499      4.32G    0.01455    0.01078   0.003111         69        640:  32%|###2      | 13/40 [00:02<00:05,  5.33it/s]
    187/499      4.32G    0.01455    0.01078   0.003111         69        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    187/499      4.32G    0.01458    0.01078   0.003121         77        640:  35%|###5      | 14/40 [00:02<00:04,  5.40it/s]
    187/499      4.32G    0.01458    0.01078   0.003121         77        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    187/499      4.32G    0.01459    0.01102   0.002996         79        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    187/499      4.32G    0.01459    0.01102   0.002996         79        640:  40%|####      | 16/40 [00:02<00:04,  5.29it/s]
    187/499      4.32G    0.01459    0.01123   0.002991         92        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    187/499      4.32G    0.01459    0.01123   0.002991         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    187/499      4.32G     0.0145    0.01135    0.00298         92        640:  42%|####2     | 17/40 [00:03<00:04,  5.36it/s]
    187/499      4.32G     0.0145    0.01135    0.00298         92        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    187/499      4.32G    0.01457    0.01123    0.00304         61        640:  45%|####5     | 18/40 [00:03<00:04,  5.23it/s]
    187/499      4.32G    0.01457    0.01123    0.00304         61        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    187/499      4.32G    0.01458    0.01128   0.002977         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    187/499      4.32G    0.01458    0.01128   0.002977         77        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    187/499      4.32G    0.01459    0.01126   0.003016         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.31it/s]
    187/499      4.32G    0.01459    0.01126   0.003016         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.19it/s]
    187/499      4.32G    0.01451    0.01128   0.002916         86        640:  52%|#####2    | 21/40 [00:04<00:03,  5.19it/s]
    187/499      4.32G    0.01451    0.01128   0.002916         86        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    187/499      4.32G    0.01444    0.01126   0.003036         68        640:  55%|#####5    | 22/40 [00:04<00:03,  5.29it/s]
    187/499      4.32G    0.01444    0.01126   0.003036         68        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    187/499      4.32G    0.01445    0.01126   0.003033         74        640:  57%|#####7    | 23/40 [00:04<00:03,  5.36it/s]
    187/499      4.32G    0.01445    0.01126   0.003033         74        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    187/499      4.32G    0.01449     0.0113   0.003005         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    187/499      4.32G    0.01449     0.0113   0.003005         77        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    187/499      4.32G    0.01451    0.01123   0.002934         53        640:  62%|######2   | 25/40 [00:04<00:02,  5.30it/s]
    187/499      4.32G    0.01451    0.01123   0.002934         53        640:  65%|######5   | 26/40 [00:04<00:02,  5.36it/s]
    187/499      4.32G    0.01453    0.01127   0.003174         80        640:  65%|######5   | 26/40 [00:05<00:02,  5.36it/s]
    187/499      4.32G    0.01453    0.01127   0.003174         80        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
    187/499      4.32G    0.01457    0.01132   0.003193         76        640:  68%|######7   | 27/40 [00:05<00:02,  5.12it/s]
    187/499      4.32G    0.01457    0.01132   0.003193         76        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    187/499      4.32G    0.01456    0.01126   0.003252         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.23it/s]
    187/499      4.32G    0.01456    0.01126   0.003252         58        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    187/499      4.32G    0.01458    0.01126   0.003362         73        640:  72%|#######2  | 29/40 [00:05<00:02,  5.31it/s]
    187/499      4.32G    0.01458    0.01126   0.003362         73        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    187/499      4.32G    0.01452    0.01123   0.003324         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.15it/s]
    187/499      4.32G    0.01452    0.01123   0.003324         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.25it/s]
    187/499      4.32G    0.01457    0.01133   0.003399         78        640:  78%|#######7  | 31/40 [00:06<00:01,  5.25it/s]
    187/499      4.32G    0.01457    0.01133   0.003399         78        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    187/499      4.32G    0.01459     0.0113   0.003426         63        640:  80%|########  | 32/40 [00:06<00:01,  5.32it/s]
    187/499      4.32G    0.01459     0.0113   0.003426         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    187/499      4.32G    0.01457    0.01138   0.003415         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    187/499      4.32G    0.01457    0.01138   0.003415         95        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    187/499      4.32G    0.01457    0.01137    0.00349         67        640:  85%|########5 | 34/40 [00:06<00:01,  5.27it/s]
    187/499      4.32G    0.01457    0.01137    0.00349         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    187/499      4.32G    0.01467    0.01139   0.003567         70        640:  88%|########7 | 35/40 [00:06<00:00,  5.33it/s]
    187/499      4.32G    0.01467    0.01139   0.003567         70        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    187/499      4.32G    0.01469    0.01153   0.003599         95        640:  90%|######### | 36/40 [00:06<00:00,  5.18it/s]
    187/499      4.32G    0.01469    0.01153   0.003599         95        640:  92%|#########2| 37/40 [00:06<00:00,  5.26it/s]
    187/499      4.32G     0.0147    0.01148   0.003629         69        640:  92%|#########2| 37/40 [00:07<00:00,  5.26it/s]
    187/499      4.32G     0.0147    0.01148   0.003629         69        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    187/499      4.32G    0.01475    0.01151   0.003633         70        640:  95%|#########5| 38/40 [00:07<00:00,  5.34it/s]
    187/499      4.32G    0.01475    0.01151   0.003633         70        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    187/499      4.32G     0.0147    0.01147    0.00359         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.22it/s]
    187/499      4.32G     0.0147    0.01147    0.00359         33        640: 100%|##########| 40/40 [00:07<00:00,  5.36it/s]
    187/499      4.32G     0.0147    0.01147    0.00359         33        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.33it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.17it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.83it/s]
                   all        132        263    0.00588     0.0158     0.0036     0.0012

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    188/499      4.32G    0.01509    0.01387   0.004844         76        640:   0%|          | 0/40 [00:00<?, ?it/s]
    188/499      4.32G    0.01509    0.01387   0.004844         76        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    188/499      4.32G     0.0146    0.01189    0.00381         64        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    188/499      4.32G     0.0146    0.01189    0.00381         64        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    188/499      4.32G    0.01416    0.01156   0.003445         77        640:   5%|5         | 2/40 [00:00<00:07,  5.23it/s]
    188/499      4.32G    0.01416    0.01156   0.003445         77        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    188/499      4.32G    0.01426    0.01106   0.003303         59        640:   8%|7         | 3/40 [00:00<00:06,  5.38it/s]
    188/499      4.32G    0.01426    0.01106   0.003303         59        640:  10%|#         | 4/40 [00:00<00:06,  5.48it/s]
    188/499      4.32G    0.01438    0.01144   0.002848         81        640:  10%|#         | 4/40 [00:00<00:06,  5.48it/s]
    188/499      4.32G    0.01438    0.01144   0.002848         81        640:  12%|#2        | 5/40 [00:00<00:06,  5.26it/s]
    188/499      4.32G    0.01448     0.0115   0.002862         73        640:  12%|#2        | 5/40 [00:01<00:06,  5.26it/s]
    188/499      4.32G    0.01448     0.0115   0.002862         73        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    188/499      4.32G    0.01476    0.01156   0.002962         69        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    188/499      4.32G    0.01476    0.01156   0.002962         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    188/499      4.32G    0.01452    0.01173   0.003345         91        640:  18%|#7        | 7/40 [00:01<00:06,  5.41it/s]
    188/499      4.32G    0.01452    0.01173   0.003345         91        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    188/499      4.32G    0.01451    0.01161   0.003324         55        640:  20%|##        | 8/40 [00:01<00:06,  5.24it/s]
    188/499      4.32G    0.01451    0.01161   0.003324         55        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    188/499      4.32G     0.0145    0.01176   0.003282         85        640:  22%|##2       | 9/40 [00:01<00:05,  5.32it/s]
    188/499      4.32G     0.0145    0.01176   0.003282         85        640:  25%|##5       | 10/40 [00:01<00:05,  5.41it/s]
    188/499      4.32G    0.01454    0.01182   0.003672         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.41it/s]
    188/499      4.32G    0.01454    0.01182   0.003672         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    188/499      4.32G    0.01444    0.01178   0.003515         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.24it/s]
    188/499      4.32G    0.01444    0.01178   0.003515         79        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    188/499      4.32G    0.01451     0.0119   0.003431         81        640:  30%|###       | 12/40 [00:02<00:05,  5.34it/s]
    188/499      4.32G    0.01451     0.0119   0.003431         81        640:  32%|###2      | 13/40 [00:02<00:04,  5.40it/s]
    188/499      4.32G    0.01454    0.01193   0.003422         83        640:  32%|###2      | 13/40 [00:02<00:04,  5.40it/s]
    188/499      4.32G    0.01454    0.01193   0.003422         83        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    188/499      4.32G    0.01461    0.01196   0.003462         75        640:  35%|###5      | 14/40 [00:02<00:05,  5.20it/s]
    188/499      4.32G    0.01461    0.01196   0.003462         75        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    188/499      4.32G    0.01471     0.0119   0.003772         73        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    188/499      4.32G    0.01471     0.0119   0.003772         73        640:  40%|####      | 16/40 [00:02<00:04,  5.38it/s]
    188/499      4.32G    0.01473    0.01197   0.003738         79        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    188/499      4.32G    0.01473    0.01197   0.003738         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    188/499      4.32G    0.01472    0.01196   0.003733         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.22it/s]
    188/499      4.32G    0.01472    0.01196   0.003733         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    188/499      4.32G    0.01466    0.01181   0.003866         62        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    188/499      4.32G    0.01466    0.01181   0.003866         62        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
    188/499      4.32G     0.0147    0.01177   0.003895         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.39it/s]
    188/499      4.32G     0.0147    0.01177   0.003895         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    188/499      4.32G    0.01479    0.01179    0.00389         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    188/499      4.32G    0.01479    0.01179    0.00389         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.32it/s]
    188/499      4.32G    0.01477    0.01176   0.003849         71        640:  52%|#####2    | 21/40 [00:04<00:03,  5.32it/s]
    188/499      4.32G    0.01477    0.01176   0.003849         71        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    188/499      4.32G    0.01478     0.0118   0.003928         87        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    188/499      4.32G    0.01478     0.0118   0.003928         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    188/499      4.32G    0.01474    0.01173   0.003868         69        640:  57%|#####7    | 23/40 [00:04<00:03,  5.23it/s]
    188/499      4.32G    0.01474    0.01173   0.003868         69        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    188/499      4.32G    0.01481    0.01172    0.00388         73        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    188/499      4.32G    0.01481    0.01172    0.00388         73        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    188/499      4.32G    0.01496    0.01175   0.003988         65        640:  62%|######2   | 25/40 [00:04<00:02,  5.38it/s]
    188/499      4.32G    0.01496    0.01175   0.003988         65        640:  65%|######5   | 26/40 [00:04<00:02,  5.25it/s]
    188/499      4.32G    0.01492    0.01169   0.003987         68        640:  65%|######5   | 26/40 [00:05<00:02,  5.25it/s]
    188/499      4.32G    0.01492    0.01169   0.003987         68        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    188/499      4.32G    0.01486    0.01168   0.003958         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    188/499      4.32G    0.01486    0.01168   0.003958         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    188/499      4.32G    0.01492    0.01168   0.003981         66        640:  70%|#######   | 28/40 [00:05<00:02,  5.29it/s]
    188/499      4.32G    0.01492    0.01168   0.003981         66        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    188/499      4.32G    0.01491    0.01172   0.003914         83        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    188/499      4.32G    0.01491    0.01172   0.003914         83        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    188/499      4.32G    0.01492    0.01167   0.003926         57        640:  75%|#######5  | 30/40 [00:05<00:01,  5.24it/s]
    188/499      4.32G    0.01492    0.01167   0.003926         57        640:  78%|#######7  | 31/40 [00:05<00:01,  5.33it/s]
    188/499      4.32G    0.01499    0.01174   0.003891         75        640:  78%|#######7  | 31/40 [00:06<00:01,  5.33it/s]
    188/499      4.32G    0.01499    0.01174   0.003891         75        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    188/499      4.32G    0.01505     0.0118   0.004038         82        640:  80%|########  | 32/40 [00:06<00:01,  5.20it/s]
    188/499      4.32G    0.01505     0.0118   0.004038         82        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    188/499      4.32G    0.01505    0.01182   0.004048         78        640:  82%|########2 | 33/40 [00:06<00:01,  5.27it/s]
    188/499      4.32G    0.01505    0.01182   0.004048         78        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    188/499      4.32G    0.01507    0.01178   0.004076         71        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    188/499      4.32G    0.01507    0.01178   0.004076         71        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    188/499      4.32G    0.01508    0.01177   0.004097         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.20it/s]
    188/499      4.32G    0.01508    0.01177   0.004097         72        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    188/499      4.32G     0.0151    0.01181   0.004171         78        640:  90%|######### | 36/40 [00:06<00:00,  5.29it/s]
    188/499      4.32G     0.0151    0.01181   0.004171         78        640:  92%|#########2| 37/40 [00:06<00:00,  5.36it/s]
    188/499      4.32G    0.01508    0.01177   0.004183         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.36it/s]
    188/499      4.32G    0.01508    0.01177   0.004183         62        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    188/499      4.32G    0.01508    0.01179   0.004265         76        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    188/499      4.32G    0.01508    0.01179   0.004265         76        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    188/499      4.32G    0.01512    0.01188    0.00426         44        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    188/499      4.32G    0.01512    0.01188    0.00426         44        640: 100%|##########| 40/40 [00:07<00:00,  5.39it/s]
    188/499      4.32G    0.01512    0.01188    0.00426         44        640: 100%|##########| 40/40 [00:07<00:00,  5.31it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.18it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.25it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.22it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.87it/s]
                   all        132        263    0.00441     0.0175     0.0065    0.00307

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    189/499      4.32G    0.01476    0.01008   0.004397         65        640:   0%|          | 0/40 [00:00<?, ?it/s]
    189/499      4.32G    0.01476    0.01008   0.004397         65        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    189/499      4.32G    0.01657    0.01253   0.007355         71        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    189/499      4.32G    0.01657    0.01253   0.007355         71        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    189/499      4.32G    0.01624    0.01219   0.006456         66        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    189/499      4.32G    0.01624    0.01219   0.006456         66        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    189/499      4.32G    0.01614    0.01263   0.005472         86        640:   8%|7         | 3/40 [00:00<00:06,  5.40it/s]
    189/499      4.32G    0.01614    0.01263   0.005472         86        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    189/499      4.32G    0.01577     0.0127   0.005252         84        640:  10%|#         | 4/40 [00:00<00:06,  5.20it/s]
    189/499      4.32G    0.01577     0.0127   0.005252         84        640:  12%|#2        | 5/40 [00:00<00:06,  5.29it/s]
    189/499      4.32G    0.01612    0.01257   0.005297         68        640:  12%|#2        | 5/40 [00:01<00:06,  5.29it/s]
    189/499      4.32G    0.01612    0.01257   0.005297         68        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    189/499      4.32G    0.01591     0.0124    0.00476         74        640:  15%|#5        | 6/40 [00:01<00:06,  5.33it/s]
    189/499      4.32G    0.01591     0.0124    0.00476         74        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    189/499      4.32G    0.01613    0.01244   0.004455         66        640:  18%|#7        | 7/40 [00:01<00:06,  5.19it/s]
    189/499      4.32G    0.01613    0.01244   0.004455         66        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    189/499      4.32G    0.01622     0.0124   0.004988         68        640:  20%|##        | 8/40 [00:01<00:06,  5.29it/s]
    189/499      4.32G    0.01622     0.0124   0.004988         68        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    189/499      4.32G    0.01617    0.01222   0.005377         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    189/499      4.32G    0.01617    0.01222   0.005377         62        640:  25%|##5       | 10/40 [00:01<00:05,  5.19it/s]
    189/499      4.32G    0.01604     0.0123   0.005206         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.19it/s]
    189/499      4.32G    0.01604     0.0123   0.005206         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    189/499      4.32G    0.01609    0.01234   0.005203         78        640:  28%|##7       | 11/40 [00:02<00:05,  5.27it/s]
    189/499      4.32G    0.01609    0.01234   0.005203         78        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    189/499      4.32G    0.01597    0.01212   0.005148         58        640:  30%|###       | 12/40 [00:02<00:05,  5.35it/s]
    189/499      4.32G    0.01597    0.01212   0.005148         58        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    189/499      4.32G    0.01595    0.01215   0.005109         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.22it/s]
    189/499      4.32G    0.01595    0.01215   0.005109         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    189/499      4.32G    0.01581    0.01227   0.004991         88        640:  35%|###5      | 14/40 [00:02<00:04,  5.30it/s]
    189/499      4.32G    0.01581    0.01227   0.004991         88        640:  38%|###7      | 15/40 [00:02<00:04,  5.34it/s]
    189/499      4.32G    0.01577    0.01231   0.004887         82        640:  38%|###7      | 15/40 [00:03<00:04,  5.34it/s]
    189/499      4.32G    0.01577    0.01231   0.004887         82        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    189/499      4.32G    0.01576    0.01211    0.00467         53        640:  40%|####      | 16/40 [00:03<00:04,  5.22it/s]
    189/499      4.32G    0.01576    0.01211    0.00467         53        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    189/499      4.32G    0.01578    0.01217    0.00478         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.30it/s]
    189/499      4.32G    0.01578    0.01217    0.00478         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    189/499      4.32G    0.01565    0.01203   0.004739         66        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    189/499      4.32G    0.01565    0.01203   0.004739         66        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    189/499      4.32G    0.01561    0.01211   0.004648         86        640:  48%|####7     | 19/40 [00:03<00:04,  5.19it/s]
    189/499      4.32G    0.01561    0.01211   0.004648         86        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    189/499      4.32G    0.01561    0.01206   0.004586         69        640:  50%|#####     | 20/40 [00:03<00:03,  5.25it/s]
    189/499      4.32G    0.01561    0.01206   0.004586         69        640:  52%|#####2    | 21/40 [00:03<00:03,  5.24it/s]
    189/499      4.32G    0.01559      0.012   0.004645         67        640:  52%|#####2    | 21/40 [00:04<00:03,  5.24it/s]
    189/499      4.32G    0.01559      0.012   0.004645         67        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
    189/499      4.32G    0.01557    0.01205   0.004612         78        640:  55%|#####5    | 22/40 [00:04<00:03,  5.11it/s]
    189/499      4.32G    0.01557    0.01205   0.004612         78        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    189/499      4.32G    0.01558    0.01206   0.004568         79        640:  57%|#####7    | 23/40 [00:04<00:03,  5.22it/s]
    189/499      4.32G    0.01558    0.01206   0.004568         79        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    189/499      4.32G    0.01553    0.01195   0.004458         66        640:  60%|######    | 24/40 [00:04<00:03,  5.32it/s]
    189/499      4.32G    0.01553    0.01195   0.004458         66        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    189/499      4.32G    0.01555      0.012   0.004486         71        640:  62%|######2   | 25/40 [00:04<00:02,  5.19it/s]
    189/499      4.32G    0.01555      0.012   0.004486         71        640:  65%|######5   | 26/40 [00:04<00:02,  5.27it/s]
    189/499      4.32G    0.01558    0.01201   0.004438         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.27it/s]
    189/499      4.32G    0.01558    0.01201   0.004438         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    189/499      4.32G    0.01558    0.01195   0.004419         67        640:  68%|######7   | 27/40 [00:05<00:02,  5.30it/s]
    189/499      4.32G    0.01558    0.01195   0.004419         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    189/499      4.32G    0.01568    0.01195    0.00458         67        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    189/499      4.32G    0.01568    0.01195    0.00458         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    189/499      4.32G    0.01565    0.01195   0.004534         67        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    189/499      4.32G    0.01565    0.01195   0.004534         67        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    189/499      4.32G     0.0156    0.01188   0.004441         64        640:  75%|#######5  | 30/40 [00:05<00:01,  5.34it/s]
    189/499      4.32G     0.0156    0.01188   0.004441         64        640:  78%|#######7  | 31/40 [00:05<00:01,  5.20it/s]
    189/499      4.32G    0.01557    0.01194   0.004442         86        640:  78%|#######7  | 31/40 [00:06<00:01,  5.20it/s]
    189/499      4.32G    0.01557    0.01194   0.004442         86        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    189/499      4.32G    0.01554    0.01192   0.004441         67        640:  80%|########  | 32/40 [00:06<00:01,  5.29it/s]
    189/499      4.32G    0.01554    0.01192   0.004441         67        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    189/499      4.32G    0.01547    0.01183   0.004357         60        640:  82%|########2 | 33/40 [00:06<00:01,  5.36it/s]
    189/499      4.32G    0.01547    0.01183   0.004357         60        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    189/499      4.32G    0.01551    0.01189   0.004437         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.22it/s]
    189/499      4.32G    0.01551    0.01189   0.004437         77        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    189/499      4.32G    0.01549    0.01184    0.00435         67        640:  88%|########7 | 35/40 [00:06<00:00,  5.28it/s]
    189/499      4.32G    0.01549    0.01184    0.00435         67        640:  90%|######### | 36/40 [00:06<00:00,  5.28it/s]
    189/499      4.32G    0.01546    0.01186   0.004271         75        640:  90%|######### | 36/40 [00:07<00:00,  5.28it/s]
    189/499      4.32G    0.01546    0.01186   0.004271         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    189/499      4.32G    0.01548    0.01191   0.004279         75        640:  92%|#########2| 37/40 [00:07<00:00,  5.17it/s]
    189/499      4.32G    0.01548    0.01191   0.004279         75        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    189/499      4.32G    0.01541    0.01189   0.004298         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.27it/s]
    189/499      4.32G    0.01541    0.01189   0.004298         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    189/499      4.32G    0.01544    0.01187   0.004287         35        640:  98%|#########7| 39/40 [00:07<00:00,  5.35it/s]
    189/499      4.32G    0.01544    0.01187   0.004287         35        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]
    189/499      4.32G    0.01544    0.01187   0.004287         35        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.15it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.76it/s]
                   all        132        263    0.00661     0.0228     0.0104    0.00427

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    190/499      4.32G     0.0157   0.009569   0.004463         59        640:   0%|          | 0/40 [00:00<?, ?it/s]
    190/499      4.32G     0.0157   0.009569   0.004463         59        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    190/499      4.32G    0.01655     0.0108   0.006169         68        640:   2%|2         | 1/40 [00:00<00:06,  5.63it/s]
    190/499      4.32G    0.01655     0.0108   0.006169         68        640:   5%|5         | 2/40 [00:00<00:06,  5.60it/s]
    190/499      4.32G    0.01648      0.012   0.004695         82        640:   5%|5         | 2/40 [00:00<00:06,  5.60it/s]
    190/499      4.32G    0.01648      0.012   0.004695         82        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    190/499      4.32G    0.01622    0.01224   0.004783         72        640:   8%|7         | 3/40 [00:00<00:06,  5.29it/s]
    190/499      4.32G    0.01622    0.01224   0.004783         72        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    190/499      4.32G    0.01564    0.01226   0.004017         78        640:  10%|#         | 4/40 [00:00<00:06,  5.40it/s]
    190/499      4.32G    0.01564    0.01226   0.004017         78        640:  12%|#2        | 5/40 [00:00<00:06,  5.47it/s]
    190/499      4.32G    0.01539    0.01222   0.003634         67        640:  12%|#2        | 5/40 [00:01<00:06,  5.47it/s]
    190/499      4.32G    0.01539    0.01222   0.003634         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    190/499      4.32G    0.01532    0.01182   0.003441         57        640:  15%|#5        | 6/40 [00:01<00:06,  5.24it/s]
    190/499      4.32G    0.01532    0.01182   0.003441         57        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    190/499      4.32G      0.015    0.01146   0.003603         62        640:  18%|#7        | 7/40 [00:01<00:06,  5.33it/s]
    190/499      4.32G      0.015    0.01146   0.003603         62        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    190/499      4.32G      0.015     0.0113   0.003666         62        640:  20%|##        | 8/40 [00:01<00:05,  5.39it/s]
    190/499      4.32G      0.015     0.0113   0.003666         62        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    190/499      4.32G    0.01504    0.01132    0.00359         65        640:  22%|##2       | 9/40 [00:01<00:05,  5.25it/s]
    190/499      4.32G    0.01504    0.01132    0.00359         65        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    190/499      4.32G    0.01513     0.0113   0.003868         70        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    190/499      4.32G    0.01513     0.0113   0.003868         70        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    190/499      4.32G    0.01523     0.0114   0.004089         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.41it/s]
    190/499      4.32G    0.01523     0.0114   0.004089         79        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    190/499      4.32G    0.01528    0.01149   0.004407         75        640:  30%|###       | 12/40 [00:02<00:05,  5.23it/s]
    190/499      4.32G    0.01528    0.01149   0.004407         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    190/499      4.32G    0.01515    0.01162   0.004242         89        640:  32%|###2      | 13/40 [00:02<00:05,  5.34it/s]
    190/499      4.32G    0.01515    0.01162   0.004242         89        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    190/499      4.32G    0.01516    0.01172   0.004353         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.41it/s]
    190/499      4.32G    0.01516    0.01172   0.004353         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    190/499      4.32G    0.01518    0.01165   0.004338         64        640:  38%|###7      | 15/40 [00:02<00:04,  5.26it/s]
    190/499      4.32G    0.01518    0.01165   0.004338         64        640:  40%|####      | 16/40 [00:02<00:04,  5.37it/s]
    190/499      4.32G    0.01539    0.01183   0.004248         83        640:  40%|####      | 16/40 [00:03<00:04,  5.37it/s]
    190/499      4.32G    0.01539    0.01183   0.004248         83        640:  42%|####2     | 17/40 [00:03<00:04,  5.42it/s]
    190/499      4.32G    0.01542     0.0121   0.004167        104        640:  42%|####2     | 17/40 [00:03<00:04,  5.42it/s]
    190/499      4.32G    0.01542     0.0121   0.004167        104        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    190/499      4.32G    0.01538    0.01201   0.004005         68        640:  45%|####5     | 18/40 [00:03<00:04,  5.26it/s]
    190/499      4.32G    0.01538    0.01201   0.004005         68        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    190/499      4.32G    0.01534    0.01189   0.003858         63        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    190/499      4.32G    0.01534    0.01189   0.003858         63        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    190/499      4.32G    0.01533    0.01186   0.003812         70        640:  50%|#####     | 20/40 [00:03<00:03,  5.39it/s]
    190/499      4.32G    0.01533    0.01186   0.003812         70        640:  52%|#####2    | 21/40 [00:03<00:03,  5.26it/s]
    190/499      4.32G    0.01524    0.01178   0.003724         69        640:  52%|#####2    | 21/40 [00:04<00:03,  5.26it/s]
    190/499      4.32G    0.01524    0.01178   0.003724         69        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    190/499      4.32G    0.01528    0.01179   0.003728         70        640:  55%|#####5    | 22/40 [00:04<00:03,  5.27it/s]
    190/499      4.32G    0.01528    0.01179   0.003728         70        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    190/499      4.32G    0.01516    0.01177    0.00366         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.34it/s]
    190/499      4.32G    0.01516    0.01177    0.00366         77        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    190/499      4.32G     0.0152    0.01179   0.003713         76        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    190/499      4.32G     0.0152    0.01179   0.003713         76        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    190/499      4.32G    0.01517    0.01179   0.003716         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.33it/s]
    190/499      4.32G    0.01517    0.01179   0.003716         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.39it/s]
    190/499      4.32G    0.01517    0.01179   0.003705         73        640:  65%|######5   | 26/40 [00:05<00:02,  5.39it/s]
    190/499      4.32G    0.01517    0.01179   0.003705         73        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    190/499      4.32G    0.01515     0.0118   0.003693         86        640:  68%|######7   | 27/40 [00:05<00:02,  5.16it/s]
    190/499      4.32G    0.01515     0.0118   0.003693         86        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    190/499      4.32G    0.01519    0.01177   0.003655         71        640:  70%|#######   | 28/40 [00:05<00:02,  5.25it/s]
    190/499      4.32G    0.01519    0.01177   0.003655         71        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    190/499      4.32G    0.01519    0.01175   0.003668         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.33it/s]
    190/499      4.32G    0.01519    0.01175   0.003668         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    190/499      4.32G    0.01517    0.01175   0.003751         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.20it/s]
    190/499      4.32G    0.01517    0.01175   0.003751         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.31it/s]
    190/499      4.32G    0.01515    0.01181   0.003771         82        640:  78%|#######7  | 31/40 [00:06<00:01,  5.31it/s]
    190/499      4.32G    0.01515    0.01181   0.003771         82        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    190/499      4.32G    0.01516    0.01183   0.003794         76        640:  80%|########  | 32/40 [00:06<00:01,  5.30it/s]
    190/499      4.32G    0.01516    0.01183   0.003794         76        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    190/499      4.32G    0.01516    0.01178   0.003928         68        640:  82%|########2 | 33/40 [00:06<00:01,  5.17it/s]
    190/499      4.32G    0.01516    0.01178   0.003928         68        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    190/499      4.32G    0.01517    0.01181   0.003902         73        640:  85%|########5 | 34/40 [00:06<00:01,  5.28it/s]
    190/499      4.32G    0.01517    0.01181   0.003902         73        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    190/499      4.32G    0.01518     0.0117   0.004042         54        640:  88%|########7 | 35/40 [00:06<00:00,  5.36it/s]
    190/499      4.32G    0.01518     0.0117   0.004042         54        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    190/499      4.32G    0.01513    0.01165   0.003993         67        640:  90%|######### | 36/40 [00:06<00:00,  5.22it/s]
    190/499      4.32G    0.01513    0.01165   0.003993         67        640:  92%|#########2| 37/40 [00:06<00:00,  5.33it/s]
    190/499      4.32G    0.01507    0.01165   0.003953         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.33it/s]
    190/499      4.32G    0.01507    0.01165   0.003953         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    190/499      4.32G    0.01509    0.01159   0.004067         63        640:  95%|#########5| 38/40 [00:07<00:00,  5.33it/s]
    190/499      4.32G    0.01509    0.01159   0.004067         63        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    190/499      4.32G    0.01513    0.01161   0.004065         41        640:  98%|#########7| 39/40 [00:07<00:00,  5.20it/s]
    190/499      4.32G    0.01513    0.01161   0.004065         41        640: 100%|##########| 40/40 [00:07<00:00,  5.37it/s]
    190/499      4.32G    0.01513    0.01161   0.004065         41        640: 100%|##########| 40/40 [00:07<00:00,  5.32it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.14it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.23it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.77it/s]
                   all        132        263      0.344    0.00526    0.00526    0.00303

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    191/499      4.32G    0.01344    0.01257   0.003958         86        640:   0%|          | 0/40 [00:00<?, ?it/s]
    191/499      4.32G    0.01344    0.01257   0.003958         86        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    191/499      4.32G    0.01434    0.01207   0.004385         74        640:   2%|2         | 1/40 [00:00<00:06,  5.60it/s]
    191/499      4.32G    0.01434    0.01207   0.004385         74        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    191/499      4.32G    0.01469     0.0119    0.00504         67        640:   5%|5         | 2/40 [00:00<00:07,  5.22it/s]
    191/499      4.32G    0.01469     0.0119    0.00504         67        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    191/499      4.32G    0.01485    0.01169   0.004685         74        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    191/499      4.32G    0.01485    0.01169   0.004685         74        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    191/499      4.32G    0.01435    0.01164   0.004013         77        640:  10%|#         | 4/40 [00:00<00:06,  5.34it/s]
    191/499      4.32G    0.01435    0.01164   0.004013         77        640:  12%|#2        | 5/40 [00:00<00:06,  5.11it/s]
    191/499      4.32G    0.01439    0.01125   0.004043         59        640:  12%|#2        | 5/40 [00:01<00:06,  5.11it/s]
    191/499      4.32G    0.01439    0.01125   0.004043         59        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    191/499      4.32G    0.01468    0.01127    0.00388         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.26it/s]
    191/499      4.32G    0.01468    0.01127    0.00388         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    191/499      4.32G    0.01494    0.01144   0.003944         75        640:  18%|#7        | 7/40 [00:01<00:06,  5.35it/s]
    191/499      4.32G    0.01494    0.01144   0.003944         75        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    191/499      4.32G    0.01494    0.01145   0.004151         71        640:  20%|##        | 8/40 [00:01<00:06,  5.22it/s]
    191/499      4.32G    0.01494    0.01145   0.004151         71        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    191/499      4.32G    0.01493    0.01153   0.004129         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.26it/s]
    191/499      4.32G    0.01493    0.01153   0.004129         75        640:  25%|##5       | 10/40 [00:01<00:05,  5.33it/s]
    191/499      4.32G    0.01502    0.01169   0.004159         72        640:  25%|##5       | 10/40 [00:02<00:05,  5.33it/s]
    191/499      4.32G    0.01502    0.01169   0.004159         72        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    191/499      4.32G    0.01503    0.01164   0.004216         65        640:  28%|##7       | 11/40 [00:02<00:05,  5.21it/s]
    191/499      4.32G    0.01503    0.01164   0.004216         65        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    191/499      4.32G    0.01526    0.01178   0.004565         75        640:  30%|###       | 12/40 [00:02<00:05,  5.32it/s]
    191/499      4.32G    0.01526    0.01178   0.004565         75        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    191/499      4.32G    0.01526    0.01166   0.004562         64        640:  32%|###2      | 13/40 [00:02<00:05,  5.40it/s]
    191/499      4.32G    0.01526    0.01166   0.004562         64        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    191/499      4.32G     0.0153    0.01185   0.004514         71        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    191/499      4.32G     0.0153    0.01185   0.004514         71        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    191/499      4.32G    0.01522    0.01186   0.004426         80        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    191/499      4.32G    0.01522    0.01186   0.004426         80        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    191/499      4.32G    0.01517    0.01188   0.004803         65        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    191/499      4.32G    0.01517    0.01188   0.004803         65        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    191/499      4.32G    0.01524    0.01196    0.00477         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    191/499      4.32G    0.01524    0.01196    0.00477         75        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    191/499      4.32G    0.01516    0.01191   0.004786         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.32it/s]
    191/499      4.32G    0.01516    0.01191   0.004786         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    191/499      4.32G    0.01515    0.01201   0.005014         83        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    191/499      4.32G    0.01515    0.01201   0.005014         83        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    191/499      4.32G    0.01513    0.01193   0.005021         61        640:  50%|#####     | 20/40 [00:03<00:03,  5.20it/s]
    191/499      4.32G    0.01513    0.01193   0.005021         61        640:  52%|#####2    | 21/40 [00:03<00:03,  5.29it/s]
    191/499      4.32G    0.01514    0.01201   0.005104         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.29it/s]
    191/499      4.32G    0.01514    0.01201   0.005104         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    191/499      4.32G    0.01517    0.01202   0.005196         76        640:  55%|#####5    | 22/40 [00:04<00:03,  5.37it/s]
    191/499      4.32G    0.01517    0.01202   0.005196         76        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    191/499      4.32G    0.01518    0.01196   0.005167         60        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    191/499      4.32G    0.01518    0.01196   0.005167         60        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    191/499      4.32G    0.01523    0.01185   0.005155         54        640:  60%|######    | 24/40 [00:04<00:03,  5.30it/s]
    191/499      4.32G    0.01523    0.01185   0.005155         54        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    191/499      4.32G    0.01526    0.01178   0.005084         62        640:  62%|######2   | 25/40 [00:04<00:02,  5.31it/s]
    191/499      4.32G    0.01526    0.01178   0.005084         62        640:  65%|######5   | 26/40 [00:04<00:02,  5.21it/s]
    191/499      4.32G    0.01526    0.01178   0.005074         77        640:  65%|######5   | 26/40 [00:05<00:02,  5.21it/s]
    191/499      4.32G    0.01526    0.01178   0.005074         77        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    191/499      4.32G    0.01525    0.01168    0.00502         58        640:  68%|######7   | 27/40 [00:05<00:02,  5.26it/s]
    191/499      4.32G    0.01525    0.01168    0.00502         58        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    191/499      4.32G    0.01519    0.01164   0.004942         65        640:  70%|#######   | 28/40 [00:05<00:02,  5.35it/s]
    191/499      4.32G    0.01519    0.01164   0.004942         65        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    191/499      4.32G    0.01521    0.01169   0.004937         77        640:  72%|#######2  | 29/40 [00:05<00:02,  5.12it/s]
    191/499      4.32G    0.01521    0.01169   0.004937         77        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    191/499      4.32G    0.01523    0.01164   0.005123         65        640:  75%|#######5  | 30/40 [00:05<00:01,  5.22it/s]
    191/499      4.32G    0.01523    0.01164   0.005123         65        640:  78%|#######7  | 31/40 [00:05<00:01,  5.29it/s]
    191/499      4.32G    0.01519    0.01169   0.005053         83        640:  78%|#######7  | 31/40 [00:06<00:01,  5.29it/s]
    191/499      4.32G    0.01519    0.01169   0.005053         83        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    191/499      4.32G    0.01525     0.0118   0.005014         95        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    191/499      4.32G    0.01525     0.0118   0.005014         95        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    191/499      4.32G     0.0152    0.01182   0.004965         84        640:  82%|########2 | 33/40 [00:06<00:01,  5.28it/s]
    191/499      4.32G     0.0152    0.01182   0.004965         84        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    191/499      4.32G    0.01521    0.01181   0.004929         69        640:  85%|########5 | 34/40 [00:06<00:01,  5.34it/s]
    191/499      4.32G    0.01521    0.01181   0.004929         69        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    191/499      4.32G    0.01522    0.01182   0.004893         75        640:  88%|########7 | 35/40 [00:06<00:00,  5.17it/s]
    191/499      4.32G    0.01522    0.01182   0.004893         75        640:  90%|######### | 36/40 [00:06<00:00,  5.25it/s]
    191/499      4.32G    0.01526    0.01181   0.004832         65        640:  90%|######### | 36/40 [00:07<00:00,  5.25it/s]
    191/499      4.32G    0.01526    0.01181   0.004832         65        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    191/499      4.32G    0.01519    0.01174   0.004769         64        640:  92%|#########2| 37/40 [00:07<00:00,  5.31it/s]
    191/499      4.32G    0.01519    0.01174   0.004769         64        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    191/499      4.32G    0.01521    0.01172    0.00478         72        640:  95%|#########5| 38/40 [00:07<00:00,  5.12it/s]
    191/499      4.32G    0.01521    0.01172    0.00478         72        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    191/499      4.32G    0.01515    0.01171   0.004688         39        640:  98%|#########7| 39/40 [00:07<00:00,  5.19it/s]
    191/499      4.32G    0.01515    0.01171   0.004688         39        640: 100%|##########| 40/40 [00:07<00:00,  5.34it/s]
    191/499      4.32G    0.01515    0.01171   0.004688         39        640: 100%|##########| 40/40 [00:07<00:00,  5.27it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.81it/s]
                   all        132        263      0.545    0.00351    0.00346    0.00192

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    192/499      4.32G    0.01478    0.01509   0.002171        105        640:   0%|          | 0/40 [00:00<?, ?it/s]
    192/499      4.32G    0.01478    0.01509   0.002171        105        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    192/499      4.32G    0.01438    0.01492   0.003808         94        640:   2%|2         | 1/40 [00:00<00:07,  4.98it/s]
    192/499      4.32G    0.01438    0.01492   0.003808         94        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    192/499      4.32G    0.01388    0.01342   0.004389         63        640:   5%|5         | 2/40 [00:00<00:07,  5.29it/s]
    192/499      4.32G    0.01388    0.01342   0.004389         63        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    192/499      4.32G    0.01412    0.01288   0.003876         72        640:   8%|7         | 3/40 [00:00<00:06,  5.39it/s]
    192/499      4.32G    0.01412    0.01288   0.003876         72        640:  10%|#         | 4/40 [00:00<00:07,  5.09it/s]
    192/499      4.32G    0.01383    0.01214   0.003399         53        640:  10%|#         | 4/40 [00:00<00:07,  5.09it/s]
    192/499      4.32G    0.01383    0.01214   0.003399         53        640:  12%|#2        | 5/40 [00:00<00:06,  5.21it/s]
    192/499      4.32G    0.01403    0.01197   0.003218         63        640:  12%|#2        | 5/40 [00:01<00:06,  5.21it/s]
    192/499      4.32G    0.01403    0.01197   0.003218         63        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    192/499      4.32G    0.01428    0.01162   0.003695         67        640:  15%|#5        | 6/40 [00:01<00:06,  5.32it/s]
    192/499      4.32G    0.01428    0.01162   0.003695         67        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    192/499      4.32G    0.01419    0.01142   0.003784         69        640:  18%|#7        | 7/40 [00:01<00:06,  5.18it/s]
    192/499      4.32G    0.01419    0.01142   0.003784         69        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    192/499      4.32G    0.01407    0.01126   0.003538         64        640:  20%|##        | 8/40 [00:01<00:06,  5.27it/s]
    192/499      4.32G    0.01407    0.01126   0.003538         64        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    192/499      4.32G     0.0144    0.01125   0.003954         69        640:  22%|##2       | 9/40 [00:01<00:05,  5.35it/s]
    192/499      4.32G     0.0144    0.01125   0.003954         69        640:  25%|##5       | 10/40 [00:01<00:05,  5.13it/s]
    192/499      4.32G    0.01446     0.0113   0.004045         66        640:  25%|##5       | 10/40 [00:02<00:05,  5.13it/s]
    192/499      4.32G    0.01446     0.0113   0.004045         66        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    192/499      4.32G    0.01447    0.01117   0.003971         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.19it/s]
    192/499      4.32G    0.01447    0.01117   0.003971         58        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    192/499      4.32G    0.01443    0.01129   0.003789         83        640:  30%|###       | 12/40 [00:02<00:05,  5.29it/s]
    192/499      4.32G    0.01443    0.01129   0.003789         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    192/499      4.32G    0.01455     0.0114   0.003911         83        640:  32%|###2      | 13/40 [00:02<00:05,  5.16it/s]
    192/499      4.32G    0.01455     0.0114   0.003911         83        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    192/499      4.32G     0.0145    0.01146   0.003742         82        640:  35%|###5      | 14/40 [00:02<00:04,  5.26it/s]
    192/499      4.32G     0.0145    0.01146   0.003742         82        640:  38%|###7      | 15/40 [00:02<00:04,  5.35it/s]
    192/499      4.32G    0.01434    0.01133   0.003622         60        640:  38%|###7      | 15/40 [00:03<00:04,  5.35it/s]
    192/499      4.32G    0.01434    0.01133   0.003622         60        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    192/499      4.32G    0.01443    0.01143   0.003665         75        640:  40%|####      | 16/40 [00:03<00:04,  5.21it/s]
    192/499      4.32G    0.01443    0.01143   0.003665         75        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    192/499      4.32G    0.01455    0.01154   0.003893         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    192/499      4.32G    0.01455    0.01154   0.003893         80        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    192/499      4.32G    0.01462    0.01163   0.003971         77        640:  45%|####5     | 18/40 [00:03<00:04,  5.34it/s]
    192/499      4.32G    0.01462    0.01163   0.003971         77        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    192/499      4.32G    0.01452    0.01157   0.003997         68        640:  48%|####7     | 19/40 [00:03<00:04,  5.21it/s]
    192/499      4.32G    0.01452    0.01157   0.003997         68        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    192/499      4.32G    0.01466    0.01154   0.004025         62        640:  50%|#####     | 20/40 [00:03<00:03,  5.28it/s]
    192/499      4.32G    0.01466    0.01154   0.004025         62        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    192/499      4.32G    0.01467     0.0116   0.004087         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    192/499      4.32G    0.01467     0.0116   0.004087         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    192/499      4.32G    0.01467    0.01166   0.004117         82        640:  55%|#####5    | 22/40 [00:04<00:03,  5.22it/s]
    192/499      4.32G    0.01467    0.01166   0.004117         82        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    192/499      4.32G    0.01471    0.01172   0.004003         87        640:  57%|#####7    | 23/40 [00:04<00:03,  5.29it/s]
    192/499      4.32G    0.01471    0.01172   0.004003         87        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    192/499      4.32G    0.01477    0.01177   0.004029         86        640:  60%|######    | 24/40 [00:04<00:02,  5.36it/s]
    192/499      4.32G    0.01477    0.01177   0.004029         86        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    192/499      4.32G    0.01484     0.0118   0.004057         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.21it/s]
    192/499      4.32G    0.01484     0.0118   0.004057         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.28it/s]
    192/499      4.32G     0.0148    0.01179   0.004106         74        640:  65%|######5   | 26/40 [00:05<00:02,  5.28it/s]
    192/499      4.32G     0.0148    0.01179   0.004106         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    192/499      4.32G    0.01473    0.01173   0.004151         69        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    192/499      4.32G    0.01473    0.01173   0.004151         69        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    192/499      4.32G     0.0147    0.01173   0.004154         82        640:  70%|#######   | 28/40 [00:05<00:02,  5.19it/s]
    192/499      4.32G     0.0147    0.01173   0.004154         82        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    192/499      4.32G    0.01471    0.01167   0.004118         63        640:  72%|#######2  | 29/40 [00:05<00:02,  5.29it/s]
    192/499      4.32G    0.01471    0.01167   0.004118         63        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    192/499      4.32G    0.01473     0.0117    0.00414         75        640:  75%|#######5  | 30/40 [00:05<00:01,  5.33it/s]
    192/499      4.32G    0.01473     0.0117    0.00414         75        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    192/499      4.32G    0.01474    0.01168   0.004163         67        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    192/499      4.32G    0.01474    0.01168   0.004163         67        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    192/499      4.32G    0.01484    0.01163   0.004367         56        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    192/499      4.32G    0.01484    0.01163   0.004367         56        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    192/499      4.32G     0.0148    0.01162   0.004384         75        640:  82%|########2 | 33/40 [00:06<00:01,  5.30it/s]
    192/499      4.32G     0.0148    0.01162   0.004384         75        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    192/499      4.32G    0.01476    0.01166   0.004337         91        640:  85%|########5 | 34/40 [00:06<00:01,  5.15it/s]
    192/499      4.32G    0.01476    0.01166   0.004337         91        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    192/499      4.32G    0.01474    0.01163   0.004399         72        640:  88%|########7 | 35/40 [00:06<00:00,  5.23it/s]
    192/499      4.32G    0.01474    0.01163   0.004399         72        640:  90%|######### | 36/40 [00:06<00:00,  5.30it/s]
    192/499      4.32G    0.01473    0.01158   0.004363         62        640:  90%|######### | 36/40 [00:07<00:00,  5.30it/s]
    192/499      4.32G    0.01473    0.01158   0.004363         62        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    192/499      4.32G    0.01473    0.01159   0.004349         81        640:  92%|#########2| 37/40 [00:07<00:00,  5.18it/s]
    192/499      4.32G    0.01473    0.01159   0.004349         81        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    192/499      4.32G    0.01479    0.01156   0.004362         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    192/499      4.32G    0.01479    0.01156   0.004362         61        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    192/499      4.32G    0.01478    0.01162   0.004309         46        640:  98%|#########7| 39/40 [00:07<00:00,  5.30it/s]
    192/499      4.32G    0.01478    0.01162   0.004309         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]
    192/499      4.32G    0.01478    0.01162   0.004309         46        640: 100%|##########| 40/40 [00:07<00:00,  5.25it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  5.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  5.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  5.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  6.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  5.76it/s]
                   all        132        263      0.819    0.00702    0.00836    0.00279

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    193/499      4.32G    0.01668    0.01239   0.003771         80        640:   0%|          | 0/40 [00:00<?, ?it/s]
    193/499      4.32G    0.01668    0.01239   0.003771         80        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    193/499      4.32G    0.01566    0.01183   0.005404         68        640:   2%|2         | 1/40 [00:00<00:07,  5.52it/s]
    193/499      4.32G    0.01566    0.01183   0.005404         68        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    193/499      4.32G     0.0153    0.01185   0.005283         73        640:   5%|5         | 2/40 [00:00<00:06,  5.48it/s]
    193/499      4.32G     0.0153    0.01185   0.005283         73        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    193/499      4.32G    0.01485    0.01143    0.00437         70        640:   8%|7         | 3/40 [00:00<00:07,  5.18it/s]
    193/499      4.32G    0.01485    0.01143    0.00437         70        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    193/499      4.32G    0.01507    0.01187   0.004959         65        640:  10%|#         | 4/40 [00:00<00:06,  5.28it/s]
    193/499      4.32G    0.01507    0.01187   0.004959         65        640:  12%|#2        | 5/40 [00:00<00:06,  5.37it/s]
    193/499      4.32G    0.01513    0.01196   0.004809         76        640:  12%|#2        | 5/40 [00:01<00:06,  5.37it/s]
    193/499      4.32G    0.01513    0.01196   0.004809         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    193/499      4.32G    0.01506    0.01203   0.004756         76        640:  15%|#5        | 6/40 [00:01<00:06,  5.18it/s]
    193/499      4.32G    0.01506    0.01203   0.004756         76        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    193/499      4.32G    0.01497    0.01189   0.004493         65        640:  18%|#7        | 7/40 [00:01<00:06,  5.28it/s]
    193/499      4.32G    0.01497    0.01189   0.004493         65        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    193/499      4.32G    0.01494    0.01206   0.004468         77        640:  20%|##        | 8/40 [00:01<00:05,  5.36it/s]
    193/499      4.32G    0.01494    0.01206   0.004468         77        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    193/499      4.32G    0.01497     0.0118   0.004399         60        640:  22%|##2       | 9/40 [00:01<00:05,  5.20it/s]
    193/499      4.32G    0.01497     0.0118   0.004399         60        640:  25%|##5       | 10/40 [00:01<00:05,  5.28it/s]
    193/499      4.32G    0.01492    0.01178   0.004212         79        640:  25%|##5       | 10/40 [00:02<00:05,  5.28it/s]
    193/499      4.32G    0.01492    0.01178   0.004212         79        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    193/499      4.32G    0.01478    0.01167   0.004307         58        640:  28%|##7       | 11/40 [00:02<00:05,  5.35it/s]
    193/499      4.32G    0.01478    0.01167   0.004307         58        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    193/499      4.32G    0.01466     0.0115   0.004338         65        640:  30%|###       | 12/40 [00:02<00:05,  5.20it/s]
    193/499      4.32G    0.01466     0.0115   0.004338         65        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    193/499      4.32G    0.01466    0.01145    0.00432         74        640:  32%|###2      | 13/40 [00:02<00:05,  5.30it/s]
    193/499      4.32G    0.01466    0.01145    0.00432         74        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    193/499      4.32G    0.01469     0.0115   0.004294         72        640:  35%|###5      | 14/40 [00:02<00:04,  5.35it/s]
    193/499      4.32G    0.01469     0.0115   0.004294         72        640:  38%|###7      | 15/40 [00:02<00:04,  5.19it/s]
    193/499      4.32G    0.01468    0.01147   0.004168         69        640:  38%|###7      | 15/40 [00:03<00:04,  5.19it/s]
    193/499      4.32G    0.01468    0.01147   0.004168         69        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    193/499      4.32G    0.01464    0.01154    0.00397         79        640:  40%|####      | 16/40 [00:03<00:04,  5.29it/s]
    193/499      4.32G    0.01464    0.01154    0.00397         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    193/499      4.32G    0.01456    0.01159    0.00403         79        640:  42%|####2     | 17/40 [00:03<00:04,  5.35it/s]
    193/499      4.32G    0.01456    0.01159    0.00403         79        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    193/499      4.32G    0.01455    0.01158   0.003921         73        640:  45%|####5     | 18/40 [00:03<00:04,  5.22it/s]
    193/499      4.32G    0.01455    0.01158   0.003921         73        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    193/499      4.32G    0.01458    0.01156   0.003969         67        640:  48%|####7     | 19/40 [00:03<00:03,  5.32it/s]
    193/499      4.32G    0.01458    0.01156   0.003969         67        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    193/499      4.32G    0.01453    0.01157   0.003919         80        640:  50%|#####     | 20/40 [00:03<00:03,  5.37it/s]
    193/499      4.32G    0.01453    0.01157   0.003919         80        640:  52%|#####2    | 21/40 [00:03<00:03,  5.23it/s]
    193/499      4.32G    0.01458    0.01161   0.003865         79        640:  52%|#####2    | 21/40 [00:04<00:03,  5.23it/s]
    193/499      4.32G    0.01458    0.01161   0.003865         79        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    193/499      4.32G     0.0146    0.01163   0.003913         77        640:  55%|#####5    | 22/40 [00:04<00:03,  5.33it/s]
    193/499      4.32G     0.0146    0.01163   0.003913         77        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    193/499      4.32G    0.01467    0.01153   0.003921         59        640:  57%|#####7    | 23/40 [00:04<00:03,  5.35it/s]
    193/499      4.32G    0.01467    0.01153   0.003921         59        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    193/499      4.32G    0.01463    0.01153   0.003854         80        640:  60%|######    | 24/40 [00:04<00:03,  5.21it/s]
    193/499      4.32G    0.01463    0.01153   0.003854         80        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    193/499      4.32G    0.01465    0.01157   0.003853         79        640:  62%|######2   | 25/40 [00:04<00:02,  5.23it/s]
    193/499      4.32G    0.01465    0.01157   0.003853         79        640:  65%|######5   | 26/40 [00:04<00:02,  5.31it/s]
    193/499      4.32G    0.01461    0.01159   0.003753         72        640:  65%|######5   | 26/40 [00:05<00:02,  5.31it/s]
    193/499      4.32G    0.01461    0.01159   0.003753         72        640:  68%|######7   | 27/40 [00:05<00:02,  5.07it/s]
    193/499      4.32G    0.01462    0.01168   0.003693         90        640:  68%|######7   | 27/40 [00:05<00:02,  5.07it/s]
    193/499      4.32G    0.01462    0.01168   0.003693         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    193/499      4.32G    0.01461    0.01171   0.003628         90        640:  70%|#######   | 28/40 [00:05<00:02,  5.18it/s]
    193/499      4.32G    0.01461    0.01171   0.003628         90        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    193/499      4.32G    0.01459    0.01172   0.003622         80        640:  72%|#######2  | 29/40 [00:05<00:02,  5.27it/s]
    193/499      4.32G    0.01459    0.01172   0.003622         80        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    193/499      4.32G    0.01459    0.01175   0.003569         79        640:  75%|#######5  | 30/40 [00:05<00:01,  5.14it/s]
    193/499      4.32G    0.01459    0.01175   0.003569         79        640:  78%|#######7  | 31/40 [00:05<00:01,  5.19it/s]
    193/499      4.32G    0.01456    0.01175    0.00359         74        640:  78%|#######7  | 31/40 [00:06<00:01,  5.19it/s]
    193/499      4.32G    0.01456    0.01175    0.00359         74        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    193/499      4.32G    0.01454    0.01175   0.003585         79        640:  80%|########  | 32/40 [00:06<00:01,  5.26it/s]
    193/499      4.32G    0.01454    0.01175   0.003585         79        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    193/499      4.32G    0.01457     0.0118   0.003773         77        640:  82%|########2 | 33/40 [00:06<00:01,  5.15it/s]
    193/499      4.32G    0.01457     0.0118   0.003773         77        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    193/499      4.32G    0.01459    0.01187   0.003864         83        640:  85%|########5 | 34/40 [00:06<00:01,  5.26it/s]
    193/499      4.32G    0.01459    0.01187   0.003864         83        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    193/499      4.32G    0.01459    0.01189   0.003835         81        640:  88%|########7 | 35/40 [00:06<00:00,  5.34it/s]
    193/499      4.32G    0.01459    0.01189   0.003835         81        640:  90%|######### | 36/40 [00:06<00:00,  5.13it/s]
    193/499      4.32G    0.01454    0.01182   0.003978         66        640:  90%|######### | 36/40 [00:07<00:00,  5.13it/s]
    193/499      4.32G    0.01454    0.01182   0.003978         66        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    193/499      4.32G    0.01449    0.01181   0.004011         77        640:  92%|#########2| 37/40 [00:07<00:00,  5.23it/s]
    193/499      4.32G    0.01449    0.01181   0.004011         77        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    193/499      4.32G    0.01448    0.01185   0.003953         86        640:  95%|#########5| 38/40 [00:07<00:00,  5.29it/s]
    193/499      4.32G    0.01448    0.01185   0.003953         86        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    193/499      4.32G    0.01443    0.01177   0.003872         33        640:  98%|#########7| 39/40 [00:07<00:00,  5.14it/s]
    193/499      4.32G    0.01443    0.01177   0.003872         33        640: 100%|##########| 40/40 [00:07<00:00,  5.30it/s]
    193/499      4.32G    0.01443    0.01177   0.003872         33        640: 100%|##########| 40/40 [00:07<00:00,  5.26it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  6.65it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  6.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  7.41it/s]
                   all        132        263    0.00267    0.00351    0.00259    0.00136

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size

  0%|          | 0/40 [00:00<?, ?it/s]
    194/499      4.32G    0.01454    0.01289   0.001417         82        640:   0%|          | 0/40 [00:00<?, ?it/s]
    194/499      4.32G    0.01454    0.01289   0.001417         82        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
    194/499      4.32G    0.01639    0.01245   0.002747         66        640:   2%|2         | 1/40 [00:00<00:07,  5.30it/s]
    194/499      4.32G    0.01639    0.01245   0.002747         66        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
    194/499      4.32G    0.01582    0.01224   0.003083         76        640:   5%|5         | 2/40 [00:00<00:07,  5.05it/s]
    194/499      4.32G    0.01582    0.01224   0.003083         76        640:   8%|7         | 3/40 [00:00<00:07,  5.06it/s]
    194/499      4.32G    0.01571    0.01246   0.002851         84        640:   8%|7         | 3/40 [00:00<00:07,  5.06it/s]
    194/499      4.32G    0.01571    0.01246   0.002851         84        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
    194/499      4.32G    0.01547    0.01204    0.00307         66        640:  10%|#         | 4/40 [00:00<00:06,  5.26it/s]
    194/499      4.32G    0.01547    0.01204    0.00307         66        640:  12%|#2        | 5/40 [00:00<00:06,  5.16it/s]
    194/499      4.32G    0.01516    0.01227   0.003186         89        640:  12%|#2        | 5/40 [00:01<00:06,  5.16it/s]
    194/499      4.32G    0.01516    0.01227   0.003186         89        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    194/499      4.32G    0.01505    0.01197   0.002891         71        640:  15%|#5        | 6/40 [00:01<00:06,  5.28it/s]
    194/499      4.32G    0.01505    0.01197   0.002891         71        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    194/499      4.32G    0.01531    0.01198    0.00287         79        640:  18%|#7        | 7/40 [00:01<00:06,  5.36it/s]
    194/499      4.32G    0.01531    0.01198    0.00287         79        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    194/499      4.32G    0.01515    0.01189   0.002659         75        640:  20%|##        | 8/40 [00:01<00:06,  5.20it/s]
    194/499      4.32G    0.01515    0.01189   0.002659         75        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    194/499      4.32G    0.01534    0.01178    0.00278         70        640:  22%|##2       | 9/40 [00:01<00:05,  5.30it/s]
    194/499      4.32G    0.01534    0.01178    0.00278         70        640:  25%|##5       | 10/40 [00:01<00:05,  5.37it/s]
    194/499      4.32G    0.01514    0.01158   0.002918         62        640:  25%|##5       | 10/40 [00:02<00:05,  5.37it/s]
    194/499      4.32G    0.01514    0.01158   0.002918         62        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    194/499      4.32G    0.01516    0.01163   0.003405         68        640:  28%|##7       | 11/40 [00:02<00:05,  5.25it/s]
    194/499      4.32G    0.01516    0.01163   0.003405         68        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    194/499      4.32G     0.0151    0.01166   0.003726         72        640:  30%|###       | 12/40 [00:02<00:05,  5.25it/s]
    194/499      4.32G     0.0151    0.01166   0.003726         72        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    194/499      4.32G    0.01523     0.0117   0.003876         76        640:  32%|###2      | 13/40 [00:02<00:05,  5.31it/s]
    194/499      4.32G    0.01523     0.0117   0.003876         76        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    194/499      4.32G    0.01522    0.01175    0.00391         85        640:  35%|###5      | 14/40 [00:02<00:04,  5.21it/s]
    194/499      4.32G    0.01522    0.01175    0.00391         85        640:  38%|###7      | 15/40 [00:02<00:04,  5.31it/s]
    194/499      4.32G    0.01523    0.01162   0.003735         67        640:  38%|###7      | 15/40 [00:03<00:04,  5.31it/s]
    194/499      4.32G    0.01523    0.01162   0.003735         67        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    194/499      4.32G    0.01515    0.01167   0.003648         80        640:  40%|####      | 16/40 [00:03<00:04,  5.38it/s]
    194/499      4.32G    0.01515    0.01167   0.003648         80        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    194/499      4.32G    0.01501    0.01161   0.003606         70        640:  42%|####2     | 17/40 [00:03<00:04,  5.24it/s]
    194/499      4.32G    0.01501    0.01161   0.003606         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    194/499      4.32G    0.01497    0.01169   0.003584         70        640:  45%|####5     | 18/40 [00:03<00:04,  5.31it/s]
    194/499      4.32G    0.01497    0.01169   0.003584         70        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    194/499      4.32G    0.01488    0.01161   0.003684         74        640:  48%|####7     | 19/40 [00:03<00:03,  5.40it/s]
    194/499      4.32G    0.01488    0.01161   0.003684         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    194/499      4.32G    0.01484    0.01164   0.003667         74        640:  50%|#####     | 20/40 [00:03<00:03,  5.26it/s]
    194/499      4.32G    0.01484    0.01164   0.003667         74        640:  52%|#####2    | 21/40 [00:03<00:03,  5.34it/s]
    194/499      4.32G    0.01478     0.0116   0.003573         72        640:  52%|#####2    | 21/40 [00:04<00:03,  5.34it/s]
    194/499      4.32G    0.01478     0.0116   0.003573         72        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    194/499      4.32G    0.01477    0.01156   0.003613         62        640:  55%|#####5    | 22/40 [00:04<00:03,  5.40it/s]
    194/499      4.32G    0.01477    0.01156   0.003613         62        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    194/499      4.32G    0.01475    0.01139   0.003863         54        640:  57%|#####7    | 23/40 [00:04<00:03,  5.24it/s]
    194/499      4.32G    0.01475    0.01139   0.003863         54        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    194/499      4.32G    0.01471    0.01149   0.003764         90        640:  60%|######    | 24/40 [00:04<00:02,  5.35it/s]
    194/499      4.32G    0.01471    0.01149   0.003764         90        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    194/499      4.32G    0.01462    0.01149   0.003704         78        640:  62%|######2   | 25/40 [00:04<00:02,  5.41it/s]
    194/499      4.32G    0.01462    0.01149   0.003704         78        640:  65%|######5   | 26/40 [00:04<00:02,  5.26it/s]
    194/499      4.32G    0.01463    0.01158    0.00364         89        640:  65%|######5   | 26/40 [00:05<00:02,  5.26it/s]
    194/499      4.32G    0.01463    0.01158    0.00364         89        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    194/499      4.32G    0.01465    0.01157   0.003614         74        640:  68%|######7   | 27/40 [00:05<00:02,  5.34it/s]
    194/499      4.32G    0.01465    0.01157   0.003614         74        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    194/499      4.32G    0.01457    0.01149   0.003534         59        640:  70%|#######   | 28/40 [00:05<00:02,  5.32it/s]
    194/499      4.32G    0.01457    0.01149   0.003534         59        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    194/499      4.32G    0.01454    0.01155   0.003539         84        640:  72%|#######2  | 29/40 [00:05<00:02,  5.17it/s]
    194/499      4.32G    0.01454    0.01155   0.003539         84        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    194/499      4.32G    0.01454    0.01155   0.003543         82        640:  75%|#######5  | 30/40 [00:05<00:01,  5.25it/s]
    194/499      4.32G    0.01454    0.01155   0.003543         82        640:  78%|#######7  | 31/40 [00:05<00:01,  5.34it/s]
    194/499      4.32G     0.0145    0.01155   0.003513         80        640:  78%|#######7  | 31/40 [00:06<00:01,  5.34it/s]
    194/499      4.32G     0.0145    0.01155   0.003513         80        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    194/499      4.32G    0.01457    0.01153   0.003597         63        640:  80%|########  | 32/40 [00:06<00:01,  5.18it/s]
    194/499      4.32G    0.01457    0.01153   0.003597         63        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    194/499      4.32G     0.0146    0.01148     0.0036         70        640:  82%|########2 | 33/40 [00:06<00:01,  5.25it/s]
    194/499      4.32G     0.0146    0.01148     0.0036         70        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    194/499      4.32G    0.01451    0.01148    0.00355         87        640:  85%|########5 | 34/40 [00:06<00:01,  5.32it/s]
    194/499      4.32G    0.01451    0.01148    0.00355         87        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    194/499      4.32G    0.01447    0.01148   0.003534         78        640:  88%|########7 | 35/40 [00:06<00:00,  5.18it/s]
    194/499      4.32G    0.01447    0.01148   0.003534         78        640:  90%|######### | 36/40 [00:06<00:00,  5.26it/s]
    194/499      4.32G    0.01452    0.01151   0.003608         71        640:  90%|######### | 36/40 [00:07<00:00,  5.26it/s]
    194/499      4.32G    0.01452    0.01151   0.003608         71        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    194/499      4.32G    0.01449    0.01147   0.003611         61        640:  92%|#########2| 37/40 [00:07<00:00,  5.35it/s]
    194/499      4.32G    0.01449    0.01147   0.003611         61        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    194/499      4.32G    0.01446    0.01148   0.003549         78        640:  95%|#########5| 38/40 [00:07<00:00,  5.21it/s]
    194/499      4.32G    0.01446    0.01148   0.003549         78        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    194/499      4.32G    0.01441    0.01146   0.003562         34        640:  98%|#########7| 39/40 [00:07<00:00,  5.29it/s]
    194/499      4.32G    0.01441    0.01146   0.003562         34        640: 100%|##########| 40/40 [00:07<00:00,  5.45it/s]
    194/499      4.32G    0.01441    0.01146   0.003562         34        640: 100%|##########| 40/40 [00:07<00:00,  5.29it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  7.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  7.46it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  6.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:00<00:00,  7.60it/s]
                   all        132        263          0          0          0          0
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 94, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.

195 epochs completed in 0.465 hours.
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp12\weights\last.pt, 14.4MB
Optimizer stripped from yolov5_ws\yolov5\runs\train\exp12\weights\best.pt, 14.4MB

Validating yolov5_ws\yolov5\runs\train\exp12\weights\best.pt...
Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/4 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  25%|##5       | 1/4 [00:00<00:00,  4.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  50%|#####     | 2/4 [00:00<00:00,  3.68it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  75%|#######5  | 3/4 [00:00<00:00,  3.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  4.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 4/4 [00:01<00:00,  3.92it/s]
                   all        132        263      0.475     0.0754       0.11     0.0534
        Right_Scissors        132         29          1          0      0.026    0.00779
   Right_Needle_driver        132         95      0.852      0.453      0.546      0.246
    Left_Needle_driver        132          6          0          0          0          0
          Left_Forceps        132         44          1          0     0.0736     0.0589
           Right_Empty        132          7          0          0          0          0
            Left_Empty        132         82          0          0     0.0162    0.00704
Results saved to yolov5_ws\yolov5\runs\train\exp12

!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-SGD/weights/best.pt --name YOLO5-ORIGINAL-SGD

val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-SGD/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-ORIGINAL-SGD, exist_ok=False, half=False, dnn=False
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test...:   0%|          | 0/200 [00:00<?, ?it/s]
test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test... 1 images, 0 backgrounds, 0 corrupt:   0%|          | 1/200 [00:03<12:09,  3.66s/it]
test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test... 196 images, 0 backgrounds, 0 corrupt:  98%|#########8| 196/200 [00:03<00:00, 73.42it/s]
test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:03<00:00, 53.10it/s]
test: New cache created: C:\Users\user\Projects\cvor1\data\raw\labels\test.cache

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/7 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  14%|#4        | 1/7 [00:00<00:05,  1.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  29%|##8       | 2/7 [00:01<00:02,  1.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  43%|####2     | 3/7 [00:01<00:01,  2.31it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  57%|#####7    | 4/7 [00:01<00:01,  2.70it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  71%|#######1  | 5/7 [00:01<00:00,  3.28it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  86%|########5 | 6/7 [00:02<00:00,  3.78it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 7/7 [00:02<00:00,  3.20it/s]
                   all        200        400      0.831      0.681      0.675      0.588
        Right_Scissors        200         42      0.839      0.994      0.939       0.84
         Left_Scissors        200          1          1          0    0.00371   0.000371
   Right_Needle_driver        200        138      0.883      0.993      0.986      0.908
    Left_Needle_driver        200         10      0.682      0.218      0.224      0.121
          Left_Forceps        200         63      0.836      0.984      0.982      0.833
           Right_Empty        200         20      0.685        0.6      0.637      0.546
            Left_Empty        200        126      0.892      0.976      0.957      0.868
Speed: 0.3ms pre-process, 2.3ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640)
Results saved to yolov5_ws\yolov5\runs\val\YOLO5-ORIGINAL-SGD5

!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-SGD/weights/best.pt --name YOLO5-BALANCED-SGD

val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-SGD/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-BALANCED-SGD, exist_ok=False, half=False, dnn=False
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s]
test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/7 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  14%|#4        | 1/7 [00:00<00:05,  1.16it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  29%|##8       | 2/7 [00:01<00:02,  1.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  43%|####2     | 3/7 [00:01<00:01,  2.35it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  57%|#####7    | 4/7 [00:01<00:01,  2.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  71%|#######1  | 5/7 [00:01<00:00,  3.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  86%|########5 | 6/7 [00:02<00:00,  3.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 7/7 [00:02<00:00,  3.20it/s]
                   all        200        400      0.846      0.654      0.656      0.557
        Right_Scissors        200         42      0.841      0.976      0.919      0.799
         Left_Scissors        200          1          1          0    0.00329   0.000329
   Right_Needle_driver        200        138      0.886      0.993      0.957      0.839
    Left_Needle_driver        200         10       0.62      0.172      0.226      0.104
          Left_Forceps        200         63      0.888      0.952       0.98      0.852
           Right_Empty        200         20      0.804        0.5      0.572      0.489
            Left_Empty        200        126      0.882      0.984      0.934      0.815
Speed: 0.2ms pre-process, 2.2ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640)
Results saved to yolov5_ws\yolov5\runs\val\YOLO5-BALANCED-SGD

!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-ADAMW/weights/best.pt --name YOLO5-ORIGINAL-ADAMW

val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-ADAMW/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-ORIGINAL-ADAMW, exist_ok=False, half=False, dnn=False
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s]
test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/7 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  14%|#4        | 1/7 [00:00<00:04,  1.45it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  29%|##8       | 2/7 [00:01<00:02,  2.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  43%|####2     | 3/7 [00:01<00:01,  2.44it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  57%|#####7    | 4/7 [00:01<00:01,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  71%|#######1  | 5/7 [00:01<00:00,  3.24it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  86%|########5 | 6/7 [00:02<00:00,  3.63it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 7/7 [00:02<00:00,  3.30it/s]
                   all        200        400      0.898      0.704      0.724      0.608
        Right_Scissors        200         42      0.862      0.952      0.939      0.807
         Left_Scissors        200          1          1          0          0          0
   Right_Needle_driver        200        138      0.937      0.964      0.985      0.843
    Left_Needle_driver        200         10      0.684        0.5       0.47      0.302
          Left_Forceps        200         63      0.895      0.968      0.978      0.841
           Right_Empty        200         20      0.984        0.6      0.734      0.614
            Left_Empty        200        126      0.921      0.944      0.961      0.848
Speed: 0.5ms pre-process, 1.1ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640)
Results saved to yolov5_ws\yolov5\runs\val\YOLO5-ORIGINAL-ADAMW

!python yolov5_ws/yolov5/val.py --task test --device "cuda:0" --data yolov5_ws/yolov5/dataset-test.yaml --weights yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-ADAMW/weights/best.pt --name YOLO5-BALANCED-ADAMW

val: data=yolov5_ws/yolov5/dataset-test.yaml, weights=['yolov5_ws/yolov5/runs/train/YOLO5-BALANCED-ADAMW/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=test, device=cuda:0, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5_ws\yolov5\runs\val, name=YOLO5-BALANCED-ADAMW, exist_ok=False, half=False, dnn=False
YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs

test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s]
test: Scanning C:\Users\user\Projects\cvor1\data\raw\labels\test.cache... 200 images, 0 backgrounds, 0 corrupt: 100%|##########| 200/200 [00:00<?, ?it/s]

                 Class     Images  Instances          P          R      mAP50   mAP50-95:   0%|          | 0/7 [00:00<?, ?it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  14%|#4        | 1/7 [00:00<00:03,  1.64it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  29%|##8       | 2/7 [00:00<00:02,  2.34it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  43%|####2     | 3/7 [00:01<00:01,  2.62it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  57%|#####7    | 4/7 [00:01<00:01,  2.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  71%|#######1  | 5/7 [00:01<00:00,  3.50it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95:  86%|########5 | 6/7 [00:01<00:00,  3.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|##########| 7/7 [00:01<00:00,  3.56it/s]
                   all        200        400      0.815      0.659       0.67      0.562
        Right_Scissors        200         42      0.777      0.952      0.905      0.772
         Left_Scissors        200          1          1          0          0          0
   Right_Needle_driver        200        138       0.88      0.971      0.965      0.825
    Left_Needle_driver        200         10      0.653      0.192      0.283      0.157
          Left_Forceps        200         63      0.845      0.937      0.956      0.836
           Right_Empty        200         20      0.684        0.6      0.675      0.556
            Left_Empty        200        126      0.865      0.962      0.907      0.785
Speed: 0.1ms pre-process, 0.9ms inference, 1.8ms NMS per image at shape (32, 3, 640, 640)
Results saved to yolov5_ws\yolov5\runs\val\YOLO5-BALANCED-ADAMW

From our testing, the augmentation we did only hindered the model's performance and we didn't see significant improvement from balancing either. It needs to be noted that the train procedure of the yolo5 implementation we used, has augmentation of its own which was better than ours. We can see from the test results that the best model is the one trained on the regular data with adamw optimizer. For the full metrics, loss graphs and p/r graphs, see yolov5_ws/yolov5/runs/train.

Additionally, it seems that the map is mostly ruined by the super minority labels, which are the left scissors and left needle driver as they have a minute amount of appearances in the data.

2. Video Segmentation

For the videos we loaded the model using torch and opened the video with CV2. We save the last 45 predictions for each hand and on each frame we run our model to get the raw predictions. the raw predictions are displayed with the boxes and replace the oldest prediction in the 45 predictions list the top label reported as the segmentation is the most appearing label in the last 45 frames.

To prevent miss match of segments with the ground truth, we make sure that each hand gets exactly one prediction per frame.

import numpy as np
import cv2 as cv
import bbox_visualizer as bbv
import torch
import csv
from sklearn import metrics

# YOLOv5 PyTorch HUB Inference (DetectionModels only)

model_name = 'yolov5_ws/yolov5/runs/train/YOLO5-ORIGINAL-ADAMW/weights/best.pt'
model = torch.hub.load('yolov5_ws/yolov5', 'custom', source='local', path=model_name, force_reload=True)

K = 45

videoPath = 'data/raw/videos/P022_balloon1.wmv'
outName = videoPath.split("/")[-1]
outName = outName.split(".")[0]
right_segments = outName + "_right"
left_segments = outName + "_left"
class_color = {0: (255, 0, 0), 1: (0, 255, 0), 2: (0, 0, 255), 3: (255, 255, 0), 4: (0, 255, 255), 5: (255, 0, 255),
               6: (128, 128, 128), 7: (128, 0, 128)}


def findMostViews(views, catagories):
    counts = []
    for c in catagories:
        counts.append(views.count(c))
    return catagories[np.argmax(counts)]


def classToTool(class_):
    tool = int(class_ / 2)
    if tool == 0:
        tool = 3
    elif tool == 1:
        tool = 1
    elif tool == 2:
        tool = 2
    else:
        tool = 0
    return "T" + str(tool)


def createSegments(predictions):
    segments = []
    start_p = 0
    current = predictions[0]
    for pre in range(0, len(predictions)):
        if predictions[pre] == current:
            continue
        else:
            segments.append([start_p, pre - 1, classToTool(current)])
            current = predictions[pre]
            start_p = pre
    if start_p < len(predictions):
        segments.append([start_p, len(predictions), classToTool(current)])
    return segments


## https://learnopencv.com/read-write-and-display-a-video-using-opencv-cpp-python/      ## basic opencv tutorial
## https://github.com/shoumikchow/bbox-visualizer  ## bbox_visualizer git with examples


cap = cv.VideoCapture(videoPath)

right_labels = []
left_labels = []

right_k_labels = []
left_k_labels = []
for j in range(0, K):
    right_k_labels.append(6)
    left_k_labels.append(7)

# Define the codec and create VideoWriter object
fourcc = cv.VideoWriter_fourcc(*'XVID')
out = cv.VideoWriter(outName + '.mp4', fourcc, 30.0, (640, 480))

# Check if camera opened successfully
if (cap.isOpened() == False):
    print("Error opening video stream or file")

# Read until video is completed
i = 0
while (cap.isOpened()):
    i += 1
    right_count = 0
    left_count = 0

    # Capture frame-by-frame
    ret, frame = cap.read()
    if ret == True:

        frame = cv.cvtColor(frame, cv.COLOR_BGR2RGB)

        results = model(frame)
        #print(results.xyxy)

        # add bounding boxes
        # bbox = [xmin, ymin, xmax, ymax]
        results_xyxy = results.xyxy[0].tolist()
        labels = []
        boxes = []
        for res in results_xyxy:
            labels.append(results.names[int(res[5])])
            boxes.append([int(a) for a in res[0:4]])
            if int(res[5]) % 2 == 0 and right_count == 0:
                right_k_labels.append(int(res[5]))
                del right_k_labels[0]
                right_labels.append(findMostViews(right_k_labels, list(results.names.keys())))
                right_count = 1
            elif left_count == 0:
                left_k_labels.append(int(res[5]))
                del left_k_labels[0]
                left_labels.append(findMostViews(left_k_labels, list(results.names.keys())))
                left_count = 1
        if right_count == 0:
            right_labels.append(findMostViews(right_k_labels, list(results.names.keys())))
        if left_count == 0:
            left_labels.append(findMostViews(left_k_labels, list(results.names.keys())))

        frame = cv.cvtColor(frame, cv.COLOR_RGB2BGR)

        frame = bbv.draw_multiple_rectangles(frame, boxes, bbox_color=(255, 0, 0))
        frame = bbv.add_multiple_labels(frame, labels, boxes, text_bg_color=(255, 0, 0))

        font = cv.FONT_HERSHEY_SIMPLEX
        cv.putText(frame, results.names[right_labels[-1]] + " " + results.names[left_labels[-1]], (50, 50), font, 1,
                   (0, 255, 255), 2, cv.LINE_4)

        # Display the resulting frame
        cv.imshow('Frame', frame)

        # write the frame
        out.write(frame)

        # Press Q on keyboard to  exit
        if cv.waitKey(33) & 0xFF == ord('q'):
            break

    # Break the loop
    else:
        break

# When everything done, release the video capture object
cap.release()
out.release()

# Closes all the frames
cv.destroyAllWindows()

# write the segments

with open(right_segments + ".txt", "w", newline="") as f:
    writer = csv.writer(f, delimiter=' ')
    writer.writerows(createSegments(right_labels))

with open(left_segments + ".txt", "w", newline="") as f:
    writer = csv.writer(f, delimiter=' ', quoting=csv.QUOTE_MINIMAL)
    writer.writerows(createSegments(left_labels))

YOLOv5  2022-12-5 Python-3.9.15 torch-1.13.0 CUDA:0 (NVIDIA GeForce RTX 4090, 24564MiB)

Fusing layers... 
Model summary: 157 layers, 7031701 parameters, 0 gradients, 15.8 GFLOPs
Adding AutoShape... 

---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
Cell In [15], line 131
    128     out.write(frame)
    130     # Press Q on keyboard to  exit
--> 131     if cv.waitKey(33) & 0xFF == ord('q'):
    132         break
    134 # Break the loop
    135 else:

KeyboardInterrupt: 

predictedSegmentsPath = "P022_balloon1_right.txt"
trueSegmentsPath = 'data/raw/HW1_dataset/tool_usage/tools_right/P022_balloon1.txt'


def convertSegmentsToList(segments):
    segList = []
    for segment in segments:
        for i in range(int(segment[0]), int(segment[1]) + 1):
            segList.append(segment[2])
    return segList


def readSegmentFile(path):
    out = []
    with open(path, "r") as f:
        reader = csv.reader(f, delimiter=' ', quoting=csv.QUOTE_MINIMAL)
        for line in reader:
            out.append(line)
    return out


def matchSize(list1, list2):
    if len(list1) > len(list2):
        list1 = list1[0:len(list2)]
    elif len(list2) > len(list1):
        list2 = list2[0:len(list1)]
    return list1, list2


def compareToolUsage(predictions, groundTruth):
    print("segmentation performance for: ", predictedSegmentsPath)
    precision = metrics.precision_score(groundTruth, predictions, average="weighted")
    print("weighted precision: ", precision)
    recall = metrics.recall_score(groundTruth, predictions, average="weighted")
    print("weighted recall: ", recall)
    f1_micro = metrics.f1_score(groundTruth, predictions, average="micro")
    print("f1_micro: ", f1_micro)
    f1_macro = metrics.f1_score(groundTruth, predictions, average="macro")
    print("f1_macro: ", f1_macro)
    accuracy = metrics.accuracy_score(groundTruth, predictions)
    print("accuracy: ", accuracy)
    return [precision, recall, f1_micro, f1_macro, accuracy]


predictedSegments = readSegmentFile(predictedSegmentsPath)
trueSegments = readSegmentFile(trueSegmentsPath)
predictedSegments = convertSegmentsToList(predictedSegments)
trueSegments = convertSegmentsToList(trueSegments)
predictedSegments, trueSegments = matchSize(predictedSegments, trueSegments)
compareToolUsage(predictedSegments, trueSegments)

segmentation performance for:  P022_balloon1_right.txt
weighted precision:  0.9586692243384253
weighted recall:  0.958102766798419
f1_micro:  0.958102766798419
f1_macro:  0.8714580784730058
accuracy:  0.958102766798419

[0.9586692243384253,
 0.958102766798419,
 0.958102766798419,
 0.8714580784730058,
 0.958102766798419]

vidNames = ["P022_balloon1", "P023_tissue2", "P024_balloon1","P025_tissue2","P026_tissue1"]
videoPerformance = []
for vidname in vidNames:
    predictedSegmentsPath = vidname +"_right.txt"
    trueSegmentsPath = 'data/raw/HW1_dataset/tool_usage/tools_right/' + vidname + '.txt'

    predictedSegments = readSegmentFile(predictedSegmentsPath)
    trueSegments = readSegmentFile(trueSegmentsPath)
    predictedSegments = convertSegmentsToList(predictedSegments)
    trueSegments = convertSegmentsToList(trueSegments)
    predictedSegments, trueSegments = matchSize(predictedSegments, trueSegments)

    videoPerformance.append(compareToolUsage(predictedSegments, trueSegments))

    predictedSegmentsPath = vidname +"_left.txt"
    trueSegmentsPath = 'data/raw/HW1_dataset/tool_usage/tools_left/' + vidname + '.txt'

    predictedSegments = readSegmentFile(predictedSegmentsPath)
    trueSegments = readSegmentFile(trueSegmentsPath)
    predictedSegments = convertSegmentsToList(predictedSegments)
    trueSegments = convertSegmentsToList(trueSegments)
    predictedSegments, trueSegments = matchSize(predictedSegments, trueSegments)

    videoPerformance.append(compareToolUsage(predictedSegments, trueSegments))

segmentation performance for:  P022_balloon1_right.txt
weighted precision:  0.9586692243384253
weighted recall:  0.958102766798419
f1_micro:  0.958102766798419
f1_macro:  0.8714580784730058
accuracy:  0.958102766798419
segmentation performance for:  P022_balloon1_left.txt
weighted precision:  0.9577116489394657
weighted recall:  0.9573122529644269
f1_micro:  0.9573122529644269
f1_macro:  0.9553990288466623
accuracy:  0.9573122529644269
segmentation performance for:  P023_tissue2_right.txt
weighted precision:  0.9566897764253594
weighted recall:  0.959924965893588
f1_micro:  0.959924965893588
f1_macro:  0.7782367859649958
accuracy:  0.959924965893588
segmentation performance for:  P023_tissue2_left.txt
weighted precision:  0.9527341060414528
weighted recall:  0.9496077762619373
f1_micro:  0.9496077762619373
f1_macro:  0.9343285643895525
accuracy:  0.9496077762619373
segmentation performance for:  P024_balloon1_right.txt
weighted precision:  0.938598974254354
weighted recall:  0.9380360839988169
f1_micro:  0.9380360839988169
f1_macro:  0.8510029189179957
accuracy:  0.9380360839988169
segmentation performance for:  P024_balloon1_left.txt
weighted precision:  1.0
weighted recall:  0.9931972789115646
f1_micro:  0.9931972789115646
f1_macro:  0.3321956769055745

C:\Users\david\anaconda3\lib\site-packages\sklearn\metrics\_classification.py:1318: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
C:\Users\david\anaconda3\lib\site-packages\sklearn\metrics\_classification.py:1318: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))

accuracy:  0.9931972789115646
segmentation performance for:  P025_tissue2_right.txt
weighted precision:  0.9399491332646307
weighted recall:  0.9416921508664627
f1_micro:  0.9416921508664627
f1_macro:  0.8275678540353049
accuracy:  0.9416921508664627
segmentation performance for:  P025_tissue2_left.txt
weighted precision:  0.88665943809103
weighted recall:  0.8595310907237512
f1_micro:  0.8595310907237512
f1_macro:  0.42353626024279867
accuracy:  0.8595310907237512
segmentation performance for:  P026_tissue1_right.txt
weighted precision:  0.9458654859591721
weighted recall:  0.945682825298778
f1_micro:  0.945682825298778
f1_macro:  0.678237477431019
accuracy:  0.945682825298778
segmentation performance for:  P026_tissue1_left.txt
weighted precision:  0.9536053546496048
weighted recall:  0.9532026319323217
f1_micro:  0.9532026319323217
f1_macro:  0.9524908817144085
accuracy:  0.9532026319323217

performanceDF = pd.DataFrame(videoPerformance, columns=["precision", "recall", "f1_micro", "f1_macro", "accuracy"])
performanceDF

	precision	recall	f1_micro	f1_macro	accuracy
0	0.958669	0.958103	0.958103	0.871458	0.958103
1	0.957712	0.957312	0.957312	0.955399	0.957312
2	0.956690	0.959925	0.959925	0.778237	0.959925
3	0.952734	0.949608	0.949608	0.934329	0.949608
4	0.938599	0.938036	0.938036	0.851003	0.938036
5	1.000000	0.993197	0.993197	0.332196	0.993197
6	0.939949	0.941692	0.941692	0.827568	0.941692
7	0.886659	0.859531	0.859531	0.423536	0.859531
8	0.945865	0.945683	0.945683	0.678237	0.945683
9	0.953605	0.953203	0.953203	0.952491	0.953203

performanceDF.mean()

precision    0.949048
recall       0.945629
f1_micro     0.945629
f1_macro     0.760445
accuracy     0.945629
dtype: float64

The average performance on the 5 videos:

precision,0.949048 recall,0.945629 f1_micro,0.945629 f1_macro,0.760445 accuracy,0.945629